You are viewing a plain text version of this content. The canonical link for it is here.
Posted to commits@singa.apache.org by zh...@apache.org on 2021/08/08 03:47:10 UTC
[singa-site] branch master updated: update the website to v3.2.0.rc1
This is an automated email from the ASF dual-hosted git repository.
zhaojing pushed a commit to branch master
in repository https://gitbox.apache.org/repos/asf/singa-site.git
The following commit(s) were added to refs/heads/master by this push:
new 921906b update the website to v3.2.0.rc1
new 1adec24 Merge pull request #19 from lzjpaul/3.2.0.rc1
921906b is described below
commit 921906b4d9573adc63d832eac3328582c1314e2b
Author: zhaojing <zh...@comp.nus.edu.sg>
AuthorDate: Sun Aug 8 11:38:27 2021 +0800
update the website to v3.2.0.rc1
---
content/404.html | 2 +-
content/404/index.html | 2 +-
content/blog/2017/02/12/v1-1-0.html | 2 +-
content/blog/2017/02/12/v1-1-0/index.html | 2 +-
content/blog/2018/06/09/v1-2-0.html | 2 +-
content/blog/2018/06/09/v1-2-0/index.html | 2 +-
content/blog/2018/07/16/DIBRIS.html | 2 +-
content/blog/2018/07/16/DIBRIS/index.html | 2 +-
content/blog/2018/12/14/DISI.html | 2 +-
content/blog/2018/12/14/DISI/index.html | 2 +-
content/blog/2019/04/20/v2-0-0.html | 2 +-
content/blog/2019/04/20/v2-0-0/index.html | 2 +-
content/blog/2019/05/05/eu-fossa.html | 2 +-
content/blog/2019/05/05/eu-fossa/index.html | 2 +-
content/blog/2019/06/27/google-summer-of-code.html | 2 +-
.../2019/06/27/google-summer-of-code/index.html | 2 +-
content/blog/2019/08/16/imda.html | 2 +-
content/blog/2019/08/16/imda/index.html | 2 +-
content/blog/2019/10/03/foodlg-with-singa.html | 2 +-
.../blog/2019/10/03/foodlg-with-singa/index.html | 2 +-
content/blog/2019/10/16/graduate-tlp.html | 2 +-
content/blog/2019/10/16/graduate-tlp/index.html | 2 +-
content/blog/2020/04/19/v3-0-0.html | 2 +-
content/blog/2020/04/19/v3-0-0/index.html | 2 +-
content/blog/index.html | 2 +-
content/blog/page2/index.html | 2 +-
content/docs/2.0.0/dist-train.html | 2 +-
content/docs/2.0.0/dist-train/index.html | 2 +-
content/docs/2.0.0/downloads.html | 2 +-
content/docs/2.0.0/downloads/index.html | 2 +-
content/docs/2.0.0/examples.html | 2 +-
content/docs/2.0.0/examples/index.html | 2 +-
content/docs/2.0.0/git-workflow.html | 2 +-
content/docs/2.0.0/git-workflow/index.html | 2 +-
content/docs/2.0.0/graph.html | 2 +-
content/docs/2.0.0/graph/index.html | 2 +-
content/docs/2.0.0/time-profiling.html | 2 +-
content/docs/2.0.0/time-profiling/index.html | 2 +-
content/docs/2.0.0/wheel-cpu-dev.html | 2 +-
content/docs/2.0.0/wheel-cpu-dev/index.html | 2 +-
content/docs/2.0.0/wheel-cpu.html | 2 +-
content/docs/2.0.0/wheel-cpu/index.html | 2 +-
content/docs/2.0.0/wheel-gpu-dev.html | 2 +-
content/docs/2.0.0/wheel-gpu-dev/index.html | 2 +-
content/docs/2.0.0/wheel-gpu.html | 2 +-
content/docs/2.0.0/wheel-gpu/index.html | 2 +-
content/docs/3.0.0.rc1/autograd.html | 2 +-
content/docs/3.0.0.rc1/autograd/index.html | 2 +-
content/docs/3.0.0.rc1/benchmark-train.html | 2 +-
content/docs/3.0.0.rc1/benchmark-train/index.html | 2 +-
content/docs/3.0.0.rc1/build.html | 2 +-
content/docs/3.0.0.rc1/build/index.html | 2 +-
content/docs/3.0.0.rc1/contribute-code.html | 2 +-
content/docs/3.0.0.rc1/contribute-code/index.html | 2 +-
content/docs/3.0.0.rc1/contribute-docs.html | 2 +-
content/docs/3.0.0.rc1/contribute-docs/index.html | 2 +-
content/docs/3.0.0.rc1/device.html | 2 +-
content/docs/3.0.0.rc1/device/index.html | 2 +-
content/docs/3.0.0.rc1/dist-train.html | 2 +-
content/docs/3.0.0.rc1/dist-train/index.html | 2 +-
content/docs/3.0.0.rc1/downloads.html | 2 +-
content/docs/3.0.0.rc1/downloads/index.html | 2 +-
content/docs/3.0.0.rc1/examples.html | 2 +-
content/docs/3.0.0.rc1/examples/index.html | 2 +-
content/docs/3.0.0.rc1/git-workflow.html | 2 +-
content/docs/3.0.0.rc1/git-workflow/index.html | 2 +-
content/docs/3.0.0.rc1/graph.html | 2 +-
content/docs/3.0.0.rc1/graph/index.html | 2 +-
content/docs/3.0.0.rc1/history-singa.html | 2 +-
content/docs/3.0.0.rc1/history-singa/index.html | 2 +-
content/docs/3.0.0.rc1/how-to-release.html | 2 +-
content/docs/3.0.0.rc1/how-to-release/index.html | 2 +-
content/docs/3.0.0.rc1/install-win.html | 2 +-
content/docs/3.0.0.rc1/install-win/index.html | 2 +-
content/docs/3.0.0.rc1/installation.html | 2 +-
content/docs/3.0.0.rc1/installation/index.html | 2 +-
content/docs/3.0.0.rc1/issue-tracking.html | 2 +-
content/docs/3.0.0.rc1/issue-tracking/index.html | 2 +-
content/docs/3.0.0.rc1/mail-lists.html | 2 +-
content/docs/3.0.0.rc1/mail-lists/index.html | 2 +-
content/docs/3.0.0.rc1/onnx.html | 2 +-
content/docs/3.0.0.rc1/onnx/index.html | 2 +-
.../3.0.0.rc1/releases/RELEASE_NOTES_0.1.0.html | 2 +-
.../releases/RELEASE_NOTES_0.1.0/index.html | 2 +-
.../3.0.0.rc1/releases/RELEASE_NOTES_0.2.0.html | 2 +-
.../releases/RELEASE_NOTES_0.2.0/index.html | 2 +-
.../3.0.0.rc1/releases/RELEASE_NOTES_0.3.0.html | 2 +-
.../releases/RELEASE_NOTES_0.3.0/index.html | 2 +-
.../3.0.0.rc1/releases/RELEASE_NOTES_1.0.0.html | 2 +-
.../releases/RELEASE_NOTES_1.0.0/index.html | 2 +-
.../3.0.0.rc1/releases/RELEASE_NOTES_1.1.0.html | 2 +-
.../releases/RELEASE_NOTES_1.1.0/index.html | 2 +-
.../3.0.0.rc1/releases/RELEASE_NOTES_1.2.0.html | 2 +-
.../releases/RELEASE_NOTES_1.2.0/index.html | 2 +-
.../3.0.0.rc1/releases/RELEASE_NOTES_2.0.0.html | 2 +-
.../releases/RELEASE_NOTES_2.0.0/index.html | 2 +-
.../releases/RELEASE_NOTES_3.0.0.rc1.html | 2 +-
.../releases/RELEASE_NOTES_3.0.0.rc1/index.html | 2 +-
content/docs/3.0.0.rc1/security.html | 2 +-
content/docs/3.0.0.rc1/security/index.html | 2 +-
content/docs/3.0.0.rc1/software-stack.html | 2 +-
content/docs/3.0.0.rc1/software-stack/index.html | 2 +-
content/docs/3.0.0.rc1/source-repository.html | 2 +-
.../docs/3.0.0.rc1/source-repository/index.html | 2 +-
content/docs/3.0.0.rc1/team-list.html | 2 +-
content/docs/3.0.0.rc1/team-list/index.html | 2 +-
content/docs/3.0.0.rc1/tensor.html | 2 +-
content/docs/3.0.0.rc1/tensor/index.html | 2 +-
content/docs/3.0.0.rc1/time-profiling.html | 2 +-
content/docs/3.0.0.rc1/time-profiling/index.html | 2 +-
content/docs/3.0.0.rc1/wheel-cpu-dev.html | 2 +-
content/docs/3.0.0.rc1/wheel-cpu-dev/index.html | 2 +-
content/docs/3.0.0.rc1/wheel-cpu.html | 2 +-
content/docs/3.0.0.rc1/wheel-cpu/index.html | 2 +-
content/docs/3.0.0.rc1/wheel-gpu-dev.html | 2 +-
content/docs/3.0.0.rc1/wheel-gpu-dev/index.html | 2 +-
content/docs/3.0.0.rc1/wheel-gpu.html | 2 +-
content/docs/3.0.0.rc1/wheel-gpu/index.html | 2 +-
content/docs/3.0.0/autograd.html | 2 +-
content/docs/3.0.0/autograd/index.html | 2 +-
content/docs/3.0.0/benchmark-train.html | 2 +-
content/docs/3.0.0/benchmark-train/index.html | 2 +-
content/docs/3.0.0/build.html | 2 +-
content/docs/3.0.0/build/index.html | 2 +-
content/docs/3.0.0/contribute-code.html | 2 +-
content/docs/3.0.0/contribute-code/index.html | 2 +-
content/docs/3.0.0/contribute-docs.html | 2 +-
content/docs/3.0.0/contribute-docs/index.html | 2 +-
content/docs/3.0.0/device.html | 2 +-
content/docs/3.0.0/device/index.html | 2 +-
content/docs/3.0.0/dist-train.html | 2 +-
content/docs/3.0.0/dist-train/index.html | 2 +-
content/docs/3.0.0/downloads.html | 2 +-
content/docs/3.0.0/downloads/index.html | 2 +-
content/docs/3.0.0/examples.html | 2 +-
content/docs/3.0.0/examples/index.html | 2 +-
content/docs/3.0.0/git-workflow.html | 2 +-
content/docs/3.0.0/git-workflow/index.html | 2 +-
content/docs/3.0.0/graph.html | 2 +-
content/docs/3.0.0/graph/index.html | 2 +-
content/docs/3.0.0/history-singa.html | 2 +-
content/docs/3.0.0/history-singa/index.html | 2 +-
content/docs/3.0.0/how-to-release.html | 2 +-
content/docs/3.0.0/how-to-release/index.html | 2 +-
content/docs/3.0.0/install-win.html | 2 +-
content/docs/3.0.0/install-win/index.html | 2 +-
content/docs/3.0.0/installation.html | 2 +-
content/docs/3.0.0/installation/index.html | 2 +-
content/docs/3.0.0/issue-tracking.html | 2 +-
content/docs/3.0.0/issue-tracking/index.html | 2 +-
content/docs/3.0.0/mail-lists.html | 2 +-
content/docs/3.0.0/mail-lists/index.html | 2 +-
content/docs/3.0.0/onnx.html | 2 +-
content/docs/3.0.0/onnx/index.html | 2 +-
.../docs/3.0.0/releases/RELEASE_NOTES_0.1.0.html | 2 +-
.../3.0.0/releases/RELEASE_NOTES_0.1.0/index.html | 2 +-
.../docs/3.0.0/releases/RELEASE_NOTES_0.2.0.html | 2 +-
.../3.0.0/releases/RELEASE_NOTES_0.2.0/index.html | 2 +-
.../docs/3.0.0/releases/RELEASE_NOTES_0.3.0.html | 2 +-
.../3.0.0/releases/RELEASE_NOTES_0.3.0/index.html | 2 +-
.../docs/3.0.0/releases/RELEASE_NOTES_1.0.0.html | 2 +-
.../3.0.0/releases/RELEASE_NOTES_1.0.0/index.html | 2 +-
.../docs/3.0.0/releases/RELEASE_NOTES_1.1.0.html | 2 +-
.../3.0.0/releases/RELEASE_NOTES_1.1.0/index.html | 2 +-
.../docs/3.0.0/releases/RELEASE_NOTES_1.2.0.html | 2 +-
.../3.0.0/releases/RELEASE_NOTES_1.2.0/index.html | 2 +-
.../docs/3.0.0/releases/RELEASE_NOTES_2.0.0.html | 2 +-
.../3.0.0/releases/RELEASE_NOTES_2.0.0/index.html | 2 +-
.../docs/3.0.0/releases/RELEASE_NOTES_3.0.0.html | 2 +-
.../3.0.0/releases/RELEASE_NOTES_3.0.0.rc1.html | 2 +-
.../releases/RELEASE_NOTES_3.0.0.rc1/index.html | 2 +-
.../3.0.0/releases/RELEASE_NOTES_3.0.0/index.html | 2 +-
content/docs/3.0.0/security.html | 2 +-
content/docs/3.0.0/security/index.html | 2 +-
content/docs/3.0.0/software-stack.html | 2 +-
content/docs/3.0.0/software-stack/index.html | 2 +-
content/docs/3.0.0/source-repository.html | 2 +-
content/docs/3.0.0/source-repository/index.html | 2 +-
content/docs/3.0.0/team-list.html | 2 +-
content/docs/3.0.0/team-list/index.html | 2 +-
content/docs/3.0.0/tensor.html | 2 +-
content/docs/3.0.0/tensor/index.html | 2 +-
content/docs/3.0.0/time-profiling.html | 2 +-
content/docs/3.0.0/time-profiling/index.html | 2 +-
content/docs/3.0.0/wheel-cpu-dev.html | 2 +-
content/docs/3.0.0/wheel-cpu-dev/index.html | 2 +-
content/docs/3.0.0/wheel-cpu.html | 2 +-
content/docs/3.0.0/wheel-cpu/index.html | 2 +-
content/docs/3.0.0/wheel-gpu-dev.html | 2 +-
content/docs/3.0.0/wheel-gpu-dev/index.html | 2 +-
content/docs/3.0.0/wheel-gpu.html | 2 +-
content/docs/3.0.0/wheel-gpu/index.html | 2 +-
content/docs/{ => 3.1.0}/autograd.html | 4 +-
content/docs/{ => 3.1.0}/autograd/index.html | 4 +-
content/docs/{3.0.0 => 3.1.0}/benchmark-train.html | 10 +-
.../{3.0.0 => 3.1.0}/benchmark-train/index.html | 10 +-
content/docs/{3.0.0 => 3.1.0}/build.html | 12 +-
content/docs/{3.0.0 => 3.1.0}/build/index.html | 12 +-
content/docs/{3.0.0 => 3.1.0}/contribute-code.html | 10 +-
.../{3.0.0 => 3.1.0}/contribute-code/index.html | 10 +-
content/docs/{3.0.0 => 3.1.0}/contribute-docs.html | 6 +-
.../{3.0.0 => 3.1.0}/contribute-docs/index.html | 6 +-
content/docs/{3.0.0 => 3.1.0}/device.html | 6 +-
content/docs/{3.0.0 => 3.1.0}/device/index.html | 6 +-
content/docs/{ => 3.1.0}/dist-train.html | 4 +-
content/docs/{ => 3.1.0}/dist-train/index.html | 4 +-
content/docs/{ => 3.1.0}/downloads.html | 4 +-
content/docs/{ => 3.1.0}/downloads/index.html | 4 +-
content/docs/{ => 3.1.0}/examples.html | 4 +-
content/docs/{ => 3.1.0}/examples/index.html | 4 +-
content/docs/{3.0.0 => 3.1.0}/git-workflow.html | 6 +-
.../docs/{3.0.0 => 3.1.0}/git-workflow/index.html | 6 +-
content/docs/{ => 3.1.0}/graph.html | 4 +-
content/docs/{ => 3.1.0}/graph/index.html | 4 +-
content/docs/{3.0.0 => 3.1.0}/history-singa.html | 6 +-
.../docs/{3.0.0 => 3.1.0}/history-singa/index.html | 6 +-
content/docs/{ => 3.1.0}/how-to-release.html | 4 +-
content/docs/{ => 3.1.0}/how-to-release/index.html | 4 +-
content/docs/{ => 3.1.0}/initializer.html | 2 +-
content/docs/{ => 3.1.0}/initializer/index.html | 2 +-
content/docs/{3.0.0 => 3.1.0}/install-win.html | 34 ++--
.../docs/{3.0.0 => 3.1.0}/install-win/index.html | 34 ++--
content/docs/{next => 3.1.0}/installation.html | 8 +-
.../docs/{next => 3.1.0}/installation/index.html | 8 +-
content/docs/{3.0.0 => 3.1.0}/issue-tracking.html | 6 +-
.../{3.0.0 => 3.1.0}/issue-tracking/index.html | 6 +-
content/docs/{ => 3.1.0}/layer.html | 2 +-
content/docs/{ => 3.1.0}/layer/index.html | 2 +-
content/docs/{ => 3.1.0}/loss.html | 2 +-
content/docs/{ => 3.1.0}/loss/index.html | 2 +-
content/docs/{3.0.0 => 3.1.0}/mail-lists.html | 6 +-
.../docs/{3.0.0 => 3.1.0}/mail-lists/index.html | 6 +-
content/docs/{ => 3.1.0}/metric.html | 2 +-
content/docs/{ => 3.1.0}/metric/index.html | 2 +-
content/docs/{ => 3.1.0}/model-zoo-char-rnn.html | 2 +-
.../docs/{ => 3.1.0}/model-zoo-char-rnn/index.html | 2 +-
.../docs/{ => 3.1.0}/model-zoo-cnn-cifar10.html | 4 +-
.../{ => 3.1.0}/model-zoo-cnn-cifar10/index.html | 4 +-
.../{ => 3.1.0}/model-zoo-imagenet-alexnet.html | 2 +-
.../model-zoo-imagenet-alexnet/index.html | 2 +-
.../{ => 3.1.0}/model-zoo-imagenet-densenet.html | 2 +-
.../model-zoo-imagenet-densenet/index.html | 2 +-
.../{ => 3.1.0}/model-zoo-imagenet-googlenet.html | 2 +-
.../model-zoo-imagenet-googlenet/index.html | 2 +-
.../{ => 3.1.0}/model-zoo-imagenet-inception.html | 2 +-
.../model-zoo-imagenet-inception/index.html | 2 +-
.../{ => 3.1.0}/model-zoo-imagenet-resnet.html | 2 +-
.../model-zoo-imagenet-resnet/index.html | 2 +-
.../docs/{ => 3.1.0}/model-zoo-imagenet-vgg.html | 2 +-
.../{ => 3.1.0}/model-zoo-imagenet-vgg/index.html | 2 +-
content/docs/{ => 3.1.0}/model-zoo-rbm-mnist.html | 2 +-
.../{ => 3.1.0}/model-zoo-rbm-mnist/index.html | 2 +-
content/docs/{ => 3.1.0}/onnx.html | 4 +-
content/docs/{ => 3.1.0}/onnx/index.html | 4 +-
content/docs/{next => 3.1.0}/optimizer.html | 6 +-
content/docs/{next => 3.1.0}/optimizer/index.html | 6 +-
.../releases/RELEASE_NOTES_0.1.0.html | 6 +-
.../releases/RELEASE_NOTES_0.1.0/index.html | 6 +-
.../releases/RELEASE_NOTES_0.2.0.html | 6 +-
.../releases/RELEASE_NOTES_0.2.0/index.html | 6 +-
.../releases/RELEASE_NOTES_0.3.0.html | 6 +-
.../releases/RELEASE_NOTES_0.3.0/index.html | 6 +-
.../releases/RELEASE_NOTES_1.0.0.html | 6 +-
.../releases/RELEASE_NOTES_1.0.0/index.html | 6 +-
.../releases/RELEASE_NOTES_1.1.0.html | 6 +-
.../releases/RELEASE_NOTES_1.1.0/index.html | 6 +-
.../releases/RELEASE_NOTES_1.2.0.html | 6 +-
.../releases/RELEASE_NOTES_1.2.0/index.html | 6 +-
.../releases/RELEASE_NOTES_2.0.0.html | 6 +-
.../releases/RELEASE_NOTES_2.0.0/index.html | 6 +-
.../{ => 3.1.0}/releases/RELEASE_NOTES_3.0.0.html | 4 +-
.../releases/RELEASE_NOTES_3.0.0.rc1.html | 6 +-
.../releases/RELEASE_NOTES_3.0.0.rc1/index.html | 6 +-
.../releases/RELEASE_NOTES_3.0.0/index.html | 4 +-
.../{ => 3.1.0}/releases/RELEASE_NOTES_3.1.0.html | 4 +-
.../releases/RELEASE_NOTES_3.1.0/index.html | 4 +-
content/docs/{3.0.0 => 3.1.0}/security.html | 6 +-
content/docs/{3.0.0 => 3.1.0}/security/index.html | 6 +-
content/docs/{ => 3.1.0}/software-stack.html | 4 +-
content/docs/{ => 3.1.0}/software-stack/index.html | 4 +-
.../docs/{3.0.0 => 3.1.0}/source-repository.html | 6 +-
.../{3.0.0 => 3.1.0}/source-repository/index.html | 6 +-
content/docs/{3.0.0 => 3.1.0}/team-list.html | 23 +--
content/docs/{3.0.0 => 3.1.0}/team-list/index.html | 23 +--
content/docs/{ => 3.1.0}/tensor.html | 4 +-
content/docs/{ => 3.1.0}/tensor/index.html | 4 +-
content/docs/{ => 3.1.0}/time-profiling.html | 4 +-
content/docs/{ => 3.1.0}/time-profiling/index.html | 4 +-
content/docs/{ => 3.1.0}/wheel-cpu-dev.html | 4 +-
content/docs/{ => 3.1.0}/wheel-cpu-dev/index.html | 4 +-
content/docs/{ => 3.1.0}/wheel-cpu.html | 4 +-
content/docs/{ => 3.1.0}/wheel-cpu/index.html | 4 +-
content/docs/{ => 3.1.0}/wheel-gpu-dev.html | 4 +-
content/docs/{ => 3.1.0}/wheel-gpu-dev/index.html | 4 +-
content/docs/{ => 3.1.0}/wheel-gpu.html | 4 +-
content/docs/{ => 3.1.0}/wheel-gpu/index.html | 4 +-
content/docs/3.1.0_Chinese/autograd.html | 2 +-
content/docs/3.1.0_Chinese/autograd/index.html | 2 +-
content/docs/3.1.0_Chinese/benchmark-train.html | 2 +-
.../docs/3.1.0_Chinese/benchmark-train/index.html | 2 +-
content/docs/3.1.0_Chinese/build.html | 2 +-
content/docs/3.1.0_Chinese/build/index.html | 2 +-
content/docs/3.1.0_Chinese/contribute-code.html | 2 +-
.../docs/3.1.0_Chinese/contribute-code/index.html | 2 +-
content/docs/3.1.0_Chinese/contribute-docs.html | 2 +-
.../docs/3.1.0_Chinese/contribute-docs/index.html | 2 +-
content/docs/3.1.0_Chinese/device.html | 2 +-
content/docs/3.1.0_Chinese/device/index.html | 2 +-
content/docs/3.1.0_Chinese/dist-train.html | 2 +-
content/docs/3.1.0_Chinese/dist-train/index.html | 2 +-
content/docs/3.1.0_Chinese/downloads.html | 2 +-
content/docs/3.1.0_Chinese/downloads/index.html | 2 +-
content/docs/3.1.0_Chinese/examples.html | 2 +-
content/docs/3.1.0_Chinese/examples/index.html | 2 +-
content/docs/3.1.0_Chinese/git-workflow.html | 2 +-
content/docs/3.1.0_Chinese/git-workflow/index.html | 2 +-
content/docs/3.1.0_Chinese/graph.html | 2 +-
content/docs/3.1.0_Chinese/graph/index.html | 2 +-
content/docs/3.1.0_Chinese/history-singa.html | 2 +-
.../docs/3.1.0_Chinese/history-singa/index.html | 2 +-
content/docs/3.1.0_Chinese/how-to-release.html | 2 +-
.../docs/3.1.0_Chinese/how-to-release/index.html | 2 +-
content/docs/3.1.0_Chinese/install-win.html | 2 +-
content/docs/3.1.0_Chinese/install-win/index.html | 2 +-
content/docs/3.1.0_Chinese/installation.html | 2 +-
content/docs/3.1.0_Chinese/installation/index.html | 2 +-
content/docs/3.1.0_Chinese/issue-tracking.html | 2 +-
.../docs/3.1.0_Chinese/issue-tracking/index.html | 2 +-
content/docs/3.1.0_Chinese/mail-lists.html | 2 +-
content/docs/3.1.0_Chinese/mail-lists/index.html | 2 +-
content/docs/3.1.0_Chinese/onnx.html | 2 +-
content/docs/3.1.0_Chinese/onnx/index.html | 2 +-
content/docs/3.1.0_Chinese/optimizer.html | 2 +-
content/docs/3.1.0_Chinese/optimizer/index.html | 2 +-
content/docs/3.1.0_Chinese/security.html | 2 +-
content/docs/3.1.0_Chinese/security/index.html | 2 +-
content/docs/3.1.0_Chinese/software-stack.html | 2 +-
.../docs/3.1.0_Chinese/software-stack/index.html | 2 +-
content/docs/3.1.0_Chinese/source-repository.html | 2 +-
.../3.1.0_Chinese/source-repository/index.html | 2 +-
content/docs/3.1.0_Chinese/team-list.html | 2 +-
content/docs/3.1.0_Chinese/team-list/index.html | 2 +-
content/docs/3.1.0_Chinese/tensor.html | 2 +-
content/docs/3.1.0_Chinese/tensor/index.html | 2 +-
content/docs/3.1.0_Chinese/time-profiling.html | 2 +-
.../docs/3.1.0_Chinese/time-profiling/index.html | 2 +-
content/docs/3.1.0_Chinese/wheel-cpu-dev.html | 2 +-
.../docs/3.1.0_Chinese/wheel-cpu-dev/index.html | 2 +-
content/docs/3.1.0_Chinese/wheel-cpu.html | 2 +-
content/docs/3.1.0_Chinese/wheel-cpu/index.html | 2 +-
content/docs/3.1.0_Chinese/wheel-gpu-dev.html | 2 +-
.../docs/3.1.0_Chinese/wheel-gpu-dev/index.html | 2 +-
content/docs/3.1.0_Chinese/wheel-gpu.html | 2 +-
content/docs/3.1.0_Chinese/wheel-gpu/index.html | 2 +-
content/docs/3.1.0_Viet/autograd.html | 75 ++++++---
content/docs/3.1.0_Viet/autograd/index.html | 75 ++++++---
content/docs/3.1.0_Viet/benchmark-train.html | 23 ++-
content/docs/3.1.0_Viet/benchmark-train/index.html | 23 ++-
content/docs/3.1.0_Viet/build.html | 181 ++++++++++++++-------
content/docs/3.1.0_Viet/build/index.html | 181 ++++++++++++++-------
content/docs/3.1.0_Viet/contribute-code.html | 43 +++--
content/docs/3.1.0_Viet/contribute-code/index.html | 43 +++--
content/docs/3.1.0_Viet/contribute-docs.html | 45 +++--
content/docs/3.1.0_Viet/contribute-docs/index.html | 45 +++--
content/docs/3.1.0_Viet/device.html | 9 +-
content/docs/3.1.0_Viet/device/index.html | 9 +-
content/docs/3.1.0_Viet/dist-train.html | 127 ++++++++++-----
content/docs/3.1.0_Viet/dist-train/index.html | 127 ++++++++++-----
content/docs/3.1.0_Viet/downloads.html | 65 +++++---
content/docs/3.1.0_Viet/downloads/index.html | 65 +++++---
content/docs/3.1.0_Viet/examples.html | 13 +-
content/docs/3.1.0_Viet/examples/index.html | 13 +-
content/docs/3.1.0_Viet/git-workflow.html | 82 ++++++----
content/docs/3.1.0_Viet/git-workflow/index.html | 82 ++++++----
content/docs/3.1.0_Viet/graph.html | 112 ++++++++-----
content/docs/3.1.0_Viet/graph/index.html | 112 ++++++++-----
content/docs/3.1.0_Viet/history-singa.html | 13 +-
content/docs/3.1.0_Viet/history-singa/index.html | 13 +-
content/docs/3.1.0_Viet/how-to-release.html | 54 +++---
content/docs/3.1.0_Viet/how-to-release/index.html | 54 +++---
content/docs/3.1.0_Viet/install-win.html | 115 +++++++------
content/docs/3.1.0_Viet/install-win/index.html | 115 +++++++------
content/docs/3.1.0_Viet/installation.html | 67 +++++---
content/docs/3.1.0_Viet/installation/index.html | 67 +++++---
content/docs/3.1.0_Viet/issue-tracking.html | 9 +-
content/docs/3.1.0_Viet/issue-tracking/index.html | 9 +-
content/docs/3.1.0_Viet/mail-lists.html | 6 +-
content/docs/3.1.0_Viet/mail-lists/index.html | 6 +-
content/docs/3.1.0_Viet/onnx.html | 133 +++++++++------
content/docs/3.1.0_Viet/onnx/index.html | 133 +++++++++------
content/docs/3.1.0_Viet/optimizer.html | 17 +-
content/docs/3.1.0_Viet/optimizer/index.html | 17 +-
content/docs/3.1.0_Viet/security.html | 2 +-
content/docs/3.1.0_Viet/security/index.html | 2 +-
content/docs/3.1.0_Viet/software-stack.html | 137 ++++++++--------
content/docs/3.1.0_Viet/software-stack/index.html | 137 ++++++++--------
content/docs/3.1.0_Viet/source-repository.html | 6 +-
.../docs/3.1.0_Viet/source-repository/index.html | 6 +-
content/docs/3.1.0_Viet/team-list.html | 10 +-
content/docs/3.1.0_Viet/team-list/index.html | 10 +-
content/docs/3.1.0_Viet/tensor.html | 86 ++++++----
content/docs/3.1.0_Viet/tensor/index.html | 86 ++++++----
content/docs/3.1.0_Viet/time-profiling.html | 18 +-
content/docs/3.1.0_Viet/time-profiling/index.html | 18 +-
content/docs/3.1.0_Viet/wheel-cpu-dev.html | 2 +-
content/docs/3.1.0_Viet/wheel-cpu-dev/index.html | 2 +-
content/docs/3.1.0_Viet/wheel-cpu.html | 2 +-
content/docs/3.1.0_Viet/wheel-cpu/index.html | 2 +-
content/docs/3.1.0_Viet/wheel-gpu-dev.html | 2 +-
content/docs/3.1.0_Viet/wheel-gpu-dev/index.html | 2 +-
content/docs/3.1.0_Viet/wheel-gpu.html | 2 +-
content/docs/3.1.0_Viet/wheel-gpu/index.html | 2 +-
content/docs/autograd.html | 6 +-
content/docs/autograd/index.html | 6 +-
content/docs/benchmark-train.html | 6 +-
content/docs/benchmark-train/index.html | 6 +-
content/docs/build.html | 6 +-
content/docs/build/index.html | 6 +-
content/docs/contribute-code.html | 6 +-
content/docs/contribute-code/index.html | 6 +-
content/docs/contribute-docs.html | 6 +-
content/docs/contribute-docs/index.html | 6 +-
content/docs/device.html | 6 +-
content/docs/device/index.html | 6 +-
content/docs/dist-train.html | 6 +-
content/docs/dist-train/index.html | 6 +-
content/docs/downloads.html | 6 +-
content/docs/downloads/index.html | 6 +-
content/docs/examples.html | 6 +-
content/docs/examples/index.html | 6 +-
content/docs/git-workflow.html | 6 +-
content/docs/git-workflow/index.html | 6 +-
content/docs/graph.html | 6 +-
content/docs/graph/index.html | 6 +-
content/docs/{next => }/half-precision.html | 6 +-
content/docs/{next => }/half-precision/index.html | 6 +-
content/docs/history-singa.html | 6 +-
content/docs/history-singa/index.html | 6 +-
content/docs/how-to-release.html | 6 +-
content/docs/how-to-release/index.html | 6 +-
content/docs/initializer.html | 4 +-
content/docs/initializer/index.html | 4 +-
content/docs/install-win.html | 6 +-
content/docs/install-win/index.html | 6 +-
content/docs/installation.html | 6 +-
content/docs/installation/index.html | 6 +-
content/docs/issue-tracking.html | 6 +-
content/docs/issue-tracking/index.html | 6 +-
content/docs/layer.html | 4 +-
content/docs/layer/index.html | 4 +-
content/docs/loss.html | 4 +-
content/docs/loss/index.html | 4 +-
content/docs/mail-lists.html | 6 +-
content/docs/mail-lists/index.html | 6 +-
content/docs/metric.html | 4 +-
content/docs/metric/index.html | 4 +-
content/docs/model-zoo-char-rnn.html | 4 +-
content/docs/model-zoo-char-rnn/index.html | 4 +-
content/docs/model-zoo-cnn-cifar10.html | 4 +-
content/docs/model-zoo-cnn-cifar10/index.html | 4 +-
content/docs/model-zoo-imagenet-alexnet.html | 4 +-
content/docs/model-zoo-imagenet-alexnet/index.html | 4 +-
content/docs/model-zoo-imagenet-densenet.html | 4 +-
.../docs/model-zoo-imagenet-densenet/index.html | 4 +-
content/docs/model-zoo-imagenet-googlenet.html | 4 +-
.../docs/model-zoo-imagenet-googlenet/index.html | 4 +-
content/docs/model-zoo-imagenet-inception.html | 4 +-
.../docs/model-zoo-imagenet-inception/index.html | 4 +-
content/docs/model-zoo-imagenet-resnet.html | 4 +-
content/docs/model-zoo-imagenet-resnet/index.html | 4 +-
content/docs/model-zoo-imagenet-vgg.html | 4 +-
content/docs/model-zoo-imagenet-vgg/index.html | 4 +-
content/docs/model-zoo-rbm-mnist.html | 4 +-
content/docs/model-zoo-rbm-mnist/index.html | 4 +-
content/docs/next/autograd.html | 2 +-
content/docs/next/autograd/index.html | 2 +-
content/docs/next/benchmark-train.html | 2 +-
content/docs/next/benchmark-train/index.html | 2 +-
content/docs/next/build.html | 2 +-
content/docs/next/build/index.html | 2 +-
content/docs/next/contribute-code.html | 2 +-
content/docs/next/contribute-code/index.html | 2 +-
content/docs/next/contribute-docs.html | 2 +-
content/docs/next/contribute-docs/index.html | 2 +-
content/docs/next/device.html | 2 +-
content/docs/next/device/index.html | 2 +-
content/docs/next/dist-train.html | 2 +-
content/docs/next/dist-train/index.html | 2 +-
content/docs/next/downloads.html | 2 +-
content/docs/next/downloads/index.html | 2 +-
content/docs/next/examples.html | 2 +-
content/docs/next/examples/index.html | 2 +-
content/docs/next/git-workflow.html | 2 +-
content/docs/next/git-workflow/index.html | 2 +-
content/docs/next/graph.html | 2 +-
content/docs/next/graph/index.html | 2 +-
content/docs/next/half-precision.html | 2 +-
content/docs/next/half-precision/index.html | 2 +-
content/docs/next/history-singa.html | 2 +-
content/docs/next/history-singa/index.html | 2 +-
content/docs/next/how-to-release.html | 2 +-
content/docs/next/how-to-release/index.html | 2 +-
content/docs/next/install-win.html | 2 +-
content/docs/next/install-win/index.html | 2 +-
content/docs/next/installation.html | 2 +-
content/docs/next/installation/index.html | 2 +-
content/docs/next/issue-tracking.html | 2 +-
content/docs/next/issue-tracking/index.html | 2 +-
content/docs/next/mail-lists.html | 2 +-
content/docs/next/mail-lists/index.html | 2 +-
content/docs/next/onnx.html | 2 +-
content/docs/next/onnx/index.html | 2 +-
content/docs/next/optimizer.html | 2 +-
content/docs/next/optimizer/index.html | 2 +-
.../docs/next/releases/RELEASE_NOTES_0.1.0.html | 2 +-
.../next/releases/RELEASE_NOTES_0.1.0/index.html | 2 +-
.../docs/next/releases/RELEASE_NOTES_0.2.0.html | 2 +-
.../next/releases/RELEASE_NOTES_0.2.0/index.html | 2 +-
.../docs/next/releases/RELEASE_NOTES_0.3.0.html | 2 +-
.../next/releases/RELEASE_NOTES_0.3.0/index.html | 2 +-
.../docs/next/releases/RELEASE_NOTES_1.0.0.html | 2 +-
.../next/releases/RELEASE_NOTES_1.0.0/index.html | 2 +-
.../docs/next/releases/RELEASE_NOTES_1.1.0.html | 2 +-
.../next/releases/RELEASE_NOTES_1.1.0/index.html | 2 +-
.../docs/next/releases/RELEASE_NOTES_1.2.0.html | 2 +-
.../next/releases/RELEASE_NOTES_1.2.0/index.html | 2 +-
.../docs/next/releases/RELEASE_NOTES_2.0.0.html | 2 +-
.../next/releases/RELEASE_NOTES_2.0.0/index.html | 2 +-
.../docs/next/releases/RELEASE_NOTES_3.0.0.html | 2 +-
.../next/releases/RELEASE_NOTES_3.0.0/index.html | 2 +-
.../docs/next/releases/RELEASE_NOTES_3.1.0.html | 2 +-
.../next/releases/RELEASE_NOTES_3.1.0/index.html | 2 +-
.../next/releases/RELEASE_NOTES_3.2.0.rc1.html | 66 ++++++++
.../releases/RELEASE_NOTES_3.2.0.rc1/index.html | 66 ++++++++
content/docs/next/security.html | 2 +-
content/docs/next/security/index.html | 2 +-
content/docs/next/software-stack.html | 2 +-
content/docs/next/software-stack/index.html | 2 +-
content/docs/next/source-repository.html | 2 +-
content/docs/next/source-repository/index.html | 2 +-
content/docs/next/team-list.html | 2 +-
content/docs/next/team-list/index.html | 2 +-
content/docs/next/tensor.html | 2 +-
content/docs/next/tensor/index.html | 2 +-
content/docs/next/time-profiling.html | 2 +-
content/docs/next/time-profiling/index.html | 2 +-
content/docs/next/wheel-cpu-dev.html | 2 +-
content/docs/next/wheel-cpu-dev/index.html | 2 +-
content/docs/next/wheel-cpu.html | 2 +-
content/docs/next/wheel-cpu/index.html | 2 +-
content/docs/next/wheel-gpu-dev.html | 2 +-
content/docs/next/wheel-gpu-dev/index.html | 2 +-
content/docs/next/wheel-gpu.html | 2 +-
content/docs/next/wheel-gpu/index.html | 2 +-
content/docs/onnx.html | 10 +-
content/docs/onnx/index.html | 10 +-
content/docs/optimizer.html | 6 +-
content/docs/optimizer/index.html | 6 +-
content/docs/releases/RELEASE_NOTES_0.1.0.html | 6 +-
.../docs/releases/RELEASE_NOTES_0.1.0/index.html | 6 +-
content/docs/releases/RELEASE_NOTES_0.2.0.html | 6 +-
.../docs/releases/RELEASE_NOTES_0.2.0/index.html | 6 +-
content/docs/releases/RELEASE_NOTES_0.3.0.html | 6 +-
.../docs/releases/RELEASE_NOTES_0.3.0/index.html | 6 +-
content/docs/releases/RELEASE_NOTES_1.0.0.html | 6 +-
.../docs/releases/RELEASE_NOTES_1.0.0/index.html | 6 +-
content/docs/releases/RELEASE_NOTES_1.1.0.html | 6 +-
.../docs/releases/RELEASE_NOTES_1.1.0/index.html | 6 +-
content/docs/releases/RELEASE_NOTES_1.2.0.html | 6 +-
.../docs/releases/RELEASE_NOTES_1.2.0/index.html | 6 +-
content/docs/releases/RELEASE_NOTES_2.0.0.html | 6 +-
.../docs/releases/RELEASE_NOTES_2.0.0/index.html | 6 +-
content/docs/releases/RELEASE_NOTES_3.0.0.html | 6 +-
content/docs/releases/RELEASE_NOTES_3.0.0.rc1.html | 6 +-
.../releases/RELEASE_NOTES_3.0.0.rc1/index.html | 6 +-
.../docs/releases/RELEASE_NOTES_3.0.0/index.html | 6 +-
content/docs/releases/RELEASE_NOTES_3.1.0.html | 8 +-
.../docs/releases/RELEASE_NOTES_3.1.0/index.html | 8 +-
content/docs/releases/RELEASE_NOTES_3.2.0.rc1.html | 66 ++++++++
.../releases/RELEASE_NOTES_3.2.0.rc1/index.html | 66 ++++++++
content/docs/security.html | 6 +-
content/docs/security/index.html | 6 +-
content/docs/software-stack.html | 6 +-
content/docs/software-stack/index.html | 6 +-
content/docs/source-repository.html | 6 +-
content/docs/source-repository/index.html | 6 +-
content/docs/team-list.html | 16 +-
content/docs/team-list/index.html | 16 +-
content/docs/tensor.html | 6 +-
content/docs/tensor/index.html | 6 +-
content/docs/time-profiling.html | 6 +-
content/docs/time-profiling/index.html | 6 +-
content/docs/wheel-cpu-dev.html | 62 +------
content/docs/wheel-cpu-dev/index.html | 62 +------
content/docs/wheel-cpu.html | 62 +------
content/docs/wheel-cpu/index.html | 62 +------
content/docs/wheel-gpu-dev.html | 62 +------
content/docs/wheel-gpu-dev/index.html | 62 +------
content/docs/wheel-gpu.html | 62 +------
content/docs/wheel-gpu/index.html | 62 +------
content/en/404.html | 2 +-
content/en/404/index.html | 2 +-
content/en/help.html | 2 +-
content/en/help/index.html | 2 +-
content/en/index.html | 2 +-
content/en/users.html | 2 +-
content/en/users/index.html | 2 +-
content/en/versions.html | 2 +-
content/en/versions/index.html | 2 +-
content/help.html | 2 +-
content/help/index.html | 2 +-
content/index.html | 2 +-
content/sitemap.xml | 2 +-
content/users.html | 2 +-
content/users/index.html | 2 +-
content/versions.html | 2 +-
content/versions/index.html | 2 +-
617 files changed, 3001 insertions(+), 2511 deletions(-)
diff --git a/content/404.html b/content/404.html
index d0a0fae..f05dd60 100644
--- a/content/404.html
+++ b/content/404.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-internal"><li class=""><a href="/docs/installat [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0.rc1</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-internal"><li class=""><a href="/docs/insta [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/404/index.html b/content/404/index.html
index d0a0fae..f05dd60 100644
--- a/content/404/index.html
+++ b/content/404/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-internal"><li class=""><a href="/docs/installat [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0.rc1</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-internal"><li class=""><a href="/docs/insta [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/blog/2017/02/12/v1-1-0.html b/content/blog/2017/02/12/v1-1-0.html
index 4bf34c0..24ca153 100644
--- a/content/blog/2017/02/12/v1-1-0.html
+++ b/content/blog/2017/02/12/v1-1-0.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0.rc1</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-in [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
diff --git a/content/blog/2017/02/12/v1-1-0/index.html b/content/blog/2017/02/12/v1-1-0/index.html
index 4bf34c0..24ca153 100644
--- a/content/blog/2017/02/12/v1-1-0/index.html
+++ b/content/blog/2017/02/12/v1-1-0/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0.rc1</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-in [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
diff --git a/content/blog/2018/06/09/v1-2-0.html b/content/blog/2018/06/09/v1-2-0.html
index c6b2708..a7c394b 100644
--- a/content/blog/2018/06/09/v1-2-0.html
+++ b/content/blog/2018/06/09/v1-2-0.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0.rc1</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-in [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
diff --git a/content/blog/2018/06/09/v1-2-0/index.html b/content/blog/2018/06/09/v1-2-0/index.html
index c6b2708..a7c394b 100644
--- a/content/blog/2018/06/09/v1-2-0/index.html
+++ b/content/blog/2018/06/09/v1-2-0/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0.rc1</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-in [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
diff --git a/content/blog/2018/07/16/DIBRIS.html b/content/blog/2018/07/16/DIBRIS.html
index 9f34cef..38997d0 100644
--- a/content/blog/2018/07/16/DIBRIS.html
+++ b/content/blog/2018/07/16/DIBRIS.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0.rc1</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-in [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
diff --git a/content/blog/2018/07/16/DIBRIS/index.html b/content/blog/2018/07/16/DIBRIS/index.html
index 9f34cef..38997d0 100644
--- a/content/blog/2018/07/16/DIBRIS/index.html
+++ b/content/blog/2018/07/16/DIBRIS/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0.rc1</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-in [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
diff --git a/content/blog/2018/12/14/DISI.html b/content/blog/2018/12/14/DISI.html
index 0f8ed63..a736630 100644
--- a/content/blog/2018/12/14/DISI.html
+++ b/content/blog/2018/12/14/DISI.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0.rc1</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-in [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
diff --git a/content/blog/2018/12/14/DISI/index.html b/content/blog/2018/12/14/DISI/index.html
index 0f8ed63..a736630 100644
--- a/content/blog/2018/12/14/DISI/index.html
+++ b/content/blog/2018/12/14/DISI/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0.rc1</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-in [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
diff --git a/content/blog/2019/04/20/v2-0-0.html b/content/blog/2019/04/20/v2-0-0.html
index 469305b..4c0f269 100644
--- a/content/blog/2019/04/20/v2-0-0.html
+++ b/content/blog/2019/04/20/v2-0-0.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0.rc1</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-in [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
diff --git a/content/blog/2019/04/20/v2-0-0/index.html b/content/blog/2019/04/20/v2-0-0/index.html
index 469305b..4c0f269 100644
--- a/content/blog/2019/04/20/v2-0-0/index.html
+++ b/content/blog/2019/04/20/v2-0-0/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0.rc1</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-in [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
diff --git a/content/blog/2019/05/05/eu-fossa.html b/content/blog/2019/05/05/eu-fossa.html
index 017c91b..4bd89a7 100644
--- a/content/blog/2019/05/05/eu-fossa.html
+++ b/content/blog/2019/05/05/eu-fossa.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0.rc1</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-in [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
diff --git a/content/blog/2019/05/05/eu-fossa/index.html b/content/blog/2019/05/05/eu-fossa/index.html
index 017c91b..4bd89a7 100644
--- a/content/blog/2019/05/05/eu-fossa/index.html
+++ b/content/blog/2019/05/05/eu-fossa/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0.rc1</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-in [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
diff --git a/content/blog/2019/06/27/google-summer-of-code.html b/content/blog/2019/06/27/google-summer-of-code.html
index 20c726e..99ebe3a 100644
--- a/content/blog/2019/06/27/google-summer-of-code.html
+++ b/content/blog/2019/06/27/google-summer-of-code.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0.rc1</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-in [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
diff --git a/content/blog/2019/06/27/google-summer-of-code/index.html b/content/blog/2019/06/27/google-summer-of-code/index.html
index 20c726e..99ebe3a 100644
--- a/content/blog/2019/06/27/google-summer-of-code/index.html
+++ b/content/blog/2019/06/27/google-summer-of-code/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0.rc1</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-in [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
diff --git a/content/blog/2019/08/16/imda.html b/content/blog/2019/08/16/imda.html
index 9c68f42..40fafd5 100644
--- a/content/blog/2019/08/16/imda.html
+++ b/content/blog/2019/08/16/imda.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0.rc1</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-in [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
diff --git a/content/blog/2019/08/16/imda/index.html b/content/blog/2019/08/16/imda/index.html
index 9c68f42..40fafd5 100644
--- a/content/blog/2019/08/16/imda/index.html
+++ b/content/blog/2019/08/16/imda/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0.rc1</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-in [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
diff --git a/content/blog/2019/10/03/foodlg-with-singa.html b/content/blog/2019/10/03/foodlg-with-singa.html
index 9a58b7d..0ed00a3 100644
--- a/content/blog/2019/10/03/foodlg-with-singa.html
+++ b/content/blog/2019/10/03/foodlg-with-singa.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0.rc1</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-in [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
diff --git a/content/blog/2019/10/03/foodlg-with-singa/index.html b/content/blog/2019/10/03/foodlg-with-singa/index.html
index 9a58b7d..0ed00a3 100644
--- a/content/blog/2019/10/03/foodlg-with-singa/index.html
+++ b/content/blog/2019/10/03/foodlg-with-singa/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0.rc1</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-in [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
diff --git a/content/blog/2019/10/16/graduate-tlp.html b/content/blog/2019/10/16/graduate-tlp.html
index 32b58f8..2421782 100644
--- a/content/blog/2019/10/16/graduate-tlp.html
+++ b/content/blog/2019/10/16/graduate-tlp.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0.rc1</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-in [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
diff --git a/content/blog/2019/10/16/graduate-tlp/index.html b/content/blog/2019/10/16/graduate-tlp/index.html
index 32b58f8..2421782 100644
--- a/content/blog/2019/10/16/graduate-tlp/index.html
+++ b/content/blog/2019/10/16/graduate-tlp/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0.rc1</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-in [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
diff --git a/content/blog/2020/04/19/v3-0-0.html b/content/blog/2020/04/19/v3-0-0.html
index 88113b8..e201bc8 100644
--- a/content/blog/2020/04/19/v3-0-0.html
+++ b/content/blog/2020/04/19/v3-0-0.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0.rc1</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-in [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
diff --git a/content/blog/2020/04/19/v3-0-0/index.html b/content/blog/2020/04/19/v3-0-0/index.html
index 88113b8..e201bc8 100644
--- a/content/blog/2020/04/19/v3-0-0/index.html
+++ b/content/blog/2020/04/19/v3-0-0/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0.rc1</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-in [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
diff --git a/content/blog/index.html b/content/blog/index.html
index 23165e6..7a0499f 100644
--- a/content/blog/index.html
+++ b/content/blog/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="blog"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-internal"><li class=""><a href="/d [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="blog"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0.rc1</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-internal"><li class=""><a href [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
diff --git a/content/blog/page2/index.html b/content/blog/page2/index.html
index 9b3d0ca..9c601ee 100644
--- a/content/blog/page2/index.html
+++ b/content/blog/page2/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="blog"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-internal"><li class=""><a href="/d [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="blog"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0.rc1</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-internal"><li class=""><a href [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
diff --git a/content/docs/2.0.0/dist-train.html b/content/docs/2.0.0/dist-train.html
index be6dec5..ef822c5 100644
--- a/content/docs/2.0.0/dist-train.html
+++ b/content/docs/2.0.0/dist-train.html
@@ -292,7 +292,7 @@ Evaluation accuracy = <span class="hljs-number">0.988682</span>
<h3><a class="anchor" aria-hidden="true" id="distopt的python接口"></a><a href="#distopt的python接口" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2. [...]
<p>然后，python接口提供了一个<a href="https://github.com/apache/singa/blob/master/python/singa/opt.py">DistOpt</a>类来封装一个<a href="https://github.com/apache/singa/blob/master/python/singa/opt.py">optimizer</a>对象，以执行基于MPI或Multiprocess的分布式训练。在初始化过程中，它创建了一个NCCL communicator对象（来自于上面小节提到的C接口），然后，<code>DistOpt</code>中的每一次all-reduce操作都会用到这个communicator对象。</p>
<p>在MPI或Multiprocess中，每个进程都有一个独立的rank，它给出了各个进程使用的GPU的信息。训练数据是被拆分的，因此每个进程可以根据一部分训练数据来评估子梯度。一旦每个进程的子梯度被计算出来，就可以将所有进程计算出的子梯度做all-reduce，得到总体随机梯度。</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/11/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#使用">使用</a><ul class="toc-headings"><li><a href="#代码示例">代码示例</a></li><li><a href="#执行命令">执行命令</a></li></ul></li><li><a href="#针对分布式训练的优化">针对分布式训练的优化</a><ul class="toc-headings"><li><a href="#不采取优化手段">不采取优化手段</a></li><li><a href="#半精度梯度（half-precision-gradients）">半精度梯度（Half-precision Gradi [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 11/9/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#使用">使用</a><ul class="toc-headings"><li><a href="#代码示例">代码示例</a></li><li><a href="#执行命令">执行命令</a></li></ul></li><li><a href="#针对分布式训练的优化">针对分布式训练的优化</a><ul class="toc-headings"><li><a href="#不采取优化手段">不采取优化手段</a></li><li><a href="#半精度梯度（half-precision-gradients）">半精度梯度（Half-precision Gradie [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/2.0.0/dist-train/index.html b/content/docs/2.0.0/dist-train/index.html
index be6dec5..ef822c5 100644
--- a/content/docs/2.0.0/dist-train/index.html
+++ b/content/docs/2.0.0/dist-train/index.html
@@ -292,7 +292,7 @@ Evaluation accuracy = <span class="hljs-number">0.988682</span>
<h3><a class="anchor" aria-hidden="true" id="distopt的python接口"></a><a href="#distopt的python接口" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2. [...]
<p>然后，python接口提供了一个<a href="https://github.com/apache/singa/blob/master/python/singa/opt.py">DistOpt</a>类来封装一个<a href="https://github.com/apache/singa/blob/master/python/singa/opt.py">optimizer</a>对象，以执行基于MPI或Multiprocess的分布式训练。在初始化过程中，它创建了一个NCCL communicator对象（来自于上面小节提到的C接口），然后，<code>DistOpt</code>中的每一次all-reduce操作都会用到这个communicator对象。</p>
<p>在MPI或Multiprocess中，每个进程都有一个独立的rank，它给出了各个进程使用的GPU的信息。训练数据是被拆分的，因此每个进程可以根据一部分训练数据来评估子梯度。一旦每个进程的子梯度被计算出来，就可以将所有进程计算出的子梯度做all-reduce，得到总体随机梯度。</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/11/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#使用">使用</a><ul class="toc-headings"><li><a href="#代码示例">代码示例</a></li><li><a href="#执行命令">执行命令</a></li></ul></li><li><a href="#针对分布式训练的优化">针对分布式训练的优化</a><ul class="toc-headings"><li><a href="#不采取优化手段">不采取优化手段</a></li><li><a href="#半精度梯度（half-precision-gradients）">半精度梯度（Half-precision Gradi [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 11/9/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#使用">使用</a><ul class="toc-headings"><li><a href="#代码示例">代码示例</a></li><li><a href="#执行命令">执行命令</a></li></ul></li><li><a href="#针对分布式训练的优化">针对分布式训练的优化</a><ul class="toc-headings"><li><a href="#不采取优化手段">不采取优化手段</a></li><li><a href="#半精度梯度（half-precision-gradients）">半精度梯度（Half-precision Gradie [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/2.0.0/downloads.html b/content/docs/2.0.0/downloads.html
index 47d3d57..13807e3 100644
--- a/content/docs/2.0.0/downloads.html
+++ b/content/docs/2.0.0/downloads.html
@@ -196,7 +196,7 @@
<p><strong>Disclaimer</strong></p>
<p>Apache SINGA is an effort undergoing incubation at The Apache Software Foundation (ASF), sponsored by the name of Apache Incubator PMC. Incubation is required of all newly accepted projects until a further review indicates that the infrastructure, communications, and decision making process have stabilized in a manner consistent with other successful ASF projects. While incubation status is not necessarily a reflection of the completeness or stability of the code, it does indicate tha [...]
</blockquote>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 22/11/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/2.0.0/model-zoo-imagenet-vgg"><span class="arrow-prev">← </span><span>Previous</span></a><a class="docs-next button" href="/docs/2.0.0/build"><span>Build SINGA from Source</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#verify">Verify</a></li><li><a hr [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 11/22/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/2.0.0/model-zoo-imagenet-vgg"><span class="arrow-prev">← </span><span>Previous</span></a><a class="docs-next button" href="/docs/2.0.0/build"><span>Build SINGA from Source</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#verify">Verify</a></li><li><a hr [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/2.0.0/downloads/index.html b/content/docs/2.0.0/downloads/index.html
index 47d3d57..13807e3 100644
--- a/content/docs/2.0.0/downloads/index.html
+++ b/content/docs/2.0.0/downloads/index.html
@@ -196,7 +196,7 @@
<p><strong>Disclaimer</strong></p>
<p>Apache SINGA is an effort undergoing incubation at The Apache Software Foundation (ASF), sponsored by the name of Apache Incubator PMC. Incubation is required of all newly accepted projects until a further review indicates that the infrastructure, communications, and decision making process have stabilized in a manner consistent with other successful ASF projects. While incubation status is not necessarily a reflection of the completeness or stability of the code, it does indicate tha [...]
</blockquote>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 22/11/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/2.0.0/model-zoo-imagenet-vgg"><span class="arrow-prev">← </span><span>Previous</span></a><a class="docs-next button" href="/docs/2.0.0/build"><span>Build SINGA from Source</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#verify">Verify</a></li><li><a hr [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 11/22/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/2.0.0/model-zoo-imagenet-vgg"><span class="arrow-prev">← </span><span>Previous</span></a><a class="docs-next button" href="/docs/2.0.0/build"><span>Build SINGA from Source</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#verify">Verify</a></li><li><a hr [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/2.0.0/examples.html b/content/docs/2.0.0/examples.html
index 1cf838c..23a91a0 100644
--- a/content/docs/2.0.0/examples.html
+++ b/content/docs/2.0.0/examples.html
@@ -81,7 +81,7 @@
<li>MNIST数据集的有限玻尔兹曼机, <a href="">source</a>,
<a href="https://colab.research.google.com/drive/19996noGu9JyHHkVmp4edBGu7PJSRQKsd">Colab</a>.</li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 18/09/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#图像分类">图像分类</a></li><li><a href="#目标检测">目标检测</a></li><li><a href="#面部及表情识别">面部及表情识别</a></li><li><a href="#图像生成">图像生成</a></li><li><a href="#机器理解">机器理解</a></li><li><a href="#文字识别">文字识别</a></li><li><a href="#文本排序">文本排序</a></li><li><a href="#其他">其他</a></li></ul></nav></div><footer class="nav- [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 9/18/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#图像分类">图像分类</a></li><li><a href="#目标检测">目标检测</a></li><li><a href="#面部及表情识别">面部及表情识别</a></li><li><a href="#图像生成">图像生成</a></li><li><a href="#机器理解">机器理解</a></li><li><a href="#文字识别">文字识别</a></li><li><a href="#文本排序">文本排序</a></li><li><a href="#其他">其他</a></li></ul></nav></div><footer class="nav-f [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/2.0.0/examples/index.html b/content/docs/2.0.0/examples/index.html
index 1cf838c..23a91a0 100644
--- a/content/docs/2.0.0/examples/index.html
+++ b/content/docs/2.0.0/examples/index.html
@@ -81,7 +81,7 @@
<li>MNIST数据集的有限玻尔兹曼机, <a href="">source</a>,
<a href="https://colab.research.google.com/drive/19996noGu9JyHHkVmp4edBGu7PJSRQKsd">Colab</a>.</li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 18/09/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#图像分类">图像分类</a></li><li><a href="#目标检测">目标检测</a></li><li><a href="#面部及表情识别">面部及表情识别</a></li><li><a href="#图像生成">图像生成</a></li><li><a href="#机器理解">机器理解</a></li><li><a href="#文字识别">文字识别</a></li><li><a href="#文本排序">文本排序</a></li><li><a href="#其他">其他</a></li></ul></nav></div><footer class="nav- [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 9/18/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#图像分类">图像分类</a></li><li><a href="#目标检测">目标检测</a></li><li><a href="#面部及表情识别">面部及表情识别</a></li><li><a href="#图像生成">图像生成</a></li><li><a href="#机器理解">机器理解</a></li><li><a href="#文字识别">文字识别</a></li><li><a href="#文本排序">文本排序</a></li><li><a href="#其他">其他</a></li></ul></nav></div><footer class="nav-f [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/2.0.0/git-workflow.html b/content/docs/2.0.0/git-workflow.html
index 0c3523c..97c8102 100644
--- a/content/docs/2.0.0/git-workflow.html
+++ b/content/docs/2.0.0/git-workflow.html
@@ -62,7 +62,7 @@ git push asf dev:dev
</code></pre>
<p>不要使用rebase来合并PR，并禁用fast forward。</p></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/11/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#对于开发者">对于开发者</a></li><li><a href="#对于committers">对于Committers</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a hr [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 11/9/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#对于开发者">对于开发者</a></li><li><a href="#对于committers">对于Committers</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a hre [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/2.0.0/git-workflow/index.html b/content/docs/2.0.0/git-workflow/index.html
index 0c3523c..97c8102 100644
--- a/content/docs/2.0.0/git-workflow/index.html
+++ b/content/docs/2.0.0/git-workflow/index.html
@@ -62,7 +62,7 @@ git push asf dev:dev
</code></pre>
<p>不要使用rebase来合并PR，并禁用fast forward。</p></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/11/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#对于开发者">对于开发者</a></li><li><a href="#对于committers">对于Committers</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a hr [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 11/9/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#对于开发者">对于开发者</a></li><li><a href="#对于committers">对于Committers</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a hre [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/2.0.0/graph.html b/content/docs/2.0.0/graph.html
index 3d2c971..92da4be 100644
--- a/content/docs/2.0.0/graph.html
+++ b/content/docs/2.0.0/graph.html
@@ -434,7 +434,7 @@ C->device()->Exec(
<li>在启用计算图的情况下进行训练，可以显著减少内存占用。</li>
<li>目前，在速度上有一点改进。在效率方面还可以做更多的优化。</li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 04/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#样例">样例</a></li><li><a href="#实现">实现</a><ul class="toc-headings"><li><a href="#图的构建">图的构建</a></li><li><a href="#优化">优化</a></li></ul></li><li><a href="#新的操作符">新的操作符</a></li><li><a href="#benchmark">Benchmark</a><ul class="toc-headings"><li><a href="#单节点">单节点</a></li><li><a href="#多线程">多线程< [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/4/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#样例">样例</a></li><li><a href="#实现">实现</a><ul class="toc-headings"><li><a href="#图的构建">图的构建</a></li><li><a href="#优化">优化</a></li></ul></li><li><a href="#新的操作符">新的操作符</a></li><li><a href="#benchmark">Benchmark</a><ul class="toc-headings"><li><a href="#单节点">单节点</a></li><li><a href="#多线程">多线程</ [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/2.0.0/graph/index.html b/content/docs/2.0.0/graph/index.html
index 3d2c971..92da4be 100644
--- a/content/docs/2.0.0/graph/index.html
+++ b/content/docs/2.0.0/graph/index.html
@@ -434,7 +434,7 @@ C->device()->Exec(
<li>在启用计算图的情况下进行训练，可以显著减少内存占用。</li>
<li>目前，在速度上有一点改进。在效率方面还可以做更多的优化。</li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 04/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#样例">样例</a></li><li><a href="#实现">实现</a><ul class="toc-headings"><li><a href="#图的构建">图的构建</a></li><li><a href="#优化">优化</a></li></ul></li><li><a href="#新的操作符">新的操作符</a></li><li><a href="#benchmark">Benchmark</a><ul class="toc-headings"><li><a href="#单节点">单节点</a></li><li><a href="#多线程">多线程< [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/4/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#样例">样例</a></li><li><a href="#实现">实现</a><ul class="toc-headings"><li><a href="#图的构建">图的构建</a></li><li><a href="#优化">优化</a></li></ul></li><li><a href="#新的操作符">新的操作符</a></li><li><a href="#benchmark">Benchmark</a><ul class="toc-headings"><li><a href="#单节点">单节点</a></li><li><a href="#多线程">多线程</ [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/2.0.0/time-profiling.html b/content/docs/2.0.0/time-profiling.html
index 270e85f..ac208e2 100644
--- a/content/docs/2.0.0/time-profiling.html
+++ b/content/docs/2.0.0/time-profiling.html
@@ -139,7 +139,7 @@ Backward Propagation <span class="hljs-built_in">Time</span> <span class="hljs-s
<span class="hljs-string">.</span>
<span class="hljs-string">.</span>
</code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 27/09/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#设置时间分析verbosity">设置时间分析Verbosity</a></li><li><a href="#不同verbosity的输出示例">不同Verbosity的输出示例</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/ [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 9/27/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#设置时间分析verbosity">设置时间分析Verbosity</a></li><li><a href="#不同verbosity的输出示例">不同Verbosity的输出示例</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/> [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/2.0.0/time-profiling/index.html b/content/docs/2.0.0/time-profiling/index.html
index 270e85f..ac208e2 100644
--- a/content/docs/2.0.0/time-profiling/index.html
+++ b/content/docs/2.0.0/time-profiling/index.html
@@ -139,7 +139,7 @@ Backward Propagation <span class="hljs-built_in">Time</span> <span class="hljs-s
<span class="hljs-string">.</span>
<span class="hljs-string">.</span>
</code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 27/09/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#设置时间分析verbosity">设置时间分析Verbosity</a></li><li><a href="#不同verbosity的输出示例">不同Verbosity的输出示例</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/ [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 9/27/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#设置时间分析verbosity">设置时间分析Verbosity</a></li><li><a href="#不同verbosity的输出示例">不同Verbosity的输出示例</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/> [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/2.0.0/wheel-cpu-dev.html b/content/docs/2.0.0/wheel-cpu-dev.html
index 908d4f7..44f8722 100644
--- a/content/docs/2.0.0/wheel-cpu-dev.html
+++ b/content/docs/2.0.0/wheel-cpu-dev.html
@@ -11,7 +11,7 @@
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720-cp37-cp37m-manylinux2014_x86_64.whl">Python 3.7</a></li>
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720-cp38-cp38-manylinux2014_x86_64.whl">Python 3.8</a></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting St [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/2.0.0/wheel-cpu-dev/index.html b/content/docs/2.0.0/wheel-cpu-dev/index.html
index 908d4f7..44f8722 100644
--- a/content/docs/2.0.0/wheel-cpu-dev/index.html
+++ b/content/docs/2.0.0/wheel-cpu-dev/index.html
@@ -11,7 +11,7 @@
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720-cp37-cp37m-manylinux2014_x86_64.whl">Python 3.7</a></li>
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720-cp38-cp38-manylinux2014_x86_64.whl">Python 3.8</a></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting St [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/2.0.0/wheel-cpu.html b/content/docs/2.0.0/wheel-cpu.html
index cda6293..97e7da8 100644
--- a/content/docs/2.0.0/wheel-cpu.html
+++ b/content/docs/2.0.0/wheel-cpu.html
@@ -17,7 +17,7 @@
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0-cp37-cp37m-manylinux2014_x86_64.whl">Python 3.7</a></li>
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0-cp38-cp38-manylinux2014_x86_64.whl">Python 3.8</a></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 21/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#310">3.1.0</a></li><li><a href="#300">3.0.0</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installa [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/21/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#310">3.1.0</a></li><li><a href="#300">3.0.0</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installa [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/2.0.0/wheel-cpu/index.html b/content/docs/2.0.0/wheel-cpu/index.html
index cda6293..97e7da8 100644
--- a/content/docs/2.0.0/wheel-cpu/index.html
+++ b/content/docs/2.0.0/wheel-cpu/index.html
@@ -17,7 +17,7 @@
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0-cp37-cp37m-manylinux2014_x86_64.whl">Python 3.7</a></li>
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0-cp38-cp38-manylinux2014_x86_64.whl">Python 3.8</a></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 21/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#310">3.1.0</a></li><li><a href="#300">3.0.0</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installa [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/21/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#310">3.1.0</a></li><li><a href="#300">3.0.0</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installa [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/2.0.0/wheel-gpu-dev.html b/content/docs/2.0.0/wheel-gpu-dev.html
index e23a6af..eb5652b 100644
--- a/content/docs/2.0.0/wheel-gpu-dev.html
+++ b/content/docs/2.0.0/wheel-gpu-dev.html
@@ -11,7 +11,7 @@
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720%2Bcuda10.2-cp37-cp37m-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.7</a></li>
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720%2Bcuda10.2-cp38-cp38-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.8</a></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting St [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/2.0.0/wheel-gpu-dev/index.html b/content/docs/2.0.0/wheel-gpu-dev/index.html
index e23a6af..eb5652b 100644
--- a/content/docs/2.0.0/wheel-gpu-dev/index.html
+++ b/content/docs/2.0.0/wheel-gpu-dev/index.html
@@ -11,7 +11,7 @@
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720%2Bcuda10.2-cp37-cp37m-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.7</a></li>
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720%2Bcuda10.2-cp38-cp38-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.8</a></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting St [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/2.0.0/wheel-gpu.html b/content/docs/2.0.0/wheel-gpu.html
index 78c865a..40f3f3d 100644
--- a/content/docs/2.0.0/wheel-gpu.html
+++ b/content/docs/2.0.0/wheel-gpu.html
@@ -20,7 +20,7 @@
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0%2Bcuda10.2-cp37-cp37m-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.7</a></li>
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0%2Bcuda10.2-cp38-cp38-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.8</a></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 21/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#310">3.1.0</a></li><li><a href="#300">3.0.0</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installa [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/21/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#310">3.1.0</a></li><li><a href="#300">3.0.0</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installa [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/2.0.0/wheel-gpu/index.html b/content/docs/2.0.0/wheel-gpu/index.html
index 78c865a..40f3f3d 100644
--- a/content/docs/2.0.0/wheel-gpu/index.html
+++ b/content/docs/2.0.0/wheel-gpu/index.html
@@ -20,7 +20,7 @@
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0%2Bcuda10.2-cp37-cp37m-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.7</a></li>
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0%2Bcuda10.2-cp38-cp38-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.8</a></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 21/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#310">3.1.0</a></li><li><a href="#300">3.0.0</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installa [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/21/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#310">3.1.0</a></li><li><a href="#300">3.0.0</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installa [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/autograd.html b/content/docs/3.0.0.rc1/autograd.html
index bb806ff..6c72bdf 100644
--- a/content/docs/3.0.0.rc1/autograd.html
+++ b/content/docs/3.0.0.rc1/autograd.html
@@ -275,7 +275,7 @@ model.graph(graph, sequential)
<p>Refer
<a href="https://singa.readthedocs.io/en/latest/docs/autograd.html#module-singa.autograd">here</a>
for more details of Python API.</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/tensor"><span class="arrow-prev">← </span><span>Tensor</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/graph"><span>Model</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#relevant-modules">Relevant Modules</a><ul class="toc-heading [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/9/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/tensor"><span class="arrow-prev">← </span><span>Tensor</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/graph"><span>Model</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#relevant-modules">Relevant Modules</a><ul class="toc-headings" [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/autograd/index.html b/content/docs/3.0.0.rc1/autograd/index.html
index bb806ff..6c72bdf 100644
--- a/content/docs/3.0.0.rc1/autograd/index.html
+++ b/content/docs/3.0.0.rc1/autograd/index.html
@@ -275,7 +275,7 @@ model.graph(graph, sequential)
<p>Refer
<a href="https://singa.readthedocs.io/en/latest/docs/autograd.html#module-singa.autograd">here</a>
for more details of Python API.</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/tensor"><span class="arrow-prev">← </span><span>Tensor</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/graph"><span>Model</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#relevant-modules">Relevant Modules</a><ul class="toc-heading [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/9/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/tensor"><span class="arrow-prev">← </span><span>Tensor</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/graph"><span>Model</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#relevant-modules">Relevant Modules</a><ul class="toc-headings" [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/benchmark-train.html b/content/docs/3.0.0.rc1/benchmark-train.html
index eced784..bfdaa47 100644
--- a/content/docs/3.0.0.rc1/benchmark-train.html
+++ b/content/docs/3.0.0.rc1/benchmark-train.html
@@ -21,7 +21,7 @@ system which uses the parameter server topology. The first GPU is selected as
the server.</p>
<p><img src="/docs/assets/benchmark.png" alt="Benchmark Experiments"> <br/> <strong>Scalability test. Bars
are for the throughput; lines are for the communication cost.</strong></p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readth [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/benchmark-train/index.html b/content/docs/3.0.0.rc1/benchmark-train/index.html
index eced784..bfdaa47 100644
--- a/content/docs/3.0.0.rc1/benchmark-train/index.html
+++ b/content/docs/3.0.0.rc1/benchmark-train/index.html
@@ -21,7 +21,7 @@ system which uses the parameter server topology. The first GPU is selected as
the server.</p>
<p><img src="/docs/assets/benchmark.png" alt="Benchmark Experiments"> <br/> <strong>Scalability test. Bars
are for the throughput; lines are for the communication cost.</strong></p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readth [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/build.html b/content/docs/3.0.0.rc1/build.html
index 92e1b17..46ff1ea 100644
--- a/content/docs/3.0.0.rc1/build.html
+++ b/content/docs/3.0.0.rc1/build.html
@@ -416,7 +416,7 @@ build PySINGA from source, you need to specify the paths when invoking
to change the python interpreter, e.g., reset the $PATH to put the correct
path of Python at the front position.</p></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/downloads"><span class="arrow-prev">← </span><span>Download SINGA</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/contribute-code"><span>How to Contribute Code</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#use-conda-to-build-sin [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/downloads"><span class="arrow-prev">← </span><span>Download SINGA</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/contribute-code"><span>How to Contribute Code</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#use-conda-to-build-singa [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/build/index.html b/content/docs/3.0.0.rc1/build/index.html
index 92e1b17..46ff1ea 100644
--- a/content/docs/3.0.0.rc1/build/index.html
+++ b/content/docs/3.0.0.rc1/build/index.html
@@ -416,7 +416,7 @@ build PySINGA from source, you need to specify the paths when invoking
to change the python interpreter, e.g., reset the $PATH to put the correct
path of Python at the front position.</p></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/downloads"><span class="arrow-prev">← </span><span>Download SINGA</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/contribute-code"><span>How to Contribute Code</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#use-conda-to-build-sin [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/downloads"><span class="arrow-prev">← </span><span>Download SINGA</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/contribute-code"><span>How to Contribute Code</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#use-conda-to-build-singa [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/contribute-code.html b/content/docs/3.0.0.rc1/contribute-code.html
index a671d42..33d11bc 100644
--- a/content/docs/3.0.0.rc1/contribute-code.html
+++ b/content/docs/3.0.0.rc1/contribute-code.html
@@ -149,7 +149,7 @@ the updated Python files to replace those in the Python installation folder,</p>
</code></pre>
<h2><a class="anchor" aria-hidden="true" id="workflow"></a><a href="#workflow" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 [...]
<p>Please refer to the <a href="./git-workflow">git workflow page</a>.</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/build"><span class="arrow-prev">← </span><span>Build SINGA from Source</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/contribute-docs"><span>How to Contribute to Documentation</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#codin [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/build"><span class="arrow-prev">← </span><span>Build SINGA from Source</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/contribute-docs"><span>How to Contribute to Documentation</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#coding- [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/contribute-code/index.html b/content/docs/3.0.0.rc1/contribute-code/index.html
index a671d42..33d11bc 100644
--- a/content/docs/3.0.0.rc1/contribute-code/index.html
+++ b/content/docs/3.0.0.rc1/contribute-code/index.html
@@ -149,7 +149,7 @@ the updated Python files to replace those in the Python installation folder,</p>
</code></pre>
<h2><a class="anchor" aria-hidden="true" id="workflow"></a><a href="#workflow" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 [...]
<p>Please refer to the <a href="./git-workflow">git workflow page</a>.</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/build"><span class="arrow-prev">← </span><span>Build SINGA from Source</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/contribute-docs"><span>How to Contribute to Documentation</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#codin [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/build"><span class="arrow-prev">← </span><span>Build SINGA from Source</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/contribute-docs"><span>How to Contribute to Documentation</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#coding- [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/contribute-docs.html b/content/docs/3.0.0.rc1/contribute-docs.html
index 6882593..93f4878 100644
--- a/content/docs/3.0.0.rc1/contribute-docs.html
+++ b/content/docs/3.0.0.rc1/contribute-docs.html
@@ -139,7 +139,7 @@ via <code>File - Preferences - User Snippets - python.json</code></p>
"description": "# spell check only for cpp comments"
}
</code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/contribute-code"><span class="arrow-prev">← </span><span>How to Contribute Code</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/how-to-release"><span>How to Prepare a Release</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#markdow [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/contribute-code"><span class="arrow-prev">← </span><span>How to Contribute Code</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/how-to-release"><span>How to Prepare a Release</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#markdown- [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/contribute-docs/index.html b/content/docs/3.0.0.rc1/contribute-docs/index.html
index 6882593..93f4878 100644
--- a/content/docs/3.0.0.rc1/contribute-docs/index.html
+++ b/content/docs/3.0.0.rc1/contribute-docs/index.html
@@ -139,7 +139,7 @@ via <code>File - Preferences - User Snippets - python.json</code></p>
"description": "# spell check only for cpp comments"
}
</code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/contribute-code"><span class="arrow-prev">← </span><span>How to Contribute Code</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/how-to-release"><span>How to Prepare a Release</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#markdow [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/contribute-code"><span class="arrow-prev">← </span><span>How to Contribute Code</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/how-to-release"><span>How to Prepare a Release</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#markdown- [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/device.html b/content/docs/3.0.0.rc1/device.html
index 8cf3c1a..df6feef 100644
--- a/content/docs/3.0.0.rc1/device.html
+++ b/content/docs/3.0.0.rc1/device.html
@@ -81,7 +81,7 @@ host = device.get_default_device() <span class="hljs-comment"># get the default
ary1 = device.create_cuda_gpus(<span class="hljs-number">2</span>) <span class="hljs-comment"># create 2 devices, starting from ID 0</span>
ary2 = device.create_cuda_gpus([<span class="hljs-number">0</span>,<span class="hljs-number">2</span>]) <span class="hljs-comment"># create 2 devices on ID 0 and 2</span>
</code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/examples"><span class="arrow-prev">← </span><span>Examples</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/tensor"><span>Tensor</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#specific-devices">Specific devices</a></li><li><a href [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/9/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/examples"><span class="arrow-prev">← </span><span>Examples</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/tensor"><span>Tensor</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#specific-devices">Specific devices</a></li><li><a href=" [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/device/index.html b/content/docs/3.0.0.rc1/device/index.html
index 8cf3c1a..df6feef 100644
--- a/content/docs/3.0.0.rc1/device/index.html
+++ b/content/docs/3.0.0.rc1/device/index.html
@@ -81,7 +81,7 @@ host = device.get_default_device() <span class="hljs-comment"># get the default
ary1 = device.create_cuda_gpus(<span class="hljs-number">2</span>) <span class="hljs-comment"># create 2 devices, starting from ID 0</span>
ary2 = device.create_cuda_gpus([<span class="hljs-number">0</span>,<span class="hljs-number">2</span>]) <span class="hljs-comment"># create 2 devices on ID 0 and 2</span>
</code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/examples"><span class="arrow-prev">← </span><span>Examples</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/tensor"><span>Tensor</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#specific-devices">Specific devices</a></li><li><a href [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/9/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/examples"><span class="arrow-prev">← </span><span>Examples</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/tensor"><span>Tensor</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#specific-devices">Specific devices</a></li><li><a href=" [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/dist-train.html b/content/docs/3.0.0.rc1/dist-train.html
index 03b31ed..49cff76 100644
--- a/content/docs/3.0.0.rc1/dist-train.html
+++ b/content/docs/3.0.0.rc1/dist-train.html
@@ -397,7 +397,7 @@ partitioned, so that each process can evaluate the sub-gradient based on the
partitioned training data. Once the sub-gradient is calculated on each
processes, the overall stochastic gradient is obtained by all-reducing the
sub-gradients evaluated by all processes.</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/graph"><span class="arrow-prev">← </span><span>Model</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/downloads"><span>Download SINGA</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#usage">Usage</a><ul class="toc-headings"><li><a h [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/9/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/graph"><span class="arrow-prev">← </span><span>Model</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/downloads"><span>Download SINGA</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#usage">Usage</a><ul class="toc-headings"><li><a hre [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/dist-train/index.html b/content/docs/3.0.0.rc1/dist-train/index.html
index 03b31ed..49cff76 100644
--- a/content/docs/3.0.0.rc1/dist-train/index.html
+++ b/content/docs/3.0.0.rc1/dist-train/index.html
@@ -397,7 +397,7 @@ partitioned, so that each process can evaluate the sub-gradient based on the
partitioned training data. Once the sub-gradient is calculated on each
processes, the overall stochastic gradient is obtained by all-reducing the
sub-gradients evaluated by all processes.</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/graph"><span class="arrow-prev">← </span><span>Model</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/downloads"><span>Download SINGA</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#usage">Usage</a><ul class="toc-headings"><li><a h [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/9/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/graph"><span class="arrow-prev">← </span><span>Model</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/downloads"><span>Download SINGA</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#usage">Usage</a><ul class="toc-headings"><li><a hre [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/downloads.html b/content/docs/3.0.0.rc1/downloads.html
index e1d4fdc..f779dae 100644
--- a/content/docs/3.0.0.rc1/downloads.html
+++ b/content/docs/3.0.0.rc1/downloads.html
@@ -233,7 +233,7 @@ incubation status is not necessarily a reflection of the completeness or
stability of the code, it does indicate that the project has yet to be fully
endorsed by the ASF.</p>
</blockquote>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 22/11/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/dist-train"><span class="arrow-prev">← </span><span>Distributed Training</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/build"><span>Build SINGA from Source</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#verify">Verify</a></li>< [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 11/22/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/dist-train"><span class="arrow-prev">← </span><span>Distributed Training</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/build"><span>Build SINGA from Source</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#verify">Verify</a></li>< [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/downloads/index.html b/content/docs/3.0.0.rc1/downloads/index.html
index e1d4fdc..f779dae 100644
--- a/content/docs/3.0.0.rc1/downloads/index.html
+++ b/content/docs/3.0.0.rc1/downloads/index.html
@@ -233,7 +233,7 @@ incubation status is not necessarily a reflection of the completeness or
stability of the code, it does indicate that the project has yet to be fully
endorsed by the ASF.</p>
</blockquote>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 22/11/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/dist-train"><span class="arrow-prev">← </span><span>Distributed Training</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/build"><span>Build SINGA from Source</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#verify">Verify</a></li>< [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 11/22/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/dist-train"><span class="arrow-prev">← </span><span>Distributed Training</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/build"><span>Build SINGA from Source</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#verify">Verify</a></li>< [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/examples.html b/content/docs/3.0.0.rc1/examples.html
index c45af67..99c3df8 100644
--- a/content/docs/3.0.0.rc1/examples.html
+++ b/content/docs/3.0.0.rc1/examples.html
@@ -125,7 +125,7 @@ example is given below.</p>
<li>Restricted Boltzmann Machine over the MNIST dataset, <a href="">source</a>,
<a href="https://colab.research.google.com/drive/19996noGu9JyHHkVmp4edBGu7PJSRQKsd">Colab</a>.</li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/software-stack"><span class="arrow-prev">← </span><span>Software Stack</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/device"><span>Device</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#image-classification">Image Classification [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/9/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/software-stack"><span class="arrow-prev">← </span><span>Software Stack</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/device"><span>Device</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#image-classification">Image Classification</ [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/examples/index.html b/content/docs/3.0.0.rc1/examples/index.html
index c45af67..99c3df8 100644
--- a/content/docs/3.0.0.rc1/examples/index.html
+++ b/content/docs/3.0.0.rc1/examples/index.html
@@ -125,7 +125,7 @@ example is given below.</p>
<li>Restricted Boltzmann Machine over the MNIST dataset, <a href="">source</a>,
<a href="https://colab.research.google.com/drive/19996noGu9JyHHkVmp4edBGu7PJSRQKsd">Colab</a>.</li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/software-stack"><span class="arrow-prev">← </span><span>Software Stack</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/device"><span>Device</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#image-classification">Image Classification [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/9/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/software-stack"><span class="arrow-prev">← </span><span>Software Stack</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/device"><span>Device</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#image-classification">Image Classification</ [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/git-workflow.html b/content/docs/3.0.0.rc1/git-workflow.html
index 2edd703..845df6b 100644
--- a/content/docs/3.0.0.rc1/git-workflow.html
+++ b/content/docs/3.0.0.rc1/git-workflow.html
@@ -162,7 +162,7 @@ git push asf dev:dev
</code></pre>
<p>Do not use rebase to merge the PR; and disable fast forward.</p></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/how-to-release"><span class="arrow-prev">← </span><span>How to Prepare a Release</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#for-developers">For Developers</a></li><li><a href="#for-committers">For Committers</a></li></ul></nav></div><footer class="nav-footer" id="footer" [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/how-to-release"><span class="arrow-prev">← </span><span>How to Prepare a Release</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#for-developers">For Developers</a></li><li><a href="#for-committers">For Committers</a></li></ul></nav></div><footer class="nav-footer" id="footer">< [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/git-workflow/index.html b/content/docs/3.0.0.rc1/git-workflow/index.html
index 2edd703..845df6b 100644
--- a/content/docs/3.0.0.rc1/git-workflow/index.html
+++ b/content/docs/3.0.0.rc1/git-workflow/index.html
@@ -162,7 +162,7 @@ git push asf dev:dev
</code></pre>
<p>Do not use rebase to merge the PR; and disable fast forward.</p></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/how-to-release"><span class="arrow-prev">← </span><span>How to Prepare a Release</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#for-developers">For Developers</a></li><li><a href="#for-committers">For Committers</a></li></ul></nav></div><footer class="nav-footer" id="footer" [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/how-to-release"><span class="arrow-prev">← </span><span>How to Prepare a Release</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#for-developers">For Developers</a></li><li><a href="#for-committers">For Committers</a></li></ul></nav></div><footer class="nav-footer" id="footer">< [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/graph.html b/content/docs/3.0.0.rc1/graph.html
index c99ee56..8606ed8 100644
--- a/content/docs/3.0.0.rc1/graph.html
+++ b/content/docs/3.0.0.rc1/graph.html
@@ -623,7 +623,7 @@ records x, W, b and handle in the class.</li>
<span class="hljs-keyword">return</span> dx;
}
</code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/autograd"><span class="arrow-prev">← </span><span>Autograd</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/dist-train"><span>Distributed Training</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#about-computational-graph">About Com [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/9/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/autograd"><span class="arrow-prev">← </span><span>Autograd</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/dist-train"><span>Distributed Training</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#about-computational-graph">About Compu [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/graph/index.html b/content/docs/3.0.0.rc1/graph/index.html
index c99ee56..8606ed8 100644
--- a/content/docs/3.0.0.rc1/graph/index.html
+++ b/content/docs/3.0.0.rc1/graph/index.html
@@ -623,7 +623,7 @@ records x, W, b and handle in the class.</li>
<span class="hljs-keyword">return</span> dx;
}
</code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/autograd"><span class="arrow-prev">← </span><span>Autograd</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/dist-train"><span>Distributed Training</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#about-computational-graph">About Com [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/9/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/autograd"><span class="arrow-prev">← </span><span>Autograd</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/dist-train"><span>Distributed Training</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#about-computational-graph">About Compu [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/history-singa.html b/content/docs/3.0.0.rc1/history-singa.html
index 5e1833e..dd83da2 100644
--- a/content/docs/3.0.0.rc1/history-singa.html
+++ b/content/docs/3.0.0.rc1/history-singa.html
@@ -91,7 +91,7 @@ applications.</p>
<h2><a class="anchor" aria-hidden="true" id="license"></a><a href="#license" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
<p>SINGA is released under
<a href="http://www.apache.org/licenses/LICENSE-2.0">Apache License Version 2.0</a></p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/team-list"><span class="arrow-prev">← </span><span>The SINGA Team</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#history">History</a></li><li><a href="#license">License</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/team-list"><span class="arrow-prev">← </span><span>The SINGA Team</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#history">History</a></li><li><a href="#license">License</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class=" [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/history-singa/index.html b/content/docs/3.0.0.rc1/history-singa/index.html
index 5e1833e..dd83da2 100644
--- a/content/docs/3.0.0.rc1/history-singa/index.html
+++ b/content/docs/3.0.0.rc1/history-singa/index.html
@@ -91,7 +91,7 @@ applications.</p>
<h2><a class="anchor" aria-hidden="true" id="license"></a><a href="#license" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
<p>SINGA is released under
<a href="http://www.apache.org/licenses/LICENSE-2.0">Apache License Version 2.0</a></p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/team-list"><span class="arrow-prev">← </span><span>The SINGA Team</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#history">History</a></li><li><a href="#license">License</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/team-list"><span class="arrow-prev">← </span><span>The SINGA Team</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#history">History</a></li><li><a href="#license">License</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class=" [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/how-to-release.html b/content/docs/3.0.0.rc1/how-to-release.html
index 9bc45f2..3b3cf15 100644
--- a/content/docs/3.0.0.rc1/how-to-release.html
+++ b/content/docs/3.0.0.rc1/how-to-release.html
@@ -182,7 +182,7 @@ and contributions to the project.
On behalf of the SINGA team, {SINGA Team Member Name}
</code></pre></li>
</ol>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/contribute-docs"><span class="arrow-prev">← </span><span>How to Contribute to Documentation</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/git-workflow"><span>Git Workflow</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="foote [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/contribute-docs"><span class="arrow-prev">← </span><span>How to Contribute to Documentation</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/git-workflow"><span>Git Workflow</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer" [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/how-to-release/index.html b/content/docs/3.0.0.rc1/how-to-release/index.html
index 9bc45f2..3b3cf15 100644
--- a/content/docs/3.0.0.rc1/how-to-release/index.html
+++ b/content/docs/3.0.0.rc1/how-to-release/index.html
@@ -182,7 +182,7 @@ and contributions to the project.
On behalf of the SINGA team, {SINGA Team Member Name}
</code></pre></li>
</ol>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/contribute-docs"><span class="arrow-prev">← </span><span>How to Contribute to Documentation</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/git-workflow"><span>Git Workflow</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="foote [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/contribute-docs"><span class="arrow-prev">← </span><span>How to Contribute to Documentation</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/git-workflow"><span>Git Workflow</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer" [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/install-win.html b/content/docs/3.0.0.rc1/install-win.html
index 09eee5b..afa29cd 100644
--- a/content/docs/3.0.0.rc1/install-win.html
+++ b/content/docs/3.0.0.rc1/install-win.html
@@ -339,7 +339,7 @@ test/release folder</p></li>
</ul>
<p>A video tutorial for running the unit tests can be found here:</p>
<p><a href="https://www.youtube.com/watch?v=YOjwtrvTPn4"><img src="https://img.youtube.com/vi/YOjwtrvTPn4/0.jpg" alt="youtube video"></a></p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#install-dependencies">Install Dependencies</a></li><li><a href="#build-singa-source">Build SINGA source</a></li><li><a href="#install-python-module">Install Python module</a></li><li><a href="#run-unit-tests">Run Unit Tests</a></li><li><a href="#build-gpu-support-with-cuda">Build GPU sup [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#install-dependencies">Install Dependencies</a></li><li><a href="#build-singa-source">Build SINGA source</a></li><li><a href="#install-python-module">Install Python module</a></li><li><a href="#run-unit-tests">Run Unit Tests</a></li><li><a href="#build-gpu-support-with-cuda">Build GPU suppo [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/install-win/index.html b/content/docs/3.0.0.rc1/install-win/index.html
index 09eee5b..afa29cd 100644
--- a/content/docs/3.0.0.rc1/install-win/index.html
+++ b/content/docs/3.0.0.rc1/install-win/index.html
@@ -339,7 +339,7 @@ test/release folder</p></li>
</ul>
<p>A video tutorial for running the unit tests can be found here:</p>
<p><a href="https://www.youtube.com/watch?v=YOjwtrvTPn4"><img src="https://img.youtube.com/vi/YOjwtrvTPn4/0.jpg" alt="youtube video"></a></p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#install-dependencies">Install Dependencies</a></li><li><a href="#build-singa-source">Build SINGA source</a></li><li><a href="#install-python-module">Install Python module</a></li><li><a href="#run-unit-tests">Run Unit Tests</a></li><li><a href="#build-gpu-support-with-cuda">Build GPU sup [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#install-dependencies">Install Dependencies</a></li><li><a href="#build-singa-source">Build SINGA source</a></li><li><a href="#install-python-module">Install Python module</a></li><li><a href="#run-unit-tests">Run Unit Tests</a></li><li><a href="#build-gpu-support-with-cuda">Build GPU suppo [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/installation.html b/content/docs/3.0.0.rc1/installation.html
index 6958e9e..996f037 100644
--- a/content/docs/3.0.0.rc1/installation.html
+++ b/content/docs/3.0.0.rc1/installation.html
@@ -171,7 +171,7 @@ check your interpreter by <code>which python</code> and check the Python linked
via <code>otool -L <path to _singa_wrap.so></code>. This problem should be resolved if
SINGA is installation via conda.</p></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"><a class="docs-next button" href="/docs/3.0.0.rc1/software-stack"><span>Software Stack</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#from-conda">From Conda</a></li><li><a href="#using-docker">Using Docker</a></li><li><a href="#from-source">From source</a></li><li><a href="#faq">FAQ</a></li [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/9/2020</em></div><div class="docs-prevnext"><a class="docs-next button" href="/docs/3.0.0.rc1/software-stack"><span>Software Stack</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#from-conda">From Conda</a></li><li><a href="#using-docker">Using Docker</a></li><li><a href="#from-source">From source</a></li><li><a href="#faq">FAQ</a></li>< [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/installation/index.html b/content/docs/3.0.0.rc1/installation/index.html
index 6958e9e..996f037 100644
--- a/content/docs/3.0.0.rc1/installation/index.html
+++ b/content/docs/3.0.0.rc1/installation/index.html
@@ -171,7 +171,7 @@ check your interpreter by <code>which python</code> and check the Python linked
via <code>otool -L <path to _singa_wrap.so></code>. This problem should be resolved if
SINGA is installation via conda.</p></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"><a class="docs-next button" href="/docs/3.0.0.rc1/software-stack"><span>Software Stack</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#from-conda">From Conda</a></li><li><a href="#using-docker">Using Docker</a></li><li><a href="#from-source">From source</a></li><li><a href="#faq">FAQ</a></li [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/9/2020</em></div><div class="docs-prevnext"><a class="docs-next button" href="/docs/3.0.0.rc1/software-stack"><span>Software Stack</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#from-conda">From Conda</a></li><li><a href="#using-docker">Using Docker</a></li><li><a href="#from-source">From source</a></li><li><a href="#faq">FAQ</a></li>< [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/issue-tracking.html b/content/docs/3.0.0.rc1/issue-tracking.html
index bd6b240..4af37c9 100644
--- a/content/docs/3.0.0.rc1/issue-tracking.html
+++ b/content/docs/3.0.0.rc1/issue-tracking.html
@@ -64,7 +64,7 @@
<p>SINGA used <a href="https://issues.apache.org/jira/browse/singa">JIRA</a> to manage issues
including bugs, new features and discussions.</p>
<p>We are now moving to <a href="https://github.com/apache/singa/issues">Github Issues</a>.</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/mail-lists"><span class="arrow-prev">← </span><span>Project Mailing Lists</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/security"><span>Security</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/mail-lists"><span class="arrow-prev">← </span><span>Project Mailing Lists</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/security"><span>Security</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"> [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/issue-tracking/index.html b/content/docs/3.0.0.rc1/issue-tracking/index.html
index bd6b240..4af37c9 100644
--- a/content/docs/3.0.0.rc1/issue-tracking/index.html
+++ b/content/docs/3.0.0.rc1/issue-tracking/index.html
@@ -64,7 +64,7 @@
<p>SINGA used <a href="https://issues.apache.org/jira/browse/singa">JIRA</a> to manage issues
including bugs, new features and discussions.</p>
<p>We are now moving to <a href="https://github.com/apache/singa/issues">Github Issues</a>.</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/mail-lists"><span class="arrow-prev">← </span><span>Project Mailing Lists</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/security"><span>Security</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/mail-lists"><span class="arrow-prev">← </span><span>Project Mailing Lists</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/security"><span>Security</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"> [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/mail-lists.html b/content/docs/3.0.0.rc1/mail-lists.html
index d8ef2f0..ef43f8c 100644
--- a/content/docs/3.0.0.rc1/mail-lists.html
+++ b/content/docs/3.0.0.rc1/mail-lists.html
@@ -73,7 +73,7 @@ each list, there is a subscribe, unsubscribe, and an archive link.</p>
<tr><td>Security</td><td><a href="mailto:security@singa.apache.org">security@singa.apache.org</a></td><td>private</td><td>private</td><td>private</td></tr>
</tbody>
</table>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/source-repository"><span class="arrow-prev">← </span><span>Source Repository</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/issue-tracking"><span>Issue Tracking</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/source-repository"><span class="arrow-prev">← </span><span>Source Repository</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/issue-tracking"><span>Issue Tracking</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section c [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/mail-lists/index.html b/content/docs/3.0.0.rc1/mail-lists/index.html
index d8ef2f0..ef43f8c 100644
--- a/content/docs/3.0.0.rc1/mail-lists/index.html
+++ b/content/docs/3.0.0.rc1/mail-lists/index.html
@@ -73,7 +73,7 @@ each list, there is a subscribe, unsubscribe, and an archive link.</p>
<tr><td>Security</td><td><a href="mailto:security@singa.apache.org">security@singa.apache.org</a></td><td>private</td><td>private</td><td>private</td></tr>
</tbody>
</table>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/source-repository"><span class="arrow-prev">← </span><span>Source Repository</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/issue-tracking"><span>Issue Tracking</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/source-repository"><span class="arrow-prev">← </span><span>Source Repository</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/issue-tracking"><span>Issue Tracking</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section c [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/onnx.html b/content/docs/3.0.0.rc1/onnx.html
index 268b14f..961068c 100644
--- a/content/docs/3.0.0.rc1/onnx.html
+++ b/content/docs/3.0.0.rc1/onnx.html
@@ -692,7 +692,7 @@ of the model and run the SINGA operators one by one following the operators
queue. The user can use <code>last_layers</code> to decide to run the model till the last
few layers. Set <code>all_outputs</code> as <code>False</code> to get only the final output, <code>True</code> to
also get all the intermediate output.</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 05/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#general-usage">General usage</a><ul class="toc-headings"><li><a href="#loading-an-onnx-model-into-singa">Loading an ONNX Model into SINGA</a></li><li><a href="#inferernce-singa-model">Inferernce SINGA model</a></li><li><a href="#saving-an-onnx-model-from-singa">Saving an ONNX Model from [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/5/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#general-usage">General usage</a><ul class="toc-headings"><li><a href="#loading-an-onnx-model-into-singa">Loading an ONNX Model into SINGA</a></li><li><a href="#inferernce-singa-model">Inferernce SINGA model</a></li><li><a href="#saving-an-onnx-model-from-singa">Saving an ONNX Model from SI [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/onnx/index.html b/content/docs/3.0.0.rc1/onnx/index.html
index 268b14f..961068c 100644
--- a/content/docs/3.0.0.rc1/onnx/index.html
+++ b/content/docs/3.0.0.rc1/onnx/index.html
@@ -692,7 +692,7 @@ of the model and run the SINGA operators one by one following the operators
queue. The user can use <code>last_layers</code> to decide to run the model till the last
few layers. Set <code>all_outputs</code> as <code>False</code> to get only the final output, <code>True</code> to
also get all the intermediate output.</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 05/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#general-usage">General usage</a><ul class="toc-headings"><li><a href="#loading-an-onnx-model-into-singa">Loading an ONNX Model into SINGA</a></li><li><a href="#inferernce-singa-model">Inferernce SINGA model</a></li><li><a href="#saving-an-onnx-model-from-singa">Saving an ONNX Model from [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/5/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#general-usage">General usage</a><ul class="toc-headings"><li><a href="#loading-an-onnx-model-into-singa">Loading an ONNX Model into SINGA</a></li><li><a href="#inferernce-singa-model">Inferernce SINGA model</a></li><li><a href="#saving-an-onnx-model-from-singa">Saving an ONNX Model from SI [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_0.1.0.html b/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_0.1.0.html
index 815f398..7a22c99 100644
--- a/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_0.1.0.html
+++ b/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_0.1.0.html
@@ -173,7 +173,7 @@ Param update</li>
<li><a href="https://issues.apache.org/jira/browse/SINGA-41">SINGA-41</a> Support single node
single GPU training</li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readth [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_0.1.0/index.html b/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_0.1.0/index.html
index 815f398..7a22c99 100644
--- a/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_0.1.0/index.html
+++ b/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_0.1.0/index.html
@@ -173,7 +173,7 @@ Param update</li>
<li><a href="https://issues.apache.org/jira/browse/SINGA-41">SINGA-41</a> Support single node
single GPU training</li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readth [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_0.2.0.html b/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_0.2.0.html
index e221a1f..c470028 100644
--- a/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_0.2.0.html
+++ b/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_0.2.0.html
@@ -108,7 +108,7 @@ main()</li>
<li>[SINGA-116] Fix a bug in InnerProductLayer caused by weight matrix sharing</li>
</ul></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readth [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_0.2.0/index.html b/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_0.2.0/index.html
index e221a1f..c470028 100644
--- a/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_0.2.0/index.html
+++ b/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_0.2.0/index.html
@@ -108,7 +108,7 @@ main()</li>
<li>[SINGA-116] Fix a bug in InnerProductLayer caused by weight matrix sharing</li>
</ul></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readth [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_0.3.0.html b/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_0.3.0.html
index 68dd639..090f9d7 100644
--- a/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_0.3.0.html
+++ b/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_0.3.0.html
@@ -42,7 +42,7 @@ of popular deep learning models.</p>
<li>[SINGA-143] The compilation cannot detect libsingagpu.so file</li>
</ul></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readth [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_0.3.0/index.html b/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_0.3.0/index.html
index 68dd639..090f9d7 100644
--- a/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_0.3.0/index.html
+++ b/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_0.3.0/index.html
@@ -42,7 +42,7 @@ of popular deep learning models.</p>
<li>[SINGA-143] The compilation cannot detect libsingagpu.so file</li>
</ul></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readth [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_1.0.0.html b/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_1.0.0.html
index 41cd109..56d0254 100644
--- a/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_1.0.0.html
+++ b/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_1.0.0.html
@@ -104,7 +104,7 @@ layer.</li>
<li>[SINGA-172] Add CMake supporting for Cuda and Cudnn libs</li>
</ul></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readth [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_1.0.0/index.html b/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_1.0.0/index.html
index 41cd109..56d0254 100644
--- a/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_1.0.0/index.html
+++ b/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_1.0.0/index.html
@@ -104,7 +104,7 @@ layer.</li>
<li>[SINGA-172] Add CMake supporting for Cuda and Cudnn libs</li>
</ul></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readth [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_1.1.0.html b/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_1.1.0.html
index dafa0d0..c2f6540 100644
--- a/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_1.1.0.html
+++ b/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_1.1.0.html
@@ -56,7 +56,7 @@ file</li>
Python</li>
</ul></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readth [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_1.1.0/index.html b/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_1.1.0/index.html
index dafa0d0..c2f6540 100644
--- a/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_1.1.0/index.html
+++ b/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_1.1.0/index.html
@@ -56,7 +56,7 @@ file</li>
Python</li>
</ul></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readth [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_1.2.0.html b/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_1.2.0.html
index db85ce8..8d01e74 100644
--- a/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_1.2.0.html
+++ b/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_1.2.0.html
@@ -62,7 +62,7 @@ learning models over large datasets.</p>
<li>[SINGA-369] the errors of examples in testing</li>
</ul></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readth [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_1.2.0/index.html b/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_1.2.0/index.html
index db85ce8..8d01e74 100644
--- a/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_1.2.0/index.html
+++ b/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_1.2.0/index.html
@@ -62,7 +62,7 @@ learning models over large datasets.</p>
<li>[SINGA-369] the errors of examples in testing</li>
</ul></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readth [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_2.0.0.html b/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_2.0.0.html
index 128ec98..af0e032 100644
--- a/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_2.0.0.html
+++ b/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_2.0.0.html
@@ -58,7 +58,7 @@ autograd</li>
<li>[SINGA-380] Fix bugs from Reshape</li>
</ul></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readth [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_2.0.0/index.html b/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_2.0.0/index.html
index 128ec98..af0e032 100644
--- a/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_2.0.0/index.html
+++ b/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_2.0.0/index.html
@@ -58,7 +58,7 @@ autograd</li>
<li>[SINGA-380] Fix bugs from Reshape</li>
</ul></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readth [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_3.0.0.rc1.html b/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_3.0.0.rc1.html
index cafcbf9..6cb7db1 100644
--- a/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_3.0.0.rc1.html
+++ b/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_3.0.0.rc1.html
@@ -95,7 +95,7 @@ move some inputs to its attributes;</li>
<li>Define and implement the type conversion map.</li>
</ul></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/9/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readth [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_3.0.0.rc1/index.html b/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_3.0.0.rc1/index.html
index cafcbf9..6cb7db1 100644
--- a/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_3.0.0.rc1/index.html
+++ b/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_3.0.0.rc1/index.html
@@ -95,7 +95,7 @@ move some inputs to its attributes;</li>
<li>Define and implement the type conversion map.</li>
</ul></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/9/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readth [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/security.html b/content/docs/3.0.0.rc1/security.html
index cc3309f..497d4bd 100644
--- a/content/docs/3.0.0.rc1/security.html
+++ b/content/docs/3.0.0.rc1/security.html
@@ -63,7 +63,7 @@
</script></nav></div><div class="container mainContainer docsContainer"><div class="wrapper"><div class="post"><header class="postHeader"><a class="edit-page-link button" href="https://github.com/apache/singa-doc/blob/master/docs-site/docs/security.md" target="_blank" rel="noreferrer noopener">Edit</a><h1 id="__docusaurus" class="postHeaderTitle">Security</h1></header><article><div><span><!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license [...]
<p>Users can report security vulnerabilities to
<a href="mailto:security@singa.apache.org">SINGA Security Team Mail List</a></p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/issue-tracking"><span class="arrow-prev">← </span><span>Issue Tracking</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/team-list"><span>The SINGA Team</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sit [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/issue-tracking"><span class="arrow-prev">← </span><span>Issue Tracking</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/team-list"><span>The SINGA Team</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitem [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/security/index.html b/content/docs/3.0.0.rc1/security/index.html
index cc3309f..497d4bd 100644
--- a/content/docs/3.0.0.rc1/security/index.html
+++ b/content/docs/3.0.0.rc1/security/index.html
@@ -63,7 +63,7 @@
</script></nav></div><div class="container mainContainer docsContainer"><div class="wrapper"><div class="post"><header class="postHeader"><a class="edit-page-link button" href="https://github.com/apache/singa-doc/blob/master/docs-site/docs/security.md" target="_blank" rel="noreferrer noopener">Edit</a><h1 id="__docusaurus" class="postHeaderTitle">Security</h1></header><article><div><span><!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license [...]
<p>Users can report security vulnerabilities to
<a href="mailto:security@singa.apache.org">SINGA Security Team Mail List</a></p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/issue-tracking"><span class="arrow-prev">← </span><span>Issue Tracking</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/team-list"><span>The SINGA Team</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sit [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/issue-tracking"><span class="arrow-prev">← </span><span>Issue Tracking</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/team-list"><span>The SINGA Team</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitem [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/software-stack.html b/content/docs/3.0.0.rc1/software-stack.html
index ff83911..8b899f6 100644
--- a/content/docs/3.0.0.rc1/software-stack.html
+++ b/content/docs/3.0.0.rc1/software-stack.html
@@ -172,7 +172,7 @@ update the parameters via <code>Opt</code> automatically when training data is f
<li>SingaBackend for loading onnx format model into SINGA for training and
inference.</li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/installation"><span class="arrow-prev">← </span><span>Installation</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/examples"><span>Examples</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#low-level-backend">Low-level Backend</a><u [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/9/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/installation"><span class="arrow-prev">← </span><span>Installation</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/examples"><span>Examples</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#low-level-backend">Low-level Backend</a><ul [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/software-stack/index.html b/content/docs/3.0.0.rc1/software-stack/index.html
index ff83911..8b899f6 100644
--- a/content/docs/3.0.0.rc1/software-stack/index.html
+++ b/content/docs/3.0.0.rc1/software-stack/index.html
@@ -172,7 +172,7 @@ update the parameters via <code>Opt</code> automatically when training data is f
<li>SingaBackend for loading onnx format model into SINGA for training and
inference.</li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/installation"><span class="arrow-prev">← </span><span>Installation</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/examples"><span>Examples</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#low-level-backend">Low-level Backend</a><u [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/9/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/installation"><span class="arrow-prev">← </span><span>Installation</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/examples"><span>Examples</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#low-level-backend">Low-level Backend</a><ul [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/source-repository.html b/content/docs/3.0.0.rc1/source-repository.html
index a44171e..8fc954b 100644
--- a/content/docs/3.0.0.rc1/source-repository.html
+++ b/content/docs/3.0.0.rc1/source-repository.html
@@ -75,7 +75,7 @@ Instructions on Git use can be found at <a href="http://git-scm.com/documentatio
<p>The code can be cloned from either repo, e.g.,</p>
<pre><code class="hljs">git clone https://github.com/apache/singa.git
</code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-next button" href="/docs/3.0.0.rc1/mail-lists"><span>Project Mailing Lists</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#repository">Repository</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/im [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-next button" href="/docs/3.0.0.rc1/mail-lists"><span>Project Mailing Lists</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#repository">Repository</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/ [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/source-repository/index.html b/content/docs/3.0.0.rc1/source-repository/index.html
index a44171e..8fc954b 100644
--- a/content/docs/3.0.0.rc1/source-repository/index.html
+++ b/content/docs/3.0.0.rc1/source-repository/index.html
@@ -75,7 +75,7 @@ Instructions on Git use can be found at <a href="http://git-scm.com/documentatio
<p>The code can be cloned from either repo, e.g.,</p>
<pre><code class="hljs">git clone https://github.com/apache/singa.git
</code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-next button" href="/docs/3.0.0.rc1/mail-lists"><span>Project Mailing Lists</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#repository">Repository</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/im [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-next button" href="/docs/3.0.0.rc1/mail-lists"><span>Project Mailing Lists</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#repository">Repository</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/ [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/team-list.html b/content/docs/3.0.0.rc1/team-list.html
index 3344bda..b9ca41e 100644
--- a/content/docs/3.0.0.rc1/team-list.html
+++ b/content/docs/3.0.0.rc1/team-list.html
@@ -120,7 +120,7 @@ Zhejiang University, NetEase, Osaka University, yzBigData, etc.</p>
<tr><td>Rulin Xing</td><td><a href="mailto:xjdkcsq3@gmail.com">xjdkcsq3@gmail.com</a></td><td>Huazhong University of Science and Technology</td></tr>
</tbody>
</table>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/security"><span class="arrow-prev">← </span><span>Security</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/history-singa"><span>History of SINGA</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#pmc">PMC</a></li><li><a href="#commit [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/security"><span class="arrow-prev">← </span><span>Security</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/history-singa"><span>History of SINGA</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#pmc">PMC</a></li><li><a href="#committe [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/team-list/index.html b/content/docs/3.0.0.rc1/team-list/index.html
index 3344bda..b9ca41e 100644
--- a/content/docs/3.0.0.rc1/team-list/index.html
+++ b/content/docs/3.0.0.rc1/team-list/index.html
@@ -120,7 +120,7 @@ Zhejiang University, NetEase, Osaka University, yzBigData, etc.</p>
<tr><td>Rulin Xing</td><td><a href="mailto:xjdkcsq3@gmail.com">xjdkcsq3@gmail.com</a></td><td>Huazhong University of Science and Technology</td></tr>
</tbody>
</table>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/security"><span class="arrow-prev">← </span><span>Security</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/history-singa"><span>History of SINGA</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#pmc">PMC</a></li><li><a href="#commit [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/security"><span class="arrow-prev">← </span><span>Security</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/history-singa"><span>History of SINGA</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#pmc">PMC</a></li><li><a href="#committe [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/tensor.html b/content/docs/3.0.0.rc1/tensor.html
index bfbc7d0..c1a834a 100644
--- a/content/docs/3.0.0.rc1/tensor.html
+++ b/content/docs/3.0.0.rc1/tensor.html
@@ -242,7 +242,7 @@ generated function in <code>singa_wrap.py</code></li>
<p><em>work in progress</em></p>
<h2><a class="anchor" aria-hidden="true" id="cpp-api"></a><a href="#cpp-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
<p><em>work in progress</em></p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 03/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/device"><span class="arrow-prev">← </span><span>Device</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/autograd"><span>Autograd</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#tensor-usage">Tensor Usage</a><ul class="toc-headings" [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/3/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/device"><span class="arrow-prev">← </span><span>Device</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/autograd"><span>Autograd</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#tensor-usage">Tensor Usage</a><ul class="toc-headings">< [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/tensor/index.html b/content/docs/3.0.0.rc1/tensor/index.html
index bfbc7d0..c1a834a 100644
--- a/content/docs/3.0.0.rc1/tensor/index.html
+++ b/content/docs/3.0.0.rc1/tensor/index.html
@@ -242,7 +242,7 @@ generated function in <code>singa_wrap.py</code></li>
<p><em>work in progress</em></p>
<h2><a class="anchor" aria-hidden="true" id="cpp-api"></a><a href="#cpp-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
<p><em>work in progress</em></p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 03/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/device"><span class="arrow-prev">← </span><span>Device</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/autograd"><span>Autograd</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#tensor-usage">Tensor Usage</a><ul class="toc-headings" [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/3/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/device"><span class="arrow-prev">← </span><span>Device</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/autograd"><span>Autograd</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#tensor-usage">Tensor Usage</a><ul class="toc-headings">< [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/time-profiling.html b/content/docs/3.0.0.rc1/time-profiling.html
index d4e617b..a74929f 100644
--- a/content/docs/3.0.0.rc1/time-profiling.html
+++ b/content/docs/3.0.0.rc1/time-profiling.html
@@ -139,7 +139,7 @@ Backward Propagation <span class="hljs-built_in">Time</span> <span class="hljs-s
<span class="hljs-string">.</span>
<span class="hljs-string">.</span>
</code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 27/09/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#设置时间分析verbosity">设置时间分析Verbosity</a></li><li><a href="#不同verbosity的输出示例">不同Verbosity的输出示例</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/ [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 9/27/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#设置时间分析verbosity">设置时间分析Verbosity</a></li><li><a href="#不同verbosity的输出示例">不同Verbosity的输出示例</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/> [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/time-profiling/index.html b/content/docs/3.0.0.rc1/time-profiling/index.html
index d4e617b..a74929f 100644
--- a/content/docs/3.0.0.rc1/time-profiling/index.html
+++ b/content/docs/3.0.0.rc1/time-profiling/index.html
@@ -139,7 +139,7 @@ Backward Propagation <span class="hljs-built_in">Time</span> <span class="hljs-s
<span class="hljs-string">.</span>
<span class="hljs-string">.</span>
</code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 27/09/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#设置时间分析verbosity">设置时间分析Verbosity</a></li><li><a href="#不同verbosity的输出示例">不同Verbosity的输出示例</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/ [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 9/27/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#设置时间分析verbosity">设置时间分析Verbosity</a></li><li><a href="#不同verbosity的输出示例">不同Verbosity的输出示例</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/> [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/wheel-cpu-dev.html b/content/docs/3.0.0.rc1/wheel-cpu-dev.html
index 66b93b8..5eefa29 100644
--- a/content/docs/3.0.0.rc1/wheel-cpu-dev.html
+++ b/content/docs/3.0.0.rc1/wheel-cpu-dev.html
@@ -11,7 +11,7 @@
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720-cp37-cp37m-manylinux2014_x86_64.whl">Python 3.7</a></li>
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720-cp38-cp38-manylinux2014_x86_64.whl">Python 3.8</a></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting St [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/wheel-cpu-dev/index.html b/content/docs/3.0.0.rc1/wheel-cpu-dev/index.html
index 66b93b8..5eefa29 100644
--- a/content/docs/3.0.0.rc1/wheel-cpu-dev/index.html
+++ b/content/docs/3.0.0.rc1/wheel-cpu-dev/index.html
@@ -11,7 +11,7 @@
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720-cp37-cp37m-manylinux2014_x86_64.whl">Python 3.7</a></li>
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720-cp38-cp38-manylinux2014_x86_64.whl">Python 3.8</a></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting St [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/wheel-cpu.html b/content/docs/3.0.0.rc1/wheel-cpu.html
index 4fef7d7..2a00a7c 100644
--- a/content/docs/3.0.0.rc1/wheel-cpu.html
+++ b/content/docs/3.0.0.rc1/wheel-cpu.html
@@ -17,7 +17,7 @@
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0-cp37-cp37m-manylinux2014_x86_64.whl">Python 3.7</a></li>
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0-cp38-cp38-manylinux2014_x86_64.whl">Python 3.8</a></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 21/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#310">3.1.0</a></li><li><a href="#300">3.0.0</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installa [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/21/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#310">3.1.0</a></li><li><a href="#300">3.0.0</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installa [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/wheel-cpu/index.html b/content/docs/3.0.0.rc1/wheel-cpu/index.html
index 4fef7d7..2a00a7c 100644
--- a/content/docs/3.0.0.rc1/wheel-cpu/index.html
+++ b/content/docs/3.0.0.rc1/wheel-cpu/index.html
@@ -17,7 +17,7 @@
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0-cp37-cp37m-manylinux2014_x86_64.whl">Python 3.7</a></li>
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0-cp38-cp38-manylinux2014_x86_64.whl">Python 3.8</a></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 21/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#310">3.1.0</a></li><li><a href="#300">3.0.0</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installa [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/21/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#310">3.1.0</a></li><li><a href="#300">3.0.0</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installa [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/wheel-gpu-dev.html b/content/docs/3.0.0.rc1/wheel-gpu-dev.html
index 0e07867..febb7b6 100644
--- a/content/docs/3.0.0.rc1/wheel-gpu-dev.html
+++ b/content/docs/3.0.0.rc1/wheel-gpu-dev.html
@@ -11,7 +11,7 @@
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720%2Bcuda10.2-cp37-cp37m-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.7</a></li>
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720%2Bcuda10.2-cp38-cp38-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.8</a></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting St [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/wheel-gpu-dev/index.html b/content/docs/3.0.0.rc1/wheel-gpu-dev/index.html
index 0e07867..febb7b6 100644
--- a/content/docs/3.0.0.rc1/wheel-gpu-dev/index.html
+++ b/content/docs/3.0.0.rc1/wheel-gpu-dev/index.html
@@ -11,7 +11,7 @@
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720%2Bcuda10.2-cp37-cp37m-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.7</a></li>
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720%2Bcuda10.2-cp38-cp38-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.8</a></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting St [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/wheel-gpu.html b/content/docs/3.0.0.rc1/wheel-gpu.html
index 7836992..57c28c9 100644
--- a/content/docs/3.0.0.rc1/wheel-gpu.html
+++ b/content/docs/3.0.0.rc1/wheel-gpu.html
@@ -20,7 +20,7 @@
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0%2Bcuda10.2-cp37-cp37m-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.7</a></li>
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0%2Bcuda10.2-cp38-cp38-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.8</a></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 21/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#310">3.1.0</a></li><li><a href="#300">3.0.0</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installa [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/21/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#310">3.1.0</a></li><li><a href="#300">3.0.0</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installa [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/wheel-gpu/index.html b/content/docs/3.0.0.rc1/wheel-gpu/index.html
index 7836992..57c28c9 100644
--- a/content/docs/3.0.0.rc1/wheel-gpu/index.html
+++ b/content/docs/3.0.0.rc1/wheel-gpu/index.html
@@ -20,7 +20,7 @@
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0%2Bcuda10.2-cp37-cp37m-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.7</a></li>
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0%2Bcuda10.2-cp38-cp38-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.8</a></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 21/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#310">3.1.0</a></li><li><a href="#300">3.0.0</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installa [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/21/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#310">3.1.0</a></li><li><a href="#300">3.0.0</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installa [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/autograd.html b/content/docs/3.0.0/autograd.html
index 64779b5..a8f0691 100644
--- a/content/docs/3.0.0/autograd.html
+++ b/content/docs/3.0.0/autograd.html
@@ -275,7 +275,7 @@ model.graph(graph, sequential)
<p>Refer
<a href="https://singa.readthedocs.io/en/latest/docs/autograd.html#module-singa.autograd">here</a>
for more details of Python API.</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/tensor"><span class="arrow-prev">← </span><span>Tensor</span></a><a class="docs-next button" href="/docs/3.0.0/graph"><span>Model</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#relevant-modules">Relevant Modules</a><ul class="toc-headings"><li>< [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/9/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/tensor"><span class="arrow-prev">← </span><span>Tensor</span></a><a class="docs-next button" href="/docs/3.0.0/graph"><span>Model</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#relevant-modules">Relevant Modules</a><ul class="toc-headings"><li><a [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/autograd/index.html b/content/docs/3.0.0/autograd/index.html
index 64779b5..a8f0691 100644
--- a/content/docs/3.0.0/autograd/index.html
+++ b/content/docs/3.0.0/autograd/index.html
@@ -275,7 +275,7 @@ model.graph(graph, sequential)
<p>Refer
<a href="https://singa.readthedocs.io/en/latest/docs/autograd.html#module-singa.autograd">here</a>
for more details of Python API.</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/tensor"><span class="arrow-prev">← </span><span>Tensor</span></a><a class="docs-next button" href="/docs/3.0.0/graph"><span>Model</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#relevant-modules">Relevant Modules</a><ul class="toc-headings"><li>< [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/9/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/tensor"><span class="arrow-prev">← </span><span>Tensor</span></a><a class="docs-next button" href="/docs/3.0.0/graph"><span>Model</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#relevant-modules">Relevant Modules</a><ul class="toc-headings"><li><a [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/benchmark-train.html b/content/docs/3.0.0/benchmark-train.html
index caf24f4..b464ba0 100644
--- a/content/docs/3.0.0/benchmark-train.html
+++ b/content/docs/3.0.0/benchmark-train.html
@@ -21,7 +21,7 @@ system which uses the parameter server topology. The first GPU is selected as
the server.</p>
<p><img src="/docs/assets/benchmark.png" alt="Benchmark Experiments"> <br/> <strong>Scalability test. Bars
are for the throughput; lines are for the communication cost.</strong></p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readth [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/benchmark-train/index.html b/content/docs/3.0.0/benchmark-train/index.html
index caf24f4..b464ba0 100644
--- a/content/docs/3.0.0/benchmark-train/index.html
+++ b/content/docs/3.0.0/benchmark-train/index.html
@@ -21,7 +21,7 @@ system which uses the parameter server topology. The first GPU is selected as
the server.</p>
<p><img src="/docs/assets/benchmark.png" alt="Benchmark Experiments"> <br/> <strong>Scalability test. Bars
are for the throughput; lines are for the communication cost.</strong></p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readth [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/build.html b/content/docs/3.0.0/build.html
index fd7421d..fe21067 100644
--- a/content/docs/3.0.0/build.html
+++ b/content/docs/3.0.0/build.html
@@ -416,7 +416,7 @@ build PySINGA from source, you need to specify the paths when invoking
to change the python interpreter, e.g., reset the $PATH to put the correct
path of Python at the front position.</p></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/downloads"><span class="arrow-prev">← </span><span>Download SINGA</span></a><a class="docs-next button" href="/docs/3.0.0/contribute-code"><span>How to Contribute Code</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#use-conda-to-build-singa">Use [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/downloads"><span class="arrow-prev">← </span><span>Download SINGA</span></a><a class="docs-next button" href="/docs/3.0.0/contribute-code"><span>How to Contribute Code</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#use-conda-to-build-singa">Use Co [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/build/index.html b/content/docs/3.0.0/build/index.html
index fd7421d..fe21067 100644
--- a/content/docs/3.0.0/build/index.html
+++ b/content/docs/3.0.0/build/index.html
@@ -416,7 +416,7 @@ build PySINGA from source, you need to specify the paths when invoking
to change the python interpreter, e.g., reset the $PATH to put the correct
path of Python at the front position.</p></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/downloads"><span class="arrow-prev">← </span><span>Download SINGA</span></a><a class="docs-next button" href="/docs/3.0.0/contribute-code"><span>How to Contribute Code</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#use-conda-to-build-singa">Use [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/downloads"><span class="arrow-prev">← </span><span>Download SINGA</span></a><a class="docs-next button" href="/docs/3.0.0/contribute-code"><span>How to Contribute Code</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#use-conda-to-build-singa">Use Co [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/contribute-code.html b/content/docs/3.0.0/contribute-code.html
index 6da285a..cf061a0 100644
--- a/content/docs/3.0.0/contribute-code.html
+++ b/content/docs/3.0.0/contribute-code.html
@@ -155,7 +155,7 @@ the updated Python files to replace those in the Python installation folder,</p>
</code></pre>
<h2><a class="anchor" aria-hidden="true" id="workflow"></a><a href="#workflow" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 [...]
<p>Please refer to the <a href="./git-workflow">git workflow page</a>.</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 13/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/build"><span class="arrow-prev">← </span><span>Build SINGA from Source</span></a><a class="docs-next button" href="/docs/3.0.0/contribute-docs"><span>How to Contribute to Documentation</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#coding-style" [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/13/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/build"><span class="arrow-prev">← </span><span>Build SINGA from Source</span></a><a class="docs-next button" href="/docs/3.0.0/contribute-docs"><span>How to Contribute to Documentation</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#coding-style"> [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/contribute-code/index.html b/content/docs/3.0.0/contribute-code/index.html
index 6da285a..cf061a0 100644
--- a/content/docs/3.0.0/contribute-code/index.html
+++ b/content/docs/3.0.0/contribute-code/index.html
@@ -155,7 +155,7 @@ the updated Python files to replace those in the Python installation folder,</p>
</code></pre>
<h2><a class="anchor" aria-hidden="true" id="workflow"></a><a href="#workflow" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 [...]
<p>Please refer to the <a href="./git-workflow">git workflow page</a>.</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 13/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/build"><span class="arrow-prev">← </span><span>Build SINGA from Source</span></a><a class="docs-next button" href="/docs/3.0.0/contribute-docs"><span>How to Contribute to Documentation</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#coding-style" [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/13/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/build"><span class="arrow-prev">← </span><span>Build SINGA from Source</span></a><a class="docs-next button" href="/docs/3.0.0/contribute-docs"><span>How to Contribute to Documentation</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#coding-style"> [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/contribute-docs.html b/content/docs/3.0.0/contribute-docs.html
index a8b5fbb..75e03f3 100644
--- a/content/docs/3.0.0/contribute-docs.html
+++ b/content/docs/3.0.0/contribute-docs.html
@@ -139,7 +139,7 @@ via <code>File - Preferences - User Snippets - python.json</code></p>
"description": "# spell check only for cpp comments"
}
</code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/contribute-code"><span class="arrow-prev">← </span><span>How to Contribute Code</span></a><a class="docs-next button" href="/docs/3.0.0/how-to-release"><span>How to Prepare a Release</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#markdown-files" [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/contribute-code"><span class="arrow-prev">← </span><span>How to Contribute Code</span></a><a class="docs-next button" href="/docs/3.0.0/how-to-release"><span>How to Prepare a Release</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#markdown-files">M [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/contribute-docs/index.html b/content/docs/3.0.0/contribute-docs/index.html
index a8b5fbb..75e03f3 100644
--- a/content/docs/3.0.0/contribute-docs/index.html
+++ b/content/docs/3.0.0/contribute-docs/index.html
@@ -139,7 +139,7 @@ via <code>File - Preferences - User Snippets - python.json</code></p>
"description": "# spell check only for cpp comments"
}
</code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/contribute-code"><span class="arrow-prev">← </span><span>How to Contribute Code</span></a><a class="docs-next button" href="/docs/3.0.0/how-to-release"><span>How to Prepare a Release</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#markdown-files" [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/contribute-code"><span class="arrow-prev">← </span><span>How to Contribute Code</span></a><a class="docs-next button" href="/docs/3.0.0/how-to-release"><span>How to Prepare a Release</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#markdown-files">M [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/device.html b/content/docs/3.0.0/device.html
index 35dbb71..2ff8458 100644
--- a/content/docs/3.0.0/device.html
+++ b/content/docs/3.0.0/device.html
@@ -81,7 +81,7 @@ host = device.get_default_device() <span class="hljs-comment"># get the default
ary1 = device.create_cuda_gpus(<span class="hljs-number">2</span>) <span class="hljs-comment"># create 2 devices, starting from ID 0</span>
ary2 = device.create_cuda_gpus([<span class="hljs-number">0</span>,<span class="hljs-number">2</span>]) <span class="hljs-comment"># create 2 devices on ID 0 and 2</span>
</code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/examples"><span class="arrow-prev">← </span><span>Examples</span></a><a class="docs-next button" href="/docs/3.0.0/tensor"><span>Tensor</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#specific-devices">Specific devices</a></li><li><a href="#examp [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/9/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/examples"><span class="arrow-prev">← </span><span>Examples</span></a><a class="docs-next button" href="/docs/3.0.0/tensor"><span>Tensor</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#specific-devices">Specific devices</a></li><li><a href="#example [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/device/index.html b/content/docs/3.0.0/device/index.html
index 35dbb71..2ff8458 100644
--- a/content/docs/3.0.0/device/index.html
+++ b/content/docs/3.0.0/device/index.html
@@ -81,7 +81,7 @@ host = device.get_default_device() <span class="hljs-comment"># get the default
ary1 = device.create_cuda_gpus(<span class="hljs-number">2</span>) <span class="hljs-comment"># create 2 devices, starting from ID 0</span>
ary2 = device.create_cuda_gpus([<span class="hljs-number">0</span>,<span class="hljs-number">2</span>]) <span class="hljs-comment"># create 2 devices on ID 0 and 2</span>
</code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/examples"><span class="arrow-prev">← </span><span>Examples</span></a><a class="docs-next button" href="/docs/3.0.0/tensor"><span>Tensor</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#specific-devices">Specific devices</a></li><li><a href="#examp [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/9/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/examples"><span class="arrow-prev">← </span><span>Examples</span></a><a class="docs-next button" href="/docs/3.0.0/tensor"><span>Tensor</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#specific-devices">Specific devices</a></li><li><a href="#example [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/dist-train.html b/content/docs/3.0.0/dist-train.html
index 0fa610b..57fdaa8 100644
--- a/content/docs/3.0.0/dist-train.html
+++ b/content/docs/3.0.0/dist-train.html
@@ -397,7 +397,7 @@ partitioned, so that each process can evaluate the sub-gradient based on the
partitioned training data. Once the sub-gradient is calculated on each
processes, the overall stochastic gradient is obtained by all-reducing the
sub-gradients evaluated by all processes.</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/onnx"><span class="arrow-prev">← </span><span>ONNX</span></a><a class="docs-next button" href="/docs/3.0.0/downloads"><span>Download SINGA</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#usage">Usage</a><ul class="toc-headings"><li><a href="#exam [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/9/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/onnx"><span class="arrow-prev">← </span><span>ONNX</span></a><a class="docs-next button" href="/docs/3.0.0/downloads"><span>Download SINGA</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#usage">Usage</a><ul class="toc-headings"><li><a href="#exampl [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/dist-train/index.html b/content/docs/3.0.0/dist-train/index.html
index 0fa610b..57fdaa8 100644
--- a/content/docs/3.0.0/dist-train/index.html
+++ b/content/docs/3.0.0/dist-train/index.html
@@ -397,7 +397,7 @@ partitioned, so that each process can evaluate the sub-gradient based on the
partitioned training data. Once the sub-gradient is calculated on each
processes, the overall stochastic gradient is obtained by all-reducing the
sub-gradients evaluated by all processes.</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/onnx"><span class="arrow-prev">← </span><span>ONNX</span></a><a class="docs-next button" href="/docs/3.0.0/downloads"><span>Download SINGA</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#usage">Usage</a><ul class="toc-headings"><li><a href="#exam [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/9/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/onnx"><span class="arrow-prev">← </span><span>ONNX</span></a><a class="docs-next button" href="/docs/3.0.0/downloads"><span>Download SINGA</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#usage">Usage</a><ul class="toc-headings"><li><a href="#exampl [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/downloads.html b/content/docs/3.0.0/downloads.html
index 4ceb8e8..1816f8d 100644
--- a/content/docs/3.0.0/downloads.html
+++ b/content/docs/3.0.0/downloads.html
@@ -243,7 +243,7 @@ models, energy models and RNN models.</li>
<li>Unit test using gtest</li>
</ul></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 22/11/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/dist-train"><span class="arrow-prev">← </span><span>Distributed Training</span></a><a class="docs-next button" href="/docs/3.0.0/build"><span>Build SINGA from Source</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#verify">Verify</a></li><li><a hr [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 11/22/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/dist-train"><span class="arrow-prev">← </span><span>Distributed Training</span></a><a class="docs-next button" href="/docs/3.0.0/build"><span>Build SINGA from Source</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#verify">Verify</a></li><li><a hr [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/downloads/index.html b/content/docs/3.0.0/downloads/index.html
index 4ceb8e8..1816f8d 100644
--- a/content/docs/3.0.0/downloads/index.html
+++ b/content/docs/3.0.0/downloads/index.html
@@ -243,7 +243,7 @@ models, energy models and RNN models.</li>
<li>Unit test using gtest</li>
</ul></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 22/11/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/dist-train"><span class="arrow-prev">← </span><span>Distributed Training</span></a><a class="docs-next button" href="/docs/3.0.0/build"><span>Build SINGA from Source</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#verify">Verify</a></li><li><a hr [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 11/22/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/dist-train"><span class="arrow-prev">← </span><span>Distributed Training</span></a><a class="docs-next button" href="/docs/3.0.0/build"><span>Build SINGA from Source</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#verify">Verify</a></li><li><a hr [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/examples.html b/content/docs/3.0.0/examples.html
index fe4e558..5cddc93 100644
--- a/content/docs/3.0.0/examples.html
+++ b/content/docs/3.0.0/examples.html
@@ -125,7 +125,7 @@ example is given below.</p>
<li>Restricted Boltzmann Machine over the MNIST dataset, <a href="">source</a>,
<a href="https://colab.research.google.com/drive/19996noGu9JyHHkVmp4edBGu7PJSRQKsd">Colab</a>.</li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/software-stack"><span class="arrow-prev">← </span><span>Software Stack</span></a><a class="docs-next button" href="/docs/3.0.0/device"><span>Device</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#image-classification">Image Classification</a></li [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/9/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/software-stack"><span class="arrow-prev">← </span><span>Software Stack</span></a><a class="docs-next button" href="/docs/3.0.0/device"><span>Device</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#image-classification">Image Classification</a></li>< [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/examples/index.html b/content/docs/3.0.0/examples/index.html
index fe4e558..5cddc93 100644
--- a/content/docs/3.0.0/examples/index.html
+++ b/content/docs/3.0.0/examples/index.html
@@ -125,7 +125,7 @@ example is given below.</p>
<li>Restricted Boltzmann Machine over the MNIST dataset, <a href="">source</a>,
<a href="https://colab.research.google.com/drive/19996noGu9JyHHkVmp4edBGu7PJSRQKsd">Colab</a>.</li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/software-stack"><span class="arrow-prev">← </span><span>Software Stack</span></a><a class="docs-next button" href="/docs/3.0.0/device"><span>Device</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#image-classification">Image Classification</a></li [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/9/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/software-stack"><span class="arrow-prev">← </span><span>Software Stack</span></a><a class="docs-next button" href="/docs/3.0.0/device"><span>Device</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#image-classification">Image Classification</a></li>< [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/git-workflow.html b/content/docs/3.0.0/git-workflow.html
index deef85a..d814c3c 100644
--- a/content/docs/3.0.0/git-workflow.html
+++ b/content/docs/3.0.0/git-workflow.html
@@ -162,7 +162,7 @@ git push asf dev:dev
</code></pre>
<p>Do not use rebase to merge the PR; and disable fast forward.</p></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/how-to-release"><span class="arrow-prev">← </span><span>How to Prepare a Release</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#for-developers">For Developers</a></li><li><a href="#for-committers">For Committers</a></li></ul></nav></div><footer class="nav-footer" id="footer"><se [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/how-to-release"><span class="arrow-prev">← </span><span>How to Prepare a Release</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#for-developers">For Developers</a></li><li><a href="#for-committers">For Committers</a></li></ul></nav></div><footer class="nav-footer" id="footer"><sect [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/git-workflow/index.html b/content/docs/3.0.0/git-workflow/index.html
index deef85a..d814c3c 100644
--- a/content/docs/3.0.0/git-workflow/index.html
+++ b/content/docs/3.0.0/git-workflow/index.html
@@ -162,7 +162,7 @@ git push asf dev:dev
</code></pre>
<p>Do not use rebase to merge the PR; and disable fast forward.</p></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/how-to-release"><span class="arrow-prev">← </span><span>How to Prepare a Release</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#for-developers">For Developers</a></li><li><a href="#for-committers">For Committers</a></li></ul></nav></div><footer class="nav-footer" id="footer"><se [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/how-to-release"><span class="arrow-prev">← </span><span>How to Prepare a Release</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#for-developers">For Developers</a></li><li><a href="#for-committers">For Committers</a></li></ul></nav></div><footer class="nav-footer" id="footer"><sect [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/graph.html b/content/docs/3.0.0/graph.html
index 89a9f89..e0a3b2a 100644
--- a/content/docs/3.0.0/graph.html
+++ b/content/docs/3.0.0/graph.html
@@ -547,7 +547,7 @@ memory footprint.</li>
<li>Currently, there is a little improvement in terms of speed. More optimizations
can be done towards the efficiency.</li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 13/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/autograd"><span class="arrow-prev">← </span><span>Autograd</span></a><a class="docs-next button" href="/docs/3.0.0/onnx"><span>ONNX</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#example">Example</a></li><li><a href="#implementation">Implementat [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/13/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/autograd"><span class="arrow-prev">← </span><span>Autograd</span></a><a class="docs-next button" href="/docs/3.0.0/onnx"><span>ONNX</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#example">Example</a></li><li><a href="#implementation">Implementati [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/graph/index.html b/content/docs/3.0.0/graph/index.html
index 89a9f89..e0a3b2a 100644
--- a/content/docs/3.0.0/graph/index.html
+++ b/content/docs/3.0.0/graph/index.html
@@ -547,7 +547,7 @@ memory footprint.</li>
<li>Currently, there is a little improvement in terms of speed. More optimizations
can be done towards the efficiency.</li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 13/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/autograd"><span class="arrow-prev">← </span><span>Autograd</span></a><a class="docs-next button" href="/docs/3.0.0/onnx"><span>ONNX</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#example">Example</a></li><li><a href="#implementation">Implementat [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/13/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/autograd"><span class="arrow-prev">← </span><span>Autograd</span></a><a class="docs-next button" href="/docs/3.0.0/onnx"><span>ONNX</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#example">Example</a></li><li><a href="#implementation">Implementati [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/history-singa.html b/content/docs/3.0.0/history-singa.html
index 00a7b31..436de44 100644
--- a/content/docs/3.0.0/history-singa.html
+++ b/content/docs/3.0.0/history-singa.html
@@ -91,7 +91,7 @@ applications.</p>
<h2><a class="anchor" aria-hidden="true" id="license"></a><a href="#license" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
<p>SINGA is released under
<a href="http://www.apache.org/licenses/LICENSE-2.0">Apache License Version 2.0</a></p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/team-list"><span class="arrow-prev">← </span><span>The SINGA Team</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#history">History</a></li><li><a href="#license">License</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="na [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/team-list"><span class="arrow-prev">← </span><span>The SINGA Team</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#history">History</a></li><li><a href="#license">License</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav- [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/history-singa/index.html b/content/docs/3.0.0/history-singa/index.html
index 00a7b31..436de44 100644
--- a/content/docs/3.0.0/history-singa/index.html
+++ b/content/docs/3.0.0/history-singa/index.html
@@ -91,7 +91,7 @@ applications.</p>
<h2><a class="anchor" aria-hidden="true" id="license"></a><a href="#license" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
<p>SINGA is released under
<a href="http://www.apache.org/licenses/LICENSE-2.0">Apache License Version 2.0</a></p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/team-list"><span class="arrow-prev">← </span><span>The SINGA Team</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#history">History</a></li><li><a href="#license">License</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="na [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/team-list"><span class="arrow-prev">← </span><span>The SINGA Team</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#history">History</a></li><li><a href="#license">License</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav- [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/how-to-release.html b/content/docs/3.0.0/how-to-release.html
index 9652973..c6c7af4 100644
--- a/content/docs/3.0.0/how-to-release.html
+++ b/content/docs/3.0.0/how-to-release.html
@@ -204,7 +204,7 @@ and contributions to the project.
On behalf of the SINGA team, {SINGA Team Member Name}
</code></pre></li>
</ol>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 13/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/contribute-docs"><span class="arrow-prev">← </span><span>How to Contribute to Documentation</span></a><a class="docs-next button" href="/docs/3.0.0/git-workflow"><span>Git Workflow</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><sect [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/13/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/contribute-docs"><span class="arrow-prev">← </span><span>How to Contribute to Documentation</span></a><a class="docs-next button" href="/docs/3.0.0/git-workflow"><span>Git Workflow</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><secti [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/how-to-release/index.html b/content/docs/3.0.0/how-to-release/index.html
index 9652973..c6c7af4 100644
--- a/content/docs/3.0.0/how-to-release/index.html
+++ b/content/docs/3.0.0/how-to-release/index.html
@@ -204,7 +204,7 @@ and contributions to the project.
On behalf of the SINGA team, {SINGA Team Member Name}
</code></pre></li>
</ol>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 13/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/contribute-docs"><span class="arrow-prev">← </span><span>How to Contribute to Documentation</span></a><a class="docs-next button" href="/docs/3.0.0/git-workflow"><span>Git Workflow</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><sect [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/13/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/contribute-docs"><span class="arrow-prev">← </span><span>How to Contribute to Documentation</span></a><a class="docs-next button" href="/docs/3.0.0/git-workflow"><span>Git Workflow</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><secti [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/install-win.html b/content/docs/3.0.0/install-win.html
index dab180b..9a99b75 100644
--- a/content/docs/3.0.0/install-win.html
+++ b/content/docs/3.0.0/install-win.html
@@ -339,7 +339,7 @@ test/release folder</p></li>
</ul>
<p>A video tutorial for running the unit tests can be found here:</p>
<p><a href="https://www.youtube.com/watch?v=YOjwtrvTPn4"><img src="https://img.youtube.com/vi/YOjwtrvTPn4/0.jpg" alt="youtube video"></a></p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#install-dependencies">Install Dependencies</a></li><li><a href="#build-singa-source">Build SINGA source</a></li><li><a href="#install-python-module">Install Python module</a></li><li><a href="#run-unit-tests">Run Unit Tests</a></li><li><a href="#build-gpu-support-with-cuda">Build GPU sup [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#install-dependencies">Install Dependencies</a></li><li><a href="#build-singa-source">Build SINGA source</a></li><li><a href="#install-python-module">Install Python module</a></li><li><a href="#run-unit-tests">Run Unit Tests</a></li><li><a href="#build-gpu-support-with-cuda">Build GPU suppo [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/install-win/index.html b/content/docs/3.0.0/install-win/index.html
index dab180b..9a99b75 100644
--- a/content/docs/3.0.0/install-win/index.html
+++ b/content/docs/3.0.0/install-win/index.html
@@ -339,7 +339,7 @@ test/release folder</p></li>
</ul>
<p>A video tutorial for running the unit tests can be found here:</p>
<p><a href="https://www.youtube.com/watch?v=YOjwtrvTPn4"><img src="https://img.youtube.com/vi/YOjwtrvTPn4/0.jpg" alt="youtube video"></a></p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#install-dependencies">Install Dependencies</a></li><li><a href="#build-singa-source">Build SINGA source</a></li><li><a href="#install-python-module">Install Python module</a></li><li><a href="#run-unit-tests">Run Unit Tests</a></li><li><a href="#build-gpu-support-with-cuda">Build GPU sup [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#install-dependencies">Install Dependencies</a></li><li><a href="#build-singa-source">Build SINGA source</a></li><li><a href="#install-python-module">Install Python module</a></li><li><a href="#run-unit-tests">Run Unit Tests</a></li><li><a href="#build-gpu-support-with-cuda">Build GPU suppo [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/installation.html b/content/docs/3.0.0/installation.html
index 8add7bd..48cec98 100644
--- a/content/docs/3.0.0/installation.html
+++ b/content/docs/3.0.0/installation.html
@@ -171,7 +171,7 @@ check your interpreter by <code>which python</code> and check the Python linked
via <code>otool -L <path to _singa_wrap.so></code>. This problem should be resolved if
SINGA is installation via conda.</p></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"><a class="docs-next button" href="/docs/3.0.0/software-stack"><span>Software Stack</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#from-conda">From Conda</a></li><li><a href="#using-docker">Using Docker</a></li><li><a href="#from-source">From source</a></li><li><a href="#faq">FAQ</a></li></u [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/9/2020</em></div><div class="docs-prevnext"><a class="docs-next button" href="/docs/3.0.0/software-stack"><span>Software Stack</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#from-conda">From Conda</a></li><li><a href="#using-docker">Using Docker</a></li><li><a href="#from-source">From source</a></li><li><a href="#faq">FAQ</a></li></ul> [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/installation/index.html b/content/docs/3.0.0/installation/index.html
index 8add7bd..48cec98 100644
--- a/content/docs/3.0.0/installation/index.html
+++ b/content/docs/3.0.0/installation/index.html
@@ -171,7 +171,7 @@ check your interpreter by <code>which python</code> and check the Python linked
via <code>otool -L <path to _singa_wrap.so></code>. This problem should be resolved if
SINGA is installation via conda.</p></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"><a class="docs-next button" href="/docs/3.0.0/software-stack"><span>Software Stack</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#from-conda">From Conda</a></li><li><a href="#using-docker">Using Docker</a></li><li><a href="#from-source">From source</a></li><li><a href="#faq">FAQ</a></li></u [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/9/2020</em></div><div class="docs-prevnext"><a class="docs-next button" href="/docs/3.0.0/software-stack"><span>Software Stack</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#from-conda">From Conda</a></li><li><a href="#using-docker">Using Docker</a></li><li><a href="#from-source">From source</a></li><li><a href="#faq">FAQ</a></li></ul> [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/issue-tracking.html b/content/docs/3.0.0/issue-tracking.html
index 82a4dc7..21f197a 100644
--- a/content/docs/3.0.0/issue-tracking.html
+++ b/content/docs/3.0.0/issue-tracking.html
@@ -64,7 +64,7 @@
<p>SINGA used <a href="https://issues.apache.org/jira/browse/singa">JIRA</a> to manage issues
including bugs, new features and discussions.</p>
<p>We are now moving to <a href="https://github.com/apache/singa/issues">Github Issues</a>.</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/mail-lists"><span class="arrow-prev">← </span><span>Project Mailing Lists</span></a><a class="docs-next button" href="/docs/3.0.0/security"><span>Security</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a hre [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/mail-lists"><span class="arrow-prev">← </span><span>Project Mailing Lists</span></a><a class="docs-next button" href="/docs/3.0.0/security"><span>Security</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href= [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/issue-tracking/index.html b/content/docs/3.0.0/issue-tracking/index.html
index 82a4dc7..21f197a 100644
--- a/content/docs/3.0.0/issue-tracking/index.html
+++ b/content/docs/3.0.0/issue-tracking/index.html
@@ -64,7 +64,7 @@
<p>SINGA used <a href="https://issues.apache.org/jira/browse/singa">JIRA</a> to manage issues
including bugs, new features and discussions.</p>
<p>We are now moving to <a href="https://github.com/apache/singa/issues">Github Issues</a>.</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/mail-lists"><span class="arrow-prev">← </span><span>Project Mailing Lists</span></a><a class="docs-next button" href="/docs/3.0.0/security"><span>Security</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a hre [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/mail-lists"><span class="arrow-prev">← </span><span>Project Mailing Lists</span></a><a class="docs-next button" href="/docs/3.0.0/security"><span>Security</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href= [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/mail-lists.html b/content/docs/3.0.0/mail-lists.html
index 6230b98..3a3a490 100644
--- a/content/docs/3.0.0/mail-lists.html
+++ b/content/docs/3.0.0/mail-lists.html
@@ -73,7 +73,7 @@ each list, there is a subscribe, unsubscribe, and an archive link.</p>
<tr><td>Security</td><td><a href="mailto:security@singa.apache.org">security@singa.apache.org</a></td><td>private</td><td>private</td><td>private</td></tr>
</tbody>
</table>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/source-repository"><span class="arrow-prev">← </span><span>Source Repository</span></a><a class="docs-next button" href="/docs/3.0.0/issue-tracking"><span>Issue Tracking</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class=" [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/source-repository"><span class="arrow-prev">← </span><span>Source Repository</span></a><a class="docs-next button" href="/docs/3.0.0/issue-tracking"><span>Issue Tracking</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="si [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/mail-lists/index.html b/content/docs/3.0.0/mail-lists/index.html
index 6230b98..3a3a490 100644
--- a/content/docs/3.0.0/mail-lists/index.html
+++ b/content/docs/3.0.0/mail-lists/index.html
@@ -73,7 +73,7 @@ each list, there is a subscribe, unsubscribe, and an archive link.</p>
<tr><td>Security</td><td><a href="mailto:security@singa.apache.org">security@singa.apache.org</a></td><td>private</td><td>private</td><td>private</td></tr>
</tbody>
</table>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/source-repository"><span class="arrow-prev">← </span><span>Source Repository</span></a><a class="docs-next button" href="/docs/3.0.0/issue-tracking"><span>Issue Tracking</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class=" [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/source-repository"><span class="arrow-prev">← </span><span>Source Repository</span></a><a class="docs-next button" href="/docs/3.0.0/issue-tracking"><span>Issue Tracking</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="si [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/onnx.html b/content/docs/3.0.0/onnx.html
index 618918c..c91a92b 100644
--- a/content/docs/3.0.0/onnx.html
+++ b/content/docs/3.0.0/onnx.html
@@ -752,7 +752,7 @@ of the model and run the SINGA operators one by one following the operators
queue. The user can use <code>last_layers</code> to decide to run the model till the last
few layers. Set <code>all_outputs</code> as <code>False</code> to get only the final output, <code>True</code> to
also get all the intermediate output.</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/graph"><span class="arrow-prev">← </span><span>Model</span></a><a class="docs-next button" href="/docs/3.0.0/dist-train"><span>Distributed Training</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#general-usage">General usage</a><ul class="toc-hea [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/graph"><span class="arrow-prev">← </span><span>Model</span></a><a class="docs-next button" href="/docs/3.0.0/dist-train"><span>Distributed Training</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#general-usage">General usage</a><ul class="toc-head [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/onnx/index.html b/content/docs/3.0.0/onnx/index.html
index 618918c..c91a92b 100644
--- a/content/docs/3.0.0/onnx/index.html
+++ b/content/docs/3.0.0/onnx/index.html
@@ -752,7 +752,7 @@ of the model and run the SINGA operators one by one following the operators
queue. The user can use <code>last_layers</code> to decide to run the model till the last
few layers. Set <code>all_outputs</code> as <code>False</code> to get only the final output, <code>True</code> to
also get all the intermediate output.</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/graph"><span class="arrow-prev">← </span><span>Model</span></a><a class="docs-next button" href="/docs/3.0.0/dist-train"><span>Distributed Training</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#general-usage">General usage</a><ul class="toc-hea [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/graph"><span class="arrow-prev">← </span><span>Model</span></a><a class="docs-next button" href="/docs/3.0.0/dist-train"><span>Distributed Training</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#general-usage">General usage</a><ul class="toc-head [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/releases/RELEASE_NOTES_0.1.0.html b/content/docs/3.0.0/releases/RELEASE_NOTES_0.1.0.html
index f6be6bc..47196e6 100644
--- a/content/docs/3.0.0/releases/RELEASE_NOTES_0.1.0.html
+++ b/content/docs/3.0.0/releases/RELEASE_NOTES_0.1.0.html
@@ -173,7 +173,7 @@ Param update</li>
<li><a href="https://issues.apache.org/jira/browse/SINGA-41">SINGA-41</a> Support single node
single GPU training</li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readth [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/releases/RELEASE_NOTES_0.1.0/index.html b/content/docs/3.0.0/releases/RELEASE_NOTES_0.1.0/index.html
index f6be6bc..47196e6 100644
--- a/content/docs/3.0.0/releases/RELEASE_NOTES_0.1.0/index.html
+++ b/content/docs/3.0.0/releases/RELEASE_NOTES_0.1.0/index.html
@@ -173,7 +173,7 @@ Param update</li>
<li><a href="https://issues.apache.org/jira/browse/SINGA-41">SINGA-41</a> Support single node
single GPU training</li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readth [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/releases/RELEASE_NOTES_0.2.0.html b/content/docs/3.0.0/releases/RELEASE_NOTES_0.2.0.html
index b91fa45..f0decc9 100644
--- a/content/docs/3.0.0/releases/RELEASE_NOTES_0.2.0.html
+++ b/content/docs/3.0.0/releases/RELEASE_NOTES_0.2.0.html
@@ -108,7 +108,7 @@ main()</li>
<li>[SINGA-116] Fix a bug in InnerProductLayer caused by weight matrix sharing</li>
</ul></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readth [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/releases/RELEASE_NOTES_0.2.0/index.html b/content/docs/3.0.0/releases/RELEASE_NOTES_0.2.0/index.html
index b91fa45..f0decc9 100644
--- a/content/docs/3.0.0/releases/RELEASE_NOTES_0.2.0/index.html
+++ b/content/docs/3.0.0/releases/RELEASE_NOTES_0.2.0/index.html
@@ -108,7 +108,7 @@ main()</li>
<li>[SINGA-116] Fix a bug in InnerProductLayer caused by weight matrix sharing</li>
</ul></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readth [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/releases/RELEASE_NOTES_0.3.0.html b/content/docs/3.0.0/releases/RELEASE_NOTES_0.3.0.html
index f2cc177..fc93a74 100644
--- a/content/docs/3.0.0/releases/RELEASE_NOTES_0.3.0.html
+++ b/content/docs/3.0.0/releases/RELEASE_NOTES_0.3.0.html
@@ -42,7 +42,7 @@ of popular deep learning models.</p>
<li>[SINGA-143] The compilation cannot detect libsingagpu.so file</li>
</ul></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readth [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/releases/RELEASE_NOTES_0.3.0/index.html b/content/docs/3.0.0/releases/RELEASE_NOTES_0.3.0/index.html
index f2cc177..fc93a74 100644
--- a/content/docs/3.0.0/releases/RELEASE_NOTES_0.3.0/index.html
+++ b/content/docs/3.0.0/releases/RELEASE_NOTES_0.3.0/index.html
@@ -42,7 +42,7 @@ of popular deep learning models.</p>
<li>[SINGA-143] The compilation cannot detect libsingagpu.so file</li>
</ul></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readth [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/releases/RELEASE_NOTES_1.0.0.html b/content/docs/3.0.0/releases/RELEASE_NOTES_1.0.0.html
index 2e5e6b8..613115e 100644
--- a/content/docs/3.0.0/releases/RELEASE_NOTES_1.0.0.html
+++ b/content/docs/3.0.0/releases/RELEASE_NOTES_1.0.0.html
@@ -104,7 +104,7 @@ layer.</li>
<li>[SINGA-172] Add CMake supporting for Cuda and Cudnn libs</li>
</ul></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readth [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/releases/RELEASE_NOTES_1.0.0/index.html b/content/docs/3.0.0/releases/RELEASE_NOTES_1.0.0/index.html
index 2e5e6b8..613115e 100644
--- a/content/docs/3.0.0/releases/RELEASE_NOTES_1.0.0/index.html
+++ b/content/docs/3.0.0/releases/RELEASE_NOTES_1.0.0/index.html
@@ -104,7 +104,7 @@ layer.</li>
<li>[SINGA-172] Add CMake supporting for Cuda and Cudnn libs</li>
</ul></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readth [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/releases/RELEASE_NOTES_1.1.0.html b/content/docs/3.0.0/releases/RELEASE_NOTES_1.1.0.html
index e24243c..94c67ae 100644
--- a/content/docs/3.0.0/releases/RELEASE_NOTES_1.1.0.html
+++ b/content/docs/3.0.0/releases/RELEASE_NOTES_1.1.0.html
@@ -56,7 +56,7 @@ file</li>
Python</li>
</ul></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readth [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/releases/RELEASE_NOTES_1.1.0/index.html b/content/docs/3.0.0/releases/RELEASE_NOTES_1.1.0/index.html
index e24243c..94c67ae 100644
--- a/content/docs/3.0.0/releases/RELEASE_NOTES_1.1.0/index.html
+++ b/content/docs/3.0.0/releases/RELEASE_NOTES_1.1.0/index.html
@@ -56,7 +56,7 @@ file</li>
Python</li>
</ul></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readth [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/releases/RELEASE_NOTES_1.2.0.html b/content/docs/3.0.0/releases/RELEASE_NOTES_1.2.0.html
index 4e7af19..d49e46b 100644
--- a/content/docs/3.0.0/releases/RELEASE_NOTES_1.2.0.html
+++ b/content/docs/3.0.0/releases/RELEASE_NOTES_1.2.0.html
@@ -62,7 +62,7 @@ learning models over large datasets.</p>
<li>[SINGA-369] the errors of examples in testing</li>
</ul></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readth [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/releases/RELEASE_NOTES_1.2.0/index.html b/content/docs/3.0.0/releases/RELEASE_NOTES_1.2.0/index.html
index 4e7af19..d49e46b 100644
--- a/content/docs/3.0.0/releases/RELEASE_NOTES_1.2.0/index.html
+++ b/content/docs/3.0.0/releases/RELEASE_NOTES_1.2.0/index.html
@@ -62,7 +62,7 @@ learning models over large datasets.</p>
<li>[SINGA-369] the errors of examples in testing</li>
</ul></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readth [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/releases/RELEASE_NOTES_2.0.0.html b/content/docs/3.0.0/releases/RELEASE_NOTES_2.0.0.html
index 0b3867d..2fda03e 100644
--- a/content/docs/3.0.0/releases/RELEASE_NOTES_2.0.0.html
+++ b/content/docs/3.0.0/releases/RELEASE_NOTES_2.0.0.html
@@ -58,7 +58,7 @@ autograd</li>
<li>[SINGA-380] Fix bugs from Reshape</li>
</ul></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readth [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/releases/RELEASE_NOTES_2.0.0/index.html b/content/docs/3.0.0/releases/RELEASE_NOTES_2.0.0/index.html
index 0b3867d..2fda03e 100644
--- a/content/docs/3.0.0/releases/RELEASE_NOTES_2.0.0/index.html
+++ b/content/docs/3.0.0/releases/RELEASE_NOTES_2.0.0/index.html
@@ -58,7 +58,7 @@ autograd</li>
<li>[SINGA-380] Fix bugs from Reshape</li>
</ul></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readth [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/releases/RELEASE_NOTES_3.0.0.html b/content/docs/3.0.0/releases/RELEASE_NOTES_3.0.0.html
index c63e99e..c6f5a42 100644
--- a/content/docs/3.0.0/releases/RELEASE_NOTES_3.0.0.html
+++ b/content/docs/3.0.0/releases/RELEASE_NOTES_3.0.0.html
@@ -95,7 +95,7 @@ move some inputs to its attributes;</li>
<li>Define and implement the type conversion map.</li>
</ul></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 19/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/19/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readt [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/releases/RELEASE_NOTES_3.0.0.rc1.html b/content/docs/3.0.0/releases/RELEASE_NOTES_3.0.0.rc1.html
index 8f9e7f0..9cba6e3 100644
--- a/content/docs/3.0.0/releases/RELEASE_NOTES_3.0.0.rc1.html
+++ b/content/docs/3.0.0/releases/RELEASE_NOTES_3.0.0.rc1.html
@@ -95,7 +95,7 @@ move some inputs to its attributes;</li>
<li>Define and implement the type conversion map.</li>
</ul></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/9/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readth [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/releases/RELEASE_NOTES_3.0.0.rc1/index.html b/content/docs/3.0.0/releases/RELEASE_NOTES_3.0.0.rc1/index.html
index 8f9e7f0..9cba6e3 100644
--- a/content/docs/3.0.0/releases/RELEASE_NOTES_3.0.0.rc1/index.html
+++ b/content/docs/3.0.0/releases/RELEASE_NOTES_3.0.0.rc1/index.html
@@ -95,7 +95,7 @@ move some inputs to its attributes;</li>
<li>Define and implement the type conversion map.</li>
</ul></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/9/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readth [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/releases/RELEASE_NOTES_3.0.0/index.html b/content/docs/3.0.0/releases/RELEASE_NOTES_3.0.0/index.html
index c63e99e..c6f5a42 100644
--- a/content/docs/3.0.0/releases/RELEASE_NOTES_3.0.0/index.html
+++ b/content/docs/3.0.0/releases/RELEASE_NOTES_3.0.0/index.html
@@ -95,7 +95,7 @@ move some inputs to its attributes;</li>
<li>Define and implement the type conversion map.</li>
</ul></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 19/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/19/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readt [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/security.html b/content/docs/3.0.0/security.html
index c343143..4015db4 100644
--- a/content/docs/3.0.0/security.html
+++ b/content/docs/3.0.0/security.html
@@ -63,7 +63,7 @@
</script></nav></div><div class="container mainContainer docsContainer"><div class="wrapper"><div class="post"><header class="postHeader"><a class="edit-page-link button" href="https://github.com/apache/singa-doc/blob/master/docs-site/docs/security.md" target="_blank" rel="noreferrer noopener">Edit</a><h1 id="__docusaurus" class="postHeaderTitle">Security</h1></header><article><div><span><!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license [...]
<p>Users can report security vulnerabilities to
<a href="mailto:security@singa.apache.org">SINGA Security Team Mail List</a></p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/issue-tracking"><span class="arrow-prev">← </span><span>Issue Tracking</span></a><a class="docs-next button" href="/docs/3.0.0/team-list"><span>The SINGA Team</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/issue-tracking"><span class="arrow-prev">← </span><span>Issue Tracking</span></a><a class="docs-next button" href="/docs/3.0.0/team-list"><span>The SINGA Team</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a h [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/security/index.html b/content/docs/3.0.0/security/index.html
index c343143..4015db4 100644
--- a/content/docs/3.0.0/security/index.html
+++ b/content/docs/3.0.0/security/index.html
@@ -63,7 +63,7 @@
</script></nav></div><div class="container mainContainer docsContainer"><div class="wrapper"><div class="post"><header class="postHeader"><a class="edit-page-link button" href="https://github.com/apache/singa-doc/blob/master/docs-site/docs/security.md" target="_blank" rel="noreferrer noopener">Edit</a><h1 id="__docusaurus" class="postHeaderTitle">Security</h1></header><article><div><span><!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license [...]
<p>Users can report security vulnerabilities to
<a href="mailto:security@singa.apache.org">SINGA Security Team Mail List</a></p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/issue-tracking"><span class="arrow-prev">← </span><span>Issue Tracking</span></a><a class="docs-next button" href="/docs/3.0.0/team-list"><span>The SINGA Team</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/issue-tracking"><span class="arrow-prev">← </span><span>Issue Tracking</span></a><a class="docs-next button" href="/docs/3.0.0/team-list"><span>The SINGA Team</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a h [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/software-stack.html b/content/docs/3.0.0/software-stack.html
index 815f005..5d0b3e9 100644
--- a/content/docs/3.0.0/software-stack.html
+++ b/content/docs/3.0.0/software-stack.html
@@ -172,7 +172,7 @@ update the parameters via <code>Opt</code> automatically when training data is f
<li>SingaBackend for loading onnx format model into SINGA for training and
inference.</li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/installation"><span class="arrow-prev">← </span><span>Installation</span></a><a class="docs-next button" href="/docs/3.0.0/examples"><span>Examples</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#low-level-backend">Low-level Backend</a><ul class= [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/9/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/installation"><span class="arrow-prev">← </span><span>Installation</span></a><a class="docs-next button" href="/docs/3.0.0/examples"><span>Examples</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#low-level-backend">Low-level Backend</a><ul class="t [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/software-stack/index.html b/content/docs/3.0.0/software-stack/index.html
index 815f005..5d0b3e9 100644
--- a/content/docs/3.0.0/software-stack/index.html
+++ b/content/docs/3.0.0/software-stack/index.html
@@ -172,7 +172,7 @@ update the parameters via <code>Opt</code> automatically when training data is f
<li>SingaBackend for loading onnx format model into SINGA for training and
inference.</li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/installation"><span class="arrow-prev">← </span><span>Installation</span></a><a class="docs-next button" href="/docs/3.0.0/examples"><span>Examples</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#low-level-backend">Low-level Backend</a><ul class= [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/9/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/installation"><span class="arrow-prev">← </span><span>Installation</span></a><a class="docs-next button" href="/docs/3.0.0/examples"><span>Examples</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#low-level-backend">Low-level Backend</a><ul class="t [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/source-repository.html b/content/docs/3.0.0/source-repository.html
index ca38f39..42e50e0 100644
--- a/content/docs/3.0.0/source-repository.html
+++ b/content/docs/3.0.0/source-repository.html
@@ -75,7 +75,7 @@ Instructions on Git use can be found at <a href="http://git-scm.com/documentatio
<p>The code can be cloned from either repo, e.g.,</p>
<pre><code class="hljs">git clone https://github.com/apache/singa.git
</code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-next button" href="/docs/3.0.0/mail-lists"><span>Project Mailing Lists</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#repository">Repository</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/si [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-next button" href="/docs/3.0.0/mail-lists"><span>Project Mailing Lists</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#repository">Repository</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/sing [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/source-repository/index.html b/content/docs/3.0.0/source-repository/index.html
index ca38f39..42e50e0 100644
--- a/content/docs/3.0.0/source-repository/index.html
+++ b/content/docs/3.0.0/source-repository/index.html
@@ -75,7 +75,7 @@ Instructions on Git use can be found at <a href="http://git-scm.com/documentatio
<p>The code can be cloned from either repo, e.g.,</p>
<pre><code class="hljs">git clone https://github.com/apache/singa.git
</code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-next button" href="/docs/3.0.0/mail-lists"><span>Project Mailing Lists</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#repository">Repository</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/si [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-next button" href="/docs/3.0.0/mail-lists"><span>Project Mailing Lists</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#repository">Repository</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/sing [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/team-list.html b/content/docs/3.0.0/team-list.html
index a01c3e0..eda01e8 100644
--- a/content/docs/3.0.0/team-list.html
+++ b/content/docs/3.0.0/team-list.html
@@ -120,7 +120,7 @@ Zhejiang University, NetEase, Osaka University, yzBigData, etc.</p>
<tr><td>Rulin Xing</td><td><a href="mailto:xjdkcsq3@gmail.com">xjdkcsq3@gmail.com</a></td><td>Huazhong University of Science and Technology</td></tr>
</tbody>
</table>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/security"><span class="arrow-prev">← </span><span>Security</span></a><a class="docs-next button" href="/docs/3.0.0/history-singa"><span>History of SINGA</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#pmc">PMC</a></li><li><a href="#committers">Co [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/security"><span class="arrow-prev">← </span><span>Security</span></a><a class="docs-next button" href="/docs/3.0.0/history-singa"><span>History of SINGA</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#pmc">PMC</a></li><li><a href="#committers">Comm [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/team-list/index.html b/content/docs/3.0.0/team-list/index.html
index a01c3e0..eda01e8 100644
--- a/content/docs/3.0.0/team-list/index.html
+++ b/content/docs/3.0.0/team-list/index.html
@@ -120,7 +120,7 @@ Zhejiang University, NetEase, Osaka University, yzBigData, etc.</p>
<tr><td>Rulin Xing</td><td><a href="mailto:xjdkcsq3@gmail.com">xjdkcsq3@gmail.com</a></td><td>Huazhong University of Science and Technology</td></tr>
</tbody>
</table>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/security"><span class="arrow-prev">← </span><span>Security</span></a><a class="docs-next button" href="/docs/3.0.0/history-singa"><span>History of SINGA</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#pmc">PMC</a></li><li><a href="#committers">Co [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/security"><span class="arrow-prev">← </span><span>Security</span></a><a class="docs-next button" href="/docs/3.0.0/history-singa"><span>History of SINGA</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#pmc">PMC</a></li><li><a href="#committers">Comm [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/tensor.html b/content/docs/3.0.0/tensor.html
index c020b19..3839d37 100644
--- a/content/docs/3.0.0/tensor.html
+++ b/content/docs/3.0.0/tensor.html
@@ -242,7 +242,7 @@ generated function in <code>singa_wrap.py</code></li>
<p><em>work in progress</em></p>
<h2><a class="anchor" aria-hidden="true" id="cpp-api"></a><a href="#cpp-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
<p><em>work in progress</em></p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 03/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/device"><span class="arrow-prev">← </span><span>Device</span></a><a class="docs-next button" href="/docs/3.0.0/autograd"><span>Autograd</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#tensor-usage">Tensor Usage</a><ul class="toc-headings"><li><a [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/3/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/device"><span class="arrow-prev">← </span><span>Device</span></a><a class="docs-next button" href="/docs/3.0.0/autograd"><span>Autograd</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#tensor-usage">Tensor Usage</a><ul class="toc-headings"><li><a hr [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/tensor/index.html b/content/docs/3.0.0/tensor/index.html
index c020b19..3839d37 100644
--- a/content/docs/3.0.0/tensor/index.html
+++ b/content/docs/3.0.0/tensor/index.html
@@ -242,7 +242,7 @@ generated function in <code>singa_wrap.py</code></li>
<p><em>work in progress</em></p>
<h2><a class="anchor" aria-hidden="true" id="cpp-api"></a><a href="#cpp-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
<p><em>work in progress</em></p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 03/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/device"><span class="arrow-prev">← </span><span>Device</span></a><a class="docs-next button" href="/docs/3.0.0/autograd"><span>Autograd</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#tensor-usage">Tensor Usage</a><ul class="toc-headings"><li><a [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/3/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/device"><span class="arrow-prev">← </span><span>Device</span></a><a class="docs-next button" href="/docs/3.0.0/autograd"><span>Autograd</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#tensor-usage">Tensor Usage</a><ul class="toc-headings"><li><a hr [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/time-profiling.html b/content/docs/3.0.0/time-profiling.html
index a0fa325..61b8903 100644
--- a/content/docs/3.0.0/time-profiling.html
+++ b/content/docs/3.0.0/time-profiling.html
@@ -139,7 +139,7 @@ Backward Propagation <span class="hljs-built_in">Time</span> <span class="hljs-s
<span class="hljs-string">.</span>
<span class="hljs-string">.</span>
</code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 27/09/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#设置时间分析verbosity">设置时间分析Verbosity</a></li><li><a href="#不同verbosity的输出示例">不同Verbosity的输出示例</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/ [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 9/27/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#设置时间分析verbosity">设置时间分析Verbosity</a></li><li><a href="#不同verbosity的输出示例">不同Verbosity的输出示例</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/> [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/time-profiling/index.html b/content/docs/3.0.0/time-profiling/index.html
index a0fa325..61b8903 100644
--- a/content/docs/3.0.0/time-profiling/index.html
+++ b/content/docs/3.0.0/time-profiling/index.html
@@ -139,7 +139,7 @@ Backward Propagation <span class="hljs-built_in">Time</span> <span class="hljs-s
<span class="hljs-string">.</span>
<span class="hljs-string">.</span>
</code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 27/09/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#设置时间分析verbosity">设置时间分析Verbosity</a></li><li><a href="#不同verbosity的输出示例">不同Verbosity的输出示例</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/ [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 9/27/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#设置时间分析verbosity">设置时间分析Verbosity</a></li><li><a href="#不同verbosity的输出示例">不同Verbosity的输出示例</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/> [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/wheel-cpu-dev.html b/content/docs/3.0.0/wheel-cpu-dev.html
index fb11617..f1ec577 100644
--- a/content/docs/3.0.0/wheel-cpu-dev.html
+++ b/content/docs/3.0.0/wheel-cpu-dev.html
@@ -11,7 +11,7 @@
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720-cp37-cp37m-manylinux2014_x86_64.whl">Python 3.7</a></li>
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720-cp38-cp38-manylinux2014_x86_64.whl">Python 3.8</a></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting St [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/wheel-cpu-dev/index.html b/content/docs/3.0.0/wheel-cpu-dev/index.html
index fb11617..f1ec577 100644
--- a/content/docs/3.0.0/wheel-cpu-dev/index.html
+++ b/content/docs/3.0.0/wheel-cpu-dev/index.html
@@ -11,7 +11,7 @@
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720-cp37-cp37m-manylinux2014_x86_64.whl">Python 3.7</a></li>
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720-cp38-cp38-manylinux2014_x86_64.whl">Python 3.8</a></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting St [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/wheel-cpu.html b/content/docs/3.0.0/wheel-cpu.html
index 0369a08..1e98959 100644
--- a/content/docs/3.0.0/wheel-cpu.html
+++ b/content/docs/3.0.0/wheel-cpu.html
@@ -17,7 +17,7 @@
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0-cp37-cp37m-manylinux2014_x86_64.whl">Python 3.7</a></li>
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0-cp38-cp38-manylinux2014_x86_64.whl">Python 3.8</a></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 21/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#310">3.1.0</a></li><li><a href="#300">3.0.0</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installa [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/21/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#310">3.1.0</a></li><li><a href="#300">3.0.0</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installa [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/wheel-cpu/index.html b/content/docs/3.0.0/wheel-cpu/index.html
index 0369a08..1e98959 100644
--- a/content/docs/3.0.0/wheel-cpu/index.html
+++ b/content/docs/3.0.0/wheel-cpu/index.html
@@ -17,7 +17,7 @@
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0-cp37-cp37m-manylinux2014_x86_64.whl">Python 3.7</a></li>
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0-cp38-cp38-manylinux2014_x86_64.whl">Python 3.8</a></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 21/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#310">3.1.0</a></li><li><a href="#300">3.0.0</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installa [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/21/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#310">3.1.0</a></li><li><a href="#300">3.0.0</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installa [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/wheel-gpu-dev.html b/content/docs/3.0.0/wheel-gpu-dev.html
index 3089564..40db38d 100644
--- a/content/docs/3.0.0/wheel-gpu-dev.html
+++ b/content/docs/3.0.0/wheel-gpu-dev.html
@@ -11,7 +11,7 @@
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720%2Bcuda10.2-cp37-cp37m-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.7</a></li>
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720%2Bcuda10.2-cp38-cp38-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.8</a></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting St [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/wheel-gpu-dev/index.html b/content/docs/3.0.0/wheel-gpu-dev/index.html
index 3089564..40db38d 100644
--- a/content/docs/3.0.0/wheel-gpu-dev/index.html
+++ b/content/docs/3.0.0/wheel-gpu-dev/index.html
@@ -11,7 +11,7 @@
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720%2Bcuda10.2-cp37-cp37m-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.7</a></li>
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720%2Bcuda10.2-cp38-cp38-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.8</a></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting St [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/wheel-gpu.html b/content/docs/3.0.0/wheel-gpu.html
index 9b6a50e..925918b 100644
--- a/content/docs/3.0.0/wheel-gpu.html
+++ b/content/docs/3.0.0/wheel-gpu.html
@@ -20,7 +20,7 @@
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0%2Bcuda10.2-cp37-cp37m-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.7</a></li>
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0%2Bcuda10.2-cp38-cp38-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.8</a></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 21/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#310">3.1.0</a></li><li><a href="#300">3.0.0</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installa [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/21/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#310">3.1.0</a></li><li><a href="#300">3.0.0</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installa [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/wheel-gpu/index.html b/content/docs/3.0.0/wheel-gpu/index.html
index 9b6a50e..925918b 100644
--- a/content/docs/3.0.0/wheel-gpu/index.html
+++ b/content/docs/3.0.0/wheel-gpu/index.html
@@ -20,7 +20,7 @@
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0%2Bcuda10.2-cp37-cp37m-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.7</a></li>
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0%2Bcuda10.2-cp38-cp38-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.8</a></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 21/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#310">3.1.0</a></li><li><a href="#300">3.0.0</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installa [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/21/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#310">3.1.0</a></li><li><a href="#300">3.0.0</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installa [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/autograd.html b/content/docs/3.1.0/autograd.html
similarity index 85%
copy from content/docs/autograd.html
copy to content/docs/3.1.0/autograd.html
index 3a158f9..3fe5185 100644
--- a/content/docs/autograd.html
+++ b/content/docs/3.1.0/autograd.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -289,7 +289,7 @@ checkpointpath=<span class="hljs-string">"checkpoint.zip"</span>
<p>Refer
<a href="https://singa.readthedocs.io/en/latest/autograd.html#module-singa.autograd">here</a>
for more details of Python API.</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 17/11/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/tensor"><span class="arrow-prev">← </span><span>Tensor</span></a><a class="docs-next button" href="/docs/optimizer"><span>Optimizer</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#relevant-modules">Relevant Modules</a><ul class="toc-headings"><li><a hr [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 11/17/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0/tensor"><span class="arrow-prev">← </span><span>Tensor</span></a><a class="docs-next button" href="/docs/3.1.0/optimizer"><span>Optimizer</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#relevant-modules">Relevant Modules</a><ul class="toc-heading [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/autograd/index.html b/content/docs/3.1.0/autograd/index.html
similarity index 85%
copy from content/docs/autograd/index.html
copy to content/docs/3.1.0/autograd/index.html
index 3a158f9..3fe5185 100644
--- a/content/docs/autograd/index.html
+++ b/content/docs/3.1.0/autograd/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -289,7 +289,7 @@ checkpointpath=<span class="hljs-string">"checkpoint.zip"</span>
<p>Refer
<a href="https://singa.readthedocs.io/en/latest/autograd.html#module-singa.autograd">here</a>
for more details of Python API.</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 17/11/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/tensor"><span class="arrow-prev">← </span><span>Tensor</span></a><a class="docs-next button" href="/docs/optimizer"><span>Optimizer</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#relevant-modules">Relevant Modules</a><ul class="toc-headings"><li><a hr [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 11/17/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0/tensor"><span class="arrow-prev">← </span><span>Tensor</span></a><a class="docs-next button" href="/docs/3.1.0/optimizer"><span>Optimizer</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#relevant-modules">Relevant Modules</a><ul class="toc-heading [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/benchmark-train.html b/content/docs/3.1.0/benchmark-train.html
similarity index 75%
copy from content/docs/3.0.0/benchmark-train.html
copy to content/docs/3.1.0/benchmark-train.html
index caf24f4..d522026 100644
--- a/content/docs/3.0.0/benchmark-train.html
+++ b/content/docs/3.1.0/benchmark-train.html
@@ -1,13 +1,13 @@
-<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Benchmark for Distributed Training · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information [...]
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Benchmark for Distributed Training · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information [...]
document.addEventListener('DOMContentLoaded', function() {
addBackToTop(
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.0.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<p>Workload: we use a deep convolutional neural network,
-<a href="https://github.com/apache/singa/blob/master/examples/autograd/resnet.py">ResNet-50</a>
-as the application. ResNet-50 is has 50 convolution layers for image
+<a href="https://github.com/apache/singa/blob/master/examples/cnn/model/resnet.py">ResNet-50</a>
+as the application. ResNet-50 has 50 convolution layers for image
classification. It requires 3.8 GFLOPs to pass a single image (of size 224x224)
through the network. The input image size is 224x224.</p>
<p>Hardware: we use p2.8xlarge instances from AWS, each of which has 8 Nvidia Tesla
@@ -21,7 +21,7 @@ system which uses the parameter server topology. The first GPU is selected as
the server.</p>
<p><img src="/docs/assets/benchmark.png" alt="Benchmark Experiments"> <br/> <strong>Scalability test. Bars
are for the throughput; lines are for the communication cost.</strong></p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/4/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readt [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/benchmark-train/index.html b/content/docs/3.1.0/benchmark-train/index.html
similarity index 75%
copy from content/docs/3.0.0/benchmark-train/index.html
copy to content/docs/3.1.0/benchmark-train/index.html
index caf24f4..d522026 100644
--- a/content/docs/3.0.0/benchmark-train/index.html
+++ b/content/docs/3.1.0/benchmark-train/index.html
@@ -1,13 +1,13 @@
-<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Benchmark for Distributed Training · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information [...]
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Benchmark for Distributed Training · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information [...]
document.addEventListener('DOMContentLoaded', function() {
addBackToTop(
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.0.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<p>Workload: we use a deep convolutional neural network,
-<a href="https://github.com/apache/singa/blob/master/examples/autograd/resnet.py">ResNet-50</a>
-as the application. ResNet-50 is has 50 convolution layers for image
+<a href="https://github.com/apache/singa/blob/master/examples/cnn/model/resnet.py">ResNet-50</a>
+as the application. ResNet-50 has 50 convolution layers for image
classification. It requires 3.8 GFLOPs to pass a single image (of size 224x224)
through the network. The input image size is 224x224.</p>
<p>Hardware: we use p2.8xlarge instances from AWS, each of which has 8 Nvidia Tesla
@@ -21,7 +21,7 @@ system which uses the parameter server topology. The first GPU is selected as
the server.</p>
<p><img src="/docs/assets/benchmark.png" alt="Benchmark Experiments"> <br/> <strong>Scalability test. Bars
are for the throughput; lines are for the communication cost.</strong></p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/4/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readt [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/build.html b/content/docs/3.1.0/build.html
similarity index 88%
copy from content/docs/3.0.0/build.html
copy to content/docs/3.1.0/build.html
index fd7421d..e6b906d 100644
--- a/content/docs/3.0.0/build.html
+++ b/content/docs/3.1.0/build.html
@@ -1,10 +1,10 @@
-<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Build SINGA from Source · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding c [...]
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Build SINGA from Source · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding c [...]
document.addEventListener('DOMContentLoaded', function() {
addBackToTop(
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.0.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -67,7 +67,7 @@
<span class="hljs-meta">$</span><span class="bash"> <span class="hljs-built_in">cd</span> singa/</span>
</code></pre>
<p>If you want to contribute code to SINGA, refer to
-<a href="/docs/3.0.0/contribute-code">contribute-code page</a> for the steps and requirements.</p>
+<a href="/docs/3.1.0/contribute-code">contribute-code page</a> for the steps and requirements.</p>
<h2><a class="anchor" aria-hidden="true" id="use-conda-to-build-singa"></a><a href="#use-conda-to-build-singa" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-. [...]
<p>Conda-build is a building tool that installs the dependent libraries from
anaconda cloud and executes the building scripts.</p>
@@ -189,7 +189,7 @@ pip install matplotlib numpy pandas scikit-learn pydot
tests, then you have successfully installed SINGA.</p>
<h2><a class="anchor" aria-hidden="true" id="compile-singa-on-windows"></a><a href="#compile-singa-on-windows" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-. [...]
<p>Instructions for building on Windows with Python support can be found
-<a href="/docs/3.0.0/install-win">install-win page</a>.</p>
+<a href="/docs/3.1.0/install-win">install-win page</a>.</p>
<h2><a class="anchor" aria-hidden="true" id="more-details-about-the-compilation-options"></a><a href="#more-details-about-the-compilation-options" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c [...]
<h3><a class="anchor" aria-hidden="true" id="use_modules-deprecated"></a><a href="#use_modules-deprecated" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0 [...]
<p>If protobuf and openblas are not installed, you can compile SINGA together with
@@ -243,7 +243,7 @@ executed for cmake and the runtime to find it</p>
</code></pre>
<h3><a class="anchor" aria-hidden="true" id="use_opencl"></a><a href="#use_opencl" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1 [...]
<p>SINGA uses opencl-headers and viennacl (version 1.7.1 or newer) for OpenCL
-support, which can be installed using via</p>
+support, which can be installed via</p>
<pre><code class="hljs css language-shell"><span class="hljs-meta">#</span><span class="bash"> On Ubuntu 16.04</span>
<span class="hljs-meta">$</span><span class="bash"> sudo apt-get install opencl-headers, libviennacl-dev</span>
<span class="hljs-meta">#</span><span class="bash"> On Fedora</span>
@@ -416,7 +416,7 @@ build PySINGA from source, you need to specify the paths when invoking
to change the python interpreter, e.g., reset the $PATH to put the correct
path of Python at the front position.</p></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/downloads"><span class="arrow-prev">← </span><span>Download SINGA</span></a><a class="docs-next button" href="/docs/3.0.0/contribute-code"><span>How to Contribute Code</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#use-conda-to-build-singa">Use [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/4/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0/downloads"><span class="arrow-prev">← </span><span>Download SINGA</span></a><a class="docs-next button" href="/docs/3.1.0/contribute-code"><span>How to Contribute Code</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#use-conda-to-build-singa">Use C [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/build/index.html b/content/docs/3.1.0/build/index.html
similarity index 88%
copy from content/docs/3.0.0/build/index.html
copy to content/docs/3.1.0/build/index.html
index fd7421d..e6b906d 100644
--- a/content/docs/3.0.0/build/index.html
+++ b/content/docs/3.1.0/build/index.html
@@ -1,10 +1,10 @@
-<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Build SINGA from Source · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding c [...]
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Build SINGA from Source · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding c [...]
document.addEventListener('DOMContentLoaded', function() {
addBackToTop(
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.0.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -67,7 +67,7 @@
<span class="hljs-meta">$</span><span class="bash"> <span class="hljs-built_in">cd</span> singa/</span>
</code></pre>
<p>If you want to contribute code to SINGA, refer to
-<a href="/docs/3.0.0/contribute-code">contribute-code page</a> for the steps and requirements.</p>
+<a href="/docs/3.1.0/contribute-code">contribute-code page</a> for the steps and requirements.</p>
<h2><a class="anchor" aria-hidden="true" id="use-conda-to-build-singa"></a><a href="#use-conda-to-build-singa" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-. [...]
<p>Conda-build is a building tool that installs the dependent libraries from
anaconda cloud and executes the building scripts.</p>
@@ -189,7 +189,7 @@ pip install matplotlib numpy pandas scikit-learn pydot
tests, then you have successfully installed SINGA.</p>
<h2><a class="anchor" aria-hidden="true" id="compile-singa-on-windows"></a><a href="#compile-singa-on-windows" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-. [...]
<p>Instructions for building on Windows with Python support can be found
-<a href="/docs/3.0.0/install-win">install-win page</a>.</p>
+<a href="/docs/3.1.0/install-win">install-win page</a>.</p>
<h2><a class="anchor" aria-hidden="true" id="more-details-about-the-compilation-options"></a><a href="#more-details-about-the-compilation-options" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c [...]
<h3><a class="anchor" aria-hidden="true" id="use_modules-deprecated"></a><a href="#use_modules-deprecated" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0 [...]
<p>If protobuf and openblas are not installed, you can compile SINGA together with
@@ -243,7 +243,7 @@ executed for cmake and the runtime to find it</p>
</code></pre>
<h3><a class="anchor" aria-hidden="true" id="use_opencl"></a><a href="#use_opencl" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1 [...]
<p>SINGA uses opencl-headers and viennacl (version 1.7.1 or newer) for OpenCL
-support, which can be installed using via</p>
+support, which can be installed via</p>
<pre><code class="hljs css language-shell"><span class="hljs-meta">#</span><span class="bash"> On Ubuntu 16.04</span>
<span class="hljs-meta">$</span><span class="bash"> sudo apt-get install opencl-headers, libviennacl-dev</span>
<span class="hljs-meta">#</span><span class="bash"> On Fedora</span>
@@ -416,7 +416,7 @@ build PySINGA from source, you need to specify the paths when invoking
to change the python interpreter, e.g., reset the $PATH to put the correct
path of Python at the front position.</p></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/downloads"><span class="arrow-prev">← </span><span>Download SINGA</span></a><a class="docs-next button" href="/docs/3.0.0/contribute-code"><span>How to Contribute Code</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#use-conda-to-build-singa">Use [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/4/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0/downloads"><span class="arrow-prev">← </span><span>Download SINGA</span></a><a class="docs-next button" href="/docs/3.1.0/contribute-code"><span>How to Contribute Code</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#use-conda-to-build-singa">Use C [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/contribute-code.html b/content/docs/3.1.0/contribute-code.html
similarity index 80%
copy from content/docs/3.0.0/contribute-code.html
copy to content/docs/3.1.0/contribute-code.html
index 6da285a..72fb0ab 100644
--- a/content/docs/3.0.0/contribute-code.html
+++ b/content/docs/3.1.0/contribute-code.html
@@ -1,10 +1,10 @@
-<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>How to Contribute Code · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!-- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding cop [...]
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>How to Contribute Code · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!-- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding cop [...]
document.addEventListener('DOMContentLoaded', function() {
addBackToTop(
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.0.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -147,15 +147,15 @@ Code Spell Checker, autoDocstring, vim, Remote Development could be installed. A
reference configuration (i.e., <code>settings.json</code>) of these extensions is
<a href="https://gist.github.com/nudles/3d23cfb6ffb30ca7636c45fe60278c55">here</a>.</p>
<p>If you update the CPP code, you need to recompile SINGA
-<a href="/docs/3.0.0/build">from source</a>. It is recommended to use the native building tools in
+<a href="/docs/3.1.0/build">from source</a>. It is recommended to use the native building tools in
the <code>*-devel</code> Docker images or <code>conda build</code>.</p>
<p>If you only update the Python code, you can install SINGAS once, and then copy
the updated Python files to replace those in the Python installation folder,</p>
<pre><code class="hljs css language-shell">cp python/singa/xx.py <path to conda>/lib/python3.7/site-packages/singa/
</code></pre>
<h2><a class="anchor" aria-hidden="true" id="workflow"></a><a href="#workflow" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 [...]
-<p>Please refer to the <a href="./git-workflow">git workflow page</a>.</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 13/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/build"><span class="arrow-prev">← </span><span>Build SINGA from Source</span></a><a class="docs-next button" href="/docs/3.0.0/contribute-docs"><span>How to Contribute to Documentation</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#coding-style" [...]
+<p>Please refer to the <a href="/docs/3.1.0/git-workflow">git workflow page</a>.</p>
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 5/9/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0/build"><span class="arrow-prev">← </span><span>Build SINGA from Source</span></a><a class="docs-next button" href="/docs/3.1.0/contribute-docs"><span>How to Contribute to Documentation</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#coding-style">C [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/contribute-code/index.html b/content/docs/3.1.0/contribute-code/index.html
similarity index 80%
copy from content/docs/3.0.0/contribute-code/index.html
copy to content/docs/3.1.0/contribute-code/index.html
index 6da285a..72fb0ab 100644
--- a/content/docs/3.0.0/contribute-code/index.html
+++ b/content/docs/3.1.0/contribute-code/index.html
@@ -1,10 +1,10 @@
-<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>How to Contribute Code · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!-- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding cop [...]
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>How to Contribute Code · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!-- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding cop [...]
document.addEventListener('DOMContentLoaded', function() {
addBackToTop(
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.0.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -147,15 +147,15 @@ Code Spell Checker, autoDocstring, vim, Remote Development could be installed. A
reference configuration (i.e., <code>settings.json</code>) of these extensions is
<a href="https://gist.github.com/nudles/3d23cfb6ffb30ca7636c45fe60278c55">here</a>.</p>
<p>If you update the CPP code, you need to recompile SINGA
-<a href="/docs/3.0.0/build">from source</a>. It is recommended to use the native building tools in
+<a href="/docs/3.1.0/build">from source</a>. It is recommended to use the native building tools in
the <code>*-devel</code> Docker images or <code>conda build</code>.</p>
<p>If you only update the Python code, you can install SINGAS once, and then copy
the updated Python files to replace those in the Python installation folder,</p>
<pre><code class="hljs css language-shell">cp python/singa/xx.py <path to conda>/lib/python3.7/site-packages/singa/
</code></pre>
<h2><a class="anchor" aria-hidden="true" id="workflow"></a><a href="#workflow" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 [...]
-<p>Please refer to the <a href="./git-workflow">git workflow page</a>.</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 13/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/build"><span class="arrow-prev">← </span><span>Build SINGA from Source</span></a><a class="docs-next button" href="/docs/3.0.0/contribute-docs"><span>How to Contribute to Documentation</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#coding-style" [...]
+<p>Please refer to the <a href="/docs/3.1.0/git-workflow">git workflow page</a>.</p>
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 5/9/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0/build"><span class="arrow-prev">← </span><span>Build SINGA from Source</span></a><a class="docs-next button" href="/docs/3.1.0/contribute-docs"><span>How to Contribute to Documentation</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#coding-style">C [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/contribute-docs.html b/content/docs/3.1.0/contribute-docs.html
similarity index 79%
copy from content/docs/3.0.0/contribute-docs.html
copy to content/docs/3.1.0/contribute-docs.html
index a8b5fbb..5b280d9 100644
--- a/content/docs/3.0.0/contribute-docs.html
+++ b/content/docs/3.1.0/contribute-docs.html
@@ -1,10 +1,10 @@
-<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>How to Contribute to Documentation · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!-- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information r [...]
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>How to Contribute to Documentation · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!-- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information r [...]
document.addEventListener('DOMContentLoaded', function() {
addBackToTop(
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.0.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -139,7 +139,7 @@ via <code>File - Preferences - User Snippets - python.json</code></p>
"description": "# spell check only for cpp comments"
}
</code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/contribute-code"><span class="arrow-prev">← </span><span>How to Contribute Code</span></a><a class="docs-next button" href="/docs/3.0.0/how-to-release"><span>How to Prepare a Release</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#markdown-files" [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0/contribute-code"><span class="arrow-prev">← </span><span>How to Contribute Code</span></a><a class="docs-next button" href="/docs/3.1.0/how-to-release"><span>How to Prepare a Release</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#markdown-files">M [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/contribute-docs/index.html b/content/docs/3.1.0/contribute-docs/index.html
similarity index 79%
copy from content/docs/3.0.0/contribute-docs/index.html
copy to content/docs/3.1.0/contribute-docs/index.html
index a8b5fbb..5b280d9 100644
--- a/content/docs/3.0.0/contribute-docs/index.html
+++ b/content/docs/3.1.0/contribute-docs/index.html
@@ -1,10 +1,10 @@
-<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>How to Contribute to Documentation · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!-- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information r [...]
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>How to Contribute to Documentation · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!-- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information r [...]
document.addEventListener('DOMContentLoaded', function() {
addBackToTop(
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.0.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -139,7 +139,7 @@ via <code>File - Preferences - User Snippets - python.json</code></p>
"description": "# spell check only for cpp comments"
}
</code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/contribute-code"><span class="arrow-prev">← </span><span>How to Contribute Code</span></a><a class="docs-next button" href="/docs/3.0.0/how-to-release"><span>How to Prepare a Release</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#markdown-files" [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0/contribute-code"><span class="arrow-prev">← </span><span>How to Contribute Code</span></a><a class="docs-next button" href="/docs/3.1.0/how-to-release"><span>How to Prepare a Release</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#markdown-files">M [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/device.html b/content/docs/3.1.0/device.html
similarity index 74%
copy from content/docs/3.0.0/device.html
copy to content/docs/3.1.0/device.html
index 35dbb71..dd54717 100644
--- a/content/docs/3.0.0/device.html
+++ b/content/docs/3.1.0/device.html
@@ -1,10 +1,10 @@
-<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Device · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding copyright ownershi [...]
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Device · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding copyright ownershi [...]
document.addEventListener('DOMContentLoaded', function() {
addBackToTop(
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.0.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -81,7 +81,7 @@ host = device.get_default_device() <span class="hljs-comment"># get the default
ary1 = device.create_cuda_gpus(<span class="hljs-number">2</span>) <span class="hljs-comment"># create 2 devices, starting from ID 0</span>
ary2 = device.create_cuda_gpus([<span class="hljs-number">0</span>,<span class="hljs-number">2</span>]) <span class="hljs-comment"># create 2 devices on ID 0 and 2</span>
</code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/examples"><span class="arrow-prev">← </span><span>Examples</span></a><a class="docs-next button" href="/docs/3.0.0/tensor"><span>Tensor</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#specific-devices">Specific devices</a></li><li><a href="#examp [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/9/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0/examples"><span class="arrow-prev">← </span><span>Examples</span></a><a class="docs-next button" href="/docs/3.1.0/tensor"><span>Tensor</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#specific-devices">Specific devices</a></li><li><a href="#example [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/device/index.html b/content/docs/3.1.0/device/index.html
similarity index 74%
copy from content/docs/3.0.0/device/index.html
copy to content/docs/3.1.0/device/index.html
index 35dbb71..dd54717 100644
--- a/content/docs/3.0.0/device/index.html
+++ b/content/docs/3.1.0/device/index.html
@@ -1,10 +1,10 @@
-<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Device · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding copyright ownershi [...]
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Device · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding copyright ownershi [...]
document.addEventListener('DOMContentLoaded', function() {
addBackToTop(
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.0.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -81,7 +81,7 @@ host = device.get_default_device() <span class="hljs-comment"># get the default
ary1 = device.create_cuda_gpus(<span class="hljs-number">2</span>) <span class="hljs-comment"># create 2 devices, starting from ID 0</span>
ary2 = device.create_cuda_gpus([<span class="hljs-number">0</span>,<span class="hljs-number">2</span>]) <span class="hljs-comment"># create 2 devices on ID 0 and 2</span>
</code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/examples"><span class="arrow-prev">← </span><span>Examples</span></a><a class="docs-next button" href="/docs/3.0.0/tensor"><span>Tensor</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#specific-devices">Specific devices</a></li><li><a href="#examp [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/9/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0/examples"><span class="arrow-prev">← </span><span>Examples</span></a><a class="docs-next button" href="/docs/3.1.0/tensor"><span>Tensor</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#specific-devices">Specific devices</a></li><li><a href="#example [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/dist-train.html b/content/docs/3.1.0/dist-train.html
similarity index 86%
copy from content/docs/dist-train.html
copy to content/docs/3.1.0/dist-train.html
index 1069a30..666a84b 100644
--- a/content/docs/dist-train.html
+++ b/content/docs/3.1.0/dist-train.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -422,7 +422,7 @@ partitioned, so that each process can evaluate the sub-gradient based on the
partitioned training data. Once the sub-gradient is calculated on each
processes, the overall stochastic gradient is obtained by all-reducing the
sub-gradients evaluated by all processes.</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 18/09/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/onnx"><span class="arrow-prev">← </span><span>ONNX</span></a><a class="docs-next button" href="/docs/time-profiling"><span>Time Profiling</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#usage">Usage</a><ul class="toc-headings"><li><a href="#example-cod [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 9/18/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0/onnx"><span class="arrow-prev">← </span><span>ONNX</span></a><a class="docs-next button" href="/docs/3.1.0/time-profiling"><span>Time Profiling</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#usage">Usage</a><ul class="toc-headings"><li><a href="# [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/dist-train/index.html b/content/docs/3.1.0/dist-train/index.html
similarity index 86%
copy from content/docs/dist-train/index.html
copy to content/docs/3.1.0/dist-train/index.html
index 1069a30..666a84b 100644
--- a/content/docs/dist-train/index.html
+++ b/content/docs/3.1.0/dist-train/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -422,7 +422,7 @@ partitioned, so that each process can evaluate the sub-gradient based on the
partitioned training data. Once the sub-gradient is calculated on each
processes, the overall stochastic gradient is obtained by all-reducing the
sub-gradients evaluated by all processes.</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 18/09/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/onnx"><span class="arrow-prev">← </span><span>ONNX</span></a><a class="docs-next button" href="/docs/time-profiling"><span>Time Profiling</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#usage">Usage</a><ul class="toc-headings"><li><a href="#example-cod [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 9/18/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0/onnx"><span class="arrow-prev">← </span><span>ONNX</span></a><a class="docs-next button" href="/docs/3.1.0/time-profiling"><span>Time Profiling</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#usage">Usage</a><ul class="toc-headings"><li><a href="# [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/downloads.html b/content/docs/3.1.0/downloads.html
similarity index 81%
copy from content/docs/downloads.html
copy to content/docs/3.1.0/downloads.html
index b46dac9..de1e924 100644
--- a/content/docs/downloads.html
+++ b/content/docs/3.1.0/downloads.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -283,7 +283,7 @@ models, energy models and RNN models.</li>
<li>Unit test using gtest</li>
</ul></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 22/11/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/time-profiling"><span class="arrow-prev">← </span><span>Time Profiling</span></a><a class="docs-next button" href="/docs/build"><span>Build SINGA from Source</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#verify">Verify</a></li><li><a href="#v310-30-o [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 11/22/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0/time-profiling"><span class="arrow-prev">← </span><span>Time Profiling</span></a><a class="docs-next button" href="/docs/3.1.0/build"><span>Build SINGA from Source</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#verify">Verify</a></li><li><a href [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/downloads/index.html b/content/docs/3.1.0/downloads/index.html
similarity index 81%
copy from content/docs/downloads/index.html
copy to content/docs/3.1.0/downloads/index.html
index b46dac9..de1e924 100644
--- a/content/docs/downloads/index.html
+++ b/content/docs/3.1.0/downloads/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -283,7 +283,7 @@ models, energy models and RNN models.</li>
<li>Unit test using gtest</li>
</ul></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 22/11/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/time-profiling"><span class="arrow-prev">← </span><span>Time Profiling</span></a><a class="docs-next button" href="/docs/build"><span>Build SINGA from Source</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#verify">Verify</a></li><li><a href="#v310-30-o [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 11/22/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0/time-profiling"><span class="arrow-prev">← </span><span>Time Profiling</span></a><a class="docs-next button" href="/docs/3.1.0/build"><span>Build SINGA from Source</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#verify">Verify</a></li><li><a href [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/examples.html b/content/docs/3.1.0/examples.html
similarity index 74%
copy from content/docs/examples.html
copy to content/docs/3.1.0/examples.html
index 7718694..0116658 100644
--- a/content/docs/examples.html
+++ b/content/docs/3.1.0/examples.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -143,7 +143,7 @@ example is given below.</p>
<li>Restricted Boltzmann Machine over the MNIST dataset, <a href="">source</a>,
<a href="https://colab.research.google.com/drive/19996noGu9JyHHkVmp4edBGu7PJSRQKsd">Colab</a>.</li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 18/09/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/software-stack"><span class="arrow-prev">← </span><span>Software Stack</span></a><a class="docs-next button" href="/docs/device"><span>Device</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#image-classification">Image Classification</a></li><li><a href [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 9/18/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0/software-stack"><span class="arrow-prev">← </span><span>Software Stack</span></a><a class="docs-next button" href="/docs/3.1.0/device"><span>Device</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#image-classification">Image Classification</a></li> [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/examples/index.html b/content/docs/3.1.0/examples/index.html
similarity index 74%
copy from content/docs/examples/index.html
copy to content/docs/3.1.0/examples/index.html
index 7718694..0116658 100644
--- a/content/docs/examples/index.html
+++ b/content/docs/3.1.0/examples/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -143,7 +143,7 @@ example is given below.</p>
<li>Restricted Boltzmann Machine over the MNIST dataset, <a href="">source</a>,
<a href="https://colab.research.google.com/drive/19996noGu9JyHHkVmp4edBGu7PJSRQKsd">Colab</a>.</li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 18/09/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/software-stack"><span class="arrow-prev">← </span><span>Software Stack</span></a><a class="docs-next button" href="/docs/device"><span>Device</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#image-classification">Image Classification</a></li><li><a href [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 9/18/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0/software-stack"><span class="arrow-prev">← </span><span>Software Stack</span></a><a class="docs-next button" href="/docs/3.1.0/device"><span>Device</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#image-classification">Image Classification</a></li> [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/git-workflow.html b/content/docs/3.1.0/git-workflow.html
similarity index 79%
copy from content/docs/3.0.0/git-workflow.html
copy to content/docs/3.1.0/git-workflow.html
index deef85a..6bf4dd4 100644
--- a/content/docs/3.0.0/git-workflow.html
+++ b/content/docs/3.1.0/git-workflow.html
@@ -1,10 +1,10 @@
-<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Git Workflow · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding copyright ow [...]
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Git Workflow · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding copyright ow [...]
document.addEventListener('DOMContentLoaded', function() {
addBackToTop(
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.0.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -162,7 +162,7 @@ git push asf dev:dev
</code></pre>
<p>Do not use rebase to merge the PR; and disable fast forward.</p></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/how-to-release"><span class="arrow-prev">← </span><span>How to Prepare a Release</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#for-developers">For Developers</a></li><li><a href="#for-committers">For Committers</a></li></ul></nav></div><footer class="nav-footer" id="footer"><se [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0/how-to-release"><span class="arrow-prev">← </span><span>How to Prepare a Release</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#for-developers">For Developers</a></li><li><a href="#for-committers">For Committers</a></li></ul></nav></div><footer class="nav-footer" id="footer"><sect [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/git-workflow/index.html b/content/docs/3.1.0/git-workflow/index.html
similarity index 79%
copy from content/docs/3.0.0/git-workflow/index.html
copy to content/docs/3.1.0/git-workflow/index.html
index deef85a..6bf4dd4 100644
--- a/content/docs/3.0.0/git-workflow/index.html
+++ b/content/docs/3.1.0/git-workflow/index.html
@@ -1,10 +1,10 @@
-<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Git Workflow · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding copyright ow [...]
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Git Workflow · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding copyright ow [...]
document.addEventListener('DOMContentLoaded', function() {
addBackToTop(
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.0.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -162,7 +162,7 @@ git push asf dev:dev
</code></pre>
<p>Do not use rebase to merge the PR; and disable fast forward.</p></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/how-to-release"><span class="arrow-prev">← </span><span>How to Prepare a Release</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#for-developers">For Developers</a></li><li><a href="#for-committers">For Committers</a></li></ul></nav></div><footer class="nav-footer" id="footer"><se [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0/how-to-release"><span class="arrow-prev">← </span><span>How to Prepare a Release</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#for-developers">For Developers</a></li><li><a href="#for-committers">For Committers</a></li></ul></nav></div><footer class="nav-footer" id="footer"><sect [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/graph.html b/content/docs/3.1.0/graph.html
similarity index 86%
copy from content/docs/graph.html
copy to content/docs/3.1.0/graph.html
index e20a85c..512c085 100644
--- a/content/docs/graph.html
+++ b/content/docs/3.1.0/graph.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -559,7 +559,7 @@ memory footprint.</li>
<li>Currently, there is a little improvement in terms of speed. More optimizations
can be done towards the efficiency.</li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 04/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/optimizer"><span class="arrow-prev">← </span><span>Optimizer</span></a><a class="docs-next button" href="/docs/onnx"><span>ONNX</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#example">Example</a></li><li><a href="#implementation">Implementation</a><ul [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/4/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0/optimizer"><span class="arrow-prev">← </span><span>Optimizer</span></a><a class="docs-next button" href="/docs/3.1.0/onnx"><span>ONNX</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#example">Example</a></li><li><a href="#implementation">Implementa [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/graph/index.html b/content/docs/3.1.0/graph/index.html
similarity index 86%
copy from content/docs/graph/index.html
copy to content/docs/3.1.0/graph/index.html
index e20a85c..512c085 100644
--- a/content/docs/graph/index.html
+++ b/content/docs/3.1.0/graph/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -559,7 +559,7 @@ memory footprint.</li>
<li>Currently, there is a little improvement in terms of speed. More optimizations
can be done towards the efficiency.</li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 04/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/optimizer"><span class="arrow-prev">← </span><span>Optimizer</span></a><a class="docs-next button" href="/docs/onnx"><span>ONNX</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#example">Example</a></li><li><a href="#implementation">Implementation</a><ul [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/4/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0/optimizer"><span class="arrow-prev">← </span><span>Optimizer</span></a><a class="docs-next button" href="/docs/3.1.0/onnx"><span>ONNX</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#example">Example</a></li><li><a href="#implementation">Implementa [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/history-singa.html b/content/docs/3.1.0/history-singa.html
similarity index 77%
copy from content/docs/3.0.0/history-singa.html
copy to content/docs/3.1.0/history-singa.html
index 00a7b31..428f57b 100644
--- a/content/docs/3.0.0/history-singa.html
+++ b/content/docs/3.1.0/history-singa.html
@@ -1,10 +1,10 @@
-<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>History of SINGA · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding copyrigh [...]
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>History of SINGA · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding copyrigh [...]
document.addEventListener('DOMContentLoaded', function() {
addBackToTop(
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.0.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -91,7 +91,7 @@ applications.</p>
<h2><a class="anchor" aria-hidden="true" id="license"></a><a href="#license" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
<p>SINGA is released under
<a href="http://www.apache.org/licenses/LICENSE-2.0">Apache License Version 2.0</a></p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/team-list"><span class="arrow-prev">← </span><span>The SINGA Team</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#history">History</a></li><li><a href="#license">License</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="na [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0/team-list"><span class="arrow-prev">← </span><span>The SINGA Team</span></a><a class="docs-next button" href="/docs/3.1.0/wheel-cpu"><span>CPU only</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#history">History</a></li><li><a href="#license">Lice [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/history-singa/index.html b/content/docs/3.1.0/history-singa/index.html
similarity index 77%
copy from content/docs/3.0.0/history-singa/index.html
copy to content/docs/3.1.0/history-singa/index.html
index 00a7b31..428f57b 100644
--- a/content/docs/3.0.0/history-singa/index.html
+++ b/content/docs/3.1.0/history-singa/index.html
@@ -1,10 +1,10 @@
-<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>History of SINGA · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding copyrigh [...]
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>History of SINGA · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding copyrigh [...]
document.addEventListener('DOMContentLoaded', function() {
addBackToTop(
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.0.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -91,7 +91,7 @@ applications.</p>
<h2><a class="anchor" aria-hidden="true" id="license"></a><a href="#license" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
<p>SINGA is released under
<a href="http://www.apache.org/licenses/LICENSE-2.0">Apache License Version 2.0</a></p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/team-list"><span class="arrow-prev">← </span><span>The SINGA Team</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#history">History</a></li><li><a href="#license">License</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="na [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0/team-list"><span class="arrow-prev">← </span><span>The SINGA Team</span></a><a class="docs-next button" href="/docs/3.1.0/wheel-cpu"><span>CPU only</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#history">History</a></li><li><a href="#license">Lice [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/how-to-release.html b/content/docs/3.1.0/how-to-release.html
similarity index 77%
copy from content/docs/how-to-release.html
copy to content/docs/3.1.0/how-to-release.html
index aa3e2fb..e4ac519 100644
--- a/content/docs/how-to-release.html
+++ b/content/docs/3.1.0/how-to-release.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -242,7 +242,7 @@ the downloads."
On behalf of the SINGA team, {SINGA Team Member Name}
<span class="hljs-code">```</span>
</code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 21/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/contribute-docs"><span class="arrow-prev">← </span><span>How to Contribute to Documentation</span></a><a class="docs-next button" href="/docs/git-workflow"><span>Git Workflow</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="s [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/21/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0/contribute-docs"><span class="arrow-prev">← </span><span>How to Contribute to Documentation</span></a><a class="docs-next button" href="/docs/3.1.0/git-workflow"><span>Git Workflow</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><sect [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/how-to-release/index.html b/content/docs/3.1.0/how-to-release/index.html
similarity index 77%
copy from content/docs/how-to-release/index.html
copy to content/docs/3.1.0/how-to-release/index.html
index aa3e2fb..e4ac519 100644
--- a/content/docs/how-to-release/index.html
+++ b/content/docs/3.1.0/how-to-release/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -242,7 +242,7 @@ the downloads."
On behalf of the SINGA team, {SINGA Team Member Name}
<span class="hljs-code">```</span>
</code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 21/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/contribute-docs"><span class="arrow-prev">← </span><span>How to Contribute to Documentation</span></a><a class="docs-next button" href="/docs/git-workflow"><span>Git Workflow</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="s [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/21/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0/contribute-docs"><span class="arrow-prev">← </span><span>How to Contribute to Documentation</span></a><a class="docs-next button" href="/docs/3.1.0/git-workflow"><span>Git Workflow</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><sect [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/initializer.html b/content/docs/3.1.0/initializer.html
similarity index 83%
copy from content/docs/initializer.html
copy to content/docs/3.1.0/initializer.html
index e69e3d9..5a607d7 100644
--- a/content/docs/initializer.html
+++ b/content/docs/3.1.0/initializer.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<h2><a class="anchor" aria-hidden="true" id="python-api"></a><a href="#python-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1 [...]
<h2><a class="anchor" aria-hidden="true" id="cpp-api"></a><a href="#cpp-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#python-api">Python API</a></li><li><a href="#cpp-api">CPP API</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Gu [...]
diff --git a/content/docs/initializer/index.html b/content/docs/3.1.0/initializer/index.html
similarity index 83%
copy from content/docs/initializer/index.html
copy to content/docs/3.1.0/initializer/index.html
index e69e3d9..5a607d7 100644
--- a/content/docs/initializer/index.html
+++ b/content/docs/3.1.0/initializer/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<h2><a class="anchor" aria-hidden="true" id="python-api"></a><a href="#python-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1 [...]
<h2><a class="anchor" aria-hidden="true" id="cpp-api"></a><a href="#cpp-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#python-api">Python API</a></li><li><a href="#cpp-api">CPP API</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Gu [...]
diff --git a/content/docs/3.0.0/install-win.html b/content/docs/3.1.0/install-win.html
similarity index 87%
copy from content/docs/3.0.0/install-win.html
copy to content/docs/3.1.0/install-win.html
index dab180b..9f8b2d8 100644
--- a/content/docs/3.0.0/install-win.html
+++ b/content/docs/3.1.0/install-win.html
@@ -1,10 +1,10 @@
-<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Build SINGA on Windows · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding co [...]
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Build SINGA on Windows · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding co [...]
document.addEventListener('DOMContentLoaded', function() {
addBackToTop(
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.0.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<p>The process of building SINGA from source on Microsoft Windows has four parts:
install dependencies, build SINGA source, (optionally) install the python module
and (optionally) run the unit tests.</p>
@@ -72,15 +72,15 @@ x64.</li>
<li><p>Download SINGA source code</p></li>
<li><p>Compile the protobuf files:</p>
<ul>
-<li>Goto src/proto folder</li>
+<li>Go to src/proto folder</li>
</ul>
<pre><code class="hljs css language-shell">mkdir python_out
protoc.exe *.proto --python_out python_out
</code></pre></li>
-<li><p>Generate swig interfaces for C++ and Python: Goto src/api</p>
+<li><p>Generate swig interfaces for C++ and Python: Go to src/api</p>
<pre><code class="hljs css language-shell">swig -python -c++ singa.i
</code></pre></li>
-<li><p>generate Visual Studio solution for SINGA: Goto SINGA source code root folder</p>
+<li><p>generate Visual Studio solution for SINGA: Go to SINGA source code root folder</p>
<pre><code class="hljs css language-shell">mkdir build
cd build
</code></pre></li>
@@ -110,9 +110,9 @@ cd build
<li>change target name to _singa_wrap</li>
<li>change target extension to .pyd</li>
<li>change configuration type to Dynamic Library (.dll)</li>
-<li>goto Additional Library Directories and add the path to python, openblas,
+<li>go to Additional Library Directories and add the path to python, openblas,
protobuf and glog libraries</li>
-<li>goto Additional Dependencies and add libopenblas.lib, libglog.lib and
+<li>go to Additional Dependencies and add libopenblas.lib, libglog.lib and
libprotobuf.lib</li>
</ul></li>
<li><p>build singa project</p></li>
@@ -126,7 +126,7 @@ libprotobuf.lib</li>
virtualenv SingaEnv
SingaEnv\Scripts\activate
</code></pre></li>
-<li><p>goto build/python folder and run:</p>
+<li><p>go to build/python folder and run:</p>
<pre><code class="hljs css language-shell">python setup.py install
</code></pre></li>
<li><p>Make _singa_wrap.pyd, libglog.dll and libopenblas.dll available by adding
@@ -152,9 +152,9 @@ site-packages</p></li>
<li>In Additional Include Directories, add path of GLOG_INCLUDE_DIR,
CBLAS_INCLUDE_DIR and Protobuf_INCLUDE_DIR which were used in step 2 above.
Add also build and build/include folders.</li>
-<li>Goto Additional Library Directories and add the path to openblas, protobuf
+<li>Go to Additional Library Directories and add the path to openblas, protobuf
and glog libraries. Add also build/src/singa_objects.dir/Release.</li>
-<li>Goto Additional Dependencies and add libopenblas.lib, libglog.lib and
+<li>Go to Additional Dependencies and add libopenblas.lib, libglog.lib and
libprotobuf.lib. Fix the names of the two libraries: gtest.lib and
singa_objects.lib.</li>
</ul></li>
@@ -223,7 +223,7 @@ Studio integration module.</p></li>
</code></pre></li>
</ul>
<ul>
-<li><p>Generate swig interfaces for C++ and Python: Goto src/api</p>
+<li><p>Generate swig interfaces for C++ and Python: Go to src/api</p>
<pre><code class="hljs css language-shell">swig -python -c++ singa.i
</code></pre></li>
<li><p>Open the generated solution in Visual Studio</p></li>
@@ -264,10 +264,10 @@ the project.</p></li>
<li>change target name to _singa_wrap</li>
<li>change target extension to .pyd</li>
<li>change configuration type to Dynamic Library (.dll)</li>
-<li>goto Additional Library Directories and add the path to python, openblas,
+<li>go to Additional Library Directories and add the path to python, openblas,
protobuf and glog libraries</li>
<li>Add also the library path to singa-kernel, cnmem, cuda and cudnn.</li>
-<li>goto Additional Dependencies and add libopenblas.lib, libglog.lib and
+<li>go to Additional Dependencies and add libopenblas.lib, libglog.lib and
libprotobuf.lib.</li>
<li>Add also: singa-kernel.lib, cnmem.lib, cudnn.lib, cuda.lib , cublas.lib,
curand.lib and cudart.lib.</li>
@@ -283,7 +283,7 @@ curand.lib and cudart.lib.</li>
virtualenv SingaEnv
SingaEnv\Scripts\activate
</code></pre></li>
-<li><p>goto build/python folder and run:</p>
+<li><p>go to build/python folder and run:</p>
<pre><code class="hljs css language-shell">python setup.py install
</code></pre></li>
<li><p>Make _singa_wrap.pyd, libglog.dll, libopenblas.dll, cnmem.dll, CUDA Runtime
@@ -311,10 +311,10 @@ solution that was created in step 5.2</p></li>
<li>In Additional Include Directories, add path of GLOG_INCLUDE_DIR,
CBLAS_INCLUDE_DIR and Protobuf_INCLUDE_DIR which were used in step 5.2
above. Add also build, build/include, CUDA and cuDNN include folders.</li>
-<li>Goto Additional Library Directories and add the path to openblas, protobuf
+<li>Go to Additional Library Directories and add the path to openblas, protobuf
and glog libraries. Add also build/src/singa_objects.dir/Release,
singa-kernel, cnmem, CUDA and cuDNN library paths.</li>
-<li>Goto Additional Dependencies and add libopenblas.lib; libglog.lib;
+<li>Go to Additional Dependencies and add libopenblas.lib; libglog.lib;
libprotobuf.lib; cnmem.lib; cudnn.lib; cuda.lib; cublas.lib; curand.lib;
cudart.lib; singa-kernel.lib. Fix the names of the two libraries: gtest.lib
and singa_objects.lib.</li>
@@ -339,7 +339,7 @@ test/release folder</p></li>
</ul>
<p>A video tutorial for running the unit tests can be found here:</p>
<p><a href="https://www.youtube.com/watch?v=YOjwtrvTPn4"><img src="https://img.youtube.com/vi/YOjwtrvTPn4/0.jpg" alt="youtube video"></a></p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#install-dependencies">Install Dependencies</a></li><li><a href="#build-singa-source">Build SINGA source</a></li><li><a href="#install-python-module">Install Python module</a></li><li><a href="#run-unit-tests">Run Unit Tests</a></li><li><a href="#build-gpu-support-with-cuda">Build GPU sup [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/4/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#install-dependencies">Install Dependencies</a></li><li><a href="#build-singa-source">Build SINGA source</a></li><li><a href="#install-python-module">Install Python module</a></li><li><a href="#run-unit-tests">Run Unit Tests</a></li><li><a href="#build-gpu-support-with-cuda">Build GPU supp [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/install-win/index.html b/content/docs/3.1.0/install-win/index.html
similarity index 87%
copy from content/docs/3.0.0/install-win/index.html
copy to content/docs/3.1.0/install-win/index.html
index dab180b..9f8b2d8 100644
--- a/content/docs/3.0.0/install-win/index.html
+++ b/content/docs/3.1.0/install-win/index.html
@@ -1,10 +1,10 @@
-<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Build SINGA on Windows · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding co [...]
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Build SINGA on Windows · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding co [...]
document.addEventListener('DOMContentLoaded', function() {
addBackToTop(
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.0.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<p>The process of building SINGA from source on Microsoft Windows has four parts:
install dependencies, build SINGA source, (optionally) install the python module
and (optionally) run the unit tests.</p>
@@ -72,15 +72,15 @@ x64.</li>
<li><p>Download SINGA source code</p></li>
<li><p>Compile the protobuf files:</p>
<ul>
-<li>Goto src/proto folder</li>
+<li>Go to src/proto folder</li>
</ul>
<pre><code class="hljs css language-shell">mkdir python_out
protoc.exe *.proto --python_out python_out
</code></pre></li>
-<li><p>Generate swig interfaces for C++ and Python: Goto src/api</p>
+<li><p>Generate swig interfaces for C++ and Python: Go to src/api</p>
<pre><code class="hljs css language-shell">swig -python -c++ singa.i
</code></pre></li>
-<li><p>generate Visual Studio solution for SINGA: Goto SINGA source code root folder</p>
+<li><p>generate Visual Studio solution for SINGA: Go to SINGA source code root folder</p>
<pre><code class="hljs css language-shell">mkdir build
cd build
</code></pre></li>
@@ -110,9 +110,9 @@ cd build
<li>change target name to _singa_wrap</li>
<li>change target extension to .pyd</li>
<li>change configuration type to Dynamic Library (.dll)</li>
-<li>goto Additional Library Directories and add the path to python, openblas,
+<li>go to Additional Library Directories and add the path to python, openblas,
protobuf and glog libraries</li>
-<li>goto Additional Dependencies and add libopenblas.lib, libglog.lib and
+<li>go to Additional Dependencies and add libopenblas.lib, libglog.lib and
libprotobuf.lib</li>
</ul></li>
<li><p>build singa project</p></li>
@@ -126,7 +126,7 @@ libprotobuf.lib</li>
virtualenv SingaEnv
SingaEnv\Scripts\activate
</code></pre></li>
-<li><p>goto build/python folder and run:</p>
+<li><p>go to build/python folder and run:</p>
<pre><code class="hljs css language-shell">python setup.py install
</code></pre></li>
<li><p>Make _singa_wrap.pyd, libglog.dll and libopenblas.dll available by adding
@@ -152,9 +152,9 @@ site-packages</p></li>
<li>In Additional Include Directories, add path of GLOG_INCLUDE_DIR,
CBLAS_INCLUDE_DIR and Protobuf_INCLUDE_DIR which were used in step 2 above.
Add also build and build/include folders.</li>
-<li>Goto Additional Library Directories and add the path to openblas, protobuf
+<li>Go to Additional Library Directories and add the path to openblas, protobuf
and glog libraries. Add also build/src/singa_objects.dir/Release.</li>
-<li>Goto Additional Dependencies and add libopenblas.lib, libglog.lib and
+<li>Go to Additional Dependencies and add libopenblas.lib, libglog.lib and
libprotobuf.lib. Fix the names of the two libraries: gtest.lib and
singa_objects.lib.</li>
</ul></li>
@@ -223,7 +223,7 @@ Studio integration module.</p></li>
</code></pre></li>
</ul>
<ul>
-<li><p>Generate swig interfaces for C++ and Python: Goto src/api</p>
+<li><p>Generate swig interfaces for C++ and Python: Go to src/api</p>
<pre><code class="hljs css language-shell">swig -python -c++ singa.i
</code></pre></li>
<li><p>Open the generated solution in Visual Studio</p></li>
@@ -264,10 +264,10 @@ the project.</p></li>
<li>change target name to _singa_wrap</li>
<li>change target extension to .pyd</li>
<li>change configuration type to Dynamic Library (.dll)</li>
-<li>goto Additional Library Directories and add the path to python, openblas,
+<li>go to Additional Library Directories and add the path to python, openblas,
protobuf and glog libraries</li>
<li>Add also the library path to singa-kernel, cnmem, cuda and cudnn.</li>
-<li>goto Additional Dependencies and add libopenblas.lib, libglog.lib and
+<li>go to Additional Dependencies and add libopenblas.lib, libglog.lib and
libprotobuf.lib.</li>
<li>Add also: singa-kernel.lib, cnmem.lib, cudnn.lib, cuda.lib , cublas.lib,
curand.lib and cudart.lib.</li>
@@ -283,7 +283,7 @@ curand.lib and cudart.lib.</li>
virtualenv SingaEnv
SingaEnv\Scripts\activate
</code></pre></li>
-<li><p>goto build/python folder and run:</p>
+<li><p>go to build/python folder and run:</p>
<pre><code class="hljs css language-shell">python setup.py install
</code></pre></li>
<li><p>Make _singa_wrap.pyd, libglog.dll, libopenblas.dll, cnmem.dll, CUDA Runtime
@@ -311,10 +311,10 @@ solution that was created in step 5.2</p></li>
<li>In Additional Include Directories, add path of GLOG_INCLUDE_DIR,
CBLAS_INCLUDE_DIR and Protobuf_INCLUDE_DIR which were used in step 5.2
above. Add also build, build/include, CUDA and cuDNN include folders.</li>
-<li>Goto Additional Library Directories and add the path to openblas, protobuf
+<li>Go to Additional Library Directories and add the path to openblas, protobuf
and glog libraries. Add also build/src/singa_objects.dir/Release,
singa-kernel, cnmem, CUDA and cuDNN library paths.</li>
-<li>Goto Additional Dependencies and add libopenblas.lib; libglog.lib;
+<li>Go to Additional Dependencies and add libopenblas.lib; libglog.lib;
libprotobuf.lib; cnmem.lib; cudnn.lib; cuda.lib; cublas.lib; curand.lib;
cudart.lib; singa-kernel.lib. Fix the names of the two libraries: gtest.lib
and singa_objects.lib.</li>
@@ -339,7 +339,7 @@ test/release folder</p></li>
</ul>
<p>A video tutorial for running the unit tests can be found here:</p>
<p><a href="https://www.youtube.com/watch?v=YOjwtrvTPn4"><img src="https://img.youtube.com/vi/YOjwtrvTPn4/0.jpg" alt="youtube video"></a></p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#install-dependencies">Install Dependencies</a></li><li><a href="#build-singa-source">Build SINGA source</a></li><li><a href="#install-python-module">Install Python module</a></li><li><a href="#run-unit-tests">Run Unit Tests</a></li><li><a href="#build-gpu-support-with-cuda">Build GPU sup [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/4/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#install-dependencies">Install Dependencies</a></li><li><a href="#build-singa-source">Build SINGA source</a></li><li><a href="#install-python-module">Install Python module</a></li><li><a href="#run-unit-tests">Run Unit Tests</a></li><li><a href="#build-gpu-support-with-cuda">Build GPU supp [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/next/installation.html b/content/docs/3.1.0/installation.html
similarity index 79%
copy from content/docs/next/installation.html
copy to content/docs/3.1.0/installation.html
index d7bcbbd..a07ab0a 100644
--- a/content/docs/next/installation.html
+++ b/content/docs/3.1.0/installation.html
@@ -1,10 +1,10 @@
-<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Installation · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding copyright ow [...]
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Installation · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding copyright ow [...]
document.addEventListener('DOMContentLoaded', function() {
addBackToTop(
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>next</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-interna [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -175,7 +175,7 @@ image, the tag is named as</li>
</tbody>
</table>
<h2><a class="anchor" aria-hidden="true" id="from-source"></a><a href="#from-source" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42 [...]
-<p>You can <a href="/docs/next/build">build and install SINGA</a> from the source code using native
+<p>You can <a href="/docs/3.1.0/build">build and install SINGA</a> from the source code using native
building tools or conda-build, on local host OS or in a Docker container.</p>
<h2><a class="anchor" aria-hidden="true" id="faq"></a><a href="#faq" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.2 [...]
<ul>
@@ -211,7 +211,7 @@ check your interpreter by <code>which python</code> and check the Python linked
via <code>otool -L <path to _singa_wrap.so></code>. This problem should be resolved if
SINGA is installed via conda.</p></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 16/01/2021</em></div><div class="docs-prevnext"><a class="docs-next button" href="/docs/next/software-stack"><span>Software Stack</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#using-conda">Using Conda</a></li><li><a href="#using-pip">Using Pip</a></li><li><a href="#using-docker">Using Docker</a></li><li><a href="#from-source">From sourc [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 1/16/2021</em></div><div class="docs-prevnext"><a class="docs-next button" href="/docs/3.1.0/software-stack"><span>Software Stack</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#using-conda">Using Conda</a></li><li><a href="#using-pip">Using Pip</a></li><li><a href="#using-docker">Using Docker</a></li><li><a href="#from-source">From sourc [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/next/installation/index.html b/content/docs/3.1.0/installation/index.html
similarity index 79%
copy from content/docs/next/installation/index.html
copy to content/docs/3.1.0/installation/index.html
index d7bcbbd..a07ab0a 100644
--- a/content/docs/next/installation/index.html
+++ b/content/docs/3.1.0/installation/index.html
@@ -1,10 +1,10 @@
-<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Installation · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding copyright ow [...]
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Installation · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding copyright ow [...]
document.addEventListener('DOMContentLoaded', function() {
addBackToTop(
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>next</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-interna [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -175,7 +175,7 @@ image, the tag is named as</li>
</tbody>
</table>
<h2><a class="anchor" aria-hidden="true" id="from-source"></a><a href="#from-source" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42 [...]
-<p>You can <a href="/docs/next/build">build and install SINGA</a> from the source code using native
+<p>You can <a href="/docs/3.1.0/build">build and install SINGA</a> from the source code using native
building tools or conda-build, on local host OS or in a Docker container.</p>
<h2><a class="anchor" aria-hidden="true" id="faq"></a><a href="#faq" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.2 [...]
<ul>
@@ -211,7 +211,7 @@ check your interpreter by <code>which python</code> and check the Python linked
via <code>otool -L <path to _singa_wrap.so></code>. This problem should be resolved if
SINGA is installed via conda.</p></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 16/01/2021</em></div><div class="docs-prevnext"><a class="docs-next button" href="/docs/next/software-stack"><span>Software Stack</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#using-conda">Using Conda</a></li><li><a href="#using-pip">Using Pip</a></li><li><a href="#using-docker">Using Docker</a></li><li><a href="#from-source">From sourc [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 1/16/2021</em></div><div class="docs-prevnext"><a class="docs-next button" href="/docs/3.1.0/software-stack"><span>Software Stack</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#using-conda">Using Conda</a></li><li><a href="#using-pip">Using Pip</a></li><li><a href="#using-docker">Using Docker</a></li><li><a href="#from-source">From sourc [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/issue-tracking.html b/content/docs/3.1.0/issue-tracking.html
similarity index 73%
copy from content/docs/3.0.0/issue-tracking.html
copy to content/docs/3.1.0/issue-tracking.html
index 82a4dc7..ed7bb6b 100644
--- a/content/docs/3.0.0/issue-tracking.html
+++ b/content/docs/3.1.0/issue-tracking.html
@@ -1,10 +1,10 @@
-<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Issue Tracking · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding copyright [...]
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Issue Tracking · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding copyright [...]
document.addEventListener('DOMContentLoaded', function() {
addBackToTop(
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.0.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -64,7 +64,7 @@
<p>SINGA used <a href="https://issues.apache.org/jira/browse/singa">JIRA</a> to manage issues
including bugs, new features and discussions.</p>
<p>We are now moving to <a href="https://github.com/apache/singa/issues">Github Issues</a>.</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/mail-lists"><span class="arrow-prev">← </span><span>Project Mailing Lists</span></a><a class="docs-next button" href="/docs/3.0.0/security"><span>Security</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a hre [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0/mail-lists"><span class="arrow-prev">← </span><span>Project Mailing Lists</span></a><a class="docs-next button" href="/docs/3.1.0/security"><span>Security</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href= [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/issue-tracking/index.html b/content/docs/3.1.0/issue-tracking/index.html
similarity index 73%
copy from content/docs/3.0.0/issue-tracking/index.html
copy to content/docs/3.1.0/issue-tracking/index.html
index 82a4dc7..ed7bb6b 100644
--- a/content/docs/3.0.0/issue-tracking/index.html
+++ b/content/docs/3.1.0/issue-tracking/index.html
@@ -1,10 +1,10 @@
-<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Issue Tracking · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding copyright [...]
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Issue Tracking · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding copyright [...]
document.addEventListener('DOMContentLoaded', function() {
addBackToTop(
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.0.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -64,7 +64,7 @@
<p>SINGA used <a href="https://issues.apache.org/jira/browse/singa">JIRA</a> to manage issues
including bugs, new features and discussions.</p>
<p>We are now moving to <a href="https://github.com/apache/singa/issues">Github Issues</a>.</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/mail-lists"><span class="arrow-prev">← </span><span>Project Mailing Lists</span></a><a class="docs-next button" href="/docs/3.0.0/security"><span>Security</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a hre [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0/mail-lists"><span class="arrow-prev">← </span><span>Project Mailing Lists</span></a><a class="docs-next button" href="/docs/3.1.0/security"><span>Security</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href= [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/layer.html b/content/docs/3.1.0/layer.html
similarity index 83%
copy from content/docs/layer.html
copy to content/docs/3.1.0/layer.html
index 866d787..3a3d25e 100644
--- a/content/docs/layer.html
+++ b/content/docs/3.1.0/layer.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<h2><a class="anchor" aria-hidden="true" id="python-api"></a><a href="#python-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1 [...]
<h2><a class="anchor" aria-hidden="true" id="cpp-api"></a><a href="#cpp-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#python-api">Python API</a></li><li><a href="#cpp-api">CPP API</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Gu [...]
diff --git a/content/docs/layer/index.html b/content/docs/3.1.0/layer/index.html
similarity index 83%
copy from content/docs/layer/index.html
copy to content/docs/3.1.0/layer/index.html
index 866d787..3a3d25e 100644
--- a/content/docs/layer/index.html
+++ b/content/docs/3.1.0/layer/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<h2><a class="anchor" aria-hidden="true" id="python-api"></a><a href="#python-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1 [...]
<h2><a class="anchor" aria-hidden="true" id="cpp-api"></a><a href="#cpp-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#python-api">Python API</a></li><li><a href="#cpp-api">CPP API</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Gu [...]
diff --git a/content/docs/loss.html b/content/docs/3.1.0/loss.html
similarity index 83%
copy from content/docs/loss.html
copy to content/docs/3.1.0/loss.html
index 92a5b9f..34af5ea 100644
--- a/content/docs/loss.html
+++ b/content/docs/3.1.0/loss.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<h2><a class="anchor" aria-hidden="true" id="python-api"></a><a href="#python-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1 [...]
<h2><a class="anchor" aria-hidden="true" id="cpp-api"></a><a href="#cpp-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#python-api">Python API</a></li><li><a href="#cpp-api">CPP API</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Gu [...]
diff --git a/content/docs/loss/index.html b/content/docs/3.1.0/loss/index.html
similarity index 83%
copy from content/docs/loss/index.html
copy to content/docs/3.1.0/loss/index.html
index 92a5b9f..34af5ea 100644
--- a/content/docs/loss/index.html
+++ b/content/docs/3.1.0/loss/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<h2><a class="anchor" aria-hidden="true" id="python-api"></a><a href="#python-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1 [...]
<h2><a class="anchor" aria-hidden="true" id="cpp-api"></a><a href="#cpp-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#python-api">Python API</a></li><li><a href="#cpp-api">CPP API</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Gu [...]
diff --git a/content/docs/3.0.0/mail-lists.html b/content/docs/3.1.0/mail-lists.html
similarity index 75%
copy from content/docs/3.0.0/mail-lists.html
copy to content/docs/3.1.0/mail-lists.html
index 6230b98..bc05cf8 100644
--- a/content/docs/3.0.0/mail-lists.html
+++ b/content/docs/3.1.0/mail-lists.html
@@ -1,10 +1,10 @@
-<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Project Mailing Lists · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding cop [...]
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Project Mailing Lists · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding cop [...]
document.addEventListener('DOMContentLoaded', function() {
addBackToTop(
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.0.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -73,7 +73,7 @@ each list, there is a subscribe, unsubscribe, and an archive link.</p>
<tr><td>Security</td><td><a href="mailto:security@singa.apache.org">security@singa.apache.org</a></td><td>private</td><td>private</td><td>private</td></tr>
</tbody>
</table>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/source-repository"><span class="arrow-prev">← </span><span>Source Repository</span></a><a class="docs-next button" href="/docs/3.0.0/issue-tracking"><span>Issue Tracking</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class=" [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0/source-repository"><span class="arrow-prev">← </span><span>Source Repository</span></a><a class="docs-next button" href="/docs/3.1.0/issue-tracking"><span>Issue Tracking</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="si [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/mail-lists/index.html b/content/docs/3.1.0/mail-lists/index.html
similarity index 75%
copy from content/docs/3.0.0/mail-lists/index.html
copy to content/docs/3.1.0/mail-lists/index.html
index 6230b98..bc05cf8 100644
--- a/content/docs/3.0.0/mail-lists/index.html
+++ b/content/docs/3.1.0/mail-lists/index.html
@@ -1,10 +1,10 @@
-<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Project Mailing Lists · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding cop [...]
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Project Mailing Lists · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding cop [...]
document.addEventListener('DOMContentLoaded', function() {
addBackToTop(
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.0.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -73,7 +73,7 @@ each list, there is a subscribe, unsubscribe, and an archive link.</p>
<tr><td>Security</td><td><a href="mailto:security@singa.apache.org">security@singa.apache.org</a></td><td>private</td><td>private</td><td>private</td></tr>
</tbody>
</table>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/source-repository"><span class="arrow-prev">← </span><span>Source Repository</span></a><a class="docs-next button" href="/docs/3.0.0/issue-tracking"><span>Issue Tracking</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class=" [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0/source-repository"><span class="arrow-prev">← </span><span>Source Repository</span></a><a class="docs-next button" href="/docs/3.1.0/issue-tracking"><span>Issue Tracking</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="si [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/metric.html b/content/docs/3.1.0/metric.html
similarity index 83%
copy from content/docs/metric.html
copy to content/docs/3.1.0/metric.html
index 28603c6..9b5b5b0 100644
--- a/content/docs/metric.html
+++ b/content/docs/3.1.0/metric.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<h2><a class="anchor" aria-hidden="true" id="python-api"></a><a href="#python-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1 [...]
<h2><a class="anchor" aria-hidden="true" id="cpp-api"></a><a href="#cpp-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#python-api">Python API</a></li><li><a href="#cpp-api">CPP API</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Gu [...]
diff --git a/content/docs/metric/index.html b/content/docs/3.1.0/metric/index.html
similarity index 83%
copy from content/docs/metric/index.html
copy to content/docs/3.1.0/metric/index.html
index 28603c6..9b5b5b0 100644
--- a/content/docs/metric/index.html
+++ b/content/docs/3.1.0/metric/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<h2><a class="anchor" aria-hidden="true" id="python-api"></a><a href="#python-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1 [...]
<h2><a class="anchor" aria-hidden="true" id="cpp-api"></a><a href="#cpp-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#python-api">Python API</a></li><li><a href="#cpp-api">CPP API</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Gu [...]
diff --git a/content/docs/model-zoo-char-rnn.html b/content/docs/3.1.0/model-zoo-char-rnn.html
similarity index 87%
copy from content/docs/model-zoo-char-rnn.html
copy to content/docs/3.1.0/model-zoo-char-rnn.html
index 2a5cbd1..022db22 100644
--- a/content/docs/model-zoo-char-rnn.html
+++ b/content/docs/3.1.0/model-zoo-char-rnn.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<p>Recurrent neural networks (RNN) are widely used for modelling sequential data, e.g., natural language sentences. This example describes how to implement a RNN application (or model) using SINGA's RNN layers. We will use the <a href="https://github.com/karpathy/char-rnn">char-rnn</a> model as an example, which trains over sentences or source code, with each character as an input unit. Particularly, we will train a RNN using GRU over Linux kernel source code. After training, we expect t [...]
<h2><a class="anchor" aria-hidden="true" id="instructions"></a><a href="#instructions" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83. [...]
<h3><a class="anchor" aria-hidden="true" id="compile-and-install-singa"></a><a href="#compile-and-install-singa" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c [...]
diff --git a/content/docs/model-zoo-char-rnn/index.html b/content/docs/3.1.0/model-zoo-char-rnn/index.html
similarity index 87%
copy from content/docs/model-zoo-char-rnn/index.html
copy to content/docs/3.1.0/model-zoo-char-rnn/index.html
index 2a5cbd1..022db22 100644
--- a/content/docs/model-zoo-char-rnn/index.html
+++ b/content/docs/3.1.0/model-zoo-char-rnn/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<p>Recurrent neural networks (RNN) are widely used for modelling sequential data, e.g., natural language sentences. This example describes how to implement a RNN application (or model) using SINGA's RNN layers. We will use the <a href="https://github.com/karpathy/char-rnn">char-rnn</a> model as an example, which trains over sentences or source code, with each character as an input unit. Particularly, we will train a RNN using GRU over Linux kernel source code. After training, we expect t [...]
<h2><a class="anchor" aria-hidden="true" id="instructions"></a><a href="#instructions" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83. [...]
<h3><a class="anchor" aria-hidden="true" id="compile-and-install-singa"></a><a href="#compile-and-install-singa" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c [...]
diff --git a/content/docs/model-zoo-cnn-cifar10.html b/content/docs/3.1.0/model-zoo-cnn-cifar10.html
similarity index 88%
copy from content/docs/model-zoo-cnn-cifar10.html
copy to content/docs/3.1.0/model-zoo-cnn-cifar10.html
index c2d7860..043d079 100644
--- a/content/docs/model-zoo-cnn-cifar10.html
+++ b/content/docs/3.1.0/model-zoo-cnn-cifar10.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<p>Convolution neural network (CNN) is a type of feed-forward artificial neural network widely used for image and video classification. In this example, we will train three deep CNN models to do image classification for the CIFAR-10 dataset,</p>
<ol>
<li><p><a href="https://code.google.com/p/cuda-convnet/source/browse/trunk/example-layers/layers-18pct.cfg">AlexNet</a> the best validation accuracy (without data augmentation) we achieved was about 82%.</p></li>
@@ -14,7 +14,7 @@
</ol>
<h2><a class="anchor" aria-hidden="true" id="instructions"></a><a href="#instructions" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83. [...]
<h3><a class="anchor" aria-hidden="true" id="singa-installation"></a><a href="#singa-installation" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22- [...]
-<p>Users can compile and install SINGA from source or install the Python version. The code can ran on both CPU and GPU. For GPU training, CUDA and CUDNN (V4 or V5) are required. Please refer to the <a href="/docs/installation">installation page</a> for detailed instructions.</p>
+<p>Users can compile and install SINGA from source or install the Python version. The code can ran on both CPU and GPU. For GPU training, CUDA and CUDNN (V4 or V5) are required. Please refer to the <a href="/docs/3.1.0/installation">installation page</a> for detailed instructions.</p>
<blockquote>
<p>Please <code>cd</code> to <code>singa/examples/cifar10/</code> for the following commands</p>
</blockquote>
diff --git a/content/docs/model-zoo-cnn-cifar10/index.html b/content/docs/3.1.0/model-zoo-cnn-cifar10/index.html
similarity index 88%
copy from content/docs/model-zoo-cnn-cifar10/index.html
copy to content/docs/3.1.0/model-zoo-cnn-cifar10/index.html
index c2d7860..043d079 100644
--- a/content/docs/model-zoo-cnn-cifar10/index.html
+++ b/content/docs/3.1.0/model-zoo-cnn-cifar10/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<p>Convolution neural network (CNN) is a type of feed-forward artificial neural network widely used for image and video classification. In this example, we will train three deep CNN models to do image classification for the CIFAR-10 dataset,</p>
<ol>
<li><p><a href="https://code.google.com/p/cuda-convnet/source/browse/trunk/example-layers/layers-18pct.cfg">AlexNet</a> the best validation accuracy (without data augmentation) we achieved was about 82%.</p></li>
@@ -14,7 +14,7 @@
</ol>
<h2><a class="anchor" aria-hidden="true" id="instructions"></a><a href="#instructions" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83. [...]
<h3><a class="anchor" aria-hidden="true" id="singa-installation"></a><a href="#singa-installation" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22- [...]
-<p>Users can compile and install SINGA from source or install the Python version. The code can ran on both CPU and GPU. For GPU training, CUDA and CUDNN (V4 or V5) are required. Please refer to the <a href="/docs/installation">installation page</a> for detailed instructions.</p>
+<p>Users can compile and install SINGA from source or install the Python version. The code can ran on both CPU and GPU. For GPU training, CUDA and CUDNN (V4 or V5) are required. Please refer to the <a href="/docs/3.1.0/installation">installation page</a> for detailed instructions.</p>
<blockquote>
<p>Please <code>cd</code> to <code>singa/examples/cifar10/</code> for the following commands</p>
</blockquote>
diff --git a/content/docs/model-zoo-imagenet-alexnet.html b/content/docs/3.1.0/model-zoo-imagenet-alexnet.html
similarity index 88%
copy from content/docs/model-zoo-imagenet-alexnet.html
copy to content/docs/3.1.0/model-zoo-imagenet-alexnet.html
index ccb223c..13b0962 100644
--- a/content/docs/model-zoo-imagenet-alexnet.html
+++ b/content/docs/3.1.0/model-zoo-imagenet-alexnet.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<p>Convolution neural network (CNN) is a type of feed-forward neural network widely used for image and video classification. In this example, we will use a <a href="http://papers.nips.cc/paper/4824-imagenet-classification-with-deep-convolutional-neural-networks">deep CNN model</a> to do image classification against the ImageNet dataset.</p>
<h2><a class="anchor" aria-hidden="true" id="instructions"></a><a href="#instructions" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83. [...]
<h3><a class="anchor" aria-hidden="true" id="compile-singa"></a><a href="#compile-singa" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.8 [...]
diff --git a/content/docs/model-zoo-imagenet-alexnet/index.html b/content/docs/3.1.0/model-zoo-imagenet-alexnet/index.html
similarity index 88%
copy from content/docs/model-zoo-imagenet-alexnet/index.html
copy to content/docs/3.1.0/model-zoo-imagenet-alexnet/index.html
index ccb223c..13b0962 100644
--- a/content/docs/model-zoo-imagenet-alexnet/index.html
+++ b/content/docs/3.1.0/model-zoo-imagenet-alexnet/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<p>Convolution neural network (CNN) is a type of feed-forward neural network widely used for image and video classification. In this example, we will use a <a href="http://papers.nips.cc/paper/4824-imagenet-classification-with-deep-convolutional-neural-networks">deep CNN model</a> to do image classification against the ImageNet dataset.</p>
<h2><a class="anchor" aria-hidden="true" id="instructions"></a><a href="#instructions" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83. [...]
<h3><a class="anchor" aria-hidden="true" id="compile-singa"></a><a href="#compile-singa" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.8 [...]
diff --git a/content/docs/model-zoo-imagenet-densenet.html b/content/docs/3.1.0/model-zoo-imagenet-densenet.html
similarity index 88%
copy from content/docs/model-zoo-imagenet-densenet.html
copy to content/docs/3.1.0/model-zoo-imagenet-densenet.html
index aed7020..9e157bd 100644
--- a/content/docs/model-zoo-imagenet-densenet.html
+++ b/content/docs/3.1.0/model-zoo-imagenet-densenet.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<p>In this example, we convert DenseNet on <a href="https://github.com/pytorch/vision/blob/master/torchvision/models/densenet.py">PyTorch</a> to SINGA for image classification.</p>
<h2><a class="anchor" aria-hidden="true" id="instructions"></a><a href="#instructions" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83. [...]
<blockquote>
diff --git a/content/docs/model-zoo-imagenet-densenet/index.html b/content/docs/3.1.0/model-zoo-imagenet-densenet/index.html
similarity index 88%
copy from content/docs/model-zoo-imagenet-densenet/index.html
copy to content/docs/3.1.0/model-zoo-imagenet-densenet/index.html
index aed7020..9e157bd 100644
--- a/content/docs/model-zoo-imagenet-densenet/index.html
+++ b/content/docs/3.1.0/model-zoo-imagenet-densenet/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<p>In this example, we convert DenseNet on <a href="https://github.com/pytorch/vision/blob/master/torchvision/models/densenet.py">PyTorch</a> to SINGA for image classification.</p>
<h2><a class="anchor" aria-hidden="true" id="instructions"></a><a href="#instructions" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83. [...]
<blockquote>
diff --git a/content/docs/model-zoo-imagenet-googlenet.html b/content/docs/3.1.0/model-zoo-imagenet-googlenet.html
similarity index 88%
copy from content/docs/model-zoo-imagenet-googlenet.html
copy to content/docs/3.1.0/model-zoo-imagenet-googlenet.html
index efb8474..9594bf7 100644
--- a/content/docs/model-zoo-imagenet-googlenet.html
+++ b/content/docs/3.1.0/model-zoo-imagenet-googlenet.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<p>In this example, we convert GoogleNet trained on Caffe to SINGA for image classification. Tested on <a href="https://github.com/apache/singa/commit/8c990f7da2de220e8a012c6a8ecc897dc7532744">SINGA commit</a> with <a href="https://s3-ap-southeast-1.amazonaws.com/dlfile/bvlc_googlenet.tar.gz">the parameters</a>.</p>
<h2><a class="anchor" aria-hidden="true" id="instructions"></a><a href="#instructions" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83. [...]
<blockquote>
diff --git a/content/docs/model-zoo-imagenet-googlenet/index.html b/content/docs/3.1.0/model-zoo-imagenet-googlenet/index.html
similarity index 88%
copy from content/docs/model-zoo-imagenet-googlenet/index.html
copy to content/docs/3.1.0/model-zoo-imagenet-googlenet/index.html
index efb8474..9594bf7 100644
--- a/content/docs/model-zoo-imagenet-googlenet/index.html
+++ b/content/docs/3.1.0/model-zoo-imagenet-googlenet/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<p>In this example, we convert GoogleNet trained on Caffe to SINGA for image classification. Tested on <a href="https://github.com/apache/singa/commit/8c990f7da2de220e8a012c6a8ecc897dc7532744">SINGA commit</a> with <a href="https://s3-ap-southeast-1.amazonaws.com/dlfile/bvlc_googlenet.tar.gz">the parameters</a>.</p>
<h2><a class="anchor" aria-hidden="true" id="instructions"></a><a href="#instructions" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83. [...]
<blockquote>
diff --git a/content/docs/model-zoo-imagenet-inception.html b/content/docs/3.1.0/model-zoo-imagenet-inception.html
similarity index 87%
copy from content/docs/model-zoo-imagenet-inception.html
copy to content/docs/3.1.0/model-zoo-imagenet-inception.html
index 6854c0c..5fc6467 100644
--- a/content/docs/model-zoo-imagenet-inception.html
+++ b/content/docs/3.1.0/model-zoo-imagenet-inception.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<p>In this example, we convert Inception V4 trained on Tensorflow to SINGA for image classification. Tested on SINGA version 1.1.1 with <a href="https://s3-ap-southeast-1.amazonaws.com/dlfile/inception_v4.tar.gz">parameters pretrained by tensorflow</a>.</p>
<h2><a class="anchor" aria-hidden="true" id="instructions"></a><a href="#instructions" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83. [...]
<blockquote>
diff --git a/content/docs/model-zoo-imagenet-inception/index.html b/content/docs/3.1.0/model-zoo-imagenet-inception/index.html
similarity index 87%
copy from content/docs/model-zoo-imagenet-inception/index.html
copy to content/docs/3.1.0/model-zoo-imagenet-inception/index.html
index 6854c0c..5fc6467 100644
--- a/content/docs/model-zoo-imagenet-inception/index.html
+++ b/content/docs/3.1.0/model-zoo-imagenet-inception/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<p>In this example, we convert Inception V4 trained on Tensorflow to SINGA for image classification. Tested on SINGA version 1.1.1 with <a href="https://s3-ap-southeast-1.amazonaws.com/dlfile/inception_v4.tar.gz">parameters pretrained by tensorflow</a>.</p>
<h2><a class="anchor" aria-hidden="true" id="instructions"></a><a href="#instructions" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83. [...]
<blockquote>
diff --git a/content/docs/model-zoo-imagenet-resnet.html b/content/docs/3.1.0/model-zoo-imagenet-resnet.html
similarity index 89%
copy from content/docs/model-zoo-imagenet-resnet.html
copy to content/docs/3.1.0/model-zoo-imagenet-resnet.html
index deac1b2..55db73c 100644
--- a/content/docs/model-zoo-imagenet-resnet.html
+++ b/content/docs/3.1.0/model-zoo-imagenet-resnet.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<p>In this example, we convert Residual Networks trained on <a href="https://github.com/facebook/fb.resnet.torch">Torch</a> to SINGA for image classification. Tested with the <a href="https://s3-ap-southeast-1.amazonaws.com/dlfile/resnet/resnet-18.tar.gz">parameters pretrained by Torch</a></p>
<h2><a class="anchor" aria-hidden="true" id="instructions"></a><a href="#instructions" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83. [...]
<blockquote>
diff --git a/content/docs/model-zoo-imagenet-resnet/index.html b/content/docs/3.1.0/model-zoo-imagenet-resnet/index.html
similarity index 89%
copy from content/docs/model-zoo-imagenet-resnet/index.html
copy to content/docs/3.1.0/model-zoo-imagenet-resnet/index.html
index deac1b2..55db73c 100644
--- a/content/docs/model-zoo-imagenet-resnet/index.html
+++ b/content/docs/3.1.0/model-zoo-imagenet-resnet/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<p>In this example, we convert Residual Networks trained on <a href="https://github.com/facebook/fb.resnet.torch">Torch</a> to SINGA for image classification. Tested with the <a href="https://s3-ap-southeast-1.amazonaws.com/dlfile/resnet/resnet-18.tar.gz">parameters pretrained by Torch</a></p>
<h2><a class="anchor" aria-hidden="true" id="instructions"></a><a href="#instructions" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83. [...]
<blockquote>
diff --git a/content/docs/model-zoo-imagenet-vgg.html b/content/docs/3.1.0/model-zoo-imagenet-vgg.html
similarity index 88%
copy from content/docs/model-zoo-imagenet-vgg.html
copy to content/docs/3.1.0/model-zoo-imagenet-vgg.html
index 90b8cae..24f1b07 100644
--- a/content/docs/model-zoo-imagenet-vgg.html
+++ b/content/docs/3.1.0/model-zoo-imagenet-vgg.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<p>In this example, we convert VGG on <a href="https://github.com/pytorch/vision/blob/master/torchvision/models/vgg.py">PyTorch</a> to SINGA for image classification.</p>
<h2><a class="anchor" aria-hidden="true" id="instructions"></a><a href="#instructions" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83. [...]
<blockquote>
diff --git a/content/docs/model-zoo-imagenet-vgg/index.html b/content/docs/3.1.0/model-zoo-imagenet-vgg/index.html
similarity index 88%
copy from content/docs/model-zoo-imagenet-vgg/index.html
copy to content/docs/3.1.0/model-zoo-imagenet-vgg/index.html
index 90b8cae..24f1b07 100644
--- a/content/docs/model-zoo-imagenet-vgg/index.html
+++ b/content/docs/3.1.0/model-zoo-imagenet-vgg/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<p>In this example, we convert VGG on <a href="https://github.com/pytorch/vision/blob/master/torchvision/models/vgg.py">PyTorch</a> to SINGA for image classification.</p>
<h2><a class="anchor" aria-hidden="true" id="instructions"></a><a href="#instructions" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83. [...]
<blockquote>
diff --git a/content/docs/model-zoo-rbm-mnist.html b/content/docs/3.1.0/model-zoo-rbm-mnist.html
similarity index 85%
copy from content/docs/model-zoo-rbm-mnist.html
copy to content/docs/3.1.0/model-zoo-rbm-mnist.html
index 14b5122..650df4d 100644
--- a/content/docs/model-zoo-rbm-mnist.html
+++ b/content/docs/3.1.0/model-zoo-rbm-mnist.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<p>This example is to train an RBM model using the MNIST dataset. The RBM model and its hyper-parameters are set following <a href="http://www.cs.toronto.edu/~hinton/science.pdf">Hinton's paper</a></p>
<h2><a class="anchor" aria-hidden="true" id="running-instructions"></a><a href="#running-instructions" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1 [...]
<h3><a class="anchor" aria-hidden="true" id="download"></a><a href="#download" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 [...]
diff --git a/content/docs/model-zoo-rbm-mnist/index.html b/content/docs/3.1.0/model-zoo-rbm-mnist/index.html
similarity index 85%
copy from content/docs/model-zoo-rbm-mnist/index.html
copy to content/docs/3.1.0/model-zoo-rbm-mnist/index.html
index 14b5122..650df4d 100644
--- a/content/docs/model-zoo-rbm-mnist/index.html
+++ b/content/docs/3.1.0/model-zoo-rbm-mnist/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<p>This example is to train an RBM model using the MNIST dataset. The RBM model and its hyper-parameters are set following <a href="http://www.cs.toronto.edu/~hinton/science.pdf">Hinton's paper</a></p>
<h2><a class="anchor" aria-hidden="true" id="running-instructions"></a><a href="#running-instructions" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1 [...]
<h3><a class="anchor" aria-hidden="true" id="download"></a><a href="#download" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 [...]
diff --git a/content/docs/onnx.html b/content/docs/3.1.0/onnx.html
similarity index 86%
copy from content/docs/onnx.html
copy to content/docs/3.1.0/onnx.html
index 955660a..4e76e66 100644
--- a/content/docs/onnx.html
+++ b/content/docs/3.1.0/onnx.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -423,7 +423,7 @@ layers.</p>
<h3><a class="anchor" aria-hidden="true" id="sonnxmodel"></a><a href="#sonnxmodel" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1 [...]
<p><code>SONNXModel</code> inherits from <code>sonnx.SONNXModel</code> and implements the method
<code>forward</code> to provide a unified API with other SINGA models.</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 25/11/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/graph"><span class="arrow-prev">← </span><span>Model</span></a><a class="docs-next button" href="/docs/dist-train"><span>Distributed Training</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#general-usage">General usage</a><ul class="toc-headings"><li>< [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 11/25/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0/graph"><span class="arrow-prev">← </span><span>Model</span></a><a class="docs-next button" href="/docs/3.1.0/dist-train"><span>Distributed Training</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#general-usage">General usage</a><ul class="toc-hea [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/onnx/index.html b/content/docs/3.1.0/onnx/index.html
similarity index 86%
copy from content/docs/onnx/index.html
copy to content/docs/3.1.0/onnx/index.html
index 955660a..4e76e66 100644
--- a/content/docs/onnx/index.html
+++ b/content/docs/3.1.0/onnx/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -423,7 +423,7 @@ layers.</p>
<h3><a class="anchor" aria-hidden="true" id="sonnxmodel"></a><a href="#sonnxmodel" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1 [...]
<p><code>SONNXModel</code> inherits from <code>sonnx.SONNXModel</code> and implements the method
<code>forward</code> to provide a unified API with other SINGA models.</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 25/11/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/graph"><span class="arrow-prev">← </span><span>Model</span></a><a class="docs-next button" href="/docs/dist-train"><span>Distributed Training</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#general-usage">General usage</a><ul class="toc-headings"><li>< [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 11/25/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0/graph"><span class="arrow-prev">← </span><span>Model</span></a><a class="docs-next button" href="/docs/3.1.0/dist-train"><span>Distributed Training</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#general-usage">General usage</a><ul class="toc-hea [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/next/optimizer.html b/content/docs/3.1.0/optimizer.html
similarity index 74%
copy from content/docs/next/optimizer.html
copy to content/docs/3.1.0/optimizer.html
index cbb436d..e763b03 100644
--- a/content/docs/next/optimizer.html
+++ b/content/docs/3.1.0/optimizer.html
@@ -1,10 +1,10 @@
-<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Optimizer · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding copyright owner [...]
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Optimizer · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding copyright owner [...]
document.addEventListener('DOMContentLoaded', function() {
addBackToTop(
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>next</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-interna [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -165,7 +165,7 @@ the optimizer.</p>
<span class="hljs-comment"># Training with one batch</span>
out, loss = model(tx, ty)
</code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 07/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/autograd"><span class="arrow-prev">← </span><span>Autograd</span></a><a class="docs-next button" href="/docs/next/graph"><span>Model</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#create-an-optimizer">Create an optimizer</a></li><li><a href="#cre [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/7/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0/autograd"><span class="arrow-prev">← </span><span>Autograd</span></a><a class="docs-next button" href="/docs/3.1.0/graph"><span>Model</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#create-an-optimizer">Create an optimizer</a></li><li><a href="#cre [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/next/optimizer/index.html b/content/docs/3.1.0/optimizer/index.html
similarity index 74%
copy from content/docs/next/optimizer/index.html
copy to content/docs/3.1.0/optimizer/index.html
index cbb436d..e763b03 100644
--- a/content/docs/next/optimizer/index.html
+++ b/content/docs/3.1.0/optimizer/index.html
@@ -1,10 +1,10 @@
-<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Optimizer · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding copyright owner [...]
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Optimizer · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding copyright owner [...]
document.addEventListener('DOMContentLoaded', function() {
addBackToTop(
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>next</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-interna [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -165,7 +165,7 @@ the optimizer.</p>
<span class="hljs-comment"># Training with one batch</span>
out, loss = model(tx, ty)
</code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 07/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/autograd"><span class="arrow-prev">← </span><span>Autograd</span></a><a class="docs-next button" href="/docs/next/graph"><span>Model</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#create-an-optimizer">Create an optimizer</a></li><li><a href="#cre [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/7/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0/autograd"><span class="arrow-prev">← </span><span>Autograd</span></a><a class="docs-next button" href="/docs/3.1.0/graph"><span>Model</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#create-an-optimizer">Create an optimizer</a></li><li><a href="#cre [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/releases/RELEASE_NOTES_0.1.0.html b/content/docs/3.1.0/releases/RELEASE_NOTES_0.1.0.html
similarity index 86%
copy from content/docs/3.0.0/releases/RELEASE_NOTES_0.1.0.html
copy to content/docs/3.1.0/releases/RELEASE_NOTES_0.1.0.html
index f6be6bc..e80c6d2 100644
--- a/content/docs/3.0.0/releases/RELEASE_NOTES_0.1.0.html
+++ b/content/docs/3.1.0/releases/RELEASE_NOTES_0.1.0.html
@@ -1,10 +1,10 @@
-<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>singa-incubating-0.1.0 Release Notes · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional informatio [...]
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>singa-incubating-0.1.0 Release Notes · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional informatio [...]
document.addEventListener('DOMContentLoaded', function() {
addBackToTop(
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.0.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<p>SINGA is a general distributed deep learning platform for training big deep
learning models over large datasets. It is designed with an intuitive
programming model based on the layer abstraction. SINGA supports a wide variety
@@ -173,7 +173,7 @@ Param update</li>
<li><a href="https://issues.apache.org/jira/browse/SINGA-41">SINGA-41</a> Support single node
single GPU training</li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readth [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/releases/RELEASE_NOTES_0.1.0/index.html b/content/docs/3.1.0/releases/RELEASE_NOTES_0.1.0/index.html
similarity index 86%
copy from content/docs/3.0.0/releases/RELEASE_NOTES_0.1.0/index.html
copy to content/docs/3.1.0/releases/RELEASE_NOTES_0.1.0/index.html
index f6be6bc..e80c6d2 100644
--- a/content/docs/3.0.0/releases/RELEASE_NOTES_0.1.0/index.html
+++ b/content/docs/3.1.0/releases/RELEASE_NOTES_0.1.0/index.html
@@ -1,10 +1,10 @@
-<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>singa-incubating-0.1.0 Release Notes · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional informatio [...]
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>singa-incubating-0.1.0 Release Notes · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional informatio [...]
document.addEventListener('DOMContentLoaded', function() {
addBackToTop(
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.0.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<p>SINGA is a general distributed deep learning platform for training big deep
learning models over large datasets. It is designed with an intuitive
programming model based on the layer abstraction. SINGA supports a wide variety
@@ -173,7 +173,7 @@ Param update</li>
<li><a href="https://issues.apache.org/jira/browse/SINGA-41">SINGA-41</a> Support single node
single GPU training</li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readth [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/releases/RELEASE_NOTES_0.2.0.html b/content/docs/3.1.0/releases/RELEASE_NOTES_0.2.0.html
similarity index 81%
copy from content/docs/3.0.0/releases/RELEASE_NOTES_0.2.0.html
copy to content/docs/3.1.0/releases/RELEASE_NOTES_0.2.0.html
index b91fa45..b8e9d9f 100644
--- a/content/docs/3.0.0/releases/RELEASE_NOTES_0.2.0.html
+++ b/content/docs/3.1.0/releases/RELEASE_NOTES_0.2.0.html
@@ -1,10 +1,10 @@
-<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>singa-incubating-0.2.0 Release Notes · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional informatio [...]
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>singa-incubating-0.2.0 Release Notes · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional informatio [...]
document.addEventListener('DOMContentLoaded', function() {
addBackToTop(
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.0.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<p>SINGA is a general distributed deep learning platform for training big deep
learning models over large datasets. It is designed with an intuitive
programming model based on the layer abstraction. SINGA supports a wide variety
@@ -108,7 +108,7 @@ main()</li>
<li>[SINGA-116] Fix a bug in InnerProductLayer caused by weight matrix sharing</li>
</ul></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readth [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/releases/RELEASE_NOTES_0.2.0/index.html b/content/docs/3.1.0/releases/RELEASE_NOTES_0.2.0/index.html
similarity index 81%
copy from content/docs/3.0.0/releases/RELEASE_NOTES_0.2.0/index.html
copy to content/docs/3.1.0/releases/RELEASE_NOTES_0.2.0/index.html
index b91fa45..b8e9d9f 100644
--- a/content/docs/3.0.0/releases/RELEASE_NOTES_0.2.0/index.html
+++ b/content/docs/3.1.0/releases/RELEASE_NOTES_0.2.0/index.html
@@ -1,10 +1,10 @@
-<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>singa-incubating-0.2.0 Release Notes · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional informatio [...]
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>singa-incubating-0.2.0 Release Notes · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional informatio [...]
document.addEventListener('DOMContentLoaded', function() {
addBackToTop(
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.0.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<p>SINGA is a general distributed deep learning platform for training big deep
learning models over large datasets. It is designed with an intuitive
programming model based on the layer abstraction. SINGA supports a wide variety
@@ -108,7 +108,7 @@ main()</li>
<li>[SINGA-116] Fix a bug in InnerProductLayer caused by weight matrix sharing</li>
</ul></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readth [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/releases/RELEASE_NOTES_0.3.0.html b/content/docs/3.1.0/releases/RELEASE_NOTES_0.3.0.html
similarity index 77%
copy from content/docs/3.0.0/releases/RELEASE_NOTES_0.3.0.html
copy to content/docs/3.1.0/releases/RELEASE_NOTES_0.3.0.html
index f2cc177..c3254ad 100644
--- a/content/docs/3.0.0/releases/RELEASE_NOTES_0.3.0.html
+++ b/content/docs/3.1.0/releases/RELEASE_NOTES_0.3.0.html
@@ -1,10 +1,10 @@
-<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>singa-incubating-0.3.0 Release Notes · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional informatio [...]
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>singa-incubating-0.3.0 Release Notes · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional informatio [...]
document.addEventListener('DOMContentLoaded', function() {
addBackToTop(
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.0.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<p>SINGA is a general distributed deep learning platform for training big deep
learning models over large datasets. It is designed with an intuitive
programming model based on the layer abstraction. SINGA supports a wide variety
@@ -42,7 +42,7 @@ of popular deep learning models.</p>
<li>[SINGA-143] The compilation cannot detect libsingagpu.so file</li>
</ul></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readth [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/releases/RELEASE_NOTES_0.3.0/index.html b/content/docs/3.1.0/releases/RELEASE_NOTES_0.3.0/index.html
similarity index 77%
copy from content/docs/3.0.0/releases/RELEASE_NOTES_0.3.0/index.html
copy to content/docs/3.1.0/releases/RELEASE_NOTES_0.3.0/index.html
index f2cc177..c3254ad 100644
--- a/content/docs/3.0.0/releases/RELEASE_NOTES_0.3.0/index.html
+++ b/content/docs/3.1.0/releases/RELEASE_NOTES_0.3.0/index.html
@@ -1,10 +1,10 @@
-<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>singa-incubating-0.3.0 Release Notes · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional informatio [...]
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>singa-incubating-0.3.0 Release Notes · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional informatio [...]
document.addEventListener('DOMContentLoaded', function() {
addBackToTop(
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.0.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<p>SINGA is a general distributed deep learning platform for training big deep
learning models over large datasets. It is designed with an intuitive
programming model based on the layer abstraction. SINGA supports a wide variety
@@ -42,7 +42,7 @@ of popular deep learning models.</p>
<li>[SINGA-143] The compilation cannot detect libsingagpu.so file</li>
</ul></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readth [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/releases/RELEASE_NOTES_1.0.0.html b/content/docs/3.1.0/releases/RELEASE_NOTES_1.0.0.html
similarity index 82%
copy from content/docs/3.0.0/releases/RELEASE_NOTES_1.0.0.html
copy to content/docs/3.1.0/releases/RELEASE_NOTES_1.0.0.html
index 2e5e6b8..96c677a 100644
--- a/content/docs/3.0.0/releases/RELEASE_NOTES_1.0.0.html
+++ b/content/docs/3.1.0/releases/RELEASE_NOTES_1.0.0.html
@@ -1,10 +1,10 @@
-<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>singa-incubating-1.0.0 Release Notes · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional informatio [...]
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>singa-incubating-1.0.0 Release Notes · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional informatio [...]
document.addEventListener('DOMContentLoaded', function() {
addBackToTop(
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.0.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<p>SINGA is a general distributed deep learning platform for training big deep
learning models over large datasets. It is designed with an intuitive
programming model based on the layer abstraction. SINGA supports a wide variety
@@ -104,7 +104,7 @@ layer.</li>
<li>[SINGA-172] Add CMake supporting for Cuda and Cudnn libs</li>
</ul></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readth [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/releases/RELEASE_NOTES_1.0.0/index.html b/content/docs/3.1.0/releases/RELEASE_NOTES_1.0.0/index.html
similarity index 82%
copy from content/docs/3.0.0/releases/RELEASE_NOTES_1.0.0/index.html
copy to content/docs/3.1.0/releases/RELEASE_NOTES_1.0.0/index.html
index 2e5e6b8..96c677a 100644
--- a/content/docs/3.0.0/releases/RELEASE_NOTES_1.0.0/index.html
+++ b/content/docs/3.1.0/releases/RELEASE_NOTES_1.0.0/index.html
@@ -1,10 +1,10 @@
-<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>singa-incubating-1.0.0 Release Notes · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional informatio [...]
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>singa-incubating-1.0.0 Release Notes · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional informatio [...]
document.addEventListener('DOMContentLoaded', function() {
addBackToTop(
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.0.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<p>SINGA is a general distributed deep learning platform for training big deep
learning models over large datasets. It is designed with an intuitive
programming model based on the layer abstraction. SINGA supports a wide variety
@@ -104,7 +104,7 @@ layer.</li>
<li>[SINGA-172] Add CMake supporting for Cuda and Cudnn libs</li>
</ul></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readth [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/releases/RELEASE_NOTES_1.1.0.html b/content/docs/3.1.0/releases/RELEASE_NOTES_1.1.0.html
similarity index 79%
copy from content/docs/3.0.0/releases/RELEASE_NOTES_1.1.0.html
copy to content/docs/3.1.0/releases/RELEASE_NOTES_1.1.0.html
index e24243c..af789ec 100644
--- a/content/docs/3.0.0/releases/RELEASE_NOTES_1.1.0.html
+++ b/content/docs/3.1.0/releases/RELEASE_NOTES_1.1.0.html
@@ -1,10 +1,10 @@
-<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>singa-incubating-1.1.0 Release Notes · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional informatio [...]
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>singa-incubating-1.1.0 Release Notes · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional informatio [...]
document.addEventListener('DOMContentLoaded', function() {
addBackToTop(
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.0.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<p>SINGA is a general distributed deep learning platform for training big deep
learning models over large datasets.</p>
<p>This release includes following features:</p>
@@ -56,7 +56,7 @@ file</li>
Python</li>
</ul></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readth [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/releases/RELEASE_NOTES_1.1.0/index.html b/content/docs/3.1.0/releases/RELEASE_NOTES_1.1.0/index.html
similarity index 79%
copy from content/docs/3.0.0/releases/RELEASE_NOTES_1.1.0/index.html
copy to content/docs/3.1.0/releases/RELEASE_NOTES_1.1.0/index.html
index e24243c..af789ec 100644
--- a/content/docs/3.0.0/releases/RELEASE_NOTES_1.1.0/index.html
+++ b/content/docs/3.1.0/releases/RELEASE_NOTES_1.1.0/index.html
@@ -1,10 +1,10 @@
-<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>singa-incubating-1.1.0 Release Notes · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional informatio [...]
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>singa-incubating-1.1.0 Release Notes · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional informatio [...]
document.addEventListener('DOMContentLoaded', function() {
addBackToTop(
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.0.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<p>SINGA is a general distributed deep learning platform for training big deep
learning models over large datasets.</p>
<p>This release includes following features:</p>
@@ -56,7 +56,7 @@ file</li>
Python</li>
</ul></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readth [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/releases/RELEASE_NOTES_1.2.0.html b/content/docs/3.1.0/releases/RELEASE_NOTES_1.2.0.html
similarity index 79%
copy from content/docs/3.0.0/releases/RELEASE_NOTES_1.2.0.html
copy to content/docs/3.1.0/releases/RELEASE_NOTES_1.2.0.html
index 4e7af19..c36eaa1 100644
--- a/content/docs/3.0.0/releases/RELEASE_NOTES_1.2.0.html
+++ b/content/docs/3.1.0/releases/RELEASE_NOTES_1.2.0.html
@@ -1,10 +1,10 @@
-<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>singa-incubating-1.2.0 Release Notes · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional informatio [...]
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>singa-incubating-1.2.0 Release Notes · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional informatio [...]
document.addEventListener('DOMContentLoaded', function() {
addBackToTop(
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.0.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<p>SINGA is a general distributed deep learning platform for training big deep
learning models over large datasets.</p>
<p>This release includes following features:</p>
@@ -62,7 +62,7 @@ learning models over large datasets.</p>
<li>[SINGA-369] the errors of examples in testing</li>
</ul></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readth [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/releases/RELEASE_NOTES_1.2.0/index.html b/content/docs/3.1.0/releases/RELEASE_NOTES_1.2.0/index.html
similarity index 79%
copy from content/docs/3.0.0/releases/RELEASE_NOTES_1.2.0/index.html
copy to content/docs/3.1.0/releases/RELEASE_NOTES_1.2.0/index.html
index 4e7af19..c36eaa1 100644
--- a/content/docs/3.0.0/releases/RELEASE_NOTES_1.2.0/index.html
+++ b/content/docs/3.1.0/releases/RELEASE_NOTES_1.2.0/index.html
@@ -1,10 +1,10 @@
-<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>singa-incubating-1.2.0 Release Notes · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional informatio [...]
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>singa-incubating-1.2.0 Release Notes · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional informatio [...]
document.addEventListener('DOMContentLoaded', function() {
addBackToTop(
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.0.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<p>SINGA is a general distributed deep learning platform for training big deep
learning models over large datasets.</p>
<p>This release includes following features:</p>
@@ -62,7 +62,7 @@ learning models over large datasets.</p>
<li>[SINGA-369] the errors of examples in testing</li>
</ul></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readth [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/releases/RELEASE_NOTES_2.0.0.html b/content/docs/3.1.0/releases/RELEASE_NOTES_2.0.0.html
similarity index 79%
copy from content/docs/3.0.0/releases/RELEASE_NOTES_2.0.0.html
copy to content/docs/3.1.0/releases/RELEASE_NOTES_2.0.0.html
index 0b3867d..dd228fc 100644
--- a/content/docs/3.0.0/releases/RELEASE_NOTES_2.0.0.html
+++ b/content/docs/3.1.0/releases/RELEASE_NOTES_2.0.0.html
@@ -1,10 +1,10 @@
-<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>singa-incubating-2.0.0 Release Notes · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional informatio [...]
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>singa-incubating-2.0.0 Release Notes · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional informatio [...]
document.addEventListener('DOMContentLoaded', function() {
addBackToTop(
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.0.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<p>SINGA is a general distributed deep learning platform for training big deep
learning models over large datasets.</p>
<p>This release includes following features:</p>
@@ -58,7 +58,7 @@ autograd</li>
<li>[SINGA-380] Fix bugs from Reshape</li>
</ul></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readth [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/releases/RELEASE_NOTES_2.0.0/index.html b/content/docs/3.1.0/releases/RELEASE_NOTES_2.0.0/index.html
similarity index 79%
copy from content/docs/3.0.0/releases/RELEASE_NOTES_2.0.0/index.html
copy to content/docs/3.1.0/releases/RELEASE_NOTES_2.0.0/index.html
index 0b3867d..dd228fc 100644
--- a/content/docs/3.0.0/releases/RELEASE_NOTES_2.0.0/index.html
+++ b/content/docs/3.1.0/releases/RELEASE_NOTES_2.0.0/index.html
@@ -1,10 +1,10 @@
-<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>singa-incubating-2.0.0 Release Notes · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional informatio [...]
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>singa-incubating-2.0.0 Release Notes · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional informatio [...]
document.addEventListener('DOMContentLoaded', function() {
addBackToTop(
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.0.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<p>SINGA is a general distributed deep learning platform for training big deep
learning models over large datasets.</p>
<p>This release includes following features:</p>
@@ -58,7 +58,7 @@ autograd</li>
<li>[SINGA-380] Fix bugs from Reshape</li>
</ul></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readth [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/releases/RELEASE_NOTES_3.0.0.html b/content/docs/3.1.0/releases/RELEASE_NOTES_3.0.0.html
similarity index 74%
copy from content/docs/releases/RELEASE_NOTES_3.0.0.html
copy to content/docs/3.1.0/releases/RELEASE_NOTES_3.0.0.html
index e2f6435..4d9a985 100644
--- a/content/docs/releases/RELEASE_NOTES_3.0.0.html
+++ b/content/docs/3.1.0/releases/RELEASE_NOTES_3.0.0.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<p>SINGA is a distributed deep learning library.</p>
<p>This release includes following changes:</p>
<ul>
@@ -94,7 +94,7 @@ move some inputs to its attributes;</li>
<li>Define and implement the type conversion map.</li>
</ul></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 19/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/19/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readt [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/releases/RELEASE_NOTES_3.0.0.rc1.html b/content/docs/3.1.0/releases/RELEASE_NOTES_3.0.0.rc1.html
similarity index 84%
copy from content/docs/3.0.0/releases/RELEASE_NOTES_3.0.0.rc1.html
copy to content/docs/3.1.0/releases/RELEASE_NOTES_3.0.0.rc1.html
index 8f9e7f0..3388d0c 100644
--- a/content/docs/3.0.0/releases/RELEASE_NOTES_3.0.0.rc1.html
+++ b/content/docs/3.1.0/releases/RELEASE_NOTES_3.0.0.rc1.html
@@ -1,10 +1,10 @@
-<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>singa-3.0.0.rc1 Release Notes · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regar [...]
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>singa-3.0.0.rc1 Release Notes · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regar [...]
document.addEventListener('DOMContentLoaded', function() {
addBackToTop(
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.0.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<p>Release Notes - SINGA - Version singa-3.0.0.rc1</p>
<p>SINGA is a distributed deep learning library.</p>
<p>This release includes following changes:</p>
@@ -95,7 +95,7 @@ move some inputs to its attributes;</li>
<li>Define and implement the type conversion map.</li>
</ul></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/9/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readth [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/releases/RELEASE_NOTES_3.0.0.rc1/index.html b/content/docs/3.1.0/releases/RELEASE_NOTES_3.0.0.rc1/index.html
similarity index 84%
copy from content/docs/3.0.0/releases/RELEASE_NOTES_3.0.0.rc1/index.html
copy to content/docs/3.1.0/releases/RELEASE_NOTES_3.0.0.rc1/index.html
index 8f9e7f0..3388d0c 100644
--- a/content/docs/3.0.0/releases/RELEASE_NOTES_3.0.0.rc1/index.html
+++ b/content/docs/3.1.0/releases/RELEASE_NOTES_3.0.0.rc1/index.html
@@ -1,10 +1,10 @@
-<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>singa-3.0.0.rc1 Release Notes · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regar [...]
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>singa-3.0.0.rc1 Release Notes · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regar [...]
document.addEventListener('DOMContentLoaded', function() {
addBackToTop(
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.0.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<p>Release Notes - SINGA - Version singa-3.0.0.rc1</p>
<p>SINGA is a distributed deep learning library.</p>
<p>This release includes following changes:</p>
@@ -95,7 +95,7 @@ move some inputs to its attributes;</li>
<li>Define and implement the type conversion map.</li>
</ul></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/9/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readth [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/releases/RELEASE_NOTES_3.0.0/index.html b/content/docs/3.1.0/releases/RELEASE_NOTES_3.0.0/index.html
similarity index 74%
copy from content/docs/releases/RELEASE_NOTES_3.0.0/index.html
copy to content/docs/3.1.0/releases/RELEASE_NOTES_3.0.0/index.html
index e2f6435..4d9a985 100644
--- a/content/docs/releases/RELEASE_NOTES_3.0.0/index.html
+++ b/content/docs/3.1.0/releases/RELEASE_NOTES_3.0.0/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<p>SINGA is a distributed deep learning library.</p>
<p>This release includes following changes:</p>
<ul>
@@ -94,7 +94,7 @@ move some inputs to its attributes;</li>
<li>Define and implement the type conversion map.</li>
</ul></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 19/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/19/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readt [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/releases/RELEASE_NOTES_3.1.0.html b/content/docs/3.1.0/releases/RELEASE_NOTES_3.1.0.html
similarity index 83%
copy from content/docs/releases/RELEASE_NOTES_3.1.0.html
copy to content/docs/3.1.0/releases/RELEASE_NOTES_3.1.0.html
index 7a3f2fc..caba9d6 100644
--- a/content/docs/releases/RELEASE_NOTES_3.1.0.html
+++ b/content/docs/3.1.0/releases/RELEASE_NOTES_3.1.0.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<p>SINGA is a distributed deep learning library.</p>
<p>This release includes following changes:</p>
<ul>
@@ -43,7 +43,7 @@ management.</p></li>
gradient by param python object id for testing purpose.</li>
</ul></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 30/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/30/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/releases/RELEASE_NOTES_3.1.0/index.html b/content/docs/3.1.0/releases/RELEASE_NOTES_3.1.0/index.html
similarity index 83%
copy from content/docs/releases/RELEASE_NOTES_3.1.0/index.html
copy to content/docs/3.1.0/releases/RELEASE_NOTES_3.1.0/index.html
index 7a3f2fc..caba9d6 100644
--- a/content/docs/releases/RELEASE_NOTES_3.1.0/index.html
+++ b/content/docs/3.1.0/releases/RELEASE_NOTES_3.1.0/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<p>SINGA is a distributed deep learning library.</p>
<p>This release includes following changes:</p>
<ul>
@@ -43,7 +43,7 @@ management.</p></li>
gradient by param python object id for testing purpose.</li>
</ul></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 30/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/30/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/security.html b/content/docs/3.1.0/security.html
similarity index 73%
copy from content/docs/3.0.0/security.html
copy to content/docs/3.1.0/security.html
index c343143..86768c0 100644
--- a/content/docs/3.0.0/security.html
+++ b/content/docs/3.1.0/security.html
@@ -1,10 +1,10 @@
-<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Security · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding copyright owners [...]
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Security · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding copyright owners [...]
document.addEventListener('DOMContentLoaded', function() {
addBackToTop(
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.0.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -63,7 +63,7 @@
</script></nav></div><div class="container mainContainer docsContainer"><div class="wrapper"><div class="post"><header class="postHeader"><a class="edit-page-link button" href="https://github.com/apache/singa-doc/blob/master/docs-site/docs/security.md" target="_blank" rel="noreferrer noopener">Edit</a><h1 id="__docusaurus" class="postHeaderTitle">Security</h1></header><article><div><span><!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license [...]
<p>Users can report security vulnerabilities to
<a href="mailto:security@singa.apache.org">SINGA Security Team Mail List</a></p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/issue-tracking"><span class="arrow-prev">← </span><span>Issue Tracking</span></a><a class="docs-next button" href="/docs/3.0.0/team-list"><span>The SINGA Team</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0/issue-tracking"><span class="arrow-prev">← </span><span>Issue Tracking</span></a><a class="docs-next button" href="/docs/3.1.0/team-list"><span>The SINGA Team</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a h [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/security/index.html b/content/docs/3.1.0/security/index.html
similarity index 73%
copy from content/docs/3.0.0/security/index.html
copy to content/docs/3.1.0/security/index.html
index c343143..86768c0 100644
--- a/content/docs/3.0.0/security/index.html
+++ b/content/docs/3.1.0/security/index.html
@@ -1,10 +1,10 @@
-<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Security · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding copyright owners [...]
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Security · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding copyright owners [...]
document.addEventListener('DOMContentLoaded', function() {
addBackToTop(
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.0.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -63,7 +63,7 @@
</script></nav></div><div class="container mainContainer docsContainer"><div class="wrapper"><div class="post"><header class="postHeader"><a class="edit-page-link button" href="https://github.com/apache/singa-doc/blob/master/docs-site/docs/security.md" target="_blank" rel="noreferrer noopener">Edit</a><h1 id="__docusaurus" class="postHeaderTitle">Security</h1></header><article><div><span><!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license [...]
<p>Users can report security vulnerabilities to
<a href="mailto:security@singa.apache.org">SINGA Security Team Mail List</a></p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/issue-tracking"><span class="arrow-prev">← </span><span>Issue Tracking</span></a><a class="docs-next button" href="/docs/3.0.0/team-list"><span>The SINGA Team</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0/issue-tracking"><span class="arrow-prev">← </span><span>Issue Tracking</span></a><a class="docs-next button" href="/docs/3.1.0/team-list"><span>The SINGA Team</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a h [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/software-stack.html b/content/docs/3.1.0/software-stack.html
similarity index 79%
copy from content/docs/software-stack.html
copy to content/docs/3.1.0/software-stack.html
index 2268524..3abb1e9 100644
--- a/content/docs/software-stack.html
+++ b/content/docs/3.1.0/software-stack.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -182,7 +182,7 @@ apply the memory and speed optimization techniques over the computational graph.
<li>SingaBackend for loading onnx format model into SINGA for training and
inference.</li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 04/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/installation"><span class="arrow-prev">← </span><span>Installation</span></a><a class="docs-next button" href="/docs/examples"><span>Examples</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#low-level-backend">Low-level Backend</a><ul class="toc-heading [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/4/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0/installation"><span class="arrow-prev">← </span><span>Installation</span></a><a class="docs-next button" href="/docs/3.1.0/examples"><span>Examples</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#low-level-backend">Low-level Backend</a><ul class=" [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/software-stack/index.html b/content/docs/3.1.0/software-stack/index.html
similarity index 79%
copy from content/docs/software-stack/index.html
copy to content/docs/3.1.0/software-stack/index.html
index 2268524..3abb1e9 100644
--- a/content/docs/software-stack/index.html
+++ b/content/docs/3.1.0/software-stack/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -182,7 +182,7 @@ apply the memory and speed optimization techniques over the computational graph.
<li>SingaBackend for loading onnx format model into SINGA for training and
inference.</li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 04/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/installation"><span class="arrow-prev">← </span><span>Installation</span></a><a class="docs-next button" href="/docs/examples"><span>Examples</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#low-level-backend">Low-level Backend</a><ul class="toc-heading [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/4/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0/installation"><span class="arrow-prev">← </span><span>Installation</span></a><a class="docs-next button" href="/docs/3.1.0/examples"><span>Examples</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#low-level-backend">Low-level Backend</a><ul class=" [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/source-repository.html b/content/docs/3.1.0/source-repository.html
similarity index 75%
copy from content/docs/3.0.0/source-repository.html
copy to content/docs/3.1.0/source-repository.html
index ca38f39..f86a5a3 100644
--- a/content/docs/3.0.0/source-repository.html
+++ b/content/docs/3.1.0/source-repository.html
@@ -1,10 +1,10 @@
-<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Source Repository · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding copyrig [...]
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Source Repository · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding copyrig [...]
document.addEventListener('DOMContentLoaded', function() {
addBackToTop(
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.0.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -75,7 +75,7 @@ Instructions on Git use can be found at <a href="http://git-scm.com/documentatio
<p>The code can be cloned from either repo, e.g.,</p>
<pre><code class="hljs">git clone https://github.com/apache/singa.git
</code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-next button" href="/docs/3.0.0/mail-lists"><span>Project Mailing Lists</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#repository">Repository</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/si [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-next button" href="/docs/3.1.0/mail-lists"><span>Project Mailing Lists</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#repository">Repository</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/sing [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/source-repository/index.html b/content/docs/3.1.0/source-repository/index.html
similarity index 75%
copy from content/docs/3.0.0/source-repository/index.html
copy to content/docs/3.1.0/source-repository/index.html
index ca38f39..f86a5a3 100644
--- a/content/docs/3.0.0/source-repository/index.html
+++ b/content/docs/3.1.0/source-repository/index.html
@@ -1,10 +1,10 @@
-<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Source Repository · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding copyrig [...]
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Source Repository · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding copyrig [...]
document.addEventListener('DOMContentLoaded', function() {
addBackToTop(
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.0.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -75,7 +75,7 @@ Instructions on Git use can be found at <a href="http://git-scm.com/documentatio
<p>The code can be cloned from either repo, e.g.,</p>
<pre><code class="hljs">git clone https://github.com/apache/singa.git
</code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-next button" href="/docs/3.0.0/mail-lists"><span>Project Mailing Lists</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#repository">Repository</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/si [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-next button" href="/docs/3.1.0/mail-lists"><span>Project Mailing Lists</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#repository">Repository</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/sing [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/team-list.html b/content/docs/3.1.0/team-list.html
similarity index 90%
copy from content/docs/3.0.0/team-list.html
copy to content/docs/3.1.0/team-list.html
index a01c3e0..1b0bc7d 100644
--- a/content/docs/3.0.0/team-list.html
+++ b/content/docs/3.1.0/team-list.html
@@ -1,10 +1,10 @@
-<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>The SINGA Team · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding copyright [...]
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>The SINGA Team · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding copyright [...]
document.addEventListener('DOMContentLoaded', function() {
addBackToTop(
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.0.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -82,7 +82,10 @@ Zhejiang University, NetEase, Osaka University, yzBigData, etc.</p>
<tr><td>Beng Chin Ooi</td><td><a href="mailto:ooibc@apache.org">ooibc@apache.org</a></td><td>National University of Singapore</td></tr>
<tr><td>Moaz Reyad</td><td><a href="mailto:moaz@apache.org">moaz@apache.org</a></td><td>Université Grenoble Alpes</td></tr>
<tr><td>Kian-Lee Tan</td><td><a href="mailto:tankianlee@apache.org">tankianlee@apache.org</a></td><td>National University of Singapore</td></tr>
+<tr><td>Sheng Wang</td><td><a href="mailto:wangsh@apache.org">wangsh@apache.org</a></td><td>DAMO Academy, Alibaba Group</td></tr>
<tr><td>Wei Wang</td><td><a href="mailto:wangwei@apache.org">wangwei@apache.org</a></td><td>National University of Singapore</td></tr>
+<tr><td>Zhongle Xie</td><td><a href="mailto:zhongle@apache.org">zhongle@apache.org</a></td><td>National University of Singapore</td></tr>
+<tr><td>Sai Ho Yeung</td><td><a href="mailto:chrishkchris@apache.org">chrishkchris@apache.org</a></td><td>National University of Singapore</td></tr>
<tr><td>Meihui Zhang</td><td><a href="mailto:meihuizhang@apache.org">meihuizhang@apache.org</a></td><td>Beijing Institute of Technology</td></tr>
<tr><td>Kaiping Zheng</td><td><a href="mailto:kaiping@apache.org">kaiping@apache.org</a></td><td>National University of Singapore</td></tr>
</tbody>
@@ -93,11 +96,12 @@ Zhejiang University, NetEase, Osaka University, yzBigData, etc.</p>
<tr><th>Name</th><th>Email</th><th>Organization</th></tr>
</thead>
<tbody>
+<tr><td>Xiangrui Cai</td><td><a href="mailto:caixr@apache.org">caixr@apache.org</a></td><td>Nankai University</td></tr>
<tr><td>Chonho Lee</td><td><a href="mailto:chonho@apache.org">chonho@apache.org</a></td><td>Osaka University</td></tr>
-<tr><td>Sheng Wang</td><td><a href="mailto:wangsh@apache.org">wangsh@apache.org</a></td><td>DAMO Academy, Alibaba Group</td></tr>
+<tr><td>Shicong Lin</td><td><a href="mailto:shicong@apache.org">shicong@apache.org</a></td><td>National University of Singapore</td></tr>
+<tr><td>Rulin Xing</td><td><a href="mailto:rulin@apache.org">rulin@apache.org</a></td><td>Huazhong University of Science and Technology</td></tr>
<tr><td>Wanqi Xue</td><td><a href="mailto:xuewanqi@apache.org">xuewanqi@apache.org</a></td><td>Nanyang Technological University</td></tr>
-<tr><td>Xiangrui Cai</td><td><a href="mailto:caixr@apache.org">caixr@apache.org</a></td><td>Nankai University</td></tr>
-<tr><td>Sai Ho Yeung</td><td><a href="mailto:chrishkchris@apache.org">chrishkchris@apache.org</a></td><td>National University of Singapore</td></tr>
+<tr><td>Joddiy Zhang</td><td><a href="mailto:joddiyzhang@apache.org">joddiyzhang@apache.org</a></td><td>National University of Singapore</td></tr>
</tbody>
</table>
<h2><a class="anchor" aria-hidden="true" id="contributors"></a><a href="#contributors" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83. [...]
@@ -107,20 +111,17 @@ Zhejiang University, NetEase, Osaka University, yzBigData, etc.</p>
</thead>
<tbody>
<tr><td>Haibo Chen</td><td><a href="mailto:hzchenhaibo@corp.netease.com">hzchenhaibo@corp.netease.com</a></td><td>NetEase</td></tr>
+<tr><td>Shicheng Chen</td><td><a href="mailto:chengsc@comp.nus.edu.sg">chengsc@comp.nus.edu.sg</a></td><td>National University of Singapore</td></tr>
<tr><td>Xin Ji</td><td><a href="mailto:vincent.j.xin@gmail.com">vincent.j.xin@gmail.com</a></td><td>Visenze, Singapore</td></tr>
<tr><td>Anthony K. H. Tung</td><td><a href="mailto:atung@comp.nus.edu.sg">atung@comp.nus.edu.sg</a></td><td>National University of Singapore</td></tr>
<tr><td>Ji Wang</td><td><a href="mailto:wangji@mzhtechnologies.com">wangji@mzhtechnologies.com</a></td><td>Hangzhou MZH Technologies</td></tr>
<tr><td>Yuan Wang</td><td><a href="mailto:wangyuan@corp.netease.com">wangyuan@corp.netease.com</a></td><td>NetEase</td></tr>
<tr><td>Wenfeng Wu</td><td><a href="mailto:dcswuw@gmail.com">dcswuw@gmail.com</a></td><td>Freelancer, China</td></tr>
-<tr><td>Chang Yao</td><td><a href="mailto:yaochang2009@gmail.com">yaochang2009@gmail.com</a></td><td>Hangzhou MZH Technologies</td></tr>
-<tr><td>Shicheng Chen</td><td><a href="mailto:chengsc@comp.nus.edu.sg">chengsc@comp.nus.edu.sg</a></td><td>National University of Singapore</td></tr>
-<tr><td>Joddiy Zhang</td><td><a href="mailto:joddiyzhang@gmail.com">joddiyzhang@gmail.com</a></td><td>National University of Singapore</td></tr>
-<tr><td>Shicong Lin</td><td><a href="mailto:dcslin@nus.edu.sg">dcslin@nus.edu.sg</a></td><td>National University of Singapore</td></tr>
<tr><td>Kaiyuan Yang</td><td><a href="mailto:yangky@comp.nus.edu.sg">yangky@comp.nus.edu.sg</a></td><td>National University of Singapore</td></tr>
-<tr><td>Rulin Xing</td><td><a href="mailto:xjdkcsq3@gmail.com">xjdkcsq3@gmail.com</a></td><td>Huazhong University of Science and Technology</td></tr>
+<tr><td>Chang Yao</td><td><a href="mailto:yaochang2009@gmail.com">yaochang2009@gmail.com</a></td><td>Hangzhou MZH Technologies</td></tr>
</tbody>
</table>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/security"><span class="arrow-prev">← </span><span>Security</span></a><a class="docs-next button" href="/docs/3.0.0/history-singa"><span>History of SINGA</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#pmc">PMC</a></li><li><a href="#committers">Co [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/21/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0/security"><span class="arrow-prev">← </span><span>Security</span></a><a class="docs-next button" href="/docs/3.1.0/history-singa"><span>History of SINGA</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#pmc">PMC</a></li><li><a href="#committers">Co [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/team-list/index.html b/content/docs/3.1.0/team-list/index.html
similarity index 90%
copy from content/docs/3.0.0/team-list/index.html
copy to content/docs/3.1.0/team-list/index.html
index a01c3e0..1b0bc7d 100644
--- a/content/docs/3.0.0/team-list/index.html
+++ b/content/docs/3.1.0/team-list/index.html
@@ -1,10 +1,10 @@
-<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>The SINGA Team · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding copyright [...]
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>The SINGA Team · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding copyright [...]
document.addEventListener('DOMContentLoaded', function() {
addBackToTop(
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.0.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -82,7 +82,10 @@ Zhejiang University, NetEase, Osaka University, yzBigData, etc.</p>
<tr><td>Beng Chin Ooi</td><td><a href="mailto:ooibc@apache.org">ooibc@apache.org</a></td><td>National University of Singapore</td></tr>
<tr><td>Moaz Reyad</td><td><a href="mailto:moaz@apache.org">moaz@apache.org</a></td><td>Université Grenoble Alpes</td></tr>
<tr><td>Kian-Lee Tan</td><td><a href="mailto:tankianlee@apache.org">tankianlee@apache.org</a></td><td>National University of Singapore</td></tr>
+<tr><td>Sheng Wang</td><td><a href="mailto:wangsh@apache.org">wangsh@apache.org</a></td><td>DAMO Academy, Alibaba Group</td></tr>
<tr><td>Wei Wang</td><td><a href="mailto:wangwei@apache.org">wangwei@apache.org</a></td><td>National University of Singapore</td></tr>
+<tr><td>Zhongle Xie</td><td><a href="mailto:zhongle@apache.org">zhongle@apache.org</a></td><td>National University of Singapore</td></tr>
+<tr><td>Sai Ho Yeung</td><td><a href="mailto:chrishkchris@apache.org">chrishkchris@apache.org</a></td><td>National University of Singapore</td></tr>
<tr><td>Meihui Zhang</td><td><a href="mailto:meihuizhang@apache.org">meihuizhang@apache.org</a></td><td>Beijing Institute of Technology</td></tr>
<tr><td>Kaiping Zheng</td><td><a href="mailto:kaiping@apache.org">kaiping@apache.org</a></td><td>National University of Singapore</td></tr>
</tbody>
@@ -93,11 +96,12 @@ Zhejiang University, NetEase, Osaka University, yzBigData, etc.</p>
<tr><th>Name</th><th>Email</th><th>Organization</th></tr>
</thead>
<tbody>
+<tr><td>Xiangrui Cai</td><td><a href="mailto:caixr@apache.org">caixr@apache.org</a></td><td>Nankai University</td></tr>
<tr><td>Chonho Lee</td><td><a href="mailto:chonho@apache.org">chonho@apache.org</a></td><td>Osaka University</td></tr>
-<tr><td>Sheng Wang</td><td><a href="mailto:wangsh@apache.org">wangsh@apache.org</a></td><td>DAMO Academy, Alibaba Group</td></tr>
+<tr><td>Shicong Lin</td><td><a href="mailto:shicong@apache.org">shicong@apache.org</a></td><td>National University of Singapore</td></tr>
+<tr><td>Rulin Xing</td><td><a href="mailto:rulin@apache.org">rulin@apache.org</a></td><td>Huazhong University of Science and Technology</td></tr>
<tr><td>Wanqi Xue</td><td><a href="mailto:xuewanqi@apache.org">xuewanqi@apache.org</a></td><td>Nanyang Technological University</td></tr>
-<tr><td>Xiangrui Cai</td><td><a href="mailto:caixr@apache.org">caixr@apache.org</a></td><td>Nankai University</td></tr>
-<tr><td>Sai Ho Yeung</td><td><a href="mailto:chrishkchris@apache.org">chrishkchris@apache.org</a></td><td>National University of Singapore</td></tr>
+<tr><td>Joddiy Zhang</td><td><a href="mailto:joddiyzhang@apache.org">joddiyzhang@apache.org</a></td><td>National University of Singapore</td></tr>
</tbody>
</table>
<h2><a class="anchor" aria-hidden="true" id="contributors"></a><a href="#contributors" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83. [...]
@@ -107,20 +111,17 @@ Zhejiang University, NetEase, Osaka University, yzBigData, etc.</p>
</thead>
<tbody>
<tr><td>Haibo Chen</td><td><a href="mailto:hzchenhaibo@corp.netease.com">hzchenhaibo@corp.netease.com</a></td><td>NetEase</td></tr>
+<tr><td>Shicheng Chen</td><td><a href="mailto:chengsc@comp.nus.edu.sg">chengsc@comp.nus.edu.sg</a></td><td>National University of Singapore</td></tr>
<tr><td>Xin Ji</td><td><a href="mailto:vincent.j.xin@gmail.com">vincent.j.xin@gmail.com</a></td><td>Visenze, Singapore</td></tr>
<tr><td>Anthony K. H. Tung</td><td><a href="mailto:atung@comp.nus.edu.sg">atung@comp.nus.edu.sg</a></td><td>National University of Singapore</td></tr>
<tr><td>Ji Wang</td><td><a href="mailto:wangji@mzhtechnologies.com">wangji@mzhtechnologies.com</a></td><td>Hangzhou MZH Technologies</td></tr>
<tr><td>Yuan Wang</td><td><a href="mailto:wangyuan@corp.netease.com">wangyuan@corp.netease.com</a></td><td>NetEase</td></tr>
<tr><td>Wenfeng Wu</td><td><a href="mailto:dcswuw@gmail.com">dcswuw@gmail.com</a></td><td>Freelancer, China</td></tr>
-<tr><td>Chang Yao</td><td><a href="mailto:yaochang2009@gmail.com">yaochang2009@gmail.com</a></td><td>Hangzhou MZH Technologies</td></tr>
-<tr><td>Shicheng Chen</td><td><a href="mailto:chengsc@comp.nus.edu.sg">chengsc@comp.nus.edu.sg</a></td><td>National University of Singapore</td></tr>
-<tr><td>Joddiy Zhang</td><td><a href="mailto:joddiyzhang@gmail.com">joddiyzhang@gmail.com</a></td><td>National University of Singapore</td></tr>
-<tr><td>Shicong Lin</td><td><a href="mailto:dcslin@nus.edu.sg">dcslin@nus.edu.sg</a></td><td>National University of Singapore</td></tr>
<tr><td>Kaiyuan Yang</td><td><a href="mailto:yangky@comp.nus.edu.sg">yangky@comp.nus.edu.sg</a></td><td>National University of Singapore</td></tr>
-<tr><td>Rulin Xing</td><td><a href="mailto:xjdkcsq3@gmail.com">xjdkcsq3@gmail.com</a></td><td>Huazhong University of Science and Technology</td></tr>
+<tr><td>Chang Yao</td><td><a href="mailto:yaochang2009@gmail.com">yaochang2009@gmail.com</a></td><td>Hangzhou MZH Technologies</td></tr>
</tbody>
</table>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/security"><span class="arrow-prev">← </span><span>Security</span></a><a class="docs-next button" href="/docs/3.0.0/history-singa"><span>History of SINGA</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#pmc">PMC</a></li><li><a href="#committers">Co [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/21/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0/security"><span class="arrow-prev">← </span><span>Security</span></a><a class="docs-next button" href="/docs/3.1.0/history-singa"><span>History of SINGA</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#pmc">PMC</a></li><li><a href="#committers">Co [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/tensor.html b/content/docs/3.1.0/tensor.html
similarity index 84%
copy from content/docs/tensor.html
copy to content/docs/3.1.0/tensor.html
index 8191a10..cc2d7a3 100644
--- a/content/docs/tensor.html
+++ b/content/docs/3.1.0/tensor.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -275,7 +275,7 @@ generated function in <code>singa_wrap.py</code></li>
<p><em>work in progress</em></p>
<h2><a class="anchor" aria-hidden="true" id="cpp-api"></a><a href="#cpp-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
<p><em>work in progress</em></p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 18/09/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/device"><span class="arrow-prev">← </span><span>Device</span></a><a class="docs-next button" href="/docs/autograd"><span>Autograd</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#tensor-usage">Tensor Usage</a><ul class="toc-headings"><li><a href="#creat [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 9/18/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0/device"><span class="arrow-prev">← </span><span>Device</span></a><a class="docs-next button" href="/docs/3.1.0/autograd"><span>Autograd</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#tensor-usage">Tensor Usage</a><ul class="toc-headings"><li><a h [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/tensor/index.html b/content/docs/3.1.0/tensor/index.html
similarity index 84%
copy from content/docs/tensor/index.html
copy to content/docs/3.1.0/tensor/index.html
index 8191a10..cc2d7a3 100644
--- a/content/docs/tensor/index.html
+++ b/content/docs/3.1.0/tensor/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -275,7 +275,7 @@ generated function in <code>singa_wrap.py</code></li>
<p><em>work in progress</em></p>
<h2><a class="anchor" aria-hidden="true" id="cpp-api"></a><a href="#cpp-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
<p><em>work in progress</em></p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 18/09/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/device"><span class="arrow-prev">← </span><span>Device</span></a><a class="docs-next button" href="/docs/autograd"><span>Autograd</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#tensor-usage">Tensor Usage</a><ul class="toc-headings"><li><a href="#creat [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 9/18/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0/device"><span class="arrow-prev">← </span><span>Device</span></a><a class="docs-next button" href="/docs/3.1.0/autograd"><span>Autograd</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#tensor-usage">Tensor Usage</a><ul class="toc-headings"><li><a h [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/time-profiling.html b/content/docs/3.1.0/time-profiling.html
similarity index 82%
copy from content/docs/time-profiling.html
copy to content/docs/3.1.0/time-profiling.html
index 992b051..ba300cf 100644
--- a/content/docs/time-profiling.html
+++ b/content/docs/3.1.0/time-profiling.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -207,7 +207,7 @@ Backward Propagation <span class="hljs-built_in">Time</span> <span class="hljs-s
<span class="hljs-string">.</span>
<span class="hljs-string">.</span>
</code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 27/09/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/dist-train"><span class="arrow-prev">← </span><span>Distributed Training</span></a><a class="docs-next button" href="/docs/downloads"><span>Download SINGA</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#setup-the-time-profiling-verbosity">Setup the Tim [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 9/27/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0/dist-train"><span class="arrow-prev">← </span><span>Distributed Training</span></a><a class="docs-next button" href="/docs/3.1.0/downloads"><span>Download SINGA</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#setup-the-time-profiling-verbosity">Se [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/time-profiling/index.html b/content/docs/3.1.0/time-profiling/index.html
similarity index 82%
copy from content/docs/time-profiling/index.html
copy to content/docs/3.1.0/time-profiling/index.html
index 992b051..ba300cf 100644
--- a/content/docs/time-profiling/index.html
+++ b/content/docs/3.1.0/time-profiling/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -207,7 +207,7 @@ Backward Propagation <span class="hljs-built_in">Time</span> <span class="hljs-s
<span class="hljs-string">.</span>
<span class="hljs-string">.</span>
</code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 27/09/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/dist-train"><span class="arrow-prev">← </span><span>Distributed Training</span></a><a class="docs-next button" href="/docs/downloads"><span>Download SINGA</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#setup-the-time-profiling-verbosity">Setup the Tim [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 9/27/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0/dist-train"><span class="arrow-prev">← </span><span>Distributed Training</span></a><a class="docs-next button" href="/docs/3.1.0/downloads"><span>Download SINGA</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#setup-the-time-profiling-verbosity">Se [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/wheel-cpu-dev.html b/content/docs/3.1.0/wheel-cpu-dev.html
similarity index 67%
copy from content/docs/wheel-cpu-dev.html
copy to content/docs/3.1.0/wheel-cpu-dev.html
index fada079..2407833 100644
--- a/content/docs/wheel-cpu-dev.html
+++ b/content/docs/3.1.0/wheel-cpu-dev.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -67,7 +67,7 @@
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720-cp37-cp37m-manylinux2014_x86_64.whl">Python 3.7</a></li>
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720-cp38-cp38-manylinux2014_x86_64.whl">Python 3.8</a></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/wheel-cpu"><span class="arrow-prev">← </span><span>CPU only</span></a><a class="docs-next button" href="/docs/wheel-gpu"><span>CUDA enabled</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></li></ul></nav></div><footer c [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0/wheel-cpu"><span class="arrow-prev">← </span><span>CPU only</span></a><a class="docs-next button" href="/docs/3.1.0/wheel-gpu"><span>CUDA enabled</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></li></ul></nav></div [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/wheel-cpu-dev/index.html b/content/docs/3.1.0/wheel-cpu-dev/index.html
similarity index 67%
copy from content/docs/wheel-cpu-dev/index.html
copy to content/docs/3.1.0/wheel-cpu-dev/index.html
index fada079..2407833 100644
--- a/content/docs/wheel-cpu-dev/index.html
+++ b/content/docs/3.1.0/wheel-cpu-dev/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -67,7 +67,7 @@
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720-cp37-cp37m-manylinux2014_x86_64.whl">Python 3.7</a></li>
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720-cp38-cp38-manylinux2014_x86_64.whl">Python 3.8</a></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/wheel-cpu"><span class="arrow-prev">← </span><span>CPU only</span></a><a class="docs-next button" href="/docs/wheel-gpu"><span>CUDA enabled</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></li></ul></nav></div><footer c [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0/wheel-cpu"><span class="arrow-prev">← </span><span>CPU only</span></a><a class="docs-next button" href="/docs/3.1.0/wheel-gpu"><span>CUDA enabled</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></li></ul></nav></div [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/wheel-cpu.html b/content/docs/3.1.0/wheel-cpu.html
similarity index 68%
copy from content/docs/wheel-cpu.html
copy to content/docs/3.1.0/wheel-cpu.html
index d306003..3372b8c 100644
--- a/content/docs/wheel-cpu.html
+++ b/content/docs/3.1.0/wheel-cpu.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -73,7 +73,7 @@
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0-cp37-cp37m-manylinux2014_x86_64.whl">Python 3.7</a></li>
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0-cp38-cp38-manylinux2014_x86_64.whl">Python 3.8</a></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 21/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/history-singa"><span class="arrow-prev">← </span><span>History of SINGA</span></a><a class="docs-next button" href="/docs/wheel-cpu-dev"><span>CPU only (dev version)</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#310">3.1.0</a></li><li><a href="#300"> [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/21/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0/history-singa"><span class="arrow-prev">← </span><span>History of SINGA</span></a><a class="docs-next button" href="/docs/3.1.0/wheel-cpu-dev"><span>CPU only (dev version)</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#310">3.1.0</a></li><li><a [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/wheel-cpu/index.html b/content/docs/3.1.0/wheel-cpu/index.html
similarity index 68%
copy from content/docs/wheel-cpu/index.html
copy to content/docs/3.1.0/wheel-cpu/index.html
index d306003..3372b8c 100644
--- a/content/docs/wheel-cpu/index.html
+++ b/content/docs/3.1.0/wheel-cpu/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -73,7 +73,7 @@
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0-cp37-cp37m-manylinux2014_x86_64.whl">Python 3.7</a></li>
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0-cp38-cp38-manylinux2014_x86_64.whl">Python 3.8</a></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 21/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/history-singa"><span class="arrow-prev">← </span><span>History of SINGA</span></a><a class="docs-next button" href="/docs/wheel-cpu-dev"><span>CPU only (dev version)</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#310">3.1.0</a></li><li><a href="#300"> [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/21/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0/history-singa"><span class="arrow-prev">← </span><span>History of SINGA</span></a><a class="docs-next button" href="/docs/3.1.0/wheel-cpu-dev"><span>CPU only (dev version)</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#310">3.1.0</a></li><li><a [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/wheel-gpu-dev.html b/content/docs/3.1.0/wheel-gpu-dev.html
similarity index 68%
copy from content/docs/wheel-gpu-dev.html
copy to content/docs/3.1.0/wheel-gpu-dev.html
index 2d5eb15..dc8b876 100644
--- a/content/docs/wheel-gpu-dev.html
+++ b/content/docs/3.1.0/wheel-gpu-dev.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -67,7 +67,7 @@
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720%2Bcuda10.2-cp37-cp37m-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.7</a></li>
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720%2Bcuda10.2-cp38-cp38-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.8</a></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/wheel-gpu"><span class="arrow-prev">← </span><span>CUDA enabled</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo- [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0/wheel-gpu"><span class="arrow-prev">← </span><span>CUDA enabled</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-l [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/wheel-gpu-dev/index.html b/content/docs/3.1.0/wheel-gpu-dev/index.html
similarity index 68%
copy from content/docs/wheel-gpu-dev/index.html
copy to content/docs/3.1.0/wheel-gpu-dev/index.html
index 2d5eb15..dc8b876 100644
--- a/content/docs/wheel-gpu-dev/index.html
+++ b/content/docs/3.1.0/wheel-gpu-dev/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -67,7 +67,7 @@
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720%2Bcuda10.2-cp37-cp37m-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.7</a></li>
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720%2Bcuda10.2-cp38-cp38-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.8</a></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/wheel-gpu"><span class="arrow-prev">← </span><span>CUDA enabled</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo- [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0/wheel-gpu"><span class="arrow-prev">← </span><span>CUDA enabled</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-l [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/wheel-gpu.html b/content/docs/3.1.0/wheel-gpu.html
similarity index 69%
copy from content/docs/wheel-gpu.html
copy to content/docs/3.1.0/wheel-gpu.html
index a73527c..ac3919f 100644
--- a/content/docs/wheel-gpu.html
+++ b/content/docs/3.1.0/wheel-gpu.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -76,7 +76,7 @@
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0%2Bcuda10.2-cp37-cp37m-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.7</a></li>
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0%2Bcuda10.2-cp38-cp38-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.8</a></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 21/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/wheel-cpu-dev"><span class="arrow-prev">← </span><span>CPU only (dev version)</span></a><a class="docs-next button" href="/docs/wheel-gpu-dev"><span>CUDA enabled (dev version)</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#310">3.1.0</a></li><li><a hr [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/21/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0/wheel-cpu-dev"><span class="arrow-prev">← </span><span>CPU only (dev version)</span></a><a class="docs-next button" href="/docs/3.1.0/wheel-gpu-dev"><span>CUDA enabled (dev version)</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#310">3.1.0</a></ [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/wheel-gpu/index.html b/content/docs/3.1.0/wheel-gpu/index.html
similarity index 69%
copy from content/docs/wheel-gpu/index.html
copy to content/docs/3.1.0/wheel-gpu/index.html
index a73527c..ac3919f 100644
--- a/content/docs/wheel-gpu/index.html
+++ b/content/docs/3.1.0/wheel-gpu/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -76,7 +76,7 @@
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0%2Bcuda10.2-cp37-cp37m-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.7</a></li>
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0%2Bcuda10.2-cp38-cp38-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.8</a></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 21/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/wheel-cpu-dev"><span class="arrow-prev">← </span><span>CPU only (dev version)</span></a><a class="docs-next button" href="/docs/wheel-gpu-dev"><span>CUDA enabled (dev version)</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#310">3.1.0</a></li><li><a hr [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/21/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0/wheel-cpu-dev"><span class="arrow-prev">← </span><span>CPU only (dev version)</span></a><a class="docs-next button" href="/docs/3.1.0/wheel-gpu-dev"><span>CUDA enabled (dev version)</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#310">3.1.0</a></ [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/autograd.html b/content/docs/3.1.0_Chinese/autograd.html
index 2a54ea5..f1f5914 100644
--- a/content/docs/3.1.0_Chinese/autograd.html
+++ b/content/docs/3.1.0_Chinese/autograd.html
@@ -240,7 +240,7 @@ checkpointpath=<span class="hljs-string">"checkpoint.zip"</span>
</code></pre>
<h3><a class="anchor" aria-hidden="true" id="python-api"></a><a href="#python-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1 [...]
<p>关于Python API的更多细节，请参考<a href="https://singa.readthedocs.io/en/latest/autograd.html#module-singa.autograd">这里</a>。</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 04/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/tensor"><span class="arrow-prev">← </span><span>Tensor</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/optimizer"><span>Optimizer</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#相关模块">相关模块</a><ul class="toc-headings"><li>< [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/4/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/tensor"><span class="arrow-prev">← </span><span>Tensor</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/optimizer"><span>Optimizer</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#相关模块">相关模块</a><ul class="toc-headings"><li><a [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/autograd/index.html b/content/docs/3.1.0_Chinese/autograd/index.html
index 2a54ea5..f1f5914 100644
--- a/content/docs/3.1.0_Chinese/autograd/index.html
+++ b/content/docs/3.1.0_Chinese/autograd/index.html
@@ -240,7 +240,7 @@ checkpointpath=<span class="hljs-string">"checkpoint.zip"</span>
</code></pre>
<h3><a class="anchor" aria-hidden="true" id="python-api"></a><a href="#python-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1 [...]
<p>关于Python API的更多细节，请参考<a href="https://singa.readthedocs.io/en/latest/autograd.html#module-singa.autograd">这里</a>。</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 04/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/tensor"><span class="arrow-prev">← </span><span>Tensor</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/optimizer"><span>Optimizer</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#相关模块">相关模块</a><ul class="toc-headings"><li>< [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/4/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/tensor"><span class="arrow-prev">← </span><span>Tensor</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/optimizer"><span>Optimizer</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#相关模块">相关模块</a><ul class="toc-headings"><li><a [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/benchmark-train.html b/content/docs/3.1.0_Chinese/benchmark-train.html
index 25fef05..90f3580 100644
--- a/content/docs/3.1.0_Chinese/benchmark-train.html
+++ b/content/docs/3.1.0_Chinese/benchmark-train.html
@@ -9,7 +9,7 @@
<p>硬件方面：我们使用的是AWS的p2.8xlarge实例，每个实例有8个Nvidia Tesla K80 GPU，共96GB GPU内存，32个vCPU，488GB主内存，10Gbps网络带宽。</p>
<p>衡量标准：我们衡量不同数量worker的每次迭代时间，以评估SINGA的可扩展性。Batch-size固定为每个GPU32个。采用同步训练方案。因此，有效的batch-size是<code>32N</code>，其中N是GPU的数量。我们与一个流行的开源系统进行比较，该系统采用参数服务器拓扑结构。选择第一个GPU作为服务器。</p>
<p><img src="/docs/assets/benchmark.png" alt="Benchmark Experiments"> <br/> <strong>可扩展性测试。条形为吞吐量，折线形为通信成本。</strong></p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/11/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 11/9/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readt [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/benchmark-train/index.html b/content/docs/3.1.0_Chinese/benchmark-train/index.html
index 25fef05..90f3580 100644
--- a/content/docs/3.1.0_Chinese/benchmark-train/index.html
+++ b/content/docs/3.1.0_Chinese/benchmark-train/index.html
@@ -9,7 +9,7 @@
<p>硬件方面：我们使用的是AWS的p2.8xlarge实例，每个实例有8个Nvidia Tesla K80 GPU，共96GB GPU内存，32个vCPU，488GB主内存，10Gbps网络带宽。</p>
<p>衡量标准：我们衡量不同数量worker的每次迭代时间，以评估SINGA的可扩展性。Batch-size固定为每个GPU32个。采用同步训练方案。因此，有效的batch-size是<code>32N</code>，其中N是GPU的数量。我们与一个流行的开源系统进行比较，该系统采用参数服务器拓扑结构。选择第一个GPU作为服务器。</p>
<p><img src="/docs/assets/benchmark.png" alt="Benchmark Experiments"> <br/> <strong>可扩展性测试。条形为吞吐量，折线形为通信成本。</strong></p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/11/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 11/9/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readt [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/build.html b/content/docs/3.1.0_Chinese/build.html
index 4f4802b..24bae8c 100644
--- a/content/docs/3.1.0_Chinese/build.html
+++ b/content/docs/3.1.0_Chinese/build.html
@@ -323,7 +323,7 @@ PyThreadState_Get: no current thread Abort trap: 6"</p>
<pre><code class="hljs"> $ cmake -DPYTHON_LIBRARY=`python-config --prefix`/lib/libpython2.7.dylib -DPYTHON_INCLUDE_DIR=`python-config --prefix`/include/python2.7/ ..
</code></pre>
<p>如果从二进制包中安装PySINGA，例如debian或wheel，那么你需要改变python解释器的路径，例如，重新设置$PATH，并把Python的正确路径放在前面的位置。</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/11/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/downloads"><span class="arrow-prev">← </span><span>Download SINGA</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/contribute-code"><span>How to Contribute Code</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#使用conda构筑singa [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 11/9/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/downloads"><span class="arrow-prev">← </span><span>Download SINGA</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/contribute-code"><span>How to Contribute Code</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#使用conda构筑singa" [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/build/index.html b/content/docs/3.1.0_Chinese/build/index.html
index 4f4802b..24bae8c 100644
--- a/content/docs/3.1.0_Chinese/build/index.html
+++ b/content/docs/3.1.0_Chinese/build/index.html
@@ -323,7 +323,7 @@ PyThreadState_Get: no current thread Abort trap: 6"</p>
<pre><code class="hljs"> $ cmake -DPYTHON_LIBRARY=`python-config --prefix`/lib/libpython2.7.dylib -DPYTHON_INCLUDE_DIR=`python-config --prefix`/include/python2.7/ ..
</code></pre>
<p>如果从二进制包中安装PySINGA，例如debian或wheel，那么你需要改变python解释器的路径，例如，重新设置$PATH，并把Python的正确路径放在前面的位置。</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/11/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/downloads"><span class="arrow-prev">← </span><span>Download SINGA</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/contribute-code"><span>How to Contribute Code</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#使用conda构筑singa [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 11/9/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/downloads"><span class="arrow-prev">← </span><span>Download SINGA</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/contribute-code"><span>How to Contribute Code</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#使用conda构筑singa" [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/contribute-code.html b/content/docs/3.1.0_Chinese/contribute-code.html
index 3832186..c942259 100644
--- a/content/docs/3.1.0_Chinese/contribute-code.html
+++ b/content/docs/3.1.0_Chinese/contribute-code.html
@@ -138,7 +138,7 @@ $ pip <span class="hljs-keyword">install</span> pylint
</code></pre>
<h2><a class="anchor" aria-hidden="true" id="工作流程"></a><a href="#工作流程" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6 [...]
<p>请参阅<a href="/docs/3.1.0_Chinese/git-workflow">git工作流程页面</a>.</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/11/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/build"><span class="arrow-prev">← </span><span>Build SINGA from Source</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/contribute-docs"><span>How to Contribute to Documentation</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 11/9/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/build"><span class="arrow-prev">← </span><span>Build SINGA from Source</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/contribute-docs"><span>How to Contribute to Documentation</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href= [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/contribute-code/index.html b/content/docs/3.1.0_Chinese/contribute-code/index.html
index 3832186..c942259 100644
--- a/content/docs/3.1.0_Chinese/contribute-code/index.html
+++ b/content/docs/3.1.0_Chinese/contribute-code/index.html
@@ -138,7 +138,7 @@ $ pip <span class="hljs-keyword">install</span> pylint
</code></pre>
<h2><a class="anchor" aria-hidden="true" id="工作流程"></a><a href="#工作流程" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6 [...]
<p>请参阅<a href="/docs/3.1.0_Chinese/git-workflow">git工作流程页面</a>.</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/11/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/build"><span class="arrow-prev">← </span><span>Build SINGA from Source</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/contribute-docs"><span>How to Contribute to Documentation</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 11/9/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/build"><span class="arrow-prev">← </span><span>Build SINGA from Source</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/contribute-docs"><span>How to Contribute to Documentation</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href= [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/contribute-docs.html b/content/docs/3.1.0_Chinese/contribute-docs.html
index bebb3dd..a312047 100644
--- a/content/docs/3.1.0_Chinese/contribute-docs.html
+++ b/content/docs/3.1.0_Chinese/contribute-docs.html
@@ -116,7 +116,7 @@
"description": "# spell check only for cpp comments"
}
</code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/11/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/contribute-code"><span class="arrow-prev">← </span><span>How to Contribute Code</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/how-to-release"><span>How to Prepare a Release</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href=" [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 11/9/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/contribute-code"><span class="arrow-prev">← </span><span>How to Contribute Code</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/how-to-release"><span>How to Prepare a Release</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="# [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/contribute-docs/index.html b/content/docs/3.1.0_Chinese/contribute-docs/index.html
index bebb3dd..a312047 100644
--- a/content/docs/3.1.0_Chinese/contribute-docs/index.html
+++ b/content/docs/3.1.0_Chinese/contribute-docs/index.html
@@ -116,7 +116,7 @@
"description": "# spell check only for cpp comments"
}
</code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/11/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/contribute-code"><span class="arrow-prev">← </span><span>How to Contribute Code</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/how-to-release"><span>How to Prepare a Release</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href=" [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 11/9/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/contribute-code"><span class="arrow-prev">← </span><span>How to Contribute Code</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/how-to-release"><span>How to Prepare a Release</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="# [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/device.html b/content/docs/3.1.0_Chinese/device.html
index f8eb522..c446903 100644
--- a/content/docs/3.1.0_Chinese/device.html
+++ b/content/docs/3.1.0_Chinese/device.html
@@ -77,7 +77,7 @@ host = device.get_default_device() <span class="hljs-comment"># get the default
ary1 = device.create_cuda_gpus(<span class="hljs-number">2</span>) <span class="hljs-comment"># create 2 devices, starting from ID 0</span>
ary2 = device.create_cuda_gpus([<span class="hljs-number">0</span>,<span class="hljs-number">2</span>]) <span class="hljs-comment"># create 2 devices on ID 0 and 2</span>
</code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/examples"><span class="arrow-prev">← </span><span>Examples</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/tensor"><span>Tensor</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#特定设备">特定设备</a></li><li><a href="#用法示例">用法示例</a [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/9/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/examples"><span class="arrow-prev">← </span><span>Examples</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/tensor"><span>Tensor</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#特定设备">特定设备</a></li><li><a href="#用法示例">用法示例</a>< [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/device/index.html b/content/docs/3.1.0_Chinese/device/index.html
index f8eb522..c446903 100644
--- a/content/docs/3.1.0_Chinese/device/index.html
+++ b/content/docs/3.1.0_Chinese/device/index.html
@@ -77,7 +77,7 @@ host = device.get_default_device() <span class="hljs-comment"># get the default
ary1 = device.create_cuda_gpus(<span class="hljs-number">2</span>) <span class="hljs-comment"># create 2 devices, starting from ID 0</span>
ary2 = device.create_cuda_gpus([<span class="hljs-number">0</span>,<span class="hljs-number">2</span>]) <span class="hljs-comment"># create 2 devices on ID 0 and 2</span>
</code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/examples"><span class="arrow-prev">← </span><span>Examples</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/tensor"><span>Tensor</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#特定设备">特定设备</a></li><li><a href="#用法示例">用法示例</a [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/9/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/examples"><span class="arrow-prev">← </span><span>Examples</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/tensor"><span>Tensor</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#特定设备">特定设备</a></li><li><a href="#用法示例">用法示例</a>< [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/dist-train.html b/content/docs/3.1.0_Chinese/dist-train.html
index 457acd3..9be0938 100644
--- a/content/docs/3.1.0_Chinese/dist-train.html
+++ b/content/docs/3.1.0_Chinese/dist-train.html
@@ -348,7 +348,7 @@ Evaluation accuracy = <span class="hljs-number">0.988682</span>
<h3><a class="anchor" aria-hidden="true" id="distopt的python接口"></a><a href="#distopt的python接口" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2. [...]
<p>然后，python接口提供了一个<a href="https://github.com/apache/singa/blob/master/python/singa/opt.py">DistOpt</a>类来封装一个<a href="https://github.com/apache/singa/blob/master/python/singa/opt.py">optimizer</a>对象，以执行基于MPI或Multiprocess的分布式训练。在初始化过程中，它创建了一个NCCL communicator对象（来自于上面小节提到的C接口），然后，<code>DistOpt</code>中的每一次all-reduce操作都会用到这个communicator对象。</p>
<p>在MPI或Multiprocess中，每个进程都有一个独立的rank，它给出了各个进程使用的GPU的信息。训练数据是被拆分的，因此每个进程可以根据一部分训练数据来评估子梯度。一旦每个进程的子梯度被计算出来，就可以将所有进程计算出的子梯度做all-reduce，得到总体随机梯度。</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/11/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/onnx"><span class="arrow-prev">← </span><span>ONNX</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/time-profiling"><span>Time Profiling</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#使用">使用</a><ul class="toc-headings"><li [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 11/9/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/onnx"><span class="arrow-prev">← </span><span>ONNX</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/time-profiling"><span>Time Profiling</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#使用">使用</a><ul class="toc-headings"><li> [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/dist-train/index.html b/content/docs/3.1.0_Chinese/dist-train/index.html
index 457acd3..9be0938 100644
--- a/content/docs/3.1.0_Chinese/dist-train/index.html
+++ b/content/docs/3.1.0_Chinese/dist-train/index.html
@@ -348,7 +348,7 @@ Evaluation accuracy = <span class="hljs-number">0.988682</span>
<h3><a class="anchor" aria-hidden="true" id="distopt的python接口"></a><a href="#distopt的python接口" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2. [...]
<p>然后，python接口提供了一个<a href="https://github.com/apache/singa/blob/master/python/singa/opt.py">DistOpt</a>类来封装一个<a href="https://github.com/apache/singa/blob/master/python/singa/opt.py">optimizer</a>对象，以执行基于MPI或Multiprocess的分布式训练。在初始化过程中，它创建了一个NCCL communicator对象（来自于上面小节提到的C接口），然后，<code>DistOpt</code>中的每一次all-reduce操作都会用到这个communicator对象。</p>
<p>在MPI或Multiprocess中，每个进程都有一个独立的rank，它给出了各个进程使用的GPU的信息。训练数据是被拆分的，因此每个进程可以根据一部分训练数据来评估子梯度。一旦每个进程的子梯度被计算出来，就可以将所有进程计算出的子梯度做all-reduce，得到总体随机梯度。</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/11/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/onnx"><span class="arrow-prev">← </span><span>ONNX</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/time-profiling"><span>Time Profiling</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#使用">使用</a><ul class="toc-headings"><li [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 11/9/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/onnx"><span class="arrow-prev">← </span><span>ONNX</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/time-profiling"><span>Time Profiling</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#使用">使用</a><ul class="toc-headings"><li> [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/downloads.html b/content/docs/3.1.0_Chinese/downloads.html
index f01ad0c..4dc76aa 100644
--- a/content/docs/3.1.0_Chinese/downloads.html
+++ b/content/docs/3.1.0_Chinese/downloads.html
@@ -224,7 +224,7 @@
<li>使用gtest进行单元测试。</li>
</ul></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 22/11/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/time-profiling"><span class="arrow-prev">← </span><span>Time Profiling</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/build"><span>Build SINGA from Source</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#verify">Verify</a> [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 11/22/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/time-profiling"><span class="arrow-prev">← </span><span>Time Profiling</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/build"><span>Build SINGA from Source</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#verify">Verify</a> [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/downloads/index.html b/content/docs/3.1.0_Chinese/downloads/index.html
index f01ad0c..4dc76aa 100644
--- a/content/docs/3.1.0_Chinese/downloads/index.html
+++ b/content/docs/3.1.0_Chinese/downloads/index.html
@@ -224,7 +224,7 @@
<li>使用gtest进行单元测试。</li>
</ul></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 22/11/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/time-profiling"><span class="arrow-prev">← </span><span>Time Profiling</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/build"><span>Build SINGA from Source</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#verify">Verify</a> [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 11/22/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/time-profiling"><span class="arrow-prev">← </span><span>Time Profiling</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/build"><span>Build SINGA from Source</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#verify">Verify</a> [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/examples.html b/content/docs/3.1.0_Chinese/examples.html
index 716f839..59cacd2 100644
--- a/content/docs/3.1.0_Chinese/examples.html
+++ b/content/docs/3.1.0_Chinese/examples.html
@@ -137,7 +137,7 @@
<li>MNIST数据集的有限玻尔兹曼机, <a href="">source</a>,
<a href="https://colab.research.google.com/drive/19996noGu9JyHHkVmp4edBGu7PJSRQKsd">Colab</a>.</li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 18/09/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/software-stack"><span class="arrow-prev">← </span><span>Software Stack</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/device"><span>Device</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#图像分类">图像分类</a></li><li><a href="#目 [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 9/18/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/software-stack"><span class="arrow-prev">← </span><span>Software Stack</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/device"><span>Device</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#图像分类">图像分类</a></li><li><a href="#目标 [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/examples/index.html b/content/docs/3.1.0_Chinese/examples/index.html
index 716f839..59cacd2 100644
--- a/content/docs/3.1.0_Chinese/examples/index.html
+++ b/content/docs/3.1.0_Chinese/examples/index.html
@@ -137,7 +137,7 @@
<li>MNIST数据集的有限玻尔兹曼机, <a href="">source</a>,
<a href="https://colab.research.google.com/drive/19996noGu9JyHHkVmp4edBGu7PJSRQKsd">Colab</a>.</li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 18/09/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/software-stack"><span class="arrow-prev">← </span><span>Software Stack</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/device"><span>Device</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#图像分类">图像分类</a></li><li><a href="#目 [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 9/18/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/software-stack"><span class="arrow-prev">← </span><span>Software Stack</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/device"><span>Device</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#图像分类">图像分类</a></li><li><a href="#目标 [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/git-workflow.html b/content/docs/3.1.0_Chinese/git-workflow.html
index a757c59..0835b47 100644
--- a/content/docs/3.1.0_Chinese/git-workflow.html
+++ b/content/docs/3.1.0_Chinese/git-workflow.html
@@ -118,7 +118,7 @@ git push asf dev:dev
</code></pre>
<p>不要使用rebase来合并PR，并禁用fast forward。</p></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/11/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/how-to-release"><span class="arrow-prev">← </span><span>How to Prepare a Release</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#对于开发者">对于开发者</a></li><li><a href="#对于committers">对于Committers</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="s [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 11/9/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/how-to-release"><span class="arrow-prev">← </span><span>How to Prepare a Release</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#对于开发者">对于开发者</a></li><li><a href="#对于committers">对于Committers</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="si [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/git-workflow/index.html b/content/docs/3.1.0_Chinese/git-workflow/index.html
index a757c59..0835b47 100644
--- a/content/docs/3.1.0_Chinese/git-workflow/index.html
+++ b/content/docs/3.1.0_Chinese/git-workflow/index.html
@@ -118,7 +118,7 @@ git push asf dev:dev
</code></pre>
<p>不要使用rebase来合并PR，并禁用fast forward。</p></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/11/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/how-to-release"><span class="arrow-prev">← </span><span>How to Prepare a Release</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#对于开发者">对于开发者</a></li><li><a href="#对于committers">对于Committers</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="s [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 11/9/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/how-to-release"><span class="arrow-prev">← </span><span>How to Prepare a Release</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#对于开发者">对于开发者</a></li><li><a href="#对于committers">对于Committers</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="si [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/graph.html b/content/docs/3.1.0_Chinese/graph.html
index a33c510..5c3fa59 100644
--- a/content/docs/3.1.0_Chinese/graph.html
+++ b/content/docs/3.1.0_Chinese/graph.html
@@ -490,7 +490,7 @@ C->device()->Exec(
<li>在启用计算图的情况下进行训练，可以显著减少内存占用。</li>
<li>目前，在速度上有一点改进。在效率方面还可以做更多的优化。</li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 04/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/optimizer"><span class="arrow-prev">← </span><span>Optimizer</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/onnx"><span>ONNX</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#样例">样例</a></li><li><a href="#实现">实现</a><ul class [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/4/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/optimizer"><span class="arrow-prev">← </span><span>Optimizer</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/onnx"><span>ONNX</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#样例">样例</a></li><li><a href="#实现">实现</a><ul class= [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/graph/index.html b/content/docs/3.1.0_Chinese/graph/index.html
index a33c510..5c3fa59 100644
--- a/content/docs/3.1.0_Chinese/graph/index.html
+++ b/content/docs/3.1.0_Chinese/graph/index.html
@@ -490,7 +490,7 @@ C->device()->Exec(
<li>在启用计算图的情况下进行训练，可以显著减少内存占用。</li>
<li>目前，在速度上有一点改进。在效率方面还可以做更多的优化。</li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 04/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/optimizer"><span class="arrow-prev">← </span><span>Optimizer</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/onnx"><span>ONNX</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#样例">样例</a></li><li><a href="#实现">实现</a><ul class [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/4/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/optimizer"><span class="arrow-prev">← </span><span>Optimizer</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/onnx"><span>ONNX</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#样例">样例</a></li><li><a href="#实现">实现</a><ul class= [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/history-singa.html b/content/docs/3.1.0_Chinese/history-singa.html
index b250efe..a81a409 100644
--- a/content/docs/3.1.0_Chinese/history-singa.html
+++ b/content/docs/3.1.0_Chinese/history-singa.html
@@ -87,7 +87,7 @@ Chin Ooi, Jie Shao, Moaz Reyad.
<h2><a class="anchor" aria-hidden="true" id="license"></a><a href="#license" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
<p>SINGA以<a href="http://www.apache.org/licenses/LICENSE-2.0">Apache License Version 2.0</a>
版本发布。</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/team-list"><span class="arrow-prev">← </span><span>The SINGA Team</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/wheel-cpu"><span>CPU only</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#历史">历史</a></li><li><a href="#licen [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/team-list"><span class="arrow-prev">← </span><span>The SINGA Team</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/wheel-cpu"><span>CPU only</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#历史">历史</a></li><li><a href="#license [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/history-singa/index.html b/content/docs/3.1.0_Chinese/history-singa/index.html
index b250efe..a81a409 100644
--- a/content/docs/3.1.0_Chinese/history-singa/index.html
+++ b/content/docs/3.1.0_Chinese/history-singa/index.html
@@ -87,7 +87,7 @@ Chin Ooi, Jie Shao, Moaz Reyad.
<h2><a class="anchor" aria-hidden="true" id="license"></a><a href="#license" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
<p>SINGA以<a href="http://www.apache.org/licenses/LICENSE-2.0">Apache License Version 2.0</a>
版本发布。</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/team-list"><span class="arrow-prev">← </span><span>The SINGA Team</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/wheel-cpu"><span>CPU only</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#历史">历史</a></li><li><a href="#licen [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/team-list"><span class="arrow-prev">← </span><span>The SINGA Team</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/wheel-cpu"><span>CPU only</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#历史">历史</a></li><li><a href="#license [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/how-to-release.html b/content/docs/3.1.0_Chinese/how-to-release.html
index e79411e..3e46245 100644
--- a/content/docs/3.1.0_Chinese/how-to-release.html
+++ b/content/docs/3.1.0_Chinese/how-to-release.html
@@ -213,7 +213,7 @@ and contributions to the project.
On behalf of the SINGA team, {SINGA Team Member Name}
</code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 21/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/contribute-docs"><span class="arrow-prev">← </span><span>How to Contribute to Documentation</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/git-workflow"><span>Git Workflow</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" i [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/21/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/contribute-docs"><span class="arrow-prev">← </span><span>How to Contribute to Documentation</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/git-workflow"><span>Git Workflow</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" i [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/how-to-release/index.html b/content/docs/3.1.0_Chinese/how-to-release/index.html
index e79411e..3e46245 100644
--- a/content/docs/3.1.0_Chinese/how-to-release/index.html
+++ b/content/docs/3.1.0_Chinese/how-to-release/index.html
@@ -213,7 +213,7 @@ and contributions to the project.
On behalf of the SINGA team, {SINGA Team Member Name}
</code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 21/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/contribute-docs"><span class="arrow-prev">← </span><span>How to Contribute to Documentation</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/git-workflow"><span>Git Workflow</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" i [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/21/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/contribute-docs"><span class="arrow-prev">← </span><span>How to Contribute to Documentation</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/git-workflow"><span>Git Workflow</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" i [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/install-win.html b/content/docs/3.1.0_Chinese/install-win.html
index def4462..3144518 100644
--- a/content/docs/3.1.0_Chinese/install-win.html
+++ b/content/docs/3.1.0_Chinese/install-win.html
@@ -302,7 +302,7 @@ SingaEnv\Scripts\activate
</ul>
<p>运行单元测试的视频教程可以在这里找到：</p>
<p><a href="https://www.youtube.com/watch?v=YOjwtrvTPn4"><img src="https://img.youtube.com/vi/YOjwtrvTPn4/0.jpg" alt="youtube video"></a></p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/11/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#安装依赖项">安装依赖项</a></li><li><a href="#构建singa源代码">构建SINGA源代码</a></li><li><a href="#安装python模块">安装python模块</a></li><li><a href="#运行单元测试">运行单元测试</a></li><li><a href="#构建包含cuda的gpu支持">构建包含cuda的GPU支持</a><ul class="toc-headings"><li><a href="#安装依赖项-1">安装依赖项</a></li><li><a href="#构建singa源代码-1">构建 [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 11/9/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#安装依赖项">安装依赖项</a></li><li><a href="#构建singa源代码">构建SINGA源代码</a></li><li><a href="#安装python模块">安装python模块</a></li><li><a href="#运行单元测试">运行单元测试</a></li><li><a href="#构建包含cuda的gpu支持">构建包含cuda的GPU支持</a><ul class="toc-headings"><li><a href="#安装依赖项-1">安装依赖项</a></li><li><a href="#构建singa源代码-1">构建S [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/install-win/index.html b/content/docs/3.1.0_Chinese/install-win/index.html
index def4462..3144518 100644
--- a/content/docs/3.1.0_Chinese/install-win/index.html
+++ b/content/docs/3.1.0_Chinese/install-win/index.html
@@ -302,7 +302,7 @@ SingaEnv\Scripts\activate
</ul>
<p>运行单元测试的视频教程可以在这里找到：</p>
<p><a href="https://www.youtube.com/watch?v=YOjwtrvTPn4"><img src="https://img.youtube.com/vi/YOjwtrvTPn4/0.jpg" alt="youtube video"></a></p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/11/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#安装依赖项">安装依赖项</a></li><li><a href="#构建singa源代码">构建SINGA源代码</a></li><li><a href="#安装python模块">安装python模块</a></li><li><a href="#运行单元测试">运行单元测试</a></li><li><a href="#构建包含cuda的gpu支持">构建包含cuda的GPU支持</a><ul class="toc-headings"><li><a href="#安装依赖项-1">安装依赖项</a></li><li><a href="#构建singa源代码-1">构建 [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 11/9/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#安装依赖项">安装依赖项</a></li><li><a href="#构建singa源代码">构建SINGA源代码</a></li><li><a href="#安装python模块">安装python模块</a></li><li><a href="#运行单元测试">运行单元测试</a></li><li><a href="#构建包含cuda的gpu支持">构建包含cuda的GPU支持</a><ul class="toc-headings"><li><a href="#安装依赖项-1">安装依赖项</a></li><li><a href="#构建singa源代码-1">构建S [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/installation.html b/content/docs/3.1.0_Chinese/installation.html
index 7bb2421..dfe4f34 100644
--- a/content/docs/3.1.0_Chinese/installation.html
+++ b/content/docs/3.1.0_Chinese/installation.html
@@ -173,7 +173,7 @@ conda install -c nusdbsystem -c conda-forge singa-cpu
PyThreadState_Get: no current thread Abort trap: 6"</p>
<p>A: 这个错误通常发生在系统中有多个 Python 版本的时候，例如，操作系统自带的版本和 Homebrew 安装的版本。SINGA链接的Python必须与Python解释器相同。您可以通过<code>which python</code>来检查解释器python版本并通过<code>otool -L <path to _singa_wrap.so></code> 检查 SINGA 链接的 Python，如果通过conda安装SINGA，这个问题应该可以解决。</p></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 16/01/2021</em></div><div class="docs-prevnext"><a class="docs-next button" href="/docs/3.1.0_Chinese/software-stack"><span>Software Stack</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#使用conda">使用Conda</a></li><li><a href="#使用pip">使用pip</a></li><li><a href="#使用docker">使用Docker</a></li><li><a href="#从源码编译">从源码编译</a></li><li><a href="#faq [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 1/16/2021</em></div><div class="docs-prevnext"><a class="docs-next button" href="/docs/3.1.0_Chinese/software-stack"><span>Software Stack</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#使用conda">使用Conda</a></li><li><a href="#使用pip">使用pip</a></li><li><a href="#使用docker">使用Docker</a></li><li><a href="#从源码编译">从源码编译</a></li><li><a href="#faq" [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/installation/index.html b/content/docs/3.1.0_Chinese/installation/index.html
index 7bb2421..dfe4f34 100644
--- a/content/docs/3.1.0_Chinese/installation/index.html
+++ b/content/docs/3.1.0_Chinese/installation/index.html
@@ -173,7 +173,7 @@ conda install -c nusdbsystem -c conda-forge singa-cpu
PyThreadState_Get: no current thread Abort trap: 6"</p>
<p>A: 这个错误通常发生在系统中有多个 Python 版本的时候，例如，操作系统自带的版本和 Homebrew 安装的版本。SINGA链接的Python必须与Python解释器相同。您可以通过<code>which python</code>来检查解释器python版本并通过<code>otool -L <path to _singa_wrap.so></code> 检查 SINGA 链接的 Python，如果通过conda安装SINGA，这个问题应该可以解决。</p></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 16/01/2021</em></div><div class="docs-prevnext"><a class="docs-next button" href="/docs/3.1.0_Chinese/software-stack"><span>Software Stack</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#使用conda">使用Conda</a></li><li><a href="#使用pip">使用pip</a></li><li><a href="#使用docker">使用Docker</a></li><li><a href="#从源码编译">从源码编译</a></li><li><a href="#faq [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 1/16/2021</em></div><div class="docs-prevnext"><a class="docs-next button" href="/docs/3.1.0_Chinese/software-stack"><span>Software Stack</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#使用conda">使用Conda</a></li><li><a href="#使用pip">使用pip</a></li><li><a href="#使用docker">使用Docker</a></li><li><a href="#从源码编译">从源码编译</a></li><li><a href="#faq" [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/issue-tracking.html b/content/docs/3.1.0_Chinese/issue-tracking.html
index 5f74ab1..3cddfa4 100644
--- a/content/docs/3.1.0_Chinese/issue-tracking.html
+++ b/content/docs/3.1.0_Chinese/issue-tracking.html
@@ -63,7 +63,7 @@
</script></nav></div><div class="container mainContainer docsContainer"><div class="wrapper"><div class="post"><header class="postHeader"><a class="edit-page-link button" href="https://github.com/apache/singa-doc/blob/master/docs-site/docs/issue-tracking.md" target="_blank" rel="noreferrer noopener">Edit</a><h1 id="__docusaurus" class="postHeaderTitle">Issue Tracking</h1></header><article><div><span><!--- Licensed to the Apache Software Foundation (ASF) under one or more contribu [...]
<p>SINGA使用<a href="https://issues.apache.org/jira/browse/singa">JIRA</a>来管理问题，包括bug、新功能和讨论。</p>
<p>我们现在正在转移到<a href="https://github.com/apache/singa/issues">Github Issues</a>。</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/mail-lists"><span class="arrow-prev">← </span><span>Project Mailing Lists</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/security"><span>Security</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class= [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/mail-lists"><span class="arrow-prev">← </span><span>Project Mailing Lists</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/security"><span>Security</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="s [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/issue-tracking/index.html b/content/docs/3.1.0_Chinese/issue-tracking/index.html
index 5f74ab1..3cddfa4 100644
--- a/content/docs/3.1.0_Chinese/issue-tracking/index.html
+++ b/content/docs/3.1.0_Chinese/issue-tracking/index.html
@@ -63,7 +63,7 @@
</script></nav></div><div class="container mainContainer docsContainer"><div class="wrapper"><div class="post"><header class="postHeader"><a class="edit-page-link button" href="https://github.com/apache/singa-doc/blob/master/docs-site/docs/issue-tracking.md" target="_blank" rel="noreferrer noopener">Edit</a><h1 id="__docusaurus" class="postHeaderTitle">Issue Tracking</h1></header><article><div><span><!--- Licensed to the Apache Software Foundation (ASF) under one or more contribu [...]
<p>SINGA使用<a href="https://issues.apache.org/jira/browse/singa">JIRA</a>来管理问题，包括bug、新功能和讨论。</p>
<p>我们现在正在转移到<a href="https://github.com/apache/singa/issues">Github Issues</a>。</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/mail-lists"><span class="arrow-prev">← </span><span>Project Mailing Lists</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/security"><span>Security</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class= [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/mail-lists"><span class="arrow-prev">← </span><span>Project Mailing Lists</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/security"><span>Security</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="s [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/mail-lists.html b/content/docs/3.1.0_Chinese/mail-lists.html
index f4ae0d0..2db4168 100644
--- a/content/docs/3.1.0_Chinese/mail-lists.html
+++ b/content/docs/3.1.0_Chinese/mail-lists.html
@@ -72,7 +72,7 @@
<tr><td>Security</td><td><a href="mailto:security@singa.apache.org">security@singa.apache.org</a></td><td>private</td><td>private</td><td>private</td></tr>
</tbody>
</table>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/source-repository"><span class="arrow-prev">← </span><span>Source Repository</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/issue-tracking"><span>Issue Tracking</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"> [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/source-repository"><span class="arrow-prev">← </span><span>Source Repository</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/issue-tracking"><span>Issue Tracking</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><s [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/mail-lists/index.html b/content/docs/3.1.0_Chinese/mail-lists/index.html
index f4ae0d0..2db4168 100644
--- a/content/docs/3.1.0_Chinese/mail-lists/index.html
+++ b/content/docs/3.1.0_Chinese/mail-lists/index.html
@@ -72,7 +72,7 @@
<tr><td>Security</td><td><a href="mailto:security@singa.apache.org">security@singa.apache.org</a></td><td>private</td><td>private</td><td>private</td></tr>
</tbody>
</table>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/source-repository"><span class="arrow-prev">← </span><span>Source Repository</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/issue-tracking"><span>Issue Tracking</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"> [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/source-repository"><span class="arrow-prev">← </span><span>Source Repository</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/issue-tracking"><span>Issue Tracking</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><s [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/onnx.html b/content/docs/3.1.0_Chinese/onnx.html
index a254230..a0e5817 100644
--- a/content/docs/3.1.0_Chinese/onnx.html
+++ b/content/docs/3.1.0_Chinese/onnx.html
@@ -658,7 +658,7 @@ test(new_model, valid_x, valid_y, dev=dev)
<p>该类最后返回一个<code>SingaRep</code>对象，并在其中存储所有SINGA时序和运算符。</p>
<h3><a class="anchor" aria-hidden="true" id="singarep"></a><a href="#singarep" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 [...]
<p><code>SingaBackend</code>存储所有的SINGA tensors和运算符。<code>run</code>接受模型的输入，并按照运算符队列逐个运行SINGA运算符。用户可以使用<code>last_layers</code>来决定是否将模型运行到最后几层。将 <code>all_outputs</code> 设置为 <code>False</code> 表示只得到最后的输出，设置为 <code>True</code> 表示也得到所有的中间输出。</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 20/09/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/graph"><span class="arrow-prev">← </span><span>Model</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/dist-train"><span>Distributed Training</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#通常用法">通常用法</a><ul class="toc-headi [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 9/20/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/graph"><span class="arrow-prev">← </span><span>Model</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/dist-train"><span>Distributed Training</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#通常用法">通常用法</a><ul class="toc-headin [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/onnx/index.html b/content/docs/3.1.0_Chinese/onnx/index.html
index a254230..a0e5817 100644
--- a/content/docs/3.1.0_Chinese/onnx/index.html
+++ b/content/docs/3.1.0_Chinese/onnx/index.html
@@ -658,7 +658,7 @@ test(new_model, valid_x, valid_y, dev=dev)
<p>该类最后返回一个<code>SingaRep</code>对象，并在其中存储所有SINGA时序和运算符。</p>
<h3><a class="anchor" aria-hidden="true" id="singarep"></a><a href="#singarep" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 [...]
<p><code>SingaBackend</code>存储所有的SINGA tensors和运算符。<code>run</code>接受模型的输入，并按照运算符队列逐个运行SINGA运算符。用户可以使用<code>last_layers</code>来决定是否将模型运行到最后几层。将 <code>all_outputs</code> 设置为 <code>False</code> 表示只得到最后的输出，设置为 <code>True</code> 表示也得到所有的中间输出。</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 20/09/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/graph"><span class="arrow-prev">← </span><span>Model</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/dist-train"><span>Distributed Training</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#通常用法">通常用法</a><ul class="toc-headi [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 9/20/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/graph"><span class="arrow-prev">← </span><span>Model</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/dist-train"><span>Distributed Training</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#通常用法">通常用法</a><ul class="toc-headin [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/optimizer.html b/content/docs/3.1.0_Chinese/optimizer.html
index bf3a770..7d9b179 100644
--- a/content/docs/3.1.0_Chinese/optimizer.html
+++ b/content/docs/3.1.0_Chinese/optimizer.html
@@ -160,7 +160,7 @@ model.set_optimizer(sgd)
<span class="hljs-comment"># Training with one batch</span>
out, loss = model(tx, ty)
</code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 07/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/autograd"><span class="arrow-prev">← </span><span>Autograd</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/graph"><span>Model</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#创建一个优化器">创建一个优化器</a></li><li><a href="#创建一个衰减调度器 [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/7/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/autograd"><span class="arrow-prev">← </span><span>Autograd</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/graph"><span>Model</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#创建一个优化器">创建一个优化器</a></li><li><a href="#创建一个衰减调度器"> [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/optimizer/index.html b/content/docs/3.1.0_Chinese/optimizer/index.html
index bf3a770..7d9b179 100644
--- a/content/docs/3.1.0_Chinese/optimizer/index.html
+++ b/content/docs/3.1.0_Chinese/optimizer/index.html
@@ -160,7 +160,7 @@ model.set_optimizer(sgd)
<span class="hljs-comment"># Training with one batch</span>
out, loss = model(tx, ty)
</code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 07/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/autograd"><span class="arrow-prev">← </span><span>Autograd</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/graph"><span>Model</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#创建一个优化器">创建一个优化器</a></li><li><a href="#创建一个衰减调度器 [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/7/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/autograd"><span class="arrow-prev">← </span><span>Autograd</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/graph"><span>Model</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#创建一个优化器">创建一个优化器</a></li><li><a href="#创建一个衰减调度器"> [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/security.html b/content/docs/3.1.0_Chinese/security.html
index 4d383e6..bc39795 100644
--- a/content/docs/3.1.0_Chinese/security.html
+++ b/content/docs/3.1.0_Chinese/security.html
@@ -62,7 +62,7 @@
});
</script></nav></div><div class="container mainContainer docsContainer"><div class="wrapper"><div class="post"><header class="postHeader"><a class="edit-page-link button" href="https://github.com/apache/singa-doc/blob/master/docs-site/docs/security.md" target="_blank" rel="noreferrer noopener">Edit</a><h1 id="__docusaurus" class="postHeaderTitle">Security</h1></header><article><div><span><!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license [...]
<p>用户可以向<a href="mailto:security@singa.apache.org">SINGA安全团队邮件列表</a>报告安全漏洞。</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/issue-tracking"><span class="arrow-prev">← </span><span>Issue Tracking</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/team-list"><span>The SINGA Team</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section cl [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/issue-tracking"><span class="arrow-prev">← </span><span>Issue Tracking</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/team-list"><span>The SINGA Team</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section clas [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/security/index.html b/content/docs/3.1.0_Chinese/security/index.html
index 4d383e6..bc39795 100644
--- a/content/docs/3.1.0_Chinese/security/index.html
+++ b/content/docs/3.1.0_Chinese/security/index.html
@@ -62,7 +62,7 @@
});
</script></nav></div><div class="container mainContainer docsContainer"><div class="wrapper"><div class="post"><header class="postHeader"><a class="edit-page-link button" href="https://github.com/apache/singa-doc/blob/master/docs-site/docs/security.md" target="_blank" rel="noreferrer noopener">Edit</a><h1 id="__docusaurus" class="postHeaderTitle">Security</h1></header><article><div><span><!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license [...]
<p>用户可以向<a href="mailto:security@singa.apache.org">SINGA安全团队邮件列表</a>报告安全漏洞。</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/issue-tracking"><span class="arrow-prev">← </span><span>Issue Tracking</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/team-list"><span>The SINGA Team</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section cl [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/issue-tracking"><span class="arrow-prev">← </span><span>Issue Tracking</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/team-list"><span>The SINGA Team</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section clas [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/software-stack.html b/content/docs/3.1.0_Chinese/software-stack.html
index 0f7fab0..2928855 100644
--- a/content/docs/3.1.0_Chinese/software-stack.html
+++ b/content/docs/3.1.0_Chinese/software-stack.html
@@ -110,7 +110,7 @@
<li>SingaFrontend用于将SINGA模型保存为onnx格式。</li>
<li>SingaBackend 用于将 onnx 格式的模型加载到 SINGA 中进行训练和inference。</li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/11/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/installation"><span class="arrow-prev">← </span><span>Installation</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/examples"><span>Examples</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#底层后端">底层后端</a><ul class="toc-headi [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 11/9/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/installation"><span class="arrow-prev">← </span><span>Installation</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/examples"><span>Examples</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#底层后端">底层后端</a><ul class="toc-headin [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/software-stack/index.html b/content/docs/3.1.0_Chinese/software-stack/index.html
index 0f7fab0..2928855 100644
--- a/content/docs/3.1.0_Chinese/software-stack/index.html
+++ b/content/docs/3.1.0_Chinese/software-stack/index.html
@@ -110,7 +110,7 @@
<li>SingaFrontend用于将SINGA模型保存为onnx格式。</li>
<li>SingaBackend 用于将 onnx 格式的模型加载到 SINGA 中进行训练和inference。</li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/11/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/installation"><span class="arrow-prev">← </span><span>Installation</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/examples"><span>Examples</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#底层后端">底层后端</a><ul class="toc-headi [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 11/9/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/installation"><span class="arrow-prev">← </span><span>Installation</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/examples"><span>Examples</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#底层后端">底层后端</a><ul class="toc-headin [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/source-repository.html b/content/docs/3.1.0_Chinese/source-repository.html
index 4eeb5a2..239866e 100644
--- a/content/docs/3.1.0_Chinese/source-repository.html
+++ b/content/docs/3.1.0_Chinese/source-repository.html
@@ -74,7 +74,7 @@
<p>代码可以从任何一个repo中克隆，例如：</p>
<pre><code class="hljs">git clone https://github.com/apache/singa.git
</code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-next button" href="/docs/3.1.0_Chinese/mail-lists"><span>Project Mailing Lists</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#repository">Repository</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src= [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-next button" href="/docs/3.1.0_Chinese/mail-lists"><span>Project Mailing Lists</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#repository">Repository</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/ [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/source-repository/index.html b/content/docs/3.1.0_Chinese/source-repository/index.html
index 4eeb5a2..239866e 100644
--- a/content/docs/3.1.0_Chinese/source-repository/index.html
+++ b/content/docs/3.1.0_Chinese/source-repository/index.html
@@ -74,7 +74,7 @@
<p>代码可以从任何一个repo中克隆，例如：</p>
<pre><code class="hljs">git clone https://github.com/apache/singa.git
</code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-next button" href="/docs/3.1.0_Chinese/mail-lists"><span>Project Mailing Lists</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#repository">Repository</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src= [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-next button" href="/docs/3.1.0_Chinese/mail-lists"><span>Project Mailing Lists</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#repository">Repository</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/ [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/team-list.html b/content/docs/3.1.0_Chinese/team-list.html
index cbe9844..1658ee7 100644
--- a/content/docs/3.1.0_Chinese/team-list.html
+++ b/content/docs/3.1.0_Chinese/team-list.html
@@ -118,7 +118,7 @@
<tr><td>Chang Yao</td><td><a href="mailto:yaochang2009@gmail.com">yaochang2009@gmail.com</a></td><td>Hangzhou MZH Technologies</td></tr>
</tbody>
</table>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 21/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/security"><span class="arrow-prev">← </span><span>Security</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/history-singa"><span>History of SINGA</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#pmc">PMC</a></li><li><a href= [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/21/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/security"><span class="arrow-prev">← </span><span>Security</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/history-singa"><span>History of SINGA</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#pmc">PMC</a></li><li><a href= [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/team-list/index.html b/content/docs/3.1.0_Chinese/team-list/index.html
index cbe9844..1658ee7 100644
--- a/content/docs/3.1.0_Chinese/team-list/index.html
+++ b/content/docs/3.1.0_Chinese/team-list/index.html
@@ -118,7 +118,7 @@
<tr><td>Chang Yao</td><td><a href="mailto:yaochang2009@gmail.com">yaochang2009@gmail.com</a></td><td>Hangzhou MZH Technologies</td></tr>
</tbody>
</table>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 21/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/security"><span class="arrow-prev">← </span><span>Security</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/history-singa"><span>History of SINGA</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#pmc">PMC</a></li><li><a href= [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/21/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/security"><span class="arrow-prev">← </span><span>Security</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/history-singa"><span>History of SINGA</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#pmc">PMC</a></li><li><a href= [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/tensor.html b/content/docs/3.1.0_Chinese/tensor.html
index 792dc9a..0cc7f07 100644
--- a/content/docs/3.1.0_Chinese/tensor.html
+++ b/content/docs/3.1.0_Chinese/tensor.html
@@ -235,7 +235,7 @@ CTensor = singa.Tensor
<p><em>进行中</em></p>
<h2><a class="anchor" aria-hidden="true" id="cpp-api"></a><a href="#cpp-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
<p><em>进行中</em></p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/11/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/device"><span class="arrow-prev">← </span><span>Device</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/autograd"><span>Autograd</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#tensor用法">Tensor用法</a><ul class="toc-headings" [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 11/9/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/device"><span class="arrow-prev">← </span><span>Device</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/autograd"><span>Autograd</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#tensor用法">Tensor用法</a><ul class="toc-headings"> [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/tensor/index.html b/content/docs/3.1.0_Chinese/tensor/index.html
index 792dc9a..0cc7f07 100644
--- a/content/docs/3.1.0_Chinese/tensor/index.html
+++ b/content/docs/3.1.0_Chinese/tensor/index.html
@@ -235,7 +235,7 @@ CTensor = singa.Tensor
<p><em>进行中</em></p>
<h2><a class="anchor" aria-hidden="true" id="cpp-api"></a><a href="#cpp-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
<p><em>进行中</em></p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/11/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/device"><span class="arrow-prev">← </span><span>Device</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/autograd"><span>Autograd</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#tensor用法">Tensor用法</a><ul class="toc-headings" [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 11/9/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/device"><span class="arrow-prev">← </span><span>Device</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/autograd"><span>Autograd</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#tensor用法">Tensor用法</a><ul class="toc-headings"> [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/time-profiling.html b/content/docs/3.1.0_Chinese/time-profiling.html
index 495d6e2..375a974 100644
--- a/content/docs/3.1.0_Chinese/time-profiling.html
+++ b/content/docs/3.1.0_Chinese/time-profiling.html
@@ -195,7 +195,7 @@ Backward Propagation <span class="hljs-built_in">Time</span> <span class="hljs-s
<span class="hljs-string">.</span>
<span class="hljs-string">.</span>
</code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 27/09/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/dist-train"><span class="arrow-prev">← </span><span>Distributed Training</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/downloads"><span>Download SINGA</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#设置时间分析verbosity">设置时间 [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 9/27/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/dist-train"><span class="arrow-prev">← </span><span>Distributed Training</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/downloads"><span>Download SINGA</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#设置时间分析verbosity">设置时间分 [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/time-profiling/index.html b/content/docs/3.1.0_Chinese/time-profiling/index.html
index 495d6e2..375a974 100644
--- a/content/docs/3.1.0_Chinese/time-profiling/index.html
+++ b/content/docs/3.1.0_Chinese/time-profiling/index.html
@@ -195,7 +195,7 @@ Backward Propagation <span class="hljs-built_in">Time</span> <span class="hljs-s
<span class="hljs-string">.</span>
<span class="hljs-string">.</span>
</code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 27/09/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/dist-train"><span class="arrow-prev">← </span><span>Distributed Training</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/downloads"><span>Download SINGA</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#设置时间分析verbosity">设置时间 [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 9/27/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/dist-train"><span class="arrow-prev">← </span><span>Distributed Training</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/downloads"><span>Download SINGA</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#设置时间分析verbosity">设置时间分 [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/wheel-cpu-dev.html b/content/docs/3.1.0_Chinese/wheel-cpu-dev.html
index e104c43..85f6ceb 100644
--- a/content/docs/3.1.0_Chinese/wheel-cpu-dev.html
+++ b/content/docs/3.1.0_Chinese/wheel-cpu-dev.html
@@ -67,7 +67,7 @@
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720-cp37-cp37m-manylinux2014_x86_64.whl">Python 3.7</a></li>
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720-cp38-cp38-manylinux2014_x86_64.whl">Python 3.8</a></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/wheel-cpu"><span class="arrow-prev">← </span><span>CPU only</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/wheel-gpu"><span>CUDA enabled</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></l [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/wheel-cpu"><span class="arrow-prev">← </span><span>CPU only</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/wheel-gpu"><span>CUDA enabled</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></li> [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/wheel-cpu-dev/index.html b/content/docs/3.1.0_Chinese/wheel-cpu-dev/index.html
index e104c43..85f6ceb 100644
--- a/content/docs/3.1.0_Chinese/wheel-cpu-dev/index.html
+++ b/content/docs/3.1.0_Chinese/wheel-cpu-dev/index.html
@@ -67,7 +67,7 @@
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720-cp37-cp37m-manylinux2014_x86_64.whl">Python 3.7</a></li>
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720-cp38-cp38-manylinux2014_x86_64.whl">Python 3.8</a></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/wheel-cpu"><span class="arrow-prev">← </span><span>CPU only</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/wheel-gpu"><span>CUDA enabled</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></l [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/wheel-cpu"><span class="arrow-prev">← </span><span>CPU only</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/wheel-gpu"><span>CUDA enabled</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></li> [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/wheel-cpu.html b/content/docs/3.1.0_Chinese/wheel-cpu.html
index f15af7e..bf976ee 100644
--- a/content/docs/3.1.0_Chinese/wheel-cpu.html
+++ b/content/docs/3.1.0_Chinese/wheel-cpu.html
@@ -73,7 +73,7 @@
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0-cp37-cp37m-manylinux2014_x86_64.whl">Python 3.7</a></li>
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0-cp38-cp38-manylinux2014_x86_64.whl">Python 3.8</a></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 21/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/history-singa"><span class="arrow-prev">← </span><span>History of SINGA</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/wheel-cpu-dev"><span>CPU only (dev version)</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#310">3.1.0 [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/21/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/history-singa"><span class="arrow-prev">← </span><span>History of SINGA</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/wheel-cpu-dev"><span>CPU only (dev version)</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#310">3.1.0 [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/wheel-cpu/index.html b/content/docs/3.1.0_Chinese/wheel-cpu/index.html
index f15af7e..bf976ee 100644
--- a/content/docs/3.1.0_Chinese/wheel-cpu/index.html
+++ b/content/docs/3.1.0_Chinese/wheel-cpu/index.html
@@ -73,7 +73,7 @@
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0-cp37-cp37m-manylinux2014_x86_64.whl">Python 3.7</a></li>
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0-cp38-cp38-manylinux2014_x86_64.whl">Python 3.8</a></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 21/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/history-singa"><span class="arrow-prev">← </span><span>History of SINGA</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/wheel-cpu-dev"><span>CPU only (dev version)</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#310">3.1.0 [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/21/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/history-singa"><span class="arrow-prev">← </span><span>History of SINGA</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/wheel-cpu-dev"><span>CPU only (dev version)</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#310">3.1.0 [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/wheel-gpu-dev.html b/content/docs/3.1.0_Chinese/wheel-gpu-dev.html
index f8255f0..6c66528 100644
--- a/content/docs/3.1.0_Chinese/wheel-gpu-dev.html
+++ b/content/docs/3.1.0_Chinese/wheel-gpu-dev.html
@@ -67,7 +67,7 @@
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720%2Bcuda10.2-cp37-cp37m-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.7</a></li>
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720%2Bcuda10.2-cp38-cp38-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.8</a></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/wheel-gpu"><span class="arrow-prev">← </span><span>CUDA enabled</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/i [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/wheel-gpu"><span class="arrow-prev">← </span><span>CUDA enabled</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/wheel-gpu-dev/index.html b/content/docs/3.1.0_Chinese/wheel-gpu-dev/index.html
index f8255f0..6c66528 100644
--- a/content/docs/3.1.0_Chinese/wheel-gpu-dev/index.html
+++ b/content/docs/3.1.0_Chinese/wheel-gpu-dev/index.html
@@ -67,7 +67,7 @@
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720%2Bcuda10.2-cp37-cp37m-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.7</a></li>
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720%2Bcuda10.2-cp38-cp38-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.8</a></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/wheel-gpu"><span class="arrow-prev">← </span><span>CUDA enabled</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/i [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/wheel-gpu"><span class="arrow-prev">← </span><span>CUDA enabled</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/wheel-gpu.html b/content/docs/3.1.0_Chinese/wheel-gpu.html
index bbf9d3d..afbe0dd 100644
--- a/content/docs/3.1.0_Chinese/wheel-gpu.html
+++ b/content/docs/3.1.0_Chinese/wheel-gpu.html
@@ -76,7 +76,7 @@
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0%2Bcuda10.2-cp37-cp37m-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.7</a></li>
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0%2Bcuda10.2-cp38-cp38-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.8</a></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 21/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/wheel-cpu-dev"><span class="arrow-prev">← </span><span>CPU only (dev version)</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/wheel-gpu-dev"><span>CUDA enabled (dev version)</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="# [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/21/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/wheel-cpu-dev"><span class="arrow-prev">← </span><span>CPU only (dev version)</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/wheel-gpu-dev"><span>CUDA enabled (dev version)</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="# [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/wheel-gpu/index.html b/content/docs/3.1.0_Chinese/wheel-gpu/index.html
index bbf9d3d..afbe0dd 100644
--- a/content/docs/3.1.0_Chinese/wheel-gpu/index.html
+++ b/content/docs/3.1.0_Chinese/wheel-gpu/index.html
@@ -76,7 +76,7 @@
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0%2Bcuda10.2-cp37-cp37m-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.7</a></li>
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0%2Bcuda10.2-cp38-cp38-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.8</a></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 21/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/wheel-cpu-dev"><span class="arrow-prev">← </span><span>CPU only (dev version)</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/wheel-gpu-dev"><span>CUDA enabled (dev version)</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="# [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/21/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/wheel-cpu-dev"><span class="arrow-prev">← </span><span>CPU only (dev version)</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/wheel-gpu-dev"><span>CUDA enabled (dev version)</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="# [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Viet/autograd.html b/content/docs/3.1.0_Viet/autograd.html
index 9862ebd..1a9fc7c 100644
--- a/content/docs/3.1.0_Viet/autograd.html
+++ b/content/docs/3.1.0_Viet/autograd.html
@@ -61,38 +61,58 @@
}
});
</script></nav></div><div class="container mainContainer docsContainer"><div class="wrapper"><div class="post"><header class="postHeader"><a class="edit-page-link button" href="https://github.com/apache/singa-doc/blob/master/docs-site/docs/autograd.md" target="_blank" rel="noreferrer noopener">Edit</a><h1 id="__docusaurus" class="postHeaderTitle">Autograd</h1></header><article><div><span><!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license [...]
-<p>Có hai cách thường dùng để sử dụng autograd, qua symbolic differentiation như là <a href="http://deeplearning.net/software/theano/index.html">Theano</a> hoặc reverse
+<p>Có hai cách thường dùng để sử dụng autograd, qua symbolic differentiation như là
+<a href="http://deeplearning.net/software/theano/index.html">Theano</a> hoặc reverse
differentiation như là
-<a href="https://pytorch.org/docs/stable/notes/autograd.html">Pytorch</a>. SINGA dùng cách Pytorch, lưu trữ computation graph rồi áp dụng backward
-propagation tự động sau khi forward propagation. Thuật toán autograd được giải thích cụ thể ở
-<a href="https://pytorch.org/docs/stable/notes/autograd.html">đây</a>. Chúng tôi giải thích các modules liên quan trong Singa và đưa ra ví dụ để minh hoạ cách sử dụng.</p>
+<a href="https://pytorch.org/docs/stable/notes/autograd.html">Pytorch</a>. SINGA dùng cách
+Pytorch, lưu trữ computation graph rồi áp dụng backward propagation tự động sau
+khi forward propagation. Thuật toán autograd được giải thích cụ thể ở
+<a href="https://pytorch.org/docs/stable/notes/autograd.html">đây</a>. Chúng tôi giải thích
+các modules liên quan trong Singa và đưa ra ví dụ để minh hoạ cách sử dụng.</p>
<h2><a class="anchor" aria-hidden="true" id="các-module-liên-quan"></a><a href="#các-module-liên-quan" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1 [...]
<p>Autograd gồm ba classes với tên gọi <code>singa.tensor.Tensor</code>,
-<code>singa.autograd.Operation</code>, và <code>singa.autograd.Layer</code>. Trong phần tiếp theo của văn kiện này, chúng tôi dùng tensor, operation và layer để chỉ một chương trình (instance) trong class tương ứng.</p>
+<code>singa.autograd.Operation</code>, và <code>singa.autograd.Layer</code>. Trong phần tiếp theo của
+văn kiện này, chúng tôi dùng tensor, operation và layer để chỉ một chương trình
+(instance) trong class tương ứng.</p>
<h3><a class="anchor" aria-hidden="true" id="tensor"></a><a href="#tensor" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2. [...]
<p>Ba tính năng của Tensor được sử dụng bởi autograd,</p>
<ul>
-<li><code>.creator</code> là một chương trình <code>Operation</code>. Chương trình này lưu trữ tác vụ tạo ra Tensor instance.</li>
-<li><code>.requires_grad</code> là một biến kiểu bool. Biến được sử dụng để chỉ rằng thuật toán autograd cần tính ra độ dốc (gradient) của tensor. (như owner). Ví dụ, khi chạy backpropagation, thì cần phải tính ra độ dốc của tensor cho ma trận trọng lượng (weight matrix) của lớp tuyến tính (linear layer) và bản đồ tính năng (feature map) của convolution
-layer (không phải lớp cuối).</li>
-<li><code>.stores_grad</code> là một biến kiểu bool. Biến được sử dụng để chỉ rằng độ dốc của owner tensor cần được lưu và tạo ra bởi hàm backward. Ví dụ, độ dốc của feature maps được tính thông qua backpropagation, nhưng không được bao gồm trong kết quả của hàm backward.</li>
+<li><code>.creator</code> là một chương trình <code>Operation</code>. Chương trình này lưu trữ tác vụ
+tạo ra Tensor instance.</li>
+<li><code>.requires_grad</code> là một biến kiểu bool. Biến được sử dụng để chỉ rằng thuật
+toán autograd cần tính ra độ dốc (gradient) của tensor. (như owner). Ví dụ,
+khi chạy backpropagation, thì cần phải tính ra độ dốc của tensor cho ma trận
+trọng lượng (weight matrix) của lớp tuyến tính (linear layer) và bản đồ tính
+năng (feature map) của convolution layer (không phải lớp cuối).</li>
+<li><code>.stores_grad</code> là một biến kiểu bool. Biến được sử dụng để chỉ rằng độ dốc của
+owner tensor cần được lưu và tạo ra bởi hàm backward. Ví dụ, độ dốc của
+feature maps được tính thông qua backpropagation, nhưng không được bao gồm
+trong kết quả của hàm backward.</li>
</ul>
-<p>Lập trình viên có thể thay đổi <code>requires_grad</code> và <code>stores_grad</code> của chương trình Tensor. Ví dụ nếu hàm sau để là True, độ dốc tương ứng sẽ được bao gồm trong kết quả của hàm backward. Cần lưu ý rằng nếu <code>stores_grad</code> để là True, thì <code>requires_grad</code> cũng phải là True, và ngược lại.</p>
+<p>Lập trình viên có thể thay đổi <code>requires_grad</code> và <code>stores_grad</code> của chương trình
+Tensor. Ví dụ nếu hàm sau để là True, độ dốc tương ứng sẽ được bao gồm trong kết
+quả của hàm backward. Cần lưu ý rằng nếu <code>stores_grad</code> để là True, thì
+<code>requires_grad</code> cũng phải là True, và ngược lại.</p>
<h3><a class="anchor" aria-hidden="true" id="operation"></a><a href="#operation" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.6 [...]
-<p>Hàm chạy một hoặc một vài chương trình <code>Tensor</code> instances ở đầu vào, sau đó đầu ra là một hoặc một vài chương trình <code>Tensor</code> instances. Ví dụ, hàm ReLU có thể được sử dụng như một subclass của một hàm Operation cụ thể. Khi gọi một chương trình <code>Operation</code> (sau cài đặt), cần thực hiện hai bước sau:</p>
+<p>Hàm chạy một hoặc một vài chương trình <code>Tensor</code> instances ở đầu vào, sau đó đầu
+ra là một hoặc một vài chương trình <code>Tensor</code> instances. Ví dụ, hàm ReLU có thể
+được sử dụng như một subclass của một hàm Operation cụ thể. Khi gọi một chương
+trình <code>Operation</code> (sau cài đặt), cần thực hiện hai bước sau:</p>
<ol>
<li>Ghi lại hàm operations nguồn, vd. biến <code>creator</code>của tensor đầu vào.</li>
<li>làm tính toán bằng cách gọi hàm thành viên <code>.forward()</code></li>
</ol>
-<p>Có hai hàm thành viên cho forwarding và backwarding, vd.
-<code>.forward()</code> và <code>.backward()</code>. Đầu vào là <code>Tensor.data</code> (thuộc loại
-<code>CTensor</code>), và đầu ra là <code>Ctensor</code>. Nếu muốn thêm một hàm operation thì subclass <code>operation</code> cần chạy riêng <code>.forward()</code> và <code>.backward()</code>. Hàm
-<code>backward()</code> được tự động gọi bởi hàm <code>backward()</code> của autograd trong quá trình chạy backward để thực hiện độ dốc của đầu vào
-(theo mục <code>require_grad</code>).</p>
+<p>Có hai hàm thành viên cho forwarding và backwarding, vd. <code>.forward()</code> và
+<code>.backward()</code>. Đầu vào là <code>Tensor.data</code> (thuộc loại <code>CTensor</code>), và đầu ra là
+<code>Ctensor</code>. Nếu muốn thêm một hàm operation thì subclass <code>operation</code> cần chạy
+riêng <code>.forward()</code> và <code>.backward()</code>. Hàm <code>backward()</code> được tự động gọi bởi hàm
+<code>backward()</code> của autograd trong quá trình chạy backward để thực hiện độ dốc của
+đầu vào (theo mục <code>require_grad</code>).</p>
<h3><a class="anchor" aria-hidden="true" id="layer"></a><a href="#layer" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09 [...]
-<p>Với các hàm yêu cầu tham số (parameter), chúng tôi gói chúng lại thành một class mới,
-<code>Layer</code>. Ví dụ hàm convolution operation thì được nhóm vào trong convolution layer.
-<code>Layer</code> quản lý (hoặc lưu trữ) các tham số và sẽ gọi các hàm <code>Operation</code> tương ứng để thực hiện việc chuyển đổi.</p>
+<p>Với các hàm yêu cầu tham số (parameter), chúng tôi gói chúng lại thành một class
+mới, <code>Layer</code>. Ví dụ hàm convolution operation thì được nhóm vào trong
+convolution layer. <code>Layer</code> quản lý (hoặc lưu trữ) các tham số và sẽ gọi các hàm
+<code>Operation</code> tương ứng để thực hiện việc chuyển đổi.</p>
<h2><a class="anchor" aria-hidden="true" id="ví-dụ"></a><a href="#ví-dụ" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09 [...]
<p>Chúng tôi cung cấp nhiều ví dụ trong
<a href="https://github.com/apache/singa/tree/master/examples/autograd">mục ví dụ</a>.
@@ -105,8 +125,8 @@ Chúng tôi đưa ra giải thích cụ thể trong hai ví dụ tiêu biểu
<span class="hljs-keyword">from</span> singa <span class="hljs-keyword">import</span> opt
</code></pre>
<h4><a class="anchor" aria-hidden="true" id="tạo-ma-trận-trọng-lượng-weight-matrix-và-bias-vector"></a><a href="#tạo-ma-trận-trọng-lượng-weight-matrix-và-bias-vector" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S [...]
-<p>Tham số tensors được tạo bởi cả <code>requires_grad</code> và <code>stores_grad</code>
-ở giá trị <code>True</code>.</p>
+<p>Tham số tensors được tạo bởi cả <code>requires_grad</code> và <code>stores_grad</code> ở giá trị
+<code>True</code>.</p>
<pre><code class="hljs css language-python">w0 = Tensor(shape=(<span class="hljs-number">2</span>, <span class="hljs-number">3</span>), requires_grad=<span class="hljs-literal">True</span>, stores_grad=<span class="hljs-literal">True</span>)
w0.gaussian(<span class="hljs-number">0.0</span>, <span class="hljs-number">0.1</span>)
b0 = Tensor(shape=(<span class="hljs-number">1</span>, <span class="hljs-number">3</span>), requires_grad=<span class="hljs-literal">True</span>, stores_grad=<span class="hljs-literal">True</span>)
@@ -137,7 +157,8 @@ sgd = opt.SGD(<span class="hljs-number">0.05</span>) <span class="hljs-comment
sgd.update(p, g)
</code></pre>
<h3><a class="anchor" aria-hidden="true" id="hàm-operation--layer"></a><a href="#hàm-operation--layer" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1 [...]
-<p><a href="https://github.com/apache/singa/blob/master/examples/autograd/mnist_cnn.py">Ví dụ</a> sau đây áp dụng CNN model sử dụng các lớp (layers) tạo từ autograd module.</p>
+<p><a href="https://github.com/apache/singa/blob/master/examples/autograd/mnist_cnn.py">Ví dụ</a>
+sau đây áp dụng CNN model sử dụng các lớp (layers) tạo từ autograd module.</p>
<h4><a class="anchor" aria-hidden="true" id="tạo-layers"></a><a href="#tạo-layers" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1 [...]
<pre><code class="hljs css language-python">conv1 = autograd.Conv2d(<span class="hljs-number">1</span>, <span class="hljs-number">32</span>, <span class="hljs-number">3</span>, padding=<span class="hljs-number">1</span>, bias=<span class="hljs-literal">False</span>)
bn1 = autograd.BatchNorm2d(<span class="hljs-number">32</span>)
@@ -186,9 +207,13 @@ pooling2 = autograd.AvgPool2d(<span class="hljs-number">3</span>, <span class="h
sgd.update(p, gp)
</code></pre>
<h3><a class="anchor" aria-hidden="true" id="sử-dụng-model-api"></a><a href="#sử-dụng-model-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2- [...]
-<p><a href="https://github.com/apache/singa/blob/master/examples/cnn/model/cnn.py">Ví dụ</a> sau áp dụng CNN model sử dụng <a href="./graph">Model API</a>.</p>
+<p><a href="https://github.com/apache/singa/blob/master/examples/cnn/model/cnn.py">Ví dụ</a>
+sau áp dụng CNN model sử dụng <a href="./graph">Model API</a>.</p>
<h4><a class="anchor" aria-hidden="true" id="định-nghiã-subclass-của-model"></a><a href="#định-nghiã-subclass-của-model" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 [...]
-<p>Model class được định nghĩa là subclass của Model. Theo đó, tất cả các hàm operations được sử dụng trong bước training sẽ tạo thành một computational graph và được phân tích. Hàm operation trong graph sẽ được lên lịch trình và thực hiện hiệu quả. Layers cũng có thể được bao gồm trong model class.</p>
+<p>Model class được định nghĩa là subclass của Model. Theo đó, tất cả các hàm
+operations được sử dụng trong bước training sẽ tạo thành một computational graph
+và được phân tích. Hàm operation trong graph sẽ được lên lịch trình và thực hiện
+hiệu quả. Layers cũng có thể được bao gồm trong model class.</p>
<pre><code class="hljs css language-python"><span class="hljs-class"><span class="hljs-keyword">class</span> <span class="hljs-title">MLP</span><span class="hljs-params">(model.Model)</span>:</span> <span class="hljs-comment"># model là subclass của Model</span>
<span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">__init__</span><span class="hljs-params">(self, data_size=<span class="hljs-number">10</span>, perceptron_size=<span class="hljs-number">100</span>, num_classes=<span class="hljs-number">10</span>)</span>:</span>
@@ -259,7 +284,7 @@ checkpointpath=<span class="hljs-string">"checkpoint.zip"</span>
<p>Xem
<a href="https://singa.readthedocs.io/en/latest/autograd.html#module-singa.autograd">tại đây</a>
để thêm thông tin chi tiết về Python API.</p>
-</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Viet/tensor"><span class="arrow-prev">← </span><span>Tensor</span></a><a class="docs-next button" href="/docs/3.1.0_Viet/optimizer"><span>Optimizer</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#các-module-liên-quan">Các Module liên quan</a><ul class="toc-headings"><li><a href="#tensor">Tensor</a></li><li><a hre [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 5/1/2021</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Viet/tensor"><span class="arrow-prev">← </span><span>Tensor</span></a><a class="docs-next button" href="/docs/3.1.0_Viet/optimizer"><span>Optimizer</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#các-module-liên-quan">Các Module liên quan</a><ul cl [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Viet/autograd/index.html b/content/docs/3.1.0_Viet/autograd/index.html
index 9862ebd..1a9fc7c 100644
--- a/content/docs/3.1.0_Viet/autograd/index.html
+++ b/content/docs/3.1.0_Viet/autograd/index.html
@@ -61,38 +61,58 @@
}
});
</script></nav></div><div class="container mainContainer docsContainer"><div class="wrapper"><div class="post"><header class="postHeader"><a class="edit-page-link button" href="https://github.com/apache/singa-doc/blob/master/docs-site/docs/autograd.md" target="_blank" rel="noreferrer noopener">Edit</a><h1 id="__docusaurus" class="postHeaderTitle">Autograd</h1></header><article><div><span><!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license [...]
-<p>Có hai cách thường dùng để sử dụng autograd, qua symbolic differentiation như là <a href="http://deeplearning.net/software/theano/index.html">Theano</a> hoặc reverse
+<p>Có hai cách thường dùng để sử dụng autograd, qua symbolic differentiation như là
+<a href="http://deeplearning.net/software/theano/index.html">Theano</a> hoặc reverse
differentiation như là
-<a href="https://pytorch.org/docs/stable/notes/autograd.html">Pytorch</a>. SINGA dùng cách Pytorch, lưu trữ computation graph rồi áp dụng backward
-propagation tự động sau khi forward propagation. Thuật toán autograd được giải thích cụ thể ở
-<a href="https://pytorch.org/docs/stable/notes/autograd.html">đây</a>. Chúng tôi giải thích các modules liên quan trong Singa và đưa ra ví dụ để minh hoạ cách sử dụng.</p>
+<a href="https://pytorch.org/docs/stable/notes/autograd.html">Pytorch</a>. SINGA dùng cách
+Pytorch, lưu trữ computation graph rồi áp dụng backward propagation tự động sau
+khi forward propagation. Thuật toán autograd được giải thích cụ thể ở
+<a href="https://pytorch.org/docs/stable/notes/autograd.html">đây</a>. Chúng tôi giải thích
+các modules liên quan trong Singa và đưa ra ví dụ để minh hoạ cách sử dụng.</p>
<h2><a class="anchor" aria-hidden="true" id="các-module-liên-quan"></a><a href="#các-module-liên-quan" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1 [...]
<p>Autograd gồm ba classes với tên gọi <code>singa.tensor.Tensor</code>,
-<code>singa.autograd.Operation</code>, và <code>singa.autograd.Layer</code>. Trong phần tiếp theo của văn kiện này, chúng tôi dùng tensor, operation và layer để chỉ một chương trình (instance) trong class tương ứng.</p>
+<code>singa.autograd.Operation</code>, và <code>singa.autograd.Layer</code>. Trong phần tiếp theo của
+văn kiện này, chúng tôi dùng tensor, operation và layer để chỉ một chương trình
+(instance) trong class tương ứng.</p>
<h3><a class="anchor" aria-hidden="true" id="tensor"></a><a href="#tensor" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2. [...]
<p>Ba tính năng của Tensor được sử dụng bởi autograd,</p>
<ul>
-<li><code>.creator</code> là một chương trình <code>Operation</code>. Chương trình này lưu trữ tác vụ tạo ra Tensor instance.</li>
-<li><code>.requires_grad</code> là một biến kiểu bool. Biến được sử dụng để chỉ rằng thuật toán autograd cần tính ra độ dốc (gradient) của tensor. (như owner). Ví dụ, khi chạy backpropagation, thì cần phải tính ra độ dốc của tensor cho ma trận trọng lượng (weight matrix) của lớp tuyến tính (linear layer) và bản đồ tính năng (feature map) của convolution
-layer (không phải lớp cuối).</li>
-<li><code>.stores_grad</code> là một biến kiểu bool. Biến được sử dụng để chỉ rằng độ dốc của owner tensor cần được lưu và tạo ra bởi hàm backward. Ví dụ, độ dốc của feature maps được tính thông qua backpropagation, nhưng không được bao gồm trong kết quả của hàm backward.</li>
+<li><code>.creator</code> là một chương trình <code>Operation</code>. Chương trình này lưu trữ tác vụ
+tạo ra Tensor instance.</li>
+<li><code>.requires_grad</code> là một biến kiểu bool. Biến được sử dụng để chỉ rằng thuật
+toán autograd cần tính ra độ dốc (gradient) của tensor. (như owner). Ví dụ,
+khi chạy backpropagation, thì cần phải tính ra độ dốc của tensor cho ma trận
+trọng lượng (weight matrix) của lớp tuyến tính (linear layer) và bản đồ tính
+năng (feature map) của convolution layer (không phải lớp cuối).</li>
+<li><code>.stores_grad</code> là một biến kiểu bool. Biến được sử dụng để chỉ rằng độ dốc của
+owner tensor cần được lưu và tạo ra bởi hàm backward. Ví dụ, độ dốc của
+feature maps được tính thông qua backpropagation, nhưng không được bao gồm
+trong kết quả của hàm backward.</li>
</ul>
-<p>Lập trình viên có thể thay đổi <code>requires_grad</code> và <code>stores_grad</code> của chương trình Tensor. Ví dụ nếu hàm sau để là True, độ dốc tương ứng sẽ được bao gồm trong kết quả của hàm backward. Cần lưu ý rằng nếu <code>stores_grad</code> để là True, thì <code>requires_grad</code> cũng phải là True, và ngược lại.</p>
+<p>Lập trình viên có thể thay đổi <code>requires_grad</code> và <code>stores_grad</code> của chương trình
+Tensor. Ví dụ nếu hàm sau để là True, độ dốc tương ứng sẽ được bao gồm trong kết
+quả của hàm backward. Cần lưu ý rằng nếu <code>stores_grad</code> để là True, thì
+<code>requires_grad</code> cũng phải là True, và ngược lại.</p>
<h3><a class="anchor" aria-hidden="true" id="operation"></a><a href="#operation" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.6 [...]
-<p>Hàm chạy một hoặc một vài chương trình <code>Tensor</code> instances ở đầu vào, sau đó đầu ra là một hoặc một vài chương trình <code>Tensor</code> instances. Ví dụ, hàm ReLU có thể được sử dụng như một subclass của một hàm Operation cụ thể. Khi gọi một chương trình <code>Operation</code> (sau cài đặt), cần thực hiện hai bước sau:</p>
+<p>Hàm chạy một hoặc một vài chương trình <code>Tensor</code> instances ở đầu vào, sau đó đầu
+ra là một hoặc một vài chương trình <code>Tensor</code> instances. Ví dụ, hàm ReLU có thể
+được sử dụng như một subclass của một hàm Operation cụ thể. Khi gọi một chương
+trình <code>Operation</code> (sau cài đặt), cần thực hiện hai bước sau:</p>
<ol>
<li>Ghi lại hàm operations nguồn, vd. biến <code>creator</code>của tensor đầu vào.</li>
<li>làm tính toán bằng cách gọi hàm thành viên <code>.forward()</code></li>
</ol>
-<p>Có hai hàm thành viên cho forwarding và backwarding, vd.
-<code>.forward()</code> và <code>.backward()</code>. Đầu vào là <code>Tensor.data</code> (thuộc loại
-<code>CTensor</code>), và đầu ra là <code>Ctensor</code>. Nếu muốn thêm một hàm operation thì subclass <code>operation</code> cần chạy riêng <code>.forward()</code> và <code>.backward()</code>. Hàm
-<code>backward()</code> được tự động gọi bởi hàm <code>backward()</code> của autograd trong quá trình chạy backward để thực hiện độ dốc của đầu vào
-(theo mục <code>require_grad</code>).</p>
+<p>Có hai hàm thành viên cho forwarding và backwarding, vd. <code>.forward()</code> và
+<code>.backward()</code>. Đầu vào là <code>Tensor.data</code> (thuộc loại <code>CTensor</code>), và đầu ra là
+<code>Ctensor</code>. Nếu muốn thêm một hàm operation thì subclass <code>operation</code> cần chạy
+riêng <code>.forward()</code> và <code>.backward()</code>. Hàm <code>backward()</code> được tự động gọi bởi hàm
+<code>backward()</code> của autograd trong quá trình chạy backward để thực hiện độ dốc của
+đầu vào (theo mục <code>require_grad</code>).</p>
<h3><a class="anchor" aria-hidden="true" id="layer"></a><a href="#layer" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09 [...]
-<p>Với các hàm yêu cầu tham số (parameter), chúng tôi gói chúng lại thành một class mới,
-<code>Layer</code>. Ví dụ hàm convolution operation thì được nhóm vào trong convolution layer.
-<code>Layer</code> quản lý (hoặc lưu trữ) các tham số và sẽ gọi các hàm <code>Operation</code> tương ứng để thực hiện việc chuyển đổi.</p>
+<p>Với các hàm yêu cầu tham số (parameter), chúng tôi gói chúng lại thành một class
+mới, <code>Layer</code>. Ví dụ hàm convolution operation thì được nhóm vào trong
+convolution layer. <code>Layer</code> quản lý (hoặc lưu trữ) các tham số và sẽ gọi các hàm
+<code>Operation</code> tương ứng để thực hiện việc chuyển đổi.</p>
<h2><a class="anchor" aria-hidden="true" id="ví-dụ"></a><a href="#ví-dụ" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09 [...]
<p>Chúng tôi cung cấp nhiều ví dụ trong
<a href="https://github.com/apache/singa/tree/master/examples/autograd">mục ví dụ</a>.
@@ -105,8 +125,8 @@ Chúng tôi đưa ra giải thích cụ thể trong hai ví dụ tiêu biểu
<span class="hljs-keyword">from</span> singa <span class="hljs-keyword">import</span> opt
</code></pre>
<h4><a class="anchor" aria-hidden="true" id="tạo-ma-trận-trọng-lượng-weight-matrix-và-bias-vector"></a><a href="#tạo-ma-trận-trọng-lượng-weight-matrix-và-bias-vector" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S [...]
-<p>Tham số tensors được tạo bởi cả <code>requires_grad</code> và <code>stores_grad</code>
-ở giá trị <code>True</code>.</p>
+<p>Tham số tensors được tạo bởi cả <code>requires_grad</code> và <code>stores_grad</code> ở giá trị
+<code>True</code>.</p>
<pre><code class="hljs css language-python">w0 = Tensor(shape=(<span class="hljs-number">2</span>, <span class="hljs-number">3</span>), requires_grad=<span class="hljs-literal">True</span>, stores_grad=<span class="hljs-literal">True</span>)
w0.gaussian(<span class="hljs-number">0.0</span>, <span class="hljs-number">0.1</span>)
b0 = Tensor(shape=(<span class="hljs-number">1</span>, <span class="hljs-number">3</span>), requires_grad=<span class="hljs-literal">True</span>, stores_grad=<span class="hljs-literal">True</span>)
@@ -137,7 +157,8 @@ sgd = opt.SGD(<span class="hljs-number">0.05</span>) <span class="hljs-comment
sgd.update(p, g)
</code></pre>
<h3><a class="anchor" aria-hidden="true" id="hàm-operation--layer"></a><a href="#hàm-operation--layer" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1 [...]
-<p><a href="https://github.com/apache/singa/blob/master/examples/autograd/mnist_cnn.py">Ví dụ</a> sau đây áp dụng CNN model sử dụng các lớp (layers) tạo từ autograd module.</p>
+<p><a href="https://github.com/apache/singa/blob/master/examples/autograd/mnist_cnn.py">Ví dụ</a>
+sau đây áp dụng CNN model sử dụng các lớp (layers) tạo từ autograd module.</p>
<h4><a class="anchor" aria-hidden="true" id="tạo-layers"></a><a href="#tạo-layers" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1 [...]
<pre><code class="hljs css language-python">conv1 = autograd.Conv2d(<span class="hljs-number">1</span>, <span class="hljs-number">32</span>, <span class="hljs-number">3</span>, padding=<span class="hljs-number">1</span>, bias=<span class="hljs-literal">False</span>)
bn1 = autograd.BatchNorm2d(<span class="hljs-number">32</span>)
@@ -186,9 +207,13 @@ pooling2 = autograd.AvgPool2d(<span class="hljs-number">3</span>, <span class="h
sgd.update(p, gp)
</code></pre>
<h3><a class="anchor" aria-hidden="true" id="sử-dụng-model-api"></a><a href="#sử-dụng-model-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2- [...]
-<p><a href="https://github.com/apache/singa/blob/master/examples/cnn/model/cnn.py">Ví dụ</a> sau áp dụng CNN model sử dụng <a href="./graph">Model API</a>.</p>
+<p><a href="https://github.com/apache/singa/blob/master/examples/cnn/model/cnn.py">Ví dụ</a>
+sau áp dụng CNN model sử dụng <a href="./graph">Model API</a>.</p>
<h4><a class="anchor" aria-hidden="true" id="định-nghiã-subclass-của-model"></a><a href="#định-nghiã-subclass-của-model" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 [...]
-<p>Model class được định nghĩa là subclass của Model. Theo đó, tất cả các hàm operations được sử dụng trong bước training sẽ tạo thành một computational graph và được phân tích. Hàm operation trong graph sẽ được lên lịch trình và thực hiện hiệu quả. Layers cũng có thể được bao gồm trong model class.</p>
+<p>Model class được định nghĩa là subclass của Model. Theo đó, tất cả các hàm
+operations được sử dụng trong bước training sẽ tạo thành một computational graph
+và được phân tích. Hàm operation trong graph sẽ được lên lịch trình và thực hiện
+hiệu quả. Layers cũng có thể được bao gồm trong model class.</p>
<pre><code class="hljs css language-python"><span class="hljs-class"><span class="hljs-keyword">class</span> <span class="hljs-title">MLP</span><span class="hljs-params">(model.Model)</span>:</span> <span class="hljs-comment"># model là subclass của Model</span>
<span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">__init__</span><span class="hljs-params">(self, data_size=<span class="hljs-number">10</span>, perceptron_size=<span class="hljs-number">100</span>, num_classes=<span class="hljs-number">10</span>)</span>:</span>
@@ -259,7 +284,7 @@ checkpointpath=<span class="hljs-string">"checkpoint.zip"</span>
<p>Xem
<a href="https://singa.readthedocs.io/en/latest/autograd.html#module-singa.autograd">tại đây</a>
để thêm thông tin chi tiết về Python API.</p>
-</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Viet/tensor"><span class="arrow-prev">← </span><span>Tensor</span></a><a class="docs-next button" href="/docs/3.1.0_Viet/optimizer"><span>Optimizer</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#các-module-liên-quan">Các Module liên quan</a><ul class="toc-headings"><li><a href="#tensor">Tensor</a></li><li><a hre [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 5/1/2021</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Viet/tensor"><span class="arrow-prev">← </span><span>Tensor</span></a><a class="docs-next button" href="/docs/3.1.0_Viet/optimizer"><span>Optimizer</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#các-module-liên-quan">Các Module liên quan</a><ul cl [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Viet/benchmark-train.html b/content/docs/3.1.0_Viet/benchmark-train.html
index 74e6650..aa2d376 100644
--- a/content/docs/3.1.0_Viet/benchmark-train.html
+++ b/content/docs/3.1.0_Viet/benchmark-train.html
@@ -5,18 +5,25 @@
)
});
</script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0_Viet</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-i [...]
-<p>Tải công việc: chúng tôi sử dụng Mạng nơ-ron tích chập sâu (deep convolutional neural network),
+<p>Tải công việc: chúng tôi sử dụng Mạng nơ-ron tích chập sâu (deep convolutional
+neural network),
<a href="https://github.com/apache/singa/blob/master/examples/cnn/model/resnet.py">ResNet-50</a>
-làm ứng dụng. ResNet-50 có 50 lớp tích chập (convolution layers) để phân loại hình ảnh. Nó đòi hỏi 3.8 GFLOPs để đưa vào một hình ảnh (kích thước ảnh 224x224) qua mạng lưới. Kích thước ảnh đầu vào là 224x224.</p>
+làm ứng dụng. ResNet-50 có 50 lớp tích chập (convolution layers) để phân loại
+hình ảnh. Nó đòi hỏi 3.8 GFLOPs để đưa vào một hình ảnh (kích thước ảnh 224x224)
+qua mạng lưới. Kích thước ảnh đầu vào là 224x224.</p>
<p>Phần cứng: chúng tôi sử dụng máy p2.8xlarge từ AWS, mỗi máy gồm 8 Nvidia Tesla
K80 GPUs, bộ nhớ tổng cộng 96 GB GPU, 32 vCPU, 488 GB main memory, 10 Gbps
network bandwidth.</p>
-<p>Metric: chúng tôi tính thời gian mỗi bước cho mỗi workers để đánh giá khả năng mở rộng của SINGA. Kích thước của mỗi nhóm được cố định ở 32 mỗi GPU.
-Phương thức training đồng bộ (Synchronous training scheme) được áp dụng. Vì thế, kích thước nhóm hiệu quả là
-$32N$, trong đó N là số máy GPUs. Chúng tôi so sánh với một hệ thống mở được dùng phổ biến có sử dụng tham số server cấu trúc liên kết. Máy GPU đầu tiên được chọn làm server.</p>
-<p><img src="/docs/assets/benchmark.png" alt="Thí nghiệm Benchmark"> <br/> <strong>Kiểm tra khả năng mở rộng. Bars
-được dùng cho thông lượng (throughput); lines dùng cho lượng kết nối (communication cost).</strong></p>
-</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readthedocs.io/en/latest/">API Reference</a><a href="/docs/examples">Exa [...]
+<p>Metric: chúng tôi tính thời gian mỗi bước cho mỗi workers để đánh giá khả năng
+mở rộng của SINGA. Kích thước của mỗi nhóm được cố định ở 32 mỗi GPU. Phương
+thức training đồng bộ (Synchronous training scheme) được áp dụng. Vì thế, kích
+thước nhóm hiệu quả là $32N$, trong đó N là số máy GPUs. Chúng tôi so sánh với
+một hệ thống mở được dùng phổ biến có sử dụng tham số server cấu trúc liên kết.
+Máy GPU đầu tiên được chọn làm server.</p>
+<p><img src="/docs/assets/benchmark.png" alt="Thí nghiệm Benchmark"> <br/> <strong>Kiểm tra khả năng mở rộng.
+Bars được dùng cho thông lượng (throughput); lines dùng cho lượng kết nối
+(communication cost).</strong></p>
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 5/1/2021</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readth [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Viet/benchmark-train/index.html b/content/docs/3.1.0_Viet/benchmark-train/index.html
index 74e6650..aa2d376 100644
--- a/content/docs/3.1.0_Viet/benchmark-train/index.html
+++ b/content/docs/3.1.0_Viet/benchmark-train/index.html
@@ -5,18 +5,25 @@
)
});
</script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0_Viet</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-i [...]
-<p>Tải công việc: chúng tôi sử dụng Mạng nơ-ron tích chập sâu (deep convolutional neural network),
+<p>Tải công việc: chúng tôi sử dụng Mạng nơ-ron tích chập sâu (deep convolutional
+neural network),
<a href="https://github.com/apache/singa/blob/master/examples/cnn/model/resnet.py">ResNet-50</a>
-làm ứng dụng. ResNet-50 có 50 lớp tích chập (convolution layers) để phân loại hình ảnh. Nó đòi hỏi 3.8 GFLOPs để đưa vào một hình ảnh (kích thước ảnh 224x224) qua mạng lưới. Kích thước ảnh đầu vào là 224x224.</p>
+làm ứng dụng. ResNet-50 có 50 lớp tích chập (convolution layers) để phân loại
+hình ảnh. Nó đòi hỏi 3.8 GFLOPs để đưa vào một hình ảnh (kích thước ảnh 224x224)
+qua mạng lưới. Kích thước ảnh đầu vào là 224x224.</p>
<p>Phần cứng: chúng tôi sử dụng máy p2.8xlarge từ AWS, mỗi máy gồm 8 Nvidia Tesla
K80 GPUs, bộ nhớ tổng cộng 96 GB GPU, 32 vCPU, 488 GB main memory, 10 Gbps
network bandwidth.</p>
-<p>Metric: chúng tôi tính thời gian mỗi bước cho mỗi workers để đánh giá khả năng mở rộng của SINGA. Kích thước của mỗi nhóm được cố định ở 32 mỗi GPU.
-Phương thức training đồng bộ (Synchronous training scheme) được áp dụng. Vì thế, kích thước nhóm hiệu quả là
-$32N$, trong đó N là số máy GPUs. Chúng tôi so sánh với một hệ thống mở được dùng phổ biến có sử dụng tham số server cấu trúc liên kết. Máy GPU đầu tiên được chọn làm server.</p>
-<p><img src="/docs/assets/benchmark.png" alt="Thí nghiệm Benchmark"> <br/> <strong>Kiểm tra khả năng mở rộng. Bars
-được dùng cho thông lượng (throughput); lines dùng cho lượng kết nối (communication cost).</strong></p>
-</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readthedocs.io/en/latest/">API Reference</a><a href="/docs/examples">Exa [...]
+<p>Metric: chúng tôi tính thời gian mỗi bước cho mỗi workers để đánh giá khả năng
+mở rộng của SINGA. Kích thước của mỗi nhóm được cố định ở 32 mỗi GPU. Phương
+thức training đồng bộ (Synchronous training scheme) được áp dụng. Vì thế, kích
+thước nhóm hiệu quả là $32N$, trong đó N là số máy GPUs. Chúng tôi so sánh với
+một hệ thống mở được dùng phổ biến có sử dụng tham số server cấu trúc liên kết.
+Máy GPU đầu tiên được chọn làm server.</p>
+<p><img src="/docs/assets/benchmark.png" alt="Thí nghiệm Benchmark"> <br/> <strong>Kiểm tra khả năng mở rộng.
+Bars được dùng cho thông lượng (throughput); lines dùng cho lượng kết nối
+(communication cost).</strong></p>
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 5/1/2021</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readth [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Viet/build.html b/content/docs/3.1.0_Viet/build.html
index c2c4066..8076efa 100644
--- a/content/docs/3.1.0_Viet/build.html
+++ b/content/docs/3.1.0_Viet/build.html
@@ -69,7 +69,8 @@
<p>Nếu bạn muốn tham gia đóng góp code cho SINGA, tham khảo
<a href="/docs/3.1.0_Viet/contribute-code">mục contribute-code</a> với các bước làm và yêu cầu kĩ thuật.</p>
<h2><a class="anchor" aria-hidden="true" id="sử-dụng-conda-để-cài-singa"></a><a href="#sử-dụng-conda-để-cài-singa" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H [...]
-<p>Conda-build là phần mềm giúp cài đặt thư viện chương trình từ dữ liệu đám mây anaconda và thực hiện các tập lệnh tạo chương trình.</p>
+<p>Conda-build là phần mềm giúp cài đặt thư viện chương trình từ dữ liệu đám mây
+anaconda và thực hiện các tập lệnh tạo chương trình.</p>
<p>Để cài đặt conda-build (sau khi cài conda)</p>
<pre><code class="hljs css language-shell">conda install conda-build
</code></pre>
@@ -77,37 +78,45 @@
<p>Để tạo phiên bản CPU cho SINGA</p>
<pre><code class="hljs css language-shell">conda build tool/conda/singa/
</code></pre>
-<p>Lệnh trên đã được kiểm tra trên Ubuntu (14.04, 16.04 và 18.04) và macOS
-10.11. Tham khảo <a href="https://travis-ci.org/apache/singa">trang Travis-CI</a> để biết thêm chi tiết.</p>
+<p>Lệnh trên đã được kiểm tra trên Ubuntu (14.04, 16.04 và 18.04) và macOS 10.11.
+Tham khảo <a href="https://travis-ci.org/apache/singa">trang Travis-CI</a> để biết thêm chi
+tiết.</p>
<h3><a class="anchor" aria-hidden="true" id="tạo-phiên-bản-gpu"></a><a href="#tạo-phiên-bản-gpu" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2- [...]
-<p>Để tạo phiên bản GPU cho SINGA, máy để cài phải có Nvida GPU, và CUDA driver (>= 384.81), phải được cài đặt CUDA toolkit (>=9) và cuDNN (>=7). Hai Docker images dưới đây cung cấp environment để chạy:</p>
+<p>Để tạo phiên bản GPU cho SINGA, máy để cài phải có Nvida GPU, và CUDA driver (>=
+384.81), phải được cài đặt CUDA toolkit (>=9) và cuDNN (>=7). Hai Docker images
+dưới đây cung cấp environment để chạy:</p>
<ol>
<li>apache/singa:conda-cuda9.0</li>
<li>apache/singa:conda-cuda10.0</li>
</ol>
-<p>Sau khi environment để chạy đã sẵn sàng, bạn cần phải export phiên bản CUDA trước, sau đó chạy lệnh conda để cài SINGA:</p>
+<p>Sau khi environment để chạy đã sẵn sàng, bạn cần phải export phiên bản CUDA
+trước, sau đó chạy lệnh conda để cài SINGA:</p>
<pre><code class="hljs css language-shell">export CUDA=x.y (e.g. 9.0)
conda build tool/conda/singa/
</code></pre>
<h3><a class="anchor" aria-hidden="true" id="sau-khi-chạy-chương-trình"></a><a href="#sau-khi-chạy-chương-trình" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c [...]
-<p>Vị trí đặt tệp tin của gói chương trình được tạo (<code>.tar.gz</code>) hiển thị trên màn hình.
-Gói chương trình được tạo có thể được cài đặt trực tiếp,</p>
+<p>Vị trí đặt tệp tin của gói chương trình được tạo (<code>.tar.gz</code>) hiển thị trên màn
+hình. Gói chương trình được tạo có thể được cài đặt trực tiếp,</p>
<pre><code class="hljs css language-shell">conda install -c conda-forge --use-local <path to the package file>
</code></pre>
-<p>hoặc tải lên dữ liệu đám mây anaconda cloud để người dùng khác có thể tải và cài đặt. Bạn cần phải đăng kí một tài khoản trên anaconda để có thể
+<p>hoặc tải lên dữ liệu đám mây anaconda cloud để người dùng khác có thể tải và cài
+đặt. Bạn cần phải đăng kí một tài khoản trên anaconda để có thể
<a href="https://docs.anaconda.com/anaconda-cloud/user-guide/getting-started/">tải lên gói chương trình</a>.</p>
<pre><code class="hljs css language-shell">conda install anaconda-client
anaconda login
anaconda upload -l main <path to the package file>
</code></pre>
-<p>Sau khi tải gói chương trình lên dữ liệu đám mây, bạn có thể tìm thấy gói trên website của
-<a href="https://anaconda.org/">Anaconda Cloud</a> hoặc qua lệnh</p>
+<p>Sau khi tải gói chương trình lên dữ liệu đám mây, bạn có thể tìm thấy gói trên
+website của <a href="https://anaconda.org/">Anaconda Cloud</a> hoặc qua lệnh</p>
<pre><code class="hljs css language-shell">conda search -c <anaconda username> singa
</code></pre>
-<p>Mỗi gói chương trình của SINGA đuợc nhận diện theo phiên bản hoặc dòng lệnh cài đặt. Để cài một gói chương trình SINGA cụ thể, bạn cần phải cung cấp toàn bộ thông tin, vd.</p>
+<p>Mỗi gói chương trình của SINGA đuợc nhận diện theo phiên bản hoặc dòng lệnh cài
+đặt. Để cài một gói chương trình SINGA cụ thể, bạn cần phải cung cấp toàn bộ
+thông tin, vd.</p>
<pre><code class="hljs css language-shell">conda install -c <anaconda username> -c conda-forge singa=2.1.0.dev=cpu_py36
</code></pre>
-<p>Để cho lệnh cài đặt không phức tạp, bạn có thể tạo các gói chương trình bổ sung sau dựa trên các gói chương trình cho SINGA CPU và GPU mới nhất .</p>
+<p>Để cho lệnh cài đặt không phức tạp, bạn có thể tạo các gói chương trình bổ sung
+sau dựa trên các gói chương trình cho SINGA CPU và GPU mới nhất .</p>
<pre><code class="hljs css language-console"><span class="hljs-meta">#</span><span class="bash"> <span class="hljs-keyword">for</span> singa-cpu</span>
conda build tool/conda/cpu/ --python=3.6
conda build tool/conda/cpu/ --python=3.7
@@ -118,11 +127,15 @@ conda build tool/conda/gpu/ --python=3.7
<p>Bởi vậy, khi bạn chạy</p>
<pre><code class="hljs css language-shell">conda install -c <anaconda username> -c conda-forge singa-xpu
</code></pre>
-<p>(<code>xpu</code> nghĩa là hoặc 'cpu' hoặc 'gpu'), gói SINGA tương ứng thực sự được cài đặt như một library phụ thuộc.</p>
+<p>(<code>xpu</code> nghĩa là hoặc 'cpu' hoặc 'gpu'), gói SINGA tương ứng thực sự được cài đặt
+như một library phụ thuộc.</p>
<h2><a class="anchor" aria-hidden="true" id="sử-dụng-các-phương-tiện-cơ-bản-để-cài-đặt-singa-trên-ubuntu"></a><a href="#sử-dụng-các-phương-tiện-cơ-bản-để-cài-đặt-singa-trên-ubuntu" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0 [...]
<p>Tham khảo
<a href="https://github.com/apache/singa/blob/master/tool/docker/devel/ubuntu/cuda9/Dockerfile#L30">Dockerfiles</a>
-của SINGA để xem hướng dẫn cài đặt các chương trình library phụ thuộc trên Ubuntu 16.04. Bạn có thể tạo một Docker container sử dụng <a href="">devel images</a> và cài SINGA trong container. Để cài SINGA với GPU, DNNL, Python và unit tests, chạy lệnh theo hướng dẫn sau</p>
+của SINGA để xem hướng dẫn cài đặt các chương trình library phụ thuộc trên
+Ubuntu 16.04. Bạn có thể tạo một Docker container sử dụng <a href="">devel images</a> và
+cài SINGA trong container. Để cài SINGA với GPU, DNNL, Python và unit tests,
+chạy lệnh theo hướng dẫn sau</p>
<pre><code class="hljs css language-shell">mkdir build # tại thư mục nguồn của singa
cd build
cmake -DENABLE_TEST=ON -DUSE_CUDA=ON -DUSE_DNNL=ON -DUSE_PYTHON3=ON ..
@@ -130,14 +143,17 @@ make
cd python
pip install .
</code></pre>
-<p>Chi tiết các lựa chọn CMake đuợc giải thích ở phần cuối cùng của trang này. Câu lệnh cuối cùng để cài gói Python. Bạn cúng có thể chạy
-<code>pip install -e .</code>, để tạo symlinks thay vì copy các tâp tin Python vào mục site-package.</p>
+<p>Chi tiết các lựa chọn CMake đuợc giải thích ở phần cuối cùng của trang này. Câu
+lệnh cuối cùng để cài gói Python. Bạn cúng có thể chạy <code>pip install -e .</code>, để
+tạo symlinks thay vì copy các tâp tin Python vào mục site-package.</p>
<p>Nếu SINGA được compile với ENABLE_TEST=ON, bạn có thể chạy unit test bằng cách</p>
<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> ./bin/test_singa</span>
</code></pre>
-<p>Bạn sẽ thấy tất cả các trường hợp test kèm theo kết quả test. Nếu SINGA thông qua tất cả các test, bạn đã cài đặt SINGA thành công.</p>
+<p>Bạn sẽ thấy tất cả các trường hợp test kèm theo kết quả test. Nếu SINGA thông
+qua tất cả các test, bạn đã cài đặt SINGA thành công.</p>
<h2><a class="anchor" aria-hidden="true" id="sử-dụng-các-phương-tiện-cơ-bản-để-cài-đặt-singa-trên-centos7"></a><a href="#sử-dụng-các-phương-tiện-cơ-bản-để-cài-đặt-singa-trên-centos7" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 [...]
-<p>Tạo từ nguồn sẽ khác trên Centos7 bởi tên của gói chương trình là khác nhau. Làm theo hướng dẫn dưới đây</p>
+<p>Tạo từ nguồn sẽ khác trên Centos7 bởi tên của gói chương trình là khác nhau. Làm
+theo hướng dẫn dưới đây</p>
<h3><a class="anchor" aria-hidden="true" id="cài-các-chương-trình-phụ-thuộc-dependent-libraries"></a><a href="#cài-các-chương-trình-phụ-thuộc-dependent-libraries" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 [...]
<p>Gói/chương trình cơ bản</p>
<pre><code class="hljs css language-shell">sudo yum install freetype-devel libXft-devel ncurses-devel openblas-devel blas-devel lapack devel atlas-devel kernel-headers unzip wget pkgconfig zip zlib-devel libcurl-devel cmake curl unzip dh-autoreconf git python-devel glog-devel protobuf-devel
@@ -169,13 +185,15 @@ pip install matplotlib numpy pandas scikit-learn pydot
<p>Bạn có thể chạy unit tests bằng cách,</p>
<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> ./bin/test_singa</span>
</code></pre>
-<p>Bạn sẽ thấy tất cả các trường hợp test kèm theo kết quả test. Nếu SINGA thông qua tất cả các test, bạn đã cài đặt SINGA thành công.</p>
+<p>Bạn sẽ thấy tất cả các trường hợp test kèm theo kết quả test. Nếu SINGA thông
+qua tất cả các test, bạn đã cài đặt SINGA thành công.</p>
<h2><a class="anchor" aria-hidden="true" id="compile-singa-trên-windows"></a><a href="#compile-singa-trên-windows" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H [...]
<p>Hướng dẫn cài đặt trên Windows với Python vui lòng xem tại
<a href="/docs/3.1.0_Viet/install-win">mục install-win</a>.</p>
<h2><a class="anchor" aria-hidden="true" id="chi-tiết-bổ-sung-về-các-lựa-chọn-biên-dịch-compilation"></a><a href="#chi-tiết-bổ-sung-về-các-lựa-chọn-biên-dịch-compilation" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 [...]
<h3><a class="anchor" aria-hidden="true" id="use_modules-không-còn-sử-dụng"></a><a href="#use_modules-không-còn-sử-dụng" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 [...]
-<p>Nếu protobuf và openblas không được cài đặt, bạn có thể compile SINGA cùng với chúng.</p>
+<p>Nếu protobuf và openblas không được cài đặt, bạn có thể compile SINGA cùng với
+chúng.</p>
<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> In SINGA ROOT folder</span>
<span class="hljs-meta">$</span><span class="bash"> mkdir build</span>
<span class="hljs-meta">$</span><span class="bash"> <span class="hljs-built_in">cd</span> build</span>
@@ -183,7 +201,9 @@ pip install matplotlib numpy pandas scikit-learn pydot
<span class="hljs-meta">$</span><span class="bash"> make</span>
</code></pre>
<p>cmake sẽ tải OpenBlas và Protobuf (2.6.1) sau đó compile cùng với SINGA.</p>
-<p>Bạn có thể sử dụng <code>ccmake ..</code> để định dạng các lựa chọn biên dịch (compilation). Nếu chương trình phụ thuộc (dependent libraries) nào không có trong đường dẫn hệ thống mặc định,bạn cần phải export các biến environment sau:</p>
+<p>Bạn có thể sử dụng <code>ccmake ..</code> để định dạng các lựa chọn biên dịch
+(compilation). Nếu chương trình phụ thuộc (dependent libraries) nào không có
+trong đường dẫn hệ thống mặc định,bạn cần phải export các biến environment sau:</p>
<pre><code class="hljs css language-shell">export CMAKE_INCLUDE_PATH=<path to the header file folder>
export CMAKE_LIBRARY_PATH=<path to the lib file folder>
</code></pre>
@@ -196,8 +216,11 @@ export CMAKE_LIBRARY_PATH=<path to the lib file folder>
</code></pre>
<h3><a class="anchor" aria-hidden="true" id="use_cuda"></a><a href="#use_cuda" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 [...]
<p>Chúng tôi khuyến khích cài đặt CUDA và
-<a href="https://developer.nvidia.com/cudnn">cuDNN</a> để chạy SINGA trên GPUs nhằm có kết quả tốt nhất.</p>
-<p>SINGA đã được kiểm nghiệm chạy trên CUDA 9/10, và cuDNN 7. Nếu cuDNN được cài đặt vào thư mục không thuộc hệ thống, vd. /home/bob/local/cudnn/, cần chạy các lệnh sau để cmake và runtime có thể tìm được</p>
+<a href="https://developer.nvidia.com/cudnn">cuDNN</a> để chạy SINGA trên GPUs nhằm có kết
+quả tốt nhất.</p>
+<p>SINGA đã được kiểm nghiệm chạy trên CUDA 9/10, và cuDNN 7. Nếu cuDNN được cài
+đặt vào thư mục không thuộc hệ thống, vd. /home/bob/local/cudnn/, cần chạy các
+lệnh sau để cmake và runtime có thể tìm được</p>
<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> <span class="hljs-built_in">export</span> CMAKE_INCLUDE_PATH=/home/bob/<span class="hljs-built_in">local</span>/cudnn/include:<span class="hljs-variable">$CMAKE_INCLUDE_PATH</span></span>
<span class="hljs-meta">$</span><span class="bash"> <span class="hljs-built_in">export</span> CMAKE_LIBRARY_PATH=/home/bob/<span class="hljs-built_in">local</span>/cudnn/lib64:<span class="hljs-variable">$CMAKE_LIBRARY_PATH</span></span>
<span class="hljs-meta">$</span><span class="bash"> <span class="hljs-built_in">export</span> LD_LIBRARY_PATH=/home/bob/<span class="hljs-built_in">local</span>/cudnn/lib64:<span class="hljs-variable">$LD_LIBRARY_PATH</span></span>
@@ -209,8 +232,7 @@ export CMAKE_LIBRARY_PATH=<path to the lib file folder>
</code></pre>
<h3><a class="anchor" aria-hidden="true" id="use_dnnl"></a><a href="#use_dnnl" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 [...]
<p>Người dùng có thể kích hoạt DNNL để cải thiện hiệu quả cho chương trình CPU.</p>
-<p>Hướng dẫn cài đặt DNNL
-<a href="https://github.com/intel/mkl-dnn#installation">tại đây</a>.</p>
+<p>Hướng dẫn cài đặt DNNL <a href="https://github.com/intel/mkl-dnn#installation">tại đây</a>.</p>
<p>SINGA đã được thử nghiệm chạy trên DNNL v1.1.</p>
<p>Để chạy SINGA với DNNL:</p>
<pre><code class="hljs css language-shell"><span class="hljs-meta">#</span><span class="bash"> các Dependent libs đã được cài đặt</span>
@@ -218,85 +240,107 @@ export CMAKE_LIBRARY_PATH=<path to the lib file folder>
<span class="hljs-meta">$</span><span class="bash"> make</span>
</code></pre>
<h3><a class="anchor" aria-hidden="true" id="use_opencl"></a><a href="#use_opencl" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1 [...]
-<p>SINGA sử dụng opencl-headers và viennacl (phiên bản 1.7.1 hoặc mới hơn) để hỗ trợ OpenCL, có thể được cài đặt qua</p>
+<p>SINGA sử dụng opencl-headers và viennacl (phiên bản 1.7.1 hoặc mới hơn) để hỗ
+trợ OpenCL, có thể được cài đặt qua</p>
<pre><code class="hljs css language-shell"><span class="hljs-meta">#</span><span class="bash"> Trên Ubuntu 16.04</span>
<span class="hljs-meta">$</span><span class="bash"> sudo apt-get install opencl-headers, libviennacl-dev</span>
<span class="hljs-meta">#</span><span class="bash"> Trên Fedora</span>
<span class="hljs-meta">$</span><span class="bash"> sudo yum install opencl-headers, viennacl</span>
</code></pre>
-<p>Bên cạnh đó, bạn cần OpenCL Installable Client Driver (ICD) cho nền tảng mà bạn muốn chạy OpenCL.</p>
+<p>Bên cạnh đó, bạn cần OpenCL Installable Client Driver (ICD) cho nền tảng mà bạn
+muốn chạy OpenCL.</p>
<ul>
<li>Với AMD và nVidia GPUs, driver package nên cài đúng bản OpenCL ICD.</li>
<li>Với Intel CPUs và/hoặc GPUs, có thể tải driver từ
-<a href="https://software.intel.com/en-us/articles/opencl-drivers">Intel website.</a>
-Lưu ý rằng driver này chỉ hỗ trợ các phiên bản mới của CPUs và Iris GPUs.</li>
+<a href="https://software.intel.com/en-us/articles/opencl-drivers">Intel website.</a> Lưu
+ý rằng driver này chỉ hỗ trợ các phiên bản mới của CPUs và Iris GPUs.</li>
<li>Với các bản Intel CPUs cũ hơn, bạn có thể sử dụng gói <code>beignet-opencl-icd</code>.</li>
</ul>
-<p>Lưu ý rằng chạy OpenCL trên CPUs không được khuyến khích bởi tốc độ chậm. Di chuyển bộ nhớ theo trình tự tính theo từng giây (1000's của ms trên CPUs so với 1's của ms trên GPUs).</p>
-<p>Có thể xem thêm thông tin về cách thiết lập environment có chạy OpenCL tại <a href="https://wiki.tiker.net/OpenCLHowTo">đây</a>.</p>
-<p>Nếu phiên bản của gói chương trình ViennaCL thấp hơn 1.7.1, bạn cần phải tạo từ nguồn:</p>
-<p>Clone <a href="https://github.com/viennacl/viennacl-dev">nguồn tại đây</a>,
-chọn (checkout) tag <code>release-1.7.1</code> để cài đặt. Bạn cần nhớ thêm đường dẫn vào phần <code>PATH</code> và tạo libraries vào <code>LD_LIBRARY_PATH</code>.</p>
+<p>Lưu ý rằng chạy OpenCL trên CPUs không được khuyến khích bởi tốc độ chậm. Di
+chuyển bộ nhớ theo trình tự tính theo từng giây (1000's của ms trên CPUs so với
+1's của ms trên GPUs).</p>
+<p>Có thể xem thêm thông tin về cách thiết lập environment có chạy OpenCL tại
+<a href="https://wiki.tiker.net/OpenCLHowTo">đây</a>.</p>
+<p>Nếu phiên bản của gói chương trình ViennaCL thấp hơn 1.7.1, bạn cần phải tạo từ
+nguồn:</p>
+<p>Clone <a href="https://github.com/viennacl/viennacl-dev">nguồn tại đây</a>, chọn (checkout)
+tag <code>release-1.7.1</code> để cài đặt. Bạn cần nhớ thêm đường dẫn vào phần <code>PATH</code> và
+tạo libraries vào <code>LD_LIBRARY_PATH</code>.</p>
<p>Để cài SINGA với hỗ trợ OpenCL (đã thử trên SINGA 1.1):</p>
<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> cmake -DUSE_OPENCL=ON ..</span>
<span class="hljs-meta">$</span><span class="bash"> make</span>
</code></pre>
<h3><a class="anchor" aria-hidden="true" id="gói-chương-trình-package"></a><a href="#gói-chương-trình-package" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-. [...]
-<p>Cài đặt này được sử dụng để tạo gói chương trình Debian package. Để PACKAGE=ON và tạo gói chương trình với lệnh như sau:</p>
+<p>Cài đặt này được sử dụng để tạo gói chương trình Debian package. Để PACKAGE=ON
+và tạo gói chương trình với lệnh như sau:</p>
<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> cmake -DPACKAGE=ON</span>
<span class="hljs-meta">$</span><span class="bash"> make package</span>
</code></pre>
<h2><a class="anchor" aria-hidden="true" id="câu-hỏi-thường-gặp-qa"></a><a href="#câu-hỏi-thường-gặp-qa" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2 [...]
<ul>
<li><p>Q: Gặp lỗi khi 'import singa'</p>
-<p>A: Vui lòng kiểm tra chi tiết lỗi từ <code>python -c "from singa import _singa_wrap"</code>. Đôi khi lỗi xảy ra bởi các dependent libraries, vd. protobuf có nhiều phiên bản, nếu thiếu cudnn, phiên bản numpy sẽ không tương thích. Các bước sau đưa ra giải pháp cho từng trường hợp:</p>
+<p>A: Vui lòng kiểm tra chi tiết lỗi từ
+<code>python -c "from singa import _singa_wrap"</code>. Đôi khi lỗi xảy ra bởi các
+dependent libraries, vd. protobuf có nhiều phiên bản, nếu thiếu cudnn, phiên
+bản numpy sẽ không tương thích. Các bước sau đưa ra giải pháp cho từng trường
+hợp:</p>
<ol>
-<li><p>Kiểm tra cudnn và cuda. Nếu thiếu cudnn hoặc không tương thích với phiên bản của wheel, bạn có thể tải phiên bản đúng của cudnn vào thư mục ~/local/cudnn/ và</p>
+<li><p>Kiểm tra cudnn và cuda. Nếu thiếu cudnn hoặc không tương thích với phiên
+bản của wheel, bạn có thể tải phiên bản đúng của cudnn vào thư mục
+~/local/cudnn/ và</p>
<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> <span class="hljs-built_in">echo</span> <span class="hljs-string">"export LD_LIBRARY_PATH=/home/<yourname>/local/cudnn/lib64:<span class="hljs-variable">$LD_LIBRARY_PATH</span>"</span> >> ~/.bashrc</span>
</code></pre></li>
-<li><p>Nếu lỗi liên quan tới protobuf. Bạn có thể cài đặt (3.6.1) từ nguồn vào một thư mục trong máy của bạn(local). chẳng hạn ~/local/; Giải nén file tar, sau đó</p>
+<li><p>Nếu lỗi liên quan tới protobuf. Bạn có thể cài đặt (3.6.1) từ nguồn vào một
+thư mục trong máy của bạn(local). chẳng hạn ~/local/; Giải nén file tar,
+sau đó</p>
<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> ./configure --prefix=/home/<yourname><span class="hljs-built_in">local</span></span>
<span class="hljs-meta">$</span><span class="bash"> make && make install</span>
<span class="hljs-meta">$</span><span class="bash"> <span class="hljs-built_in">echo</span> <span class="hljs-string">"export LD_LIBRARY_PATH=/home/<yourname>/local/lib:<span class="hljs-variable">$LD_LIBRARY_PATH</span>"</span> >> ~/.bashrc</span>
<span class="hljs-meta">$</span><span class="bash"> <span class="hljs-built_in">source</span> ~/.bashrc</span>
</code></pre></li>
-<li><p>Nếu không tìm được libs nào bao gồm python, thì taọ virtual env sử dụng <code>pip</code> hoặc <code>conda</code>;</p></li>
-<li><p>Nếu lỗi không do các nguyên nhân trên thì đi tới thư mục của <code>_singa_wrap.so</code>,</p>
+<li><p>Nếu không tìm được libs nào bao gồm python, thì taọ virtual env sử dụng
+<code>pip</code> hoặc <code>conda</code>;</p></li>
+<li><p>Nếu lỗi không do các nguyên nhân trên thì đi tới thư mục của
+<code>_singa_wrap.so</code>,</p>
<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> python</span>
<span class="hljs-meta">></span><span class="bash">> import importlib</span>
<span class="hljs-meta">></span><span class="bash">> importlib.import_module(<span class="hljs-string">'_singa_wrap'</span>)</span>
</code></pre></li>
</ol>
-<p>kiểm tra thông báo lỗi. Ví dụ nếu phiên bản numpy không tương thích, thông báo lỗi sẽ là</p>
+<p>kiểm tra thông báo lỗi. Ví dụ nếu phiên bản numpy không tương thích, thông báo
+lỗi sẽ là</p>
<pre><code class="hljs css language-shell">RuntimeError: module compiled against API version 0xb but this version of numpy is 0xa
</code></pre>
<p>sau đó bạn cần phải nâng cấp numpy.</p></li>
</ul>
<ul>
<li><p>Q: Lỗi khi chạy <code>cmake ..</code>, không tìm được dependent libraries.</p>
-<p>A: Nếu bạn vẫn chưa cài đặt libraries đó, thì cài đặt chúng. Nếu bạn cài libraries trong thư mục bên ngoài thư mục system, chẳng hạn như /usr/local, bạn cần export các biến sau đây</p>
+<p>A: Nếu bạn vẫn chưa cài đặt libraries đó, thì cài đặt chúng. Nếu bạn cài
+libraries trong thư mục bên ngoài thư mục system, chẳng hạn như /usr/local,
+bạn cần export các biến sau đây</p>
<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> <span class="hljs-built_in">export</span> CMAKE_INCLUDE_PATH=<path to your header file folder></span>
<span class="hljs-meta">$</span><span class="bash"> <span class="hljs-built_in">export</span> CMAKE_LIBRARY_PATH=<path to your lib file folder></span>
</code></pre></li>
</ul>
<ul>
<li><p>Q: Lỗi từ <code>make</code>, vd. linking phase</p>
-<p>A: Nếu libraries nằm trong thư mục không phải là thư mục system mặc định trong đường dẫn, bạn cần export các biến sau</p>
+<p>A: Nếu libraries nằm trong thư mục không phải là thư mục system mặc định trong
+đường dẫn, bạn cần export các biến sau</p>
<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> <span class="hljs-built_in">export</span> LIBRARY_PATH=<path to your lib file folder></span>
<span class="hljs-meta">$</span><span class="bash"> <span class="hljs-built_in">export</span> LD_LIBRARY_PATH=<path to your lib file folder></span>
</code></pre></li>
</ul>
<ul>
<li><p>Q: Lỗi từ các tệp tin headers vd. 'cblas.h no such file or directory exists'</p>
-<p>A: Bạn cần bao gồm các thư mục cblas.h vào CPLUS_INCLUDE_PATH,
-e.g.,</p>
+<p>A: Bạn cần bao gồm các thư mục cblas.h vào CPLUS_INCLUDE_PATH, e.g.,</p>
<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> <span class="hljs-built_in">export</span> CPLUS_INCLUDE_PATH=/opt/OpenBLAS/include:<span class="hljs-variable">$CPLUS_INCLUDE_PATH</span></span>
</code></pre></li>
<li><p>Q: Khi compile SINGA, gặp lỗi <code>SSE2 instruction set not enabled</code></p>
<p>A: Bạn có thể thử lệnh sau:</p>
<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> make CFLAGS=<span class="hljs-string">'-msse2'</span> CXXFLAGS=<span class="hljs-string">'-msse2'</span></span>
</code></pre></li>
-<li><p>Q:Gặp lỗi <code>ImportError: cannot import name enum_type_wrapper</code> từ google.protobuf.internal khi tôi cố gắng import các tệp tin dạng .py.</p>
+<li><p>Q:Gặp lỗi <code>ImportError: cannot import name enum_type_wrapper</code> từ
+google.protobuf.internal khi tôi cố gắng import các tệp tin dạng .py.</p>
<p>A: Bạn cần cài đặt python cho protobuf, có thể cài đặt qua</p>
<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> sudo apt-get install protobuf</span>
</code></pre></li>
@@ -308,15 +352,23 @@ e.g.,</p>
<span class="hljs-meta">$</span><span class="bash"> python setup.py install</span>
</code></pre>
<ul>
-<li><p>Q: Khi tôi tạo OpenBLAS từ nguồn, tôi gặp yêu cầu cần phải có Fortran compiler.</p>
+<li><p>Q: Khi tôi tạo OpenBLAS từ nguồn, tôi gặp yêu cầu cần phải có Fortran
+compiler.</p>
<p>A: Bạn có thể compile OpenBLAS bằng cách</p>
<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> make ONLY_CBLAS=1</span>
</code></pre>
<p>hoặc cài dặt sử dụng</p>
<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> sudo apt-get install libopenblas-dev</span>
</code></pre></li>
-<li><p>Q: Khi tôi tạo protocol buffer, thì bị thông báo <code>GLIBC++_3.4.20</code> không được tìm thấy trong <code>/usr/lib64/libstdc++.so.6</code>?</p>
-<p>A: Nghĩa là linker trong libstdc++.so.6 nhưng chương trình này thuộc về một phiên bản cũ hơn của GCC đã được dùng để compile và link chương trình. Chương trình phụ thuộc vào code viết trong phiên bản libstdc++ cập nhật thuộc về phiên bản mới hơn của GCC, vì vậy linker phải chỉ ra cách để cài phiên bản libstdc++ mới hơn được chia sẻ trong library. Cách đơn giản nhất để sửa lỗi này là tìm phiên bản đúng cho libstdc++ và export nó vào LD_LIBRARY_PATH. Ví dụ nếu GLIBC++_3.4.20 có trong ou [...]
+<li><p>Q: Khi tôi tạo protocol buffer, thì bị thông báo <code>GLIBC++_3.4.20</code> không được
+tìm thấy trong <code>/usr/lib64/libstdc++.so.6</code>?</p>
+<p>A: Nghĩa là linker trong libstdc++.so.6 nhưng chương trình này thuộc về một
+phiên bản cũ hơn của GCC đã được dùng để compile và link chương trình. Chương
+trình phụ thuộc vào code viết trong phiên bản libstdc++ cập nhật thuộc về
+phiên bản mới hơn của GCC, vì vậy linker phải chỉ ra cách để cài phiên bản
+libstdc++ mới hơn được chia sẻ trong library. Cách đơn giản nhất để sửa lỗi
+này là tìm phiên bản đúng cho libstdc++ và export nó vào LD_LIBRARY_PATH. Ví
+dụ nếu GLIBC++_3.4.20 có trong output của lệnh sau</p>
<pre><code class="hljs"> $ strings /usr/local/lib64/libstdc++.so.6|grep GLIBC++
</code></pre>
<p>thì bạn chỉ cần tạo biến environment</p>
@@ -324,26 +376,43 @@ e.g.,</p>
</code></pre></li>
<li><p>Q: Khi tạo glog, nhận thông báo "src/logging_unittest.cc:83:20: error:
‘gflags’ is not a namespace-name"</p>
-<p>A: Có thể do bạn đã cài gflags với một namespace khác như là "google". vì thế glog không thể tìm thấy 'gflags' namespace. Do cài glog thì không cần phải có gflags. Nên bạn cần sửa tệp tin configure.ac thành ignore gflags.</p>
+<p>A: Có thể do bạn đã cài gflags với một namespace khác như là "google". vì thế
+glog không thể tìm thấy 'gflags' namespace. Do cài glog thì không cần phải có
+gflags. Nên bạn cần sửa tệp tin configure.ac thành ignore gflags.</p>
<pre><code class="hljs"> 1. cd to glog src directory
2. change line 125 of configure.ac to "AC_CHECK_LIB(gflags, main, ac_cv_have_libgflags=0, ac_cv_have_libgflags=0)"
3. autoreconf
</code></pre>
<p>Sau đó bạn có thể cài lại glog.</p></li>
-<li><p>Q: Khi sử dụng virtual environment, bất cứ khi nào tôi chạy pip install, numpy sẽ tự cài lại numpy. Tuy nhiên, numpy này không được sử dụng khi tôi <code>import numpy</code></p>
-<p>A: Lỗi có thể gây ra bởi <code>PYTHONPATH</code> vốn nên được để trống (empty) khi bạn sử dụng virtual environment nhằm tránh conflict với đường dẫn của virtual environment.</p></li>
-<li><p>Q: Khi compile PySINGA từ nguồn, có lỗi compilation do thiếu <numpy/objectarray.h></p>
+<li><p>Q: Khi sử dụng virtual environment, bất cứ khi nào tôi chạy pip install, numpy
+sẽ tự cài lại numpy. Tuy nhiên, numpy này không được sử dụng khi tôi
+<code>import numpy</code></p>
+<p>A: Lỗi có thể gây ra bởi <code>PYTHONPATH</code> vốn nên được để trống (empty) khi bạn sử
+dụng virtual environment nhằm tránh conflict với đường dẫn của virtual
+environment.</p></li>
+<li><p>Q: Khi compile PySINGA từ nguồn, có lỗi compilation do thiếu
+<numpy/objectarray.h></p>
<p>A: Vui lòng cài đặt numpy và export đường dẫn của tệp tin numpy header như sau</p>
<pre><code class="hljs"> $ export CPLUS_INCLUDE_PATH=`python -c "import numpy; print numpy.get_include()"`:$CPLUS_INCLUDE_PATH
</code></pre></li>
<li><p>Q: Khi chạy SINGA trên Mac OS X, tôi gặp lỗi "Fatal Python error:
PyThreadState_Get: no current thread Abort trap: 6"</p>
-<p>A: Lỗi này thường xảy ra khi bạn có nhiều phiên bản Python trong hệ thống, và bạn cài SINGA qua pip (vấn đề này có thể được giải quyết nếu cài đặt bằng conda), vd. một bên qua OS và một bên cài đặt qua Homebrew. Python dùng trong PySINGA phải là Python interpreter. Bạn có thể kiểm tra trình thông dịch (interpreter) của mình bằng <code>which python</code> và kiểm tra bản Python dùng trong PySINGA qua <code>otool -L <path to _singa_wrap.so></code>. Để sửa lỗi này, bạn compile SING [...]
+<p>A: Lỗi này thường xảy ra khi bạn có nhiều phiên bản Python trong hệ thống, và
+bạn cài SINGA qua pip (vấn đề này có thể được giải quyết nếu cài đặt bằng
+conda), vd. một bên qua OS và một bên cài đặt qua Homebrew. Python dùng trong
+PySINGA phải là Python interpreter. Bạn có thể kiểm tra trình thông dịch
+(interpreter) của mình bằng <code>which python</code> và kiểm tra bản Python dùng trong
+PySINGA qua <code>otool -L <path to _singa_wrap.so></code>. Để sửa lỗi này, bạn compile
+SINGA với đúng phiên bản mà SINGA cần. Cụ thể, nếu bạn tạo PySINGA từ nguồn,
+bạn cần cụ thể đường dẫn khi gọi
+<a href="http://stackoverflow.com/questions/15291500/i-have-2-versions-of-python-installed-but-cmake-is-using-older-version-how-do">cmake</a></p>
<pre><code class="hljs"> $ cmake -DPYTHON_LIBRARY=`python-config --prefix`/lib/libpython2.7.dylib -DPYTHON_INCLUDE_DIR=`python-config --prefix`/include/python2.7/ ..
</code></pre>
-<p>Nếu cài đặt PySINGA từ gói binary packages, vd. debian hay wheel, thì bạn cần thay đổi trình thông dịch của python (python interpreter), vd., reset $PATH để đường dẫn dúng của Python ở đằng trước.</p></li>
+<p>Nếu cài đặt PySINGA từ gói binary packages, vd. debian hay wheel, thì bạn cần
+thay đổi trình thông dịch của python (python interpreter), vd., reset $PATH
+để đường dẫn dúng của Python ở đằng trước.</p></li>
</ul>
-</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Viet/downloads"><span class="arrow-prev">← </span><span>Download SINGA</span></a><a class="docs-next button" href="/docs/3.1.0_Viet/contribute-code"><span>How to Contribute Code</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#sử-dụng-conda-để-cài-singa">Sử dụng Conda để cài SINGA</a><ul class="toc-headings"><li>< [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 5/1/2021</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Viet/downloads"><span class="arrow-prev">← </span><span>Download SINGA</span></a><a class="docs-next button" href="/docs/3.1.0_Viet/contribute-code"><span>How to Contribute Code</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#sử-dụng-conda-để-cài-s [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Viet/build/index.html b/content/docs/3.1.0_Viet/build/index.html
index c2c4066..8076efa 100644
--- a/content/docs/3.1.0_Viet/build/index.html
+++ b/content/docs/3.1.0_Viet/build/index.html
@@ -69,7 +69,8 @@
<p>Nếu bạn muốn tham gia đóng góp code cho SINGA, tham khảo
<a href="/docs/3.1.0_Viet/contribute-code">mục contribute-code</a> với các bước làm và yêu cầu kĩ thuật.</p>
<h2><a class="anchor" aria-hidden="true" id="sử-dụng-conda-để-cài-singa"></a><a href="#sử-dụng-conda-để-cài-singa" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H [...]
-<p>Conda-build là phần mềm giúp cài đặt thư viện chương trình từ dữ liệu đám mây anaconda và thực hiện các tập lệnh tạo chương trình.</p>
+<p>Conda-build là phần mềm giúp cài đặt thư viện chương trình từ dữ liệu đám mây
+anaconda và thực hiện các tập lệnh tạo chương trình.</p>
<p>Để cài đặt conda-build (sau khi cài conda)</p>
<pre><code class="hljs css language-shell">conda install conda-build
</code></pre>
@@ -77,37 +78,45 @@
<p>Để tạo phiên bản CPU cho SINGA</p>
<pre><code class="hljs css language-shell">conda build tool/conda/singa/
</code></pre>
-<p>Lệnh trên đã được kiểm tra trên Ubuntu (14.04, 16.04 và 18.04) và macOS
-10.11. Tham khảo <a href="https://travis-ci.org/apache/singa">trang Travis-CI</a> để biết thêm chi tiết.</p>
+<p>Lệnh trên đã được kiểm tra trên Ubuntu (14.04, 16.04 và 18.04) và macOS 10.11.
+Tham khảo <a href="https://travis-ci.org/apache/singa">trang Travis-CI</a> để biết thêm chi
+tiết.</p>
<h3><a class="anchor" aria-hidden="true" id="tạo-phiên-bản-gpu"></a><a href="#tạo-phiên-bản-gpu" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2- [...]
-<p>Để tạo phiên bản GPU cho SINGA, máy để cài phải có Nvida GPU, và CUDA driver (>= 384.81), phải được cài đặt CUDA toolkit (>=9) và cuDNN (>=7). Hai Docker images dưới đây cung cấp environment để chạy:</p>
+<p>Để tạo phiên bản GPU cho SINGA, máy để cài phải có Nvida GPU, và CUDA driver (>=
+384.81), phải được cài đặt CUDA toolkit (>=9) và cuDNN (>=7). Hai Docker images
+dưới đây cung cấp environment để chạy:</p>
<ol>
<li>apache/singa:conda-cuda9.0</li>
<li>apache/singa:conda-cuda10.0</li>
</ol>
-<p>Sau khi environment để chạy đã sẵn sàng, bạn cần phải export phiên bản CUDA trước, sau đó chạy lệnh conda để cài SINGA:</p>
+<p>Sau khi environment để chạy đã sẵn sàng, bạn cần phải export phiên bản CUDA
+trước, sau đó chạy lệnh conda để cài SINGA:</p>
<pre><code class="hljs css language-shell">export CUDA=x.y (e.g. 9.0)
conda build tool/conda/singa/
</code></pre>
<h3><a class="anchor" aria-hidden="true" id="sau-khi-chạy-chương-trình"></a><a href="#sau-khi-chạy-chương-trình" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c [...]
-<p>Vị trí đặt tệp tin của gói chương trình được tạo (<code>.tar.gz</code>) hiển thị trên màn hình.
-Gói chương trình được tạo có thể được cài đặt trực tiếp,</p>
+<p>Vị trí đặt tệp tin của gói chương trình được tạo (<code>.tar.gz</code>) hiển thị trên màn
+hình. Gói chương trình được tạo có thể được cài đặt trực tiếp,</p>
<pre><code class="hljs css language-shell">conda install -c conda-forge --use-local <path to the package file>
</code></pre>
-<p>hoặc tải lên dữ liệu đám mây anaconda cloud để người dùng khác có thể tải và cài đặt. Bạn cần phải đăng kí một tài khoản trên anaconda để có thể
+<p>hoặc tải lên dữ liệu đám mây anaconda cloud để người dùng khác có thể tải và cài
+đặt. Bạn cần phải đăng kí một tài khoản trên anaconda để có thể
<a href="https://docs.anaconda.com/anaconda-cloud/user-guide/getting-started/">tải lên gói chương trình</a>.</p>
<pre><code class="hljs css language-shell">conda install anaconda-client
anaconda login
anaconda upload -l main <path to the package file>
</code></pre>
-<p>Sau khi tải gói chương trình lên dữ liệu đám mây, bạn có thể tìm thấy gói trên website của
-<a href="https://anaconda.org/">Anaconda Cloud</a> hoặc qua lệnh</p>
+<p>Sau khi tải gói chương trình lên dữ liệu đám mây, bạn có thể tìm thấy gói trên
+website của <a href="https://anaconda.org/">Anaconda Cloud</a> hoặc qua lệnh</p>
<pre><code class="hljs css language-shell">conda search -c <anaconda username> singa
</code></pre>
-<p>Mỗi gói chương trình của SINGA đuợc nhận diện theo phiên bản hoặc dòng lệnh cài đặt. Để cài một gói chương trình SINGA cụ thể, bạn cần phải cung cấp toàn bộ thông tin, vd.</p>
+<p>Mỗi gói chương trình của SINGA đuợc nhận diện theo phiên bản hoặc dòng lệnh cài
+đặt. Để cài một gói chương trình SINGA cụ thể, bạn cần phải cung cấp toàn bộ
+thông tin, vd.</p>
<pre><code class="hljs css language-shell">conda install -c <anaconda username> -c conda-forge singa=2.1.0.dev=cpu_py36
</code></pre>
-<p>Để cho lệnh cài đặt không phức tạp, bạn có thể tạo các gói chương trình bổ sung sau dựa trên các gói chương trình cho SINGA CPU và GPU mới nhất .</p>
+<p>Để cho lệnh cài đặt không phức tạp, bạn có thể tạo các gói chương trình bổ sung
+sau dựa trên các gói chương trình cho SINGA CPU và GPU mới nhất .</p>
<pre><code class="hljs css language-console"><span class="hljs-meta">#</span><span class="bash"> <span class="hljs-keyword">for</span> singa-cpu</span>
conda build tool/conda/cpu/ --python=3.6
conda build tool/conda/cpu/ --python=3.7
@@ -118,11 +127,15 @@ conda build tool/conda/gpu/ --python=3.7
<p>Bởi vậy, khi bạn chạy</p>
<pre><code class="hljs css language-shell">conda install -c <anaconda username> -c conda-forge singa-xpu
</code></pre>
-<p>(<code>xpu</code> nghĩa là hoặc 'cpu' hoặc 'gpu'), gói SINGA tương ứng thực sự được cài đặt như một library phụ thuộc.</p>
+<p>(<code>xpu</code> nghĩa là hoặc 'cpu' hoặc 'gpu'), gói SINGA tương ứng thực sự được cài đặt
+như một library phụ thuộc.</p>
<h2><a class="anchor" aria-hidden="true" id="sử-dụng-các-phương-tiện-cơ-bản-để-cài-đặt-singa-trên-ubuntu"></a><a href="#sử-dụng-các-phương-tiện-cơ-bản-để-cài-đặt-singa-trên-ubuntu" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0 [...]
<p>Tham khảo
<a href="https://github.com/apache/singa/blob/master/tool/docker/devel/ubuntu/cuda9/Dockerfile#L30">Dockerfiles</a>
-của SINGA để xem hướng dẫn cài đặt các chương trình library phụ thuộc trên Ubuntu 16.04. Bạn có thể tạo một Docker container sử dụng <a href="">devel images</a> và cài SINGA trong container. Để cài SINGA với GPU, DNNL, Python và unit tests, chạy lệnh theo hướng dẫn sau</p>
+của SINGA để xem hướng dẫn cài đặt các chương trình library phụ thuộc trên
+Ubuntu 16.04. Bạn có thể tạo một Docker container sử dụng <a href="">devel images</a> và
+cài SINGA trong container. Để cài SINGA với GPU, DNNL, Python và unit tests,
+chạy lệnh theo hướng dẫn sau</p>
<pre><code class="hljs css language-shell">mkdir build # tại thư mục nguồn của singa
cd build
cmake -DENABLE_TEST=ON -DUSE_CUDA=ON -DUSE_DNNL=ON -DUSE_PYTHON3=ON ..
@@ -130,14 +143,17 @@ make
cd python
pip install .
</code></pre>
-<p>Chi tiết các lựa chọn CMake đuợc giải thích ở phần cuối cùng của trang này. Câu lệnh cuối cùng để cài gói Python. Bạn cúng có thể chạy
-<code>pip install -e .</code>, để tạo symlinks thay vì copy các tâp tin Python vào mục site-package.</p>
+<p>Chi tiết các lựa chọn CMake đuợc giải thích ở phần cuối cùng của trang này. Câu
+lệnh cuối cùng để cài gói Python. Bạn cúng có thể chạy <code>pip install -e .</code>, để
+tạo symlinks thay vì copy các tâp tin Python vào mục site-package.</p>
<p>Nếu SINGA được compile với ENABLE_TEST=ON, bạn có thể chạy unit test bằng cách</p>
<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> ./bin/test_singa</span>
</code></pre>
-<p>Bạn sẽ thấy tất cả các trường hợp test kèm theo kết quả test. Nếu SINGA thông qua tất cả các test, bạn đã cài đặt SINGA thành công.</p>
+<p>Bạn sẽ thấy tất cả các trường hợp test kèm theo kết quả test. Nếu SINGA thông
+qua tất cả các test, bạn đã cài đặt SINGA thành công.</p>
<h2><a class="anchor" aria-hidden="true" id="sử-dụng-các-phương-tiện-cơ-bản-để-cài-đặt-singa-trên-centos7"></a><a href="#sử-dụng-các-phương-tiện-cơ-bản-để-cài-đặt-singa-trên-centos7" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 [...]
-<p>Tạo từ nguồn sẽ khác trên Centos7 bởi tên của gói chương trình là khác nhau. Làm theo hướng dẫn dưới đây</p>
+<p>Tạo từ nguồn sẽ khác trên Centos7 bởi tên của gói chương trình là khác nhau. Làm
+theo hướng dẫn dưới đây</p>
<h3><a class="anchor" aria-hidden="true" id="cài-các-chương-trình-phụ-thuộc-dependent-libraries"></a><a href="#cài-các-chương-trình-phụ-thuộc-dependent-libraries" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 [...]
<p>Gói/chương trình cơ bản</p>
<pre><code class="hljs css language-shell">sudo yum install freetype-devel libXft-devel ncurses-devel openblas-devel blas-devel lapack devel atlas-devel kernel-headers unzip wget pkgconfig zip zlib-devel libcurl-devel cmake curl unzip dh-autoreconf git python-devel glog-devel protobuf-devel
@@ -169,13 +185,15 @@ pip install matplotlib numpy pandas scikit-learn pydot
<p>Bạn có thể chạy unit tests bằng cách,</p>
<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> ./bin/test_singa</span>
</code></pre>
-<p>Bạn sẽ thấy tất cả các trường hợp test kèm theo kết quả test. Nếu SINGA thông qua tất cả các test, bạn đã cài đặt SINGA thành công.</p>
+<p>Bạn sẽ thấy tất cả các trường hợp test kèm theo kết quả test. Nếu SINGA thông
+qua tất cả các test, bạn đã cài đặt SINGA thành công.</p>
<h2><a class="anchor" aria-hidden="true" id="compile-singa-trên-windows"></a><a href="#compile-singa-trên-windows" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H [...]
<p>Hướng dẫn cài đặt trên Windows với Python vui lòng xem tại
<a href="/docs/3.1.0_Viet/install-win">mục install-win</a>.</p>
<h2><a class="anchor" aria-hidden="true" id="chi-tiết-bổ-sung-về-các-lựa-chọn-biên-dịch-compilation"></a><a href="#chi-tiết-bổ-sung-về-các-lựa-chọn-biên-dịch-compilation" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 [...]
<h3><a class="anchor" aria-hidden="true" id="use_modules-không-còn-sử-dụng"></a><a href="#use_modules-không-còn-sử-dụng" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 [...]
-<p>Nếu protobuf và openblas không được cài đặt, bạn có thể compile SINGA cùng với chúng.</p>
+<p>Nếu protobuf và openblas không được cài đặt, bạn có thể compile SINGA cùng với
+chúng.</p>
<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> In SINGA ROOT folder</span>
<span class="hljs-meta">$</span><span class="bash"> mkdir build</span>
<span class="hljs-meta">$</span><span class="bash"> <span class="hljs-built_in">cd</span> build</span>
@@ -183,7 +201,9 @@ pip install matplotlib numpy pandas scikit-learn pydot
<span class="hljs-meta">$</span><span class="bash"> make</span>
</code></pre>
<p>cmake sẽ tải OpenBlas và Protobuf (2.6.1) sau đó compile cùng với SINGA.</p>
-<p>Bạn có thể sử dụng <code>ccmake ..</code> để định dạng các lựa chọn biên dịch (compilation). Nếu chương trình phụ thuộc (dependent libraries) nào không có trong đường dẫn hệ thống mặc định,bạn cần phải export các biến environment sau:</p>
+<p>Bạn có thể sử dụng <code>ccmake ..</code> để định dạng các lựa chọn biên dịch
+(compilation). Nếu chương trình phụ thuộc (dependent libraries) nào không có
+trong đường dẫn hệ thống mặc định,bạn cần phải export các biến environment sau:</p>
<pre><code class="hljs css language-shell">export CMAKE_INCLUDE_PATH=<path to the header file folder>
export CMAKE_LIBRARY_PATH=<path to the lib file folder>
</code></pre>
@@ -196,8 +216,11 @@ export CMAKE_LIBRARY_PATH=<path to the lib file folder>
</code></pre>
<h3><a class="anchor" aria-hidden="true" id="use_cuda"></a><a href="#use_cuda" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 [...]
<p>Chúng tôi khuyến khích cài đặt CUDA và
-<a href="https://developer.nvidia.com/cudnn">cuDNN</a> để chạy SINGA trên GPUs nhằm có kết quả tốt nhất.</p>
-<p>SINGA đã được kiểm nghiệm chạy trên CUDA 9/10, và cuDNN 7. Nếu cuDNN được cài đặt vào thư mục không thuộc hệ thống, vd. /home/bob/local/cudnn/, cần chạy các lệnh sau để cmake và runtime có thể tìm được</p>
+<a href="https://developer.nvidia.com/cudnn">cuDNN</a> để chạy SINGA trên GPUs nhằm có kết
+quả tốt nhất.</p>
+<p>SINGA đã được kiểm nghiệm chạy trên CUDA 9/10, và cuDNN 7. Nếu cuDNN được cài
+đặt vào thư mục không thuộc hệ thống, vd. /home/bob/local/cudnn/, cần chạy các
+lệnh sau để cmake và runtime có thể tìm được</p>
<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> <span class="hljs-built_in">export</span> CMAKE_INCLUDE_PATH=/home/bob/<span class="hljs-built_in">local</span>/cudnn/include:<span class="hljs-variable">$CMAKE_INCLUDE_PATH</span></span>
<span class="hljs-meta">$</span><span class="bash"> <span class="hljs-built_in">export</span> CMAKE_LIBRARY_PATH=/home/bob/<span class="hljs-built_in">local</span>/cudnn/lib64:<span class="hljs-variable">$CMAKE_LIBRARY_PATH</span></span>
<span class="hljs-meta">$</span><span class="bash"> <span class="hljs-built_in">export</span> LD_LIBRARY_PATH=/home/bob/<span class="hljs-built_in">local</span>/cudnn/lib64:<span class="hljs-variable">$LD_LIBRARY_PATH</span></span>
@@ -209,8 +232,7 @@ export CMAKE_LIBRARY_PATH=<path to the lib file folder>
</code></pre>
<h3><a class="anchor" aria-hidden="true" id="use_dnnl"></a><a href="#use_dnnl" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 [...]
<p>Người dùng có thể kích hoạt DNNL để cải thiện hiệu quả cho chương trình CPU.</p>
-<p>Hướng dẫn cài đặt DNNL
-<a href="https://github.com/intel/mkl-dnn#installation">tại đây</a>.</p>
+<p>Hướng dẫn cài đặt DNNL <a href="https://github.com/intel/mkl-dnn#installation">tại đây</a>.</p>
<p>SINGA đã được thử nghiệm chạy trên DNNL v1.1.</p>
<p>Để chạy SINGA với DNNL:</p>
<pre><code class="hljs css language-shell"><span class="hljs-meta">#</span><span class="bash"> các Dependent libs đã được cài đặt</span>
@@ -218,85 +240,107 @@ export CMAKE_LIBRARY_PATH=<path to the lib file folder>
<span class="hljs-meta">$</span><span class="bash"> make</span>
</code></pre>
<h3><a class="anchor" aria-hidden="true" id="use_opencl"></a><a href="#use_opencl" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1 [...]
-<p>SINGA sử dụng opencl-headers và viennacl (phiên bản 1.7.1 hoặc mới hơn) để hỗ trợ OpenCL, có thể được cài đặt qua</p>
+<p>SINGA sử dụng opencl-headers và viennacl (phiên bản 1.7.1 hoặc mới hơn) để hỗ
+trợ OpenCL, có thể được cài đặt qua</p>
<pre><code class="hljs css language-shell"><span class="hljs-meta">#</span><span class="bash"> Trên Ubuntu 16.04</span>
<span class="hljs-meta">$</span><span class="bash"> sudo apt-get install opencl-headers, libviennacl-dev</span>
<span class="hljs-meta">#</span><span class="bash"> Trên Fedora</span>
<span class="hljs-meta">$</span><span class="bash"> sudo yum install opencl-headers, viennacl</span>
</code></pre>
-<p>Bên cạnh đó, bạn cần OpenCL Installable Client Driver (ICD) cho nền tảng mà bạn muốn chạy OpenCL.</p>
+<p>Bên cạnh đó, bạn cần OpenCL Installable Client Driver (ICD) cho nền tảng mà bạn
+muốn chạy OpenCL.</p>
<ul>
<li>Với AMD và nVidia GPUs, driver package nên cài đúng bản OpenCL ICD.</li>
<li>Với Intel CPUs và/hoặc GPUs, có thể tải driver từ
-<a href="https://software.intel.com/en-us/articles/opencl-drivers">Intel website.</a>
-Lưu ý rằng driver này chỉ hỗ trợ các phiên bản mới của CPUs và Iris GPUs.</li>
+<a href="https://software.intel.com/en-us/articles/opencl-drivers">Intel website.</a> Lưu
+ý rằng driver này chỉ hỗ trợ các phiên bản mới của CPUs và Iris GPUs.</li>
<li>Với các bản Intel CPUs cũ hơn, bạn có thể sử dụng gói <code>beignet-opencl-icd</code>.</li>
</ul>
-<p>Lưu ý rằng chạy OpenCL trên CPUs không được khuyến khích bởi tốc độ chậm. Di chuyển bộ nhớ theo trình tự tính theo từng giây (1000's của ms trên CPUs so với 1's của ms trên GPUs).</p>
-<p>Có thể xem thêm thông tin về cách thiết lập environment có chạy OpenCL tại <a href="https://wiki.tiker.net/OpenCLHowTo">đây</a>.</p>
-<p>Nếu phiên bản của gói chương trình ViennaCL thấp hơn 1.7.1, bạn cần phải tạo từ nguồn:</p>
-<p>Clone <a href="https://github.com/viennacl/viennacl-dev">nguồn tại đây</a>,
-chọn (checkout) tag <code>release-1.7.1</code> để cài đặt. Bạn cần nhớ thêm đường dẫn vào phần <code>PATH</code> và tạo libraries vào <code>LD_LIBRARY_PATH</code>.</p>
+<p>Lưu ý rằng chạy OpenCL trên CPUs không được khuyến khích bởi tốc độ chậm. Di
+chuyển bộ nhớ theo trình tự tính theo từng giây (1000's của ms trên CPUs so với
+1's của ms trên GPUs).</p>
+<p>Có thể xem thêm thông tin về cách thiết lập environment có chạy OpenCL tại
+<a href="https://wiki.tiker.net/OpenCLHowTo">đây</a>.</p>
+<p>Nếu phiên bản của gói chương trình ViennaCL thấp hơn 1.7.1, bạn cần phải tạo từ
+nguồn:</p>
+<p>Clone <a href="https://github.com/viennacl/viennacl-dev">nguồn tại đây</a>, chọn (checkout)
+tag <code>release-1.7.1</code> để cài đặt. Bạn cần nhớ thêm đường dẫn vào phần <code>PATH</code> và
+tạo libraries vào <code>LD_LIBRARY_PATH</code>.</p>
<p>Để cài SINGA với hỗ trợ OpenCL (đã thử trên SINGA 1.1):</p>
<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> cmake -DUSE_OPENCL=ON ..</span>
<span class="hljs-meta">$</span><span class="bash"> make</span>
</code></pre>
<h3><a class="anchor" aria-hidden="true" id="gói-chương-trình-package"></a><a href="#gói-chương-trình-package" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-. [...]
-<p>Cài đặt này được sử dụng để tạo gói chương trình Debian package. Để PACKAGE=ON và tạo gói chương trình với lệnh như sau:</p>
+<p>Cài đặt này được sử dụng để tạo gói chương trình Debian package. Để PACKAGE=ON
+và tạo gói chương trình với lệnh như sau:</p>
<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> cmake -DPACKAGE=ON</span>
<span class="hljs-meta">$</span><span class="bash"> make package</span>
</code></pre>
<h2><a class="anchor" aria-hidden="true" id="câu-hỏi-thường-gặp-qa"></a><a href="#câu-hỏi-thường-gặp-qa" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2 [...]
<ul>
<li><p>Q: Gặp lỗi khi 'import singa'</p>
-<p>A: Vui lòng kiểm tra chi tiết lỗi từ <code>python -c "from singa import _singa_wrap"</code>. Đôi khi lỗi xảy ra bởi các dependent libraries, vd. protobuf có nhiều phiên bản, nếu thiếu cudnn, phiên bản numpy sẽ không tương thích. Các bước sau đưa ra giải pháp cho từng trường hợp:</p>
+<p>A: Vui lòng kiểm tra chi tiết lỗi từ
+<code>python -c "from singa import _singa_wrap"</code>. Đôi khi lỗi xảy ra bởi các
+dependent libraries, vd. protobuf có nhiều phiên bản, nếu thiếu cudnn, phiên
+bản numpy sẽ không tương thích. Các bước sau đưa ra giải pháp cho từng trường
+hợp:</p>
<ol>
-<li><p>Kiểm tra cudnn và cuda. Nếu thiếu cudnn hoặc không tương thích với phiên bản của wheel, bạn có thể tải phiên bản đúng của cudnn vào thư mục ~/local/cudnn/ và</p>
+<li><p>Kiểm tra cudnn và cuda. Nếu thiếu cudnn hoặc không tương thích với phiên
+bản của wheel, bạn có thể tải phiên bản đúng của cudnn vào thư mục
+~/local/cudnn/ và</p>
<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> <span class="hljs-built_in">echo</span> <span class="hljs-string">"export LD_LIBRARY_PATH=/home/<yourname>/local/cudnn/lib64:<span class="hljs-variable">$LD_LIBRARY_PATH</span>"</span> >> ~/.bashrc</span>
</code></pre></li>
-<li><p>Nếu lỗi liên quan tới protobuf. Bạn có thể cài đặt (3.6.1) từ nguồn vào một thư mục trong máy của bạn(local). chẳng hạn ~/local/; Giải nén file tar, sau đó</p>
+<li><p>Nếu lỗi liên quan tới protobuf. Bạn có thể cài đặt (3.6.1) từ nguồn vào một
+thư mục trong máy của bạn(local). chẳng hạn ~/local/; Giải nén file tar,
+sau đó</p>
<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> ./configure --prefix=/home/<yourname><span class="hljs-built_in">local</span></span>
<span class="hljs-meta">$</span><span class="bash"> make && make install</span>
<span class="hljs-meta">$</span><span class="bash"> <span class="hljs-built_in">echo</span> <span class="hljs-string">"export LD_LIBRARY_PATH=/home/<yourname>/local/lib:<span class="hljs-variable">$LD_LIBRARY_PATH</span>"</span> >> ~/.bashrc</span>
<span class="hljs-meta">$</span><span class="bash"> <span class="hljs-built_in">source</span> ~/.bashrc</span>
</code></pre></li>
-<li><p>Nếu không tìm được libs nào bao gồm python, thì taọ virtual env sử dụng <code>pip</code> hoặc <code>conda</code>;</p></li>
-<li><p>Nếu lỗi không do các nguyên nhân trên thì đi tới thư mục của <code>_singa_wrap.so</code>,</p>
+<li><p>Nếu không tìm được libs nào bao gồm python, thì taọ virtual env sử dụng
+<code>pip</code> hoặc <code>conda</code>;</p></li>
+<li><p>Nếu lỗi không do các nguyên nhân trên thì đi tới thư mục của
+<code>_singa_wrap.so</code>,</p>
<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> python</span>
<span class="hljs-meta">></span><span class="bash">> import importlib</span>
<span class="hljs-meta">></span><span class="bash">> importlib.import_module(<span class="hljs-string">'_singa_wrap'</span>)</span>
</code></pre></li>
</ol>
-<p>kiểm tra thông báo lỗi. Ví dụ nếu phiên bản numpy không tương thích, thông báo lỗi sẽ là</p>
+<p>kiểm tra thông báo lỗi. Ví dụ nếu phiên bản numpy không tương thích, thông báo
+lỗi sẽ là</p>
<pre><code class="hljs css language-shell">RuntimeError: module compiled against API version 0xb but this version of numpy is 0xa
</code></pre>
<p>sau đó bạn cần phải nâng cấp numpy.</p></li>
</ul>
<ul>
<li><p>Q: Lỗi khi chạy <code>cmake ..</code>, không tìm được dependent libraries.</p>
-<p>A: Nếu bạn vẫn chưa cài đặt libraries đó, thì cài đặt chúng. Nếu bạn cài libraries trong thư mục bên ngoài thư mục system, chẳng hạn như /usr/local, bạn cần export các biến sau đây</p>
+<p>A: Nếu bạn vẫn chưa cài đặt libraries đó, thì cài đặt chúng. Nếu bạn cài
+libraries trong thư mục bên ngoài thư mục system, chẳng hạn như /usr/local,
+bạn cần export các biến sau đây</p>
<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> <span class="hljs-built_in">export</span> CMAKE_INCLUDE_PATH=<path to your header file folder></span>
<span class="hljs-meta">$</span><span class="bash"> <span class="hljs-built_in">export</span> CMAKE_LIBRARY_PATH=<path to your lib file folder></span>
</code></pre></li>
</ul>
<ul>
<li><p>Q: Lỗi từ <code>make</code>, vd. linking phase</p>
-<p>A: Nếu libraries nằm trong thư mục không phải là thư mục system mặc định trong đường dẫn, bạn cần export các biến sau</p>
+<p>A: Nếu libraries nằm trong thư mục không phải là thư mục system mặc định trong
+đường dẫn, bạn cần export các biến sau</p>
<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> <span class="hljs-built_in">export</span> LIBRARY_PATH=<path to your lib file folder></span>
<span class="hljs-meta">$</span><span class="bash"> <span class="hljs-built_in">export</span> LD_LIBRARY_PATH=<path to your lib file folder></span>
</code></pre></li>
</ul>
<ul>
<li><p>Q: Lỗi từ các tệp tin headers vd. 'cblas.h no such file or directory exists'</p>
-<p>A: Bạn cần bao gồm các thư mục cblas.h vào CPLUS_INCLUDE_PATH,
-e.g.,</p>
+<p>A: Bạn cần bao gồm các thư mục cblas.h vào CPLUS_INCLUDE_PATH, e.g.,</p>
<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> <span class="hljs-built_in">export</span> CPLUS_INCLUDE_PATH=/opt/OpenBLAS/include:<span class="hljs-variable">$CPLUS_INCLUDE_PATH</span></span>
</code></pre></li>
<li><p>Q: Khi compile SINGA, gặp lỗi <code>SSE2 instruction set not enabled</code></p>
<p>A: Bạn có thể thử lệnh sau:</p>
<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> make CFLAGS=<span class="hljs-string">'-msse2'</span> CXXFLAGS=<span class="hljs-string">'-msse2'</span></span>
</code></pre></li>
-<li><p>Q:Gặp lỗi <code>ImportError: cannot import name enum_type_wrapper</code> từ google.protobuf.internal khi tôi cố gắng import các tệp tin dạng .py.</p>
+<li><p>Q:Gặp lỗi <code>ImportError: cannot import name enum_type_wrapper</code> từ
+google.protobuf.internal khi tôi cố gắng import các tệp tin dạng .py.</p>
<p>A: Bạn cần cài đặt python cho protobuf, có thể cài đặt qua</p>
<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> sudo apt-get install protobuf</span>
</code></pre></li>
@@ -308,15 +352,23 @@ e.g.,</p>
<span class="hljs-meta">$</span><span class="bash"> python setup.py install</span>
</code></pre>
<ul>
-<li><p>Q: Khi tôi tạo OpenBLAS từ nguồn, tôi gặp yêu cầu cần phải có Fortran compiler.</p>
+<li><p>Q: Khi tôi tạo OpenBLAS từ nguồn, tôi gặp yêu cầu cần phải có Fortran
+compiler.</p>
<p>A: Bạn có thể compile OpenBLAS bằng cách</p>
<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> make ONLY_CBLAS=1</span>
</code></pre>
<p>hoặc cài dặt sử dụng</p>
<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> sudo apt-get install libopenblas-dev</span>
</code></pre></li>
-<li><p>Q: Khi tôi tạo protocol buffer, thì bị thông báo <code>GLIBC++_3.4.20</code> không được tìm thấy trong <code>/usr/lib64/libstdc++.so.6</code>?</p>
-<p>A: Nghĩa là linker trong libstdc++.so.6 nhưng chương trình này thuộc về một phiên bản cũ hơn của GCC đã được dùng để compile và link chương trình. Chương trình phụ thuộc vào code viết trong phiên bản libstdc++ cập nhật thuộc về phiên bản mới hơn của GCC, vì vậy linker phải chỉ ra cách để cài phiên bản libstdc++ mới hơn được chia sẻ trong library. Cách đơn giản nhất để sửa lỗi này là tìm phiên bản đúng cho libstdc++ và export nó vào LD_LIBRARY_PATH. Ví dụ nếu GLIBC++_3.4.20 có trong ou [...]
+<li><p>Q: Khi tôi tạo protocol buffer, thì bị thông báo <code>GLIBC++_3.4.20</code> không được
+tìm thấy trong <code>/usr/lib64/libstdc++.so.6</code>?</p>
+<p>A: Nghĩa là linker trong libstdc++.so.6 nhưng chương trình này thuộc về một
+phiên bản cũ hơn của GCC đã được dùng để compile và link chương trình. Chương
+trình phụ thuộc vào code viết trong phiên bản libstdc++ cập nhật thuộc về
+phiên bản mới hơn của GCC, vì vậy linker phải chỉ ra cách để cài phiên bản
+libstdc++ mới hơn được chia sẻ trong library. Cách đơn giản nhất để sửa lỗi
+này là tìm phiên bản đúng cho libstdc++ và export nó vào LD_LIBRARY_PATH. Ví
+dụ nếu GLIBC++_3.4.20 có trong output của lệnh sau</p>
<pre><code class="hljs"> $ strings /usr/local/lib64/libstdc++.so.6|grep GLIBC++
</code></pre>
<p>thì bạn chỉ cần tạo biến environment</p>
@@ -324,26 +376,43 @@ e.g.,</p>
</code></pre></li>
<li><p>Q: Khi tạo glog, nhận thông báo "src/logging_unittest.cc:83:20: error:
‘gflags’ is not a namespace-name"</p>
-<p>A: Có thể do bạn đã cài gflags với một namespace khác như là "google". vì thế glog không thể tìm thấy 'gflags' namespace. Do cài glog thì không cần phải có gflags. Nên bạn cần sửa tệp tin configure.ac thành ignore gflags.</p>
+<p>A: Có thể do bạn đã cài gflags với một namespace khác như là "google". vì thế
+glog không thể tìm thấy 'gflags' namespace. Do cài glog thì không cần phải có
+gflags. Nên bạn cần sửa tệp tin configure.ac thành ignore gflags.</p>
<pre><code class="hljs"> 1. cd to glog src directory
2. change line 125 of configure.ac to "AC_CHECK_LIB(gflags, main, ac_cv_have_libgflags=0, ac_cv_have_libgflags=0)"
3. autoreconf
</code></pre>
<p>Sau đó bạn có thể cài lại glog.</p></li>
-<li><p>Q: Khi sử dụng virtual environment, bất cứ khi nào tôi chạy pip install, numpy sẽ tự cài lại numpy. Tuy nhiên, numpy này không được sử dụng khi tôi <code>import numpy</code></p>
-<p>A: Lỗi có thể gây ra bởi <code>PYTHONPATH</code> vốn nên được để trống (empty) khi bạn sử dụng virtual environment nhằm tránh conflict với đường dẫn của virtual environment.</p></li>
-<li><p>Q: Khi compile PySINGA từ nguồn, có lỗi compilation do thiếu <numpy/objectarray.h></p>
+<li><p>Q: Khi sử dụng virtual environment, bất cứ khi nào tôi chạy pip install, numpy
+sẽ tự cài lại numpy. Tuy nhiên, numpy này không được sử dụng khi tôi
+<code>import numpy</code></p>
+<p>A: Lỗi có thể gây ra bởi <code>PYTHONPATH</code> vốn nên được để trống (empty) khi bạn sử
+dụng virtual environment nhằm tránh conflict với đường dẫn của virtual
+environment.</p></li>
+<li><p>Q: Khi compile PySINGA từ nguồn, có lỗi compilation do thiếu
+<numpy/objectarray.h></p>
<p>A: Vui lòng cài đặt numpy và export đường dẫn của tệp tin numpy header như sau</p>
<pre><code class="hljs"> $ export CPLUS_INCLUDE_PATH=`python -c "import numpy; print numpy.get_include()"`:$CPLUS_INCLUDE_PATH
</code></pre></li>
<li><p>Q: Khi chạy SINGA trên Mac OS X, tôi gặp lỗi "Fatal Python error:
PyThreadState_Get: no current thread Abort trap: 6"</p>
-<p>A: Lỗi này thường xảy ra khi bạn có nhiều phiên bản Python trong hệ thống, và bạn cài SINGA qua pip (vấn đề này có thể được giải quyết nếu cài đặt bằng conda), vd. một bên qua OS và một bên cài đặt qua Homebrew. Python dùng trong PySINGA phải là Python interpreter. Bạn có thể kiểm tra trình thông dịch (interpreter) của mình bằng <code>which python</code> và kiểm tra bản Python dùng trong PySINGA qua <code>otool -L <path to _singa_wrap.so></code>. Để sửa lỗi này, bạn compile SING [...]
+<p>A: Lỗi này thường xảy ra khi bạn có nhiều phiên bản Python trong hệ thống, và
+bạn cài SINGA qua pip (vấn đề này có thể được giải quyết nếu cài đặt bằng
+conda), vd. một bên qua OS và một bên cài đặt qua Homebrew. Python dùng trong
+PySINGA phải là Python interpreter. Bạn có thể kiểm tra trình thông dịch
+(interpreter) của mình bằng <code>which python</code> và kiểm tra bản Python dùng trong
+PySINGA qua <code>otool -L <path to _singa_wrap.so></code>. Để sửa lỗi này, bạn compile
+SINGA với đúng phiên bản mà SINGA cần. Cụ thể, nếu bạn tạo PySINGA từ nguồn,
+bạn cần cụ thể đường dẫn khi gọi
+<a href="http://stackoverflow.com/questions/15291500/i-have-2-versions-of-python-installed-but-cmake-is-using-older-version-how-do">cmake</a></p>
<pre><code class="hljs"> $ cmake -DPYTHON_LIBRARY=`python-config --prefix`/lib/libpython2.7.dylib -DPYTHON_INCLUDE_DIR=`python-config --prefix`/include/python2.7/ ..
</code></pre>
-<p>Nếu cài đặt PySINGA từ gói binary packages, vd. debian hay wheel, thì bạn cần thay đổi trình thông dịch của python (python interpreter), vd., reset $PATH để đường dẫn dúng của Python ở đằng trước.</p></li>
+<p>Nếu cài đặt PySINGA từ gói binary packages, vd. debian hay wheel, thì bạn cần
+thay đổi trình thông dịch của python (python interpreter), vd., reset $PATH
+để đường dẫn dúng của Python ở đằng trước.</p></li>
</ul>
-</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Viet/downloads"><span class="arrow-prev">← </span><span>Download SINGA</span></a><a class="docs-next button" href="/docs/3.1.0_Viet/contribute-code"><span>How to Contribute Code</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#sử-dụng-conda-để-cài-singa">Sử dụng Conda để cài SINGA</a><ul class="toc-headings"><li>< [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 5/1/2021</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Viet/downloads"><span class="arrow-prev">← </span><span>Download SINGA</span></a><a class="docs-next button" href="/docs/3.1.0_Viet/contribute-code"><span>How to Contribute Code</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#sử-dụng-conda-để-cài-s [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Viet/contribute-code.html b/content/docs/3.1.0_Viet/contribute-code.html
index ff04611..8f56fe2 100644
--- a/content/docs/3.1.0_Viet/contribute-code.html
+++ b/content/docs/3.1.0_Viet/contribute-code.html
@@ -62,9 +62,11 @@
});
</script></nav></div><div class="container mainContainer docsContainer"><div class="wrapper"><div class="post"><header class="postHeader"><a class="edit-page-link button" href="https://github.com/apache/singa-doc/blob/master/docs-site/docs/contribute-code.md" target="_blank" rel="noreferrer noopener">Edit</a><h1 id="__docusaurus" class="postHeaderTitle">Tham gia viết code</h1></header><article><div><span><!-- Licensed to the Apache Software Foundation (ASF) under one or more cont [...]
<h2><a class="anchor" aria-hidden="true" id="định-dạng-mã-code"></a><a href="#định-dạng-mã-code" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2- [...]
-<p>Nền tảng code của SINGA tuân theo định dạng Google cho cả code <a href="http://google-styleguide.googlecode.com/svn/trunk/cppguide.xml">CPP</a> và
+<p>Nền tảng code của SINGA tuân theo định dạng Google cho cả code
+<a href="http://google-styleguide.googlecode.com/svn/trunk/cppguide.xml">CPP</a> và
<a href="http://google.github.io/styleguide/pyguide.html">Python</a>.</p>
-<p>Một cách đơn giản để thực hiện định dạng lập trình Google là sử dụng linting và các công cụ định dạng trong Visual Studio Code editor:</p>
+<p>Một cách đơn giản để thực hiện định dạng lập trình Google là sử dụng linting và
+các công cụ định dạng trong Visual Studio Code editor:</p>
<ul>
<li><a href="https://marketplace.visualstudio.com/items?itemName=ms-vscode.cpptools">C/C++ extension</a></li>
<li><a href="https://marketplace.visualstudio.com/items?itemName=ms-python.python">Python extension</a></li>
@@ -92,10 +94,16 @@
<li>macOS "$HOME/Library/Application Support/Code/User/settings.json"</li>
<li>Linux "$HOME/.config/Code/User/settings.json"</li>
</ol>
-<p>Thông số cấu hình cụ thể có trong các tệp tin config file tuơng ứng. Những công cụ này sẽ tự động tìm kiếm các tập tin cấu hình configuration files trong root của dự án, vd. <code>.pylintrc</code>.</p>
+<p>Thông số cấu hình cụ thể có trong các tệp tin config file tuơng ứng. Những công
+cụ này sẽ tự động tìm kiếm các tập tin cấu hình configuration files trong root
+của dự án, vd. <code>.pylintrc</code>.</p>
<h4><a class="anchor" aria-hidden="true" id="cài-đặt-công-cụ"></a><a href="#cài-đặt-công-cụ" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 [...]
-<p>Tốt nhất là tất cả người tham gia viết mã code sử dụng cùng một phiên bản công cụ định dạng mã code (clang-format 9.0.0 và yapf 0.29.0), để tất cả định dạng mã code sẽ giống nhau dù thuộc về các PRs khác nhau, nhằm tránh tạo conflict trong github pull request.</p>
-<p>Trước tiên, cài đặt LLVM 9.0 cung cấp clang-format phiên bản 9.0.0. Trang tải LLVM là:</p>
+<p>Tốt nhất là tất cả người tham gia viết mã code sử dụng cùng một phiên bản công
+cụ định dạng mã code (clang-format 9.0.0 và yapf 0.29.0), để tất cả định dạng mã
+code sẽ giống nhau dù thuộc về các PRs khác nhau, nhằm tránh tạo conflict trong
+github pull request.</p>
+<p>Trước tiên, cài đặt LLVM 9.0 cung cấp clang-format phiên bản 9.0.0. Trang tải
+LLVM là:</p>
<ul>
<li><p><a href="http://releases.llvm.org/download.html#9.0.0">LLVM</a></p>
<ul>
@@ -126,23 +134,30 @@ $ pip <span class="hljs-keyword">install</span> pylint
</ul>
<h4><a class="anchor" aria-hidden="true" id="sử-dụng"></a><a href="#sử-dụng" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
<ul>
-<li>Sau khi kích hoạt, linting sẽ tự động được áp dụng khi bạn chỉnh sửa các tập tin mã code nguồn (source code file). Lỗi và cảnh báo sẽ hiển thị trên thanh Visual Studio Code <code>PROBLEMS</code>.</li>
-<li>Định dạng mã code có thể thực hiện bằng cách sử dụng Command Palette(<code>Shift+Ctrl+P</code> cho
-Windows hay <code>Shift+Command+P</code> cho OSX) và gõ <code>Format Document</code>.</li>
+<li>Sau khi kích hoạt, linting sẽ tự động được áp dụng khi bạn chỉnh sửa các tập
+tin mã code nguồn (source code file). Lỗi và cảnh báo sẽ hiển thị trên thanh
+Visual Studio Code <code>PROBLEMS</code>.</li>
+<li>Định dạng mã code có thể thực hiện bằng cách sử dụng Command
+Palette(<code>Shift+Ctrl+P</code> cho Windows hay <code>Shift+Command+P</code> cho OSX) và gõ
+<code>Format Document</code>.</li>
</ul>
<h4><a class="anchor" aria-hidden="true" id="gửi"></a><a href="#gửi" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.2 [...]
<p>Bạn cần phải chữa lỗi định dạng nếu có trước khi gửi đi pull requests.</p>
<h2><a class="anchor" aria-hidden="true" id="tạo-environment"></a><a href="#tạo-environment" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 [...]
-<p>Chúng tôi khuyến khích dùng Visual Studio Code để viết code. Có thể cài các Extensions như Python, C/C++,
-Code Spell Checker, autoDocstring, vim, Remote Development. Tham khảo cấu hình (vd., <code>settings.json</code>) của các extensions <a href="https://gist.github.com/nudles/3d23cfb6ffb30ca7636c45fe60278c55">tại đây</a>.</p>
-<p>Nếu bạn cập nhật mã code CPP, bạn cần recompile SINGA
-<a href="/docs/3.1.0_Viet/build">từ nguồn</a>. Nên sử dụng các công cụ cài đặt cơ bản trong <code>*-devel</code> Docker images hay <code>conda build</code>.</p>
-<p>Nếu bạn chỉ cập nhật mã code Python, bạn cần cài đặt SINGAS một lần, sau đó copy các tập tin Python cập nhật để thay thế chúng trong thư mục cài đặt Python,</p>
+<p>Chúng tôi khuyến khích dùng Visual Studio Code để viết code. Có thể cài các
+Extensions như Python, C/C++, Code Spell Checker, autoDocstring, vim, Remote
+Development. Tham khảo cấu hình (vd., <code>settings.json</code>) của các extensions
+<a href="https://gist.github.com/nudles/3d23cfb6ffb30ca7636c45fe60278c55">tại đây</a>.</p>
+<p>Nếu bạn cập nhật mã code CPP, bạn cần recompile SINGA <a href="/docs/3.1.0_Viet/build">từ nguồn</a>.
+Nên sử dụng các công cụ cài đặt cơ bản trong <code>*-devel</code> Docker images hay
+<code>conda build</code>.</p>
+<p>Nếu bạn chỉ cập nhật mã code Python, bạn cần cài đặt SINGAS một lần, sau đó copy
+các tập tin Python cập nhật để thay thế chúng trong thư mục cài đặt Python,</p>
<pre><code class="hljs css language-shell">cp python/singa/xx.py <path to conda>/lib/python3.7/site-packages/singa/
</code></pre>
<h2><a class="anchor" aria-hidden="true" id="trình-tự"></a><a href="#trình-tự" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 [...]
<p>Vui lòng tham khảo mục <a href="/docs/3.1.0_Viet/git-workflow">git workflow</a>.</p>
-</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Viet/build"><span class="arrow-prev">← </span><span>Build SINGA from Source</span></a><a class="docs-next button" href="/docs/3.1.0_Viet/contribute-docs"><span>How to Contribute to Documentation</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#định-dạng-mã-code">Định dạng mã code</a></li><li><a href="#tạo-environm [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 5/1/2021</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Viet/build"><span class="arrow-prev">← </span><span>Build SINGA from Source</span></a><a class="docs-next button" href="/docs/3.1.0_Viet/contribute-docs"><span>How to Contribute to Documentation</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#định- [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Viet/contribute-code/index.html b/content/docs/3.1.0_Viet/contribute-code/index.html
index ff04611..8f56fe2 100644
--- a/content/docs/3.1.0_Viet/contribute-code/index.html
+++ b/content/docs/3.1.0_Viet/contribute-code/index.html
@@ -62,9 +62,11 @@
});
</script></nav></div><div class="container mainContainer docsContainer"><div class="wrapper"><div class="post"><header class="postHeader"><a class="edit-page-link button" href="https://github.com/apache/singa-doc/blob/master/docs-site/docs/contribute-code.md" target="_blank" rel="noreferrer noopener">Edit</a><h1 id="__docusaurus" class="postHeaderTitle">Tham gia viết code</h1></header><article><div><span><!-- Licensed to the Apache Software Foundation (ASF) under one or more cont [...]
<h2><a class="anchor" aria-hidden="true" id="định-dạng-mã-code"></a><a href="#định-dạng-mã-code" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2- [...]
-<p>Nền tảng code của SINGA tuân theo định dạng Google cho cả code <a href="http://google-styleguide.googlecode.com/svn/trunk/cppguide.xml">CPP</a> và
+<p>Nền tảng code của SINGA tuân theo định dạng Google cho cả code
+<a href="http://google-styleguide.googlecode.com/svn/trunk/cppguide.xml">CPP</a> và
<a href="http://google.github.io/styleguide/pyguide.html">Python</a>.</p>
-<p>Một cách đơn giản để thực hiện định dạng lập trình Google là sử dụng linting và các công cụ định dạng trong Visual Studio Code editor:</p>
+<p>Một cách đơn giản để thực hiện định dạng lập trình Google là sử dụng linting và
+các công cụ định dạng trong Visual Studio Code editor:</p>
<ul>
<li><a href="https://marketplace.visualstudio.com/items?itemName=ms-vscode.cpptools">C/C++ extension</a></li>
<li><a href="https://marketplace.visualstudio.com/items?itemName=ms-python.python">Python extension</a></li>
@@ -92,10 +94,16 @@
<li>macOS "$HOME/Library/Application Support/Code/User/settings.json"</li>
<li>Linux "$HOME/.config/Code/User/settings.json"</li>
</ol>
-<p>Thông số cấu hình cụ thể có trong các tệp tin config file tuơng ứng. Những công cụ này sẽ tự động tìm kiếm các tập tin cấu hình configuration files trong root của dự án, vd. <code>.pylintrc</code>.</p>
+<p>Thông số cấu hình cụ thể có trong các tệp tin config file tuơng ứng. Những công
+cụ này sẽ tự động tìm kiếm các tập tin cấu hình configuration files trong root
+của dự án, vd. <code>.pylintrc</code>.</p>
<h4><a class="anchor" aria-hidden="true" id="cài-đặt-công-cụ"></a><a href="#cài-đặt-công-cụ" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 [...]
-<p>Tốt nhất là tất cả người tham gia viết mã code sử dụng cùng một phiên bản công cụ định dạng mã code (clang-format 9.0.0 và yapf 0.29.0), để tất cả định dạng mã code sẽ giống nhau dù thuộc về các PRs khác nhau, nhằm tránh tạo conflict trong github pull request.</p>
-<p>Trước tiên, cài đặt LLVM 9.0 cung cấp clang-format phiên bản 9.0.0. Trang tải LLVM là:</p>
+<p>Tốt nhất là tất cả người tham gia viết mã code sử dụng cùng một phiên bản công
+cụ định dạng mã code (clang-format 9.0.0 và yapf 0.29.0), để tất cả định dạng mã
+code sẽ giống nhau dù thuộc về các PRs khác nhau, nhằm tránh tạo conflict trong
+github pull request.</p>
+<p>Trước tiên, cài đặt LLVM 9.0 cung cấp clang-format phiên bản 9.0.0. Trang tải
+LLVM là:</p>
<ul>
<li><p><a href="http://releases.llvm.org/download.html#9.0.0">LLVM</a></p>
<ul>
@@ -126,23 +134,30 @@ $ pip <span class="hljs-keyword">install</span> pylint
</ul>
<h4><a class="anchor" aria-hidden="true" id="sử-dụng"></a><a href="#sử-dụng" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
<ul>
-<li>Sau khi kích hoạt, linting sẽ tự động được áp dụng khi bạn chỉnh sửa các tập tin mã code nguồn (source code file). Lỗi và cảnh báo sẽ hiển thị trên thanh Visual Studio Code <code>PROBLEMS</code>.</li>
-<li>Định dạng mã code có thể thực hiện bằng cách sử dụng Command Palette(<code>Shift+Ctrl+P</code> cho
-Windows hay <code>Shift+Command+P</code> cho OSX) và gõ <code>Format Document</code>.</li>
+<li>Sau khi kích hoạt, linting sẽ tự động được áp dụng khi bạn chỉnh sửa các tập
+tin mã code nguồn (source code file). Lỗi và cảnh báo sẽ hiển thị trên thanh
+Visual Studio Code <code>PROBLEMS</code>.</li>
+<li>Định dạng mã code có thể thực hiện bằng cách sử dụng Command
+Palette(<code>Shift+Ctrl+P</code> cho Windows hay <code>Shift+Command+P</code> cho OSX) và gõ
+<code>Format Document</code>.</li>
</ul>
<h4><a class="anchor" aria-hidden="true" id="gửi"></a><a href="#gửi" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.2 [...]
<p>Bạn cần phải chữa lỗi định dạng nếu có trước khi gửi đi pull requests.</p>
<h2><a class="anchor" aria-hidden="true" id="tạo-environment"></a><a href="#tạo-environment" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 [...]
-<p>Chúng tôi khuyến khích dùng Visual Studio Code để viết code. Có thể cài các Extensions như Python, C/C++,
-Code Spell Checker, autoDocstring, vim, Remote Development. Tham khảo cấu hình (vd., <code>settings.json</code>) của các extensions <a href="https://gist.github.com/nudles/3d23cfb6ffb30ca7636c45fe60278c55">tại đây</a>.</p>
-<p>Nếu bạn cập nhật mã code CPP, bạn cần recompile SINGA
-<a href="/docs/3.1.0_Viet/build">từ nguồn</a>. Nên sử dụng các công cụ cài đặt cơ bản trong <code>*-devel</code> Docker images hay <code>conda build</code>.</p>
-<p>Nếu bạn chỉ cập nhật mã code Python, bạn cần cài đặt SINGAS một lần, sau đó copy các tập tin Python cập nhật để thay thế chúng trong thư mục cài đặt Python,</p>
+<p>Chúng tôi khuyến khích dùng Visual Studio Code để viết code. Có thể cài các
+Extensions như Python, C/C++, Code Spell Checker, autoDocstring, vim, Remote
+Development. Tham khảo cấu hình (vd., <code>settings.json</code>) của các extensions
+<a href="https://gist.github.com/nudles/3d23cfb6ffb30ca7636c45fe60278c55">tại đây</a>.</p>
+<p>Nếu bạn cập nhật mã code CPP, bạn cần recompile SINGA <a href="/docs/3.1.0_Viet/build">từ nguồn</a>.
+Nên sử dụng các công cụ cài đặt cơ bản trong <code>*-devel</code> Docker images hay
+<code>conda build</code>.</p>
+<p>Nếu bạn chỉ cập nhật mã code Python, bạn cần cài đặt SINGAS một lần, sau đó copy
+các tập tin Python cập nhật để thay thế chúng trong thư mục cài đặt Python,</p>
<pre><code class="hljs css language-shell">cp python/singa/xx.py <path to conda>/lib/python3.7/site-packages/singa/
</code></pre>
<h2><a class="anchor" aria-hidden="true" id="trình-tự"></a><a href="#trình-tự" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 [...]
<p>Vui lòng tham khảo mục <a href="/docs/3.1.0_Viet/git-workflow">git workflow</a>.</p>
-</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Viet/build"><span class="arrow-prev">← </span><span>Build SINGA from Source</span></a><a class="docs-next button" href="/docs/3.1.0_Viet/contribute-docs"><span>How to Contribute to Documentation</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#định-dạng-mã-code">Định dạng mã code</a></li><li><a href="#tạo-environm [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 5/1/2021</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Viet/build"><span class="arrow-prev">← </span><span>Build SINGA from Source</span></a><a class="docs-next button" href="/docs/3.1.0_Viet/contribute-docs"><span>How to Contribute to Documentation</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#định- [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Viet/contribute-docs.html b/content/docs/3.1.0_Viet/contribute-docs.html
index bf5dc5a..4c5c869 100644
--- a/content/docs/3.1.0_Viet/contribute-docs.html
+++ b/content/docs/3.1.0_Viet/contribute-docs.html
@@ -62,13 +62,17 @@
});
</script></nav></div><div class="container mainContainer docsContainer"><div class="wrapper"><div class="post"><header class="postHeader"><a class="edit-page-link button" href="https://github.com/apache/singa-doc/blob/master/docs-site/docs/contribute-docs.md" target="_blank" rel="noreferrer noopener">Edit</a><h1 id="__docusaurus" class="postHeaderTitle">Tham gia chỉnh sửa Hướng Dẫn Sử Dụng</h1></header><article><div><span><!-- Licensed to the Apache Software Foundation (ASF) unde [...]
<p>Hướng Dẫn Sử Dụng có hai dạng, dạng tập tin markdown và dạng sử dụng API
-reference. Tài liệu này giới thiệu vài công cụ và chỉ dẫn trong việc chuẩn bị các tập tin nguồn markdown và chú thích API.</p>
-<p>Tập tin markdown sẽ được sử dụng trong việc tạo trang HTML qua <a href="https://docusaurus.io/">Docusaurus</a>; Chú thích API (từ nguồn mã code) sẽ được sử dụng để tạo các trang tham khảo API sử dụng Sphinx (cho Python) và Doxygen (cho CPP).</p>
+reference. Tài liệu này giới thiệu vài công cụ và chỉ dẫn trong việc chuẩn bị
+các tập tin nguồn markdown và chú thích API.</p>
+<p>Tập tin markdown sẽ được sử dụng trong việc tạo trang HTML qua
+<a href="https://docusaurus.io/">Docusaurus</a>; Chú thích API (từ nguồn mã code) sẽ được
+sử dụng để tạo các trang tham khảo API sử dụng Sphinx (cho Python) và Doxygen
+(cho CPP).</p>
<h2><a class="anchor" aria-hidden="true" id="tập-tin-markdown"></a><a href="#tập-tin-markdown" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2. [...]
-<p>Làm theo
-<a href="https://developers.google.com/style">định dạng Văn bản Google</a>. Ví dụ,</p>
+<p>Làm theo <a href="https://developers.google.com/style">định dạng Văn bản Google</a>. Ví dụ,</p>
<ol>
-<li>Bỏ 'vui lòng' (please) khỏi bất cứ hướng dẫn sử dụng nào. 'Please click...' thành 'Click ...'.</li>
+<li>Bỏ 'vui lòng' (please) khỏi bất cứ hướng dẫn sử dụng nào. 'Please click...'
+thành 'Click ...'.</li>
<li>Làm theo
<a href="https://owl.purdue.edu/owl/general_writing/mechanics/help_with_capitals.html">qui tắc viết hoa tiêu chuẩn</a>.</li>
<li>Sử dụng 'bạn' thay cho 'chúng tôi' trong hướng dẫn.</li>
@@ -84,12 +88,16 @@ vd., <code>doc-site/docs</code> để chỉ <code>singa-doc/docs-site/docs</code
vd., <code>Tensor</code>, <code>singa-doc/docs-site/docs</code>.</li>
<li>Để nêu bật các điều khoản/khái niệm, sử dụng <em>graph</em> hoặc <strong>graph</strong></li>
</ol>
-<p><a href="https://prettier.io/">Cộng cụ prettier</a> được sử dụng bởi dự án này sẽ tự làm định dạng code dựa trên
+<p><a href="https://prettier.io/">Cộng cụ prettier</a> được sử dụng bởi dự án này sẽ tự làm
+định dạng code dựa trên
<a href="https://github.com/apache/singa-doc/blob/master/docs-site/.prettierrc">cấu hình</a>
-khi thực hiện <code>git commit</code>. Ví dụ, nó sẽ gói chữ trong các tập tin markdown thành nhiều nhất 80 kí tự (trừ các dòng chú thích).</p>
-<p>Khi giới thiệu một khái niệm (concept) (vd., class <code>Tensor</code>), đưa ra khái quát chung (mục đích và mối quan hệ với các khái niệm khác), APIs và ví dụ. Google colab có thể được sử dụng để mô phỏng điều này.</p>
-<p>Tham khảo <a href="https://github.com/apache/singa-doc/tree/master/docs-site">trang</a>
-để biết thêm chi tiết về cách chỉnh sửa các tập tin markdown và xây dựng website.</p>
+khi thực hiện <code>git commit</code>. Ví dụ, nó sẽ gói chữ trong các tập tin markdown
+thành nhiều nhất 80 kí tự (trừ các dòng chú thích).</p>
+<p>Khi giới thiệu một khái niệm (concept) (vd., class <code>Tensor</code>), đưa ra khái quát
+chung (mục đích và mối quan hệ với các khái niệm khác), APIs và ví dụ. Google
+colab có thể được sử dụng để mô phỏng điều này.</p>
+<p>Tham khảo <a href="https://github.com/apache/singa-doc/tree/master/docs-site">trang</a> để
+biết thêm chi tiết về cách chỉnh sửa các tập tin markdown và xây dựng website.</p>
<h2><a class="anchor" aria-hidden="true" id="tham-khảo-api"></a><a href="#tham-khảo-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.8 [...]
<h3><a class="anchor" aria-hidden="true" id="cpp-api"></a><a href="#cpp-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
<p>Thực hiện theo
@@ -102,13 +110,14 @@ khi thực hiện <code>git commit</code>. Ví dụ, nó sẽ gói chữ trong c
<p>Nếu bạn sử dụng vscode để viết code, các plugins sau sẽ giúp ích.</p>
<h3><a class="anchor" aria-hidden="true" id="docstring-snippet"></a><a href="#docstring-snippet" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2- [...]
<p><a href="https://marketplace.visualstudio.com/items?itemName=njpwerner.autodocstring">autoDocstring</a>
-tạo docstring của functions, classes, v.v. Lựa chọn định dạng DocString
-to <code>google</code>.</p>
+tạo docstring của functions, classes, v.v. Lựa chọn định dạng DocString to
+<code>google</code>.</p>
<h3><a class="anchor" aria-hidden="true" id="kiểm-tra-lỗi-chính-tả"></a><a href="#kiểm-tra-lỗi-chính-tả" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2 [...]
<p><a href="https://marketplace.visualstudio.com/items?itemName=streetsidesoftware.code-spell-checker">Code Spell Checker</a>
-có thể được cơ cấu để kiểm tra chú thích trong mã code, hoặc các tập tin .md và .rst.</p>
-<p>Để kiểm tra lỗi chính tả cho các dòng chú thích trong code Python, thêm vào các snippet sau qua
-<code>File - Preferences - User Snippets - python.json</code></p>
+có thể được cơ cấu để kiểm tra chú thích trong mã code, hoặc các tập tin .md và
+.rst.</p>
+<p>Để kiểm tra lỗi chính tả cho các dòng chú thích trong code Python, thêm vào các
+snippet sau qua <code>File - Preferences - User Snippets - python.json</code></p>
<pre><code class="hljs">"cspell check" : {
"prefix": "cspell",
"body": [
@@ -120,8 +129,8 @@ có thể được cơ cấu để kiểm tra chú thích trong mã code, hoặc
"description": "# chỉ kiểm tra lỗi chính tả cho chú thích trong python"
}
</code></pre>
-<p>Để kiểm tra lỗi chính tả cho các dòng chú thích trong code Cpp, thêm vào các snippet sau qua
-<code>File - Preferences - User Snippets - cpp.json</code></p>
+<p>Để kiểm tra lỗi chính tả cho các dòng chú thích trong code Cpp, thêm vào các
+snippet sau qua <code>File - Preferences - User Snippets - cpp.json</code></p>
<pre><code class="hljs">"cspell check" : {
"prefix": "cspell",
"body": [
@@ -131,7 +140,7 @@ có thể được cơ cấu để kiểm tra chú thích trong mã code, hoặc
"description": "# chỉ kiểm tra lỗi chính tả cho chú thích trong cpp"
}
</code></pre>
-</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Viet/contribute-code"><span class="arrow-prev">← </span><span>How to Contribute Code</span></a><a class="docs-next button" href="/docs/3.1.0_Viet/how-to-release"><span>How to Prepare a Release</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#tập-tin-markdown">Tập Tin Markdown</a></li><li><a href="#tham-khảo-api">T [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 5/1/2021</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Viet/contribute-code"><span class="arrow-prev">← </span><span>How to Contribute Code</span></a><a class="docs-next button" href="/docs/3.1.0_Viet/how-to-release"><span>How to Prepare a Release</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#tập-tin [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Viet/contribute-docs/index.html b/content/docs/3.1.0_Viet/contribute-docs/index.html
index bf5dc5a..4c5c869 100644
--- a/content/docs/3.1.0_Viet/contribute-docs/index.html
+++ b/content/docs/3.1.0_Viet/contribute-docs/index.html
@@ -62,13 +62,17 @@
});
</script></nav></div><div class="container mainContainer docsContainer"><div class="wrapper"><div class="post"><header class="postHeader"><a class="edit-page-link button" href="https://github.com/apache/singa-doc/blob/master/docs-site/docs/contribute-docs.md" target="_blank" rel="noreferrer noopener">Edit</a><h1 id="__docusaurus" class="postHeaderTitle">Tham gia chỉnh sửa Hướng Dẫn Sử Dụng</h1></header><article><div><span><!-- Licensed to the Apache Software Foundation (ASF) unde [...]
<p>Hướng Dẫn Sử Dụng có hai dạng, dạng tập tin markdown và dạng sử dụng API
-reference. Tài liệu này giới thiệu vài công cụ và chỉ dẫn trong việc chuẩn bị các tập tin nguồn markdown và chú thích API.</p>
-<p>Tập tin markdown sẽ được sử dụng trong việc tạo trang HTML qua <a href="https://docusaurus.io/">Docusaurus</a>; Chú thích API (từ nguồn mã code) sẽ được sử dụng để tạo các trang tham khảo API sử dụng Sphinx (cho Python) và Doxygen (cho CPP).</p>
+reference. Tài liệu này giới thiệu vài công cụ và chỉ dẫn trong việc chuẩn bị
+các tập tin nguồn markdown và chú thích API.</p>
+<p>Tập tin markdown sẽ được sử dụng trong việc tạo trang HTML qua
+<a href="https://docusaurus.io/">Docusaurus</a>; Chú thích API (từ nguồn mã code) sẽ được
+sử dụng để tạo các trang tham khảo API sử dụng Sphinx (cho Python) và Doxygen
+(cho CPP).</p>
<h2><a class="anchor" aria-hidden="true" id="tập-tin-markdown"></a><a href="#tập-tin-markdown" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2. [...]
-<p>Làm theo
-<a href="https://developers.google.com/style">định dạng Văn bản Google</a>. Ví dụ,</p>
+<p>Làm theo <a href="https://developers.google.com/style">định dạng Văn bản Google</a>. Ví dụ,</p>
<ol>
-<li>Bỏ 'vui lòng' (please) khỏi bất cứ hướng dẫn sử dụng nào. 'Please click...' thành 'Click ...'.</li>
+<li>Bỏ 'vui lòng' (please) khỏi bất cứ hướng dẫn sử dụng nào. 'Please click...'
+thành 'Click ...'.</li>
<li>Làm theo
<a href="https://owl.purdue.edu/owl/general_writing/mechanics/help_with_capitals.html">qui tắc viết hoa tiêu chuẩn</a>.</li>
<li>Sử dụng 'bạn' thay cho 'chúng tôi' trong hướng dẫn.</li>
@@ -84,12 +88,16 @@ vd., <code>doc-site/docs</code> để chỉ <code>singa-doc/docs-site/docs</code
vd., <code>Tensor</code>, <code>singa-doc/docs-site/docs</code>.</li>
<li>Để nêu bật các điều khoản/khái niệm, sử dụng <em>graph</em> hoặc <strong>graph</strong></li>
</ol>
-<p><a href="https://prettier.io/">Cộng cụ prettier</a> được sử dụng bởi dự án này sẽ tự làm định dạng code dựa trên
+<p><a href="https://prettier.io/">Cộng cụ prettier</a> được sử dụng bởi dự án này sẽ tự làm
+định dạng code dựa trên
<a href="https://github.com/apache/singa-doc/blob/master/docs-site/.prettierrc">cấu hình</a>
-khi thực hiện <code>git commit</code>. Ví dụ, nó sẽ gói chữ trong các tập tin markdown thành nhiều nhất 80 kí tự (trừ các dòng chú thích).</p>
-<p>Khi giới thiệu một khái niệm (concept) (vd., class <code>Tensor</code>), đưa ra khái quát chung (mục đích và mối quan hệ với các khái niệm khác), APIs và ví dụ. Google colab có thể được sử dụng để mô phỏng điều này.</p>
-<p>Tham khảo <a href="https://github.com/apache/singa-doc/tree/master/docs-site">trang</a>
-để biết thêm chi tiết về cách chỉnh sửa các tập tin markdown và xây dựng website.</p>
+khi thực hiện <code>git commit</code>. Ví dụ, nó sẽ gói chữ trong các tập tin markdown
+thành nhiều nhất 80 kí tự (trừ các dòng chú thích).</p>
+<p>Khi giới thiệu một khái niệm (concept) (vd., class <code>Tensor</code>), đưa ra khái quát
+chung (mục đích và mối quan hệ với các khái niệm khác), APIs và ví dụ. Google
+colab có thể được sử dụng để mô phỏng điều này.</p>
+<p>Tham khảo <a href="https://github.com/apache/singa-doc/tree/master/docs-site">trang</a> để
+biết thêm chi tiết về cách chỉnh sửa các tập tin markdown và xây dựng website.</p>
<h2><a class="anchor" aria-hidden="true" id="tham-khảo-api"></a><a href="#tham-khảo-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.8 [...]
<h3><a class="anchor" aria-hidden="true" id="cpp-api"></a><a href="#cpp-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
<p>Thực hiện theo
@@ -102,13 +110,14 @@ khi thực hiện <code>git commit</code>. Ví dụ, nó sẽ gói chữ trong c
<p>Nếu bạn sử dụng vscode để viết code, các plugins sau sẽ giúp ích.</p>
<h3><a class="anchor" aria-hidden="true" id="docstring-snippet"></a><a href="#docstring-snippet" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2- [...]
<p><a href="https://marketplace.visualstudio.com/items?itemName=njpwerner.autodocstring">autoDocstring</a>
-tạo docstring của functions, classes, v.v. Lựa chọn định dạng DocString
-to <code>google</code>.</p>
+tạo docstring của functions, classes, v.v. Lựa chọn định dạng DocString to
+<code>google</code>.</p>
<h3><a class="anchor" aria-hidden="true" id="kiểm-tra-lỗi-chính-tả"></a><a href="#kiểm-tra-lỗi-chính-tả" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2 [...]
<p><a href="https://marketplace.visualstudio.com/items?itemName=streetsidesoftware.code-spell-checker">Code Spell Checker</a>
-có thể được cơ cấu để kiểm tra chú thích trong mã code, hoặc các tập tin .md và .rst.</p>
-<p>Để kiểm tra lỗi chính tả cho các dòng chú thích trong code Python, thêm vào các snippet sau qua
-<code>File - Preferences - User Snippets - python.json</code></p>
+có thể được cơ cấu để kiểm tra chú thích trong mã code, hoặc các tập tin .md và
+.rst.</p>
+<p>Để kiểm tra lỗi chính tả cho các dòng chú thích trong code Python, thêm vào các
+snippet sau qua <code>File - Preferences - User Snippets - python.json</code></p>
<pre><code class="hljs">"cspell check" : {
"prefix": "cspell",
"body": [
@@ -120,8 +129,8 @@ có thể được cơ cấu để kiểm tra chú thích trong mã code, hoặc
"description": "# chỉ kiểm tra lỗi chính tả cho chú thích trong python"
}
</code></pre>
-<p>Để kiểm tra lỗi chính tả cho các dòng chú thích trong code Cpp, thêm vào các snippet sau qua
-<code>File - Preferences - User Snippets - cpp.json</code></p>
+<p>Để kiểm tra lỗi chính tả cho các dòng chú thích trong code Cpp, thêm vào các
+snippet sau qua <code>File - Preferences - User Snippets - cpp.json</code></p>
<pre><code class="hljs">"cspell check" : {
"prefix": "cspell",
"body": [
@@ -131,7 +140,7 @@ có thể được cơ cấu để kiểm tra chú thích trong mã code, hoặc
"description": "# chỉ kiểm tra lỗi chính tả cho chú thích trong cpp"
}
</code></pre>
-</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Viet/contribute-code"><span class="arrow-prev">← </span><span>How to Contribute Code</span></a><a class="docs-next button" href="/docs/3.1.0_Viet/how-to-release"><span>How to Prepare a Release</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#tập-tin-markdown">Tập Tin Markdown</a></li><li><a href="#tham-khảo-api">T [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 5/1/2021</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Viet/contribute-code"><span class="arrow-prev">← </span><span>How to Contribute Code</span></a><a class="docs-next button" href="/docs/3.1.0_Viet/how-to-release"><span>How to Prepare a Release</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#tập-tin [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Viet/device.html b/content/docs/3.1.0_Viet/device.html
index 342dd28..afcf4d5 100644
--- a/content/docs/3.1.0_Viet/device.html
+++ b/content/docs/3.1.0_Viet/device.html
@@ -61,8 +61,11 @@
}
});
</script></nav></div><div class="container mainContainer docsContainer"><div class="wrapper"><div class="post"><header class="postHeader"><a class="edit-page-link button" href="https://github.com/apache/singa-doc/blob/master/docs-site/docs/device.md" target="_blank" rel="noreferrer noopener">Edit</a><h1 id="__docusaurus" class="postHeaderTitle">Device</h1></header><article><div><span><!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agre [...]
-<p>Device dùng ở đây nghĩa là thiết bị phần cứng với bộ nhớ và các bộ phận máy tính. Tất cả <a href="./tensor">Tensor operations</a> được sắp xếp bởi các thiết bị resident device
-khi chạy. Bộ nhớ của Tensor luôn luôn được quản lý bởi memory manager của thiết bị đó. Bởi vậy việc tận dụng tối đa bộ nhớ và thực hiện được tiến hành tại Device class.</p>
+<p>Device dùng ở đây nghĩa là thiết bị phần cứng với bộ nhớ và các bộ phận máy
+tính. Tất cả <a href="./tensor">Tensor operations</a> được sắp xếp bởi các thiết bị
+resident device khi chạy. Bộ nhớ của Tensor luôn luôn được quản lý bởi memory
+manager của thiết bị đó. Bởi vậy việc tận dụng tối đa bộ nhớ và thực hiện được
+tiến hành tại Device class.</p>
<h2><a class="anchor" aria-hidden="true" id="các-thiết-bị-cụ-thể"></a><a href="#các-thiết-bị-cụ-thể" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.2 [...]
<p>Hiện tại, SINGA được chạy trên ba Device,</p>
<ol>
@@ -78,7 +81,7 @@ host = device.get_default_device() <span class="hljs-comment"># tạo host mặ
ary1 = device.create_cuda_gpus(<span class="hljs-number">2</span>) <span class="hljs-comment"># tạo 2 devices, bắt đầu từ ID 0</span>
ary2 = device.create_cuda_gpus([<span class="hljs-number">0</span>,<span class="hljs-number">2</span>]) <span class="hljs-comment"># tạo 2 devices với ID 0 và 2</span>
</code></pre>
-</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Viet/examples"><span class="arrow-prev">← </span><span>Examples</span></a><a class="docs-next button" href="/docs/3.1.0_Viet/tensor"><span>Tensor</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#các-thiết-bị-cụ-thể">Các thiết bị cụ thể</a></li><li><a href="#ví-dụ-sử-dụng">Ví Dụ Sử Dụng</a></li></ul></nav></div><fo [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 5/1/2021</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Viet/examples"><span class="arrow-prev">← </span><span>Examples</span></a><a class="docs-next button" href="/docs/3.1.0_Viet/tensor"><span>Tensor</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#các-thiết-bị-cụ-thể">Các thiết bị cụ thể</a></li><li>< [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Viet/device/index.html b/content/docs/3.1.0_Viet/device/index.html
index 342dd28..afcf4d5 100644
--- a/content/docs/3.1.0_Viet/device/index.html
+++ b/content/docs/3.1.0_Viet/device/index.html
@@ -61,8 +61,11 @@
}
});
</script></nav></div><div class="container mainContainer docsContainer"><div class="wrapper"><div class="post"><header class="postHeader"><a class="edit-page-link button" href="https://github.com/apache/singa-doc/blob/master/docs-site/docs/device.md" target="_blank" rel="noreferrer noopener">Edit</a><h1 id="__docusaurus" class="postHeaderTitle">Device</h1></header><article><div><span><!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agre [...]
-<p>Device dùng ở đây nghĩa là thiết bị phần cứng với bộ nhớ và các bộ phận máy tính. Tất cả <a href="./tensor">Tensor operations</a> được sắp xếp bởi các thiết bị resident device
-khi chạy. Bộ nhớ của Tensor luôn luôn được quản lý bởi memory manager của thiết bị đó. Bởi vậy việc tận dụng tối đa bộ nhớ và thực hiện được tiến hành tại Device class.</p>
+<p>Device dùng ở đây nghĩa là thiết bị phần cứng với bộ nhớ và các bộ phận máy
+tính. Tất cả <a href="./tensor">Tensor operations</a> được sắp xếp bởi các thiết bị
+resident device khi chạy. Bộ nhớ của Tensor luôn luôn được quản lý bởi memory
+manager của thiết bị đó. Bởi vậy việc tận dụng tối đa bộ nhớ và thực hiện được
+tiến hành tại Device class.</p>
<h2><a class="anchor" aria-hidden="true" id="các-thiết-bị-cụ-thể"></a><a href="#các-thiết-bị-cụ-thể" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.2 [...]
<p>Hiện tại, SINGA được chạy trên ba Device,</p>
<ol>
@@ -78,7 +81,7 @@ host = device.get_default_device() <span class="hljs-comment"># tạo host mặ
ary1 = device.create_cuda_gpus(<span class="hljs-number">2</span>) <span class="hljs-comment"># tạo 2 devices, bắt đầu từ ID 0</span>
ary2 = device.create_cuda_gpus([<span class="hljs-number">0</span>,<span class="hljs-number">2</span>]) <span class="hljs-comment"># tạo 2 devices với ID 0 và 2</span>
</code></pre>
-</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Viet/examples"><span class="arrow-prev">← </span><span>Examples</span></a><a class="docs-next button" href="/docs/3.1.0_Viet/tensor"><span>Tensor</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#các-thiết-bị-cụ-thể">Các thiết bị cụ thể</a></li><li><a href="#ví-dụ-sử-dụng">Ví Dụ Sử Dụng</a></li></ul></nav></div><fo [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 5/1/2021</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Viet/examples"><span class="arrow-prev">← </span><span>Examples</span></a><a class="docs-next button" href="/docs/3.1.0_Viet/tensor"><span>Tensor</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#các-thiết-bị-cụ-thể">Các thiết bị cụ thể</a></li><li>< [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Viet/dist-train.html b/content/docs/3.1.0_Viet/dist-train.html
index 2597f49..37a2ac7 100644
--- a/content/docs/3.1.0_Viet/dist-train.html
+++ b/content/docs/3.1.0_Viet/dist-train.html
@@ -61,19 +61,30 @@
}
});
</script></nav></div><div class="container mainContainer docsContainer"><div class="wrapper"><div class="post"><header class="postHeader"><a class="edit-page-link button" href="https://github.com/apache/singa-doc/blob/master/docs-site/docs/dist-train.md" target="_blank" rel="noreferrer noopener">Edit</a><h1 id="__docusaurus" class="postHeaderTitle">Distributed Training</h1></header><article><div><span><!--- Licensed to the Apache Software Foundation (ASF) under one or more contri [...]
-<p>SINGA hỗ trợ data parallel training trên nhiều GPUs (trên một node hoặc nhiều node khác nhau). Sơ đồ sau mô phỏng data parallel training:</p>
+<p>SINGA hỗ trợ data parallel training trên nhiều GPUs (trên một node hoặc nhiều
+node khác nhau). Sơ đồ sau mô phỏng data parallel training:</p>
<p><img src="/docs/assets/MPI.png" alt="MPI.png"></p>
-<p>Trong distributed training, mỗi chỉ lệnh (gọi là worker) chạy một training script trên một máy GPU. Mỗi chỉ lệnh (process) có một communication rank riêng. Dữ liệu để training được phân cho các worker và model thì được sao chép cho mỗi worker. Ở mỗi vòng, worker đọc một mini-batch dữ liệu (vd.,
-256 hình ảnh) từ phần được chia và chạy thuật toán BackPropagation để tính ra độ dốc (gradient) của weight, được lấy trung bình qua all-reduce (cung cấp bởi <a href="https://developer.nvidia.com/nccl">NCCL</a>)
-để cập nhật weight theo thuật toán
+<p>Trong distributed training, mỗi chỉ lệnh (gọi là worker) chạy một training
+script trên một máy GPU. Mỗi chỉ lệnh (process) có một communication rank riêng.
+Dữ liệu để training được phân cho các worker và model thì được sao chép cho mỗi
+worker. Ở mỗi vòng, worker đọc một mini-batch dữ liệu (vd., 256 hình ảnh) từ
+phần được chia và chạy thuật toán BackPropagation để tính ra độ dốc (gradient)
+của weight, được lấy trung bình qua all-reduce (cung cấp bởi
+<a href="https://developer.nvidia.com/nccl">NCCL</a>) để cập nhật weight theo thuật toán
stochastic gradient descent (SGD).</p>
-<p>Hàm all-reduce operation bởi NCCL có thể được sử dụng để giảm và đồng bộ hoá độ dốc từ các máy GPU các nhau. Xem thử training với 4 GPUs như dưới đây. Sau khi độ dốc (gradients) từ 4 GPUs được tính, all-reduce sẽ trả lại tổng độ dốc (gradient) cho các GPU và đưa tới mỗi GPU. Sau đó có thể dễ dàng tính ra độ dốc trung bình.</p>
+<p>Hàm all-reduce operation bởi NCCL có thể được sử dụng để giảm và đồng bộ hoá độ
+dốc từ các máy GPU các nhau. Xem thử training với 4 GPUs như dưới đây. Sau khi
+độ dốc (gradients) từ 4 GPUs được tính, all-reduce sẽ trả lại tổng độ dốc
+(gradient) cho các GPU và đưa tới mỗi GPU. Sau đó có thể dễ dàng tính ra độ dốc
+trung bình.</p>
<p><img src="/docs/assets/AllReduce.png" alt="AllReduce.png"></p>
<h2><a class="anchor" aria-hidden="true" id="sử-dụng"></a><a href="#sử-dụng" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
-<p>SINGA áp dụng một module gọi là <code>DistOpt</code> (là dạng con của <code>Opt</code>) cho distributed
-training. Nó gói lại normal SGD optimizer và gọi <code>Communicator</code> để động bộ hoá độ dốc. Ví dụ sau mô phỏng cách sử dụng <code>DistOpt</code> để
-training một CNN model với dữ liệu MNIST. Nguồn code có thể tìm
-<a href="https://github.com/apache/singa/blob/master/examples/cnn/">tại đây</a>, và <a href="">Colab notebook</a>.</p>
+<p>SINGA áp dụng một module gọi là <code>DistOpt</code> (là dạng con của <code>Opt</code>) cho
+distributed training. Nó gói lại normal SGD optimizer và gọi <code>Communicator</code> để
+động bộ hoá độ dốc. Ví dụ sau mô phỏng cách sử dụng <code>DistOpt</code> để training một
+CNN model với dữ liệu MNIST. Nguồn code có thể tìm
+<a href="https://github.com/apache/singa/blob/master/examples/cnn/">tại đây</a>, và
+<a href="">Colab notebook</a>.</p>
<h3><a class="anchor" aria-hidden="true" id="code-ví-dụ"></a><a href="#code-ví-dụ" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1 [...]
<ol>
<li>Định nghĩa neural network model:</li>
@@ -140,9 +151,18 @@ dev = device.create_cuda_gpu_on(sgd.local_rank)
<p>(i) <code>dev</code></p>
<p>dev dùng để chỉ <code>Device</code> instance, nơi tải dữ liệu và chạy CNN model.</p>
<p>(ii)<code>local_rank</code></p>
-<p>Local rank chỉ số GPU mà chỉ lệnh (process) hiện tại đang sử dụng trên cùng một node. Ví dụ, nếu bạn đang sử dụng một node có 2 GPUs, <code>local_rank=0</code> nghĩa là chỉ lệnh này đang sử dụng máy GPU đầu tiên, trong khi <code>local_rank=1</code> nghĩa là đang sử dụng máy GPU thứ hai. Sử dụng MPI hay đa xử lý, bạn có thể chạy cùng một tập lệnh training chỉ khác giá trị của <code>local_rank</code>.</p>
+<p>Local rank chỉ số GPU mà chỉ lệnh (process) hiện tại đang sử dụng trên cùng một
+node. Ví dụ, nếu bạn đang sử dụng một node có 2 GPUs, <code>local_rank=0</code> nghĩa là
+chỉ lệnh này đang sử dụng máy GPU đầu tiên, trong khi <code>local_rank=1</code> nghĩa là
+đang sử dụng máy GPU thứ hai. Sử dụng MPI hay đa xử lý, bạn có thể chạy cùng một
+tập lệnh training chỉ khác giá trị của <code>local_rank</code>.</p>
<p>(iii)<code>global_rank</code></p>
-<p>Rank trong global biểu thị global rank cho tất cả các chỉ lệnh (process) trong các nodes mà bạn đang sử dụng. Lấy ví dụ trường hợp bạn có 3 nodes và mỗi một node có hai GPUs, <code>global_rank=0</code> nghĩa là chỉ lệnh đang sử dụng máy GPU đầu tiên ở node đầu tiên, <code>global_rank=2</code> nghĩa là chỉ lệnh đang sử dụng máy GPU đầu tiên ở node thứ 2, và <code>global_rank=4</code> nghĩa là chỉ lệnh đang sử dụng máy GPU đầu tiên ở node thứ 3.</p>
+<p>Rank trong global biểu thị global rank cho tất cả các chỉ lệnh (process) trong
+các nodes mà bạn đang sử dụng. Lấy ví dụ trường hợp bạn có 3 nodes và mỗi một
+node có hai GPUs, <code>global_rank=0</code> nghĩa là chỉ lệnh đang sử dụng máy GPU đầu
+tiên ở node đầu tiên, <code>global_rank=2</code> nghĩa là chỉ lệnh đang sử dụng máy GPU đầu
+tiên ở node thứ 2, và <code>global_rank=4</code> nghĩa là chỉ lệnh đang sử dụng máy GPU đầu
+tiên ở node thứ 3.</p>
<ol start="3">
<li>Tải và phân chia dữ liệu để training/validation</li>
</ol>
@@ -159,11 +179,12 @@ test_x, test_y = data_partition(test_x, test_y,
sgd.global_rank, sgd.world_size)
</code></pre>
<p>Một phần của bộ dữ liệu (dataset) được trả lại cho <code>dev</code>.</p>
-<p>Tại đây, <code>world_size</code> thể hiện tổng số chỉ lệnh trong tất cả các node mà bạn đang sử dụng cho distributed training.</p>
+<p>Tại đây, <code>world_size</code> thể hiện tổng số chỉ lệnh trong tất cả các node mà bạn
+đang sử dụng cho distributed training.</p>
<ol start="4">
<li>Khởi tạo và đồng bộ các tham số của model cho tất cả workers:</li>
</ol>
-<pre><code class="hljs css language-python"><span class="hljs-comment"># Đồng bộ tham số ban đầu </span>
+<pre><code class="hljs css language-python"><span class="hljs-comment"># Đồng bộ tham số ban đầu</span>
tx = tensor.Tensor((batch_size, <span class="hljs-number">1</span>, IMG_SIZE, IMG_SIZE), dev, tensor.float32)
ty = tensor.Tensor((batch_size, num_classes), dev, tensor.int32)
model.compile([tx], is_train=<span class="hljs-literal">True</span>, use_graph=graph, sequential=<span class="hljs-literal">True</span>)
@@ -218,12 +239,17 @@ np.random.seed(seed)
<p>Dưới đây là giải thích cho các biến tạo ở trên:</p>
<p>(i) <code>nccl_id</code></p>
<p>Lưu ý rằng chúng ta cần phải tạo một NCCL ID ở đây để sử dụng cho collective
-communication, sau đó gửi nó tới tất cả các chỉ lệnh. NCCL ID giống như là vé vào cửa, khi chỉ có chỉ lệnh với ID này có thể tham gia vào quá trình all-reduce.
-(Về sua nếu dùng MPI, thì việc sử dụng NCCL ID là không cần thiết, bởi vì ID được gửi đi bởi MPI trong code của chúng tôi một cách tự động)</p>
+communication, sau đó gửi nó tới tất cả các chỉ lệnh. NCCL ID giống như là vé
+vào cửa, khi chỉ có chỉ lệnh với ID này có thể tham gia vào quá trình
+all-reduce. (Về sua nếu dùng MPI, thì việc sử dụng NCCL ID là không cần thiết,
+bởi vì ID được gửi đi bởi MPI trong code của chúng tôi một cách tự động)</p>
<p>(ii) <code>world_size</code></p>
<p>world_size là số lượng máy GPUs bạn muốn sử dụng cho training.</p>
<p>(iii) <code>local_rank</code></p>
-<p>local_rank xác định local rank của distributed training và máy gpu được sử dụng trong chỉ lệnh. Trong code bên trên, for loop được sử dụng để chạy hàm train function, và local_rank chạy vòng từ 0 tới world_size. Trong trường hợp này, chỉ lệnh khác nhau có thể sử dụng máy GPUs khác nhau để training.</p>
+<p>local_rank xác định local rank của distributed training và máy gpu được sử dụng
+trong chỉ lệnh. Trong code bên trên, for loop được sử dụng để chạy hàm train
+function, và local_rank chạy vòng từ 0 tới world_size. Trong trường hợp này, chỉ
+lệnh khác nhau có thể sử dụng máy GPUs khác nhau để training.</p>
<p>Tham số để tạo <code>DistOpt</code> instance cần được cập nhật như sau:</p>
<pre><code class="hljs css language-python">sgd = opt.DistOpt(sgd, nccl_id=nccl_id, local_rank=local_rank, world_size=world_size)
</code></pre>
@@ -273,8 +299,8 @@ Evaluation accuracy = <span class="hljs-number">0.989083</span>
train_mnist_cnn()
</code></pre>
<ol start="2">
-<li>Tạo một hostfile cho MPI, vd. hostfile dưới đây sử dụng 2 chỉ lệnh (vd.,
-2 GPUs) trên một node</li>
+<li>Tạo một hostfile cho MPI, vd. hostfile dưới đây sử dụng 2 chỉ lệnh (vd., 2
+GPUs) trên một node</li>
</ol>
<pre><code class="hljs css language-txt">localhost:<span class="hljs-number">2</span>
</code></pre>
@@ -316,10 +342,13 @@ Training loss = <span class="hljs-number">24.548153</span>, training accuracy =
Evaluation accuracy = <span class="hljs-number">0.988682</span>
</code></pre>
<h2><a class="anchor" aria-hidden="true" id="tối-ưu-hoá-distributed-training"></a><a href="#tối-ưu-hoá-distributed-training" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 [...]
-<p>SINGA cung cấp chiến lược đa tối ưu hoá cho distributed training để giảm communication cost. Tham khảo API của <code>DistOpt</code> cho cấu hình của mỗi cách.</p>
+<p>SINGA cung cấp chiến lược đa tối ưu hoá cho distributed training để giảm
+communication cost. Tham khảo API của <code>DistOpt</code> cho cấu hình của mỗi cách.</p>
<p>Khi sử dụng <code>model.Model</code> để tạo một model, cần phải đặt các lựa chọn cho
-distributed training trong phương pháp <code>train_one_batch</code>. Tham khảo code ví dụ trên đầu trang. Bạn có thể chỉ cần copy code cho các lựa chọn và sử dụng nó cho các model khác.
-Với các lựa chọn xác định, ta có thể đặt tham số<code>dist_option</code> và <code>spars</code> khi bắt đầu training với <code>model(tx, ty, dist_option, spars)</code></p>
+distributed training trong phương pháp <code>train_one_batch</code>. Tham khảo code ví dụ
+trên đầu trang. Bạn có thể chỉ cần copy code cho các lựa chọn và sử dụng nó cho
+các model khác. Với các lựa chọn xác định, ta có thể đặt tham số<code>dist_option</code> và
+<code>spars</code> khi bắt đầu training với <code>model(tx, ty, dist_option, spars)</code></p>
<h3><a class="anchor" aria-hidden="true" id="không-tối-ưu-hoá"></a><a href="#không-tối-ưu-hoá" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2. [...]
<pre><code class="hljs css language-python">out, loss = model(tx, ty)
</code></pre>
@@ -328,46 +357,68 @@ classification tasks.</p>
<h3><a class="anchor" aria-hidden="true" id="half-precision-gradients"></a><a href="#half-precision-gradients" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-. [...]
<pre><code class="hljs css language-python">out, loss = model(tx, ty, dist_option = <span class="hljs-string">'fp16'</span>)
</code></pre>
-<p>Chuyển đổi gía trị độ dốc sang hiển thị dạng 16-bit (vd., half-precision) trước khi gọi hàm all-reduce.</p>
+<p>Chuyển đổi gía trị độ dốc sang hiển thị dạng 16-bit (vd., half-precision) trước
+khi gọi hàm all-reduce.</p>
<h3><a class="anchor" aria-hidden="true" id="đồng-bộ-cục-bộ-partial-synchronization"></a><a href="#đồng-bộ-cục-bộ-partial-synchronization" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1. [...]
<pre><code class="hljs css language-python">out, loss = model(tx, ty, dist_option = <span class="hljs-string">'partialUpdate'</span>)
</code></pre>
-<p>Ở mỗi vòng lặp (iteration), mỗi rank thực hiện việc cập nhật sgd. Sau đó chỉ một nhóm tham số là được tính trung bình để đồng bộ hoá. Điều này giúp tiết kiệm communication cost.
-Độ lớn của nhóm này được xác định khi tạo hàm <code>DistOpt</code> instance.</p>
+<p>Ở mỗi vòng lặp (iteration), mỗi rank thực hiện việc cập nhật sgd. Sau đó chỉ một
+nhóm tham số là được tính trung bình để đồng bộ hoá. Điều này giúp tiết kiệm
+communication cost. Độ lớn của nhóm này được xác định khi tạo hàm <code>DistOpt</code>
+instance.</p>
<h3><a class="anchor" aria-hidden="true" id="phân-bổ-độ-dốc-gradient-sparsification"></a><a href="#phân-bổ-độ-dốc-gradient-sparsification" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1. [...]
-<p>Kế hoạch phân bổ để chọn ra một nhóm nhỏ độ dốc nhằm thực hiện all-reduce. Có hai cách:</p>
+<p>Kế hoạch phân bổ để chọn ra một nhóm nhỏ độ dốc nhằm thực hiện all-reduce. Có
+hai cách:</p>
<ul>
-<li>Chọn K phần tử lớn nhất. spars là một phần (0 - 1) của tổng số phần tử được chọn.</li>
+<li>Chọn K phần tử lớn nhất. spars là một phần (0 - 1) của tổng số phần tử được
+chọn.</li>
</ul>
<pre><code class="hljs css language-python">out, loss = model(tx, ty, dist_option = <span class="hljs-string">'sparseTopK'</span>, spars = spars)
</code></pre>
<ul>
-<li>Tất cả độ dốc có giá trị tuyệt đối lớn hơn ngưỡng spars đặt trước được lựa chọn.</li>
+<li>Tất cả độ dốc có giá trị tuyệt đối lớn hơn ngưỡng spars đặt trước được lựa
+chọn.</li>
</ul>
<pre><code class="hljs css language-python">out, loss = model(tx, ty, dist_option = <span class="hljs-string">'sparseThreshold'</span>, spars = spars)
</code></pre>
<p>Các hyper-parameter được cấu tạo khi tạo hàm <code>DistOpt</code> instance.</p>
<h2><a class="anchor" aria-hidden="true" id="thực-hiện"></a><a href="#thực-hiện" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.6 [...]
-<p>Mục này chủ yếu dành cho các lập trình viên (developer) muốn biết lập trình trong
-distribute module được thực hiện như thế nào.</p>
+<p>Mục này chủ yếu dành cho các lập trình viên (developer) muốn biết lập trình
+trong distribute module được thực hiện như thế nào.</p>
<h3><a class="anchor" aria-hidden="true" id="giao-diện-c-cho-bộ-chuyển-mạch-communicator-nccl"></a><a href="#giao-diện-c-cho-bộ-chuyển-mạch-communicator-nccl" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9z [...]
<p>Trước tiên, communication layer được lập trình bằng ngôn ngữ C
<a href="https://github.com/apache/singa/blob/master/src/io/communicator.cc">communicator.cc</a>.
Nó áp dụng NCCL library cho collective communication.</p>
-<p>Có hai hàm tạo nên communicator, một cho MPI và một cho đa phương thức (multiprocess).</p>
+<p>Có hai hàm tạo nên communicator, một cho MPI và một cho đa phương thức
+(multiprocess).</p>
<p>(i) Hàm tạo sử dụng MPI</p>
-<p>Hàm tạo bước đầu sẽ sử dụng global rank và world size, sau đó tính toán ra local rank. Tiếp theo, rank 0 sẽ tạo ra NCCL ID và phát nó lên mỗi rank. Sau đó, nó gọi hàm setup để khởi tạo NCCL
-communicator, cuda streams, và buffers.</p>
+<p>Hàm tạo bước đầu sẽ sử dụng global rank và world size, sau đó tính toán ra local
+rank. Tiếp theo, rank 0 sẽ tạo ra NCCL ID và phát nó lên mỗi rank. Sau đó, nó
+gọi hàm setup để khởi tạo NCCL communicator, cuda streams, và buffers.</p>
<p>(ii) Hàm tạo sử dụng Python đa phương thức</p>
-<p>Hàm tạo bước đầu sẽ sử dụng rank, world size, và NCCL ID từ input argument. Sau đó, nó gọi hàm setup function để khởi tạo NCCL communicator, cuda streams, và buffers.</p>
-<p>Sau khi khởi động, nó thực hiện chức năng all-reduce để đồng bộ hoá các tham số model và độ dốc. Ví dụ, synch sử dụng một input tensor và tiến hành all-reduce qua đoạn chương trình NCCL. Sau khi gọi synch, cần gọi hàm wait để đợi hàm all-reduce operation kết thúc.</p>
+<p>Hàm tạo bước đầu sẽ sử dụng rank, world size, và NCCL ID từ input argument. Sau
+đó, nó gọi hàm setup function để khởi tạo NCCL communicator, cuda streams, và
+buffers.</p>
+<p>Sau khi khởi động, nó thực hiện chức năng all-reduce để đồng bộ hoá các tham số
+model và độ dốc. Ví dụ, synch sử dụng một input tensor và tiến hành all-reduce
+qua đoạn chương trình NCCL. Sau khi gọi synch, cần gọi hàm wait để đợi hàm
+all-reduce operation kết thúc.</p>
<h3><a class="anchor" aria-hidden="true" id="giao-diện-python-của-distopt"></a><a href="#giao-diện-python-của-distopt" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 [...]
<p>Sau đó, giao diện python sẽ tạo ra một
-<a href="https://github.com/apache/singa/blob/master/python/singa/opt.py">DistOpt</a> class để gói một
+<a href="https://github.com/apache/singa/blob/master/python/singa/opt.py">DistOpt</a> class
+để gói một
<a href="https://github.com/apache/singa/blob/master/python/singa/opt.py">optimizer</a>
-object để thực hiện distributed training dựa trên MPI hoặc đa xử lý. Trong khi khởi động, nó tạo ra một NCCL communicator object (từ giao diện C đề cập ở mục nhỏ phía trên). Sau đó, communicator object này được sử dụng trong mỗi hàm all-reduce trong DistOpt.</p>
-<p>Trong MPI hoặc đa xử lý, mỗi chỉ lệnh có một rank, cho biết thông tin máy GPU nào qui trình này đang sử dụng. Dữ liệu training được chia nhỏ để mỗi chỉ lệnh có thể đánh giá sub-gradient dựa trên dữ liệu đã chia trước đó. Sau khi sub-gradient được tạo ra ở mỗi chỉ lệnh, độ dốc stochastic gradient tổng hợp sẽ được tạo ra bằng cách all-reduce các sub-gradients đánh giá bởi tất cả các chỉ lệnh.</p>
-</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Viet/onnx"><span class="arrow-prev">← </span><span>ONNX</span></a><a class="docs-next button" href="/docs/3.1.0_Viet/time-profiling"><span>Time Profiling</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#sử-dụng">Sử Dụng</a><ul class="toc-headings"><li><a href="#code-ví-dụ">Code Ví Dụ</a></li><li><a href="#hướng-dẫ [...]
+object để thực hiện distributed training dựa trên MPI hoặc đa xử lý. Trong khi
+khởi động, nó tạo ra một NCCL communicator object (từ giao diện C đề cập ở mục
+nhỏ phía trên). Sau đó, communicator object này được sử dụng trong mỗi hàm
+all-reduce trong DistOpt.</p>
+<p>Trong MPI hoặc đa xử lý, mỗi chỉ lệnh có một rank, cho biết thông tin máy GPU
+nào qui trình này đang sử dụng. Dữ liệu training được chia nhỏ để mỗi chỉ lệnh
+có thể đánh giá sub-gradient dựa trên dữ liệu đã chia trước đó. Sau khi
+sub-gradient được tạo ra ở mỗi chỉ lệnh, độ dốc stochastic gradient tổng hợp sẽ
+được tạo ra bằng cách all-reduce các sub-gradients đánh giá bởi tất cả các chỉ
+lệnh.</p>
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 5/1/2021</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Viet/onnx"><span class="arrow-prev">← </span><span>ONNX</span></a><a class="docs-next button" href="/docs/3.1.0_Viet/time-profiling"><span>Time Profiling</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#sử-dụng">Sử Dụng</a><ul class="toc-headings">< [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Viet/dist-train/index.html b/content/docs/3.1.0_Viet/dist-train/index.html
index 2597f49..37a2ac7 100644
--- a/content/docs/3.1.0_Viet/dist-train/index.html
+++ b/content/docs/3.1.0_Viet/dist-train/index.html
@@ -61,19 +61,30 @@
}
});
</script></nav></div><div class="container mainContainer docsContainer"><div class="wrapper"><div class="post"><header class="postHeader"><a class="edit-page-link button" href="https://github.com/apache/singa-doc/blob/master/docs-site/docs/dist-train.md" target="_blank" rel="noreferrer noopener">Edit</a><h1 id="__docusaurus" class="postHeaderTitle">Distributed Training</h1></header><article><div><span><!--- Licensed to the Apache Software Foundation (ASF) under one or more contri [...]
-<p>SINGA hỗ trợ data parallel training trên nhiều GPUs (trên một node hoặc nhiều node khác nhau). Sơ đồ sau mô phỏng data parallel training:</p>
+<p>SINGA hỗ trợ data parallel training trên nhiều GPUs (trên một node hoặc nhiều
+node khác nhau). Sơ đồ sau mô phỏng data parallel training:</p>
<p><img src="/docs/assets/MPI.png" alt="MPI.png"></p>
-<p>Trong distributed training, mỗi chỉ lệnh (gọi là worker) chạy một training script trên một máy GPU. Mỗi chỉ lệnh (process) có một communication rank riêng. Dữ liệu để training được phân cho các worker và model thì được sao chép cho mỗi worker. Ở mỗi vòng, worker đọc một mini-batch dữ liệu (vd.,
-256 hình ảnh) từ phần được chia và chạy thuật toán BackPropagation để tính ra độ dốc (gradient) của weight, được lấy trung bình qua all-reduce (cung cấp bởi <a href="https://developer.nvidia.com/nccl">NCCL</a>)
-để cập nhật weight theo thuật toán
+<p>Trong distributed training, mỗi chỉ lệnh (gọi là worker) chạy một training
+script trên một máy GPU. Mỗi chỉ lệnh (process) có một communication rank riêng.
+Dữ liệu để training được phân cho các worker và model thì được sao chép cho mỗi
+worker. Ở mỗi vòng, worker đọc một mini-batch dữ liệu (vd., 256 hình ảnh) từ
+phần được chia và chạy thuật toán BackPropagation để tính ra độ dốc (gradient)
+của weight, được lấy trung bình qua all-reduce (cung cấp bởi
+<a href="https://developer.nvidia.com/nccl">NCCL</a>) để cập nhật weight theo thuật toán
stochastic gradient descent (SGD).</p>
-<p>Hàm all-reduce operation bởi NCCL có thể được sử dụng để giảm và đồng bộ hoá độ dốc từ các máy GPU các nhau. Xem thử training với 4 GPUs như dưới đây. Sau khi độ dốc (gradients) từ 4 GPUs được tính, all-reduce sẽ trả lại tổng độ dốc (gradient) cho các GPU và đưa tới mỗi GPU. Sau đó có thể dễ dàng tính ra độ dốc trung bình.</p>
+<p>Hàm all-reduce operation bởi NCCL có thể được sử dụng để giảm và đồng bộ hoá độ
+dốc từ các máy GPU các nhau. Xem thử training với 4 GPUs như dưới đây. Sau khi
+độ dốc (gradients) từ 4 GPUs được tính, all-reduce sẽ trả lại tổng độ dốc
+(gradient) cho các GPU và đưa tới mỗi GPU. Sau đó có thể dễ dàng tính ra độ dốc
+trung bình.</p>
<p><img src="/docs/assets/AllReduce.png" alt="AllReduce.png"></p>
<h2><a class="anchor" aria-hidden="true" id="sử-dụng"></a><a href="#sử-dụng" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
-<p>SINGA áp dụng một module gọi là <code>DistOpt</code> (là dạng con của <code>Opt</code>) cho distributed
-training. Nó gói lại normal SGD optimizer và gọi <code>Communicator</code> để động bộ hoá độ dốc. Ví dụ sau mô phỏng cách sử dụng <code>DistOpt</code> để
-training một CNN model với dữ liệu MNIST. Nguồn code có thể tìm
-<a href="https://github.com/apache/singa/blob/master/examples/cnn/">tại đây</a>, và <a href="">Colab notebook</a>.</p>
+<p>SINGA áp dụng một module gọi là <code>DistOpt</code> (là dạng con của <code>Opt</code>) cho
+distributed training. Nó gói lại normal SGD optimizer và gọi <code>Communicator</code> để
+động bộ hoá độ dốc. Ví dụ sau mô phỏng cách sử dụng <code>DistOpt</code> để training một
+CNN model với dữ liệu MNIST. Nguồn code có thể tìm
+<a href="https://github.com/apache/singa/blob/master/examples/cnn/">tại đây</a>, và
+<a href="">Colab notebook</a>.</p>
<h3><a class="anchor" aria-hidden="true" id="code-ví-dụ"></a><a href="#code-ví-dụ" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1 [...]
<ol>
<li>Định nghĩa neural network model:</li>
@@ -140,9 +151,18 @@ dev = device.create_cuda_gpu_on(sgd.local_rank)
<p>(i) <code>dev</code></p>
<p>dev dùng để chỉ <code>Device</code> instance, nơi tải dữ liệu và chạy CNN model.</p>
<p>(ii)<code>local_rank</code></p>
-<p>Local rank chỉ số GPU mà chỉ lệnh (process) hiện tại đang sử dụng trên cùng một node. Ví dụ, nếu bạn đang sử dụng một node có 2 GPUs, <code>local_rank=0</code> nghĩa là chỉ lệnh này đang sử dụng máy GPU đầu tiên, trong khi <code>local_rank=1</code> nghĩa là đang sử dụng máy GPU thứ hai. Sử dụng MPI hay đa xử lý, bạn có thể chạy cùng một tập lệnh training chỉ khác giá trị của <code>local_rank</code>.</p>
+<p>Local rank chỉ số GPU mà chỉ lệnh (process) hiện tại đang sử dụng trên cùng một
+node. Ví dụ, nếu bạn đang sử dụng một node có 2 GPUs, <code>local_rank=0</code> nghĩa là
+chỉ lệnh này đang sử dụng máy GPU đầu tiên, trong khi <code>local_rank=1</code> nghĩa là
+đang sử dụng máy GPU thứ hai. Sử dụng MPI hay đa xử lý, bạn có thể chạy cùng một
+tập lệnh training chỉ khác giá trị của <code>local_rank</code>.</p>
<p>(iii)<code>global_rank</code></p>
-<p>Rank trong global biểu thị global rank cho tất cả các chỉ lệnh (process) trong các nodes mà bạn đang sử dụng. Lấy ví dụ trường hợp bạn có 3 nodes và mỗi một node có hai GPUs, <code>global_rank=0</code> nghĩa là chỉ lệnh đang sử dụng máy GPU đầu tiên ở node đầu tiên, <code>global_rank=2</code> nghĩa là chỉ lệnh đang sử dụng máy GPU đầu tiên ở node thứ 2, và <code>global_rank=4</code> nghĩa là chỉ lệnh đang sử dụng máy GPU đầu tiên ở node thứ 3.</p>
+<p>Rank trong global biểu thị global rank cho tất cả các chỉ lệnh (process) trong
+các nodes mà bạn đang sử dụng. Lấy ví dụ trường hợp bạn có 3 nodes và mỗi một
+node có hai GPUs, <code>global_rank=0</code> nghĩa là chỉ lệnh đang sử dụng máy GPU đầu
+tiên ở node đầu tiên, <code>global_rank=2</code> nghĩa là chỉ lệnh đang sử dụng máy GPU đầu
+tiên ở node thứ 2, và <code>global_rank=4</code> nghĩa là chỉ lệnh đang sử dụng máy GPU đầu
+tiên ở node thứ 3.</p>
<ol start="3">
<li>Tải và phân chia dữ liệu để training/validation</li>
</ol>
@@ -159,11 +179,12 @@ test_x, test_y = data_partition(test_x, test_y,
sgd.global_rank, sgd.world_size)
</code></pre>
<p>Một phần của bộ dữ liệu (dataset) được trả lại cho <code>dev</code>.</p>
-<p>Tại đây, <code>world_size</code> thể hiện tổng số chỉ lệnh trong tất cả các node mà bạn đang sử dụng cho distributed training.</p>
+<p>Tại đây, <code>world_size</code> thể hiện tổng số chỉ lệnh trong tất cả các node mà bạn
+đang sử dụng cho distributed training.</p>
<ol start="4">
<li>Khởi tạo và đồng bộ các tham số của model cho tất cả workers:</li>
</ol>
-<pre><code class="hljs css language-python"><span class="hljs-comment"># Đồng bộ tham số ban đầu </span>
+<pre><code class="hljs css language-python"><span class="hljs-comment"># Đồng bộ tham số ban đầu</span>
tx = tensor.Tensor((batch_size, <span class="hljs-number">1</span>, IMG_SIZE, IMG_SIZE), dev, tensor.float32)
ty = tensor.Tensor((batch_size, num_classes), dev, tensor.int32)
model.compile([tx], is_train=<span class="hljs-literal">True</span>, use_graph=graph, sequential=<span class="hljs-literal">True</span>)
@@ -218,12 +239,17 @@ np.random.seed(seed)
<p>Dưới đây là giải thích cho các biến tạo ở trên:</p>
<p>(i) <code>nccl_id</code></p>
<p>Lưu ý rằng chúng ta cần phải tạo một NCCL ID ở đây để sử dụng cho collective
-communication, sau đó gửi nó tới tất cả các chỉ lệnh. NCCL ID giống như là vé vào cửa, khi chỉ có chỉ lệnh với ID này có thể tham gia vào quá trình all-reduce.
-(Về sua nếu dùng MPI, thì việc sử dụng NCCL ID là không cần thiết, bởi vì ID được gửi đi bởi MPI trong code của chúng tôi một cách tự động)</p>
+communication, sau đó gửi nó tới tất cả các chỉ lệnh. NCCL ID giống như là vé
+vào cửa, khi chỉ có chỉ lệnh với ID này có thể tham gia vào quá trình
+all-reduce. (Về sua nếu dùng MPI, thì việc sử dụng NCCL ID là không cần thiết,
+bởi vì ID được gửi đi bởi MPI trong code của chúng tôi một cách tự động)</p>
<p>(ii) <code>world_size</code></p>
<p>world_size là số lượng máy GPUs bạn muốn sử dụng cho training.</p>
<p>(iii) <code>local_rank</code></p>
-<p>local_rank xác định local rank của distributed training và máy gpu được sử dụng trong chỉ lệnh. Trong code bên trên, for loop được sử dụng để chạy hàm train function, và local_rank chạy vòng từ 0 tới world_size. Trong trường hợp này, chỉ lệnh khác nhau có thể sử dụng máy GPUs khác nhau để training.</p>
+<p>local_rank xác định local rank của distributed training và máy gpu được sử dụng
+trong chỉ lệnh. Trong code bên trên, for loop được sử dụng để chạy hàm train
+function, và local_rank chạy vòng từ 0 tới world_size. Trong trường hợp này, chỉ
+lệnh khác nhau có thể sử dụng máy GPUs khác nhau để training.</p>
<p>Tham số để tạo <code>DistOpt</code> instance cần được cập nhật như sau:</p>
<pre><code class="hljs css language-python">sgd = opt.DistOpt(sgd, nccl_id=nccl_id, local_rank=local_rank, world_size=world_size)
</code></pre>
@@ -273,8 +299,8 @@ Evaluation accuracy = <span class="hljs-number">0.989083</span>
train_mnist_cnn()
</code></pre>
<ol start="2">
-<li>Tạo một hostfile cho MPI, vd. hostfile dưới đây sử dụng 2 chỉ lệnh (vd.,
-2 GPUs) trên một node</li>
+<li>Tạo một hostfile cho MPI, vd. hostfile dưới đây sử dụng 2 chỉ lệnh (vd., 2
+GPUs) trên một node</li>
</ol>
<pre><code class="hljs css language-txt">localhost:<span class="hljs-number">2</span>
</code></pre>
@@ -316,10 +342,13 @@ Training loss = <span class="hljs-number">24.548153</span>, training accuracy =
Evaluation accuracy = <span class="hljs-number">0.988682</span>
</code></pre>
<h2><a class="anchor" aria-hidden="true" id="tối-ưu-hoá-distributed-training"></a><a href="#tối-ưu-hoá-distributed-training" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 [...]
-<p>SINGA cung cấp chiến lược đa tối ưu hoá cho distributed training để giảm communication cost. Tham khảo API của <code>DistOpt</code> cho cấu hình của mỗi cách.</p>
+<p>SINGA cung cấp chiến lược đa tối ưu hoá cho distributed training để giảm
+communication cost. Tham khảo API của <code>DistOpt</code> cho cấu hình của mỗi cách.</p>
<p>Khi sử dụng <code>model.Model</code> để tạo một model, cần phải đặt các lựa chọn cho
-distributed training trong phương pháp <code>train_one_batch</code>. Tham khảo code ví dụ trên đầu trang. Bạn có thể chỉ cần copy code cho các lựa chọn và sử dụng nó cho các model khác.
-Với các lựa chọn xác định, ta có thể đặt tham số<code>dist_option</code> và <code>spars</code> khi bắt đầu training với <code>model(tx, ty, dist_option, spars)</code></p>
+distributed training trong phương pháp <code>train_one_batch</code>. Tham khảo code ví dụ
+trên đầu trang. Bạn có thể chỉ cần copy code cho các lựa chọn và sử dụng nó cho
+các model khác. Với các lựa chọn xác định, ta có thể đặt tham số<code>dist_option</code> và
+<code>spars</code> khi bắt đầu training với <code>model(tx, ty, dist_option, spars)</code></p>
<h3><a class="anchor" aria-hidden="true" id="không-tối-ưu-hoá"></a><a href="#không-tối-ưu-hoá" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2. [...]
<pre><code class="hljs css language-python">out, loss = model(tx, ty)
</code></pre>
@@ -328,46 +357,68 @@ classification tasks.</p>
<h3><a class="anchor" aria-hidden="true" id="half-precision-gradients"></a><a href="#half-precision-gradients" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-. [...]
<pre><code class="hljs css language-python">out, loss = model(tx, ty, dist_option = <span class="hljs-string">'fp16'</span>)
</code></pre>
-<p>Chuyển đổi gía trị độ dốc sang hiển thị dạng 16-bit (vd., half-precision) trước khi gọi hàm all-reduce.</p>
+<p>Chuyển đổi gía trị độ dốc sang hiển thị dạng 16-bit (vd., half-precision) trước
+khi gọi hàm all-reduce.</p>
<h3><a class="anchor" aria-hidden="true" id="đồng-bộ-cục-bộ-partial-synchronization"></a><a href="#đồng-bộ-cục-bộ-partial-synchronization" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1. [...]
<pre><code class="hljs css language-python">out, loss = model(tx, ty, dist_option = <span class="hljs-string">'partialUpdate'</span>)
</code></pre>
-<p>Ở mỗi vòng lặp (iteration), mỗi rank thực hiện việc cập nhật sgd. Sau đó chỉ một nhóm tham số là được tính trung bình để đồng bộ hoá. Điều này giúp tiết kiệm communication cost.
-Độ lớn của nhóm này được xác định khi tạo hàm <code>DistOpt</code> instance.</p>
+<p>Ở mỗi vòng lặp (iteration), mỗi rank thực hiện việc cập nhật sgd. Sau đó chỉ một
+nhóm tham số là được tính trung bình để đồng bộ hoá. Điều này giúp tiết kiệm
+communication cost. Độ lớn của nhóm này được xác định khi tạo hàm <code>DistOpt</code>
+instance.</p>
<h3><a class="anchor" aria-hidden="true" id="phân-bổ-độ-dốc-gradient-sparsification"></a><a href="#phân-bổ-độ-dốc-gradient-sparsification" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1. [...]
-<p>Kế hoạch phân bổ để chọn ra một nhóm nhỏ độ dốc nhằm thực hiện all-reduce. Có hai cách:</p>
+<p>Kế hoạch phân bổ để chọn ra một nhóm nhỏ độ dốc nhằm thực hiện all-reduce. Có
+hai cách:</p>
<ul>
-<li>Chọn K phần tử lớn nhất. spars là một phần (0 - 1) của tổng số phần tử được chọn.</li>
+<li>Chọn K phần tử lớn nhất. spars là một phần (0 - 1) của tổng số phần tử được
+chọn.</li>
</ul>
<pre><code class="hljs css language-python">out, loss = model(tx, ty, dist_option = <span class="hljs-string">'sparseTopK'</span>, spars = spars)
</code></pre>
<ul>
-<li>Tất cả độ dốc có giá trị tuyệt đối lớn hơn ngưỡng spars đặt trước được lựa chọn.</li>
+<li>Tất cả độ dốc có giá trị tuyệt đối lớn hơn ngưỡng spars đặt trước được lựa
+chọn.</li>
</ul>
<pre><code class="hljs css language-python">out, loss = model(tx, ty, dist_option = <span class="hljs-string">'sparseThreshold'</span>, spars = spars)
</code></pre>
<p>Các hyper-parameter được cấu tạo khi tạo hàm <code>DistOpt</code> instance.</p>
<h2><a class="anchor" aria-hidden="true" id="thực-hiện"></a><a href="#thực-hiện" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.6 [...]
-<p>Mục này chủ yếu dành cho các lập trình viên (developer) muốn biết lập trình trong
-distribute module được thực hiện như thế nào.</p>
+<p>Mục này chủ yếu dành cho các lập trình viên (developer) muốn biết lập trình
+trong distribute module được thực hiện như thế nào.</p>
<h3><a class="anchor" aria-hidden="true" id="giao-diện-c-cho-bộ-chuyển-mạch-communicator-nccl"></a><a href="#giao-diện-c-cho-bộ-chuyển-mạch-communicator-nccl" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9z [...]
<p>Trước tiên, communication layer được lập trình bằng ngôn ngữ C
<a href="https://github.com/apache/singa/blob/master/src/io/communicator.cc">communicator.cc</a>.
Nó áp dụng NCCL library cho collective communication.</p>
-<p>Có hai hàm tạo nên communicator, một cho MPI và một cho đa phương thức (multiprocess).</p>
+<p>Có hai hàm tạo nên communicator, một cho MPI và một cho đa phương thức
+(multiprocess).</p>
<p>(i) Hàm tạo sử dụng MPI</p>
-<p>Hàm tạo bước đầu sẽ sử dụng global rank và world size, sau đó tính toán ra local rank. Tiếp theo, rank 0 sẽ tạo ra NCCL ID và phát nó lên mỗi rank. Sau đó, nó gọi hàm setup để khởi tạo NCCL
-communicator, cuda streams, và buffers.</p>
+<p>Hàm tạo bước đầu sẽ sử dụng global rank và world size, sau đó tính toán ra local
+rank. Tiếp theo, rank 0 sẽ tạo ra NCCL ID và phát nó lên mỗi rank. Sau đó, nó
+gọi hàm setup để khởi tạo NCCL communicator, cuda streams, và buffers.</p>
<p>(ii) Hàm tạo sử dụng Python đa phương thức</p>
-<p>Hàm tạo bước đầu sẽ sử dụng rank, world size, và NCCL ID từ input argument. Sau đó, nó gọi hàm setup function để khởi tạo NCCL communicator, cuda streams, và buffers.</p>
-<p>Sau khi khởi động, nó thực hiện chức năng all-reduce để đồng bộ hoá các tham số model và độ dốc. Ví dụ, synch sử dụng một input tensor và tiến hành all-reduce qua đoạn chương trình NCCL. Sau khi gọi synch, cần gọi hàm wait để đợi hàm all-reduce operation kết thúc.</p>
+<p>Hàm tạo bước đầu sẽ sử dụng rank, world size, và NCCL ID từ input argument. Sau
+đó, nó gọi hàm setup function để khởi tạo NCCL communicator, cuda streams, và
+buffers.</p>
+<p>Sau khi khởi động, nó thực hiện chức năng all-reduce để đồng bộ hoá các tham số
+model và độ dốc. Ví dụ, synch sử dụng một input tensor và tiến hành all-reduce
+qua đoạn chương trình NCCL. Sau khi gọi synch, cần gọi hàm wait để đợi hàm
+all-reduce operation kết thúc.</p>
<h3><a class="anchor" aria-hidden="true" id="giao-diện-python-của-distopt"></a><a href="#giao-diện-python-của-distopt" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 [...]
<p>Sau đó, giao diện python sẽ tạo ra một
-<a href="https://github.com/apache/singa/blob/master/python/singa/opt.py">DistOpt</a> class để gói một
+<a href="https://github.com/apache/singa/blob/master/python/singa/opt.py">DistOpt</a> class
+để gói một
<a href="https://github.com/apache/singa/blob/master/python/singa/opt.py">optimizer</a>
-object để thực hiện distributed training dựa trên MPI hoặc đa xử lý. Trong khi khởi động, nó tạo ra một NCCL communicator object (từ giao diện C đề cập ở mục nhỏ phía trên). Sau đó, communicator object này được sử dụng trong mỗi hàm all-reduce trong DistOpt.</p>
-<p>Trong MPI hoặc đa xử lý, mỗi chỉ lệnh có một rank, cho biết thông tin máy GPU nào qui trình này đang sử dụng. Dữ liệu training được chia nhỏ để mỗi chỉ lệnh có thể đánh giá sub-gradient dựa trên dữ liệu đã chia trước đó. Sau khi sub-gradient được tạo ra ở mỗi chỉ lệnh, độ dốc stochastic gradient tổng hợp sẽ được tạo ra bằng cách all-reduce các sub-gradients đánh giá bởi tất cả các chỉ lệnh.</p>
-</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Viet/onnx"><span class="arrow-prev">← </span><span>ONNX</span></a><a class="docs-next button" href="/docs/3.1.0_Viet/time-profiling"><span>Time Profiling</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#sử-dụng">Sử Dụng</a><ul class="toc-headings"><li><a href="#code-ví-dụ">Code Ví Dụ</a></li><li><a href="#hướng-dẫ [...]
+object để thực hiện distributed training dựa trên MPI hoặc đa xử lý. Trong khi
+khởi động, nó tạo ra một NCCL communicator object (từ giao diện C đề cập ở mục
+nhỏ phía trên). Sau đó, communicator object này được sử dụng trong mỗi hàm
+all-reduce trong DistOpt.</p>
+<p>Trong MPI hoặc đa xử lý, mỗi chỉ lệnh có một rank, cho biết thông tin máy GPU
+nào qui trình này đang sử dụng. Dữ liệu training được chia nhỏ để mỗi chỉ lệnh
+có thể đánh giá sub-gradient dựa trên dữ liệu đã chia trước đó. Sau khi
+sub-gradient được tạo ra ở mỗi chỉ lệnh, độ dốc stochastic gradient tổng hợp sẽ
+được tạo ra bằng cách all-reduce các sub-gradients đánh giá bởi tất cả các chỉ
+lệnh.</p>
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 5/1/2021</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Viet/onnx"><span class="arrow-prev">← </span><span>ONNX</span></a><a class="docs-next button" href="/docs/3.1.0_Viet/time-profiling"><span>Time Profiling</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#sử-dụng">Sử Dụng</a><ul class="toc-headings">< [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Viet/downloads.html b/content/docs/3.1.0_Viet/downloads.html
index 14cd36e..aa86e25 100644
--- a/content/docs/3.1.0_Viet/downloads.html
+++ b/content/docs/3.1.0_Viet/downloads.html
@@ -63,11 +63,13 @@
</script></nav></div><div class="container mainContainer docsContainer"><div class="wrapper"><div class="post"><header class="postHeader"><a class="edit-page-link button" href="https://github.com/apache/singa-doc/blob/master/docs-site/docs/download.md" target="_blank" rel="noreferrer noopener">Edit</a><h1 id="__docusaurus" class="postHeaderTitle">Tải SINGA</h1></header><article><div><span><!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license [...]
<h2><a class="anchor" aria-hidden="true" id="kiểm-chứng"></a><a href="#kiểm-chứng" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1 [...]
<p>Để kiểm chứng tập tin tar.gz đã tải, tải
-<a href="https://www.apache.org/dist/singa/KEYS">KEYS</a> và tập tin ASC sau đó thực hiện các lệnh sau</p>
+<a href="https://www.apache.org/dist/singa/KEYS">KEYS</a> và tập tin ASC sau đó thực hiện
+các lệnh sau</p>
<pre><code class="hljs css language-shell"><span class="hljs-meta">%</span><span class="bash"> gpg --import KEYS</span>
<span class="hljs-meta">%</span><span class="bash"> gpg --verify downloaded_file.asc downloaded_file</span>
</code></pre>
-<p>Bạn có thể kiểm tra giá trị của SHA512 hoặc MD5 để xem liệu việc tải về đã hoàn thành chưa.</p>
+<p>Bạn có thể kiểm tra giá trị của SHA512 hoặc MD5 để xem liệu việc tải về đã hoàn
+thành chưa.</p>
<h2><a class="anchor" aria-hidden="true" id="v310-30-tháng-10-năm-2020"></a><a href="#v310-30-tháng-10-năm-2020" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c [...]
<ul>
<li><a href="http://www.apache.org/dyn/closer.cgi/singa/3.1.0/apache-singa-3.1.0.tar.gz">Apache SINGA 3.1.0</a>
@@ -78,8 +80,10 @@
<ul>
<li>Cập nhật Tensor core:
<ul>
-<li>Hỗ trợ tensor transformation (reshape, transpose) cho tensors có tới 6 chiều (dimensions).</li>
-<li>Áp dụn traverse_unary_transform ở Cuda backend, tương tự như CPP backend one.</li>
+<li>Hỗ trợ tensor transformation (reshape, transpose) cho tensors có tới 6
+chiều (dimensions).</li>
+<li>Áp dụn traverse_unary_transform ở Cuda backend, tương tự như CPP backend
+one.</li>
</ul></li>
<li>Thêm hàm tensor operators vào autograd module.</li>
<li>Cải tạo lại sonnx để
@@ -90,8 +94,10 @@
</ul></li>
</ul>
<ul>
-<li>Thay thế Travis CI với trình tự Github. Thêm quản lý chất lượng và độ bao phủ.</li>
-<li>Thêm Tập lệnh compiling và packaging nhằm tạo gói wheel packages cho distribution.</li>
+<li>Thay thế Travis CI với trình tự Github. Thêm quản lý chất lượng và độ bao
+phủ.</li>
+<li>Thêm Tập lệnh compiling và packaging nhằm tạo gói wheel packages cho
+distribution.</li>
<li>Fix bugs
<ul>
<li>Hoàn thiện Tập lệnh training cho ví dụ về IMDB LSTM model.</li>
@@ -113,7 +119,8 @@ gradient qua tham số python object id khi chạy thử.</li>
<li>Nâng cấp ONNX. Thử nghiệm nhiều ONNX models trên SINGA.</li>
<li>Thực hiện Distributed training với MPI và tối ưu hoá NCCL Communication qua
phân bổ và nén độ dốc, và truyền tải phân khúc.</li>
-<li>Xây dựng và tối ưu hoá tốc độ và bộ nhớ sử dụng graph của Computational graph.</li>
+<li>Xây dựng và tối ưu hoá tốc độ và bộ nhớ sử dụng graph của Computational
+graph.</li>
<li>Lập trang Tài Liệu sử dụng mới (singa.apache.org) và website tham khảo API
(apache-singa.rtfd.io).</li>
<li>CI cho việc kiểm tra chất lượng mã code.</li>
@@ -168,8 +175,8 @@ phân bổ và nén độ dốc, và truyền tải phân khúc.</li>
<ul>
<li>Tạo Docker images (phiên bản CPU và GPU)</li>
<li>Tạo Amazon AMI cho SINGA (phiên bản CPU)</li>
-<li>Tích hợp với Jenkins để tự động tạo gói Wheel và Debian
-(cho cài đặt), và cập nhật website.</li>
+<li>Tích hợp với Jenkins để tự động tạo gói Wheel và Debian (cho cài đặt), và
+cập nhật website.</li>
<li>Nâng cấp FeedFowardNet, vd., nhiều mode cho inputs và verbose để sửa lỗi</li>
<li>Thêm Concat và Slice layers</li>
<li>Mở rộng CrossEntropyLoss nhằm chấp nhật instance với nhiều labels</li>
@@ -213,9 +220,10 @@ phân bổ và nén độ dốc, và truyền tải phân khúc.</li>
<li><a href="http://singa.apache.org/docs/releases/RELEASE_NOTES_0.3.0.html">Release Notes 0.3.0 (incubating)</a></li>
<li>Các tính năng mới và thay đổi chính,
<ul>
-<li>Training trên nhóm máy GPU: cho phép training các deep learning models trên một nhóm máy GPU</li>
-<li>Cải thiện Python wrapper khiến cho job configuration trở nên dễ dàng, bao gồm
-neural net và thuật toán SGD.</li>
+<li>Training trên nhóm máy GPU: cho phép training các deep learning models trên
+một nhóm máy GPU</li>
+<li>Cải thiện Python wrapper khiến cho job configuration trở nên dễ dàng, bao
+gồm neural net và thuật toán SGD.</li>
<li>Thêm cập nhật SGD updaters mới, bao gồm Adam, AdaDelta và AdaMax.</li>
<li>Cài đặt cần ít dependent libraries hơn cho mỗi node training.</li>
<li>Đa dạng training với CPU và GPU.</li>
@@ -232,19 +240,23 @@ neural net và thuật toán SGD.</li>
<li><a href="http://singa.apache.org/docs/releases/RELEASE_NOTES_0.2.0.html">Release Notes 0.2.0 (incubating)</a></li>
<li>Các tính năng mới và thay đổi chính,
<ul>
-<li>Training trên GPU cho phép training các models phức tạp trên một node với nhiều card GPU.</li>
+<li>Training trên GPU cho phép training các models phức tạp trên một node với
+nhiều card GPU.</li>
<li>Chia nhỏ Hybrid neural net hỗ trợ dữ liệu và model song song cùng lúc.</li>
-<li>Cải thiện Python wrapper khiến cho job configuration trở nên dễ dàng, bao gồm
-neural net và thuật toán SGD.</li>
-<li>Áp dụng RNN model và thuật toán BPTT để hỗ trợ các ứng dụng dựa trên
-RNN models, e.g., GRU.</li>
+<li>Cải thiện Python wrapper khiến cho job configuration trở nên dễ dàng, bao
+gồm neural net và thuật toán SGD.</li>
+<li>Áp dụng RNN model và thuật toán BPTT để hỗ trợ các ứng dụng dựa trên RNN
+models, e.g., GRU.</li>
<li>Tích hợp các phần mêm đám mây bao gồm Mesos, Docker và HDFS.</li>
-<li>Cung cấp hình ảnh cấu trúc neural net và thông tin layer, hỗ trợ việc sửa lỗi.</li>
-<li>Hàm Linear algebra và các hàm ngẫu nhiên không dùng Blobs và chỉ điểm dữ liệu thô.</li>
-<li>Tạo layers mới, bao gồm SoftmaxLayer, ArgSortLayer, DummyLayer, RNN layers và
-cuDNN layers.</li>
+<li>Cung cấp hình ảnh cấu trúc neural net và thông tin layer, hỗ trợ việc sửa
+lỗi.</li>
+<li>Hàm Linear algebra và các hàm ngẫu nhiên không dùng Blobs và chỉ điểm dữ
+liệu thô.</li>
+<li>Tạo layers mới, bao gồm SoftmaxLayer, ArgSortLayer, DummyLayer, RNN layers
+và cuDNN layers.</li>
<li>Cập nhật Layer class để chứa nhiều data/grad Blobs.</li>
-<li>Trích xuất các features và thử nghiệm hiệu quả cho dữ liệu mới bằng cách tải các tham số model đã được train từ trước.</li>
+<li>Trích xuất các features và thử nghiệm hiệu quả cho dữ liệu mới bằng cách tải
+các tham số model đã được train từ trước.</li>
<li>Thêm Store class cho hàm IO operations.</li>
</ul></li>
</ul>
@@ -261,14 +273,15 @@ cuDNN layers.</li>
<li>Tập lệnh cho job management với zookeeper</li>
<li>Lập trình model dựa trên NeuralNet và trích xuất Layer.</li>
<li>Kết cấu hệ thống dựa trên Worker, Server và Stub.</li>
-<li>Training models từ ba model khác nhau, là feed-forward
-models, energy models và RNN models.</li>
-<li>Đồng bộ và không đồng bộ và không đồng bộ distributed training frameworks sử dụng CPU</li>
+<li>Training models từ ba model khác nhau, là feed-forward models, energy models
+và RNN models.</li>
+<li>Đồng bộ và không đồng bộ và không đồng bộ distributed training frameworks sử
+dụng CPU</li>
<li>Điểm kiểm tra (Checkpoint) và khôi phục</li>
<li>Kiểm tra đơn vị sử dụng gtest</li>
</ul></li>
</ul>
-</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Viet/time-profiling"><span class="arrow-prev">← </span><span>Time Profiling</span></a><a class="docs-next button" href="/docs/3.1.0_Viet/build"><span>Build SINGA from Source</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#kiểm-chứng">Kiểm Chứng</a></li><li><a href="#v310-30-tháng-10-năm-2020">V3.1.0 (30 tháng 10 [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 5/1/2021</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Viet/time-profiling"><span class="arrow-prev">← </span><span>Time Profiling</span></a><a class="docs-next button" href="/docs/3.1.0_Viet/build"><span>Build SINGA from Source</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#kiểm-chứng">Kiểm Chứng</a> [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Viet/downloads/index.html b/content/docs/3.1.0_Viet/downloads/index.html
index 14cd36e..aa86e25 100644
--- a/content/docs/3.1.0_Viet/downloads/index.html
+++ b/content/docs/3.1.0_Viet/downloads/index.html
@@ -63,11 +63,13 @@
</script></nav></div><div class="container mainContainer docsContainer"><div class="wrapper"><div class="post"><header class="postHeader"><a class="edit-page-link button" href="https://github.com/apache/singa-doc/blob/master/docs-site/docs/download.md" target="_blank" rel="noreferrer noopener">Edit</a><h1 id="__docusaurus" class="postHeaderTitle">Tải SINGA</h1></header><article><div><span><!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license [...]
<h2><a class="anchor" aria-hidden="true" id="kiểm-chứng"></a><a href="#kiểm-chứng" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1 [...]
<p>Để kiểm chứng tập tin tar.gz đã tải, tải
-<a href="https://www.apache.org/dist/singa/KEYS">KEYS</a> và tập tin ASC sau đó thực hiện các lệnh sau</p>
+<a href="https://www.apache.org/dist/singa/KEYS">KEYS</a> và tập tin ASC sau đó thực hiện
+các lệnh sau</p>
<pre><code class="hljs css language-shell"><span class="hljs-meta">%</span><span class="bash"> gpg --import KEYS</span>
<span class="hljs-meta">%</span><span class="bash"> gpg --verify downloaded_file.asc downloaded_file</span>
</code></pre>
-<p>Bạn có thể kiểm tra giá trị của SHA512 hoặc MD5 để xem liệu việc tải về đã hoàn thành chưa.</p>
+<p>Bạn có thể kiểm tra giá trị của SHA512 hoặc MD5 để xem liệu việc tải về đã hoàn
+thành chưa.</p>
<h2><a class="anchor" aria-hidden="true" id="v310-30-tháng-10-năm-2020"></a><a href="#v310-30-tháng-10-năm-2020" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c [...]
<ul>
<li><a href="http://www.apache.org/dyn/closer.cgi/singa/3.1.0/apache-singa-3.1.0.tar.gz">Apache SINGA 3.1.0</a>
@@ -78,8 +80,10 @@
<ul>
<li>Cập nhật Tensor core:
<ul>
-<li>Hỗ trợ tensor transformation (reshape, transpose) cho tensors có tới 6 chiều (dimensions).</li>
-<li>Áp dụn traverse_unary_transform ở Cuda backend, tương tự như CPP backend one.</li>
+<li>Hỗ trợ tensor transformation (reshape, transpose) cho tensors có tới 6
+chiều (dimensions).</li>
+<li>Áp dụn traverse_unary_transform ở Cuda backend, tương tự như CPP backend
+one.</li>
</ul></li>
<li>Thêm hàm tensor operators vào autograd module.</li>
<li>Cải tạo lại sonnx để
@@ -90,8 +94,10 @@
</ul></li>
</ul>
<ul>
-<li>Thay thế Travis CI với trình tự Github. Thêm quản lý chất lượng và độ bao phủ.</li>
-<li>Thêm Tập lệnh compiling và packaging nhằm tạo gói wheel packages cho distribution.</li>
+<li>Thay thế Travis CI với trình tự Github. Thêm quản lý chất lượng và độ bao
+phủ.</li>
+<li>Thêm Tập lệnh compiling và packaging nhằm tạo gói wheel packages cho
+distribution.</li>
<li>Fix bugs
<ul>
<li>Hoàn thiện Tập lệnh training cho ví dụ về IMDB LSTM model.</li>
@@ -113,7 +119,8 @@ gradient qua tham số python object id khi chạy thử.</li>
<li>Nâng cấp ONNX. Thử nghiệm nhiều ONNX models trên SINGA.</li>
<li>Thực hiện Distributed training với MPI và tối ưu hoá NCCL Communication qua
phân bổ và nén độ dốc, và truyền tải phân khúc.</li>
-<li>Xây dựng và tối ưu hoá tốc độ và bộ nhớ sử dụng graph của Computational graph.</li>
+<li>Xây dựng và tối ưu hoá tốc độ và bộ nhớ sử dụng graph của Computational
+graph.</li>
<li>Lập trang Tài Liệu sử dụng mới (singa.apache.org) và website tham khảo API
(apache-singa.rtfd.io).</li>
<li>CI cho việc kiểm tra chất lượng mã code.</li>
@@ -168,8 +175,8 @@ phân bổ và nén độ dốc, và truyền tải phân khúc.</li>
<ul>
<li>Tạo Docker images (phiên bản CPU và GPU)</li>
<li>Tạo Amazon AMI cho SINGA (phiên bản CPU)</li>
-<li>Tích hợp với Jenkins để tự động tạo gói Wheel và Debian
-(cho cài đặt), và cập nhật website.</li>
+<li>Tích hợp với Jenkins để tự động tạo gói Wheel và Debian (cho cài đặt), và
+cập nhật website.</li>
<li>Nâng cấp FeedFowardNet, vd., nhiều mode cho inputs và verbose để sửa lỗi</li>
<li>Thêm Concat và Slice layers</li>
<li>Mở rộng CrossEntropyLoss nhằm chấp nhật instance với nhiều labels</li>
@@ -213,9 +220,10 @@ phân bổ và nén độ dốc, và truyền tải phân khúc.</li>
<li><a href="http://singa.apache.org/docs/releases/RELEASE_NOTES_0.3.0.html">Release Notes 0.3.0 (incubating)</a></li>
<li>Các tính năng mới và thay đổi chính,
<ul>
-<li>Training trên nhóm máy GPU: cho phép training các deep learning models trên một nhóm máy GPU</li>
-<li>Cải thiện Python wrapper khiến cho job configuration trở nên dễ dàng, bao gồm
-neural net và thuật toán SGD.</li>
+<li>Training trên nhóm máy GPU: cho phép training các deep learning models trên
+một nhóm máy GPU</li>
+<li>Cải thiện Python wrapper khiến cho job configuration trở nên dễ dàng, bao
+gồm neural net và thuật toán SGD.</li>
<li>Thêm cập nhật SGD updaters mới, bao gồm Adam, AdaDelta và AdaMax.</li>
<li>Cài đặt cần ít dependent libraries hơn cho mỗi node training.</li>
<li>Đa dạng training với CPU và GPU.</li>
@@ -232,19 +240,23 @@ neural net và thuật toán SGD.</li>
<li><a href="http://singa.apache.org/docs/releases/RELEASE_NOTES_0.2.0.html">Release Notes 0.2.0 (incubating)</a></li>
<li>Các tính năng mới và thay đổi chính,
<ul>
-<li>Training trên GPU cho phép training các models phức tạp trên một node với nhiều card GPU.</li>
+<li>Training trên GPU cho phép training các models phức tạp trên một node với
+nhiều card GPU.</li>
<li>Chia nhỏ Hybrid neural net hỗ trợ dữ liệu và model song song cùng lúc.</li>
-<li>Cải thiện Python wrapper khiến cho job configuration trở nên dễ dàng, bao gồm
-neural net và thuật toán SGD.</li>
-<li>Áp dụng RNN model và thuật toán BPTT để hỗ trợ các ứng dụng dựa trên
-RNN models, e.g., GRU.</li>
+<li>Cải thiện Python wrapper khiến cho job configuration trở nên dễ dàng, bao
+gồm neural net và thuật toán SGD.</li>
+<li>Áp dụng RNN model và thuật toán BPTT để hỗ trợ các ứng dụng dựa trên RNN
+models, e.g., GRU.</li>
<li>Tích hợp các phần mêm đám mây bao gồm Mesos, Docker và HDFS.</li>
-<li>Cung cấp hình ảnh cấu trúc neural net và thông tin layer, hỗ trợ việc sửa lỗi.</li>
-<li>Hàm Linear algebra và các hàm ngẫu nhiên không dùng Blobs và chỉ điểm dữ liệu thô.</li>
-<li>Tạo layers mới, bao gồm SoftmaxLayer, ArgSortLayer, DummyLayer, RNN layers và
-cuDNN layers.</li>
+<li>Cung cấp hình ảnh cấu trúc neural net và thông tin layer, hỗ trợ việc sửa
+lỗi.</li>
+<li>Hàm Linear algebra và các hàm ngẫu nhiên không dùng Blobs và chỉ điểm dữ
+liệu thô.</li>
+<li>Tạo layers mới, bao gồm SoftmaxLayer, ArgSortLayer, DummyLayer, RNN layers
+và cuDNN layers.</li>
<li>Cập nhật Layer class để chứa nhiều data/grad Blobs.</li>
-<li>Trích xuất các features và thử nghiệm hiệu quả cho dữ liệu mới bằng cách tải các tham số model đã được train từ trước.</li>
+<li>Trích xuất các features và thử nghiệm hiệu quả cho dữ liệu mới bằng cách tải
+các tham số model đã được train từ trước.</li>
<li>Thêm Store class cho hàm IO operations.</li>
</ul></li>
</ul>
@@ -261,14 +273,15 @@ cuDNN layers.</li>
<li>Tập lệnh cho job management với zookeeper</li>
<li>Lập trình model dựa trên NeuralNet và trích xuất Layer.</li>
<li>Kết cấu hệ thống dựa trên Worker, Server và Stub.</li>
-<li>Training models từ ba model khác nhau, là feed-forward
-models, energy models và RNN models.</li>
-<li>Đồng bộ và không đồng bộ và không đồng bộ distributed training frameworks sử dụng CPU</li>
+<li>Training models từ ba model khác nhau, là feed-forward models, energy models
+và RNN models.</li>
+<li>Đồng bộ và không đồng bộ và không đồng bộ distributed training frameworks sử
+dụng CPU</li>
<li>Điểm kiểm tra (Checkpoint) và khôi phục</li>
<li>Kiểm tra đơn vị sử dụng gtest</li>
</ul></li>
</ul>
-</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Viet/time-profiling"><span class="arrow-prev">← </span><span>Time Profiling</span></a><a class="docs-next button" href="/docs/3.1.0_Viet/build"><span>Build SINGA from Source</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#kiểm-chứng">Kiểm Chứng</a></li><li><a href="#v310-30-tháng-10-năm-2020">V3.1.0 (30 tháng 10 [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 5/1/2021</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Viet/time-profiling"><span class="arrow-prev">← </span><span>Time Profiling</span></a><a class="docs-next button" href="/docs/3.1.0_Viet/build"><span>Build SINGA from Source</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#kiểm-chứng">Kiểm Chứng</a> [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Viet/examples.html b/content/docs/3.1.0_Viet/examples.html
index 3384a56..76cf2d5 100644
--- a/content/docs/3.1.0_Viet/examples.html
+++ b/content/docs/3.1.0_Viet/examples.html
@@ -61,10 +61,13 @@
}
});
</script></nav></div><div class="container mainContainer docsContainer"><div class="wrapper"><div class="post"><header class="postHeader"><a class="edit-page-link button" href="https://github.com/apache/singa-doc/blob/master/docs-site/docs/examples.md" target="_blank" rel="noreferrer noopener">Edit</a><h1 id="__docusaurus" class="postHeaderTitle">Ví Dụ</h1></header><article><div><span><!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agr [...]
-<p>Phần này đưa ra một vài ví dụ về việc thực hiện deep learning sử dụng SINGA. Mã nguồn (source code) được cung cấp trong SINGA repo trên
-<a href="https://github.com/apache/singa/tree/master/examples">Github</a>. Có thể tham khảo các ví dụ sử dụng SINGA Python APIs trên CPU hoặc một GPU trên
-<a href="https://colab.research.google.com/">Google Colab</a>. Bạn có thể trực tiếp chạy thử trên
-Google Cloud mà không cần tạo local environment. Đường dẫn tới mỗi ví dụ được cung cấp dưới đây.</p>
+<p>Phần này đưa ra một vài ví dụ về việc thực hiện deep learning sử dụng SINGA. Mã
+nguồn (source code) được cung cấp trong SINGA repo trên
+<a href="https://github.com/apache/singa/tree/master/examples">Github</a>. Có thể tham khảo
+các ví dụ sử dụng SINGA Python APIs trên CPU hoặc một GPU trên
+<a href="https://colab.research.google.com/">Google Colab</a>. Bạn có thể trực tiếp chạy
+thử trên Google Cloud mà không cần tạo local environment. Đường dẫn tới mỗi ví
+dụ được cung cấp dưới đây.</p>
<h2><a class="anchor" aria-hidden="true" id="image-classification"></a><a href="#image-classification" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1 [...]
<table>
<thead>
@@ -140,7 +143,7 @@ Google Cloud mà không cần tạo local environment. Đường dẫn tới m
<li>Restricted Boltzmann Machine sử dụng dữ liệu MNIST, <a href="">nguồn</a>,
<a href="https://colab.research.google.com/drive/19996noGu9JyHHkVmp4edBGu7PJSRQKsd">Colab</a>.</li>
</ul>
-</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Viet/software-stack"><span class="arrow-prev">← </span><span>Software Stack</span></a><a class="docs-next button" href="/docs/3.1.0_Viet/device"><span>Device</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#image-classification">Image Classification</a></li><li><a href="#object-detection">Object Detection</a></li> [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 9/18/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Viet/software-stack"><span class="arrow-prev">← </span><span>Software Stack</span></a><a class="docs-next button" href="/docs/3.1.0_Viet/device"><span>Device</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#image-classification">Image Classificatio [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Viet/examples/index.html b/content/docs/3.1.0_Viet/examples/index.html
index 3384a56..76cf2d5 100644
--- a/content/docs/3.1.0_Viet/examples/index.html
+++ b/content/docs/3.1.0_Viet/examples/index.html
@@ -61,10 +61,13 @@
}
});
</script></nav></div><div class="container mainContainer docsContainer"><div class="wrapper"><div class="post"><header class="postHeader"><a class="edit-page-link button" href="https://github.com/apache/singa-doc/blob/master/docs-site/docs/examples.md" target="_blank" rel="noreferrer noopener">Edit</a><h1 id="__docusaurus" class="postHeaderTitle">Ví Dụ</h1></header><article><div><span><!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agr [...]
-<p>Phần này đưa ra một vài ví dụ về việc thực hiện deep learning sử dụng SINGA. Mã nguồn (source code) được cung cấp trong SINGA repo trên
-<a href="https://github.com/apache/singa/tree/master/examples">Github</a>. Có thể tham khảo các ví dụ sử dụng SINGA Python APIs trên CPU hoặc một GPU trên
-<a href="https://colab.research.google.com/">Google Colab</a>. Bạn có thể trực tiếp chạy thử trên
-Google Cloud mà không cần tạo local environment. Đường dẫn tới mỗi ví dụ được cung cấp dưới đây.</p>
+<p>Phần này đưa ra một vài ví dụ về việc thực hiện deep learning sử dụng SINGA. Mã
+nguồn (source code) được cung cấp trong SINGA repo trên
+<a href="https://github.com/apache/singa/tree/master/examples">Github</a>. Có thể tham khảo
+các ví dụ sử dụng SINGA Python APIs trên CPU hoặc một GPU trên
+<a href="https://colab.research.google.com/">Google Colab</a>. Bạn có thể trực tiếp chạy
+thử trên Google Cloud mà không cần tạo local environment. Đường dẫn tới mỗi ví
+dụ được cung cấp dưới đây.</p>
<h2><a class="anchor" aria-hidden="true" id="image-classification"></a><a href="#image-classification" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1 [...]
<table>
<thead>
@@ -140,7 +143,7 @@ Google Cloud mà không cần tạo local environment. Đường dẫn tới m
<li>Restricted Boltzmann Machine sử dụng dữ liệu MNIST, <a href="">nguồn</a>,
<a href="https://colab.research.google.com/drive/19996noGu9JyHHkVmp4edBGu7PJSRQKsd">Colab</a>.</li>
</ul>
-</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Viet/software-stack"><span class="arrow-prev">← </span><span>Software Stack</span></a><a class="docs-next button" href="/docs/3.1.0_Viet/device"><span>Device</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#image-classification">Image Classification</a></li><li><a href="#object-detection">Object Detection</a></li> [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 9/18/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Viet/software-stack"><span class="arrow-prev">← </span><span>Software Stack</span></a><a class="docs-next button" href="/docs/3.1.0_Viet/device"><span>Device</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#image-classification">Image Classificatio [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Viet/git-workflow.html b/content/docs/3.1.0_Viet/git-workflow.html
index fe8a8d8..5052f04 100644
--- a/content/docs/3.1.0_Viet/git-workflow.html
+++ b/content/docs/3.1.0_Viet/git-workflow.html
@@ -63,13 +63,14 @@
</script></nav></div><div class="container mainContainer docsContainer"><div class="wrapper"><div class="post"><header class="postHeader"><a class="edit-page-link button" href="https://github.com/apache/singa-doc/blob/master/docs-site/docs/git-workflow.md" target="_blank" rel="noreferrer noopener">Edit</a><h1 id="__docusaurus" class="postHeaderTitle">Quy Trình Sử Dụng Git</h1></header><article><div><span><!--- Licensed to the Apache Software Foundation (ASF) under one or more con [...]
<h2><a class="anchor" aria-hidden="true" id="dành-cho-lập-trình-viên"></a><a href="#dành-cho-lập-trình-viên" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 [...]
<ol>
-<li><p>Fork <a href="https://github.com/apache/singa">SINGA Github repository</a> về tài khoản Github của bạn.</p></li>
+<li><p>Fork <a href="https://github.com/apache/singa">SINGA Github repository</a> về tài khoản
+Github của bạn.</p></li>
<li><p>Clone <strong>repo</strong> (viết tắt của repository) từ tài khoản Github của bạn</p>
<pre><code class="hljs css language-shell">git clone https://github.com/<Github account>/singa.git
git remote add upstream https://github.com/apache/singa.git
</code></pre></li>
-<li><p>Tạo branch mới (vd., <code>feature-foo</code> hoặc <code>fixbug-foo</code>), chỉnh sửa và
-commit code của bạn ở đây .</p>
+<li><p>Tạo branch mới (vd., <code>feature-foo</code> hoặc <code>fixbug-foo</code>), chỉnh sửa và commit
+code của bạn ở đây .</p>
<pre><code class="hljs css language-shell">git checkout dev
git checkout -b feature-foo
<span class="hljs-meta">#</span><span class="bash"> write your code</span>
@@ -79,66 +80,75 @@ git commit
<p>Nội dung lệnh commit nên bao gồm:</p>
<ul>
<li>Tiêu đề (Title) mô tả.</li>
-<li>Mô tả chi tiết. Nếu lệnh commit là sửa lỗi (bugs), tốt nhất là nên
-bao gồm việc mô tả ngắn gọn lại vấn đề. Nếu thêm tính năng mới, có thể bao gồm động cơ thúc đẩy/mục đích của
-tính năng mới này.</li>
+<li>Mô tả chi tiết. Nếu lệnh commit là sửa lỗi (bugs), tốt nhất là nên bao gồm
+việc mô tả ngắn gọn lại vấn đề. Nếu thêm tính năng mới, có thể bao gồm động
+cơ thúc đẩy/mục đích của tính năng mới này.</li>
</ul>
-<p>Nếu branch của bạn có nhiều commits nhỏ, bạn cần súc tích lại các commits bằng cách</p>
+<p>Nếu branch của bạn có nhiều commits nhỏ, bạn cần súc tích lại các commits
+bằng cách</p>
<pre><code class="hljs css language-shell">git rebase -i <commit id>
</code></pre>
<p>Bạn có thể
<a href="https://help.github.com/en/articles/about-git-rebase">squash và reword</a> các
commits.</p></li>
-<li><p>Khi bạn đang xử lý các mã code, branch <code>dev</code> của SINGA có thể đang được cập nhật bởi người khác;
-Trong trường hợp này, bạn cần pull dev mới nhất</p>
+<li><p>Khi bạn đang xử lý các mã code, branch <code>dev</code> của SINGA có thể đang được cập
+nhật bởi người khác; Trong trường hợp này, bạn cần pull dev mới nhất</p>
<pre><code class="hljs css language-shell">git checkout dev
git pull upstream dev:dev
</code></pre></li>
<li><p><a href="https://git-scm.com/book/en/v2/Git-Branching-Rebasing">Rebase</a> <code>feature-foo</code>
-vào branch <code>dev</code> và push commits vào tài khoản Github của bạn (
-branch mới). Lệnh rebase nhằm giúp cho lịch sử commit của bạn rõ ràng. Các lệnh git dưới đây nên
-được thực hiện sau khi bạn commit các việc làm của mình:</p>
+vào branch <code>dev</code> và push commits vào tài khoản Github của bạn ( branch mới).
+Lệnh rebase nhằm giúp cho lịch sử commit của bạn rõ ràng. Các lệnh git dưới
+đây nên được thực hiện sau khi bạn commit các việc làm của mình:</p>
<pre><code class="hljs css language-shell">git checkout feature-foo
git rebase dev
git push origin feature-foo:feature-foo
</code></pre>
<p>Lệnh rebase thực hiện các
-<a href="https://git-scm.com/book/en/v2/Git-Branching-Rebasing">bước sau</a>:
-"Lệnh này thực hiện bắt đầu từ hình thái ban đầu của hai branches
-(mà bạn đang sử dụng hoặc bạn đang rebase vào), xác định sự khác nhau
-ở mỗi commit của branch bạn đang sử dụng, lưu các điểm khác nhau vào
-tập tin tạm thời, điều chỉnh branch hiện tại để có cùng commit với
-branch mà bạn đang rebase vào, rồi cuối cùng áp dụng từng thay đổi một theo thứ tự."
-Bởi vậy, sau khi thực hiện, bạn sẽ vẫn ở feature branch, nhưng commit IDs/hashes
-của bạn được thay đổi do các điểm khác nhau đã được commit trong quá trình rebase;
-và branch của bạn giờ đây chứa bản code cập nhật nhất từ branch dev và branch của bạn.</p></li>
-<li><p>Tạo một pull request (PR) vào branch dev của apache/singa trên website Github.
-Nếu bạn muốn thông báo cho các thành viên khác đang làm việc trên cùng một tập tin,
-bạn có thể tìm tập tin đó trên Github và nhấn vào "Blame" để xem chú thích từng dòng một
-ai đã thay đổi code lần cuối cùng. Sau đó, bạn có thể thêm @username trong mục mô tả PR
-để nhắc họ. Hãy nói rõ rằng những đóng góp này là công sức của bạn và rằng bạn cấp bản quyền
-công sức này cho dự án theo dạng bản quyền dự án mở. Những commits khác (vd., sửa lỗi)
-vào branch mới này sẽ được tự động cập nhật vào pull request của bạn bởi Github.</p></li>
-<li><p>Đợi thành viên xét duyệt PR. Trong quá trình này, dev branch của SINGA có thể được những người khác cập nhật,
-do vậy bạn cần phải <a href="https://docs.fast.ai/dev/git.html#how-to-keep-your-feature-branch-up-to-date">merge the latest dev</a>
+<a href="https://git-scm.com/book/en/v2/Git-Branching-Rebasing">bước sau</a>: "Lệnh này
+thực hiện bắt đầu từ hình thái ban đầu của hai branches (mà bạn đang sử dụng
+hoặc bạn đang rebase vào), xác định sự khác nhau ở mỗi commit của branch bạn
+đang sử dụng, lưu các điểm khác nhau vào tập tin tạm thời, điều chỉnh branch
+hiện tại để có cùng commit với branch mà bạn đang rebase vào, rồi cuối cùng
+áp dụng từng thay đổi một theo thứ tự." Bởi vậy, sau khi thực hiện, bạn sẽ
+vẫn ở feature branch, nhưng commit IDs/hashes của bạn được thay đổi do các
+điểm khác nhau đã được commit trong quá trình rebase; và branch của bạn giờ
+đây chứa bản code cập nhật nhất từ branch dev và branch của bạn.</p></li>
+<li><p>Tạo một pull request (PR) vào branch dev của apache/singa trên website
+Github. Nếu bạn muốn thông báo cho các thành viên khác đang làm việc trên
+cùng một tập tin, bạn có thể tìm tập tin đó trên Github và nhấn vào "Blame"
+để xem chú thích từng dòng một ai đã thay đổi code lần cuối cùng. Sau đó, bạn
+có thể thêm @username trong mục mô tả PR để nhắc họ. Hãy nói rõ rằng những
+đóng góp này là công sức của bạn và rằng bạn cấp bản quyền công sức này cho
+dự án theo dạng bản quyền dự án mở. Những commits khác (vd., sửa lỗi) vào
+branch mới này sẽ được tự động cập nhật vào pull request của bạn bởi Github.</p></li>
+<li><p>Đợi thành viên xét duyệt PR. Trong quá trình này, dev branch của SINGA có thể
+được những người khác cập nhật, do vậy bạn cần phải
+<a href="https://docs.fast.ai/dev/git.html#how-to-keep-your-feature-branch-up-to-date">merge the latest dev</a>
để xử lý các conflicts. Một số người
<a href="https://github.com/edx/edx-platform/wiki/How-to-Rebase-a-Pull-Request">rebase PR vào branch dev mới nhất</a>
-thay vì merging. Tuy nhiên, nếu các thành viên khác fetch PR này để thêm các tính năng mới rồi gửi PR, việc rebase sẽ gây ra <strong>duplicate commits</strong> (với hash khác) ở PR mới. Xem
+thay vì merging. Tuy nhiên, nếu các thành viên khác fetch PR này để thêm các
+tính năng mới rồi gửi PR, việc rebase sẽ gây ra <strong>duplicate commits</strong> (với
+hash khác) ở PR mới. Xem
<a href="https://www.atlassian.com/git/tutorials/merging-vs-rebasing">Nguyên tắc vàng để Rebasing</a>
-để biết thêm chi tiết khi nào cần tránh rebase. Một giải pháp đơn giản để cập nhật PR (nhằm xử lý conflicts hay lỗi commit) là checkout một branch mới từ branch dev cập nhật nhất của Apache SINGAS repo; copy và paste các mã code được cập nhật/thêm vào; commit và gửi một PR mới.</p></li>
+để biết thêm chi tiết khi nào cần tránh rebase. Một giải pháp đơn giản để cập
+nhật PR (nhằm xử lý conflicts hay lỗi commit) là checkout một branch mới từ
+branch dev cập nhật nhất của Apache SINGAS repo; copy và paste các mã code
+được cập nhật/thêm vào; commit và gửi một PR mới.</p></li>
</ol>
<h2><a class="anchor" aria-hidden="true" id="dành-cho-commiters"></a><a href="#dành-cho-commiters" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22- [...]
<p>Commiters có thể merge pull requests (PRs) vào dev branch của repo upstream.
Trước khi merge mỗi PR, committer nên</p>
<ul>
<li>kiểm tra thông điệp commit (nội dung và định dạng)</li>
-<li>kiểm tra những thay đổi so với code hiện tại. Thay đổi về API nên được ghi lại.</li>
+<li>kiểm tra những thay đổi so với code hiện tại. Thay đổi về API nên được ghi
+lại.</li>
<li>kiểm tra kết quả Travis testing cho định dạng mã code/tài liệu và unit tests</li>
</ul>
<p>Có hai cách để merge một pull request:</p>
<ul>
-<li><p>Trên Github. Làm theo <a href="https://gitbox.apache.org/setup/">hướng dẫn</a> để
-kết nối tài khoản Apache với tài khoản Github của bạn. Sau đó bạn có thể trực tiếp
+<li><p>Trên Github. Làm theo <a href="https://gitbox.apache.org/setup/">hướng dẫn</a> để kết nối
+tài khoản Apache với tài khoản Github của bạn. Sau đó bạn có thể trực tiếp
merge PRs trên GitHub.</p></li>
<li><p>Để merge pull request <a href="https://github.com/apache/singa/pull/xxx">https://github.com/apache/singa/pull/xxx</a> qua command
line, thực hiện theo hướng dẫn sau:</p>
@@ -151,7 +161,7 @@ git push asf dev:dev
</code></pre>
<p>Không sử dụng rebase để merge PR; và vô hiệu hoá fast forward.</p></li>
</ul>
-</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Viet/how-to-release"><span class="arrow-prev">← </span><span>How to Prepare a Release</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#dành-cho-lập-trình-viên">Dành cho Lập Trình Viên</a></li><li><a href="#dành-cho-commiters">Dành cho commiters</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" cla [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 5/1/2021</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Viet/how-to-release"><span class="arrow-prev">← </span><span>How to Prepare a Release</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#dành-cho-lập-trình-viên">Dành cho Lập Trình Viên</a></li><li><a href="#dành-cho-commiters">Dành cho commiters</a></li></ul></nav></div><footer class [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Viet/git-workflow/index.html b/content/docs/3.1.0_Viet/git-workflow/index.html
index fe8a8d8..5052f04 100644
--- a/content/docs/3.1.0_Viet/git-workflow/index.html
+++ b/content/docs/3.1.0_Viet/git-workflow/index.html
@@ -63,13 +63,14 @@
</script></nav></div><div class="container mainContainer docsContainer"><div class="wrapper"><div class="post"><header class="postHeader"><a class="edit-page-link button" href="https://github.com/apache/singa-doc/blob/master/docs-site/docs/git-workflow.md" target="_blank" rel="noreferrer noopener">Edit</a><h1 id="__docusaurus" class="postHeaderTitle">Quy Trình Sử Dụng Git</h1></header><article><div><span><!--- Licensed to the Apache Software Foundation (ASF) under one or more con [...]
<h2><a class="anchor" aria-hidden="true" id="dành-cho-lập-trình-viên"></a><a href="#dành-cho-lập-trình-viên" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 [...]
<ol>
-<li><p>Fork <a href="https://github.com/apache/singa">SINGA Github repository</a> về tài khoản Github của bạn.</p></li>
+<li><p>Fork <a href="https://github.com/apache/singa">SINGA Github repository</a> về tài khoản
+Github của bạn.</p></li>
<li><p>Clone <strong>repo</strong> (viết tắt của repository) từ tài khoản Github của bạn</p>
<pre><code class="hljs css language-shell">git clone https://github.com/<Github account>/singa.git
git remote add upstream https://github.com/apache/singa.git
</code></pre></li>
-<li><p>Tạo branch mới (vd., <code>feature-foo</code> hoặc <code>fixbug-foo</code>), chỉnh sửa và
-commit code của bạn ở đây .</p>
+<li><p>Tạo branch mới (vd., <code>feature-foo</code> hoặc <code>fixbug-foo</code>), chỉnh sửa và commit
+code của bạn ở đây .</p>
<pre><code class="hljs css language-shell">git checkout dev
git checkout -b feature-foo
<span class="hljs-meta">#</span><span class="bash"> write your code</span>
@@ -79,66 +80,75 @@ git commit
<p>Nội dung lệnh commit nên bao gồm:</p>
<ul>
<li>Tiêu đề (Title) mô tả.</li>
-<li>Mô tả chi tiết. Nếu lệnh commit là sửa lỗi (bugs), tốt nhất là nên
-bao gồm việc mô tả ngắn gọn lại vấn đề. Nếu thêm tính năng mới, có thể bao gồm động cơ thúc đẩy/mục đích của
-tính năng mới này.</li>
+<li>Mô tả chi tiết. Nếu lệnh commit là sửa lỗi (bugs), tốt nhất là nên bao gồm
+việc mô tả ngắn gọn lại vấn đề. Nếu thêm tính năng mới, có thể bao gồm động
+cơ thúc đẩy/mục đích của tính năng mới này.</li>
</ul>
-<p>Nếu branch của bạn có nhiều commits nhỏ, bạn cần súc tích lại các commits bằng cách</p>
+<p>Nếu branch của bạn có nhiều commits nhỏ, bạn cần súc tích lại các commits
+bằng cách</p>
<pre><code class="hljs css language-shell">git rebase -i <commit id>
</code></pre>
<p>Bạn có thể
<a href="https://help.github.com/en/articles/about-git-rebase">squash và reword</a> các
commits.</p></li>
-<li><p>Khi bạn đang xử lý các mã code, branch <code>dev</code> của SINGA có thể đang được cập nhật bởi người khác;
-Trong trường hợp này, bạn cần pull dev mới nhất</p>
+<li><p>Khi bạn đang xử lý các mã code, branch <code>dev</code> của SINGA có thể đang được cập
+nhật bởi người khác; Trong trường hợp này, bạn cần pull dev mới nhất</p>
<pre><code class="hljs css language-shell">git checkout dev
git pull upstream dev:dev
</code></pre></li>
<li><p><a href="https://git-scm.com/book/en/v2/Git-Branching-Rebasing">Rebase</a> <code>feature-foo</code>
-vào branch <code>dev</code> và push commits vào tài khoản Github của bạn (
-branch mới). Lệnh rebase nhằm giúp cho lịch sử commit của bạn rõ ràng. Các lệnh git dưới đây nên
-được thực hiện sau khi bạn commit các việc làm của mình:</p>
+vào branch <code>dev</code> và push commits vào tài khoản Github của bạn ( branch mới).
+Lệnh rebase nhằm giúp cho lịch sử commit của bạn rõ ràng. Các lệnh git dưới
+đây nên được thực hiện sau khi bạn commit các việc làm của mình:</p>
<pre><code class="hljs css language-shell">git checkout feature-foo
git rebase dev
git push origin feature-foo:feature-foo
</code></pre>
<p>Lệnh rebase thực hiện các
-<a href="https://git-scm.com/book/en/v2/Git-Branching-Rebasing">bước sau</a>:
-"Lệnh này thực hiện bắt đầu từ hình thái ban đầu của hai branches
-(mà bạn đang sử dụng hoặc bạn đang rebase vào), xác định sự khác nhau
-ở mỗi commit của branch bạn đang sử dụng, lưu các điểm khác nhau vào
-tập tin tạm thời, điều chỉnh branch hiện tại để có cùng commit với
-branch mà bạn đang rebase vào, rồi cuối cùng áp dụng từng thay đổi một theo thứ tự."
-Bởi vậy, sau khi thực hiện, bạn sẽ vẫn ở feature branch, nhưng commit IDs/hashes
-của bạn được thay đổi do các điểm khác nhau đã được commit trong quá trình rebase;
-và branch của bạn giờ đây chứa bản code cập nhật nhất từ branch dev và branch của bạn.</p></li>
-<li><p>Tạo một pull request (PR) vào branch dev của apache/singa trên website Github.
-Nếu bạn muốn thông báo cho các thành viên khác đang làm việc trên cùng một tập tin,
-bạn có thể tìm tập tin đó trên Github và nhấn vào "Blame" để xem chú thích từng dòng một
-ai đã thay đổi code lần cuối cùng. Sau đó, bạn có thể thêm @username trong mục mô tả PR
-để nhắc họ. Hãy nói rõ rằng những đóng góp này là công sức của bạn và rằng bạn cấp bản quyền
-công sức này cho dự án theo dạng bản quyền dự án mở. Những commits khác (vd., sửa lỗi)
-vào branch mới này sẽ được tự động cập nhật vào pull request của bạn bởi Github.</p></li>
-<li><p>Đợi thành viên xét duyệt PR. Trong quá trình này, dev branch của SINGA có thể được những người khác cập nhật,
-do vậy bạn cần phải <a href="https://docs.fast.ai/dev/git.html#how-to-keep-your-feature-branch-up-to-date">merge the latest dev</a>
+<a href="https://git-scm.com/book/en/v2/Git-Branching-Rebasing">bước sau</a>: "Lệnh này
+thực hiện bắt đầu từ hình thái ban đầu của hai branches (mà bạn đang sử dụng
+hoặc bạn đang rebase vào), xác định sự khác nhau ở mỗi commit của branch bạn
+đang sử dụng, lưu các điểm khác nhau vào tập tin tạm thời, điều chỉnh branch
+hiện tại để có cùng commit với branch mà bạn đang rebase vào, rồi cuối cùng
+áp dụng từng thay đổi một theo thứ tự." Bởi vậy, sau khi thực hiện, bạn sẽ
+vẫn ở feature branch, nhưng commit IDs/hashes của bạn được thay đổi do các
+điểm khác nhau đã được commit trong quá trình rebase; và branch của bạn giờ
+đây chứa bản code cập nhật nhất từ branch dev và branch của bạn.</p></li>
+<li><p>Tạo một pull request (PR) vào branch dev của apache/singa trên website
+Github. Nếu bạn muốn thông báo cho các thành viên khác đang làm việc trên
+cùng một tập tin, bạn có thể tìm tập tin đó trên Github và nhấn vào "Blame"
+để xem chú thích từng dòng một ai đã thay đổi code lần cuối cùng. Sau đó, bạn
+có thể thêm @username trong mục mô tả PR để nhắc họ. Hãy nói rõ rằng những
+đóng góp này là công sức của bạn và rằng bạn cấp bản quyền công sức này cho
+dự án theo dạng bản quyền dự án mở. Những commits khác (vd., sửa lỗi) vào
+branch mới này sẽ được tự động cập nhật vào pull request của bạn bởi Github.</p></li>
+<li><p>Đợi thành viên xét duyệt PR. Trong quá trình này, dev branch của SINGA có thể
+được những người khác cập nhật, do vậy bạn cần phải
+<a href="https://docs.fast.ai/dev/git.html#how-to-keep-your-feature-branch-up-to-date">merge the latest dev</a>
để xử lý các conflicts. Một số người
<a href="https://github.com/edx/edx-platform/wiki/How-to-Rebase-a-Pull-Request">rebase PR vào branch dev mới nhất</a>
-thay vì merging. Tuy nhiên, nếu các thành viên khác fetch PR này để thêm các tính năng mới rồi gửi PR, việc rebase sẽ gây ra <strong>duplicate commits</strong> (với hash khác) ở PR mới. Xem
+thay vì merging. Tuy nhiên, nếu các thành viên khác fetch PR này để thêm các
+tính năng mới rồi gửi PR, việc rebase sẽ gây ra <strong>duplicate commits</strong> (với
+hash khác) ở PR mới. Xem
<a href="https://www.atlassian.com/git/tutorials/merging-vs-rebasing">Nguyên tắc vàng để Rebasing</a>
-để biết thêm chi tiết khi nào cần tránh rebase. Một giải pháp đơn giản để cập nhật PR (nhằm xử lý conflicts hay lỗi commit) là checkout một branch mới từ branch dev cập nhật nhất của Apache SINGAS repo; copy và paste các mã code được cập nhật/thêm vào; commit và gửi một PR mới.</p></li>
+để biết thêm chi tiết khi nào cần tránh rebase. Một giải pháp đơn giản để cập
+nhật PR (nhằm xử lý conflicts hay lỗi commit) là checkout một branch mới từ
+branch dev cập nhật nhất của Apache SINGAS repo; copy và paste các mã code
+được cập nhật/thêm vào; commit và gửi một PR mới.</p></li>
</ol>
<h2><a class="anchor" aria-hidden="true" id="dành-cho-commiters"></a><a href="#dành-cho-commiters" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22- [...]
<p>Commiters có thể merge pull requests (PRs) vào dev branch của repo upstream.
Trước khi merge mỗi PR, committer nên</p>
<ul>
<li>kiểm tra thông điệp commit (nội dung và định dạng)</li>
-<li>kiểm tra những thay đổi so với code hiện tại. Thay đổi về API nên được ghi lại.</li>
+<li>kiểm tra những thay đổi so với code hiện tại. Thay đổi về API nên được ghi
+lại.</li>
<li>kiểm tra kết quả Travis testing cho định dạng mã code/tài liệu và unit tests</li>
</ul>
<p>Có hai cách để merge một pull request:</p>
<ul>
-<li><p>Trên Github. Làm theo <a href="https://gitbox.apache.org/setup/">hướng dẫn</a> để
-kết nối tài khoản Apache với tài khoản Github của bạn. Sau đó bạn có thể trực tiếp
+<li><p>Trên Github. Làm theo <a href="https://gitbox.apache.org/setup/">hướng dẫn</a> để kết nối
+tài khoản Apache với tài khoản Github của bạn. Sau đó bạn có thể trực tiếp
merge PRs trên GitHub.</p></li>
<li><p>Để merge pull request <a href="https://github.com/apache/singa/pull/xxx">https://github.com/apache/singa/pull/xxx</a> qua command
line, thực hiện theo hướng dẫn sau:</p>
@@ -151,7 +161,7 @@ git push asf dev:dev
</code></pre>
<p>Không sử dụng rebase để merge PR; và vô hiệu hoá fast forward.</p></li>
</ul>
-</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Viet/how-to-release"><span class="arrow-prev">← </span><span>How to Prepare a Release</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#dành-cho-lập-trình-viên">Dành cho Lập Trình Viên</a></li><li><a href="#dành-cho-commiters">Dành cho commiters</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" cla [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 5/1/2021</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Viet/how-to-release"><span class="arrow-prev">← </span><span>How to Prepare a Release</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#dành-cho-lập-trình-viên">Dành cho Lập Trình Viên</a></li><li><a href="#dành-cho-commiters">Dành cho commiters</a></li></ul></nav></div><footer class [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Viet/graph.html b/content/docs/3.1.0_Viet/graph.html
index ff46756..e6e9c29 100644
--- a/content/docs/3.1.0_Viet/graph.html
+++ b/content/docs/3.1.0_Viet/graph.html
@@ -61,19 +61,23 @@
}
});
</script></nav></div><div class="container mainContainer docsContainer"><div class="wrapper"><div class="post"><header class="postHeader"><a class="edit-page-link button" href="https://github.com/apache/singa-doc/blob/master/docs-site/docs/graph.md" target="_blank" rel="noreferrer noopener">Edit</a><h1 id="__docusaurus" class="postHeaderTitle">Model</h1></header><article><div><span><!-- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreeme [...]
-<p>Forward và backward propagation trong mạng thần kinh nhân tạo (neural network) có thể sử dụng
-một tập hợp các hàm như convolution và pooling. Mỗi hàm nhận một vài input <a href="./tensor">tensors</a> và áp dụng một <a href="./autograd">operator</a> để tạo output tensors.
-Bằng việc thể hiện mỗi operator là một node và mỗi tensor là một
-edge, tất cả dạng hàm tạo thành một computational graph. Với computational graph, tối
-ưu hoá tốc độ và bộ nhớ có thể được tiến hành bởi việc đưa vào thực hiện việc phân bổ/giải phóng bộ nhớ và thao tác
-một cách hợp lý. Trong SINGA, người dùng chỉ cần xác định neural network model sử dụng API của hàm
+<p>Forward và backward propagation trong mạng thần kinh nhân tạo (neural network)
+có thể sử dụng một tập hợp các hàm như convolution và pooling. Mỗi hàm nhận một
+vài input <a href="./tensor">tensors</a> và áp dụng một <a href="./autograd">operator</a> để tạo
+output tensors. Bằng việc thể hiện mỗi operator là một node và mỗi tensor là một
+edge, tất cả dạng hàm tạo thành một computational graph. Với computational
+graph, tối ưu hoá tốc độ và bộ nhớ có thể được tiến hành bởi việc đưa vào thực
+hiện việc phân bổ/giải phóng bộ nhớ và thao tác một cách hợp lý. Trong SINGA,
+người dùng chỉ cần xác định neural network model sử dụng API của hàm
<a href="https://github.com/apache/singa/blob/master/python/singa/model.py">Model</a>.
Graph được xây dựng và tối ưu hoá ở C++ phía sau một cách tự động.</p>
<p>Theo đó, một mặt người dùng thực hiện network sử dụng API của hàm
-<a href="./graph">Model</a> tuân theo phong cách lập trình bắt buộc như PyTorch.
-Có điều khác với PyTorch phải tái tạo lại các thao tác ở mỗi vòng lặp, SINGA
-buffer các thao tác để tạo computational graph một cách đầy đủ (khi tính năng này được kích hoạt) sau vòng lặp đầu tiên. Do đó, mặt khác, SINGA có computational graph giống như được tạo bởi các libraries sử dụng lập trình khai báo
-(declarative programming), như TensorFlow. Nên nó được tối ưu hoá qua graph.</p>
+<a href="./graph">Model</a> tuân theo phong cách lập trình bắt buộc như PyTorch. Có điều
+khác với PyTorch phải tái tạo lại các thao tác ở mỗi vòng lặp, SINGA buffer các
+thao tác để tạo computational graph một cách đầy đủ (khi tính năng này được kích
+hoạt) sau vòng lặp đầu tiên. Do đó, mặt khác, SINGA có computational graph giống
+như được tạo bởi các libraries sử dụng lập trình khai báo (declarative
+programming), như TensorFlow. Nên nó được tối ưu hoá qua graph.</p>
<h2><a class="anchor" aria-hidden="true" id="ví-dụ"></a><a href="#ví-dụ" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09 [...]
<p>Mã code sau mô phỏng việc sử dụng API của hàm <code>Model</code>.</p>
<ol>
@@ -173,11 +177,14 @@ làm ví dụ. Quá trình này gọi là hàm <code>forward</code> function c
y = self.linear1(inputs)
...
</code></pre>
-<p>Layer <code>Linear</code> tạo thành từ phép tính <code>mutmul</code>. <code>autograd</code> áp dụng phép <code>matmul</code> bằng cách gọi hàm <code>Mult</code> được lấy từ CPP qua SWIG.</p>
+<p>Layer <code>Linear</code> tạo thành từ phép tính <code>mutmul</code>. <code>autograd</code> áp dụng phép <code>matmul</code>
+bằng cách gọi hàm <code>Mult</code> được lấy từ CPP qua SWIG.</p>
<pre><code class="hljs css language-python"><span class="hljs-comment"># áp dụng matmul()</span>
singa.Mult(inputs, w)
</code></pre>
-<p>Từ phía sau, hàm <code>Mult</code> function được áp dụng bằng cách gọi <code>GEMV</code>, là một hàm CBLAS. thay vì gọi hàm <code>GEMV</code> trực tiếp, <code>Mult</code> gửi đi <code>GEMV</code> và đối số (argument) tới thiết bị (device) như sau,</p>
+<p>Từ phía sau, hàm <code>Mult</code> function được áp dụng bằng cách gọi <code>GEMV</code>, là một hàm
+CBLAS. thay vì gọi hàm <code>GEMV</code> trực tiếp, <code>Mult</code> gửi đi <code>GEMV</code> và đối số
+(argument) tới thiết bị (device) như sau,</p>
<pre><code class="hljs css language-c++"><span class="hljs-comment">// Áp dụng Mult()</span>
C->device()->Exec(
[a, A, b, B, CRef](Context *ctx) <span class="hljs-keyword">mutable</span> {
@@ -185,34 +192,52 @@ C->device()->Exec(
},
read_blocks, {C->block()});
</code></pre>
-<p>Hàm <code>Exec</code> function của <code>Device</code> buffer hàm này và các đối số của nó. Thêm vào đó, nó cũng có thông tin về các block (một block là một đoạn bộ nhớ cho một tensor) để đọc và viết bởi hàm này.</p>
-<p>Sau khi <code>Model.forward()</code> được thực hiện xong một lần, tất cả quá trình được buffer bởi
-<code>Device</code>. Tiếp theo, thông tin đọc/viết của tất cả quá trình sẽ được phân tích để tạo computational graph.
-Ví dụ, nếu một block <code>b</code> được viết bởi quá trình 01 và sau đó được đọc bởi quá trình 02 khác, chúng ta sẽ biết 02 là dựa vào 01 và có edge trực tiếp từ A sang B, thể hiện qua block <code>b</code> (hoặc tensor của nó). Sau đó một graph không tuần hoàn sẽ được tạo ra như dưới đây.
-Graph chỉ được tạo ra một lần.</p>
+<p>Hàm <code>Exec</code> function của <code>Device</code> buffer hàm này và các đối số của nó. Thêm vào
+đó, nó cũng có thông tin về các block (một block là một đoạn bộ nhớ cho một
+tensor) để đọc và viết bởi hàm này.</p>
+<p>Sau khi <code>Model.forward()</code> được thực hiện xong một lần, tất cả quá trình được
+buffer bởi <code>Device</code>. Tiếp theo, thông tin đọc/viết của tất cả quá trình sẽ được
+phân tích để tạo computational graph. Ví dụ, nếu một block <code>b</code> được viết bởi quá
+trình 01 và sau đó được đọc bởi quá trình 02 khác, chúng ta sẽ biết 02 là dựa
+vào 01 và có edge trực tiếp từ A sang B, thể hiện qua block <code>b</code> (hoặc tensor của
+nó). Sau đó một graph không tuần hoàn sẽ được tạo ra như dưới đây. Graph chỉ
+được tạo ra một lần.</p>
<p><img src="/docs/assets/GraphOfMLP.png" alt="Computational graph của MLP"></p>
<p><br/><strong>Sơ đồ 1 - Ví dụ Computational graph của MLP.</strong></p>
<h3><a class="anchor" aria-hidden="true" id="tối-ưu-hoá"></a><a href="#tối-ưu-hoá" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1 [...]
<p>Hiện nay, các tối ưu hoá sau được thực hiện dựa trên computational graph.</p>
-<p><strong>Phân bổ thụ động (Lazy allocation)</strong> Khi tensor/blocks được tạo ra, các thiết bị (devices) không phân bổ bộ nhớ cho chúng ngay lập tức. Thay vào đó, khi block được tiếp cận lần đầu tiên, bộ nhớ sẽ được phân bổ.</p>
-<p><strong>Tự động tái sử dụng (Automatic recycling)</strong> Đếm số của mỗi tensor/block được tính dựa trên graph. Trước khi thực hiện quá trình nào, đếm số là số lượng hàm đọc block này. Trong quá trình thực hiện, khi một hàm nào được tiến hành, đếm số của mỗi block đầu vào bị trừ đi 1. Nếu đếm số của một block bằng 0, thì block này sẽ không được đọc lại nữa trong toàn bộ quá trình còn lại. Bởi vậy, bộ nhớ của nó được giải phóng một cách an toàn. Thêm vào đó, SINGA theo dõi việc sử dụn [...]
+<p><strong>Phân bổ thụ động (Lazy allocation)</strong> Khi tensor/blocks được tạo ra, các thiết
+bị (devices) không phân bổ bộ nhớ cho chúng ngay lập tức. Thay vào đó, khi block
+được tiếp cận lần đầu tiên, bộ nhớ sẽ được phân bổ.</p>
+<p><strong>Tự động tái sử dụng (Automatic recycling)</strong> Đếm số của mỗi tensor/block được
+tính dựa trên graph. Trước khi thực hiện quá trình nào, đếm số là số lượng hàm
+đọc block này. Trong quá trình thực hiện, khi một hàm nào được tiến hành, đếm số
+của mỗi block đầu vào bị trừ đi 1. Nếu đếm số của một block bằng 0, thì block
+này sẽ không được đọc lại nữa trong toàn bộ quá trình còn lại. Bởi vậy, bộ nhớ
+của nó được giải phóng một cách an toàn. Thêm vào đó, SINGA theo dõi việc sử
+dụng block bên ngoài graph. Nếu block được sử dụng bởi mã code Python (không
+phải các hàm autograd), nó sẽ không được tái sử dụng.</p>
<p><strong>Chia sẻ bộ nhớ</strong> SINGA sử dụng memory pool, như là
<a href="https://github.com/NVIDIA/cnmem">CnMem</a> để quản lý bộ nhớ CUDA. Với <em>Automatic
-recycling</em> và memory pool, SINGA có thể chia sẻ bộ nhớ giữa các tensor. Xem xét hai hàm <code>c = a + b</code> và <code>d=2xc</code>. Trước khi thực hiện hàm thứ hai, theo như <em>Lazy allocation</em> thì bộ nhớ của d nên được sử dụng. Cũng như <code>a</code>
-không được sử dụng ở toàn bộ quá trình còn lại. Theo Tự động sử dụng (Automatic recycling), block
-của <code>a</code> sẽ được giải phóng sau hàm đầu tiên. Vì thế, SINGA sẽ đề xuất bốn hàm tới CUDA stream: addition, free <code>a</code>, malloc <code>b</code>, và
-multiplication. Memory pool sau đó có thể chia sẻ bộ nhớ được <code>a</code>
-với <code>b</code> giải phóng thay vì yêu cầu GPU thực hiện real malloc cho <code>b</code>.</p>
-<p>Các kĩ thuật tối ưu hoá khác, ví dụ từ compliers, như common
-sub-expression elimination và parallelizing operations trên CUDA
-streams khác nhau cũng có thể được áp dụng.</p>
+recycling</em> và memory pool, SINGA có thể chia sẻ bộ nhớ giữa các tensor. Xem xét
+hai hàm <code>c = a + b</code> và <code>d=2xc</code>. Trước khi thực hiện hàm thứ hai, theo như <em>Lazy
+allocation</em> thì bộ nhớ của d nên được sử dụng. Cũng như <code>a</code> không được sử dụng ở
+toàn bộ quá trình còn lại. Theo Tự động sử dụng (Automatic recycling), block của
+<code>a</code> sẽ được giải phóng sau hàm đầu tiên. Vì thế, SINGA sẽ đề xuất bốn hàm tới
+CUDA stream: addition, free <code>a</code>, malloc <code>b</code>, và multiplication. Memory pool sau
+đó có thể chia sẻ bộ nhớ được <code>a</code> với <code>b</code> giải phóng thay vì yêu cầu GPU thực
+hiện real malloc cho <code>b</code>.</p>
+<p>Các kĩ thuật tối ưu hoá khác, ví dụ từ compliers, như common sub-expression
+elimination và parallelizing operations trên CUDA streams khác nhau cũng có thể
+được áp dụng.</p>
<h2><a class="anchor" aria-hidden="true" id="toán-tử-operator-mới"></a><a href="#toán-tử-operator-mới" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1 [...]
<p>Mỗi toán tử được định nghĩa trong <code>autograd</code> module áp dụng hai hàm: forward và
-backward, được thực hiện bằng cách gọi toán tử (operator) từ backend. Để thêm một toán tử mới vào hàm <code>autograd</code>, bạn cần thêm nhiều toán tử ở backend.</p>
+backward, được thực hiện bằng cách gọi toán tử (operator) từ backend. Để thêm
+một toán tử mới vào hàm <code>autograd</code>, bạn cần thêm nhiều toán tử ở backend.</p>
<p>Lấy toán tử
<a href="https://github.com/apache/singa/blob/master/python/singa/autograd.py">Conv2d</a>
-làm ví dụ, từ phía Python, hàm forward và backward được thực hiện bằng cách gọi các toán tử từ backend dựa trên loại
-device.</p>
+làm ví dụ, từ phía Python, hàm forward và backward được thực hiện bằng cách gọi
+các toán tử từ backend dựa trên loại device.</p>
<pre><code class="hljs css language-python"><span class="hljs-class"><span class="hljs-keyword">class</span> <span class="hljs-title">_Conv2d</span><span class="hljs-params">(Operation)</span>:</span>
<span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">forward</span><span class="hljs-params">(self, x, W, b=None)</span>:</span>
@@ -252,16 +277,20 @@ device.</p>
</code></pre>
<p>Mỗi toán tử ở backend nên được thực hiện theo cách sau:</p>
<ul>
-<li><p>Giả dụ toán từ là <code>foo()</code>; khi được thực hiện nên được gói vào trong một hàm khác, như <code>_foo()</code>. <code>foo()</code>
-chuyển <code>_foo</code> cùng với các đối số như một hàm lambda tới hàm <code>Device</code>'s <code>Exec</code> để buffer.
-Block để đọc và viết cũng được chuyển cho <code>Exec</code>.</p></li>
-<li><p>Tất cả đối số được sử dụng trong hàm lambda expression cần phải được thu thập dựa trên các nguyên tắc sau.</p>
+<li><p>Giả dụ toán từ là <code>foo()</code>; khi được thực hiện nên được gói vào trong một hàm
+khác, như <code>_foo()</code>. <code>foo()</code> chuyển <code>_foo</code> cùng với các đối số như một hàm
+lambda tới hàm <code>Device</code>'s <code>Exec</code> để buffer. Block để đọc và viết cũng được
+chuyển cho <code>Exec</code>.</p></li>
+<li><p>Tất cả đối số được sử dụng trong hàm lambda expression cần phải được thu thập
+dựa trên các nguyên tắc sau.</p>
<ul>
-<li><p><code>thu thập bằng giá trị</code>: Nếu biến đối số (argument variable) là biến local hoặc sẽ được giải phóng ngay
-(như intermediate tensors). Hoặc, những biến số này sẽ bị loại bỏ khi <code>foo()</code> tồn tại.</p></li>
-<li><p><code>thu thập theo tham khảo</code>：Nếu biến số được ghi lại từ phía python hoặc một biến bất biến
-(như tham số W và ConvHand trong Conv2d class).</p></li>
-<li><p><code>mutable</code>: Biểu thức lambda expression nên có biến thẻ (mutable tag) nếu một biến được thu thập theo giá trị bị thay đổi trong hàm <code>_foo()</code></p></li>
+<li><p><code>thu thập bằng giá trị</code>: Nếu biến đối số (argument variable) là biến local
+hoặc sẽ được giải phóng ngay (như intermediate tensors). Hoặc, những biến số
+này sẽ bị loại bỏ khi <code>foo()</code> tồn tại.</p></li>
+<li><p><code>thu thập theo tham khảo</code>：Nếu biến số được ghi lại từ phía python hoặc một
+biến bất biến (như tham số W và ConvHand trong Conv2d class).</p></li>
+<li><p><code>mutable</code>: Biểu thức lambda expression nên có biến thẻ (mutable tag) nếu một
+biến được thu thập theo giá trị bị thay đổi trong hàm <code>_foo()</code></p></li>
</ul></li>
</ul>
<p>Đây là một
@@ -520,9 +549,10 @@ về operator được áp dụng ở backend.</p>
<h3><a class="anchor" aria-hidden="true" id="kết-luận"></a><a href="#kết-luận" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 [...]
<ul>
<li>Training với computational graph giúp giảm đáng kể khối bộ nhớ.</li>
-<li>Hiện tại, tốc độ có cải thiện một chút. Nhiều tối ưu hoá có thể được thực hiện giúp tăng hiệu quả.</li>
+<li>Hiện tại, tốc độ có cải thiện một chút. Nhiều tối ưu hoá có thể được thực hiện
+giúp tăng hiệu quả.</li>
</ul>
-</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Viet/optimizer"><span class="arrow-prev">← </span><span>Optimizer</span></a><a class="docs-next button" href="/docs/3.1.0_Viet/onnx"><span>ONNX</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#ví-dụ">Ví Dụ</a></li><li><a href="#thực-hiện">Thực Hiện</a><ul class="toc-headings"><li><a href="#xây-dựng-graph">Xây Dựng [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/4/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Viet/optimizer"><span class="arrow-prev">← </span><span>Optimizer</span></a><a class="docs-next button" href="/docs/3.1.0_Viet/onnx"><span>ONNX</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#ví-dụ">Ví Dụ</a></li><li><a href="#thực-hiện">Thực Hiện [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Viet/graph/index.html b/content/docs/3.1.0_Viet/graph/index.html
index ff46756..e6e9c29 100644
--- a/content/docs/3.1.0_Viet/graph/index.html
+++ b/content/docs/3.1.0_Viet/graph/index.html
@@ -61,19 +61,23 @@
}
});
</script></nav></div><div class="container mainContainer docsContainer"><div class="wrapper"><div class="post"><header class="postHeader"><a class="edit-page-link button" href="https://github.com/apache/singa-doc/blob/master/docs-site/docs/graph.md" target="_blank" rel="noreferrer noopener">Edit</a><h1 id="__docusaurus" class="postHeaderTitle">Model</h1></header><article><div><span><!-- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreeme [...]
-<p>Forward và backward propagation trong mạng thần kinh nhân tạo (neural network) có thể sử dụng
-một tập hợp các hàm như convolution và pooling. Mỗi hàm nhận một vài input <a href="./tensor">tensors</a> và áp dụng một <a href="./autograd">operator</a> để tạo output tensors.
-Bằng việc thể hiện mỗi operator là một node và mỗi tensor là một
-edge, tất cả dạng hàm tạo thành một computational graph. Với computational graph, tối
-ưu hoá tốc độ và bộ nhớ có thể được tiến hành bởi việc đưa vào thực hiện việc phân bổ/giải phóng bộ nhớ và thao tác
-một cách hợp lý. Trong SINGA, người dùng chỉ cần xác định neural network model sử dụng API của hàm
+<p>Forward và backward propagation trong mạng thần kinh nhân tạo (neural network)
+có thể sử dụng một tập hợp các hàm như convolution và pooling. Mỗi hàm nhận một
+vài input <a href="./tensor">tensors</a> và áp dụng một <a href="./autograd">operator</a> để tạo
+output tensors. Bằng việc thể hiện mỗi operator là một node và mỗi tensor là một
+edge, tất cả dạng hàm tạo thành một computational graph. Với computational
+graph, tối ưu hoá tốc độ và bộ nhớ có thể được tiến hành bởi việc đưa vào thực
+hiện việc phân bổ/giải phóng bộ nhớ và thao tác một cách hợp lý. Trong SINGA,
+người dùng chỉ cần xác định neural network model sử dụng API của hàm
<a href="https://github.com/apache/singa/blob/master/python/singa/model.py">Model</a>.
Graph được xây dựng và tối ưu hoá ở C++ phía sau một cách tự động.</p>
<p>Theo đó, một mặt người dùng thực hiện network sử dụng API của hàm
-<a href="./graph">Model</a> tuân theo phong cách lập trình bắt buộc như PyTorch.
-Có điều khác với PyTorch phải tái tạo lại các thao tác ở mỗi vòng lặp, SINGA
-buffer các thao tác để tạo computational graph một cách đầy đủ (khi tính năng này được kích hoạt) sau vòng lặp đầu tiên. Do đó, mặt khác, SINGA có computational graph giống như được tạo bởi các libraries sử dụng lập trình khai báo
-(declarative programming), như TensorFlow. Nên nó được tối ưu hoá qua graph.</p>
+<a href="./graph">Model</a> tuân theo phong cách lập trình bắt buộc như PyTorch. Có điều
+khác với PyTorch phải tái tạo lại các thao tác ở mỗi vòng lặp, SINGA buffer các
+thao tác để tạo computational graph một cách đầy đủ (khi tính năng này được kích
+hoạt) sau vòng lặp đầu tiên. Do đó, mặt khác, SINGA có computational graph giống
+như được tạo bởi các libraries sử dụng lập trình khai báo (declarative
+programming), như TensorFlow. Nên nó được tối ưu hoá qua graph.</p>
<h2><a class="anchor" aria-hidden="true" id="ví-dụ"></a><a href="#ví-dụ" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09 [...]
<p>Mã code sau mô phỏng việc sử dụng API của hàm <code>Model</code>.</p>
<ol>
@@ -173,11 +177,14 @@ làm ví dụ. Quá trình này gọi là hàm <code>forward</code> function c
y = self.linear1(inputs)
...
</code></pre>
-<p>Layer <code>Linear</code> tạo thành từ phép tính <code>mutmul</code>. <code>autograd</code> áp dụng phép <code>matmul</code> bằng cách gọi hàm <code>Mult</code> được lấy từ CPP qua SWIG.</p>
+<p>Layer <code>Linear</code> tạo thành từ phép tính <code>mutmul</code>. <code>autograd</code> áp dụng phép <code>matmul</code>
+bằng cách gọi hàm <code>Mult</code> được lấy từ CPP qua SWIG.</p>
<pre><code class="hljs css language-python"><span class="hljs-comment"># áp dụng matmul()</span>
singa.Mult(inputs, w)
</code></pre>
-<p>Từ phía sau, hàm <code>Mult</code> function được áp dụng bằng cách gọi <code>GEMV</code>, là một hàm CBLAS. thay vì gọi hàm <code>GEMV</code> trực tiếp, <code>Mult</code> gửi đi <code>GEMV</code> và đối số (argument) tới thiết bị (device) như sau,</p>
+<p>Từ phía sau, hàm <code>Mult</code> function được áp dụng bằng cách gọi <code>GEMV</code>, là một hàm
+CBLAS. thay vì gọi hàm <code>GEMV</code> trực tiếp, <code>Mult</code> gửi đi <code>GEMV</code> và đối số
+(argument) tới thiết bị (device) như sau,</p>
<pre><code class="hljs css language-c++"><span class="hljs-comment">// Áp dụng Mult()</span>
C->device()->Exec(
[a, A, b, B, CRef](Context *ctx) <span class="hljs-keyword">mutable</span> {
@@ -185,34 +192,52 @@ C->device()->Exec(
},
read_blocks, {C->block()});
</code></pre>
-<p>Hàm <code>Exec</code> function của <code>Device</code> buffer hàm này và các đối số của nó. Thêm vào đó, nó cũng có thông tin về các block (một block là một đoạn bộ nhớ cho một tensor) để đọc và viết bởi hàm này.</p>
-<p>Sau khi <code>Model.forward()</code> được thực hiện xong một lần, tất cả quá trình được buffer bởi
-<code>Device</code>. Tiếp theo, thông tin đọc/viết của tất cả quá trình sẽ được phân tích để tạo computational graph.
-Ví dụ, nếu một block <code>b</code> được viết bởi quá trình 01 và sau đó được đọc bởi quá trình 02 khác, chúng ta sẽ biết 02 là dựa vào 01 và có edge trực tiếp từ A sang B, thể hiện qua block <code>b</code> (hoặc tensor của nó). Sau đó một graph không tuần hoàn sẽ được tạo ra như dưới đây.
-Graph chỉ được tạo ra một lần.</p>
+<p>Hàm <code>Exec</code> function của <code>Device</code> buffer hàm này và các đối số của nó. Thêm vào
+đó, nó cũng có thông tin về các block (một block là một đoạn bộ nhớ cho một
+tensor) để đọc và viết bởi hàm này.</p>
+<p>Sau khi <code>Model.forward()</code> được thực hiện xong một lần, tất cả quá trình được
+buffer bởi <code>Device</code>. Tiếp theo, thông tin đọc/viết của tất cả quá trình sẽ được
+phân tích để tạo computational graph. Ví dụ, nếu một block <code>b</code> được viết bởi quá
+trình 01 và sau đó được đọc bởi quá trình 02 khác, chúng ta sẽ biết 02 là dựa
+vào 01 và có edge trực tiếp từ A sang B, thể hiện qua block <code>b</code> (hoặc tensor của
+nó). Sau đó một graph không tuần hoàn sẽ được tạo ra như dưới đây. Graph chỉ
+được tạo ra một lần.</p>
<p><img src="/docs/assets/GraphOfMLP.png" alt="Computational graph của MLP"></p>
<p><br/><strong>Sơ đồ 1 - Ví dụ Computational graph của MLP.</strong></p>
<h3><a class="anchor" aria-hidden="true" id="tối-ưu-hoá"></a><a href="#tối-ưu-hoá" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1 [...]
<p>Hiện nay, các tối ưu hoá sau được thực hiện dựa trên computational graph.</p>
-<p><strong>Phân bổ thụ động (Lazy allocation)</strong> Khi tensor/blocks được tạo ra, các thiết bị (devices) không phân bổ bộ nhớ cho chúng ngay lập tức. Thay vào đó, khi block được tiếp cận lần đầu tiên, bộ nhớ sẽ được phân bổ.</p>
-<p><strong>Tự động tái sử dụng (Automatic recycling)</strong> Đếm số của mỗi tensor/block được tính dựa trên graph. Trước khi thực hiện quá trình nào, đếm số là số lượng hàm đọc block này. Trong quá trình thực hiện, khi một hàm nào được tiến hành, đếm số của mỗi block đầu vào bị trừ đi 1. Nếu đếm số của một block bằng 0, thì block này sẽ không được đọc lại nữa trong toàn bộ quá trình còn lại. Bởi vậy, bộ nhớ của nó được giải phóng một cách an toàn. Thêm vào đó, SINGA theo dõi việc sử dụn [...]
+<p><strong>Phân bổ thụ động (Lazy allocation)</strong> Khi tensor/blocks được tạo ra, các thiết
+bị (devices) không phân bổ bộ nhớ cho chúng ngay lập tức. Thay vào đó, khi block
+được tiếp cận lần đầu tiên, bộ nhớ sẽ được phân bổ.</p>
+<p><strong>Tự động tái sử dụng (Automatic recycling)</strong> Đếm số của mỗi tensor/block được
+tính dựa trên graph. Trước khi thực hiện quá trình nào, đếm số là số lượng hàm
+đọc block này. Trong quá trình thực hiện, khi một hàm nào được tiến hành, đếm số
+của mỗi block đầu vào bị trừ đi 1. Nếu đếm số của một block bằng 0, thì block
+này sẽ không được đọc lại nữa trong toàn bộ quá trình còn lại. Bởi vậy, bộ nhớ
+của nó được giải phóng một cách an toàn. Thêm vào đó, SINGA theo dõi việc sử
+dụng block bên ngoài graph. Nếu block được sử dụng bởi mã code Python (không
+phải các hàm autograd), nó sẽ không được tái sử dụng.</p>
<p><strong>Chia sẻ bộ nhớ</strong> SINGA sử dụng memory pool, như là
<a href="https://github.com/NVIDIA/cnmem">CnMem</a> để quản lý bộ nhớ CUDA. Với <em>Automatic
-recycling</em> và memory pool, SINGA có thể chia sẻ bộ nhớ giữa các tensor. Xem xét hai hàm <code>c = a + b</code> và <code>d=2xc</code>. Trước khi thực hiện hàm thứ hai, theo như <em>Lazy allocation</em> thì bộ nhớ của d nên được sử dụng. Cũng như <code>a</code>
-không được sử dụng ở toàn bộ quá trình còn lại. Theo Tự động sử dụng (Automatic recycling), block
-của <code>a</code> sẽ được giải phóng sau hàm đầu tiên. Vì thế, SINGA sẽ đề xuất bốn hàm tới CUDA stream: addition, free <code>a</code>, malloc <code>b</code>, và
-multiplication. Memory pool sau đó có thể chia sẻ bộ nhớ được <code>a</code>
-với <code>b</code> giải phóng thay vì yêu cầu GPU thực hiện real malloc cho <code>b</code>.</p>
-<p>Các kĩ thuật tối ưu hoá khác, ví dụ từ compliers, như common
-sub-expression elimination và parallelizing operations trên CUDA
-streams khác nhau cũng có thể được áp dụng.</p>
+recycling</em> và memory pool, SINGA có thể chia sẻ bộ nhớ giữa các tensor. Xem xét
+hai hàm <code>c = a + b</code> và <code>d=2xc</code>. Trước khi thực hiện hàm thứ hai, theo như <em>Lazy
+allocation</em> thì bộ nhớ của d nên được sử dụng. Cũng như <code>a</code> không được sử dụng ở
+toàn bộ quá trình còn lại. Theo Tự động sử dụng (Automatic recycling), block của
+<code>a</code> sẽ được giải phóng sau hàm đầu tiên. Vì thế, SINGA sẽ đề xuất bốn hàm tới
+CUDA stream: addition, free <code>a</code>, malloc <code>b</code>, và multiplication. Memory pool sau
+đó có thể chia sẻ bộ nhớ được <code>a</code> với <code>b</code> giải phóng thay vì yêu cầu GPU thực
+hiện real malloc cho <code>b</code>.</p>
+<p>Các kĩ thuật tối ưu hoá khác, ví dụ từ compliers, như common sub-expression
+elimination và parallelizing operations trên CUDA streams khác nhau cũng có thể
+được áp dụng.</p>
<h2><a class="anchor" aria-hidden="true" id="toán-tử-operator-mới"></a><a href="#toán-tử-operator-mới" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1 [...]
<p>Mỗi toán tử được định nghĩa trong <code>autograd</code> module áp dụng hai hàm: forward và
-backward, được thực hiện bằng cách gọi toán tử (operator) từ backend. Để thêm một toán tử mới vào hàm <code>autograd</code>, bạn cần thêm nhiều toán tử ở backend.</p>
+backward, được thực hiện bằng cách gọi toán tử (operator) từ backend. Để thêm
+một toán tử mới vào hàm <code>autograd</code>, bạn cần thêm nhiều toán tử ở backend.</p>
<p>Lấy toán tử
<a href="https://github.com/apache/singa/blob/master/python/singa/autograd.py">Conv2d</a>
-làm ví dụ, từ phía Python, hàm forward và backward được thực hiện bằng cách gọi các toán tử từ backend dựa trên loại
-device.</p>
+làm ví dụ, từ phía Python, hàm forward và backward được thực hiện bằng cách gọi
+các toán tử từ backend dựa trên loại device.</p>
<pre><code class="hljs css language-python"><span class="hljs-class"><span class="hljs-keyword">class</span> <span class="hljs-title">_Conv2d</span><span class="hljs-params">(Operation)</span>:</span>
<span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">forward</span><span class="hljs-params">(self, x, W, b=None)</span>:</span>
@@ -252,16 +277,20 @@ device.</p>
</code></pre>
<p>Mỗi toán tử ở backend nên được thực hiện theo cách sau:</p>
<ul>
-<li><p>Giả dụ toán từ là <code>foo()</code>; khi được thực hiện nên được gói vào trong một hàm khác, như <code>_foo()</code>. <code>foo()</code>
-chuyển <code>_foo</code> cùng với các đối số như một hàm lambda tới hàm <code>Device</code>'s <code>Exec</code> để buffer.
-Block để đọc và viết cũng được chuyển cho <code>Exec</code>.</p></li>
-<li><p>Tất cả đối số được sử dụng trong hàm lambda expression cần phải được thu thập dựa trên các nguyên tắc sau.</p>
+<li><p>Giả dụ toán từ là <code>foo()</code>; khi được thực hiện nên được gói vào trong một hàm
+khác, như <code>_foo()</code>. <code>foo()</code> chuyển <code>_foo</code> cùng với các đối số như một hàm
+lambda tới hàm <code>Device</code>'s <code>Exec</code> để buffer. Block để đọc và viết cũng được
+chuyển cho <code>Exec</code>.</p></li>
+<li><p>Tất cả đối số được sử dụng trong hàm lambda expression cần phải được thu thập
+dựa trên các nguyên tắc sau.</p>
<ul>
-<li><p><code>thu thập bằng giá trị</code>: Nếu biến đối số (argument variable) là biến local hoặc sẽ được giải phóng ngay
-(như intermediate tensors). Hoặc, những biến số này sẽ bị loại bỏ khi <code>foo()</code> tồn tại.</p></li>
-<li><p><code>thu thập theo tham khảo</code>：Nếu biến số được ghi lại từ phía python hoặc một biến bất biến
-(như tham số W và ConvHand trong Conv2d class).</p></li>
-<li><p><code>mutable</code>: Biểu thức lambda expression nên có biến thẻ (mutable tag) nếu một biến được thu thập theo giá trị bị thay đổi trong hàm <code>_foo()</code></p></li>
+<li><p><code>thu thập bằng giá trị</code>: Nếu biến đối số (argument variable) là biến local
+hoặc sẽ được giải phóng ngay (như intermediate tensors). Hoặc, những biến số
+này sẽ bị loại bỏ khi <code>foo()</code> tồn tại.</p></li>
+<li><p><code>thu thập theo tham khảo</code>：Nếu biến số được ghi lại từ phía python hoặc một
+biến bất biến (như tham số W và ConvHand trong Conv2d class).</p></li>
+<li><p><code>mutable</code>: Biểu thức lambda expression nên có biến thẻ (mutable tag) nếu một
+biến được thu thập theo giá trị bị thay đổi trong hàm <code>_foo()</code></p></li>
</ul></li>
</ul>
<p>Đây là một
@@ -520,9 +549,10 @@ về operator được áp dụng ở backend.</p>
<h3><a class="anchor" aria-hidden="true" id="kết-luận"></a><a href="#kết-luận" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 [...]
<ul>
<li>Training với computational graph giúp giảm đáng kể khối bộ nhớ.</li>
-<li>Hiện tại, tốc độ có cải thiện một chút. Nhiều tối ưu hoá có thể được thực hiện giúp tăng hiệu quả.</li>
+<li>Hiện tại, tốc độ có cải thiện một chút. Nhiều tối ưu hoá có thể được thực hiện
+giúp tăng hiệu quả.</li>
</ul>
-</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Viet/optimizer"><span class="arrow-prev">← </span><span>Optimizer</span></a><a class="docs-next button" href="/docs/3.1.0_Viet/onnx"><span>ONNX</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#ví-dụ">Ví Dụ</a></li><li><a href="#thực-hiện">Thực Hiện</a><ul class="toc-headings"><li><a href="#xây-dựng-graph">Xây Dựng [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/4/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Viet/optimizer"><span class="arrow-prev">← </span><span>Optimizer</span></a><a class="docs-next button" href="/docs/3.1.0_Viet/onnx"><span>ONNX</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#ví-dụ">Ví Dụ</a></li><li><a href="#thực-hiện">Thực Hiện [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Viet/history-singa.html b/content/docs/3.1.0_Viet/history-singa.html
index bdfb88c..0aaf965 100644
--- a/content/docs/3.1.0_Viet/history-singa.html
+++ b/content/docs/3.1.0_Viet/history-singa.html
@@ -62,7 +62,10 @@
});
</script></nav></div><div class="container mainContainer docsContainer"><div class="wrapper"><div class="post"><header class="postHeader"><a class="edit-page-link button" href="https://github.com/apache/singa-doc/blob/master/docs-site/docs/history-singa.md" target="_blank" rel="noreferrer noopener">Edit</a><h1 id="__docusaurus" class="postHeaderTitle">Lịch Sử Phát Triển SINGA</h1></header><article><div><span><!--- Licensed to the Apache Software Foundation (ASF) under one or more [...]
<h2><a class="anchor" aria-hidden="true" id="lịch-sử-phát-triển"></a><a href="#lịch-sử-phát-triển" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22- [...]
-<p>SINGA được phát triển bởi DB System Group tại ĐH Quốc Gia Singapore (NUS) vào năm 2014, hợp tác với nhóm nghiên cứu cơ sở dữ liệu của ĐH Chiết Giang. Vui lòng cite các báo cáo khoa học dưới đây nếu bạn muốn sử dụng SINGA trong nghiên cứu của mình:</p>
+<p>SINGA được phát triển bởi DB System Group tại ĐH Quốc Gia Singapore (NUS) vào
+năm 2014, hợp tác với nhóm nghiên cứu cơ sở dữ liệu của ĐH Chiết Giang. Vui lòng
+cite các báo cáo khoa học dưới đây nếu bạn muốn sử dụng SINGA trong nghiên cứu
+của mình:</p>
<ul>
<li><p>B.C. Ooi, K.-L. Tan, S. Wang, W. Wang, Q. Cai, G. Chen, J. Gao, Z. Luo, A. K.
H. Tung, Y. Wang, Z. Xie, M. Zhang, and K. Zheng.
@@ -72,7 +75,8 @@ ACM Multimedia (Open Source Software Competition) 2015</p></li>
<a href="http://www.comp.nus.edu.sg/~ooibc/singa-mm15.pdf">SINGA: putting deep learning in the hands of multimedia users</a>.
ACM Multimedia 2015.</p></li>
</ul>
-<p>Rafiki là một mô-đun của SINGA. Vui lòng cite các báo cáo khoa học dưới đây nếu bạn muốn sử dụng Rafiki trong nghiên cứu của mình:</p>
+<p>Rafiki là một mô-đun của SINGA. Vui lòng cite các báo cáo khoa học dưới đây nếu
+bạn muốn sử dụng Rafiki trong nghiên cứu của mình:</p>
<ul>
<li>Wei Wang, Jinyang Gao, Meihui Zhang, Sheng Wang, Gang Chen, Teck Khim Ng, Beng
Chin Ooi, Jie Shao, Moaz Reyad.
@@ -83,11 +87,12 @@ Chin Ooi, Jie Shao, Moaz Reyad.
<p>Các công ty như <a href="http://tech.163.com/17/0602/17/CLUL016I00098GJ5.html">NetEase</a>,
<a href="http://www.yzbigdata.com/en/index.html">yzBigData</a>,
<a href="https://shentilium.com/">Shentilium</a>, <a href="http://www.foodlg.com/">Foodlg</a> and
-<a href="https://medilot.com/technologies">Medilot</a> đang sử dụng SINGA cho các ứng dụng của họ.</p>
+<a href="https://medilot.com/technologies">Medilot</a> đang sử dụng SINGA cho các ứng dụng
+của họ.</p>
<h2><a class="anchor" aria-hidden="true" id="bản-quyền"></a><a href="#bản-quyền" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.6 [...]
<p>SINGA được phát hành bởi
<a href="http://www.apache.org/licenses/LICENSE-2.0">Bản Quyền Apache phiên bản 2.0</a></p>
-</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Viet/team-list"><span class="arrow-prev">← </span><span>The SINGA Team</span></a><a class="docs-next button" href="/docs/3.1.0_Viet/wheel-cpu"><span>CPU only</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#lịch-sử-phát-triển">Lịch Sử Phát Triển</a></li><li><a href="#bản-quyền">Bản Quyền</a></li></ul></nav></div>< [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Viet/team-list"><span class="arrow-prev">← </span><span>The SINGA Team</span></a><a class="docs-next button" href="/docs/3.1.0_Viet/wheel-cpu"><span>CPU only</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#lịch-sử-phát-triển">Lịch Sử Phát Triển</a> [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Viet/history-singa/index.html b/content/docs/3.1.0_Viet/history-singa/index.html
index bdfb88c..0aaf965 100644
--- a/content/docs/3.1.0_Viet/history-singa/index.html
+++ b/content/docs/3.1.0_Viet/history-singa/index.html
@@ -62,7 +62,10 @@
});
</script></nav></div><div class="container mainContainer docsContainer"><div class="wrapper"><div class="post"><header class="postHeader"><a class="edit-page-link button" href="https://github.com/apache/singa-doc/blob/master/docs-site/docs/history-singa.md" target="_blank" rel="noreferrer noopener">Edit</a><h1 id="__docusaurus" class="postHeaderTitle">Lịch Sử Phát Triển SINGA</h1></header><article><div><span><!--- Licensed to the Apache Software Foundation (ASF) under one or more [...]
<h2><a class="anchor" aria-hidden="true" id="lịch-sử-phát-triển"></a><a href="#lịch-sử-phát-triển" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22- [...]
-<p>SINGA được phát triển bởi DB System Group tại ĐH Quốc Gia Singapore (NUS) vào năm 2014, hợp tác với nhóm nghiên cứu cơ sở dữ liệu của ĐH Chiết Giang. Vui lòng cite các báo cáo khoa học dưới đây nếu bạn muốn sử dụng SINGA trong nghiên cứu của mình:</p>
+<p>SINGA được phát triển bởi DB System Group tại ĐH Quốc Gia Singapore (NUS) vào
+năm 2014, hợp tác với nhóm nghiên cứu cơ sở dữ liệu của ĐH Chiết Giang. Vui lòng
+cite các báo cáo khoa học dưới đây nếu bạn muốn sử dụng SINGA trong nghiên cứu
+của mình:</p>
<ul>
<li><p>B.C. Ooi, K.-L. Tan, S. Wang, W. Wang, Q. Cai, G. Chen, J. Gao, Z. Luo, A. K.
H. Tung, Y. Wang, Z. Xie, M. Zhang, and K. Zheng.
@@ -72,7 +75,8 @@ ACM Multimedia (Open Source Software Competition) 2015</p></li>
<a href="http://www.comp.nus.edu.sg/~ooibc/singa-mm15.pdf">SINGA: putting deep learning in the hands of multimedia users</a>.
ACM Multimedia 2015.</p></li>
</ul>
-<p>Rafiki là một mô-đun của SINGA. Vui lòng cite các báo cáo khoa học dưới đây nếu bạn muốn sử dụng Rafiki trong nghiên cứu của mình:</p>
+<p>Rafiki là một mô-đun của SINGA. Vui lòng cite các báo cáo khoa học dưới đây nếu
+bạn muốn sử dụng Rafiki trong nghiên cứu của mình:</p>
<ul>
<li>Wei Wang, Jinyang Gao, Meihui Zhang, Sheng Wang, Gang Chen, Teck Khim Ng, Beng
Chin Ooi, Jie Shao, Moaz Reyad.
@@ -83,11 +87,12 @@ Chin Ooi, Jie Shao, Moaz Reyad.
<p>Các công ty như <a href="http://tech.163.com/17/0602/17/CLUL016I00098GJ5.html">NetEase</a>,
<a href="http://www.yzbigdata.com/en/index.html">yzBigData</a>,
<a href="https://shentilium.com/">Shentilium</a>, <a href="http://www.foodlg.com/">Foodlg</a> and
-<a href="https://medilot.com/technologies">Medilot</a> đang sử dụng SINGA cho các ứng dụng của họ.</p>
+<a href="https://medilot.com/technologies">Medilot</a> đang sử dụng SINGA cho các ứng dụng
+của họ.</p>
<h2><a class="anchor" aria-hidden="true" id="bản-quyền"></a><a href="#bản-quyền" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.6 [...]
<p>SINGA được phát hành bởi
<a href="http://www.apache.org/licenses/LICENSE-2.0">Bản Quyền Apache phiên bản 2.0</a></p>
-</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Viet/team-list"><span class="arrow-prev">← </span><span>The SINGA Team</span></a><a class="docs-next button" href="/docs/3.1.0_Viet/wheel-cpu"><span>CPU only</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#lịch-sử-phát-triển">Lịch Sử Phát Triển</a></li><li><a href="#bản-quyền">Bản Quyền</a></li></ul></nav></div>< [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Viet/team-list"><span class="arrow-prev">← </span><span>The SINGA Team</span></a><a class="docs-next button" href="/docs/3.1.0_Viet/wheel-cpu"><span>CPU only</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#lịch-sử-phát-triển">Lịch Sử Phát Triển</a> [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Viet/how-to-release.html b/content/docs/3.1.0_Viet/how-to-release.html
index 1486d17..a10df7e 100644
--- a/content/docs/3.1.0_Viet/how-to-release.html
+++ b/content/docs/3.1.0_Viet/how-to-release.html
@@ -66,20 +66,26 @@
SINGA.</p>
<ol>
<li><p>Lựa chọn người quản lý cho việc phát hành. Người quản lý chịu trách nhiệm
-điều phối quá trình phát hành. Chữ ký của người quản lý (.asc) sẽ được tải lên cùng với
-bản phát hành. Nggười quản lý tạo KEY (RSA 4096-bit) và tải nó lên
-public key server. Để được tin cậy kết nối trên web, người quản lý cần các người dùng Apache khác
-chứng thực (signed) Key của mình. Anh ta trước tiên cần yêu cầu mentor giúp chứng thực key.
+điều phối quá trình phát hành. Chữ ký của người quản lý (.asc) sẽ được tải
+lên cùng với bản phát hành. Nggười quản lý tạo KEY (RSA 4096-bit) và tải nó
+lên public key server. Để được tin cậy kết nối trên web, người quản lý cần
+các người dùng Apache khác chứng thực (signed) Key của mình. Anh ta trước
+tiên cần yêu cầu mentor giúp chứng thực key.
<a href="http://www.apache.org/dev/release-signing.html">Cách tạo Key</a>?</p></li>
-<li><p>Kiểm tra bản quyền. <a href="https://www.apache.org/legal/src-headers.html#faq-docs">FAQ</a>;
+<li><p>Kiểm tra bản quyền.
+<a href="https://www.apache.org/legal/src-headers.html#faq-docs">FAQ</a>;
<a href="https://issues.apache.org/jira/projects/SINGA/issues/SINGA-447">Các bản SINGA đã phát hành</a></p>
<ul>
<li>Nền tảng code không bao gồm code của bên thứ 3 mà không tương thích với
APL;</li>
-<li>Các chương trình dependencies phải tương thích với APL. Các licenses giống với GNU là không tương thích;</li>
-<li>Các tệp tin nguồn viết bởi chúng tôi PHẢI bao gồm license header của Apache:
-<a href="http://www.apache.org/legal/src-headers.html">http://www.apache.org/legal/src-headers.html</a>. Chúng tôi cung cấp script để chạy header trên tất cả các tệp tin.</li>
-<li>Cập nhật tệp tin LICENSE. Nếu code có chứa mã code của một bên thứ 3 trong bản phát hành mà không phải APL, phải nêu rõ ở phần cuối của tập tin THÔNG BÁO.</li>
+<li>Các chương trình dependencies phải tương thích với APL. Các licenses giống
+với GNU là không tương thích;</li>
+<li>Các tệp tin nguồn viết bởi chúng tôi PHẢI bao gồm license header của
+Apache: <a href="http://www.apache.org/legal/src-headers.html">http://www.apache.org/legal/src-headers.html</a>. Chúng tôi cung cấp
+script để chạy header trên tất cả các tệp tin.</li>
+<li>Cập nhật tệp tin LICENSE. Nếu code có chứa mã code của một bên thứ 3 trong
+bản phát hành mà không phải APL, phải nêu rõ ở phần cuối của tập tin THÔNG
+BÁO.</li>
</ul></li>
<li><p>Nâng cấp phiên bản. Kiểm tra mã code và Tài liệu hướng dẫn</p>
<ul>
@@ -88,11 +94,18 @@ APL;</li>
<li>Gói chương trình Conda chạy không bị lỗi.</li>
<li>Tài liệu hướng dẫn trực tuyến trên trang web Apache là mới nhất.</li>
</ul></li>
-<li><p>Chuẩn bị tệp tin RELEASE_NOTES (Lưu ý phát hành). Bao gồm các mục, Giới thiệu, Tính năng nổi bật, Lỗi Bugs, (đường dẫn tới JIRA hoặc Github PR), Những thay đổi, Danh sách thư viện Dependency, Các vấn đề không tương thích. Làm theo
+<li><p>Chuẩn bị tệp tin RELEASE_NOTES (Lưu ý phát hành). Bao gồm các mục, Giới
+thiệu, Tính năng nổi bật, Lỗi Bugs, (đường dẫn tới JIRA hoặc Github PR),
+Những thay đổi, Danh sách thư viện Dependency, Các vấn đề không tương thích.
+Làm theo
<a href="http://commons.apache.org/proper/commons-digester/commons-digester-3.0/RELEASE-NOTES.txt">ví dụ</a>.</p></li>
<li><p>Gói các phiên bản phát hành. Bản phát hành cần được gói gọn thành:
-apache-singa-VERSION.tar.gz. Trong bản phát hành không nên chứa bất kì tệp tin dạng binary nào, bao gồm cả các tệp tin git. Tuy nhiên, các tệp CMake compilation dựa vào git tag để tạo số phiên bản; để bỏ qua dependency này, bạn cần cập nhật tệp tin CMakeLists.txt theo cách thủ công để tạo số phiên bản.</p>
-<pre><code class="hljs"># xoá các dòng sau
+apache-singa-VERSION.tar.gz. Trong bản phát hành không nên chứa bất kì tệp
+tin dạng binary nào, bao gồm cả các tệp tin git. Tuy nhiên, các tệp CMake
+compilation dựa vào git tag để tạo số phiên bản; để bỏ qua dependency này,
+bạn cần cập nhật tệp tin CMakeLists.txt theo cách thủ công để tạo số phiên
+bản.</p>
+<pre><code class="hljs"># xoá các dòng sau
include(GetGitRevisionDescription)
git_describe(VERSION --tags --dirty=-d)
<span class="hljs-type">string</span>(REGEX REPLACE <span class="hljs-string">"^([0-9]+)<span class="hljs-subst">\\</span>..*"</span> <span class="hljs-string">"<span class="hljs-subst">\\</span>1"</span> VERSION_MAJOR <span class="hljs-string">"${VERSION}"</span>)
@@ -107,10 +120,11 @@ SET(SINGA_MINOR_VERSION <span class="hljs-number">0</span>) # <span class="hljs
SET(SINGA_PATCH_VERSION <span class="hljs-number">0</span>) # <span class="hljs-number">0</span> - <span class="hljs-number">99</span>
</code></pre>
<p>Tải gói chương trình lên
-<a href="https://dist.apache.org/repos/dist/dev/singa/">stage repo</a>. Cần bao gồm các tệp tin tar,
-signature, KEY và tệp tin SHA256 checksum. Không sử dụng MD5. Xem chính sách tại
+<a href="https://dist.apache.org/repos/dist/dev/singa/">stage repo</a>. Cần bao gồm các
+tệp tin tar, signature, KEY và tệp tin SHA256 checksum. Không sử dụng MD5.
+Xem chính sách tại
<a href="http://www.apache.org/dev/release-distribution#sigs-and-sums">đây</a>. Thư mục
-stage cần bao gồm:</p>
+stage cần bao gồm:</p>
<ul>
<li>apache-singa-VERSION.tar.gz</li>
<li>apache-singa-VERSION.acs</li>
@@ -130,7 +144,7 @@ svn co https://dist.apache.org/repos/dist/dev/singa/
<span class="hljs-comment"># copy tệp tin KEYS từ singa repo sang thư mục này nếu không có</span>
cp ../../singa/KEYS .
mkdir VERSION
-<span class="hljs-comment"># copy tệp tin tar.gz </span>
+<span class="hljs-comment"># copy tệp tin tar.gz</span>
mv ../../apache-singa-VERSION.tar.gz VERSION/
<span class="hljs-built_in">cd</span> VERSION
sha512sum apache-singa-VERSION.tar.gz > apache-singa-VERSION.tar.gz.sha512
@@ -183,7 +197,7 @@ because...</p>
<pre><code class="hljs">
<span class="hljs-number">7</span>) Sau đó đợi í<span class="hljs-built_in">t</span> nhấ<span class="hljs-built_in">t</span> <span class="hljs-number">48</span> giờ để nhậ<span class="hljs-built_in">n</span> phả<span class="hljs-built_in">n</span> hồi. Bấ<span class="hljs-built_in">t</span> kì PMC, committer hay contributor
đều có thể kiểm tra các <span class="hljs-built_in">t</span>ính <span class="hljs-built_in">n</span>ăng trước khi phá<span class="hljs-built_in">t</span> hành, và đưa ra nhậ<span class="hljs-built_in">n</span> xét. Mọi người <span class="hljs-built_in">n</span>ê<span class="hljs-built_in">n</span> kiểm tra trước khi
-đưa ra vote +<span class="hljs-number">1</span>. <span class="hljs-built_in">N</span>ếu vote được thông qua, vui lòng gửi email kế<span class="hljs-built_in">t</span> quả. <span class="hljs-built_in">N</span>ếu không thì cầ<span class="hljs-built_in">n</span> lặp lại trình <span class="hljs-built_in">t</span>ự <span class="hljs-built_in">t</span>ừ đầu.
+đưa ra vote +<span class="hljs-number">1</span>. <span class="hljs-built_in">N</span>ếu vote được thông qua, vui lòng gửi email kế<span class="hljs-built_in">t</span> quả. <span class="hljs-built_in">N</span>ếu không thì cầ<span class="hljs-built_in">n</span> lặp lại trình <span class="hljs-built_in">t</span>ự <span class="hljs-built_in">t</span>ừ đầu.
</code></pre>
<p>To: <a href="mailto:dev@singa.apache.org">dev@singa.apache.org</a> Subject: [RESULT][vote] Release apache-singa-X.Y.Z
@@ -200,9 +214,9 @@ passed.</p>
[<span class="hljs-string">phân bổ</span>](<span class="hljs-link">http://www.apache.org/dev/release-publishing.html#distribution</span>)
tới https://dist.apache.org/repos/dist/release/singa/.
-9) Cập nhật trang Tải (Download) trên website SINGA. Tệp tin tar.gz PHẢI được tải từ mirror, sử dụng closer.cgi script; các tạo tác khác PHẢI được tải từ trang chủ Apache. Xem chi tiết tại
+9) Cập nhật trang Tải (Download) trên website SINGA. Tệp tin tar.gz PHẢI được tải từ mirror, sử dụng closer.cgi script; các tạo tác khác PHẢI được tải từ trang chủ Apache. Xem chi tiết tại
[<span class="hljs-string">đây</span>](<span class="hljs-link">http://www.apache.org/dev/release-download-pages.html</span>). Một vài nhận xét chúng tôi nhận được trong các đợt phát hành trước: "Trang Tải chỉ nên được dẫn tới các bản phát hành chính thức, vì vậy phải bao gồm đường dẫn tới GitHub.", "Đường dẫn tới KEYS, sigs và
-hashes không nên sử dụng dist.apache.org; mà nên dùng
+hashes không nên sử dụng dist.apache.org; mà nên dùng
https://www.apache.org/dist/singa/...;", "Và bạn chỉ cần một đường dẫn tới KEYS,
và cần có hướng dẫn cách sử dụng KEYS + sig hay hash để chứng thực hoàn tất việc tải."
@@ -226,7 +240,7 @@ và cần có hướng dẫn cách sử dụng KEYS + sig hay hash để chứng
On behalf of the SINGA team, {SINGA Team Member Name}
<span class="hljs-code">```</span>
</code></pre>
-</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Viet/contribute-docs"><span class="arrow-prev">← </span><span>How to Contribute to Documentation</span></a><a class="docs-next button" href="/docs/3.1.0_Viet/git-workflow"><span>Git Workflow</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src= [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 5/1/2021</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Viet/contribute-docs"><span class="arrow-prev">← </span><span>How to Contribute to Documentation</span></a><a class="docs-next button" href="/docs/3.1.0_Viet/git-workflow"><span>Git Workflow</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="foote [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Viet/how-to-release/index.html b/content/docs/3.1.0_Viet/how-to-release/index.html
index 1486d17..a10df7e 100644
--- a/content/docs/3.1.0_Viet/how-to-release/index.html
+++ b/content/docs/3.1.0_Viet/how-to-release/index.html
@@ -66,20 +66,26 @@
SINGA.</p>
<ol>
<li><p>Lựa chọn người quản lý cho việc phát hành. Người quản lý chịu trách nhiệm
-điều phối quá trình phát hành. Chữ ký của người quản lý (.asc) sẽ được tải lên cùng với
-bản phát hành. Nggười quản lý tạo KEY (RSA 4096-bit) và tải nó lên
-public key server. Để được tin cậy kết nối trên web, người quản lý cần các người dùng Apache khác
-chứng thực (signed) Key của mình. Anh ta trước tiên cần yêu cầu mentor giúp chứng thực key.
+điều phối quá trình phát hành. Chữ ký của người quản lý (.asc) sẽ được tải
+lên cùng với bản phát hành. Nggười quản lý tạo KEY (RSA 4096-bit) và tải nó
+lên public key server. Để được tin cậy kết nối trên web, người quản lý cần
+các người dùng Apache khác chứng thực (signed) Key của mình. Anh ta trước
+tiên cần yêu cầu mentor giúp chứng thực key.
<a href="http://www.apache.org/dev/release-signing.html">Cách tạo Key</a>?</p></li>
-<li><p>Kiểm tra bản quyền. <a href="https://www.apache.org/legal/src-headers.html#faq-docs">FAQ</a>;
+<li><p>Kiểm tra bản quyền.
+<a href="https://www.apache.org/legal/src-headers.html#faq-docs">FAQ</a>;
<a href="https://issues.apache.org/jira/projects/SINGA/issues/SINGA-447">Các bản SINGA đã phát hành</a></p>
<ul>
<li>Nền tảng code không bao gồm code của bên thứ 3 mà không tương thích với
APL;</li>
-<li>Các chương trình dependencies phải tương thích với APL. Các licenses giống với GNU là không tương thích;</li>
-<li>Các tệp tin nguồn viết bởi chúng tôi PHẢI bao gồm license header của Apache:
-<a href="http://www.apache.org/legal/src-headers.html">http://www.apache.org/legal/src-headers.html</a>. Chúng tôi cung cấp script để chạy header trên tất cả các tệp tin.</li>
-<li>Cập nhật tệp tin LICENSE. Nếu code có chứa mã code của một bên thứ 3 trong bản phát hành mà không phải APL, phải nêu rõ ở phần cuối của tập tin THÔNG BÁO.</li>
+<li>Các chương trình dependencies phải tương thích với APL. Các licenses giống
+với GNU là không tương thích;</li>
+<li>Các tệp tin nguồn viết bởi chúng tôi PHẢI bao gồm license header của
+Apache: <a href="http://www.apache.org/legal/src-headers.html">http://www.apache.org/legal/src-headers.html</a>. Chúng tôi cung cấp
+script để chạy header trên tất cả các tệp tin.</li>
+<li>Cập nhật tệp tin LICENSE. Nếu code có chứa mã code của một bên thứ 3 trong
+bản phát hành mà không phải APL, phải nêu rõ ở phần cuối của tập tin THÔNG
+BÁO.</li>
</ul></li>
<li><p>Nâng cấp phiên bản. Kiểm tra mã code và Tài liệu hướng dẫn</p>
<ul>
@@ -88,11 +94,18 @@ APL;</li>
<li>Gói chương trình Conda chạy không bị lỗi.</li>
<li>Tài liệu hướng dẫn trực tuyến trên trang web Apache là mới nhất.</li>
</ul></li>
-<li><p>Chuẩn bị tệp tin RELEASE_NOTES (Lưu ý phát hành). Bao gồm các mục, Giới thiệu, Tính năng nổi bật, Lỗi Bugs, (đường dẫn tới JIRA hoặc Github PR), Những thay đổi, Danh sách thư viện Dependency, Các vấn đề không tương thích. Làm theo
+<li><p>Chuẩn bị tệp tin RELEASE_NOTES (Lưu ý phát hành). Bao gồm các mục, Giới
+thiệu, Tính năng nổi bật, Lỗi Bugs, (đường dẫn tới JIRA hoặc Github PR),
+Những thay đổi, Danh sách thư viện Dependency, Các vấn đề không tương thích.
+Làm theo
<a href="http://commons.apache.org/proper/commons-digester/commons-digester-3.0/RELEASE-NOTES.txt">ví dụ</a>.</p></li>
<li><p>Gói các phiên bản phát hành. Bản phát hành cần được gói gọn thành:
-apache-singa-VERSION.tar.gz. Trong bản phát hành không nên chứa bất kì tệp tin dạng binary nào, bao gồm cả các tệp tin git. Tuy nhiên, các tệp CMake compilation dựa vào git tag để tạo số phiên bản; để bỏ qua dependency này, bạn cần cập nhật tệp tin CMakeLists.txt theo cách thủ công để tạo số phiên bản.</p>
-<pre><code class="hljs"># xoá các dòng sau
+apache-singa-VERSION.tar.gz. Trong bản phát hành không nên chứa bất kì tệp
+tin dạng binary nào, bao gồm cả các tệp tin git. Tuy nhiên, các tệp CMake
+compilation dựa vào git tag để tạo số phiên bản; để bỏ qua dependency này,
+bạn cần cập nhật tệp tin CMakeLists.txt theo cách thủ công để tạo số phiên
+bản.</p>
+<pre><code class="hljs"># xoá các dòng sau
include(GetGitRevisionDescription)
git_describe(VERSION --tags --dirty=-d)
<span class="hljs-type">string</span>(REGEX REPLACE <span class="hljs-string">"^([0-9]+)<span class="hljs-subst">\\</span>..*"</span> <span class="hljs-string">"<span class="hljs-subst">\\</span>1"</span> VERSION_MAJOR <span class="hljs-string">"${VERSION}"</span>)
@@ -107,10 +120,11 @@ SET(SINGA_MINOR_VERSION <span class="hljs-number">0</span>) # <span class="hljs
SET(SINGA_PATCH_VERSION <span class="hljs-number">0</span>) # <span class="hljs-number">0</span> - <span class="hljs-number">99</span>
</code></pre>
<p>Tải gói chương trình lên
-<a href="https://dist.apache.org/repos/dist/dev/singa/">stage repo</a>. Cần bao gồm các tệp tin tar,
-signature, KEY và tệp tin SHA256 checksum. Không sử dụng MD5. Xem chính sách tại
+<a href="https://dist.apache.org/repos/dist/dev/singa/">stage repo</a>. Cần bao gồm các
+tệp tin tar, signature, KEY và tệp tin SHA256 checksum. Không sử dụng MD5.
+Xem chính sách tại
<a href="http://www.apache.org/dev/release-distribution#sigs-and-sums">đây</a>. Thư mục
-stage cần bao gồm:</p>
+stage cần bao gồm:</p>
<ul>
<li>apache-singa-VERSION.tar.gz</li>
<li>apache-singa-VERSION.acs</li>
@@ -130,7 +144,7 @@ svn co https://dist.apache.org/repos/dist/dev/singa/
<span class="hljs-comment"># copy tệp tin KEYS từ singa repo sang thư mục này nếu không có</span>
cp ../../singa/KEYS .
mkdir VERSION
-<span class="hljs-comment"># copy tệp tin tar.gz </span>
+<span class="hljs-comment"># copy tệp tin tar.gz</span>
mv ../../apache-singa-VERSION.tar.gz VERSION/
<span class="hljs-built_in">cd</span> VERSION
sha512sum apache-singa-VERSION.tar.gz > apache-singa-VERSION.tar.gz.sha512
@@ -183,7 +197,7 @@ because...</p>
<pre><code class="hljs">
<span class="hljs-number">7</span>) Sau đó đợi í<span class="hljs-built_in">t</span> nhấ<span class="hljs-built_in">t</span> <span class="hljs-number">48</span> giờ để nhậ<span class="hljs-built_in">n</span> phả<span class="hljs-built_in">n</span> hồi. Bấ<span class="hljs-built_in">t</span> kì PMC, committer hay contributor
đều có thể kiểm tra các <span class="hljs-built_in">t</span>ính <span class="hljs-built_in">n</span>ăng trước khi phá<span class="hljs-built_in">t</span> hành, và đưa ra nhậ<span class="hljs-built_in">n</span> xét. Mọi người <span class="hljs-built_in">n</span>ê<span class="hljs-built_in">n</span> kiểm tra trước khi
-đưa ra vote +<span class="hljs-number">1</span>. <span class="hljs-built_in">N</span>ếu vote được thông qua, vui lòng gửi email kế<span class="hljs-built_in">t</span> quả. <span class="hljs-built_in">N</span>ếu không thì cầ<span class="hljs-built_in">n</span> lặp lại trình <span class="hljs-built_in">t</span>ự <span class="hljs-built_in">t</span>ừ đầu.
+đưa ra vote +<span class="hljs-number">1</span>. <span class="hljs-built_in">N</span>ếu vote được thông qua, vui lòng gửi email kế<span class="hljs-built_in">t</span> quả. <span class="hljs-built_in">N</span>ếu không thì cầ<span class="hljs-built_in">n</span> lặp lại trình <span class="hljs-built_in">t</span>ự <span class="hljs-built_in">t</span>ừ đầu.
</code></pre>
<p>To: <a href="mailto:dev@singa.apache.org">dev@singa.apache.org</a> Subject: [RESULT][vote] Release apache-singa-X.Y.Z
@@ -200,9 +214,9 @@ passed.</p>
[<span class="hljs-string">phân bổ</span>](<span class="hljs-link">http://www.apache.org/dev/release-publishing.html#distribution</span>)
tới https://dist.apache.org/repos/dist/release/singa/.
-9) Cập nhật trang Tải (Download) trên website SINGA. Tệp tin tar.gz PHẢI được tải từ mirror, sử dụng closer.cgi script; các tạo tác khác PHẢI được tải từ trang chủ Apache. Xem chi tiết tại
+9) Cập nhật trang Tải (Download) trên website SINGA. Tệp tin tar.gz PHẢI được tải từ mirror, sử dụng closer.cgi script; các tạo tác khác PHẢI được tải từ trang chủ Apache. Xem chi tiết tại
[<span class="hljs-string">đây</span>](<span class="hljs-link">http://www.apache.org/dev/release-download-pages.html</span>). Một vài nhận xét chúng tôi nhận được trong các đợt phát hành trước: "Trang Tải chỉ nên được dẫn tới các bản phát hành chính thức, vì vậy phải bao gồm đường dẫn tới GitHub.", "Đường dẫn tới KEYS, sigs và
-hashes không nên sử dụng dist.apache.org; mà nên dùng
+hashes không nên sử dụng dist.apache.org; mà nên dùng
https://www.apache.org/dist/singa/...;", "Và bạn chỉ cần một đường dẫn tới KEYS,
và cần có hướng dẫn cách sử dụng KEYS + sig hay hash để chứng thực hoàn tất việc tải."
@@ -226,7 +240,7 @@ và cần có hướng dẫn cách sử dụng KEYS + sig hay hash để chứng
On behalf of the SINGA team, {SINGA Team Member Name}
<span class="hljs-code">```</span>
</code></pre>
-</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Viet/contribute-docs"><span class="arrow-prev">← </span><span>How to Contribute to Documentation</span></a><a class="docs-next button" href="/docs/3.1.0_Viet/git-workflow"><span>Git Workflow</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src= [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 5/1/2021</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Viet/contribute-docs"><span class="arrow-prev">← </span><span>How to Contribute to Documentation</span></a><a class="docs-next button" href="/docs/3.1.0_Viet/git-workflow"><span>Git Workflow</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="foote [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Viet/install-win.html b/content/docs/3.1.0_Viet/install-win.html
index ddb171e..f486ec2 100644
--- a/content/docs/3.1.0_Viet/install-win.html
+++ b/content/docs/3.1.0_Viet/install-win.html
@@ -5,59 +5,60 @@
)
});
</script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0_Viet</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-i [...]
-<p>Quá trình cài đặt SINGA từ nguồn sử dụng Microsoft Windows bao gồm bốn bước:
-cài đặt thư viện dependencies, cài SINGA từ nguồn, (không bắt buộc) cài đặt python module
-và (không bắt buộc) chạy thử unit tests.</p>
+<p>Quá trình cài đặt SINGA từ nguồn sử dụng Microsoft Windows bao gồm bốn bước: cài
+đặt thư viện dependencies, cài SINGA từ nguồn, (không bắt buộc) cài đặt python
+module và (không bắt buộc) chạy thử unit tests.</p>
<h2><a class="anchor" aria-hidden="true" id="cài-đặt-thư-viện-dependencies"></a><a href="#cài-đặt-thư-viện-dependencies" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 [...]
<p>Bạn có thể tạo một thư mục để cài đặt thư viện dependencies.</p>
<p>Các thư viện dependencies bao gồm:</p>
<ul>
<li><p>Compiler và IDE</p>
<ul>
... 7047 lines suppressed ...