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Posted to commits@tvm.apache.org by tq...@apache.org on 2024/03/26 01:32:38 UTC
(tvm-site) branch asf-site updated: deploying docs (apache/tvm@b2204ae6988c7745ea9736340ccd900bc21ae821)
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tqchen pushed a commit to branch asf-site
in repository https://gitbox.apache.org/repos/asf/tvm-site.git
The following commit(s) were added to refs/heads/asf-site by this push:
new b653d030cc deploying docs (apache/tvm@b2204ae6988c7745ea9736340ccd900bc21ae821)
b653d030cc is described below
commit b653d030cc1bca334a2a585e12ae935e6113ce83
Author: tvm-bot <95...@users.noreply.github.com>
AuthorDate: Tue Mar 26 01:32:29 2024 +0000
deploying docs (apache/tvm@b2204ae6988c7745ea9736340ccd900bc21ae821)
---
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468 files changed, 15505 insertions(+), 15414 deletions(-)
diff --git a/docs/_sources/how_to/compile_models/from_darknet.rst.txt b/docs/_sources/how_to/compile_models/from_darknet.rst.txt
index 8f6840ea94..4e8e158758 100644
--- a/docs/_sources/how_to/compile_models/from_darknet.rst.txt
+++ b/docs/_sources/how_to/compile_models/from_darknet.rst.txt
@@ -318,7 +318,7 @@ The process is no different from other examples.
.. rst-class:: sphx-glr-timing
- **Total running time of the script:** ( 1 minutes 37.768 seconds)
+ **Total running time of the script:** ( 1 minutes 34.060 seconds)
.. _sphx_glr_download_how_to_compile_models_from_darknet.py:
diff --git a/docs/_sources/how_to/compile_models/from_oneflow.rst.txt b/docs/_sources/how_to/compile_models/from_oneflow.rst.txt
index 884ab81cf5..1353beef45 100644
--- a/docs/_sources/how_to/compile_models/from_oneflow.rst.txt
+++ b/docs/_sources/how_to/compile_models/from_oneflow.rst.txt
@@ -121,7 +121,7 @@ Load a pretrained OneFlow model and save model
.. code-block:: none
Downloading: "https://oneflow-public.oss-cn-beijing.aliyuncs.com/model_zoo/flowvision/classification/ResNet/resnet18.zip" to /workspace/.oneflow/flowvision_cache/resnet18.zip
- 0%| | 0.00/41.5M [00:00<?, ?B/s] 19%|#9 | 7.99M/41.5M [00:00<00:00, 52.3MB/s] 39%|###8 | 16.0M/41.5M [00:00<00:00, 50.9MB/s] 54%|#####3 | 22.3M/41.5M [00:00<00:00, 41.1MB/s] 64%|######3 | 26.4M/41.5M [00:00<00:00, 38.4MB/s] 77%|#######7 | 32.0M/41.5M [00:00<00:00, 41.1MB/s] 96%|#########6| 40.0M/41.5M [00:00<00:00, 46.7MB/s] 100%|##########| 41.5M/41.5M [00:00<00:00, 46.2MB/s]
+ 0%| | 0.00/41.5M [00:00<?, ?B/s] 15%|#5 | 6.33M/41.5M [00:00<00:00, 52.4MB/s] 27%|##7 | 11.3M/41.5M [00:00<00:00, 48.3MB/s] 38%|###8 | 15.9M/41.5M [00:00<00:00, 30.6MB/s] 49%|####9 | 20.4M/41.5M [00:00<00:00, 35.0MB/s] 58%|#####8 | 24.2M/41.5M [00:00<00:00, 23.0MB/s] 77%|#######7 | 32.0M/41.5M [00:00<00:00, 34.3MB/s] 92%|#########2| 38.3M/41.5M [00:01<00:00, 35.5MB/s] 100%|##########| 41.5M/41.5M [00:01<00:00, 35.3MB/s]
diff --git a/docs/_sources/how_to/compile_models/from_paddle.rst.txt b/docs/_sources/how_to/compile_models/from_paddle.rst.txt
index dbee5cfcf0..8df75c9e33 100644
--- a/docs/_sources/how_to/compile_models/from_paddle.rst.txt
+++ b/docs/_sources/how_to/compile_models/from_paddle.rst.txt
@@ -207,11 +207,6 @@ Look up prediction top 1 index in 1000 class synset.
-.. rst-class:: sphx-glr-timing
-
- **Total running time of the script:** ( 1 minutes 4.862 seconds)
-
-
.. _sphx_glr_download_how_to_compile_models_from_paddle.py:
.. only:: html
diff --git a/docs/_sources/how_to/compile_models/from_pytorch.rst.txt b/docs/_sources/how_to/compile_models/from_pytorch.rst.txt
index ed585c6ba0..20118e50bb 100644
--- a/docs/_sources/how_to/compile_models/from_pytorch.rst.txt
+++ b/docs/_sources/how_to/compile_models/from_pytorch.rst.txt
@@ -101,7 +101,7 @@ Load a pretrained PyTorch model
/venv/apache-tvm-py3.8/lib/python3.8/site-packages/torchvision/models/_utils.py:223: UserWarning: Arguments other than a weight enum or `None` for 'weights' are deprecated since 0.13 and may be removed in the future. The current behavior is equivalent to passing `weights=ResNet18_Weights.IMAGENET1K_V1`. You can also use `weights=ResNet18_Weights.DEFAULT` to get the most up-to-date weights.
warnings.warn(msg)
Downloading: "https://download.pytorch.org/models/resnet18-f37072fd.pth" to /workspace/.cache/torch/hub/checkpoints/resnet18-f37072fd.pth
- 0%| | 0.00/44.7M [00:00<?, ?B/s] 18%|#7 | 7.99M/44.7M [00:00<00:00, 61.9MB/s] 36%|###5 | 16.0M/44.7M [00:00<00:00, 54.2MB/s] 67%|######6 | 29.9M/44.7M [00:00<00:00, 86.4MB/s] 87%|########7 | 39.1M/44.7M [00:00<00:00, 71.0MB/s] 100%|##########| 44.7M/44.7M [00:00<00:00, 70.0MB/s]
+ 0%| | 0.00/44.7M [00:00<?, ?B/s] 5%|4 | 2.05M/44.7M [00:00<00:02, 18.4MB/s] 18%|#7 | 7.99M/44.7M [00:00<00:00, 39.2MB/s] 36%|###5 | 16.0M/44.7M [00:00<00:00, 45.5MB/s] 54%|#####3 | 24.0M/44.7M [00:00<00:00, 50.2MB/s] 72%|#######1 | 32.0M/44.7M [00:00<00:00, 49.4MB/s] 90%|########9 | 40.0M/44.7M [00:00<00:00, 52.5MB/s] 100%|##########| 44.7M/44.7M [00:00<00:00, 47.5MB/s]
diff --git a/docs/_sources/how_to/compile_models/from_tensorflow.rst.txt b/docs/_sources/how_to/compile_models/from_tensorflow.rst.txt
index 8596d15fba..961d444e03 100644
--- a/docs/_sources/how_to/compile_models/from_tensorflow.rst.txt
+++ b/docs/_sources/how_to/compile_models/from_tensorflow.rst.txt
@@ -430,7 +430,7 @@ Run the corresponding model on tensorflow
.. rst-class:: sphx-glr-timing
- **Total running time of the script:** ( 1 minutes 35.187 seconds)
+ **Total running time of the script:** ( 1 minutes 28.643 seconds)
.. _sphx_glr_download_how_to_compile_models_from_tensorflow.py:
diff --git a/docs/_sources/how_to/compile_models/sg_execution_times.rst.txt b/docs/_sources/how_to/compile_models/sg_execution_times.rst.txt
index 43a9fdfe89..9c51c20f7f 100644
--- a/docs/_sources/how_to/compile_models/sg_execution_times.rst.txt
+++ b/docs/_sources/how_to/compile_models/sg_execution_times.rst.txt
@@ -5,24 +5,24 @@
Computation times
=================
-**06:54.933** total execution time for **how_to_compile_models** files:
+**06:30.993** total execution time for **how_to_compile_models** files:
+-----------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_how_to_compile_models_from_darknet.py` (``from_darknet.py``) | 01:37.768 | 0.0 MB |
+| :ref:`sphx_glr_how_to_compile_models_from_darknet.py` (``from_darknet.py``) | 01:34.060 | 0.0 MB |
+-----------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_how_to_compile_models_from_tensorflow.py` (``from_tensorflow.py``) | 01:35.187 | 0.0 MB |
+| :ref:`sphx_glr_how_to_compile_models_from_tensorflow.py` (``from_tensorflow.py``) | 01:28.643 | 0.0 MB |
+-----------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_how_to_compile_models_from_paddle.py` (``from_paddle.py``) | 01:04.862 | 0.0 MB |
+| :ref:`sphx_glr_how_to_compile_models_from_paddle.py` (``from_paddle.py``) | 00:58.952 | 0.0 MB |
+-----------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_how_to_compile_models_from_oneflow.py` (``from_oneflow.py``) | 00:45.875 | 0.0 MB |
+| :ref:`sphx_glr_how_to_compile_models_from_oneflow.py` (``from_oneflow.py``) | 00:42.158 | 0.0 MB |
+-----------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_how_to_compile_models_from_coreml.py` (``from_coreml.py``) | 00:39.992 | 0.0 MB |
+| :ref:`sphx_glr_how_to_compile_models_from_coreml.py` (``from_coreml.py``) | 00:37.058 | 0.0 MB |
+-----------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_how_to_compile_models_from_pytorch.py` (``from_pytorch.py``) | 00:29.494 | 0.0 MB |
+| :ref:`sphx_glr_how_to_compile_models_from_pytorch.py` (``from_pytorch.py``) | 00:27.701 | 0.0 MB |
+-----------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_how_to_compile_models_from_keras.py` (``from_keras.py``) | 00:28.004 | 0.0 MB |
+| :ref:`sphx_glr_how_to_compile_models_from_keras.py` (``from_keras.py``) | 00:27.165 | 0.0 MB |
+-----------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_how_to_compile_models_from_tflite.py` (``from_tflite.py``) | 00:10.801 | 0.0 MB |
+| :ref:`sphx_glr_how_to_compile_models_from_tflite.py` (``from_tflite.py``) | 00:12.474 | 0.0 MB |
+-----------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_how_to_compile_models_from_onnx.py` (``from_onnx.py``) | 00:02.951 | 0.0 MB |
+| :ref:`sphx_glr_how_to_compile_models_from_onnx.py` (``from_onnx.py``) | 00:02.782 | 0.0 MB |
+-----------------------------------------------------------------------------------+-----------+--------+
diff --git a/docs/_sources/how_to/deploy_models/deploy_model_on_adreno.rst.txt b/docs/_sources/how_to/deploy_models/deploy_model_on_adreno.rst.txt
index 2d2cd27b13..3cfaa4abfd 100644
--- a/docs/_sources/how_to/deploy_models/deploy_model_on_adreno.rst.txt
+++ b/docs/_sources/how_to/deploy_models/deploy_model_on_adreno.rst.txt
@@ -673,7 +673,7 @@ well as provides information about the model's performance
Evaluate inference time cost...
Execution time summary:
mean (ms) median (ms) max (ms) min (ms) std (ms)
- 4124.2011 4124.0746 4127.4333 4122.1314 1.8444
+ 3992.9270 3992.7420 3994.4361 3991.4240 1.0967
@@ -681,7 +681,7 @@ well as provides information about the model's performance
.. rst-class:: sphx-glr-timing
- **Total running time of the script:** ( 1 minutes 21.096 seconds)
+ **Total running time of the script:** ( 1 minutes 17.208 seconds)
.. _sphx_glr_download_how_to_deploy_models_deploy_model_on_adreno.py:
diff --git a/docs/_sources/how_to/deploy_models/deploy_model_on_adreno_tvmc.rst.txt b/docs/_sources/how_to/deploy_models/deploy_model_on_adreno_tvmc.rst.txt
index 9a6eaac607..65047846e4 100644
--- a/docs/_sources/how_to/deploy_models/deploy_model_on_adreno_tvmc.rst.txt
+++ b/docs/_sources/how_to/deploy_models/deploy_model_on_adreno_tvmc.rst.txt
@@ -127,7 +127,7 @@ Make a Keras Resnet50 Model
.. code-block:: none
Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/resnet/resnet50_weights_tf_dim_ordering_tf_kernels.h5
- 8192/102967424 [..............................] - ETA: 0s 8380416/102967424 [=>............................] - ETA: 1s 15024128/102967424 [===>..........................] - ETA: 1s 16769024/102967424 [===>..........................] - ETA: 1s 18964480/102967424 [====>.........................] - ETA: 1s 25157632/102967424 [======>.......................] - ETA: 1s 33546240/102967424 [========>.....................] - ETA: 1s 41934848/102967424 [===========>..................] - ETA: 0s
50323456/102967424 [=============>................] - ETA: 0s 53010432/102967424 [==============>...............] - ETA: 0s 58712064/102967424 [================>.............] - ETA: 0s 60907520/102967424 [================>.............] - ETA: 0s 67100672/102967424 [==================>...........] - ETA: 0s 74227712/102967424 [====================>.........] - ETA: 0s 75489280/102967424 [====================>.........] - ETA: 0s 83877888/102967424 [=======================>......] -
ETA: 0s 86073344/102967424 [========================>.....] - ETA: 0s 90628096/102967424 [=========================>....] - ETA: 0s 92266496/102967424 [=========================>....] - ETA: 0s 100646912/102967424 [============================>.] - ETA: 0s 102850560/102967424 [============================>.] - ETA: 0s 102967424/102967424 [==============================] - 2s 0us/step
+ 8192/102967424 [..............................] - ETA: 0s 8380416/102967424 [=>............................] - ETA: 2s 10731520/102967424 [==>...........................] - ETA: 1s 16769024/102967424 [===>..........................] - ETA: 2s 23158784/102967424 [=====>........................] - ETA: 1s 25157632/102967424 [======>.......................] - ETA: 1s 33546240/102967424 [========>.....................] - ETA: 1s 40189952/102967424 [==========>...................] - ETA: 1s
41934848/102967424 [===========>..................] - ETA: 1s 50323456/102967424 [=============>................] - ETA: 1s 56967168/102967424 [===============>..............] - ETA: 1s 58712064/102967424 [================>.............] - ETA: 1s 65355776/102967424 [==================>...........] - ETA: 0s 67100672/102967424 [==================>...........] - ETA: 0s 69296128/102967424 [===================>..........] - ETA: 0s 73744384/102967424 [====================>.........] -
ETA: 0s 75489280/102967424 [====================>.........] - ETA: 0s 75628544/102967424 [=====================>........] - ETA: 0s 82124800/102967424 [======================>.......] - ETA: 0s 83877888/102967424 [=======================>......] - ETA: 0s 92266496/102967424 [=========================>....] - ETA: 0s 98910208/102967424 [===========================>..] - ETA: 0s 100646912/102967424 [============================>.] - ETA: 0s 102850560/102967424
[============================>.] - ETA: 0s 102967424/102967424 [==============================] - 3s 0us/step
diff --git a/docs/_sources/how_to/deploy_models/deploy_model_on_android.rst.txt b/docs/_sources/how_to/deploy_models/deploy_model_on_android.rst.txt
index ce9f165a48..011424193b 100644
--- a/docs/_sources/how_to/deploy_models/deploy_model_on_android.rst.txt
+++ b/docs/_sources/how_to/deploy_models/deploy_model_on_android.rst.txt
@@ -437,7 +437,7 @@ Execute on TVM
Evaluate inference time cost...
Execution time summary:
mean (ms) median (ms) max (ms) min (ms) std (ms)
- 16.3471 16.1218 17.0181 15.8422 0.4472
+ 14.0667 14.0262 14.7313 13.8267 0.2386
diff --git a/docs/_sources/how_to/deploy_models/deploy_object_detection_pytorch.rst.txt b/docs/_sources/how_to/deploy_models/deploy_object_detection_pytorch.rst.txt
index 590af643ee..3f884f59f8 100644
--- a/docs/_sources/how_to/deploy_models/deploy_object_detection_pytorch.rst.txt
+++ b/docs/_sources/how_to/deploy_models/deploy_object_detection_pytorch.rst.txt
@@ -130,7 +130,7 @@ Load pre-trained maskrcnn from torchvision and do tracing
/venv/apache-tvm-py3.8/lib/python3.8/site-packages/torchvision/models/_utils.py:223: UserWarning: Arguments other than a weight enum or `None` for 'weights' are deprecated since 0.13 and may be removed in the future. The current behavior is equivalent to passing `weights=MaskRCNN_ResNet50_FPN_Weights.COCO_V1`. You can also use `weights=MaskRCNN_ResNet50_FPN_Weights.DEFAULT` to get the most up-to-date weights.
warnings.warn(msg)
Downloading: "https://download.pytorch.org/models/maskrcnn_resnet50_fpn_coco-bf2d0c1e.pth" to /workspace/.cache/torch/hub/checkpoints/maskrcnn_resnet50_fpn_coco-bf2d0c1e.pth
- 0%| | 0.00/170M [00:00<?, ?B/s] 5%|4 | 7.68M/170M [00:00<00:02, 80.5MB/s] 9%|9 | 15.4M/170M [00:00<00:04, 33.8MB/s] 12%|#1 | 19.9M/170M [00:00<00:04, 36.0MB/s] 17%|#7 | 29.6M/170M [00:00<00:02, 53.4MB/s] 21%|##1 | 36.0M/170M [00:00<00:03, 45.2MB/s] 24%|##4 | 41.2M/170M [00:00<00:02, 47.2MB/s] 28%|##8 | 48.0M/170M [00:01<00:02, 52.7MB/s] 33%|###2 | 56.0M/170M [00:01<00:02, 57.8MB/s] 38%|###7 | 64.0M/170M [00:01<00:01, 56.3MB/s] 42%|####2 | 72.0M/170M [00:01<00:01, 62.7MB/s] 48%|####8 | 82.1M/170M [00:01<00:01, 72.1MB/s] 53%|#####2 | 89.3M/170M [00:01<00:01, 63.8MB/s] 57%|#####6 | 96.0M/170M [00:01<00:01, 56.5MB/s] 60%|#####9 | 102M/170M [00:01<00:01, 56.0MB/s] 63%|######3 | 107M/170M [00:02<00:01, 49.1MB/s] 66%|######6 | 112M/170M [00:02<00:01, 39.8MB/s] 71%|####### | 120M/170M [00:02<00:01, 46.8MB/s]
76%|#######5 | 128M/170M [00:02<00:00, 56.0MB/s] 80%|######## | 136M/170M [00:02<00:00, 53.1MB/s] 87%|########6 | 147M/170M [00:02<00:00, 68.4MB/s] 91%|#########1| 155M/170M [00:02<00:00, 59.8MB/s] 95%|#########4| 161M/170M [00:03<00:00, 45.7MB/s] 99%|#########8| 168M/170M [00:03<00:00, 48.6MB/s] 100%|##########| 170M/170M [00:03<00:00, 52.6MB/s]
+ 0%| | 0.00/170M [00:00<?, ?B/s] 5%|4 | 7.99M/170M [00:00<00:03, 50.3MB/s] 8%|8 | 14.3M/170M [00:00<00:03, 52.2MB/s] 11%|#1 | 19.3M/170M [00:00<00:03, 47.6MB/s] 14%|#4 | 24.0M/170M [00:00<00:03, 40.2MB/s] 18%|#7 | 30.3M/170M [00:00<00:03, 44.5MB/s] 20%|## | 34.6M/170M [00:00<00:03, 42.9MB/s] 24%|##3 | 40.0M/170M [00:00<00:03, 41.3MB/s] 27%|##7 | 46.3M/170M [00:01<00:03, 36.1MB/s] 29%|##9 | 49.9M/170M [00:01<00:03, 31.9MB/s] 33%|###2 | 56.0M/170M [00:01<00:03, 34.7MB/s] 38%|###7 | 64.0M/170M [00:01<00:02, 37.4MB/s] 43%|####2 | 72.8M/170M [00:01<00:02, 48.4MB/s] 47%|####6 | 79.8M/170M [00:01<00:01, 54.0MB/s] 50%|##### | 85.5M/170M [00:02<00:01, 50.6MB/s] 53%|#####3 | 90.7M/170M [00:02<00:02, 40.0MB/s] 56%|#####5 | 95.1M/170M [00:02<00:02, 36.6MB/s] 60%|###### | 102M/170M [00:02<00:01, 36.8MB/s
] 62%|######2 | 106M/170M [00:02<00:01, 36.0MB/s] 66%|######5 | 112M/170M [00:03<00:02, 30.3MB/s] 71%|####### | 120M/170M [00:03<00:01, 35.0MB/s] 74%|#######4 | 126M/170M [00:03<00:01, 39.2MB/s] 77%|#######6 | 130M/170M [00:03<00:01, 36.2MB/s] 80%|######## | 136M/170M [00:03<00:01, 34.6MB/s] 85%|########4 | 144M/170M [00:03<00:00, 41.5MB/s] 88%|########8 | 150M/170M [00:03<00:00, 41.3MB/s] 91%|######### | 154M/170M [00:04<00:00, 35.5MB/s] 93%|#########3| 158M/170M [00:04<00:00, 32.3MB/s] 95%|#########5| 161M/170M [00:04<00:00, 26.6MB/s] 98%|#########7| 166M/170M [00:04<00:00, 29.5MB/s] 100%|#########9| 169M/170M [00:04<00:00, 29.7MB/s] 100%|##########| 170M/170M [00:04<00:00, 37.5MB/s]
/venv/apache-tvm-py3.8/lib/python3.8/site-packages/torch/nn/functional.py:3912: UserWarning: To copy construct from a tensor, it is recommended to use sourceTensor.clone().detach() or sourceTensor.clone().detach().requires_grad_(True), rather than torch.tensor(sourceTensor).
(torch.floor((input.size(i + 2).float() * torch.tensor(scale_factors[i], dtype=torch.float32)).float()))
/venv/apache-tvm-py3.8/lib/python3.8/site-packages/torchvision/ops/boxes.py:157: UserWarning: To copy construct from a tensor, it is recommended to use sourceTensor.clone().detach() or sourceTensor.clone().detach().requires_grad_(True), rather than torch.tensor(sourceTensor).
@@ -292,7 +292,7 @@ Get boxes with score larger than 0.9
.. rst-class:: sphx-glr-timing
- **Total running time of the script:** ( 3 minutes 45.152 seconds)
+ **Total running time of the script:** ( 3 minutes 24.257 seconds)
.. _sphx_glr_download_how_to_deploy_models_deploy_object_detection_pytorch.py:
diff --git a/docs/_sources/how_to/deploy_models/deploy_prequantized.rst.txt b/docs/_sources/how_to/deploy_models/deploy_prequantized.rst.txt
index a0d16d0a7e..9bd372c695 100644
--- a/docs/_sources/how_to/deploy_models/deploy_prequantized.rst.txt
+++ b/docs/_sources/how_to/deploy_models/deploy_prequantized.rst.txt
@@ -227,7 +227,7 @@ training. Other models require a full post training calibration.
/venv/apache-tvm-py3.8/lib/python3.8/site-packages/torchvision/models/_utils.py:223: UserWarning: Arguments other than a weight enum or `None` for 'weights' are deprecated since 0.13 and may be removed in the future. The current behavior is equivalent to passing `weights=MobileNet_V2_Weights.IMAGENET1K_V1`. You can also use `weights=MobileNet_V2_Weights.DEFAULT` to get the most up-to-date weights.
warnings.warn(msg)
Downloading: "https://download.pytorch.org/models/mobilenet_v2-b0353104.pth" to /workspace/.cache/torch/hub/checkpoints/mobilenet_v2-b0353104.pth
- 0%| | 0.00/13.6M [00:00<?, ?B/s] 60%|#####9 | 8.12M/13.6M [00:00<00:00, 80.5MB/s] 100%|##########| 13.6M/13.6M [00:00<00:00, 109MB/s]
+ 0%| | 0.00/13.6M [00:00<?, ?B/s] 59%|#####8 | 7.99M/13.6M [00:00<00:00, 38.7MB/s] 100%|##########| 13.6M/13.6M [00:00<00:00, 46.5MB/s]
@@ -409,7 +409,7 @@ Here we give an example of how to measure performance of TVM compiled models.
Execution time summary:
mean (ms) median (ms) max (ms) min (ms) std (ms)
- 89.2959 89.2392 91.3354 88.8678 0.3085
+ 86.0785 86.0713 87.1651 85.5597 0.2862
@@ -457,7 +457,7 @@ TODO
.. rst-class:: sphx-glr-timing
- **Total running time of the script:** ( 1 minutes 32.945 seconds)
+ **Total running time of the script:** ( 1 minutes 26.325 seconds)
.. _sphx_glr_download_how_to_deploy_models_deploy_prequantized.py:
diff --git a/docs/_sources/how_to/deploy_models/deploy_prequantized_tflite.rst.txt b/docs/_sources/how_to/deploy_models/deploy_prequantized_tflite.rst.txt
index 591206fdd9..673d8ec21f 100644
--- a/docs/_sources/how_to/deploy_models/deploy_prequantized_tflite.rst.txt
+++ b/docs/_sources/how_to/deploy_models/deploy_prequantized_tflite.rst.txt
@@ -423,7 +423,7 @@ Here we give an example of how to measure performance of TVM compiled models.
Execution time summary:
mean (ms) median (ms) max (ms) min (ms) std (ms)
- 110.8619 110.8138 113.5532 110.1644 0.4566
+ 105.4646 105.3497 139.3925 102.8951 3.6720
diff --git a/docs/_sources/how_to/deploy_models/sg_execution_times.rst.txt b/docs/_sources/how_to/deploy_models/sg_execution_times.rst.txt
index c9f9597b27..a44b281b62 100644
--- a/docs/_sources/how_to/deploy_models/sg_execution_times.rst.txt
+++ b/docs/_sources/how_to/deploy_models/sg_execution_times.rst.txt
@@ -5,24 +5,24 @@
Computation times
=================
-**10:17.658** total execution time for **how_to_deploy_models** files:
+**09:32.281** total execution time for **how_to_deploy_models** files:
+------------------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_how_to_deploy_models_deploy_object_detection_pytorch.py` (``deploy_object_detection_pytorch.py``) | 03:45.152 | 0.0 MB |
+| :ref:`sphx_glr_how_to_deploy_models_deploy_object_detection_pytorch.py` (``deploy_object_detection_pytorch.py``) | 03:24.257 | 0.0 MB |
+------------------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_how_to_deploy_models_deploy_prequantized.py` (``deploy_prequantized.py``) | 01:32.945 | 0.0 MB |
+| :ref:`sphx_glr_how_to_deploy_models_deploy_prequantized.py` (``deploy_prequantized.py``) | 01:26.325 | 0.0 MB |
+------------------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_how_to_deploy_models_deploy_model_on_adreno.py` (``deploy_model_on_adreno.py``) | 01:21.096 | 0.0 MB |
+| :ref:`sphx_glr_how_to_deploy_models_deploy_model_on_adreno.py` (``deploy_model_on_adreno.py``) | 01:17.208 | 0.0 MB |
+------------------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_how_to_deploy_models_deploy_model_on_android.py` (``deploy_model_on_android.py``) | 00:53.870 | 0.0 MB |
+| :ref:`sphx_glr_how_to_deploy_models_deploy_model_on_android.py` (``deploy_model_on_android.py``) | 00:49.812 | 0.0 MB |
+------------------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_how_to_deploy_models_deploy_prequantized_tflite.py` (``deploy_prequantized_tflite.py``) | 00:53.571 | 0.0 MB |
+| :ref:`sphx_glr_how_to_deploy_models_deploy_prequantized_tflite.py` (``deploy_prequantized_tflite.py``) | 00:49.788 | 0.0 MB |
+------------------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_how_to_deploy_models_deploy_model_on_adreno_tvmc.py` (``deploy_model_on_adreno_tvmc.py``) | 00:49.194 | 0.0 MB |
+| :ref:`sphx_glr_how_to_deploy_models_deploy_model_on_adreno_tvmc.py` (``deploy_model_on_adreno_tvmc.py``) | 00:46.623 | 0.0 MB |
+------------------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_how_to_deploy_models_deploy_model_on_nano.py` (``deploy_model_on_nano.py``) | 00:30.997 | 0.0 MB |
+| :ref:`sphx_glr_how_to_deploy_models_deploy_model_on_nano.py` (``deploy_model_on_nano.py``) | 00:29.270 | 0.0 MB |
+------------------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_how_to_deploy_models_deploy_model_on_rasp.py` (``deploy_model_on_rasp.py``) | 00:30.823 | 0.0 MB |
+| :ref:`sphx_glr_how_to_deploy_models_deploy_model_on_rasp.py` (``deploy_model_on_rasp.py``) | 00:28.989 | 0.0 MB |
+------------------------------------------------------------------------------------------------------------------+-----------+--------+
| :ref:`sphx_glr_how_to_deploy_models_deploy_sparse.py` (``deploy_sparse.py``) | 00:00.009 | 0.0 MB |
+------------------------------------------------------------------------------------------------------------------+-----------+--------+
diff --git a/docs/_sources/how_to/extend_tvm/sg_execution_times.rst.txt b/docs/_sources/how_to/extend_tvm/sg_execution_times.rst.txt
index 04a70cfa5e..47bdae5e2b 100644
--- a/docs/_sources/how_to/extend_tvm/sg_execution_times.rst.txt
+++ b/docs/_sources/how_to/extend_tvm/sg_execution_times.rst.txt
@@ -5,12 +5,12 @@
Computation times
=================
-**00:03.997** total execution time for **how_to_extend_tvm** files:
+**00:03.816** total execution time for **how_to_extend_tvm** files:
+-------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_how_to_extend_tvm_use_pass_instrument.py` (``use_pass_instrument.py``) | 00:02.784 | 0.0 MB |
+| :ref:`sphx_glr_how_to_extend_tvm_use_pass_instrument.py` (``use_pass_instrument.py``) | 00:02.641 | 0.0 MB |
+-------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_how_to_extend_tvm_use_pass_infra.py` (``use_pass_infra.py``) | 00:01.205 | 0.0 MB |
+| :ref:`sphx_glr_how_to_extend_tvm_use_pass_infra.py` (``use_pass_infra.py``) | 00:01.168 | 0.0 MB |
+-------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_how_to_extend_tvm_low_level_custom_pass.py` (``low_level_custom_pass.py``) | 00:00.007 | 0.0 MB |
+| :ref:`sphx_glr_how_to_extend_tvm_low_level_custom_pass.py` (``low_level_custom_pass.py``) | 00:00.008 | 0.0 MB |
+-------------------------------------------------------------------------------------------+-----------+--------+
diff --git a/docs/_sources/how_to/extend_tvm/use_pass_instrument.rst.txt b/docs/_sources/how_to/extend_tvm/use_pass_instrument.rst.txt
index f565a63c8f..b0105d91e8 100644
--- a/docs/_sources/how_to/extend_tvm/use_pass_instrument.rst.txt
+++ b/docs/_sources/how_to/extend_tvm/use_pass_instrument.rst.txt
@@ -220,10 +220,10 @@ profile the execution time of each passes.
.. code-block:: none
Printing results of timing profile...
- InferType: 24878us [24878us] (48.91%; 48.91%)
- FoldScaleAxis: 25990us [8us] (51.09%; 51.09%)
- FoldConstant: 25981us [1796us] (51.08%; 99.97%)
- InferType: 24185us [24185us] (47.54%; 93.09%)
+ InferType: 24133us [24133us] (48.86%; 48.86%)
+ FoldScaleAxis: 25263us [8us] (51.14%; 51.14%)
+ FoldConstant: 25255us [1743us] (51.13%; 99.97%)
+ InferType: 23512us [23512us] (47.60%; 93.10%)
@@ -262,10 +262,10 @@ Refer to following sections and :py:func:`tvm.instrument.pass_instrument` for th
.. code-block:: none
Printing results of timing profile...
- InferType: 24018us [24018us] (48.67%; 48.67%)
- FoldScaleAxis: 25326us [6us] (51.33%; 51.33%)
- FoldConstant: 25320us [1709us] (51.31%; 99.98%)
- InferType: 23611us [23611us] (47.85%; 93.25%)
+ InferType: 23291us [23291us] (48.71%; 48.71%)
+ FoldScaleAxis: 24529us [6us] (51.29%; 51.29%)
+ FoldConstant: 24523us [1608us] (51.28%; 99.98%)
+ InferType: 22915us [22915us] (47.92%; 93.44%)
diff --git a/docs/_sources/how_to/optimize_operators/opt_conv_cuda.rst.txt b/docs/_sources/how_to/optimize_operators/opt_conv_cuda.rst.txt
index d58f321588..495e9f2ead 100644
--- a/docs/_sources/how_to/optimize_operators/opt_conv_cuda.rst.txt
+++ b/docs/_sources/how_to/optimize_operators/opt_conv_cuda.rst.txt
@@ -331,7 +331,7 @@ latency of convolution.
.. code-block:: none
- Convolution: 36.085758 ms
+ Convolution: 41.756641 ms
diff --git a/docs/_sources/how_to/optimize_operators/opt_conv_tensorcore.rst.txt b/docs/_sources/how_to/optimize_operators/opt_conv_tensorcore.rst.txt
index 6e10d31326..dcd94671d1 100644
--- a/docs/_sources/how_to/optimize_operators/opt_conv_tensorcore.rst.txt
+++ b/docs/_sources/how_to/optimize_operators/opt_conv_tensorcore.rst.txt
@@ -598,7 +598,7 @@ be able to run on our build server
.. code-block:: none
- conv2d with tensor core: 12.268134 ms
+ conv2d with tensor core: 11.553373 ms
diff --git a/docs/_sources/how_to/optimize_operators/opt_gemm.rst.txt b/docs/_sources/how_to/optimize_operators/opt_gemm.rst.txt
index adb49858bb..6a27114c7d 100644
--- a/docs/_sources/how_to/optimize_operators/opt_gemm.rst.txt
+++ b/docs/_sources/how_to/optimize_operators/opt_gemm.rst.txt
@@ -134,8 +134,8 @@ Then we write a baseline implementation, the simplest way to write a matrix mult
.. code-block:: none
- Numpy running time: 0.019377
- Baseline: 3.209001
+ Numpy running time: 0.014173
+ Baseline: 3.333864
@@ -227,7 +227,7 @@ fill 32 * 32 * sizeof(float) which is 4KB in the cache whose total size is 32KB
.. code-block:: none
- Opt1: 0.310524
+ Opt1: 0.289339
@@ -318,7 +318,7 @@ In this tutorial, we chose to vectorize the inner loop row data since it is cach
.. code-block:: none
- Opt2: 0.295412
+ Opt2: 0.265132
@@ -406,7 +406,7 @@ the access pattern for A matrix is more cache friendly.
.. code-block:: none
- Opt3: 0.119812
+ Opt3: 0.112726
@@ -523,7 +523,7 @@ flattening.
.. code-block:: none
- Opt4: 0.108216
+ Opt4: 0.103589
@@ -635,7 +635,7 @@ write to C when all the block results are ready.
.. code-block:: none
- Opt5: 0.111956
+ Opt5: 0.097269
@@ -748,7 +748,7 @@ Furthermore, we can also utilize multi-core processors to do the thread-level pa
.. code-block:: none
- Opt6: 0.132732
+ Opt6: 0.115186
diff --git a/docs/_sources/how_to/optimize_operators/sg_execution_times.rst.txt b/docs/_sources/how_to/optimize_operators/sg_execution_times.rst.txt
index 6320f5637d..2f6bb07882 100644
--- a/docs/_sources/how_to/optimize_operators/sg_execution_times.rst.txt
+++ b/docs/_sources/how_to/optimize_operators/sg_execution_times.rst.txt
@@ -5,12 +5,12 @@
Computation times
=================
-**00:34.256** total execution time for **how_to_optimize_operators** files:
+**00:31.964** total execution time for **how_to_optimize_operators** files:
+-----------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_how_to_optimize_operators_opt_gemm.py` (``opt_gemm.py``) | 00:30.925 | 0.0 MB |
+| :ref:`sphx_glr_how_to_optimize_operators_opt_gemm.py` (``opt_gemm.py``) | 00:28.804 | 0.0 MB |
+-----------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_how_to_optimize_operators_opt_conv_tensorcore.py` (``opt_conv_tensorcore.py``) | 00:01.959 | 0.0 MB |
+| :ref:`sphx_glr_how_to_optimize_operators_opt_conv_tensorcore.py` (``opt_conv_tensorcore.py``) | 00:01.861 | 0.0 MB |
+-----------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_how_to_optimize_operators_opt_conv_cuda.py` (``opt_conv_cuda.py``) | 00:01.373 | 0.0 MB |
+| :ref:`sphx_glr_how_to_optimize_operators_opt_conv_cuda.py` (``opt_conv_cuda.py``) | 00:01.300 | 0.0 MB |
+-----------------------------------------------------------------------------------------------+-----------+--------+
diff --git a/docs/_sources/how_to/tune_with_autoscheduler/sg_execution_times.rst.txt b/docs/_sources/how_to/tune_with_autoscheduler/sg_execution_times.rst.txt
index c9daed5e3a..635fef2ccc 100644
--- a/docs/_sources/how_to/tune_with_autoscheduler/sg_execution_times.rst.txt
+++ b/docs/_sources/how_to/tune_with_autoscheduler/sg_execution_times.rst.txt
@@ -5,18 +5,18 @@
Computation times
=================
-**03:45.210** total execution time for **how_to_tune_with_autoscheduler** files:
+**03:31.459** total execution time for **how_to_tune_with_autoscheduler** files:
+----------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_how_to_tune_with_autoscheduler_tune_network_x86.py` (``tune_network_x86.py``) | 01:38.264 | 0.0 MB |
+| :ref:`sphx_glr_how_to_tune_with_autoscheduler_tune_network_x86.py` (``tune_network_x86.py``) | 01:31.469 | 0.0 MB |
+----------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_how_to_tune_with_autoscheduler_tune_network_cuda.py` (``tune_network_cuda.py``) | 01:14.862 | 0.0 MB |
+| :ref:`sphx_glr_how_to_tune_with_autoscheduler_tune_network_cuda.py` (``tune_network_cuda.py``) | 01:10.885 | 0.0 MB |
+----------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_how_to_tune_with_autoscheduler_tune_network_arm.py` (``tune_network_arm.py``) | 00:18.528 | 0.0 MB |
+| :ref:`sphx_glr_how_to_tune_with_autoscheduler_tune_network_arm.py` (``tune_network_arm.py``) | 00:17.322 | 0.0 MB |
+----------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_how_to_tune_with_autoscheduler_tune_network_mali.py` (``tune_network_mali.py``) | 00:17.120 | 0.0 MB |
+| :ref:`sphx_glr_how_to_tune_with_autoscheduler_tune_network_mali.py` (``tune_network_mali.py``) | 00:16.118 | 0.0 MB |
+----------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_how_to_tune_with_autoscheduler_tune_conv2d_layer_cuda.py` (``tune_conv2d_layer_cuda.py``) | 00:16.334 | 0.0 MB |
+| :ref:`sphx_glr_how_to_tune_with_autoscheduler_tune_conv2d_layer_cuda.py` (``tune_conv2d_layer_cuda.py``) | 00:15.567 | 0.0 MB |
+----------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_how_to_tune_with_autoscheduler_tune_sparse_x86.py` (``tune_sparse_x86.py``) | 00:00.102 | 0.0 MB |
+| :ref:`sphx_glr_how_to_tune_with_autoscheduler_tune_sparse_x86.py` (``tune_sparse_x86.py``) | 00:00.098 | 0.0 MB |
+----------------------------------------------------------------------------------------------------------+-----------+--------+
diff --git a/docs/_sources/how_to/tune_with_autoscheduler/tune_conv2d_layer_cuda.rst.txt b/docs/_sources/how_to/tune_with_autoscheduler/tune_conv2d_layer_cuda.rst.txt
index c366f7cb01..88257b7c33 100644
--- a/docs/_sources/how_to/tune_with_autoscheduler/tune_conv2d_layer_cuda.rst.txt
+++ b/docs/_sources/how_to/tune_with_autoscheduler/tune_conv2d_layer_cuda.rst.txt
@@ -766,7 +766,7 @@ We build the binary and check its correctness and performance.
.. code-block:: none
- Execution time of this operator: 0.336 ms
+ Execution time of this operator: 0.340 ms
diff --git a/docs/_sources/how_to/tune_with_autoscheduler/tune_network_cuda.rst.txt b/docs/_sources/how_to/tune_with_autoscheduler/tune_network_cuda.rst.txt
index 4b1d3268bb..69eba0e0c6 100644
--- a/docs/_sources/how_to/tune_with_autoscheduler/tune_network_cuda.rst.txt
+++ b/docs/_sources/how_to/tune_with_autoscheduler/tune_network_cuda.rst.txt
@@ -633,7 +633,7 @@ so we can read the log file and load the best schedules.
Evaluate inference time cost...
Execution time summary:
mean (ms) median (ms) max (ms) min (ms) std (ms)
- 3.1953 3.1954 3.1958 3.1949 0.0004
+ 3.2063 3.2065 3.2069 3.2056 0.0005
@@ -660,7 +660,7 @@ Other Tips
.. rst-class:: sphx-glr-timing
- **Total running time of the script:** ( 1 minutes 14.862 seconds)
+ **Total running time of the script:** ( 1 minutes 10.885 seconds)
.. _sphx_glr_download_how_to_tune_with_autoscheduler_tune_network_cuda.py:
diff --git a/docs/_sources/how_to/tune_with_autoscheduler/tune_network_x86.rst.txt b/docs/_sources/how_to/tune_with_autoscheduler/tune_network_x86.rst.txt
index f01694cf52..b5a3c55200 100644
--- a/docs/_sources/how_to/tune_with_autoscheduler/tune_network_x86.rst.txt
+++ b/docs/_sources/how_to/tune_with_autoscheduler/tune_network_x86.rst.txt
@@ -655,7 +655,7 @@ so we can read the log file and load the best schedules.
Evaluate inference time cost...
Execution time summary:
mean (ms) median (ms) max (ms) min (ms) std (ms)
- 755.9659 755.7582 757.9040 754.2355 1.5048
+ 706.9694 707.8581 708.5028 704.5473 1.7328
@@ -682,7 +682,7 @@ Other Tips
.. rst-class:: sphx-glr-timing
- **Total running time of the script:** ( 1 minutes 38.264 seconds)
+ **Total running time of the script:** ( 1 minutes 31.469 seconds)
.. _sphx_glr_download_how_to_tune_with_autoscheduler_tune_network_x86.py:
diff --git a/docs/_sources/how_to/tune_with_autotvm/sg_execution_times.rst.txt b/docs/_sources/how_to/tune_with_autotvm/sg_execution_times.rst.txt
index 1fea73c224..6191ce33cd 100644
--- a/docs/_sources/how_to/tune_with_autotvm/sg_execution_times.rst.txt
+++ b/docs/_sources/how_to/tune_with_autotvm/sg_execution_times.rst.txt
@@ -5,14 +5,14 @@
Computation times
=================
-**00:24.143** total execution time for **how_to_tune_with_autotvm** files:
+**00:22.929** total execution time for **how_to_tune_with_autotvm** files:
+--------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_how_to_tune_with_autotvm_tune_conv2d_cuda.py` (``tune_conv2d_cuda.py``) | 00:24.106 | 0.0 MB |
+| :ref:`sphx_glr_how_to_tune_with_autotvm_tune_conv2d_cuda.py` (``tune_conv2d_cuda.py``) | 00:22.891 | 0.0 MB |
+--------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_how_to_tune_with_autotvm_tune_relay_x86.py` (``tune_relay_x86.py``) | 00:00.022 | 0.0 MB |
+| :ref:`sphx_glr_how_to_tune_with_autotvm_tune_relay_x86.py` (``tune_relay_x86.py``) | 00:00.023 | 0.0 MB |
+--------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_how_to_tune_with_autotvm_tune_relay_cuda.py` (``tune_relay_cuda.py``) | 00:00.006 | 0.0 MB |
+| :ref:`sphx_glr_how_to_tune_with_autotvm_tune_relay_cuda.py` (``tune_relay_cuda.py``) | 00:00.005 | 0.0 MB |
+--------------------------------------------------------------------------------------------------+-----------+--------+
| :ref:`sphx_glr_how_to_tune_with_autotvm_tune_relay_mobile_gpu.py` (``tune_relay_mobile_gpu.py``) | 00:00.005 | 0.0 MB |
+--------------------------------------------------------------------------------------------------+-----------+--------+
diff --git a/docs/_sources/how_to/tune_with_autotvm/tune_conv2d_cuda.rst.txt b/docs/_sources/how_to/tune_with_autotvm/tune_conv2d_cuda.rst.txt
index 2419e8e4b1..65d3b50ae0 100644
--- a/docs/_sources/how_to/tune_with_autotvm/tune_conv2d_cuda.rst.txt
+++ b/docs/_sources/how_to/tune_with_autotvm/tune_conv2d_cuda.rst.txt
@@ -326,7 +326,7 @@ and measure running time.
Best config:
,None
- Time cost of this operator: 0.036997
+ Time cost of this operator: 0.037261
diff --git a/docs/_sources/how_to/work_with_microtvm/micro_autotune.rst.txt b/docs/_sources/how_to/work_with_microtvm/micro_autotune.rst.txt
index f36632290c..30b823d217 100644
--- a/docs/_sources/how_to/work_with_microtvm/micro_autotune.rst.txt
+++ b/docs/_sources/how_to/work_with_microtvm/micro_autotune.rst.txt
@@ -360,10 +360,10 @@ Timing the untuned program
########## Build without Autotuning ##########
Node Name Ops Time(us) Time(%) Shape Inputs Outputs Measurements(us)
--------- --- -------- ------- ----- ------ ------- ----------------
- tvmgen_default_fused_nn_contrib_conv2d_NCHWc tvmgen_default_fused_nn_contrib_conv2d_NCHWc 323.6 98.859 (1, 2, 10, 10, 3) 2 1 [323.6]
- tvmgen_default_fused_layout_transform_1 tvmgen_default_fused_layout_transform_1 2.81 0.859 (1, 6, 10, 10) 1 1 [2.81]
- tvmgen_default_fused_layout_transform tvmgen_default_fused_layout_transform 0.924 0.282 (1, 1, 10, 10, 3) 1 1 [0.924]
- Total_time - 327.334 - - - - -
+ tvmgen_default_fused_nn_contrib_conv2d_NCHWc tvmgen_default_fused_nn_contrib_conv2d_NCHWc 298.9 98.766 (1, 2, 10, 10, 3) 2 1 [298.9]
+ tvmgen_default_fused_layout_transform_1 tvmgen_default_fused_layout_transform_1 2.797 0.924 (1, 6, 10, 10) 1 1 [2.797]
+ tvmgen_default_fused_layout_transform tvmgen_default_fused_layout_transform 0.939 0.31 (1, 1, 10, 10, 3) 1 1 [0.939]
+ Total_time - 302.635 - - - - -
@@ -428,10 +428,10 @@ Timing the tuned program
########## Build with Autotuning ##########
Node Name Ops Time(us) Time(%) Shape Inputs Outputs Measurements(us)
--------- --- -------- ------- ----- ------ ------- ----------------
- tvmgen_default_fused_nn_contrib_conv2d_NCHWc tvmgen_default_fused_nn_contrib_conv2d_NCHWc 99.125 97.19 (1, 6, 10, 10, 1) 2 1 [99.125]
- tvmgen_default_fused_layout_transform_1 tvmgen_default_fused_layout_transform_1 1.926 1.888 (1, 6, 10, 10) 1 1 [1.926]
- tvmgen_default_fused_layout_transform tvmgen_default_fused_layout_transform 0.94 0.922 (1, 1, 10, 10, 3) 1 1 [0.94]
- Total_time - 101.991 - - - - -
+ tvmgen_default_fused_nn_contrib_conv2d_NCHWc tvmgen_default_fused_nn_contrib_conv2d_NCHWc 101.3 97.468 (1, 6, 10, 10, 1) 2 1 [101.3]
+ tvmgen_default_fused_layout_transform_1 tvmgen_default_fused_layout_transform_1 1.815 1.746 (1, 6, 10, 10) 1 1 [1.815]
+ tvmgen_default_fused_layout_transform tvmgen_default_fused_layout_transform 0.817 0.786 (1, 3, 10, 10, 1) 1 1 [0.817]
+ Total_time - 103.932 - - - - -
@@ -439,7 +439,7 @@ Timing the tuned program
.. rst-class:: sphx-glr-timing
- **Total running time of the script:** ( 1 minutes 24.199 seconds)
+ **Total running time of the script:** ( 1 minutes 23.203 seconds)
.. _sphx_glr_download_how_to_work_with_microtvm_micro_autotune.py:
diff --git a/docs/_sources/how_to/work_with_microtvm/micro_pytorch.rst.txt b/docs/_sources/how_to/work_with_microtvm/micro_pytorch.rst.txt
index 7713a84e11..890cf07d64 100644
--- a/docs/_sources/how_to/work_with_microtvm/micro_pytorch.rst.txt
+++ b/docs/_sources/how_to/work_with_microtvm/micro_pytorch.rst.txt
@@ -118,7 +118,7 @@ download a cat image and preprocess it to use as the model input.
/venv/apache-tvm-py3.8/lib/python3.8/site-packages/torch/ao/quantization/utils.py:310: UserWarning: must run observer before calling calculate_qparams. Returning default values.
warnings.warn(
Downloading: "https://download.pytorch.org/models/quantized/mobilenet_v2_qnnpack_37f702c5.pth" to /workspace/.cache/torch/hub/checkpoints/mobilenet_v2_qnnpack_37f702c5.pth
- 0%| | 0.00/3.42M [00:00<?, ?B/s] 61%|###### | 2.09M/3.42M [00:00<00:00, 13.0MB/s] 100%|##########| 3.42M/3.42M [00:00<00:00, 20.4MB/s]
+ 0%| | 0.00/3.42M [00:00<?, ?B/s] 61%|###### | 2.09M/3.42M [00:00<00:00, 20.9MB/s] 100%|##########| 3.42M/3.42M [00:00<00:00, 32.2MB/s]
/venv/apache-tvm-py3.8/lib/python3.8/site-packages/torch/_utils.py:314: UserWarning: TypedStorage is deprecated. It will be removed in the future and UntypedStorage will be the only storage class. This should only matter to you if you are using storages directly. To access UntypedStorage directly, use tensor.untyped_storage() instead of tensor.storage()
device=storage.device,
/workspace/python/tvm/relay/frontend/pytorch_utils.py:47: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
@@ -326,7 +326,7 @@ Look up prediction top 1 index in 1000 class synset.
.. rst-class:: sphx-glr-timing
- **Total running time of the script:** ( 1 minutes 32.456 seconds)
+ **Total running time of the script:** ( 1 minutes 25.702 seconds)
.. _sphx_glr_download_how_to_work_with_microtvm_micro_pytorch.py:
diff --git a/docs/_sources/how_to/work_with_microtvm/micro_train.rst.txt b/docs/_sources/how_to/work_with_microtvm/micro_train.rst.txt
index 8aab5f8c69..d462fa26d7 100644
--- a/docs/_sources/how_to/work_with_microtvm/micro_train.rst.txt
+++ b/docs/_sources/how_to/work_with_microtvm/micro_train.rst.txt
@@ -217,7 +217,7 @@ take about **2 minutes** to download the Stanford Cars, while COCO 2017 validati
.. code-block:: none
- '/tmp/tmp70nnat82/images/random'
+ '/tmp/tmpcdbf34dz/images/random'
@@ -317,8 +317,8 @@ objects to other stuff? We can display some examples from our datasets using ``m
.. code-block:: none
- /tmp/tmp70nnat82/images/target contains 8144 images
- /tmp/tmp70nnat82/images/random contains 5000 images
+ /tmp/tmpcdbf34dz/images/target contains 8144 images
+ /tmp/tmpcdbf34dz/images/random contains 5000 images
@@ -493,13 +493,13 @@ the time on our validation set).
.. code-block:: none
Epoch 1/3
- 328/328 - 39s - loss: 0.2230 - accuracy: 0.9231 - val_loss: 0.1066 - val_accuracy: 0.9622 - 39s/epoch - 118ms/step
+ 328/328 - 38s - loss: 0.2255 - accuracy: 0.9236 - val_loss: 0.1498 - val_accuracy: 0.9475 - 38s/epoch - 117ms/step
Epoch 2/3
- 328/328 - 35s - loss: 0.0964 - accuracy: 0.9653 - val_loss: 0.1114 - val_accuracy: 0.9596 - 35s/epoch - 108ms/step
+ 328/328 - 34s - loss: 0.1056 - accuracy: 0.9614 - val_loss: 0.0974 - val_accuracy: 0.9649 - 34s/epoch - 104ms/step
Epoch 3/3
- 328/328 - 35s - loss: 0.0694 - accuracy: 0.9742 - val_loss: 0.1262 - val_accuracy: 0.9634 - 35s/epoch - 108ms/step
+ 328/328 - 34s - loss: 0.0695 - accuracy: 0.9714 - val_loss: 0.1018 - val_accuracy: 0.9611 - 34s/epoch - 104ms/step
- <keras.callbacks.History object at 0x7f99984b5520>
+ <keras.callbacks.History object at 0x7f3625f34640>
@@ -860,7 +860,7 @@ Arduino tutorial for how to do that `on GitHub <https://github.com/guberti/tvm-a
.. rst-class:: sphx-glr-timing
- **Total running time of the script:** ( 4 minutes 32.358 seconds)
+ **Total running time of the script:** ( 4 minutes 33.137 seconds)
.. _sphx_glr_download_how_to_work_with_microtvm_micro_train.py:
diff --git a/docs/_sources/how_to/work_with_microtvm/sg_execution_times.rst.txt b/docs/_sources/how_to/work_with_microtvm/sg_execution_times.rst.txt
index 65bbac2fc3..441e891468 100644
--- a/docs/_sources/how_to/work_with_microtvm/sg_execution_times.rst.txt
+++ b/docs/_sources/how_to/work_with_microtvm/sg_execution_times.rst.txt
@@ -5,20 +5,20 @@
Computation times
=================
-**07:58.694** total execution time for **how_to_work_with_microtvm** files:
+**07:49.261** total execution time for **how_to_work_with_microtvm** files:
+-----------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_how_to_work_with_microtvm_micro_train.py` (``micro_train.py``) | 04:32.358 | 0.0 MB |
+| :ref:`sphx_glr_how_to_work_with_microtvm_micro_train.py` (``micro_train.py``) | 04:33.137 | 0.0 MB |
+-----------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_how_to_work_with_microtvm_micro_pytorch.py` (``micro_pytorch.py``) | 01:32.456 | 0.0 MB |
+| :ref:`sphx_glr_how_to_work_with_microtvm_micro_pytorch.py` (``micro_pytorch.py``) | 01:25.702 | 0.0 MB |
+-----------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_how_to_work_with_microtvm_micro_autotune.py` (``micro_autotune.py``) | 01:24.199 | 0.0 MB |
+| :ref:`sphx_glr_how_to_work_with_microtvm_micro_autotune.py` (``micro_autotune.py``) | 01:23.203 | 0.0 MB |
+-----------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_how_to_work_with_microtvm_micro_aot.py` (``micro_aot.py``) | 00:12.556 | 0.0 MB |
+| :ref:`sphx_glr_how_to_work_with_microtvm_micro_aot.py` (``micro_aot.py``) | 00:11.596 | 0.0 MB |
+-----------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_how_to_work_with_microtvm_micro_custom_ide.py` (``micro_custom_ide.py``) | 00:08.646 | 0.0 MB |
+| :ref:`sphx_glr_how_to_work_with_microtvm_micro_custom_ide.py` (``micro_custom_ide.py``) | 00:08.426 | 0.0 MB |
+-----------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_how_to_work_with_microtvm_micro_tflite.py` (``micro_tflite.py``) | 00:08.479 | 0.0 MB |
+| :ref:`sphx_glr_how_to_work_with_microtvm_micro_tflite.py` (``micro_tflite.py``) | 00:07.197 | 0.0 MB |
+-----------------------------------------------------------------------------------------+-----------+--------+
| :ref:`sphx_glr_how_to_work_with_microtvm_micro_ethosu.py` (``micro_ethosu.py``) | 00:00.000 | 0.0 MB |
+-----------------------------------------------------------------------------------------+-----------+--------+
diff --git a/docs/_sources/how_to/work_with_relay/sg_execution_times.rst.txt b/docs/_sources/how_to/work_with_relay/sg_execution_times.rst.txt
index ae0ffecee0..76a986ed9e 100644
--- a/docs/_sources/how_to/work_with_relay/sg_execution_times.rst.txt
+++ b/docs/_sources/how_to/work_with_relay/sg_execution_times.rst.txt
@@ -5,14 +5,14 @@
Computation times
=================
-**00:40.524** total execution time for **how_to_work_with_relay** files:
+**00:37.278** total execution time for **how_to_work_with_relay** files:
+----------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_how_to_work_with_relay_using_pipeline_executor.py` (``using_pipeline_executor.py``) | 00:35.233 | 0.0 MB |
+| :ref:`sphx_glr_how_to_work_with_relay_using_pipeline_executor.py` (``using_pipeline_executor.py``) | 00:32.288 | 0.0 MB |
+----------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_how_to_work_with_relay_using_external_lib.py` (``using_external_lib.py``) | 00:03.381 | 0.0 MB |
+| :ref:`sphx_glr_how_to_work_with_relay_using_external_lib.py` (``using_external_lib.py``) | 00:03.078 | 0.0 MB |
+----------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_how_to_work_with_relay_build_gcn.py` (``build_gcn.py``) | 00:01.903 | 0.0 MB |
+| :ref:`sphx_glr_how_to_work_with_relay_build_gcn.py` (``build_gcn.py``) | 00:01.906 | 0.0 MB |
+----------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_how_to_work_with_relay_using_relay_viz.py` (``using_relay_viz.py``) | 00:00.007 | 0.0 MB |
+| :ref:`sphx_glr_how_to_work_with_relay_using_relay_viz.py` (``using_relay_viz.py``) | 00:00.006 | 0.0 MB |
+----------------------------------------------------------------------------------------------------+-----------+--------+
diff --git a/docs/_sources/how_to/work_with_schedules/intrin_math.rst.txt b/docs/_sources/how_to/work_with_schedules/intrin_math.rst.txt
index 91fe5ab71f..65412af4a7 100644
--- a/docs/_sources/how_to/work_with_schedules/intrin_math.rst.txt
+++ b/docs/_sources/how_to/work_with_schedules/intrin_math.rst.txt
@@ -281,7 +281,7 @@ The following example customizes CUDA lowering rule for :code:`exp`.
.. code-block:: none
- <function my_cuda_math_rule at 0x7f9b727650d0>
+ <function my_cuda_math_rule at 0x7f36489b5940>
diff --git a/docs/_sources/how_to/work_with_schedules/sg_execution_times.rst.txt b/docs/_sources/how_to/work_with_schedules/sg_execution_times.rst.txt
index eafeaf822d..b2f58360fb 100644
--- a/docs/_sources/how_to/work_with_schedules/sg_execution_times.rst.txt
+++ b/docs/_sources/how_to/work_with_schedules/sg_execution_times.rst.txt
@@ -5,22 +5,22 @@
Computation times
=================
-**00:05.713** total execution time for **how_to_work_with_schedules** files:
+**00:05.350** total execution time for **how_to_work_with_schedules** files:
+------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_how_to_work_with_schedules_intrin_math.py` (``intrin_math.py``) | 00:02.710 | 0.0 MB |
+| :ref:`sphx_glr_how_to_work_with_schedules_intrin_math.py` (``intrin_math.py``) | 00:02.491 | 0.0 MB |
+------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_how_to_work_with_schedules_tensorize.py` (``tensorize.py``) | 00:01.180 | 0.0 MB |
+| :ref:`sphx_glr_how_to_work_with_schedules_tensorize.py` (``tensorize.py``) | 00:01.164 | 0.0 MB |
+------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_how_to_work_with_schedules_reduction.py` (``reduction.py``) | 00:00.768 | 0.0 MB |
+| :ref:`sphx_glr_how_to_work_with_schedules_reduction.py` (``reduction.py``) | 00:00.709 | 0.0 MB |
+------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_how_to_work_with_schedules_scan.py` (``scan.py``) | 00:00.750 | 0.0 MB |
+| :ref:`sphx_glr_how_to_work_with_schedules_scan.py` (``scan.py``) | 00:00.703 | 0.0 MB |
+------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_how_to_work_with_schedules_extern_op.py` (``extern_op.py``) | 00:00.129 | 0.0 MB |
+| :ref:`sphx_glr_how_to_work_with_schedules_extern_op.py` (``extern_op.py``) | 00:00.118 | 0.0 MB |
+------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_how_to_work_with_schedules_schedule_primitives.py` (``schedule_primitives.py``) | 00:00.073 | 0.0 MB |
+| :ref:`sphx_glr_how_to_work_with_schedules_schedule_primitives.py` (``schedule_primitives.py``) | 00:00.068 | 0.0 MB |
+------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_how_to_work_with_schedules_tedd.py` (``tedd.py``) | 00:00.069 | 0.0 MB |
+| :ref:`sphx_glr_how_to_work_with_schedules_tedd.py` (``tedd.py``) | 00:00.064 | 0.0 MB |
+------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_how_to_work_with_schedules_tuple_inputs.py` (``tuple_inputs.py``) | 00:00.034 | 0.0 MB |
+| :ref:`sphx_glr_how_to_work_with_schedules_tuple_inputs.py` (``tuple_inputs.py``) | 00:00.031 | 0.0 MB |
+------------------------------------------------------------------------------------------------+-----------+--------+
diff --git a/docs/_sources/topic/vta/tutorials/frontend/deploy_detection.rst.txt b/docs/_sources/topic/vta/tutorials/frontend/deploy_detection.rst.txt
index 40ff8537b1..35c80e4cc3 100644
--- a/docs/_sources/topic/vta/tutorials/frontend/deploy_detection.rst.txt
+++ b/docs/_sources/topic/vta/tutorials/frontend/deploy_detection.rst.txt
@@ -337,7 +337,7 @@ The compilation steps are:
/workspace/python/tvm/relay/build_module.py:345: DeprecationWarning: Please use input parameter mod (tvm.IRModule) instead of deprecated parameter mod (tvm.relay.function.Function)
warnings.warn(
- yolov3-tiny inference graph built in 26.60s!
+ yolov3-tiny inference graph built in 25.60s!
diff --git a/docs/_sources/topic/vta/tutorials/frontend/sg_execution_times.rst.txt b/docs/_sources/topic/vta/tutorials/frontend/sg_execution_times.rst.txt
index 46c80c840f..c562780078 100644
--- a/docs/_sources/topic/vta/tutorials/frontend/sg_execution_times.rst.txt
+++ b/docs/_sources/topic/vta/tutorials/frontend/sg_execution_times.rst.txt
@@ -5,8 +5,8 @@
Computation times
=================
-**00:59.202** total execution time for **topic_vta_tutorials_frontend** files:
+**00:58.182** total execution time for **topic_vta_tutorials_frontend** files:
+--------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_topic_vta_tutorials_frontend_deploy_detection.py` (``deploy_detection.py``) | 00:59.202 | 0.0 MB |
+| :ref:`sphx_glr_topic_vta_tutorials_frontend_deploy_detection.py` (``deploy_detection.py``) | 00:58.182 | 0.0 MB |
+--------------------------------------------------------------------------------------------+-----------+--------+
diff --git a/docs/_sources/topic/vta/tutorials/optimize/sg_execution_times.rst.txt b/docs/_sources/topic/vta/tutorials/optimize/sg_execution_times.rst.txt
index bb86e48557..794ea4c69e 100644
--- a/docs/_sources/topic/vta/tutorials/optimize/sg_execution_times.rst.txt
+++ b/docs/_sources/topic/vta/tutorials/optimize/sg_execution_times.rst.txt
@@ -5,10 +5,10 @@
Computation times
=================
-**00:03.310** total execution time for **topic_vta_tutorials_optimize** files:
+**00:03.228** total execution time for **topic_vta_tutorials_optimize** files:
+--------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_topic_vta_tutorials_optimize_convolution_opt.py` (``convolution_opt.py``) | 00:02.784 | 0.0 MB |
+| :ref:`sphx_glr_topic_vta_tutorials_optimize_convolution_opt.py` (``convolution_opt.py``) | 00:02.738 | 0.0 MB |
+--------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_topic_vta_tutorials_optimize_matrix_multiply_opt.py` (``matrix_multiply_opt.py``) | 00:00.526 | 0.0 MB |
+| :ref:`sphx_glr_topic_vta_tutorials_optimize_matrix_multiply_opt.py` (``matrix_multiply_opt.py``) | 00:00.490 | 0.0 MB |
+--------------------------------------------------------------------------------------------------+-----------+--------+
diff --git a/docs/_sources/topic/vta/tutorials/sg_execution_times.rst.txt b/docs/_sources/topic/vta/tutorials/sg_execution_times.rst.txt
index 122550099e..4731cbd92d 100644
--- a/docs/_sources/topic/vta/tutorials/sg_execution_times.rst.txt
+++ b/docs/_sources/topic/vta/tutorials/sg_execution_times.rst.txt
@@ -5,10 +5,10 @@
Computation times
=================
-**00:00.856** total execution time for **topic_vta_tutorials** files:
+**00:00.810** total execution time for **topic_vta_tutorials** files:
+---------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_topic_vta_tutorials_matrix_multiply.py` (``matrix_multiply.py``) | 00:00.443 | 0.0 MB |
+| :ref:`sphx_glr_topic_vta_tutorials_matrix_multiply.py` (``matrix_multiply.py``) | 00:00.418 | 0.0 MB |
+---------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_topic_vta_tutorials_vta_get_started.py` (``vta_get_started.py``) | 00:00.413 | 0.0 MB |
+| :ref:`sphx_glr_topic_vta_tutorials_vta_get_started.py` (``vta_get_started.py``) | 00:00.392 | 0.0 MB |
+---------------------------------------------------------------------------------+-----------+--------+
diff --git a/docs/_sources/tutorial/auto_scheduler_matmul_x86.rst.txt b/docs/_sources/tutorial/auto_scheduler_matmul_x86.rst.txt
index 06986d3033..a87dbc7352 100644
--- a/docs/_sources/tutorial/auto_scheduler_matmul_x86.rst.txt
+++ b/docs/_sources/tutorial/auto_scheduler_matmul_x86.rst.txt
@@ -318,7 +318,7 @@ We build the binary and check its correctness and performance.
.. code-block:: none
- Execution time of this operator: 96.671 ms
+ Execution time of this operator: 90.297 ms
@@ -434,7 +434,7 @@ operations.
.. rst-class:: sphx-glr-timing
- **Total running time of the script:** ( 1 minutes 22.350 seconds)
+ **Total running time of the script:** ( 1 minutes 26.845 seconds)
.. _sphx_glr_download_tutorial_auto_scheduler_matmul_x86.py:
diff --git a/docs/_sources/tutorial/autotvm_matmul_x86.rst.txt b/docs/_sources/tutorial/autotvm_matmul_x86.rst.txt
index 1d8f0a5301..5caebd13d2 100644
--- a/docs/_sources/tutorial/autotvm_matmul_x86.rst.txt
+++ b/docs/_sources/tutorial/autotvm_matmul_x86.rst.txt
@@ -454,16 +454,16 @@ reduce variance, we take 5 measurements and average them.
waiting for device...
device available
Get devices for measurement successfully!
- No: 1 GFLOPS: 12.71/12.71 result: MeasureResult(costs=(0.0211143846,), error_no=MeasureErrorNo.NO_ERROR, all_cost=0.6849653720855713, timestamp=1711377237.4038525) [('tile_y', [-1, 1]), ('tile_x', [-1, 64])],None,60
- No: 2 GFLOPS: 11.03/12.71 result: MeasureResult(costs=(0.0243468046,), error_no=MeasureErrorNo.NO_ERROR, all_cost=0.6569178104400635, timestamp=1711377238.060961) [('tile_y', [-1, 2]), ('tile_x', [-1, 512])],None,91
- No: 3 GFLOPS: 10.64/12.71 result: MeasureResult(costs=(0.025225627,), error_no=MeasureErrorNo.NO_ERROR, all_cost=0.7338004112243652, timestamp=1711377238.7344112) [('tile_y', [-1, 512]), ('tile_x', [-1, 128])],None,79
- No: 4 GFLOPS: 5.54/12.71 result: MeasureResult(costs=(0.0484323648,), error_no=MeasureErrorNo.NO_ERROR, all_cost=1.0331470966339111, timestamp=1711377239.7716644) [('tile_y', [-1, 1]), ('tile_x', [-1, 4])],None,20
- No: 5 GFLOPS: 11.05/12.71 result: MeasureResult(costs=(0.024284726599999997,), error_no=MeasureErrorNo.NO_ERROR, all_cost=0.6592066287994385, timestamp=1711377240.5697815) [('tile_y', [-1, 4]), ('tile_x', [-1, 512])],None,92
- No: 6 GFLOPS: 7.15/12.71 result: MeasureResult(costs=(0.0375390826,), error_no=MeasureErrorNo.NO_ERROR, all_cost=0.8935387134552002, timestamp=1711377241.4342897) [('tile_y', [-1, 32]), ('tile_x', [-1, 16])],None,45
- No: 7 GFLOPS: 3.61/12.71 result: MeasureResult(costs=(0.0742691632,), error_no=MeasureErrorNo.NO_ERROR, all_cost=1.4695651531219482, timestamp=1711377242.886847) [('tile_y', [-1, 256]), ('tile_x', [-1, 8])],None,38
- No: 8 GFLOPS: 10.12/12.71 result: MeasureResult(costs=(0.0265151678,), error_no=MeasureErrorNo.NO_ERROR, all_cost=0.699089527130127, timestamp=1711377243.5744827) [('tile_y', [-1, 2]), ('tile_x', [-1, 32])],None,51
- No: 9 GFLOPS: 11.00/12.71 result: MeasureResult(costs=(0.0243939912,), error_no=MeasureErrorNo.NO_ERROR, all_cost=0.6178884506225586, timestamp=1711377244.3256378) [('tile_y', [-1, 32]), ('tile_x', [-1, 512])],None,95
- No: 10 GFLOPS: 8.08/12.71 result: MeasureResult(costs=(0.033225121,), error_no=MeasureErrorNo.NO_ERROR, all_cost=0.7794101238250732, timestamp=1711377245.1210167) [('tile_y', [-1, 8]), ('tile_x', [-1, 4])],None,23
+ No: 1 GFLOPS: 15.21/15.21 result: MeasureResult(costs=(0.0176487176,), error_no=MeasureErrorNo.NO_ERROR, all_cost=0.8112664222717285, timestamp=1711412854.174332) [('tile_y', [-1, 64]), ('tile_x', [-1, 64])],None,66
+ No: 2 GFLOPS: 0.49/15.21 result: MeasureResult(costs=(0.5473304694000001,), error_no=MeasureErrorNo.NO_ERROR, all_cost=8.998860359191895, timestamp=1711412863.1878605) [('tile_y', [-1, 512]), ('tile_x', [-1, 1])],None,9
+ No: 3 GFLOPS: 9.03/15.21 result: MeasureResult(costs=(0.0297315732,), error_no=MeasureErrorNo.NO_ERROR, all_cost=0.7357842922210693, timestamp=1711412863.9135172) [('tile_y', [-1, 2]), ('tile_x', [-1, 64])],None,61
+ No: 4 GFLOPS: 10.49/15.21 result: MeasureResult(costs=(0.0256010866,), error_no=MeasureErrorNo.NO_ERROR, all_cost=0.6572360992431641, timestamp=1711412864.5746505) [('tile_y', [-1, 2]), ('tile_x', [-1, 32])],None,51
+ No: 5 GFLOPS: 10.21/15.21 result: MeasureResult(costs=(0.026284070600000004,), error_no=MeasureErrorNo.NO_ERROR, all_cost=0.8004286289215088, timestamp=1711412865.4857905) [('tile_y', [-1, 2]), ('tile_x', [-1, 128])],None,71
+ No: 6 GFLOPS: 5.30/15.21 result: MeasureResult(costs=(0.050693976200000004,), error_no=MeasureErrorNo.NO_ERROR, all_cost=1.0584945678710938, timestamp=1711412866.5519757) [('tile_y', [-1, 1]), ('tile_x', [-1, 4])],None,20
+ No: 7 GFLOPS: 12.13/15.21 result: MeasureResult(costs=(0.0221238458,), error_no=MeasureErrorNo.NO_ERROR, all_cost=0.6365554332733154, timestamp=1711412867.155255) [('tile_y', [-1, 32]), ('tile_x', [-1, 32])],None,55
+ No: 8 GFLOPS: 14.20/15.21 result: MeasureResult(costs=(0.018908204,), error_no=MeasureErrorNo.NO_ERROR, all_cost=0.6061372756958008, timestamp=1711412867.7113252) [('tile_y', [-1, 128]), ('tile_x', [-1, 64])],None,67
+ No: 9 GFLOPS: 3.78/15.21 result: MeasureResult(costs=(0.07108949099999999,), error_no=MeasureErrorNo.NO_ERROR, all_cost=1.3624863624572754, timestamp=1711412869.1839068) [('tile_y', [-1, 64]), ('tile_x', [-1, 8])],None,36
+ No: 10 GFLOPS: 11.55/15.21 result: MeasureResult(costs=(0.0232429458,), error_no=MeasureErrorNo.NO_ERROR, all_cost=0.5932090282440186, timestamp=1711412869.8090227) [('tile_y', [-1, 256]), ('tile_x', [-1, 32])],None,58
diff --git a/docs/_sources/tutorial/autotvm_relay_x86.rst.txt b/docs/_sources/tutorial/autotvm_relay_x86.rst.txt
index 8aaa72561d..352bb8a4a1 100644
--- a/docs/_sources/tutorial/autotvm_relay_x86.rst.txt
+++ b/docs/_sources/tutorial/autotvm_relay_x86.rst.txt
@@ -311,7 +311,7 @@ standard deviation.
.. code-block:: none
- {'mean': 500.03113871003734, 'median': 499.87854545006485, 'std': 1.8908746993241885}
+ {'mean': 467.955818890041, 'median': 467.91639319962997, 'std': 2.0992307479877996}
@@ -582,29 +582,31 @@ the tuning data to.
.. code-block:: none
- [Task 1/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/20) | 0.00 s [Task 1/25] Current/Best: 15.24/ 19.56 GFLOPS | Progress: (4/20) | 8.27 s [Task 1/25] Current/Best: 8.31/ 20.48 GFLOPS | Progress: (8/20) | 11.44 s [Task 1/25] Current/Best: 12.69/ 20.48 GFLOPS | Progress: (12/20) | 15.27 s [Task 1/25] Current/Best: 8.56/ 20.48 GFLOPS | Progress: (16/20) | 19.01 s [Task 1/25] Current/Best: 12.61/ 20.48 GFLOPS | Progress: (20/20) | 21.41 s Done.
- [Task 2/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/20) | 0.00 s [Task 2/25] Current/Best: 15.01/ 15.01 GFLOPS | Progress: (4/20) | 4.14 s [Task 2/25] Current/Best: 18.87/ 18.87 GFLOPS | Progress: (8/20) | 5.99 s [Task 2/25] Current/Best: 5.54/ 20.51 GFLOPS | Progress: (12/20) | 7.47 s [Task 2/25] Current/Best: 16.86/ 20.51 GFLOPS | Progress: (16/20) | 9.08 s [Task 2/25] Current/Best: 18.40/ 20.51 GFLOPS | Progress: (20/20) | 10.71 s Done.
- [Task 3/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/20) | 0.00 s [Task 3/25] Current/Best: 7.74/ 13.19 GFLOPS | Progress: (4/20) | 5.35 s [Task 3/25] Current/Best: 6.89/ 21.09 GFLOPS | Progress: (8/20) | 7.71 s [Task 3/25] Current/Best: 11.97/ 21.32 GFLOPS | Progress: (12/20) | 10.28 s [Task 3/25] Current/Best: 7.68/ 21.32 GFLOPS | Progress: (16/20) | 14.26 s [Task 3/25] Current/Best: 6.92/ 21.32 GFLOPS | Progress: (20/20) | 17.05 s Done.
- [Task 4/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/20) | 0.00 s [Task 4/25] Current/Best: 13.91/ 17.84 GFLOPS | Progress: (4/20) | 8.73 s [Task 4/25] Current/Best: 10.45/ 17.84 GFLOPS | Progress: (8/20) | 11.08 s [Task 4/25] Current/Best: 11.08/ 17.84 GFLOPS | Progress: (12/20) | 17.18 s [Task 4/25] Current/Best: 21.20/ 21.20 GFLOPS | Progress: (16/20) | 19.27 s [Task 4/25] Current/Best: 16.75/ 21.20 GFLOPS | Progress: (20/20) | 21.39 s Done.
- [Task 5/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/20) | 0.00 s [Task 5/25] Current/Best: 5.63/ 15.22 GFLOPS | Progress: (4/20) | 4.98 s [Task 5/25] Current/Best: 7.45/ 15.22 GFLOPS | Progress: (8/20) | 6.85 s [Task 5/25] Current/Best: 15.03/ 16.87 GFLOPS | Progress: (12/20) | 8.94 s [Task 5/25] Current/Best: 11.33/ 18.83 GFLOPS | Progress: (16/20) | 11.83 s [Task 5/25] Current/Best: 5.80/ 18.83 GFLOPS | Progress: (20/20) | 13.91 s Done.
- [Task 6/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/20) | 0.00 s [Task 6/25] Current/Best: 17.69/ 17.69 GFLOPS | Progress: (4/20) | 7.56 s [Task 6/25] Current/Best: 3.93/ 17.69 GFLOPS | Progress: (8/20) | 11.53 s [Task 6/25] Current/Best: 15.65/ 17.69 GFLOPS | Progress: (12/20) | 13.56 s [Task 6/25] Current/Best: 5.42/ 17.69 GFLOPS | Progress: (16/20) | 15.73 s [Task 6/25] Current/Best: 5.80/ 21.25 GFLOPS | Progress: (20/20) | 18.40 s Done.
- [Task 7/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/20) | 0.00 s [Task 7/25] Current/Best: 18.13/ 18.13 GFLOPS | Progress: (4/20) | 4.97 s [Task 7/25] Current/Best: 19.67/ 19.67 GFLOPS | Progress: (8/20) | 7.40 s [Task 7/25] Current/Best: 12.38/ 19.67 GFLOPS | Progress: (12/20) | 9.63 s [Task 7/25] Current/Best: 20.87/ 20.87 GFLOPS | Progress: (16/20) | 11.87 s [Task 7/25] Current/Best: 14.85/ 20.87 GFLOPS | Progress: (20/20) | 14.62 s Done.
- [Task 8/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/20) | 0.00 s [Task 8/25] Current/Best: 8.37/ 16.23 GFLOPS | Progress: (4/20) | 11.32 s [Task 8/25] Current/Best: 3.03/ 16.23 GFLOPS | Progress: (8/20) | 14.46 s [Task 8/25] Current/Best: 3.86/ 19.31 GFLOPS | Progress: (12/20) | 16.92 s [Task 8/25] Current/Best: 2.78/ 19.31 GFLOPS | Progress: (16/20) | 20.22 s [Task 8/25] Current/Best: 13.03/ 19.31 GFLOPS | Progress: (20/20) | 32.98 s Done.
- [Task 9/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/20) | 0.00 s [Task 9/25] Current/Best: 20.71/ 20.71 GFLOPS | Progress: (4/20) | 6.32 s [Task 9/25] Current/Best: 17.25/ 20.71 GFLOPS | Progress: (8/20) | 10.99 s [Task 9/25] Current/Best: 20.84/ 20.84 GFLOPS | Progress: (12/20) | 13.20 s [Task 9/25] Current/Best: 14.28/ 20.84 GFLOPS | Progress: (16/20) | 14.99 s [Task 9/25] Current/Best: 7.67/ 20.84 GFLOPS | Progress: (20/20) | 25.83 s Done.
- [Task 10/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/20) | 0.00 s [Task 10/25] Current/Best: 13.53/ 18.42 GFLOPS | Progress: (4/20) | 4.93 s [Task 10/25] Current/Best: 13.33/ 18.42 GFLOPS | Progress: (8/20) | 6.69 s [Task 10/25] Current/Best: 14.32/ 19.35 GFLOPS | Progress: (12/20) | 8.81 s [Task 10/25] Current/Best: 14.92/ 19.35 GFLOPS | Progress: (16/20) | 10.83 s [Task 10/25] Current/Best: 18.20/ 19.35 GFLOPS | Progress: (20/20) | 12.72 s Done.
- [Task 11/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/20) | 0.00 s [Task 11/25] Current/Best: 11.73/ 18.96 GFLOPS | Progress: (4/20) | 6.35 s [Task 11/25] Current/Best: 14.77/ 19.62 GFLOPS | Progress: (8/20) | 8.45 s [Task 11/25] Current/Best: 11.83/ 19.73 GFLOPS | Progress: (12/20) | 10.64 s [Task 11/25] Current/Best: 11.51/ 19.73 GFLOPS | Progress: (16/20) | 13.27 s [Task 11/25] Current/Best: 9.93/ 19.73 GFLOPS | Progress: (20/20) | 16.40 s Done.
- [Task 12/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/20) | 0.00 s [Task 12/25] Current/Best: 14.86/ 14.86 GFLOPS | Progress: (4/20) | 5.10 s [Task 12/25] Current/Best: 11.86/ 14.86 GFLOPS | Progress: (8/20) | 8.10 s [Task 12/25] Current/Best: 14.29/ 20.27 GFLOPS | Progress: (12/20) | 10.55 s [Task 12/25] Current/Best: 12.91/ 20.81 GFLOPS | Progress: (16/20) | 14.12 s [Task 12/25] Current/Best: 11.29/ 20.81 GFLOPS | Progress: (20/20) | 21.97 s Done.
- [Task 13/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/20) | 0.00 s [Task 13/25] Current/Best: 9.33/ 13.82 GFLOPS | Progress: (4/20) | 6.47 s [Task 13/25] Current/Best: 14.10/ 16.76 GFLOPS | Progress: (8/20) | 9.40 s [Task 13/25] Current/Best: 11.05/ 21.11 GFLOPS | Progress: (12/20) | 12.61 s [Task 13/25] Current/Best: 12.53/ 21.11 GFLOPS | Progress: (16/20) | 14.88 s [Task 13/25] Current/Best: 19.58/ 22.74 GFLOPS | Progress: (20/20) | 17.10 s Done.
- [Task 14/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/20) | 0.00 s [Task 14/25] Current/Best: 9.18/ 13.59 GFLOPS | Progress: (4/20) | 14.37 s [Task 14/25] Current/Best: 3.05/ 13.59 GFLOPS | Progress: (8/20) | 18.30 s [Task 14/25] Current/Best: 9.64/ 15.11 GFLOPS | Progress: (12/20) | 20.43 s [Task 14/25] Current/Best: 20.51/ 20.51 GFLOPS | Progress: (16/20) | 23.60 s [Task 14/25] Current/Best: 16.78/ 20.51 GFLOPS | Progress: (20/20) | 32.89 s [Task 15/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/20) | 0.00 s [Task 15/25] Current/Best: 16.27/ 16.27 GFLOPS | Progress: (4/20) | 13.88 s [Task 15/25] Current/Best: 7.99/ 17.73 GFLOPS | Progress: (8/20) | 19.38 s [Task 15/25] Current/Best: 14.74/ 18.63 GFLOPS | Progress: (12/20) | 23.05 s [Task 15/25] Current/Best: 16.25/ 18.63 GFLOPS | Progress: (16/20) | 29.85 s [Task 15/25] Current/Best: 22.92/ 22.92 GFLOPS | Progress: (2
0/20) | 31.38 s [Task 16/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/20) | 0.00 s [Task 16/25] Current/Best: 7.76/ 14.48 GFLOPS | Progress: (4/20) | 4.72 s [Task 16/25] Current/Best: 17.73/ 17.73 GFLOPS | Progress: (8/20) | 6.40 s [Task 16/25] Current/Best: 14.12/ 17.73 GFLOPS | Progress: (12/20) | 9.17 s [Task 16/25] Current/Best: 14.35/ 20.46 GFLOPS | Progress: (16/20) | 11.05 s [Task 16/25] Current/Best: 11.88/ 20.46 GFLOPS | Progress: (20/20) | 14.43 s Done.
- [Task 17/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/20) | 0.00 s [Task 17/25] Current/Best: 12.27/ 20.54 GFLOPS | Progress: (4/20) | 5.69 s [Task 17/25] Current/Best: 18.93/ 21.61 GFLOPS | Progress: (8/20) | 7.93 s Done.
+ [Task 1/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/20) | 0.00 s [Task 1/25] Current/Best: 14.18/ 24.64 GFLOPS | Progress: (4/20) | 8.01 s [Task 1/25] Current/Best: 15.33/ 24.64 GFLOPS | Progress: (8/20) | 10.65 s [Task 1/25] Current/Best: 1.99/ 24.64 GFLOPS | Progress: (12/20) | 13.96 s [Task 1/25] Current/Best: 21.62/ 24.64 GFLOPS | Progress: (16/20) | 17.18 s [Task 1/25] Current/Best: 18.84/ 24.64 GFLOPS | Progress: (20/20) | 20.47 s Done.
+ [Task 2/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/20) | 0.00 s [Task 2/25] Current/Best: 12.43/ 19.32 GFLOPS | Progress: (4/20) | 3.88 s [Task 2/25] Current/Best: 6.66/ 19.32 GFLOPS | Progress: (8/20) | 5.35 s [Task 2/25] Current/Best: 15.87/ 20.41 GFLOPS | Progress: (12/20) | 6.85 s [Task 2/25] Current/Best: 5.95/ 20.41 GFLOPS | Progress: (16/20) | 8.39 s [Task 2/25] Current/Best: 6.33/ 20.41 GFLOPS | Progress: (20/20) | 9.88 s Done.
+ [Task 3/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/20) | 0.00 s [Task 3/25] Current/Best: 6.26/ 22.23 GFLOPS | Progress: (4/20) | 4.76 s [Task 3/25] Current/Best: 14.43/ 22.23 GFLOPS | Progress: (8/20) | 7.78 s [Task 3/25] Current/Best: 6.44/ 22.23 GFLOPS | Progress: (12/20) | 10.14 s [Task 3/25] Current/Best: 10.26/ 22.23 GFLOPS | Progress: (16/20) | 12.97 s [Task 3/25] Current/Best: 24.12/ 24.12 GFLOPS | Progress: (20/20) | 15.50 s Done.
+ [Task 4/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/20) | 0.00 s [Task 4/25] Current/Best: 17.46/ 17.46 GFLOPS | Progress: (4/20) | 4.66 s [Task 4/25] Current/Best: 14.67/ 17.95 GFLOPS | Progress: (8/20) | 8.28 s [Task 4/25] Current/Best: 12.90/ 17.95 GFLOPS | Progress: (12/20) | 14.08 s [Task 4/25] Current/Best: 13.11/ 17.95 GFLOPS | Progress: (16/20) | 15.99 s [Task 4/25] Current/Best: 6.82/ 19.59 GFLOPS | Progress: (20/20) | 17.88 s Done.
+ [Task 5/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/20) | 0.00 s [Task 5/25] Current/Best: 3.84/ 16.18 GFLOPS | Progress: (4/20) | 4.85 s [Task 5/25] Current/Best: 4.69/ 23.00 GFLOPS | Progress: (8/20) | 7.61 s [Task 5/25] Current/Best: 5.78/ 23.00 GFLOPS | Progress: (12/20) | 9.80 s [Task 5/25] Current/Best: 11.79/ 23.00 GFLOPS | Progress: (16/20) | 11.56 s [Task 5/25] Current/Best: 14.70/ 23.00 GFLOPS | Progress: (20/20) | 14.02 s Done.
+ [Task 6/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/20) | 0.00 s [Task 6/25] Current/Best: 9.17/ 14.67 GFLOPS | Progress: (4/20) | 4.97 s [Task 6/25] Current/Best: 10.90/ 14.67 GFLOPS | Progress: (8/20) | 8.11 s [Task 6/25] Current/Best: 15.28/ 23.17 GFLOPS | Progress: (12/20) | 10.61 s [Task 6/25] Current/Best: 10.95/ 23.17 GFLOPS | Progress: (16/20) | 13.15 s [Task 6/25] Current/Best: 16.65/ 23.17 GFLOPS | Progress: (20/20) | 16.23 s Done.
+ [Task 7/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/20) | 0.00 s [Task 7/25] Current/Best: 14.52/ 16.10 GFLOPS | Progress: (4/20) | 5.53 s [Task 7/25] Current/Best: 17.27/ 17.27 GFLOPS | Progress: (8/20) | 8.01 s [Task 7/25] Current/Best: 16.50/ 21.16 GFLOPS | Progress: (12/20) | 10.01 s [Task 7/25] Current/Best: 19.05/ 21.16 GFLOPS | Progress: (16/20) | 12.21 s [Task 7/25] Current/Best: 1.64/ 21.16 GFLOPS | Progress: (20/20) | 16.43 s Done.
+ [Task 8/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/20) | 0.00 s [Task 8/25] Current/Best: 9.85/ 20.07 GFLOPS | Progress: (4/20) | 7.70 s [Task 8/25] Current/Best: 10.51/ 20.07 GFLOPS | Progress: (8/20) | 11.44 s [Task 8/25] Current/Best: 16.17/ 20.07 GFLOPS | Progress: (12/20) | 14.28 s [Task 8/25] Current/Best: 15.84/ 20.07 GFLOPS | Progress: (16/20) | 25.89 s [Task 8/25] Current/Best: 8.88/ 20.07 GFLOPS | Progress: (20/20) | 37.36 s [Task 9/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/20) | 0.00 s [Task 9/25] Current/Best: 13.23/ 13.23 GFLOPS | Progress: (4/20) | 10.62 s [Task 9/25] Current/Best: 17.10/ 18.09 GFLOPS | Progress: (8/20) | 12.53 s [Task 9/25] Current/Best: 6.48/ 18.09 GFLOPS | Progress: (12/20) | 15.66 s [Task 9/25] Current/Best: 8.61/ 18.09 GFLOPS | Progress: (16/20) | 19.16 s [Task 9/25] Current/Best: 16.39/ 22.07 GFLOPS | Progress: (20
/20) | 22.20 s Done.
+ [Task 10/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/20) | 0.00 s [Task 10/25] Current/Best: 16.54/ 19.27 GFLOPS | Progress: (4/20) | 4.68 s [Task 10/25] Current/Best: 17.03/ 20.06 GFLOPS | Progress: (8/20) | 6.40 s [Task 10/25] Current/Best: 5.66/ 20.06 GFLOPS | Progress: (12/20) | 9.04 s [Task 10/25] Current/Best: 6.53/ 20.06 GFLOPS | Progress: (16/20) | 10.83 s [Task 10/25] Current/Best: 11.91/ 20.13 GFLOPS | Progress: (20/20) | 12.96 s Done.
+ [Task 11/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/20) | 0.00 s [Task 11/25] Current/Best: 5.71/ 18.52 GFLOPS | Progress: (4/20) | 5.14 s [Task 11/25] Current/Best: 7.92/ 22.89 GFLOPS | Progress: (8/20) | 7.43 s [Task 11/25] Current/Best: 24.12/ 24.12 GFLOPS | Progress: (12/20) | 9.58 s [Task 11/25] Current/Best: 11.35/ 24.12 GFLOPS | Progress: (16/20) | 11.82 s [Task 11/25] Current/Best: 15.14/ 25.00 GFLOPS | Progress: (20/20) | 13.73 s Done.
+ [Task 12/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/20) | 0.00 s [Task 12/25] Current/Best: 18.72/ 18.72 GFLOPS | Progress: (4/20) | 4.69 s [Task 12/25] Current/Best: 15.72/ 18.72 GFLOPS | Progress: (8/20) | 7.73 s [Task 12/25] Current/Best: 11.33/ 18.79 GFLOPS | Progress: (12/20) | 11.29 s [Task 12/25] Current/Best: 8.35/ 19.06 GFLOPS | Progress: (16/20) | 14.17 s [Task 12/25] Current/Best: 16.08/ 19.06 GFLOPS | Progress: (20/20) | 16.37 s Done.
+ [Task 13/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/20) | 0.00 s [Task 13/25] Current/Best: 11.89/ 21.79 GFLOPS | Progress: (4/20) | 5.14 s [Task 13/25] Current/Best: 21.41/ 21.79 GFLOPS | Progress: (8/20) | 7.40 s [Task 13/25] Current/Best: 20.71/ 21.79 GFLOPS | Progress: (12/20) | 10.02 s [Task 13/25] Current/Best: 13.70/ 21.79 GFLOPS | Progress: (16/20) | 12.66 s [Task 13/25] Current/Best: 11.71/ 22.42 GFLOPS | Progress: (20/20) | 16.06 s Done.
+ [Task 14/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/20) | 0.00 s [Task 14/25] Current/Best: 6.74/ 13.97 GFLOPS | Progress: (4/20) | 4.69 s [Task 14/25] Current/Best: 16.18/ 16.18 GFLOPS | Progress: (8/20) | 7.18 s [Task 14/25] Current/Best: 6.49/ 19.67 GFLOPS | Progress: (12/20) | 9.53 s [Task 14/25] Current/Best: 10.81/ 19.67 GFLOPS | Progress: (16/20) | 12.16 s [Task 14/25] Current/Best: 12.36/ 19.69 GFLOPS | Progress: (20/20) | 14.84 s Done.
+ [Task 15/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/20) | 0.00 s [Task 15/25] Current/Best: 15.75/ 19.26 GFLOPS | Progress: (4/20) | 10.07 s [Task 15/25] Current/Best: 6.73/ 21.42 GFLOPS | Progress: (8/20) | 11.78 s [Task 15/25] Current/Best: 17.03/ 21.65 GFLOPS | Progress: (12/20) | 13.87 s [Task 15/25] Current/Best: 10.10/ 21.65 GFLOPS | Progress: (16/20) | 15.92 s [Task 15/25] Current/Best: 11.28/ 21.65 GFLOPS | Progress: (20/20) | 21.13 s Done.
+ [Task 16/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/20) | 0.00 s [Task 16/25] Current/Best: 16.75/ 16.75 GFLOPS | Progress: (4/20) | 5.73 s [Task 16/25] Current/Best: 12.63/ 17.56 GFLOPS | Progress: (8/20) | 7.80 s [Task 16/25] Current/Best: 14.30/ 21.42 GFLOPS | Progress: (12/20) | 9.60 s [Task 16/25] Current/Best: 14.86/ 22.19 GFLOPS | Progress: (16/20) | 11.21 s [Task 16/25] Current/Best: 18.43/ 22.19 GFLOPS | Progress: (20/20) | 12.75 s Done.
+ [Task 17/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/20) | 0.00 s [Task 17/25] Current/Best: 24.33/ 24.33 GFLOPS | Progress: (4/20) | 5.26 s [Task 17/25] Current/Best: 16.95/ 24.59 GFLOPS | Progress: (8/20) | 7.70 s [Task 17/25] Current/Best: 14.63/ 24.59 GFLOPS | Progress: (12/20) | 10.58 s [Task 17/25] Current/Best: 18.15/ 24.59 GFLOPS | Progress: (16/20) | 14.15 s [Task 17/25] Current/Best: 22.57/ 24.59 GFLOPS | Progress: (20/20) | 16.47 s Done.
+ [Task 18/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/20) | 0.00 s [Task 18/25] Current/Best: 19.11/ 21.18 GFLOPS | Progress: (4/20) | 8.41 s [Task 18/25] Current/Best: 17.62/ 21.18 GFLOPS | Progress: (8/20) | 11.99 s [Task 18/25] Current/Best: 14.57/ 21.18 GFLOPS | Progress: (12/20) | 15.97 s [Task 18/25] Current/Best: 6.71/ 21.18 GFLOPS | Progress: (16/20) | 19.23 s [Task 18/25] Current/Best: 18.54/ 21.18 GFLOPS | Progress: (20/20) | 21.42 s Done.
+ [Task 19/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/20) | 0.00 s [Task 19/25] Current/Best: 12.63/ 20.53 GFLOPS | Progress: (4/20) | 5.30 s [Task 19/25] Current/Best: 14.30/ 20.53 GFLOPS | Progress: (8/20) | 8.85 s [Task 19/25] Current/Best: 17.98/ 20.53 GFLOPS | Progress: (12/20) | 12.13 s [Task 19/25] Current/Best: 17.57/ 20.53 GFLOPS | Progress: (16/20) | 16.13 s [Task 19/25] Current/Best: 19.30/ 20.53 GFLOPS | Progress: (20/20) | 20.67 s Done.
+ [Task 20/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/20) | 0.00 s [Task 20/25] Current/Best: 9.86/ 11.26 GFLOPS | Progress: (4/20) | 14.21 s Done.
+ [Task 20/25] Current/Best: 7.06/ 12.28 GFLOPS | Progress: (8/20) | 26.34 s [Task 20/25] Current/Best: 9.60/ 12.28 GFLOPS | Progress: (12/20) | 33.97 s [Task 20/25] Current/Best: 22.34/ 22.34 GFLOPS | Progress: (16/20) | 42.74 s [Task 20/25] Current/Best: 7.87/ 22.34 GFLOPS | Progress: (20/20) | 47.37 s Done.
+ [Task 21/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/20) | 0.00 s [Task 21/25] Current/Best: 10.83/ 11.31 GFLOPS | Progress: (4/20) | 5.08 s [Task 21/25] Current/Best: 18.43/ 19.25 GFLOPS | Progress: (8/20) | 12.74 s [Task 21/25] Current/Best: 19.78/ 19.78 GFLOPS | Progress: (12/20) | 18.74 s [Task 21/25] Current/Best: 8.96/ 19.78 GFLOPS | Progress: (16/20) | 29.43 s [Task 21/25] Current/Best: 17.06/ 22.49 GFLOPS | Progress: (20/20) | 31.15 s Done.
+ [Task 22/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/20) | 0.00 s [Task 22/25] Current/Best: 5.32/ 15.40 GFLOPS | Progress: (4/20) | 4.65 s [Task 22/25] Current/Best: 6.90/ 18.61 GFLOPS | Progress: (8/20) | 8.96 s [Task 22/25] Current/Best: 18.89/ 19.29 GFLOPS | Progress: (12/20) | 10.93 s [Task 22/25] Current/Best: 2.71/ 22.65 GFLOPS | Progress: (16/20) | 22.32 s [Task 22/25] Current/Best: 6.40/ 22.65 GFLOPS | Progress: (20/20) | 25.16 s [Task 23/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/20) | 0.00 s [Task 23/25] Current/Best: 13.12/ 13.34 GFLOPS | Progress: (4/20) | 6.25 s [Task 23/25] Current/Best: 14.51/ 20.07 GFLOPS | Progress: (8/20) | 11.15 s [Task 23/25] Current/Best: 3.19/ 20.07 GFLOPS | Progress: (12/20) | 14.28 s [Task 23/25] Current/Best: 5.52/ 20.07 GFLOPS | Progress: (16/20) | 17.48 s [Task 23/25] Current/Best: 24.44/ 24.44 GFLOPS | Progress: (20/2
0) | 19.66 s Done.
+ [Task 24/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/20) | 0.00 s [Task 24/25] Current/Best: 3.81/ 3.94 GFLOPS | Progress: (4/20) | 6.42 s [Task 24/25] Current/Best: 10.86/ 10.86 GFLOPS | Progress: (8/20) | 17.42 s [Task 24/25] Current/Best: 7.65/ 10.86 GFLOPS | Progress: (12/20) | 22.40 s [Task 24/25] Current/Best: 1.15/ 10.86 GFLOPS | Progress: (16/20) | 33.37 s [Task 24/25] Current/Best: 3.92/ 10.86 GFLOPS | Progress: (20/20) | 40.82 s [Task 25/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/20) | 0.00 s [Task 25/25] Current/Best: 4.36/ 9.72 GFLOPS | Progress: (4/20) | 5.18 s [Task 25/25] Current/Best: 4.38/ 9.72 GFLOPS | Progress: (8/20) | 7.21 s [Task 25/25] Current/Best: 3.03/ 9.72 GFLOPS | Progress: (12/20) | 18.17 s [Task 25/25] Current/Best: 7.42/ 9.72 GFLOPS | Progress: (16/20) | 30.52 s Done.
Done.
- [Task 17/25] Current/Best: 6.13/ 21.61 GFLOPS | Progress: (12/20) | 11.78 s [Task 17/25] Current/Best: 19.08/ 21.61 GFLOPS | Progress: (16/20) | 14.36 s [Task 17/25] Current/Best: 10.25/ 21.61 GFLOPS | Progress: (20/20) | 17.01 s Done.
- [Task 18/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/20) | 0.00 s [Task 18/25] Current/Best: 19.27/ 19.27 GFLOPS | Progress: (4/20) | 4.75 s [Task 18/25] Current/Best: 11.85/ 21.25 GFLOPS | Progress: (8/20) | 10.07 s [Task 18/25] Current/Best: 16.41/ 21.25 GFLOPS | Progress: (12/20) | 12.13 s [Task 18/25] Current/Best: 12.44/ 21.25 GFLOPS | Progress: (16/20) | 14.63 s [Task 18/25] Current/Best: 9.46/ 21.25 GFLOPS | Progress: (20/20) | 18.86 s Done.
- [Task 19/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/20) | 0.00 s [Task 19/25] Current/Best: 17.98/ 17.98 GFLOPS | Progress: (4/20) | 7.78 s [Task 19/25] Current/Best: 9.74/ 17.98 GFLOPS | Progress: (8/20) | 12.01 s [Task 19/25] Current/Best: 18.35/ 19.42 GFLOPS | Progress: (12/20) | 14.74 s [Task 19/25] Current/Best: 11.04/ 19.42 GFLOPS | Progress: (16/20) | 17.46 s [Task 19/25] Current/Best: 10.41/ 21.02 GFLOPS | Progress: (20/20) | 23.04 s Done.
- [Task 20/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/20) | 0.00 s [Task 20/25] Current/Best: 6.88/ 14.91 GFLOPS | Progress: (4/20) | 5.45 s [Task 20/25] Current/Best: 5.92/ 14.91 GFLOPS | Progress: (8/20) | 12.84 s [Task 20/25] Current/Best: 7.18/ 18.44 GFLOPS | Progress: (12/20) | 21.11 s [Task 20/25] Current/Best: 8.50/ 18.45 GFLOPS | Progress: (16/20) | 27.49 s [Task 20/25] Current/Best: 10.94/ 18.45 GFLOPS | Progress: (20/20) | 29.92 s Done.
- [Task 21/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/20) | 0.00 s [Task 21/25] Current/Best: 6.13/ 13.78 GFLOPS | Progress: (4/20) | 14.13 s [Task 21/25] Current/Best: 4.97/ 14.25 GFLOPS | Progress: (8/20) | 25.42 s [Task 21/25] Current/Best: 12.79/ 14.25 GFLOPS | Progress: (12/20) | 28.83 s [Task 21/25] Current/Best: 11.77/ 17.79 GFLOPS | Progress: (16/20) | 30.52 s [Task 21/25] Current/Best: 9.96/ 17.79 GFLOPS | Progress: (20/20) | 33.07 s [Task 22/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/20) | 0.00 s [Task 22/25] Current/Best: 10.46/ 18.49 GFLOPS | Progress: (4/20) | 5.13 s [Task 22/25] Current/Best: 11.26/ 18.49 GFLOPS | Progress: (8/20) | 7.86 s [Task 22/25] Current/Best: 18.93/ 18.93 GFLOPS | Progress: (12/20) | 9.83 s [Task 22/25] Current/Best: 10.18/ 18.93 GFLOPS | Progress: (16/20) | 12.24 s [Task 22/25] Current/Best: 17.37/ 18.93 GFLOPS | Progress: (20/2
0) | 14.19 s Done.
- [Task 23/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/20) | 0.00 s [Task 23/25] Current/Best: 5.06/ 18.20 GFLOPS | Progress: (4/20) | 5.61 s [Task 23/25] Current/Best: 5.34/ 20.88 GFLOPS | Progress: (8/20) | 9.28 s [Task 23/25] Current/Best: 10.56/ 21.22 GFLOPS | Progress: (12/20) | 13.74 s [Task 23/25] Current/Best: 3.08/ 21.22 GFLOPS | Progress: (16/20) | 16.55 s [Task 23/25] Current/Best: 12.73/ 21.22 GFLOPS | Progress: (20/20) | 18.82 s Done.
- [Task 24/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/20) | 0.00 s [Task 24/25] Current/Best: 6.03/ 6.03 GFLOPS | Progress: (4/20) | 6.23 s [Task 24/25] Current/Best: 3.01/ 6.03 GFLOPS | Progress: (8/20) | 16.42 s [Task 24/25] Current/Best: 9.70/ 9.70 GFLOPS | Progress: (12/20) | 22.81 s [Task 24/25] Current/Best: 9.56/ 9.70 GFLOPS | Progress: (16/20) | 33.52 s [Task 24/25] Current/Best: 5.82/ 9.70 GFLOPS | Progress: (20/20) | 44.53 s [Task 25/25] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/20) | 0.00 s [Task 25/25] Current/Best: 1.53/ 8.56 GFLOPS | Progress: (4/20) | 12.54 s [Task 25/25] Current/Best: 1.53/ 8.70 GFLOPS | Progress: (8/20) | 17.62 s [Task 25/25] Current/Best: 7.38/ 8.88 GFLOPS | Progress: (12/20) | 28.43 s [Task 25/25] Current/Best: 1.55/ 9.07 GFLOPS | Progress: (16/20) | 30.73 s [Task 25/25] Current/Best: 4.09/ 9.07 GFLOPS | Progress: (20
/20) | 32.22 s Done.
+ [Task 25/25] Current/Best: 7.02/ 10.36 GFLOPS | Progress: (20/20) | 42.55 s Done.
@@ -669,13 +671,6 @@ model using optimized operators to speed up our computations.
-.. rst-class:: sphx-glr-script-out
-
- .. code-block:: none
-
- Done.
- Done.
-
@@ -708,8 +703,8 @@ Verify that the optimized model runs and produces the same results:
.. code-block:: none
- class='n02123045 tabby, tabby cat' with probability=0.621104
- class='n02123159 tiger cat' with probability=0.356378
+ class='n02123045 tabby, tabby cat' with probability=0.621105
+ class='n02123159 tiger cat' with probability=0.356377
class='n02124075 Egyptian cat' with probability=0.019712
class='n02129604 tiger, Panthera tigris' with probability=0.001215
class='n04040759 radiator' with probability=0.000262
@@ -766,8 +761,8 @@ improvement in comparing the optimized model to the unoptimized model.
.. code-block:: none
- optimized: {'mean': 422.51470897001127, 'median': 421.35716734992457, 'std': 2.9735225423039346}
- unoptimized: {'mean': 500.03113871003734, 'median': 499.87854545006485, 'std': 1.8908746993241885}
+ optimized: {'mean': 374.1590725099377, 'median': 374.5468540000729, 'std': 2.9968354374994246}
+ unoptimized: {'mean': 467.955818890041, 'median': 467.91639319962997, 'std': 2.0992307479877996}
@@ -790,7 +785,7 @@ profiling/benchmarking.
.. rst-class:: sphx-glr-timing
- **Total running time of the script:** ( 13 minutes 35.096 seconds)
+ **Total running time of the script:** ( 13 minutes 3.760 seconds)
.. _sphx_glr_download_tutorial_autotvm_relay_x86.py:
diff --git a/docs/_sources/tutorial/cross_compilation_and_rpc.rst.txt b/docs/_sources/tutorial/cross_compilation_and_rpc.rst.txt
index 1bda17275d..76673b35f8 100644
--- a/docs/_sources/tutorial/cross_compilation_and_rpc.rst.txt
+++ b/docs/_sources/tutorial/cross_compilation_and_rpc.rst.txt
@@ -274,7 +274,7 @@ device and returns the measured cost. Network overhead is excluded.
.. code-block:: none
- 1.2e-07 secs/op
+ 1.152e-07 secs/op
diff --git a/docs/_sources/tutorial/intro_topi.rst.txt b/docs/_sources/tutorial/intro_topi.rst.txt
index 99a98a026f..4f9b97c57a 100644
--- a/docs/_sources/tutorial/intro_topi.rst.txt
+++ b/docs/_sources/tutorial/intro_topi.rst.txt
@@ -270,7 +270,7 @@ As you can see, scheduled stages of computation have been accumulated and we can
.. code-block:: none
- [stage(a, placeholder(a, 0x2db84bf0)), stage(b, placeholder(b, 0x15d98ae0)), stage(T_add, compute(T_add, body=[a[ax0, ax1, ax2] + b[ax1, ax2]], axis=[T.iter_var(ax0, T.Range(0, 100), "DataPar", ""), T.iter_var(ax1, T.Range(0, 10), "DataPar", ""), T.iter_var(ax2, T.Range(0, 10), "DataPar", "")], reduce_axis=[], tag=broadcast, attrs={})), stage(T_multiply, compute(T_multiply, body=[a[ax0, ax1, ax2] * b[ax1, ax2]], axis=[T.iter_var(ax0, T.Range(0, 100), "DataPar", ""), T.iter_var(ax1, T [...]
+ [stage(a, placeholder(a, 0x9cd9f90)), stage(b, placeholder(b, 0x25a44d60)), stage(T_add, compute(T_add, body=[a[ax0, ax1, ax2] + b[ax1, ax2]], axis=[T.iter_var(ax0, T.Range(0, 100), "DataPar", ""), T.iter_var(ax1, T.Range(0, 10), "DataPar", ""), T.iter_var(ax2, T.Range(0, 10), "DataPar", "")], reduce_axis=[], tag=broadcast, attrs={})), stage(T_multiply, compute(T_multiply, body=[a[ax0, ax1, ax2] * b[ax1, ax2]], axis=[T.iter_var(ax0, T.Range(0, 100), "DataPar", ""), T.iter_var(ax1, T. [...]
diff --git a/docs/_sources/tutorial/sg_execution_times.rst.txt b/docs/_sources/tutorial/sg_execution_times.rst.txt
index 64da4f32b4..08b6dd1460 100644
--- a/docs/_sources/tutorial/sg_execution_times.rst.txt
+++ b/docs/_sources/tutorial/sg_execution_times.rst.txt
@@ -5,24 +5,24 @@
Computation times
=================
-**16:57.647** total execution time for **tutorial** files:
+**16:34.853** total execution time for **tutorial** files:
+------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_tutorial_autotvm_relay_x86.py` (``autotvm_relay_x86.py``) | 13:35.096 | 0.0 MB |
+| :ref:`sphx_glr_tutorial_autotvm_relay_x86.py` (``autotvm_relay_x86.py``) | 13:03.760 | 0.0 MB |
+------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_tutorial_auto_scheduler_matmul_x86.py` (``auto_scheduler_matmul_x86.py``) | 01:22.350 | 0.0 MB |
+| :ref:`sphx_glr_tutorial_auto_scheduler_matmul_x86.py` (``auto_scheduler_matmul_x86.py``) | 01:26.845 | 0.0 MB |
+------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_tutorial_tensor_expr_get_started.py` (``tensor_expr_get_started.py``) | 00:58.505 | 0.0 MB |
+| :ref:`sphx_glr_tutorial_tensor_expr_get_started.py` (``tensor_expr_get_started.py``) | 00:58.021 | 0.0 MB |
+------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_tutorial_relay_quick_start.py` (``relay_quick_start.py``) | 00:44.911 | 0.0 MB |
+| :ref:`sphx_glr_tutorial_relay_quick_start.py` (``relay_quick_start.py``) | 00:41.896 | 0.0 MB |
+------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_tutorial_autotvm_matmul_x86.py` (``autotvm_matmul_x86.py``) | 00:14.709 | 0.0 MB |
+| :ref:`sphx_glr_tutorial_autotvm_matmul_x86.py` (``autotvm_matmul_x86.py``) | 00:22.468 | 0.0 MB |
+------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_tutorial_intro_topi.py` (``intro_topi.py``) | 00:00.921 | 0.0 MB |
+| :ref:`sphx_glr_tutorial_intro_topi.py` (``intro_topi.py``) | 00:00.860 | 0.0 MB |
+------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_tutorial_tensor_ir_blitz_course.py` (``tensor_ir_blitz_course.py``) | 00:00.916 | 0.0 MB |
+| :ref:`sphx_glr_tutorial_tensor_ir_blitz_course.py` (``tensor_ir_blitz_course.py``) | 00:00.839 | 0.0 MB |
+------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_tutorial_cross_compilation_and_rpc.py` (``cross_compilation_and_rpc.py``) | 00:00.237 | 0.0 MB |
+| :ref:`sphx_glr_tutorial_cross_compilation_and_rpc.py` (``cross_compilation_and_rpc.py``) | 00:00.164 | 0.0 MB |
+------------------------------------------------------------------------------------------+-----------+--------+
| :ref:`sphx_glr_tutorial_uma.py` (``uma.py``) | 00:00.000 | 0.0 MB |
+------------------------------------------------------------------------------------------+-----------+--------+
diff --git a/docs/_sources/tutorial/tensor_expr_get_started.rst.txt b/docs/_sources/tutorial/tensor_expr_get_started.rst.txt
index dbce420626..cdca19ccdc 100644
--- a/docs/_sources/tutorial/tensor_expr_get_started.rst.txt
+++ b/docs/_sources/tutorial/tensor_expr_get_started.rst.txt
@@ -286,7 +286,7 @@ helper function to run a profile of the TVM generated code.
.. code-block:: none
Numpy running time: 0.000006
- naive: 0.000006
+ naive: 0.000007
@@ -444,7 +444,7 @@ factor to be the number of threads on your CPU.
.. code-block:: none
- vector: 0.000040
+ vector: 0.000038
# from tvm.script import ir as I
# from tvm.script import tir as T
@@ -498,10 +498,10 @@ We can now compare the different schedules
.. code-block:: none
Operator Timing Performance
- numpy 6.464379985118285e-06 1.0
- naive 5.835e-06 0.9026387702196983
- parallel 8.195199999999999e-06 1.267747257875659
- vector 4.0413199999999995e-05 6.251674575602863
+ numpy 5.9458000032464044e-06 1.0
+ naive 7.3322e-06 1.2331729953911368
+ parallel 7.8104e-06 1.3135995149072497
+ vector 3.81235e-05 6.411836923405527
@@ -922,7 +922,7 @@ matrix multiplication.
.. code-block:: none
- Numpy running time: 0.019359
+ Numpy running time: 0.014298
@@ -980,7 +980,7 @@ optimizations.
.. code-block:: none
- none: 3.217291
+ none: 3.345678
@@ -1080,7 +1080,7 @@ schedule.
.. code-block:: none
- blocking: 0.322699
+ blocking: 0.281335
@@ -1164,7 +1164,7 @@ already cache friendly from our previous optimizations.
.. code-block:: none
- vectorization: 0.306371
+ vectorization: 0.264173
# from tvm.script import ir as I
# from tvm.script import tir as T
@@ -1230,7 +1230,7 @@ more cache friendly.
.. code-block:: none
- loop permutation: 0.114222
+ loop permutation: 0.110047
# from tvm.script import ir as I
# from tvm.script import tir as T
@@ -1321,7 +1321,7 @@ optimized schedule.
.. code-block:: none
- array packing: 0.105307
+ array packing: 0.103082
# from tvm.script import ir as I
# from tvm.script import tir as T
@@ -1404,7 +1404,7 @@ to `C` when all the block results are ready.
.. code-block:: none
- block caching: 0.111202
+ block caching: 0.096946
# from tvm.script import ir as I
# from tvm.script import tir as T
@@ -1478,7 +1478,7 @@ of thread-level parallelization.
.. code-block:: none
- parallelization: 0.132116
+ parallelization: 0.114783
# from tvm.script import ir as I
# from tvm.script import tir as T
@@ -1548,13 +1548,13 @@ working, we can compare the results.
.. code-block:: none
Operator Timing Performance
- none 3.2172910849 1.0
- blocking 0.3226988988 0.10030143070191928
- vectorization 0.306370773 0.09522631459674798
- loop permutation 0.1142220848 0.03550256466879504
- array packing 0.1053069596 0.0327315610621142
- block caching 0.11120236780000001 0.0345639747431981
- parallelization 0.1321162988 0.04106445307982024
+ none 3.3456779488999997 1.0
+ blocking 0.281334914 0.08408906006404411
+ vectorization 0.2641727907 0.07895942010403463
+ loop permutation 0.11004728960000001 0.03289237376723054
+ array packing 0.103081512 0.030810351018361284
+ block caching 0.09694578940000001 0.028976425968277698
+ parallelization 0.1147833179 0.0343079398714209
diff --git a/docs/commit_hash b/docs/commit_hash
index 7eb02bb702..3fc9ff907e 100644
--- a/docs/commit_hash
+++ b/docs/commit_hash
@@ -1 +1 @@
-5a8d928b84c09b19cea8a17c8c85911fcae1e61d
+b2204ae6988c7745ea9736340ccd900bc21ae821
diff --git a/docs/genindex.html b/docs/genindex.html
index a47a37ca7f..7242f36cdf 100644
--- a/docs/genindex.html
+++ b/docs/genindex.html
@@ -1905,6 +1905,8 @@
<li><a href="reference/api/python/autotvm.html#tvm.autotvm.task.space.ConfigSpace.get">(tvm.autotvm.task.space.ConfigSpace method)</a>
</li>
<li><a href="reference/api/python/autotvm.html#tvm.autotvm.task.topi_integration.TaskExtractEnv.get">(tvm.autotvm.task.topi_integration.TaskExtractEnv static method)</a>
+</li>
+ <li><a href="reference/api/python/ir.html#tvm.ir.DictAttrs.get">(tvm.ir.DictAttrs method)</a>
</li>
<li><a href="reference/api/python/ir.html#tvm.ir.EnvFunc.get">(tvm.ir.EnvFunc static method)</a>
</li>
diff --git a/docs/how_to/compile_models/from_darknet.html b/docs/how_to/compile_models/from_darknet.html
index 4329e6419c..09e59acff2 100644
--- a/docs/how_to/compile_models/from_darknet.html
+++ b/docs/how_to/compile_models/from_darknet.html
@@ -604,7 +604,7 @@ class:['truck 0.9266'] left:471 top:83 right:689 bottom:169
class:['bicycle 0.9984'] left:111 top:113 right:577 bottom:447
</pre></div>
</div>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 1 minutes 37.768 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 1 minutes 34.060 seconds)</p>
<div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-how-to-compile-models-from-darknet-py">
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<p><a class="reference download internal" download="" href="../../_downloads/7716f96385bd5abb6e822041e285be54/from_darknet.py"><code class="xref download docutils literal notranslate"><span class="pre">Download</span> <span class="pre">Python</span> <span class="pre">source</span> <span class="pre">code:</span> <span class="pre">from_darknet.py</span></code></a></p>
diff --git a/docs/how_to/compile_models/from_oneflow.html b/docs/how_to/compile_models/from_oneflow.html
index 11e1318ac0..1acf4e6500 100644
--- a/docs/how_to/compile_models/from_oneflow.html
+++ b/docs/how_to/compile_models/from_oneflow.html
@@ -468,13 +468,14 @@ Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdo
<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>Downloading: "https://oneflow-public.oss-cn-beijing.aliyuncs.com/model_zoo/flowvision/classification/ResNet/resnet18.zip" to /workspace/.oneflow/flowvision_cache/resnet18.zip
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+100%|##########| 41.5M/41.5M [00:01<00:00, 35.3MB/s]
</pre></div>
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diff --git a/docs/how_to/compile_models/from_paddle.html b/docs/how_to/compile_models/from_paddle.html
index b701f398f0..12b26b40e5 100644
--- a/docs/how_to/compile_models/from_paddle.html
+++ b/docs/how_to/compile_models/from_paddle.html
@@ -503,7 +503,6 @@ To begin, we’ll install PaddlePaddle>=2.1.3:</p>
<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>TVM prediction top-1 id: 282, class name: 282: 'tiger cat',
</pre></div>
</div>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 1 minutes 4.862 seconds)</p>
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<p><a class="reference download internal" download="" href="../../_downloads/16269b77359771348d507395692524cf/from_paddle.py"><code class="xref download docutils literal notranslate"><span class="pre">Download</span> <span class="pre">Python</span> <span class="pre">source</span> <span class="pre">code:</span> <span class="pre">from_paddle.py</span></code></a></p>
diff --git a/docs/how_to/compile_models/from_pytorch.html b/docs/how_to/compile_models/from_pytorch.html
index 89ebab9000..756070fac8 100644
--- a/docs/how_to/compile_models/from_pytorch.html
+++ b/docs/how_to/compile_models/from_pytorch.html
@@ -451,11 +451,13 @@ be unstable.</p>
Downloading: "https://download.pytorch.org/models/resnet18-f37072fd.pth" to /workspace/.cache/torch/hub/checkpoints/resnet18-f37072fd.pth
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diff --git a/docs/how_to/compile_models/from_tensorflow.html b/docs/how_to/compile_models/from_tensorflow.html
index 6a0cad1be9..7cb57e2265 100644
--- a/docs/how_to/compile_models/from_tensorflow.html
+++ b/docs/how_to/compile_models/from_tensorflow.html
@@ -671,7 +671,7 @@ banana (score = 0.00022)
desk (score = 0.00019)
</pre></div>
</div>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 1 minutes 35.187 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 1 minutes 28.643 seconds)</p>
<div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-how-to-compile-models-from-tensorflow-py">
<div class="sphx-glr-download sphx-glr-download-python docutils container">
<p><a class="reference download internal" download="" href="../../_downloads/7f1d3d1b878694c201c614c807cdebc8/from_tensorflow.py"><code class="xref download docutils literal notranslate"><span class="pre">Download</span> <span class="pre">Python</span> <span class="pre">source</span> <span class="pre">code:</span> <span class="pre">from_tensorflow.py</span></code></a></p>
diff --git a/docs/how_to/compile_models/sg_execution_times.html b/docs/how_to/compile_models/sg_execution_times.html
index 649d69a0e8..35832c5162 100644
--- a/docs/how_to/compile_models/sg_execution_times.html
+++ b/docs/how_to/compile_models/sg_execution_times.html
@@ -360,7 +360,7 @@
<div class="section" id="computation-times">
<span id="sphx-glr-how-to-compile-models-sg-execution-times"></span><h1>Computation times<a class="headerlink" href="#computation-times" title="Permalink to this headline">¶</a></h1>
-<p><strong>06:54.933</strong> total execution time for <strong>how_to_compile_models</strong> files:</p>
+<p><strong>06:30.993</strong> total execution time for <strong>how_to_compile_models</strong> files:</p>
<table class="docutils align-default">
<colgroup>
<col style="width: 81%" />
@@ -369,39 +369,39 @@
</colgroup>
<tbody>
<tr class="row-odd"><td><p><a class="reference internal" href="from_darknet.html#sphx-glr-how-to-compile-models-from-darknet-py"><span class="std std-ref">Compile YOLO-V2 and YOLO-V3 in DarkNet Models</span></a> (<code class="docutils literal notranslate"><span class="pre">from_darknet.py</span></code>)</p></td>
-<td><p>01:37.768</p></td>
+<td><p>01:34.060</p></td>
<td><p>0.0 MB</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="from_tensorflow.html#sphx-glr-how-to-compile-models-from-tensorflow-py"><span class="std std-ref">Compile Tensorflow Models</span></a> (<code class="docutils literal notranslate"><span class="pre">from_tensorflow.py</span></code>)</p></td>
-<td><p>01:35.187</p></td>
+<td><p>01:28.643</p></td>
<td><p>0.0 MB</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="from_paddle.html#sphx-glr-how-to-compile-models-from-paddle-py"><span class="std std-ref">Compile PaddlePaddle Models</span></a> (<code class="docutils literal notranslate"><span class="pre">from_paddle.py</span></code>)</p></td>
-<td><p>01:04.862</p></td>
+<td><p>00:58.952</p></td>
<td><p>0.0 MB</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="from_oneflow.html#sphx-glr-how-to-compile-models-from-oneflow-py"><span class="std std-ref">Compile OneFlow Models</span></a> (<code class="docutils literal notranslate"><span class="pre">from_oneflow.py</span></code>)</p></td>
-<td><p>00:45.875</p></td>
+<td><p>00:42.158</p></td>
<td><p>0.0 MB</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="from_coreml.html#sphx-glr-how-to-compile-models-from-coreml-py"><span class="std std-ref">Compile CoreML Models</span></a> (<code class="docutils literal notranslate"><span class="pre">from_coreml.py</span></code>)</p></td>
-<td><p>00:39.992</p></td>
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<td><p>0.0 MB</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="from_pytorch.html#sphx-glr-how-to-compile-models-from-pytorch-py"><span class="std std-ref">Compile PyTorch Models</span></a> (<code class="docutils literal notranslate"><span class="pre">from_pytorch.py</span></code>)</p></td>
-<td><p>00:29.494</p></td>
+<td><p>00:27.701</p></td>
<td><p>0.0 MB</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="from_keras.html#sphx-glr-how-to-compile-models-from-keras-py"><span class="std std-ref">Compile Keras Models</span></a> (<code class="docutils literal notranslate"><span class="pre">from_keras.py</span></code>)</p></td>
-<td><p>00:28.004</p></td>
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<td><p>0.0 MB</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="from_tflite.html#sphx-glr-how-to-compile-models-from-tflite-py"><span class="std std-ref">Compile TFLite Models</span></a> (<code class="docutils literal notranslate"><span class="pre">from_tflite.py</span></code>)</p></td>
-<td><p>00:10.801</p></td>
+<td><p>00:12.474</p></td>
<td><p>0.0 MB</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="from_onnx.html#sphx-glr-how-to-compile-models-from-onnx-py"><span class="std std-ref">Compile ONNX Models</span></a> (<code class="docutils literal notranslate"><span class="pre">from_onnx.py</span></code>)</p></td>
-<td><p>00:02.951</p></td>
+<td><p>00:02.782</p></td>
<td><p>0.0 MB</p></td>
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</tbody>
diff --git a/docs/how_to/deploy_models/deploy_model_on_adreno.html b/docs/how_to/deploy_models/deploy_model_on_adreno.html
index fb02694d63..26f37ac213 100644
--- a/docs/how_to/deploy_models/deploy_model_on_adreno.html
+++ b/docs/how_to/deploy_models/deploy_model_on_adreno.html
@@ -850,10 +850,10 @@ Top5 predictions:
Evaluate inference time cost...
Execution time summary:
mean (ms) median (ms) max (ms) min (ms) std (ms)
- 4124.2011 4124.0746 4127.4333 4122.1314 1.8444
+ 3992.9270 3992.7420 3994.4361 3991.4240 1.0967
</pre></div>
</div>
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+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 1 minutes 17.208 seconds)</p>
<div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-how-to-deploy-models-deploy-model-on-adreno-py">
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<p><a class="reference download internal" download="" href="../../_downloads/2387d8448da213eb625e6b3d916327d4/deploy_model_on_adreno.py"><code class="xref download docutils literal notranslate"><span class="pre">Download</span> <span class="pre">Python</span> <span class="pre">source</span> <span class="pre">code:</span> <span class="pre">deploy_model_on_adreno.py</span></code></a></p>
diff --git a/docs/how_to/deploy_models/deploy_model_on_adreno_tvmc.html b/docs/how_to/deploy_models/deploy_model_on_adreno_tvmc.html
index 36cb72c4f7..1175052793 100644
--- a/docs/how_to/deploy_models/deploy_model_on_adreno_tvmc.html
+++ b/docs/how_to/deploy_models/deploy_model_on_adreno_tvmc.html
@@ -458,27 +458,30 @@ to run this tutorial with a real device over rpc.</p>
<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/resnet/resnet50_weights_tf_dim_ordering_tf_kernels.h5
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67100672/102967424 [==================>...........] - ETA: 0s
- 74227712/102967424 [====================>.........] - ETA: 0s
+ 69296128/102967424 [===================>..........] - ETA: 0s
+ 73744384/102967424 [====================>.........] - ETA: 0s
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+ 75628544/102967424 [=====================>........] - ETA: 0s
+ 82124800/102967424 [======================>.......] - ETA: 0s
83877888/102967424 [=======================>......] - ETA: 0s
- 86073344/102967424 [========================>.....] - ETA: 0s
- 90628096/102967424 [=========================>....] - ETA: 0s
92266496/102967424 [=========================>....] - ETA: 0s
+ 98910208/102967424 [===========================>..] - ETA: 0s
100646912/102967424 [============================>.] - ETA: 0s
102850560/102967424 [============================>.] - ETA: 0s
-102967424/102967424 [==============================] - 2s 0us/step
+102967424/102967424 [==============================] - 3s 0us/step
</pre></div>
</div>
</div>
diff --git a/docs/how_to/deploy_models/deploy_model_on_android.html b/docs/how_to/deploy_models/deploy_model_on_android.html
index 6a1b3992ba..f61c06af00 100644
--- a/docs/how_to/deploy_models/deploy_model_on_android.html
+++ b/docs/how_to/deploy_models/deploy_model_on_android.html
@@ -682,7 +682,7 @@ to the remote android device.</p>
Evaluate inference time cost...
Execution time summary:
mean (ms) median (ms) max (ms) min (ms) std (ms)
- 16.3471 16.1218 17.0181 15.8422 0.4472
+ 14.0667 14.0262 14.7313 13.8267 0.2386
</pre></div>
</div>
</div>
diff --git a/docs/how_to/deploy_models/deploy_object_detection_pytorch.html b/docs/how_to/deploy_models/deploy_object_detection_pytorch.html
index 0411ea583f..d1a0940955 100644
--- a/docs/how_to/deploy_models/deploy_object_detection_pytorch.html
+++ b/docs/how_to/deploy_models/deploy_object_detection_pytorch.html
@@ -474,30 +474,37 @@ be unstable.</p>
Downloading: "https://download.pytorch.org/models/maskrcnn_resnet50_fpn_coco-bf2d0c1e.pth" to /workspace/.cache/torch/hub/checkpoints/maskrcnn_resnet50_fpn_coco-bf2d0c1e.pth
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/venv/apache-tvm-py3.8/lib/python3.8/site-packages/torch/nn/functional.py:3912: UserWarning: To copy construct from a tensor, it is recommended to use sourceTensor.clone().detach() or sourceTensor.clone().detach().requires_grad_(True), rather than torch.tensor(sourceTensor).
(torch.floor((input.size(i + 2).float() * torch.tensor(scale_factors[i], dtype=torch.float32)).float()))
/venv/apache-tvm-py3.8/lib/python3.8/site-packages/torchvision/ops/boxes.py:157: UserWarning: To copy construct from a tensor, it is recommended to use sourceTensor.clone().detach() or sourceTensor.clone().detach().requires_grad_(True), rather than torch.tensor(sourceTensor).
@@ -588,7 +595,7 @@ torchvision rcnn models.</p>
<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>Get 9 valid boxes
</pre></div>
</div>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 3 minutes 45.152 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 3 minutes 24.257 seconds)</p>
<div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-how-to-deploy-models-deploy-object-detection-pytorch-py">
<div class="sphx-glr-download sphx-glr-download-python docutils container">
<p><a class="reference download internal" download="" href="../../_downloads/7795da4b258c8feff986668b95ef57ad/deploy_object_detection_pytorch.py"><code class="xref download docutils literal notranslate"><span class="pre">Download</span> <span class="pre">Python</span> <span class="pre">source</span> <span class="pre">code:</span> <span class="pre">deploy_object_detection_pytorch.py</span></code></a></p>
diff --git a/docs/how_to/deploy_models/deploy_prequantized.html b/docs/how_to/deploy_models/deploy_prequantized.html
index ab517ad569..626149c340 100644
--- a/docs/how_to/deploy_models/deploy_prequantized.html
+++ b/docs/how_to/deploy_models/deploy_prequantized.html
@@ -515,8 +515,8 @@ training. Other models require a full post training calibration.</p>
Downloading: "https://download.pytorch.org/models/mobilenet_v2-b0353104.pth" to /workspace/.cache/torch/hub/checkpoints/mobilenet_v2-b0353104.pth
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+ 59%|#####8 | 7.99M/13.6M [00:00<00:00, 38.7MB/s]
+100%|##########| 13.6M/13.6M [00:00<00:00, 46.5MB/s]
</pre></div>
</div>
</div>
@@ -607,7 +607,7 @@ output values are identical out of 1000 outputs from mobilenet v2.</p>
</div>
<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>Execution time summary:
mean (ms) median (ms) max (ms) min (ms) std (ms)
- 89.2959 89.2392 91.3354 88.8678 0.3085
+ 86.0785 86.0713 87.1651 85.5597 0.2862
</pre></div>
</div>
<div class="admonition note">
@@ -646,7 +646,7 @@ This includes support for the VNNI 8 bit dot product instruction (CascadeLake or
<div class="section" id="deploy-a-quantized-tflite-model">
<h2>Deploy a quantized TFLite Model<a class="headerlink" href="#deploy-a-quantized-tflite-model" title="Permalink to this headline">¶</a></h2>
<p>TODO</p>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 1 minutes 32.945 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 1 minutes 26.325 seconds)</p>
<div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-how-to-deploy-models-deploy-prequantized-py">
<div class="sphx-glr-download sphx-glr-download-python docutils container">
<p><a class="reference download internal" download="" href="../../_downloads/fb8217c13f4351224c6cf3aacf1a87fc/deploy_prequantized.py"><code class="xref download docutils literal notranslate"><span class="pre">Download</span> <span class="pre">Python</span> <span class="pre">source</span> <span class="pre">code:</span> <span class="pre">deploy_prequantized.py</span></code></a></p>
diff --git a/docs/how_to/deploy_models/deploy_prequantized_tflite.html b/docs/how_to/deploy_models/deploy_prequantized_tflite.html
index 0e3bcf8f7b..1832da76b6 100644
--- a/docs/how_to/deploy_models/deploy_prequantized_tflite.html
+++ b/docs/how_to/deploy_models/deploy_prequantized_tflite.html
@@ -600,7 +600,7 @@ TFLite Top-5 labels: [387 102 386 341 349]
</div>
<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>Execution time summary:
mean (ms) median (ms) max (ms) min (ms) std (ms)
- 110.8619 110.8138 113.5532 110.1644 0.4566
+ 105.4646 105.3497 139.3925 102.8951 3.6720
</pre></div>
</div>
<div class="admonition note">
diff --git a/docs/how_to/deploy_models/sg_execution_times.html b/docs/how_to/deploy_models/sg_execution_times.html
index f11340d74b..05e1ad1265 100644
--- a/docs/how_to/deploy_models/sg_execution_times.html
+++ b/docs/how_to/deploy_models/sg_execution_times.html
@@ -360,7 +360,7 @@
<div class="section" id="computation-times">
<span id="sphx-glr-how-to-deploy-models-sg-execution-times"></span><h1>Computation times<a class="headerlink" href="#computation-times" title="Permalink to this headline">¶</a></h1>
-<p><strong>10:17.658</strong> total execution time for <strong>how_to_deploy_models</strong> files:</p>
+<p><strong>09:32.281</strong> total execution time for <strong>how_to_deploy_models</strong> files:</p>
<table class="docutils align-default">
<colgroup>
<col style="width: 86%" />
@@ -369,35 +369,35 @@
</colgroup>
<tbody>
<tr class="row-odd"><td><p><a class="reference internal" href="deploy_object_detection_pytorch.html#sphx-glr-how-to-deploy-models-deploy-object-detection-pytorch-py"><span class="std std-ref">Compile PyTorch Object Detection Models</span></a> (<code class="docutils literal notranslate"><span class="pre">deploy_object_detection_pytorch.py</span></code>)</p></td>
-<td><p>03:45.152</p></td>
+<td><p>03:24.257</p></td>
<td><p>0.0 MB</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="deploy_prequantized.html#sphx-glr-how-to-deploy-models-deploy-prequantized-py"><span class="std std-ref">Deploy a Framework-prequantized Model with TVM</span></a> (<code class="docutils literal notranslate"><span class="pre">deploy_prequantized.py</span></code>)</p></td>
-<td><p>01:32.945</p></td>
+<td><p>01:26.325</p></td>
<td><p>0.0 MB</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="deploy_model_on_adreno.html#sphx-glr-how-to-deploy-models-deploy-model-on-adreno-py"><span class="std std-ref">Deploy the Pretrained Model on Adreno™</span></a> (<code class="docutils literal notranslate"><span class="pre">deploy_model_on_adreno.py</span></code>)</p></td>
-<td><p>01:21.096</p></td>
+<td><p>01:17.208</p></td>
<td><p>0.0 MB</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="deploy_model_on_android.html#sphx-glr-how-to-deploy-models-deploy-model-on-android-py"><span class="std std-ref">Deploy the Pretrained Model on Android</span></a> (<code class="docutils literal notranslate"><span class="pre">deploy_model_on_android.py</span></code>)</p></td>
-<td><p>00:53.870</p></td>
+<td><p>00:49.812</p></td>
<td><p>0.0 MB</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="deploy_prequantized_tflite.html#sphx-glr-how-to-deploy-models-deploy-prequantized-tflite-py"><span class="std std-ref">Deploy a Framework-prequantized Model with TVM - Part 3 (TFLite)</span></a> (<code class="docutils literal notranslate"><span class="pre">deploy_prequantized_tflite.py</span></code>)</p></td>
-<td><p>00:53.571</p></td>
+<td><p>00:49.788</p></td>
<td><p>0.0 MB</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="deploy_model_on_adreno_tvmc.html#sphx-glr-how-to-deploy-models-deploy-model-on-adreno-tvmc-py"><span class="std std-ref">Deploy the Pretrained Model on Adreno™ with tvmc Interface</span></a> (<code class="docutils literal notranslate"><span class="pre">deploy_model_on_adreno_tvmc.py</span></code>)</p></td>
-<td><p>00:49.194</p></td>
+<td><p>00:46.623</p></td>
<td><p>0.0 MB</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="deploy_model_on_nano.html#sphx-glr-how-to-deploy-models-deploy-model-on-nano-py"><span class="std std-ref">Deploy the Pretrained Model on Jetson Nano</span></a> (<code class="docutils literal notranslate"><span class="pre">deploy_model_on_nano.py</span></code>)</p></td>
-<td><p>00:30.997</p></td>
+<td><p>00:29.270</p></td>
<td><p>0.0 MB</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="deploy_model_on_rasp.html#sphx-glr-how-to-deploy-models-deploy-model-on-rasp-py"><span class="std std-ref">Deploy the Pretrained Model on Raspberry Pi</span></a> (<code class="docutils literal notranslate"><span class="pre">deploy_model_on_rasp.py</span></code>)</p></td>
-<td><p>00:30.823</p></td>
+<td><p>00:28.989</p></td>
<td><p>0.0 MB</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="deploy_sparse.html#sphx-glr-how-to-deploy-models-deploy-sparse-py"><span class="std std-ref">Deploy a Hugging Face Pruned Model on CPU</span></a> (<code class="docutils literal notranslate"><span class="pre">deploy_sparse.py</span></code>)</p></td>
diff --git a/docs/how_to/extend_tvm/sg_execution_times.html b/docs/how_to/extend_tvm/sg_execution_times.html
index 066f278ba5..3e997fd8e4 100644
--- a/docs/how_to/extend_tvm/sg_execution_times.html
+++ b/docs/how_to/extend_tvm/sg_execution_times.html
@@ -360,7 +360,7 @@
<div class="section" id="computation-times">
<span id="sphx-glr-how-to-extend-tvm-sg-execution-times"></span><h1>Computation times<a class="headerlink" href="#computation-times" title="Permalink to this headline">¶</a></h1>
-<p><strong>00:03.997</strong> total execution time for <strong>how_to_extend_tvm</strong> files:</p>
+<p><strong>00:03.816</strong> total execution time for <strong>how_to_extend_tvm</strong> files:</p>
<table class="docutils align-default">
<colgroup>
<col style="width: 83%" />
@@ -369,15 +369,15 @@
</colgroup>
<tbody>
<tr class="row-odd"><td><p><a class="reference internal" href="use_pass_instrument.html#sphx-glr-how-to-extend-tvm-use-pass-instrument-py"><span class="std std-ref">How to Use TVM Pass Instrument</span></a> (<code class="docutils literal notranslate"><span class="pre">use_pass_instrument.py</span></code>)</p></td>
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+<td><p>00:02.641</p></td>
<td><p>0.0 MB</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="use_pass_infra.html#sphx-glr-how-to-extend-tvm-use-pass-infra-py"><span class="std std-ref">How to Use TVM Pass Infra</span></a> (<code class="docutils literal notranslate"><span class="pre">use_pass_infra.py</span></code>)</p></td>
-<td><p>00:01.205</p></td>
+<td><p>00:01.168</p></td>
<td><p>0.0 MB</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="low_level_custom_pass.html#sphx-glr-how-to-extend-tvm-low-level-custom-pass-py"><span class="std std-ref">Writing a Customized Pass</span></a> (<code class="docutils literal notranslate"><span class="pre">low_level_custom_pass.py</span></code>)</p></td>
-<td><p>00:00.007</p></td>
+<td><p>00:00.008</p></td>
<td><p>0.0 MB</p></td>
</tr>
</tbody>
diff --git a/docs/how_to/extend_tvm/use_pass_instrument.html b/docs/how_to/extend_tvm/use_pass_instrument.html
index 864703e12f..192725ddc3 100644
--- a/docs/how_to/extend_tvm/use_pass_instrument.html
+++ b/docs/how_to/extend_tvm/use_pass_instrument.html
@@ -545,10 +545,10 @@ profile the execution time of each passes.</p>
</pre></div>
</div>
<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>Printing results of timing profile...
-InferType: 24878us [24878us] (48.91%; 48.91%)
-FoldScaleAxis: 25990us [8us] (51.09%; 51.09%)
- FoldConstant: 25981us [1796us] (51.08%; 99.97%)
- InferType: 24185us [24185us] (47.54%; 93.09%)
+InferType: 24133us [24133us] (48.86%; 48.86%)
+FoldScaleAxis: 25263us [8us] (51.14%; 51.14%)
+ FoldConstant: 25255us [1743us] (51.13%; 99.97%)
+ InferType: 23512us [23512us] (47.60%; 93.10%)
</pre></div>
</div>
</div>
@@ -570,10 +570,10 @@ Refer to following sections and <a class="reference internal" href="../../refere
</pre></div>
</div>
<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>Printing results of timing profile...
-InferType: 24018us [24018us] (48.67%; 48.67%)
-FoldScaleAxis: 25326us [6us] (51.33%; 51.33%)
- FoldConstant: 25320us [1709us] (51.31%; 99.98%)
- InferType: 23611us [23611us] (47.85%; 93.25%)
+InferType: 23291us [23291us] (48.71%; 48.71%)
+FoldScaleAxis: 24529us [6us] (51.29%; 51.29%)
+ FoldConstant: 24523us [1608us] (51.28%; 99.98%)
+ InferType: 22915us [22915us] (47.92%; 93.44%)
</pre></div>
</div>
<p>Register empty list to clear existing instruments.</p>
diff --git a/docs/how_to/optimize_operators/opt_conv_cuda.html b/docs/how_to/optimize_operators/opt_conv_cuda.html
index 969c5a93cd..bb71264cbe 100644
--- a/docs/how_to/optimize_operators/opt_conv_cuda.html
+++ b/docs/how_to/optimize_operators/opt_conv_cuda.html
@@ -595,7 +595,7 @@ latency of convolution.</p>
<span class="nb">print</span><span class="p">(</span><span class="s2">"Convolution: </span><span class="si">%f</span><span class="s2"> ms"</span> <span class="o">%</span> <span class="p">(</span><span class="n">evaluator</span><span class="p">(</span><span class="n">a</span><span class="p">,</span> <span class="n">w</span><span class="p">,</span> <span class="n">b</span><span class="p">)</span><span class="o">.</span><span class="n">mean</span> <span class="o">*</span> <span cl [...]
</pre></div>
</div>
-<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>Convolution: 36.085758 ms
+<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>Convolution: 41.756641 ms
</pre></div>
</div>
<div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-how-to-optimize-operators-opt-conv-cuda-py">
diff --git a/docs/how_to/optimize_operators/opt_conv_tensorcore.html b/docs/how_to/optimize_operators/opt_conv_tensorcore.html
index c469be600d..7d0c2e6db5 100644
--- a/docs/how_to/optimize_operators/opt_conv_tensorcore.html
+++ b/docs/how_to/optimize_operators/opt_conv_tensorcore.html
@@ -877,7 +877,7 @@ be able to run on our build server</p>
<span class="nb">print</span><span class="p">(</span><span class="s2">"conv2d with tensor core: </span><span class="si">%f</span><span class="s2"> ms"</span> <span class="o">%</span> <span class="p">(</span><span class="n">evaluator</span><span class="p">(</span><span class="n">a</span><span class="p">,</span> <span class="n">w</span><span class="p">,</span> <span class="n">c</span><span class="p">)</span><span class="o">.</span><span class="n">mean</span> <span class="o">* [...]
</pre></div>
</div>
-<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>conv2d with tensor core: 12.268134 ms
+<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>conv2d with tensor core: 11.553373 ms
</pre></div>
</div>
</div>
diff --git a/docs/how_to/optimize_operators/opt_gemm.html b/docs/how_to/optimize_operators/opt_gemm.html
index 274fa4e9e1..47be1217f6 100644
--- a/docs/how_to/optimize_operators/opt_gemm.html
+++ b/docs/how_to/optimize_operators/opt_gemm.html
@@ -492,8 +492,8 @@ Then we write a baseline implementation, the simplest way to write a matrix mult
<span class="nb">print</span><span class="p">(</span><span class="s2">"Baseline: </span><span class="si">%f</span><span class="s2">"</span> <span class="o">%</span> <span class="n">evaluator</span><span class="p">(</span><span class="n">a</span><span class="p">,</span> <span class="n">b</span><span class="p">,</span> <span class="n">c</span><span class="p">)</span><span class="o">.</span><span class="n">mean</span><span class="p">)</span>
</pre></div>
</div>
-<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>Numpy running time: 0.019377
-Baseline: 3.209001
+<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>Numpy running time: 0.014173
+Baseline: 3.333864
</pre></div>
</div>
<p>In TVM, we can always inspect lower level IR to debug or optimize our schedule.
@@ -552,7 +552,7 @@ fill 32 * 32 * sizeof(float) which is 4KB in the cache whose total size is 32KB
<span class="nb">print</span><span class="p">(</span><span class="s2">"Opt1: </span><span class="si">%f</span><span class="s2">"</span> <span class="o">%</span> <span class="n">evaluator</span><span class="p">(</span><span class="n">a</span><span class="p">,</span> <span class="n">b</span><span class="p">,</span> <span class="n">c</span><span class="p">)</span><span class="o">.</span><span class="n">mean</span><span class="p">)</span>
</pre></div>
</div>
-<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>Opt1: 0.310524
+<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>Opt1: 0.289339
</pre></div>
</div>
<p>Here is the generated IR after blocking.</p>
@@ -609,7 +609,7 @@ vastly.</p>
<span class="nb">print</span><span class="p">(</span><span class="s2">"Opt2: </span><span class="si">%f</span><span class="s2">"</span> <span class="o">%</span> <span class="n">evaluator</span><span class="p">(</span><span class="n">a</span><span class="p">,</span> <span class="n">b</span><span class="p">,</span> <span class="n">c</span><span class="p">)</span><span class="o">.</span><span class="n">mean</span><span class="p">)</span>
</pre></div>
</div>
-<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>Opt2: 0.295412
+<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>Opt2: 0.265132
</pre></div>
</div>
<p>Here is the generated IR after vectorization.</p>
@@ -664,7 +664,7 @@ the access pattern for A matrix is more cache friendly.</p>
<span class="nb">print</span><span class="p">(</span><span class="s2">"Opt3: </span><span class="si">%f</span><span class="s2">"</span> <span class="o">%</span> <span class="n">evaluator</span><span class="p">(</span><span class="n">a</span><span class="p">,</span> <span class="n">b</span><span class="p">,</span> <span class="n">c</span><span class="p">)</span><span class="o">.</span><span class="n">mean</span><span class="p">)</span>
</pre></div>
</div>
-<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>Opt3: 0.119812
+<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>Opt3: 0.112726
</pre></div>
</div>
<p>Here is the generated IR after loop permutation.</p>
@@ -741,7 +741,7 @@ flattening.</p>
<span class="nb">print</span><span class="p">(</span><span class="s2">"Opt4: </span><span class="si">%f</span><span class="s2">"</span> <span class="o">%</span> <span class="n">evaluator</span><span class="p">(</span><span class="n">a</span><span class="p">,</span> <span class="n">b</span><span class="p">,</span> <span class="n">c</span><span class="p">)</span><span class="o">.</span><span class="n">mean</span><span class="p">)</span>
</pre></div>
</div>
-<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>Opt4: 0.108216
+<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>Opt4: 0.103589
</pre></div>
</div>
<p>Here is the generated IR after array packing.</p>
@@ -819,7 +819,7 @@ write to C when all the block results are ready.</p>
<span class="nb">print</span><span class="p">(</span><span class="s2">"Opt5: </span><span class="si">%f</span><span class="s2">"</span> <span class="o">%</span> <span class="n">evaluator</span><span class="p">(</span><span class="n">a</span><span class="p">,</span> <span class="n">b</span><span class="p">,</span> <span class="n">c</span><span class="p">)</span><span class="o">.</span><span class="n">mean</span><span class="p">)</span>
</pre></div>
</div>
-<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>Opt5: 0.111956
+<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>Opt5: 0.097269
</pre></div>
</div>
<p>Here is the generated IR after blocking.</p>
@@ -899,7 +899,7 @@ class Module:
<span class="nb">print</span><span class="p">(</span><span class="s2">"Opt6: </span><span class="si">%f</span><span class="s2">"</span> <span class="o">%</span> <span class="n">opt6_time</span><span class="p">)</span>
</pre></div>
</div>
-<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>Opt6: 0.132732
+<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>Opt6: 0.115186
</pre></div>
</div>
<p>Here is the generated IR after parallelization.</p>
diff --git a/docs/how_to/optimize_operators/sg_execution_times.html b/docs/how_to/optimize_operators/sg_execution_times.html
index 400db4f2c2..89270efc1e 100644
--- a/docs/how_to/optimize_operators/sg_execution_times.html
+++ b/docs/how_to/optimize_operators/sg_execution_times.html
@@ -360,7 +360,7 @@
<div class="section" id="computation-times">
<span id="sphx-glr-how-to-optimize-operators-sg-execution-times"></span><h1>Computation times<a class="headerlink" href="#computation-times" title="Permalink to this headline">¶</a></h1>
-<p><strong>00:34.256</strong> total execution time for <strong>how_to_optimize_operators</strong> files:</p>
+<p><strong>00:31.964</strong> total execution time for <strong>how_to_optimize_operators</strong> files:</p>
<table class="docutils align-default">
<colgroup>
<col style="width: 83%" />
@@ -369,15 +369,15 @@
</colgroup>
<tbody>
<tr class="row-odd"><td><p><a class="reference internal" href="opt_gemm.html#sphx-glr-how-to-optimize-operators-opt-gemm-py"><span class="std std-ref">How to optimize GEMM on CPU</span></a> (<code class="docutils literal notranslate"><span class="pre">opt_gemm.py</span></code>)</p></td>
-<td><p>00:30.925</p></td>
+<td><p>00:28.804</p></td>
<td><p>0.0 MB</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="opt_conv_tensorcore.html#sphx-glr-how-to-optimize-operators-opt-conv-tensorcore-py"><span class="std std-ref">How to optimize convolution using TensorCores</span></a> (<code class="docutils literal notranslate"><span class="pre">opt_conv_tensorcore.py</span></code>)</p></td>
-<td><p>00:01.959</p></td>
+<td><p>00:01.861</p></td>
<td><p>0.0 MB</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="opt_conv_cuda.html#sphx-glr-how-to-optimize-operators-opt-conv-cuda-py"><span class="std std-ref">How to optimize convolution on GPU</span></a> (<code class="docutils literal notranslate"><span class="pre">opt_conv_cuda.py</span></code>)</p></td>
-<td><p>00:01.373</p></td>
+<td><p>00:01.300</p></td>
<td><p>0.0 MB</p></td>
</tr>
</tbody>
diff --git a/docs/how_to/tune_with_autoscheduler/sg_execution_times.html b/docs/how_to/tune_with_autoscheduler/sg_execution_times.html
index 501c2df412..1b86d193b1 100644
--- a/docs/how_to/tune_with_autoscheduler/sg_execution_times.html
+++ b/docs/how_to/tune_with_autoscheduler/sg_execution_times.html
@@ -360,7 +360,7 @@
<div class="section" id="computation-times">
<span id="sphx-glr-how-to-tune-with-autoscheduler-sg-execution-times"></span><h1>Computation times<a class="headerlink" href="#computation-times" title="Permalink to this headline">¶</a></h1>
-<p><strong>03:45.210</strong> total execution time for <strong>how_to_tune_with_autoscheduler</strong> files:</p>
+<p><strong>03:31.459</strong> total execution time for <strong>how_to_tune_with_autoscheduler</strong> files:</p>
<table class="docutils align-default">
<colgroup>
<col style="width: 85%" />
@@ -369,27 +369,27 @@
</colgroup>
<tbody>
<tr class="row-odd"><td><p><a class="reference internal" href="tune_network_x86.html#sphx-glr-how-to-tune-with-autoscheduler-tune-network-x86-py"><span class="std std-ref">Auto-scheduling a Neural Network for x86 CPU</span></a> (<code class="docutils literal notranslate"><span class="pre">tune_network_x86.py</span></code>)</p></td>
-<td><p>01:38.264</p></td>
+<td><p>01:31.469</p></td>
<td><p>0.0 MB</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="tune_network_cuda.html#sphx-glr-how-to-tune-with-autoscheduler-tune-network-cuda-py"><span class="std std-ref">Auto-scheduling a Neural Network for NVIDIA GPU</span></a> (<code class="docutils literal notranslate"><span class="pre">tune_network_cuda.py</span></code>)</p></td>
-<td><p>01:14.862</p></td>
+<td><p>01:10.885</p></td>
<td><p>0.0 MB</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="tune_network_arm.html#sphx-glr-how-to-tune-with-autoscheduler-tune-network-arm-py"><span class="std std-ref">Auto-scheduling a Neural Network for ARM CPU</span></a> (<code class="docutils literal notranslate"><span class="pre">tune_network_arm.py</span></code>)</p></td>
-<td><p>00:18.528</p></td>
+<td><p>00:17.322</p></td>
<td><p>0.0 MB</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="tune_network_mali.html#sphx-glr-how-to-tune-with-autoscheduler-tune-network-mali-py"><span class="std std-ref">Auto-scheduling a Neural Network for mali GPU</span></a> (<code class="docutils literal notranslate"><span class="pre">tune_network_mali.py</span></code>)</p></td>
-<td><p>00:17.120</p></td>
+<td><p>00:16.118</p></td>
<td><p>0.0 MB</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="tune_conv2d_layer_cuda.html#sphx-glr-how-to-tune-with-autoscheduler-tune-conv2d-layer-cuda-py"><span class="std std-ref">Auto-scheduling a Convolution Layer for GPU</span></a> (<code class="docutils literal notranslate"><span class="pre">tune_conv2d_layer_cuda.py</span></code>)</p></td>
-<td><p>00:16.334</p></td>
+<td><p>00:15.567</p></td>
<td><p>0.0 MB</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="tune_sparse_x86.html#sphx-glr-how-to-tune-with-autoscheduler-tune-sparse-x86-py"><span class="std std-ref">Auto-scheduling Sparse Matrix Multiplication on CPU with Custom Sketch Rule</span></a> (<code class="docutils literal notranslate"><span class="pre">tune_sparse_x86.py</span></code>)</p></td>
-<td><p>00:00.102</p></td>
+<td><p>00:00.098</p></td>
<td><p>0.0 MB</p></td>
</tr>
</tbody>
diff --git a/docs/how_to/tune_with_autoscheduler/tune_conv2d_layer_cuda.html b/docs/how_to/tune_with_autoscheduler/tune_conv2d_layer_cuda.html
index fffa3f2576..f4084ab655 100644
--- a/docs/how_to/tune_with_autoscheduler/tune_conv2d_layer_cuda.html
+++ b/docs/how_to/tune_with_autoscheduler/tune_conv2d_layer_cuda.html
@@ -1032,7 +1032,7 @@ class Module:
<span class="p">)</span>
</pre></div>
</div>
-<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>Execution time of this operator: 0.336 ms
+<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>Execution time of this operator: 0.340 ms
</pre></div>
</div>
</div>
diff --git a/docs/how_to/tune_with_autoscheduler/tune_network_cuda.html b/docs/how_to/tune_with_autoscheduler/tune_network_cuda.html
index bcda5c88c7..d7c05e84c8 100644
--- a/docs/how_to/tune_with_autoscheduler/tune_network_cuda.html
+++ b/docs/how_to/tune_with_autoscheduler/tune_network_cuda.html
@@ -923,7 +923,7 @@ so we can read the log file and load the best schedules.</p>
Evaluate inference time cost...
Execution time summary:
mean (ms) median (ms) max (ms) min (ms) std (ms)
- 3.1953 3.1954 3.1958 3.1949 0.0004
+ 3.2063 3.2065 3.2069 3.2056 0.0005
</pre></div>
</div>
</div>
@@ -945,7 +945,7 @@ to learn how to use the RPC Tracker and RPC Server.
To use the RPC Tracker in auto-scheduler, replace the runner in <code class="code docutils literal notranslate"><span class="pre">TuningOptions</span></code>
with <a class="reference internal" href="../../reference/api/python/auto_scheduler.html#tvm.auto_scheduler.RPCRunner" title="tvm.auto_scheduler.RPCRunner"><code class="xref any py py-class docutils literal notranslate"><span class="pre">auto_scheduler.RPCRunner</span></code></a>.</p></li>
</ol>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 1 minutes 14.862 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 1 minutes 10.885 seconds)</p>
<div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-how-to-tune-with-autoscheduler-tune-network-cuda-py">
<div class="sphx-glr-download sphx-glr-download-python docutils container">
<p><a class="reference download internal" download="" href="../../_downloads/eafe360d52540634c9eea0fa89e804bd/tune_network_cuda.py"><code class="xref download docutils literal notranslate"><span class="pre">Download</span> <span class="pre">Python</span> <span class="pre">source</span> <span class="pre">code:</span> <span class="pre">tune_network_cuda.py</span></code></a></p>
diff --git a/docs/how_to/tune_with_autoscheduler/tune_network_x86.html b/docs/how_to/tune_with_autoscheduler/tune_network_x86.html
index c4171f17ba..5a5af56c50 100644
--- a/docs/how_to/tune_with_autoscheduler/tune_network_x86.html
+++ b/docs/how_to/tune_with_autoscheduler/tune_network_x86.html
@@ -945,7 +945,7 @@ so we can read the log file and load the best schedules.</p>
Evaluate inference time cost...
Execution time summary:
mean (ms) median (ms) max (ms) min (ms) std (ms)
- 755.9659 755.7582 757.9040 754.2355 1.5048
+ 706.9694 707.8581 708.5028 704.5473 1.7328
</pre></div>
</div>
</div>
@@ -967,7 +967,7 @@ to learn how to use the RPC Tracker and RPC Server.
To use the RPC Tracker in auto-scheduler, replace the runner in <code class="code docutils literal notranslate"><span class="pre">TuningOptions</span></code>
with <a class="reference internal" href="../../reference/api/python/auto_scheduler.html#tvm.auto_scheduler.RPCRunner" title="tvm.auto_scheduler.RPCRunner"><code class="xref any py py-class docutils literal notranslate"><span class="pre">auto_scheduler.RPCRunner</span></code></a>.</p></li>
</ol>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 1 minutes 38.264 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 1 minutes 31.469 seconds)</p>
<div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-how-to-tune-with-autoscheduler-tune-network-x86-py">
<div class="sphx-glr-download sphx-glr-download-python docutils container">
<p><a class="reference download internal" download="" href="../../_downloads/e416b94ca1090b0897c0f6e0df95b911/tune_network_x86.py"><code class="xref download docutils literal notranslate"><span class="pre">Download</span> <span class="pre">Python</span> <span class="pre">source</span> <span class="pre">code:</span> <span class="pre">tune_network_x86.py</span></code></a></p>
diff --git a/docs/how_to/tune_with_autotvm/sg_execution_times.html b/docs/how_to/tune_with_autotvm/sg_execution_times.html
index 7b3fe9cbfe..b89977757b 100644
--- a/docs/how_to/tune_with_autotvm/sg_execution_times.html
+++ b/docs/how_to/tune_with_autotvm/sg_execution_times.html
@@ -360,7 +360,7 @@
<div class="section" id="computation-times">
<span id="sphx-glr-how-to-tune-with-autotvm-sg-execution-times"></span><h1>Computation times<a class="headerlink" href="#computation-times" title="Permalink to this headline">¶</a></h1>
-<p><strong>00:24.143</strong> total execution time for <strong>how_to_tune_with_autotvm</strong> files:</p>
+<p><strong>00:22.929</strong> total execution time for <strong>how_to_tune_with_autotvm</strong> files:</p>
<table class="docutils align-default">
<colgroup>
<col style="width: 84%" />
@@ -369,15 +369,15 @@
</colgroup>
<tbody>
<tr class="row-odd"><td><p><a class="reference internal" href="tune_conv2d_cuda.html#sphx-glr-how-to-tune-with-autotvm-tune-conv2d-cuda-py"><span class="std std-ref">Tuning High Performance Convolution on NVIDIA GPUs</span></a> (<code class="docutils literal notranslate"><span class="pre">tune_conv2d_cuda.py</span></code>)</p></td>
-<td><p>00:24.106</p></td>
+<td><p>00:22.891</p></td>
<td><p>0.0 MB</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="tune_relay_x86.html#sphx-glr-how-to-tune-with-autotvm-tune-relay-x86-py"><span class="std std-ref">Auto-tuning a Convolutional Network for x86 CPU</span></a> (<code class="docutils literal notranslate"><span class="pre">tune_relay_x86.py</span></code>)</p></td>
-<td><p>00:00.022</p></td>
+<td><p>00:00.023</p></td>
<td><p>0.0 MB</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="tune_relay_cuda.html#sphx-glr-how-to-tune-with-autotvm-tune-relay-cuda-py"><span class="std std-ref">Auto-tuning a Convolutional Network for NVIDIA GPU</span></a> (<code class="docutils literal notranslate"><span class="pre">tune_relay_cuda.py</span></code>)</p></td>
-<td><p>00:00.006</p></td>
+<td><p>00:00.005</p></td>
<td><p>0.0 MB</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="tune_relay_mobile_gpu.html#sphx-glr-how-to-tune-with-autotvm-tune-relay-mobile-gpu-py"><span class="std std-ref">Auto-tuning a Convolutional Network for Mobile GPU</span></a> (<code class="docutils literal notranslate"><span class="pre">tune_relay_mobile_gpu.py</span></code>)</p></td>
diff --git a/docs/how_to/tune_with_autotvm/tune_conv2d_cuda.html b/docs/how_to/tune_with_autotvm/tune_conv2d_cuda.html
index 7909fc2576..e076dcf228 100644
--- a/docs/how_to/tune_with_autotvm/tune_conv2d_cuda.html
+++ b/docs/how_to/tune_with_autotvm/tune_conv2d_cuda.html
@@ -630,7 +630,7 @@ and measure running time.</p>
Best config:
,None
-Time cost of this operator: 0.036997
+Time cost of this operator: 0.037261
</pre></div>
</div>
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diff --git a/docs/how_to/work_with_microtvm/micro_autotune.html b/docs/how_to/work_with_microtvm/micro_autotune.html
index 8c8276e4e0..4e58b5264f 100644
--- a/docs/how_to/work_with_microtvm/micro_autotune.html
+++ b/docs/how_to/work_with_microtvm/micro_autotune.html
@@ -664,10 +664,10 @@ the tuned operator.</p>
<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>########## Build without Autotuning ##########
Node Name Ops Time(us) Time(%) Shape Inputs Outputs Measurements(us)
--------- --- -------- ------- ----- ------ ------- ----------------
-tvmgen_default_fused_nn_contrib_conv2d_NCHWc tvmgen_default_fused_nn_contrib_conv2d_NCHWc 323.6 98.859 (1, 2, 10, 10, 3) 2 1 [323.6]
-tvmgen_default_fused_layout_transform_1 tvmgen_default_fused_layout_transform_1 2.81 0.859 (1, 6, 10, 10) 1 1 [2.81]
-tvmgen_default_fused_layout_transform tvmgen_default_fused_layout_transform 0.924 0.282 (1, 1, 10, 10, 3) 1 1 [0.924]
-Total_time - 327.334 - - - - -
+tvmgen_default_fused_nn_contrib_conv2d_NCHWc tvmgen_default_fused_nn_contrib_conv2d_NCHWc 298.9 98.766 (1, 2, 10, 10, 3) 2 1 [298.9]
+tvmgen_default_fused_layout_transform_1 tvmgen_default_fused_layout_transform_1 2.797 0.924 (1, 6, 10, 10) 1 1 [2.797]
+tvmgen_default_fused_layout_transform tvmgen_default_fused_layout_transform 0.939 0.31 (1, 1, 10, 10, 3) 1 1 [0.939]
+Total_time - 302.635 - - - - -
</pre></div>
</div>
</div>
@@ -719,13 +719,13 @@ Total_time -
<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>########## Build with Autotuning ##########
Node Name Ops Time(us) Time(%) Shape Inputs Outputs Measurements(us)
--------- --- -------- ------- ----- ------ ------- ----------------
-tvmgen_default_fused_nn_contrib_conv2d_NCHWc tvmgen_default_fused_nn_contrib_conv2d_NCHWc 99.125 97.19 (1, 6, 10, 10, 1) 2 1 [99.125]
-tvmgen_default_fused_layout_transform_1 tvmgen_default_fused_layout_transform_1 1.926 1.888 (1, 6, 10, 10) 1 1 [1.926]
-tvmgen_default_fused_layout_transform tvmgen_default_fused_layout_transform 0.94 0.922 (1, 1, 10, 10, 3) 1 1 [0.94]
-Total_time - 101.991 - - - - -
+tvmgen_default_fused_nn_contrib_conv2d_NCHWc tvmgen_default_fused_nn_contrib_conv2d_NCHWc 101.3 97.468 (1, 6, 10, 10, 1) 2 1 [101.3]
+tvmgen_default_fused_layout_transform_1 tvmgen_default_fused_layout_transform_1 1.815 1.746 (1, 6, 10, 10) 1 1 [1.815]
+tvmgen_default_fused_layout_transform tvmgen_default_fused_layout_transform 0.817 0.786 (1, 3, 10, 10, 1) 1 1 [0.817]
+Total_time - 103.932 - - - - -
</pre></div>
</div>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 1 minutes 24.199 seconds)</p>
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<div class="sphx-glr-download sphx-glr-download-python docutils container">
<p><a class="reference download internal" download="" href="../../_downloads/9ccca8fd489a1486ac71b55a55c320c5/micro_autotune.py"><code class="xref download docutils literal notranslate"><span class="pre">Download</span> <span class="pre">Python</span> <span class="pre">source</span> <span class="pre">code:</span> <span class="pre">micro_autotune.py</span></code></a></p>
diff --git a/docs/how_to/work_with_microtvm/micro_pytorch.html b/docs/how_to/work_with_microtvm/micro_pytorch.html
index 889def0584..eea9171744 100644
--- a/docs/how_to/work_with_microtvm/micro_pytorch.html
+++ b/docs/how_to/work_with_microtvm/micro_pytorch.html
@@ -475,8 +475,8 @@ download a cat image and preprocess it to use as the model input.</p>
Downloading: "https://download.pytorch.org/models/quantized/mobilenet_v2_qnnpack_37f702c5.pth" to /workspace/.cache/torch/hub/checkpoints/mobilenet_v2_qnnpack_37f702c5.pth
0%| | 0.00/3.42M [00:00<?, ?B/s]
- 61%|###### | 2.09M/3.42M [00:00<00:00, 13.0MB/s]
-100%|##########| 3.42M/3.42M [00:00<00:00, 20.4MB/s]
+ 61%|###### | 2.09M/3.42M [00:00<00:00, 20.9MB/s]
+100%|##########| 3.42M/3.42M [00:00<00:00, 32.2MB/s]
/venv/apache-tvm-py3.8/lib/python3.8/site-packages/torch/_utils.py:314: UserWarning: TypedStorage is deprecated. It will be removed in the future and UntypedStorage will be the only storage class. This should only matter to you if you are using storages directly. To access UntypedStorage directly, use tensor.untyped_storage() instead of tensor.storage()
device=storage.device,
/workspace/python/tvm/relay/frontend/pytorch_utils.py:47: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
@@ -604,7 +604,7 @@ via the host <cite>main.cc`</cite> or if a Zephyr emulated board is selected as
Torch top-1 id: 282, class name: tiger cat
</pre></div>
</div>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 1 minutes 32.456 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 1 minutes 25.702 seconds)</p>
<div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-how-to-work-with-microtvm-micro-pytorch-py">
<div class="sphx-glr-download sphx-glr-download-python docutils container">
<p><a class="reference download internal" download="" href="../../_downloads/12b9ecc04c41abaa12022061771821d1/micro_pytorch.py"><code class="xref download docutils literal notranslate"><span class="pre">Download</span> <span class="pre">Python</span> <span class="pre">source</span> <span class="pre">code:</span> <span class="pre">micro_pytorch.py</span></code></a></p>
diff --git a/docs/how_to/work_with_microtvm/micro_train.html b/docs/how_to/work_with_microtvm/micro_train.html
index ab389469b0..2e0c94b7e0 100644
--- a/docs/how_to/work_with_microtvm/micro_train.html
+++ b/docs/how_to/work_with_microtvm/micro_train.html
@@ -543,7 +543,7 @@ take about <strong>2 minutes</strong> to download the Stanford Cars, while COCO
<a href="https://docs.python.org/3/library/shutil.html#shutil.move" title="shutil.move" class="sphx-glr-backref-module-shutil sphx-glr-backref-type-py-function"><span class="n">shutil</span><span class="o">.</span><span class="n">move</span></a><span class="p">(</span><span class="sa">f</span><span class="s2">"</span><span class="si">{</span><a href="https://docs.python.org/3/library/stdtypes.html#str" title="builtins.str" class="sphx-glr-backref-module-builtins sphx-glr-backref-typ [...]
</pre></div>
</div>
-<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>'/tmp/tmp70nnat82/images/random'
+<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>'/tmp/tmpcdbf34dz/images/random'
</pre></div>
</div>
</div>
@@ -603,8 +603,8 @@ objects to other stuff? We can display some examples from our datasets using <co
<span class="n">plt</span><span class="o">.</span><span class="n">axis</span><span class="p">(</span><span class="s2">"off"</span><span class="p">)</span>
</pre></div>
</div>
-<img src="../../_images/sphx_glr_micro_train_001.png" srcset="../../_images/sphx_glr_micro_train_001.png" alt="[1.0, 0.0], [1.0, 0.0], [1.0, 0.0], [0.0, 1.0], [0.0, 1.0], [0.0, 1.0], [0.0, 1.0], [0.0, 1.0], [1.0, 0.0], [0.0, 1.0]" class = "sphx-glr-single-img"/><div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>/tmp/tmp70nnat82/images/target contains 8144 images
-/tmp/tmp70nnat82/images/random contains 5000 images
+<img src="../../_images/sphx_glr_micro_train_001.png" srcset="../../_images/sphx_glr_micro_train_001.png" alt="[1.0, 0.0], [1.0, 0.0], [1.0, 0.0], [0.0, 1.0], [0.0, 1.0], [0.0, 1.0], [0.0, 1.0], [0.0, 1.0], [1.0, 0.0], [0.0, 1.0]" class = "sphx-glr-single-img"/><div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>/tmp/tmpcdbf34dz/images/target contains 8144 images
+/tmp/tmpcdbf34dz/images/random contains 5000 images
</pre></div>
</div>
</div>
@@ -716,13 +716,13 @@ the time on our validation set).</p>
</pre></div>
</div>
<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>Epoch 1/3
-328/328 - 39s - loss: 0.2230 - accuracy: 0.9231 - val_loss: 0.1066 - val_accuracy: 0.9622 - 39s/epoch - 118ms/step
+328/328 - 38s - loss: 0.2255 - accuracy: 0.9236 - val_loss: 0.1498 - val_accuracy: 0.9475 - 38s/epoch - 117ms/step
Epoch 2/3
-328/328 - 35s - loss: 0.0964 - accuracy: 0.9653 - val_loss: 0.1114 - val_accuracy: 0.9596 - 35s/epoch - 108ms/step
+328/328 - 34s - loss: 0.1056 - accuracy: 0.9614 - val_loss: 0.0974 - val_accuracy: 0.9649 - 34s/epoch - 104ms/step
Epoch 3/3
-328/328 - 35s - loss: 0.0694 - accuracy: 0.9742 - val_loss: 0.1262 - val_accuracy: 0.9634 - 35s/epoch - 108ms/step
+328/328 - 34s - loss: 0.0695 - accuracy: 0.9714 - val_loss: 0.1018 - val_accuracy: 0.9611 - 34s/epoch - 104ms/step
-<keras.callbacks.History object at 0x7f99984b5520>
+<keras.callbacks.History object at 0x7f3625f34640>
</pre></div>
</div>
</div>
@@ -986,7 +986,7 @@ as intended.</p>
<p>From here, we could modify the model to read live images from the camera - we have another
Arduino tutorial for how to do that <a class="reference external" href="https://github.com/guberti/tvm-arduino-demos/tree/master/examples/person_detection">on GitHub</a>. Alternatively, we could also
<a class="reference external" href="https://tvm.apache.org/docs/how_to/work_with_microtvm/micro_autotune.html">use TVM’s autotuning capabilities</a> to dramatically improve the model’s performance.</p>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 4 minutes 32.358 seconds)</p>
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<p><a class="reference download internal" download="" href="../../_downloads/b52cec46baf4f78d6bcd94cbe269c8a6/micro_train.py"><code class="xref download docutils literal notranslate"><span class="pre">Download</span> <span class="pre">Python</span> <span class="pre">source</span> <span class="pre">code:</span> <span class="pre">micro_train.py</span></code></a></p>
diff --git a/docs/how_to/work_with_microtvm/sg_execution_times.html b/docs/how_to/work_with_microtvm/sg_execution_times.html
index 77289c9461..ceb8972cd8 100644
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+++ b/docs/how_to/work_with_microtvm/sg_execution_times.html
@@ -360,7 +360,7 @@
<div class="section" id="computation-times">
<span id="sphx-glr-how-to-work-with-microtvm-sg-execution-times"></span><h1>Computation times<a class="headerlink" href="#computation-times" title="Permalink to this headline">¶</a></h1>
-<p><strong>07:58.694</strong> total execution time for <strong>how_to_work_with_microtvm</strong> files:</p>
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<tr class="row-odd"><td><p><a class="reference internal" href="micro_train.html#sphx-glr-how-to-work-with-microtvm-micro-train-py"><span class="std std-ref">5. Training Vision Models for microTVM on Arduino</span></a> (<code class="docutils literal notranslate"><span class="pre">micro_train.py</span></code>)</p></td>
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<tr class="row-odd"><td><p><a class="reference internal" href="micro_custom_ide.html#sphx-glr-how-to-work-with-microtvm-micro-custom-ide-py"><span class="std std-ref">9. Bring microTVM to your own development environment</span></a> (<code class="docutils literal notranslate"><span class="pre">micro_custom_ide.py</span></code>)</p></td>
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<tr class="row-even"><td><p><a class="reference internal" href="micro_tflite.html#sphx-glr-how-to-work-with-microtvm-micro-tflite-py"><span class="std std-ref">2. microTVM TFLite Tutorial</span></a> (<code class="docutils literal notranslate"><span class="pre">micro_tflite.py</span></code>)</p></td>
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<tr class="row-odd"><td><p><a class="reference internal" href="micro_ethosu.html#sphx-glr-how-to-work-with-microtvm-micro-ethosu-py"><span class="std std-ref">7. Running TVM on bare metal Arm(R) Cortex(R)-M55 CPU and Ethos(TM)-U55 NPU with CMSIS-NN</span></a> (<code class="docutils literal notranslate"><span class="pre">micro_ethosu.py</span></code>)</p></td>
diff --git a/docs/how_to/work_with_relay/sg_execution_times.html b/docs/how_to/work_with_relay/sg_execution_times.html
index 1091b450f6..79142cde92 100644
--- a/docs/how_to/work_with_relay/sg_execution_times.html
+++ b/docs/how_to/work_with_relay/sg_execution_times.html
@@ -360,7 +360,7 @@
<div class="section" id="computation-times">
<span id="sphx-glr-how-to-work-with-relay-sg-execution-times"></span><h1>Computation times<a class="headerlink" href="#computation-times" title="Permalink to this headline">¶</a></h1>
-<p><strong>00:40.524</strong> total execution time for <strong>how_to_work_with_relay</strong> files:</p>
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<table class="docutils align-default">
<colgroup>
<col style="width: 84%" />
@@ -369,19 +369,19 @@
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<tr class="row-odd"><td><p><a class="reference internal" href="using_pipeline_executor.html#sphx-glr-how-to-work-with-relay-using-pipeline-executor-py"><span class="std std-ref">Using Pipeline Executor in Relay</span></a> (<code class="docutils literal notranslate"><span class="pre">using_pipeline_executor.py</span></code>)</p></td>
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<tr class="row-even"><td><p><a class="reference internal" href="using_external_lib.html#sphx-glr-how-to-work-with-relay-using-external-lib-py"><span class="std std-ref">Using External Libraries in Relay</span></a> (<code class="docutils literal notranslate"><span class="pre">using_external_lib.py</span></code>)</p></td>
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<tr class="row-odd"><td><p><a class="reference internal" href="build_gcn.html#sphx-glr-how-to-work-with-relay-build-gcn-py"><span class="std std-ref">Building a Graph Convolutional Network</span></a> (<code class="docutils literal notranslate"><span class="pre">build_gcn.py</span></code>)</p></td>
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diff --git a/docs/how_to/work_with_schedules/intrin_math.html b/docs/how_to/work_with_schedules/intrin_math.html
index f90760d64d..abf6e7f52b 100644
--- a/docs/how_to/work_with_schedules/intrin_math.html
+++ b/docs/how_to/work_with_schedules/intrin_math.html
@@ -572,7 +572,7 @@ The following example customizes CUDA lowering rule for <code class="code docuti
<a href="../../reference/api/python/ir.html#tvm.ir.register_intrin_lowering" title="tvm.ir.register_intrin_lowering" class="sphx-glr-backref-module-tvm-ir sphx-glr-backref-type-py-function"><span class="n">register_intrin_lowering</span></a><span class="p">(</span><span class="s2">"tir.exp"</span><span class="p">,</span> <span class="n">target</span><span class="o">=</span><span class="s2">"cuda"</span><span class="p">,</span> <span class="n">f</span><span class="o">= [...]
</pre></div>
</div>
-<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span><function my_cuda_math_rule at 0x7f9b727650d0>
+<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span><function my_cuda_math_rule at 0x7f36489b5940>
</pre></div>
</div>
<p>Register the rule to TVM with override option to override existing rule.
diff --git a/docs/how_to/work_with_schedules/sg_execution_times.html b/docs/how_to/work_with_schedules/sg_execution_times.html
index d6298ee5cf..80dc9428cc 100644
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@@ -360,7 +360,7 @@
<div class="section" id="computation-times">
<span id="sphx-glr-how-to-work-with-schedules-sg-execution-times"></span><h1>Computation times<a class="headerlink" href="#computation-times" title="Permalink to this headline">¶</a></h1>
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<tr class="row-odd"><td><p><a class="reference internal" href="intrin_math.html#sphx-glr-how-to-work-with-schedules-intrin-math-py"><span class="std std-ref">Intrinsics and Math Functions</span></a> (<code class="docutils literal notranslate"><span class="pre">intrin_math.py</span></code>)</p></td>
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<tr class="row-even"><td><p><a class="reference internal" href="tensorize.html#sphx-glr-how-to-work-with-schedules-tensorize-py"><span class="std std-ref">Use Tensorize to Leverage Hardware Intrinsics</span></a> (<code class="docutils literal notranslate"><span class="pre">tensorize.py</span></code>)</p></td>
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<tr class="row-odd"><td><p><a class="reference internal" href="reduction.html#sphx-glr-how-to-work-with-schedules-reduction-py"><span class="std std-ref">Reduction</span></a> (<code class="docutils literal notranslate"><span class="pre">reduction.py</span></code>)</p></td>
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<td><p>0.0 MB</p></td>
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<tr class="row-even"><td><p><a class="reference internal" href="scan.html#sphx-glr-how-to-work-with-schedules-scan-py"><span class="std std-ref">Scan and Recurrent Kernel</span></a> (<code class="docutils literal notranslate"><span class="pre">scan.py</span></code>)</p></td>
-<td><p>00:00.750</p></td>
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<td><p>0.0 MB</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="extern_op.html#sphx-glr-how-to-work-with-schedules-extern-op-py"><span class="std std-ref">External Tensor Functions</span></a> (<code class="docutils literal notranslate"><span class="pre">extern_op.py</span></code>)</p></td>
-<td><p>00:00.129</p></td>
+<td><p>00:00.118</p></td>
<td><p>0.0 MB</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="schedule_primitives.html#sphx-glr-how-to-work-with-schedules-schedule-primitives-py"><span class="std std-ref">Schedule Primitives in TVM</span></a> (<code class="docutils literal notranslate"><span class="pre">schedule_primitives.py</span></code>)</p></td>
-<td><p>00:00.073</p></td>
+<td><p>00:00.068</p></td>
<td><p>0.0 MB</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="tedd.html#sphx-glr-how-to-work-with-schedules-tedd-py"><span class="std std-ref">Use Tensor Expression Debug Display (TEDD) for Visualization</span></a> (<code class="docutils literal notranslate"><span class="pre">tedd.py</span></code>)</p></td>
-<td><p>00:00.069</p></td>
+<td><p>00:00.064</p></td>
<td><p>0.0 MB</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="tuple_inputs.html#sphx-glr-how-to-work-with-schedules-tuple-inputs-py"><span class="std std-ref">Compute and Reduce with Tuple Inputs</span></a> (<code class="docutils literal notranslate"><span class="pre">tuple_inputs.py</span></code>)</p></td>
-<td><p>00:00.034</p></td>
+<td><p>00:00.031</p></td>
<td><p>0.0 MB</p></td>
</tr>
</tbody>
diff --git a/docs/install/nnpack.html b/docs/install/nnpack.html
index 262b273e47..61f3a9d084 100644
--- a/docs/install/nnpack.html
+++ b/docs/install/nnpack.html
@@ -249,7 +249,17 @@
<p class="caption" role="heading"><span class="caption-text">Getting Started</span></p>
<ul class="current">
<li class="toctree-l1 current"><a class="reference internal" href="index.html">Installing TVM</a><ul class="current">
-<li class="toctree-l2"><a class="reference internal" href="from_source.html">Install from Source</a></li>
+<li class="toctree-l2 current"><a class="reference internal" href="from_source.html">Install from Source</a><ul class="current">
+<li class="toctree-l3"><a class="reference internal" href="from_source.html#developers-get-source-from-github">Developers: Get Source from Github</a></li>
+<li class="toctree-l3"><a class="reference internal" href="from_source.html#build-the-shared-library">Build the Shared Library</a></li>
+<li class="toctree-l3"><a class="reference internal" href="from_source.html#python-package-installation">Python Package Installation</a></li>
+<li class="toctree-l3 current"><a class="reference internal" href="from_source.html#install-contrib-libraries">Install Contrib Libraries</a><ul class="current">
+<li class="toctree-l4 current"><a class="current reference internal" href="#">NNPACK Contrib Installation</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="from_source.html#enable-c-tests">Enable C++ Tests</a></li>
+</ul>
+</li>
<li class="toctree-l2"><a class="reference internal" href="docker.html">Docker Images</a></li>
<li class="toctree-l2 current"><a class="current reference internal" href="#">NNPACK Contrib Installation</a><ul>
<li class="toctree-l3"><a class="reference internal" href="#conditions">Conditions</a></li>
diff --git a/docs/objects.inv b/docs/objects.inv
index 659f4836ed..72ea23c2fc 100644
Binary files a/docs/objects.inv and b/docs/objects.inv differ
diff --git a/docs/reference/api/doxygen/algorithm_8h_source.html b/docs/reference/api/doxygen/algorithm_8h_source.html
index 904c712ab4..7f3e57c628 100644
--- a/docs/reference/api/doxygen/algorithm_8h_source.html
+++ b/docs/reference/api/doxygen/algorithm_8h_source.html
@@ -161,7 +161,7 @@ $(function() {
<div class="line"><a name="l00095"></a><span class="lineno"> 95</span> } <span class="comment">// namespace relay</span></div>
<div class="line"><a name="l00096"></a><span class="lineno"> 96</span> } <span class="comment">// namespace tvm</span></div>
<div class="line"><a name="l00097"></a><span class="lineno"> 97</span> <span class="preprocessor">#endif </span><span class="comment">// TVM_RELAY_ATTRS_ALGORITHM_H_</span></div>
-<div class="ttc" id="aclasstvm_1_1AttrsNode_html"><div class="ttname"><a href="classtvm_1_1AttrsNode.html">tvm::AttrsNode</a></div><div class="ttdoc">The base class of the all the Use "curiously recurring template pattern".</div><div class="ttdef"><b>Definition:</b> attrs.h:833</div></div>
+<div class="ttc" id="aclasstvm_1_1AttrsNode_html"><div class="ttname"><a href="classtvm_1_1AttrsNode.html">tvm::AttrsNode</a></div><div class="ttdoc">The base class of the all the Use "curiously recurring template pattern".</div><div class="ttdef"><b>Definition:</b> attrs.h:830</div></div>
<div class="ttc" id="aclasstvm_1_1runtime_1_1DataType_html"><div class="ttname"><a href="classtvm_1_1runtime_1_1DataType.html">tvm::runtime::DataType</a></div><div class="ttdoc">Runtime primitive data type.</div><div class="ttdef"><b>Definition:</b> data_type.h:43</div></div>
<div class="ttc" id="aclasstvm_1_1runtime_1_1DataType_html_ab45f13dd70d982d9f977c79b6f7fac98"><div class="ttname"><a href="classtvm_1_1runtime_1_1DataType.html#ab45f13dd70d982d9f977c79b6f7fac98">tvm::runtime::DataType::Int</a></div><div class="ttdeci">static DataType Int(int bits, int lanes=1)</div><div class="ttdoc">Construct an int type.</div><div class="ttdef"><b>Definition:</b> data_type.h:212</div></div>
<div class="ttc" id="aclasstvm_1_1runtime_1_1Optional_html"><div class="ttname"><a href="classtvm_1_1runtime_1_1Optional.html">tvm::runtime::Optional</a></div><div class="ttdoc">Optional container that to represent to a Nullable variant of T.</div><div class="ttdef"><b>Definition:</b> optional.h:51</div></div>
diff --git a/docs/reference/api/doxygen/annotation_8h_source.html b/docs/reference/api/doxygen/annotation_8h_source.html
index 258f81166a..c635102aab 100644
--- a/docs/reference/api/doxygen/annotation_8h_source.html
+++ b/docs/reference/api/doxygen/annotation_8h_source.html
@@ -117,7 +117,7 @@ $(function() {
<div class="line"><a name="l00057"></a><span class="lineno"> 57</span> } <span class="comment">// namespace relay</span></div>
<div class="line"><a name="l00058"></a><span class="lineno"> 58</span> } <span class="comment">// namespace tvm</span></div>
<div class="line"><a name="l00059"></a><span class="lineno"> 59</span> <span class="preprocessor">#endif </span><span class="comment">// TVM_RELAY_ATTRS_ANNOTATION_H_</span></div>
-<div class="ttc" id="aclasstvm_1_1AttrsNode_html"><div class="ttname"><a href="classtvm_1_1AttrsNode.html">tvm::AttrsNode</a></div><div class="ttdoc">The base class of the all the Use "curiously recurring template pattern".</div><div class="ttdef"><b>Definition:</b> attrs.h:833</div></div>
+<div class="ttc" id="aclasstvm_1_1AttrsNode_html"><div class="ttname"><a href="classtvm_1_1AttrsNode.html">tvm::AttrsNode</a></div><div class="ttdoc">The base class of the all the Use "curiously recurring template pattern".</div><div class="ttdef"><b>Definition:</b> attrs.h:830</div></div>
<div class="ttc" id="aclasstvm_1_1runtime_1_1DataType_html"><div class="ttname"><a href="classtvm_1_1runtime_1_1DataType.html">tvm::runtime::DataType</a></div><div class="ttdoc">Runtime primitive data type.</div><div class="ttdef"><b>Definition:</b> data_type.h:43</div></div>
<div class="ttc" id="air_2attrs_8h_html"><div class="ttname"><a href="ir_2attrs_8h.html">attrs.h</a></div><div class="ttdoc">Helpers for attribute objects.</div></div>
<div class="ttc" id="air_2attrs_8h_html_a578da113eb199bad72e26c03ad24832f"><div class="ttname"><a href="ir_2attrs_8h.html#a578da113eb199bad72e26c03ad24832f">TVM_ATTR_FIELD</a></div><div class="ttdeci">#define TVM_ATTR_FIELD(FieldName)</div><div class="ttdoc">Declare an attribute field.</div><div class="ttdef"><b>Definition:</b> attrs.h:76</div></div>
diff --git a/docs/reference/api/doxygen/axis__group__graph_8h_source.html b/docs/reference/api/doxygen/axis__group__graph_8h_source.html
index a9596bd579..1559b04b44 100644
--- a/docs/reference/api/doxygen/axis__group__graph_8h_source.html
+++ b/docs/reference/api/doxygen/axis__group__graph_8h_source.html
@@ -531,7 +531,7 @@ $(function() {
<div class="ttc" id="aclasstvm_1_1runtime_1_1Map_html"><div class="ttname"><a href="classtvm_1_1runtime_1_1Map.html">tvm::runtime::Map</a></div><div class="ttdoc">Map container of NodeRef->NodeRef in DSL graph. Map implements copy on write semantics,...</div><div class="ttdef"><b>Definition:</b> map.h:1271</div></div>
<div class="ttc" id="aclasstvm_1_1runtime_1_1Map_html_aa713b1b421fda78159a0a66740943c6c"><div class="ttname"><a href="classtvm_1_1runtime_1_1Map.html#aa713b1b421fda78159a0a66740943c6c">tvm::runtime::Map::count</a></div><div class="ttdeci">size_t count(const K &key) const</div><div class="ttdef"><b>Definition:</b> map.h:1356</div></div>
<div class="ttc" id="aclasstvm_1_1runtime_1_1Map_html_ad3a78d88e3a9292d11ce04ff2dfe0702"><div class="ttname"><a href="classtvm_1_1runtime_1_1Map.html#ad3a78d88e3a9292d11ce04ff2dfe0702">tvm::runtime::Map::Set</a></div><div class="ttdeci">void Set(const K &key, const V &value)</div><div class="ttdoc">set the Map.</div><div class="ttdef"><b>Definition:</b> map.h:1374</div></div>
-<div class="ttc" id="aclasstvm_1_1runtime_1_1Object_html_a90e90b3f4ba8a590baff78c75807bbc7"><div class="ttname"><a href="classtvm_1_1runtime_1_1Object.html#a90e90b3f4ba8a590baff78c75807bbc7">tvm::runtime::Object::IsInstance</a></div><div class="ttdeci">bool IsInstance() const</div><div class="ttdef"><b>Definition:</b> object.h:860</div></div>
+<div class="ttc" id="aclasstvm_1_1runtime_1_1Object_html_a90e90b3f4ba8a590baff78c75807bbc7"><div class="ttname"><a href="classtvm_1_1runtime_1_1Object.html#a90e90b3f4ba8a590baff78c75807bbc7">tvm::runtime::Object::IsInstance</a></div><div class="ttdeci">bool IsInstance() const</div><div class="ttdef"><b>Definition:</b> object.h:870</div></div>
<div class="ttc" id="aclasstvm_1_1tir_1_1BufferAxisGraphExtractor_html"><div class="ttname"><a href="classtvm_1_1tir_1_1BufferAxisGraphExtractor.html">tvm::tir::BufferAxisGraphExtractor</a></div><div class="ttdoc">Construct an axis group graph from a PrimFunc. Two buffer axis are connected if they are accessed by ...</div><div class="ttdef"><b>Definition:</b> axis_group_graph.h:67</div></div>
<div class="ttc" id="aclasstvm_1_1tir_1_1BufferAxisGraphExtractor_html_a8deb81dd5625a7d76143f800d355b46a"><div class="ttname"><a href="classtvm_1_1tir_1_1BufferAxisGraphExtractor.html#a8deb81dd5625a7d76143f800d355b46a">tvm::tir::BufferAxisGraphExtractor::GetTIRVarAxisGraph</a></div><div class="ttdeci">static std::vector< std::vector< TIRVarAxis > > GetTIRVarAxisGraph(const PrimFunc &prim_func)</div><div class="ttdef"><b>Definition:</b> axis_group_graph.h:69</div></div>
<div class="ttc" id="aclasstvm_1_1tir_1_1BufferAxisGraphExtractor_html_aff70b4e34f336ce2f7d22cd402840934"><div class="ttname"><a href="classtvm_1_1tir_1_1BufferAxisGraphExtractor.html#aff70b4e34f336ce2f7d22cd402840934">tvm::tir::BufferAxisGraphExtractor::DFSGraph</a></div><div class="ttdeci">void DFSGraph(BufferAxis cur, std::unordered_set< BufferAxis, BufferAxisHash > *visited, std::vector< BufferAxis > *buffer_axis_group)</div><div class="ttdef"><b>Definition:</b> axis_grou [...]
diff --git a/docs/reference/api/doxygen/bitserial_8h_source.html b/docs/reference/api/doxygen/bitserial_8h_source.html
index 581253788b..296d2367d3 100644
--- a/docs/reference/api/doxygen/bitserial_8h_source.html
+++ b/docs/reference/api/doxygen/bitserial_8h_source.html
@@ -195,7 +195,7 @@ $(function() {
<div class="line"><a name="l00131"></a><span class="lineno"> 131</span> } <span class="comment">// namespace relay</span></div>
<div class="line"><a name="l00132"></a><span class="lineno"> 132</span> } <span class="comment">// namespace tvm</span></div>
<div class="line"><a name="l00133"></a><span class="lineno"> 133</span> <span class="preprocessor">#endif </span><span class="comment">// TVM_RELAY_ATTRS_BITSERIAL_H_</span></div>
-<div class="ttc" id="aclasstvm_1_1AttrsNode_html"><div class="ttname"><a href="classtvm_1_1AttrsNode.html">tvm::AttrsNode</a></div><div class="ttdoc">The base class of the all the Use "curiously recurring template pattern".</div><div class="ttdef"><b>Definition:</b> attrs.h:833</div></div>
+<div class="ttc" id="aclasstvm_1_1AttrsNode_html"><div class="ttname"><a href="classtvm_1_1AttrsNode.html">tvm::AttrsNode</a></div><div class="ttdoc">The base class of the all the Use "curiously recurring template pattern".</div><div class="ttdef"><b>Definition:</b> attrs.h:830</div></div>
<div class="ttc" id="aclasstvm_1_1PrimExpr_html"><div class="ttname"><a href="classtvm_1_1PrimExpr.html">tvm::PrimExpr</a></div><div class="ttdoc">Reference to PrimExprNode.</div><div class="ttdef"><b>Definition:</b> expr.h:114</div></div>
<div class="ttc" id="aclasstvm_1_1runtime_1_1Array_html"><div class="ttname"><a href="classtvm_1_1runtime_1_1Array.html">tvm::runtime::Array</a></div><div class="ttdoc">Array, container representing a contiguous sequence of ObjectRefs.</div><div class="ttdef"><b>Definition:</b> array.h:289</div></div>
<div class="ttc" id="aclasstvm_1_1runtime_1_1DataType_html"><div class="ttname"><a href="classtvm_1_1runtime_1_1DataType.html">tvm::runtime::DataType</a></div><div class="ttdoc">Runtime primitive data type.</div><div class="ttdef"><b>Definition:</b> data_type.h:43</div></div>
diff --git a/docs/reference/api/doxygen/block__scope_8h_source.html b/docs/reference/api/doxygen/block__scope_8h_source.html
index afab272e99..459156ed1b 100644
--- a/docs/reference/api/doxygen/block__scope_8h_source.html
+++ b/docs/reference/api/doxygen/block__scope_8h_source.html
@@ -243,9 +243,9 @@ $(function() {
<div class="ttc" id="aclasstvm_1_1runtime_1_1Array_html"><div class="ttname"><a href="classtvm_1_1runtime_1_1Array.html">tvm::runtime::Array</a></div><div class="ttdoc">Array, container representing a contiguous sequence of ObjectRefs.</div><div class="ttdef"><b>Definition:</b> array.h:289</div></div>
<div class="ttc" id="aclasstvm_1_1runtime_1_1ObjectRef_html"><div class="ttname"><a href="classtvm_1_1runtime_1_1ObjectRef.html">tvm::runtime::ObjectRef</a></div><div class="ttdoc">Base class of all object reference.</div><div class="ttdef"><b>Definition:</b> object.h:519</div></div>
<div class="ttc" id="aclasstvm_1_1runtime_1_1ObjectRef_html_ac261cdb80487fb29ac42b28678f8cbef"><div class="ttname"><a href="classtvm_1_1runtime_1_1ObjectRef.html#ac261cdb80487fb29ac42b28678f8cbef">tvm::runtime::ObjectRef::data_</a></div><div class="ttdeci">ObjectPtr< Object > data_</div><div class="ttdoc">Internal pointer that backs the reference.</div><div class="ttdef"><b>Definition:</b> object.h:605</div></div>
-<div class="ttc" id="aclasstvm_1_1runtime_1_1ObjectRef_html_ada5c6dfe7d5ca76e6f0714c4ef922539"><div class="ttname"><a href="classtvm_1_1runtime_1_1ObjectRef.html#ada5c6dfe7d5ca76e6f0714c4ef922539">tvm::runtime::ObjectRef::as</a></div><div class="ttdeci">const ObjectType * as() const</div><div class="ttdoc">Try to downcast the internal Object to a raw pointer of a corresponding type.</div><div class="ttdef"><b>Definition:</b> object.h:896</div></div>
+<div class="ttc" id="aclasstvm_1_1runtime_1_1ObjectRef_html_ada5c6dfe7d5ca76e6f0714c4ef922539"><div class="ttname"><a href="classtvm_1_1runtime_1_1ObjectRef.html#ada5c6dfe7d5ca76e6f0714c4ef922539">tvm::runtime::ObjectRef::as</a></div><div class="ttdeci">const ObjectType * as() const</div><div class="ttdoc">Try to downcast the internal Object to a raw pointer of a corresponding type.</div><div class="ttdef"><b>Definition:</b> object.h:906</div></div>
<div class="ttc" id="aclasstvm_1_1runtime_1_1Object_html"><div class="ttname"><a href="classtvm_1_1runtime_1_1Object.html">tvm::runtime::Object</a></div><div class="ttdoc">base class of all object containers.</div><div class="ttdef"><b>Definition:</b> object.h:171</div></div>
-<div class="ttc" id="aclasstvm_1_1runtime_1_1Object_html_a90e90b3f4ba8a590baff78c75807bbc7"><div class="ttname"><a href="classtvm_1_1runtime_1_1Object.html#a90e90b3f4ba8a590baff78c75807bbc7">tvm::runtime::Object::IsInstance</a></div><div class="ttdeci">bool IsInstance() const</div><div class="ttdef"><b>Definition:</b> object.h:860</div></div>
+<div class="ttc" id="aclasstvm_1_1runtime_1_1Object_html_a90e90b3f4ba8a590baff78c75807bbc7"><div class="ttname"><a href="classtvm_1_1runtime_1_1Object.html#a90e90b3f4ba8a590baff78c75807bbc7">tvm::runtime::Object::IsInstance</a></div><div class="ttdeci">bool IsInstance() const</div><div class="ttdef"><b>Definition:</b> object.h:870</div></div>
<div class="ttc" id="aclasstvm_1_1tir_1_1BlockScopeNode_html"><div class="ttname"><a href="classtvm_1_1tir_1_1BlockScopeNode.html">tvm::tir::BlockScopeNode</a></div><div class="ttdoc">An object with 1-to-1 correspondence with each block reference in the sref tree. This data structure ...</div><div class="ttdef"><b>Definition:</b> block_scope.h:257</div></div>
<div class="ttc" id="aclasstvm_1_1tir_1_1BlockScopeNode_html_a312bcbd592ee4f234f82cce920af7fab"><div class="ttname"><a href="classtvm_1_1tir_1_1BlockScopeNode.html#a312bcbd592ee4f234f82cce920af7fab">tvm::tir::BlockScopeNode::GetDepsByDst</a></div><div class="ttdeci">Array< Dependency > GetDepsByDst(const StmtSRef &dst) const</div><div class="ttdoc">Get all dependencies whose dst equals dst</div></div>
<div class="ttc" id="aclasstvm_1_1tir_1_1BlockScopeNode_html_a460aa1dc8f4f608db1b7f529d51b9d29"><div class="ttname"><a href="classtvm_1_1tir_1_1BlockScopeNode.html#a460aa1dc8f4f608db1b7f529d51b9d29">tvm::tir::BlockScopeNode::VisitAttrs</a></div><div class="ttdeci">void VisitAttrs(AttrVisitor *v)</div><div class="ttdef"><b>Definition:</b> block_scope.h:270</div></div>
diff --git a/docs/reference/api/doxygen/call_8h_source.html b/docs/reference/api/doxygen/call_8h_source.html
index 0d813e7c41..40997242f9 100644
--- a/docs/reference/api/doxygen/call_8h_source.html
+++ b/docs/reference/api/doxygen/call_8h_source.html
@@ -111,7 +111,7 @@ $(function() {
<div class="line"><a name="l00048"></a><span class="lineno"> 48</span> } <span class="comment">// namespace relay</span></div>
<div class="line"><a name="l00049"></a><span class="lineno"> 49</span> } <span class="comment">// namespace tvm</span></div>
<div class="line"><a name="l00050"></a><span class="lineno"> 50</span> <span class="preprocessor">#endif </span><span class="comment">// TVM_RELAY_ATTRS_CALL_H_</span></div>
-<div class="ttc" id="aclasstvm_1_1AttrsNode_html"><div class="ttname"><a href="classtvm_1_1AttrsNode.html">tvm::AttrsNode</a></div><div class="ttdoc">The base class of the all the Use "curiously recurring template pattern".</div><div class="ttdef"><b>Definition:</b> attrs.h:833</div></div>
+<div class="ttc" id="aclasstvm_1_1AttrsNode_html"><div class="ttname"><a href="classtvm_1_1AttrsNode.html">tvm::AttrsNode</a></div><div class="ttdoc">The base class of the all the Use "curiously recurring template pattern".</div><div class="ttdef"><b>Definition:</b> attrs.h:830</div></div>
<div class="ttc" id="aclasstvm_1_1runtime_1_1Map_html"><div class="ttname"><a href="classtvm_1_1runtime_1_1Map.html">tvm::runtime::Map</a></div><div class="ttdoc">Map container of NodeRef->NodeRef in DSL graph. Map implements copy on write semantics,...</div><div class="ttdef"><b>Definition:</b> map.h:1271</div></div>
<div class="ttc" id="air_2attrs_8h_html"><div class="ttname"><a href="ir_2attrs_8h.html">attrs.h</a></div><div class="ttdoc">Helpers for attribute objects.</div></div>
<div class="ttc" id="air_2attrs_8h_html_a578da113eb199bad72e26c03ad24832f"><div class="ttname"><a href="ir_2attrs_8h.html#a578da113eb199bad72e26c03ad24832f">TVM_ATTR_FIELD</a></div><div class="ttdeci">#define TVM_ATTR_FIELD(FieldName)</div><div class="ttdoc">Declare an attribute field.</div><div class="ttdef"><b>Definition:</b> attrs.h:76</div></div>
diff --git a/docs/reference/api/doxygen/ccl_8h_source.html b/docs/reference/api/doxygen/ccl_8h_source.html
index 1d77f73e8a..33275ba4f6 100644
--- a/docs/reference/api/doxygen/ccl_8h_source.html
+++ b/docs/reference/api/doxygen/ccl_8h_source.html
@@ -125,7 +125,7 @@ $(function() {
<div class="line"><a name="l00060"></a><span class="lineno"> 60</span> } <span class="comment">// namespace tvm</span></div>
<div class="line"><a name="l00061"></a><span class="lineno"> 61</span>  </div>
<div class="line"><a name="l00062"></a><span class="lineno"> 62</span> <span class="preprocessor">#endif </span><span class="comment">// TVM_RELAX_ATTRS_CCL_H_</span></div>
-<div class="ttc" id="aclasstvm_1_1AttrsNode_html"><div class="ttname"><a href="classtvm_1_1AttrsNode.html">tvm::AttrsNode</a></div><div class="ttdoc">The base class of the all the Use "curiously recurring template pattern".</div><div class="ttdef"><b>Definition:</b> attrs.h:833</div></div>
+<div class="ttc" id="aclasstvm_1_1AttrsNode_html"><div class="ttname"><a href="classtvm_1_1AttrsNode.html">tvm::AttrsNode</a></div><div class="ttdoc">The base class of the all the Use "curiously recurring template pattern".</div><div class="ttdef"><b>Definition:</b> attrs.h:830</div></div>
<div class="ttc" id="aclasstvm_1_1runtime_1_1String_html"><div class="ttname"><a href="classtvm_1_1runtime_1_1String.html">tvm::runtime::String</a></div><div class="ttdoc">Reference to string objects.</div><div class="ttdef"><b>Definition:</b> string.h:98</div></div>
<div class="ttc" id="air_2attrs_8h_html_a578da113eb199bad72e26c03ad24832f"><div class="ttname"><a href="ir_2attrs_8h.html#a578da113eb199bad72e26c03ad24832f">TVM_ATTR_FIELD</a></div><div class="ttdeci">#define TVM_ATTR_FIELD(FieldName)</div><div class="ttdoc">Declare an attribute field.</div><div class="ttdef"><b>Definition:</b> attrs.h:76</div></div>
<div class="ttc" id="anamespacetvm_html"><div class="ttname"><a href="namespacetvm.html">tvm</a></div><div class="ttdoc">runtime implementation for LibTorch/TorchScript.</div><div class="ttdef"><b>Definition:</b> analyzer.h:36</div></div>
diff --git a/docs/reference/api/doxygen/classtvm_1_1Attrs.html b/docs/reference/api/doxygen/classtvm_1_1Attrs.html
index b4b94d3fca..3a5b44b5a5 100644
--- a/docs/reference/api/doxygen/classtvm_1_1Attrs.html
+++ b/docs/reference/api/doxygen/classtvm_1_1Attrs.html
@@ -80,7 +80,7 @@ $(function() {
<div class="dynheader">
Inheritance diagram for tvm::Attrs:</div>
<div class="dyncontent">
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+<div class="center"><iframe scrolling="no" frameborder="0" src="classtvm_1_1Attrs__inherit__graph.svg" width="240" height="720"><p><b>This browser is not able to show SVG: try Firefox, Chrome, Safari, or Opera instead.</b></p></iframe>
</div>
</div>
<div class="dynheader">
diff --git a/docs/reference/api/doxygen/classtvm_1_1Attrs__inherit__graph.svg b/docs/reference/api/doxygen/classtvm_1_1Attrs__inherit__graph.svg
index 7b0d4f65d5..75114563bc 100644
--- a/docs/reference/api/doxygen/classtvm_1_1Attrs__inherit__graph.svg
+++ b/docs/reference/api/doxygen/classtvm_1_1Attrs__inherit__graph.svg
@@ -4,22 +4,22 @@
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+<svg width="180pt" height="540pt"
+ viewBox="0.00 0.00 180.00 540.00" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink">
+<g id="graph0" class="graph" transform="scale(1 1) rotate(0) translate(4 536)">
<title>tvm::Attrs</title>
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+<polygon fill="white" stroke="transparent" points="-4,4 -4,-536 176,-536 176,4 -4,4"/>
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<g id="node1" class="node">
<title>Node1</title>
<g id="a_node1"><a xlink:title="Managed reference to BaseAttrsNode.">
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-<text text-anchor="middle" x="78" y="-208.5" font-family="Helvetica,sans-Serif" font-size="10.00"> </text>
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-<text text-anchor="start" x="8" y="-189.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ TVM_DEFINE_OBJECT_REF</text>
-<text text-anchor="start" x="8" y="-178.5" font-family="Helvetica,sans-Serif" font-size="10.00">_METHODS()</text>
+<polygon fill="#bfbfbf" stroke="black" points="8,-182.5 8,-250.5 164,-250.5 164,-182.5 8,-182.5"/>
+<text text-anchor="middle" x="86" y="-238.5" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::Attrs</text>
+<polyline fill="none" stroke="black" points="8,-231.5 164,-231.5 "/>
+<text text-anchor="middle" x="86" y="-219.5" font-family="Helvetica,sans-Serif" font-size="10.00"> </text>
+<polyline fill="none" stroke="black" points="8,-212.5 164,-212.5 "/>
+<text text-anchor="start" x="16" y="-200.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ TVM_DEFINE_OBJECT_REF</text>
+<text text-anchor="start" x="16" y="-189.5" font-family="Helvetica,sans-Serif" font-size="10.00">_METHODS()</text>
</a>
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@@ -27,17 +27,18 @@
<g id="node3" class="node">
<title>Node3</title>
<g id="a_node3"><a xlink:href="classtvm_1_1DictAttrs.html" target="_top" xlink:title="Managed reference to DictAttrsNode.">
-<polygon fill="white" stroke="black" points="0,-0.5 0,-134.5 156,-134.5 156,-0.5 0,-0.5"/>
-<text text-anchor="middle" x="78" y="-122.5" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::DictAttrs</text>
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-<text text-anchor="middle" x="78" y="-103.5" font-family="Helvetica,sans-Serif" font-size="10.00"> </text>
-<polyline fill="none" stroke="black" points="0,-96.5 156,-96.5 "/>
-<text text-anchor="start" x="8" y="-84.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ DictAttrs()</text>
+<polygon fill="white" stroke="black" points="0,-0.5 0,-145.5 172,-145.5 172,-0.5 0,-0.5"/>
+<text text-anchor="middle" x="86" y="-133.5" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::DictAttrs</text>
+<polyline fill="none" stroke="black" points="0,-126.5 172,-126.5 "/>
+<text text-anchor="middle" x="86" y="-114.5" font-family="Helvetica,sans-Serif" font-size="10.00"> </text>
+<polyline fill="none" stroke="black" points="0,-107.5 172,-107.5 "/>
+<text text-anchor="start" x="8" y="-95.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ DictAttrs()</text>
+<text text-anchor="start" x="8" y="-84.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ GetAttr()</text>
<text text-anchor="start" x="8" y="-73.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ GetAttr()</text>
-<text text-anchor="start" x="8" y="-62.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ GetAttr()</text>
-<text text-anchor="start" x="8" y="-51.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ HasNonzeroAttr()</text>
-<text text-anchor="start" x="8" y="-40.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ TVM_DEFINE_OBJECT_REF</text>
-<text text-anchor="start" x="8" y="-29.5" font-family="Helvetica,sans-Serif" font-size="10.00">_METHODS()</text>
+<text text-anchor="start" x="8" y="-62.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ HasNonzeroAttr()</text>
+<text text-anchor="start" x="8" y="-51.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ TVM_DEFINE_OBJECT_REF</text>
+<text text-anchor="start" x="8" y="-40.5" font-family="Helvetica,sans-Serif" font-size="10.00">_METHODS_WITHOUT_DEFAULT</text>
+<text text-anchor="start" x="8" y="-29.5" font-family="Helvetica,sans-Serif" font-size="10.00">_CONSTRUCTOR()</text>
<text text-anchor="start" x="8" y="-18.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ TVM_DEFINE_OBJECT_REF</text>
<text text-anchor="start" x="8" y="-7.5" font-family="Helvetica,sans-Serif" font-size="10.00">_COW_METHOD()</text>
</a>
@@ -46,44 +47,44 @@
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<g id="edge2" class="edge">
<title>Node1->Node3</title>
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-<polygon fill="none" stroke="midnightblue" points="74.5,-161.23 78,-171.23 81.5,-161.23 74.5,-161.23"/>
+<path fill="none" stroke="midnightblue" d="M86,-172.09C86,-163.73 86,-154.76 86,-145.77"/>
+<polygon fill="none" stroke="midnightblue" points="82.5,-172.32 86,-182.32 89.5,-172.32 82.5,-172.32"/>
</g>
<!-- Node2 -->
<g id="node2" class="node">
<title>Node2</title>
<g id="a_node2"><a xlink:href="classtvm_1_1runtime_1_1ObjectRef.html" target="_top" xlink:title="Base class of all object reference.">
-<polygon fill="white" stroke="black" points="11,-276.5 11,-520.5 145,-520.5 145,-276.5 11,-276.5"/>
-<text text-anchor="middle" x="78" y="-508.5" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::runtime::ObjectRef</text>
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-<text text-anchor="start" x="19" y="-489.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_is_nullable</text>
-<text text-anchor="start" x="19" y="-478.5" font-family="Helvetica,sans-Serif" font-size="10.00"># data_</text>
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-<text text-anchor="start" x="19" y="-459.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ ObjectRef()</text>
-<text text-anchor="start" x="19" y="-448.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ ObjectRef()</text>
-<text text-anchor="start" x="19" y="-437.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ same_as()</text>
-<text text-anchor="start" x="19" y="-426.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator==()</text>
-<text text-anchor="start" x="19" y="-415.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator!=()</text>
-<text text-anchor="start" x="19" y="-404.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator<()</text>
-<text text-anchor="start" x="19" y="-393.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ defined()</text>
-<text text-anchor="start" x="19" y="-382.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ get()</text>
-<text text-anchor="start" x="19" y="-371.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator->()</text>
-<text text-anchor="start" x="19" y="-360.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ unique()</text>
-<text text-anchor="start" x="19" y="-349.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ use_count()</text>
-<text text-anchor="start" x="19" y="-338.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ as()</text>
-<text text-anchor="start" x="19" y="-327.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ as()</text>
-<text text-anchor="start" x="19" y="-316.5" font-family="Helvetica,sans-Serif" font-size="10.00"># get_mutable()</text>
-<text text-anchor="start" x="19" y="-305.5" font-family="Helvetica,sans-Serif" font-size="10.00"># DowncastNoCheck()</text>
-<text text-anchor="start" x="19" y="-294.5" font-family="Helvetica,sans-Serif" font-size="10.00"># FFIClearAfterMove()</text>
-<text text-anchor="start" x="19" y="-283.5" font-family="Helvetica,sans-Serif" font-size="10.00"># GetDataPtr()</text>
+<polygon fill="white" stroke="black" points="19,-287.5 19,-531.5 153,-531.5 153,-287.5 19,-287.5"/>
+<text text-anchor="middle" x="86" y="-519.5" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::runtime::ObjectRef</text>
+<polyline fill="none" stroke="black" points="19,-512.5 153,-512.5 "/>
+<text text-anchor="start" x="27" y="-500.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_is_nullable</text>
+<text text-anchor="start" x="27" y="-489.5" font-family="Helvetica,sans-Serif" font-size="10.00"># data_</text>
+<polyline fill="none" stroke="black" points="19,-482.5 153,-482.5 "/>
+<text text-anchor="start" x="27" y="-470.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ ObjectRef()</text>
+<text text-anchor="start" x="27" y="-459.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ ObjectRef()</text>
+<text text-anchor="start" x="27" y="-448.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ same_as()</text>
+<text text-anchor="start" x="27" y="-437.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator==()</text>
+<text text-anchor="start" x="27" y="-426.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator!=()</text>
+<text text-anchor="start" x="27" y="-415.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator<()</text>
+<text text-anchor="start" x="27" y="-404.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ defined()</text>
+<text text-anchor="start" x="27" y="-393.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ get()</text>
+<text text-anchor="start" x="27" y="-382.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator->()</text>
+<text text-anchor="start" x="27" y="-371.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ unique()</text>
+<text text-anchor="start" x="27" y="-360.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ use_count()</text>
+<text text-anchor="start" x="27" y="-349.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ as()</text>
+<text text-anchor="start" x="27" y="-338.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ as()</text>
+<text text-anchor="start" x="27" y="-327.5" font-family="Helvetica,sans-Serif" font-size="10.00"># get_mutable()</text>
+<text text-anchor="start" x="27" y="-316.5" font-family="Helvetica,sans-Serif" font-size="10.00"># DowncastNoCheck()</text>
+<text text-anchor="start" x="27" y="-305.5" font-family="Helvetica,sans-Serif" font-size="10.00"># FFIClearAfterMove()</text>
+<text text-anchor="start" x="27" y="-294.5" font-family="Helvetica,sans-Serif" font-size="10.00"># GetDataPtr()</text>
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</g>
</g>
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<g id="edge1" class="edge">
<title>Node2->Node1</title>
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-<polygon fill="none" stroke="midnightblue" points="74.5,-266.27 78,-276.27 81.5,-266.27 74.5,-266.27"/>
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diff --git a/docs/reference/api/doxygen/classtvm_1_1BaseFuncNode.html b/docs/reference/api/doxygen/classtvm_1_1BaseFuncNode.html
index d4e298cd39..651ae25e65 100644
--- a/docs/reference/api/doxygen/classtvm_1_1BaseFuncNode.html
+++ b/docs/reference/api/doxygen/classtvm_1_1BaseFuncNode.html
@@ -88,7 +88,7 @@ Inheritance diagram for tvm::BaseFuncNode:</div>
<div class="dynheader">
Collaboration diagram for tvm::BaseFuncNode:</div>
<div class="dyncontent">
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+<div class="center"><iframe scrolling="no" frameborder="0" src="classtvm_1_1BaseFuncNode__coll__graph.svg" width="1014" height="2251"><p><b>This browser is not able to show SVG: try Firefox, Chrome, Safari, or Opera instead.</b></p></iframe>
</div>
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<table class="memberdecls">
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index 109854a0ed..66b1bb955b 100644
--- a/docs/reference/api/doxygen/classtvm_1_1BaseFuncNode__coll__graph.svg
+++ b/docs/reference/api/doxygen/classtvm_1_1BaseFuncNode__coll__graph.svg
@@ -4,27 +4,27 @@
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-<g id="graph0" class="graph" transform="scale(1 1) rotate(0) translate(4 1673)">
+<svg width="760pt" height="1688pt"
+ viewBox="0.00 0.00 760.00 1688.00" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink">
+<g id="graph0" class="graph" transform="scale(1 1) rotate(0) translate(4 1684)">
<title>tvm::BaseFuncNode</title>
-<polygon fill="white" stroke="transparent" points="-4,4 -4,-1673 752,-1673 752,4 -4,4"/>
+<polygon fill="white" stroke="transparent" points="-4,4 -4,-1684 756,-1684 756,4 -4,4"/>
<!-- Node1 -->
<g id="node1" class="node">
<title>Node1</title>
<g id="a_node1"><a xlink:title="Base node of all functions.">
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-<text text-anchor="start" x="480.5" y="-92.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_key</text>
-<text text-anchor="start" x="480.5" y="-81.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_child_slots</text>
-<polyline fill="none" stroke="black" points="472.5,-74.5 645.5,-74.5 "/>
-<text text-anchor="start" x="480.5" y="-62.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ GetAttr()</text>
-<text text-anchor="start" x="480.5" y="-51.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ GetAttr()</text>
-<text text-anchor="start" x="480.5" y="-40.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ HasNonzeroAttr()</text>
-<text text-anchor="start" x="480.5" y="-29.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ GetLinkageType()</text>
-<text text-anchor="start" x="480.5" y="-18.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ TVM_DECLARE_BASE_OBJECT</text>
-<text text-anchor="start" x="480.5" y="-7.5" font-family="Helvetica,sans-Serif" font-size="10.00">_INFO()</text>
+<polygon fill="#bfbfbf" stroke="black" points="476.5,-0.5 476.5,-123.5 649.5,-123.5 649.5,-0.5 476.5,-0.5"/>
+<text text-anchor="middle" x="563" y="-111.5" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::BaseFuncNode</text>
+<polyline fill="none" stroke="black" points="476.5,-104.5 649.5,-104.5 "/>
+<text text-anchor="start" x="484.5" y="-92.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_key</text>
+<text text-anchor="start" x="484.5" y="-81.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_child_slots</text>
+<polyline fill="none" stroke="black" points="476.5,-74.5 649.5,-74.5 "/>
+<text text-anchor="start" x="484.5" y="-62.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ GetAttr()</text>
+<text text-anchor="start" x="484.5" y="-51.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ GetAttr()</text>
+<text text-anchor="start" x="484.5" y="-40.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ HasNonzeroAttr()</text>
+<text text-anchor="start" x="484.5" y="-29.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ GetLinkageType()</text>
+<text text-anchor="start" x="484.5" y="-18.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ TVM_DECLARE_BASE_OBJECT</text>
+<text text-anchor="start" x="484.5" y="-7.5" font-family="Helvetica,sans-Serif" font-size="10.00">_INFO()</text>
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<g id="edge1" class="edge">
<title>Node2->Node1</title>
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-<polygon fill="none" stroke="midnightblue" points="499.4,-150.76 497.02,-161.08 505.32,-154.5 499.4,-150.76"/>
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<!-- Node3 -->
<g id="node3" class="node">
<title>Node3</title>
<g id="a_node3"><a xlink:href="classtvm_1_1BaseExprNode.html" target="_top" xlink:title="Base type of all the expressions.">
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-<text text-anchor="middle" x="207" y="-556.5" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::BaseExprNode</text>
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-<text text-anchor="start" x="128.5" y="-537.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_key</text>
-<text text-anchor="start" x="128.5" y="-526.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_has_method_sequal</text>
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-<text text-anchor="start" x="128.5" y="-504.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_has_method_shash</text>
-<text text-anchor="start" x="128.5" y="-493.5" font-family="Helvetica,sans-Serif" font-size="10.00">_reduce</text>
-<text text-anchor="start" x="128.5" y="-482.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_child_slots</text>
-<polyline fill="none" stroke="black" points="120.5,-475.5 293.5,-475.5 "/>
-<text text-anchor="start" x="128.5" y="-463.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ TVM_DECLARE_BASE_OBJECT</text>
-<text text-anchor="start" x="128.5" y="-452.5" font-family="Helvetica,sans-Serif" font-size="10.00">_INFO()</text>
+<polygon fill="white" stroke="black" points="120.5,-456.5 120.5,-579.5 293.5,-579.5 293.5,-456.5 120.5,-456.5"/>
+<text text-anchor="middle" x="207" y="-567.5" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::BaseExprNode</text>
+<polyline fill="none" stroke="black" points="120.5,-560.5 293.5,-560.5 "/>
+<text text-anchor="start" x="128.5" y="-548.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_key</text>
+<text text-anchor="start" x="128.5" y="-537.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_has_method_sequal</text>
+<text text-anchor="start" x="128.5" y="-526.5" font-family="Helvetica,sans-Serif" font-size="10.00">_reduce</text>
+<text text-anchor="start" x="128.5" y="-515.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_has_method_shash</text>
+<text text-anchor="start" x="128.5" y="-504.5" font-family="Helvetica,sans-Serif" font-size="10.00">_reduce</text>
+<text text-anchor="start" x="128.5" y="-493.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_child_slots</text>
+<polyline fill="none" stroke="black" points="120.5,-486.5 293.5,-486.5 "/>
+<text text-anchor="start" x="128.5" y="-474.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ TVM_DECLARE_BASE_OBJECT</text>
+<text text-anchor="start" x="128.5" y="-463.5" font-family="Helvetica,sans-Serif" font-size="10.00">_INFO()</text>
</a>
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<g id="edge2" class="edge">
<title>Node3->Node2</title>
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<!-- Node4 -->
<g id="node4" class="node">
<title>Node4</title>
<g id="a_node4"><a xlink:href="classtvm_1_1runtime_1_1Object.html" target="_top" xlink:title="base class of all object containers.">
-<polygon fill="white" stroke="black" points="174,-784.5 174,-1171.5 358,-1171.5 358,-784.5 174,-784.5"/>
-<text text-anchor="middle" x="266" y="-1159.5" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::runtime::Object</text>
-<polyline fill="none" stroke="black" points="174,-1152.5 358,-1152.5 "/>
-<text text-anchor="start" x="182" y="-1140.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_key</text>
-<text text-anchor="start" x="182" y="-1129.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_final</text>
-<text text-anchor="start" x="182" y="-1118.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_child_slots</text>
-<text text-anchor="start" x="182" y="-1107.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_child_slots_can</text>
-<text text-anchor="start" x="182" y="-1096.5" font-family="Helvetica,sans-Serif" font-size="10.00">_overflow</text>
-<text text-anchor="start" x="182" y="-1085.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_has_method_visit</text>
-<text text-anchor="start" x="182" y="-1074.5" font-family="Helvetica,sans-Serif" font-size="10.00">_attrs</text>
-<text text-anchor="start" x="182" y="-1063.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_has_method_sequal</text>
-<text text-anchor="start" x="182" y="-1052.5" font-family="Helvetica,sans-Serif" font-size="10.00">_reduce</text>
-<text text-anchor="start" x="182" y="-1041.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_has_method_shash</text>
-<text text-anchor="start" x="182" y="-1030.5" font-family="Helvetica,sans-Serif" font-size="10.00">_reduce</text>
-<text text-anchor="start" x="182" y="-1019.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_index</text>
-<text text-anchor="start" x="182" y="-1008.5" font-family="Helvetica,sans-Serif" font-size="10.00"># type_index_</text>
-<text text-anchor="start" x="182" y="-997.5" font-family="Helvetica,sans-Serif" font-size="10.00"># ref_counter_</text>
-<polyline fill="none" stroke="black" points="174,-990.5 358,-990.5 "/>
-<text text-anchor="start" x="182" y="-978.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ type_index()</text>
-<text text-anchor="start" x="182" y="-967.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ GetTypeKey()</text>
-<text text-anchor="start" x="182" y="-956.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ GetTypeKeyHash()</text>
-<text text-anchor="start" x="182" y="-945.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ IsInstance()</text>
-<text text-anchor="start" x="182" y="-934.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ unique()</text>
+<polygon fill="white" stroke="black" points="174,-795.5 174,-1182.5 358,-1182.5 358,-795.5 174,-795.5"/>
+<text text-anchor="middle" x="266" y="-1170.5" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::runtime::Object</text>
+<polyline fill="none" stroke="black" points="174,-1163.5 358,-1163.5 "/>
+<text text-anchor="start" x="182" y="-1151.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_key</text>
+<text text-anchor="start" x="182" y="-1140.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_final</text>
+<text text-anchor="start" x="182" y="-1129.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_child_slots</text>
+<text text-anchor="start" x="182" y="-1118.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_child_slots_can</text>
+<text text-anchor="start" x="182" y="-1107.5" font-family="Helvetica,sans-Serif" font-size="10.00">_overflow</text>
+<text text-anchor="start" x="182" y="-1096.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_has_method_visit</text>
+<text text-anchor="start" x="182" y="-1085.5" font-family="Helvetica,sans-Serif" font-size="10.00">_attrs</text>
+<text text-anchor="start" x="182" y="-1074.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_has_method_sequal</text>
+<text text-anchor="start" x="182" y="-1063.5" font-family="Helvetica,sans-Serif" font-size="10.00">_reduce</text>
+<text text-anchor="start" x="182" y="-1052.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_has_method_shash</text>
+<text text-anchor="start" x="182" y="-1041.5" font-family="Helvetica,sans-Serif" font-size="10.00">_reduce</text>
+<text text-anchor="start" x="182" y="-1030.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_index</text>
+<text text-anchor="start" x="182" y="-1019.5" font-family="Helvetica,sans-Serif" font-size="10.00"># type_index_</text>
+<text text-anchor="start" x="182" y="-1008.5" font-family="Helvetica,sans-Serif" font-size="10.00"># ref_counter_</text>
+<polyline fill="none" stroke="black" points="174,-1001.5 358,-1001.5 "/>
+<text text-anchor="start" x="182" y="-989.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ type_index()</text>
+<text text-anchor="start" x="182" y="-978.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ GetTypeKey()</text>
+<text text-anchor="start" x="182" y="-967.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ GetTypeKeyHash()</text>
+<text text-anchor="start" x="182" y="-956.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ IsInstance()</text>
+<text text-anchor="start" x="182" y="-945.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ unique()</text>
+<text text-anchor="start" x="182" y="-934.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Object()</text>
<text text-anchor="start" x="182" y="-923.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Object()</text>
<text text-anchor="start" x="182" y="-912.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Object()</text>
-<text text-anchor="start" x="182" y="-901.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Object()</text>
+<text text-anchor="start" x="182" y="-901.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator=()</text>
<text text-anchor="start" x="182" y="-890.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator=()</text>
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-<text text-anchor="start" x="182" y="-868.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ TypeIndex2Key()</text>
-<text text-anchor="start" x="182" y="-857.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ TypeIndex2KeyHash()</text>
-<text text-anchor="start" x="182" y="-846.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ TypeKey2Index()</text>
-<text text-anchor="start" x="182" y="-835.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _GetOrAllocRuntimeTypeIndex()</text>
-<text text-anchor="start" x="182" y="-824.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ RuntimeTypeIndex()</text>
-<text text-anchor="start" x="182" y="-813.5" font-family="Helvetica,sans-Serif" font-size="10.00"># IncRef()</text>
-<text text-anchor="start" x="182" y="-802.5" font-family="Helvetica,sans-Serif" font-size="10.00"># DecRef()</text>
-<text text-anchor="start" x="182" y="-791.5" font-family="Helvetica,sans-Serif" font-size="10.00"># GetOrAllocRuntimeTypeIndex()</text>
+<text text-anchor="start" x="182" y="-879.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ TypeIndex2Key()</text>
+<text text-anchor="start" x="182" y="-868.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ TypeIndex2KeyHash()</text>
+<text text-anchor="start" x="182" y="-857.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ TypeKey2Index()</text>
+<text text-anchor="start" x="182" y="-846.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _GetOrAllocRuntimeTypeIndex()</text>
+<text text-anchor="start" x="182" y="-835.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ RuntimeTypeIndex()</text>
+<text text-anchor="start" x="182" y="-824.5" font-family="Helvetica,sans-Serif" font-size="10.00"># IncRef()</text>
+<text text-anchor="start" x="182" y="-813.5" font-family="Helvetica,sans-Serif" font-size="10.00"># DecRef()</text>
+<text text-anchor="start" x="182" y="-802.5" font-family="Helvetica,sans-Serif" font-size="10.00"># GetOrAllocRuntimeTypeIndex()</text>
</a>
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</g>
<!-- Node4->Node3 -->
<g id="edge3" class="edge">
<title>Node4->Node3</title>
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-<polygon fill="none" stroke="midnightblue" points="218.7,-774.94 223.63,-784.32 225.63,-773.91 218.7,-774.94"/>
+<path fill="none" stroke="midnightblue" d="M222.14,-785.25C221.74,-782.49 221.36,-779.73 221,-777 212.07,-709.86 208.81,-632.16 207.63,-579.72"/>
+<polygon fill="none" stroke="midnightblue" points="218.7,-785.94 223.63,-795.32 225.63,-784.91 218.7,-785.94"/>
</g>
<!-- Node4->Node4 -->
<g id="edge4" class="edge">
<title>Node4->Node4</title>
-<path fill="none" stroke="#404040" d="M358.28,-1011.92C369.02,-1005.66 376,-994.36 376,-978 376,-967.01 372.85,-958.3 367.52,-951.87"/>
-<polygon fill="none" stroke="#404040" points="367.46,-951.81 360.29,-951 358.28,-944.08 365.45,-944.89 367.46,-951.81"/>
-<text text-anchor="middle" x="402" y="-975.5" font-family="Helvetica,sans-Serif" font-size="10.00"> #deleter_</text>
+<path fill="none" stroke="#404040" d="M358.28,-1022.92C369.02,-1016.66 376,-1005.36 376,-989 376,-978.01 372.85,-969.3 367.52,-962.87"/>
+<polygon fill="none" stroke="#404040" points="367.46,-962.81 360.29,-962 358.28,-955.08 365.45,-955.89 367.46,-962.81"/>
+<text text-anchor="middle" x="402" y="-986.5" font-family="Helvetica,sans-Serif" font-size="10.00"> #deleter_</text>
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<!-- Node5 -->
<g id="node5" class="node">
<title>Node5</title>
<g id="a_node5"><a xlink:href="classtvm_1_1Span.html" target="_top" xlink:title=" ">
-<polygon fill="white" stroke="black" points="0,-933 0,-1023 156,-1023 156,-933 0,-933"/>
-<text text-anchor="middle" x="78" y="-1011" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::Span</text>
-<polyline fill="none" stroke="black" points="0,-1004 156,-1004 "/>
-<text text-anchor="middle" x="78" y="-992" font-family="Helvetica,sans-Serif" font-size="10.00"> </text>
-<polyline fill="none" stroke="black" points="0,-985 156,-985 "/>
-<text text-anchor="start" x="8" y="-973" font-family="Helvetica,sans-Serif" font-size="10.00">+ Span()</text>
-<text text-anchor="start" x="8" y="-962" font-family="Helvetica,sans-Serif" font-size="10.00">+ Merge()</text>
-<text text-anchor="start" x="8" y="-951" font-family="Helvetica,sans-Serif" font-size="10.00">+ TVM_DEFINE_OBJECT_REF</text>
-<text text-anchor="start" x="8" y="-940" font-family="Helvetica,sans-Serif" font-size="10.00">_METHODS()</text>
+<polygon fill="white" stroke="black" points="0,-944 0,-1034 156,-1034 156,-944 0,-944"/>
+<text text-anchor="middle" x="78" y="-1022" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::Span</text>
+<polyline fill="none" stroke="black" points="0,-1015 156,-1015 "/>
+<text text-anchor="middle" x="78" y="-1003" font-family="Helvetica,sans-Serif" font-size="10.00"> </text>
+<polyline fill="none" stroke="black" points="0,-996 156,-996 "/>
+<text text-anchor="start" x="8" y="-984" font-family="Helvetica,sans-Serif" font-size="10.00">+ Span()</text>
+<text text-anchor="start" x="8" y="-973" font-family="Helvetica,sans-Serif" font-size="10.00">+ Merge()</text>
+<text text-anchor="start" x="8" y="-962" font-family="Helvetica,sans-Serif" font-size="10.00">+ TVM_DEFINE_OBJECT_REF</text>
+<text text-anchor="start" x="8" y="-951" font-family="Helvetica,sans-Serif" font-size="10.00">_METHODS()</text>
</a>
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<!-- Node5->Node3 -->
<g id="edge5" class="edge">
<title>Node5->Node3</title>
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-<text text-anchor="middle" x="187.5" y="-674" font-family="Helvetica,sans-Serif" font-size="10.00"> +span</text>
+<path fill="none" stroke="#404040" d="M85.34,-943.88C98.18,-870.71 127.48,-720.21 170,-598 170.82,-595.65 171.68,-593.28 172.58,-590.9"/>
+<polygon fill="none" stroke="#404040" points="172.59,-590.87 171.1,-583.81 177.04,-579.72 178.53,-586.78 172.59,-590.87"/>
+<text text-anchor="middle" x="187.5" y="-685" font-family="Helvetica,sans-Serif" font-size="10.00"> +span</text>
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<!-- Node6 -->
<g id="node6" class="node">
<title>Node6</title>
<g id="a_node6"><a xlink:href="classtvm_1_1runtime_1_1ObjectRef.html" target="_top" xlink:title="Base class of all object reference.">
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-<text text-anchor="middle" x="494" y="-1430.5" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::runtime::ObjectRef</text>
-<polyline fill="none" stroke="black" points="427,-1423.5 561,-1423.5 "/>
-<text text-anchor="start" x="435" y="-1411.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_is_nullable</text>
-<polyline fill="none" stroke="black" points="427,-1404.5 561,-1404.5 "/>
+<polygon fill="white" stroke="black" points="427,-1220.5 427,-1453.5 561,-1453.5 561,-1220.5 427,-1220.5"/>
+<text text-anchor="middle" x="494" y="-1441.5" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::runtime::ObjectRef</text>
+<polyline fill="none" stroke="black" points="427,-1434.5 561,-1434.5 "/>
+<text text-anchor="start" x="435" y="-1422.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_is_nullable</text>
+<polyline fill="none" stroke="black" points="427,-1415.5 561,-1415.5 "/>
+<text text-anchor="start" x="435" y="-1403.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ ObjectRef()</text>
<text text-anchor="start" x="435" y="-1392.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ ObjectRef()</text>
-<text text-anchor="start" x="435" y="-1381.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ ObjectRef()</text>
-<text text-anchor="start" x="435" y="-1370.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ same_as()</text>
-<text text-anchor="start" x="435" y="-1359.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator==()</text>
-<text text-anchor="start" x="435" y="-1348.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator!=()</text>
-<text text-anchor="start" x="435" y="-1337.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator<()</text>
-<text text-anchor="start" x="435" y="-1326.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ defined()</text>
-<text text-anchor="start" x="435" y="-1315.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ get()</text>
-<text text-anchor="start" x="435" y="-1304.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator->()</text>
-<text text-anchor="start" x="435" y="-1293.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ unique()</text>
-<text text-anchor="start" x="435" y="-1282.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ use_count()</text>
+<text text-anchor="start" x="435" y="-1381.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ same_as()</text>
+<text text-anchor="start" x="435" y="-1370.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator==()</text>
+<text text-anchor="start" x="435" y="-1359.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator!=()</text>
+<text text-anchor="start" x="435" y="-1348.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator<()</text>
+<text text-anchor="start" x="435" y="-1337.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ defined()</text>
+<text text-anchor="start" x="435" y="-1326.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ get()</text>
+<text text-anchor="start" x="435" y="-1315.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator->()</text>
+<text text-anchor="start" x="435" y="-1304.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ unique()</text>
+<text text-anchor="start" x="435" y="-1293.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ use_count()</text>
+<text text-anchor="start" x="435" y="-1282.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ as()</text>
<text text-anchor="start" x="435" y="-1271.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ as()</text>
-<text text-anchor="start" x="435" y="-1260.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ as()</text>
-<text text-anchor="start" x="435" y="-1249.5" font-family="Helvetica,sans-Serif" font-size="10.00"># get_mutable()</text>
-<text text-anchor="start" x="435" y="-1238.5" font-family="Helvetica,sans-Serif" font-size="10.00"># DowncastNoCheck()</text>
-<text text-anchor="start" x="435" y="-1227.5" font-family="Helvetica,sans-Serif" font-size="10.00"># FFIClearAfterMove()</text>
-<text text-anchor="start" x="435" y="-1216.5" font-family="Helvetica,sans-Serif" font-size="10.00"># GetDataPtr()</text>
+<text text-anchor="start" x="435" y="-1260.5" font-family="Helvetica,sans-Serif" font-size="10.00"># get_mutable()</text>
+<text text-anchor="start" x="435" y="-1249.5" font-family="Helvetica,sans-Serif" font-size="10.00"># DowncastNoCheck()</text>
+<text text-anchor="start" x="435" y="-1238.5" font-family="Helvetica,sans-Serif" font-size="10.00"># FFIClearAfterMove()</text>
+<text text-anchor="start" x="435" y="-1227.5" font-family="Helvetica,sans-Serif" font-size="10.00"># GetDataPtr()</text>
</a>
</g>
</g>
<!-- Node6->Node2 -->
<g id="edge8" class="edge">
<title>Node6->Node2</title>
-<path fill="none" stroke="#404040" d="M515.88,-1209.28C544.19,-1039.96 584.36,-715.45 535,-445 524.94,-389.85 505.03,-329.53 488.55,-285.02"/>
-<polygon fill="none" stroke="#404040" points="488.54,-285 482.69,-280.79 484.33,-273.76 490.18,-277.98 488.54,-285"/>
-<text text-anchor="middle" x="601" y="-674" font-family="Helvetica,sans-Serif" font-size="10.00"> +virtual_device_</text>
+<path fill="none" stroke="#404040" d="M515.39,-1220.36C543.09,-1051.15 582.52,-726.78 535,-456 524.65,-397.05 504.08,-332.24 487.4,-285.23"/>
+<polygon fill="none" stroke="#404040" points="487.31,-284.98 481.52,-280.68 483.26,-273.68 489.05,-277.98 487.31,-284.98"/>
+<text text-anchor="middle" x="600" y="-685" font-family="Helvetica,sans-Serif" font-size="10.00"> +virtual_device_</text>
</g>
<!-- Node6->Node5 -->
<g id="edge6" class="edge">
<title>Node6->Node5</title>
-<path fill="none" stroke="midnightblue" d="M417.24,-1306.09C344.09,-1284.56 235.03,-1242.86 165,-1172 123.92,-1130.43 100.31,-1066.05 88.31,-1023.23"/>
-<polygon fill="none" stroke="midnightblue" points="416.29,-1309.45 426.87,-1308.86 418.23,-1302.73 416.29,-1309.45"/>
+<path fill="none" stroke="midnightblue" d="M417.24,-1317.09C344.09,-1295.56 235.03,-1253.86 165,-1183 123.92,-1141.43 100.31,-1077.05 88.31,-1034.23"/>
+<polygon fill="none" stroke="midnightblue" points="416.29,-1320.45 426.87,-1319.86 418.23,-1313.73 416.29,-1320.45"/>
</g>
<!-- Node8 -->
<g id="node8" class="node">
<title>Node8</title>
<g id="a_node8"><a xlink:href="classtvm_1_1Type.html" target="_top" xlink:title="Managed reference to TypeNode.">
-<polygon fill="white" stroke="black" points="222,-642.5 222,-710.5 378,-710.5 378,-642.5 222,-642.5"/>
-<text text-anchor="middle" x="300" y="-698.5" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::Type</text>
-<polyline fill="none" stroke="black" points="222,-691.5 378,-691.5 "/>
-<text text-anchor="middle" x="300" y="-679.5" font-family="Helvetica,sans-Serif" font-size="10.00"> </text>
-<polyline fill="none" stroke="black" points="222,-672.5 378,-672.5 "/>
-<text text-anchor="start" x="230" y="-660.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ TVM_DEFINE_OBJECT_REF</text>
-<text text-anchor="start" x="230" y="-649.5" font-family="Helvetica,sans-Serif" font-size="10.00">_METHODS()</text>
+<polygon fill="white" stroke="black" points="222,-653.5 222,-721.5 378,-721.5 378,-653.5 222,-653.5"/>
+<text text-anchor="middle" x="300" y="-709.5" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::Type</text>
+<polyline fill="none" stroke="black" points="222,-702.5 378,-702.5 "/>
+<text text-anchor="middle" x="300" y="-690.5" font-family="Helvetica,sans-Serif" font-size="10.00"> </text>
+<polyline fill="none" stroke="black" points="222,-683.5 378,-683.5 "/>
+<text text-anchor="start" x="230" y="-671.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ TVM_DEFINE_OBJECT_REF</text>
+<text text-anchor="start" x="230" y="-660.5" font-family="Helvetica,sans-Serif" font-size="10.00">_METHODS()</text>
</a>
</g>
</g>
<!-- Node6->Node8 -->
<g id="edge10" class="edge">
<title>Node6->Node8</title>
-<path fill="none" stroke="midnightblue" d="M473.56,-1199.37C472.28,-1190.12 471.08,-1180.92 470,-1172 459.62,-1086.09 490.71,-851.84 437,-784 421.03,-763.83 403.66,-779.88 382,-766 359.43,-751.53 338.93,-729.41 324.07,-710.9"/>
-<polygon fill="none" stroke="midnightblue" points="470.12,-1200 474.98,-1209.42 477.05,-1199.03 470.12,-1200"/>
+<path fill="none" stroke="midnightblue" d="M473.56,-1210.37C472.28,-1201.12 471.08,-1191.92 470,-1183 459.62,-1097.09 490.71,-862.84 437,-795 421.03,-774.83 403.66,-790.88 382,-777 359.43,-762.53 338.93,-740.41 324.07,-721.9"/>
+<polygon fill="none" stroke="midnightblue" points="470.12,-1211 474.98,-1220.42 477.05,-1210.03 470.12,-1211"/>
</g>
<!-- Node9 -->
<g id="node9" class="node">
<title>Node9</title>
<g id="a_node9"><a xlink:href="classtvm_1_1runtime_1_1Optional.html" target="_top" xlink:title=" ">
-<polygon fill="white" stroke="black" points="383.5,-587.5 383.5,-765.5 540.5,-765.5 540.5,-587.5 383.5,-587.5"/>
-<text text-anchor="start" x="391.5" y="-753.5" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::runtime::Optional</text>
-<text text-anchor="middle" x="462" y="-742.5" font-family="Helvetica,sans-Serif" font-size="10.00">< tvm::runtime::ObjectRef ></text>
-<polyline fill="none" stroke="black" points="383.5,-735.5 540.5,-735.5 "/>
-<text text-anchor="start" x="391.5" y="-723.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_is_nullable</text>
-<polyline fill="none" stroke="black" points="383.5,-716.5 540.5,-716.5 "/>
+<polygon fill="white" stroke="black" points="383.5,-598.5 383.5,-776.5 540.5,-776.5 540.5,-598.5 383.5,-598.5"/>
+<text text-anchor="start" x="391.5" y="-764.5" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::runtime::Optional</text>
+<text text-anchor="middle" x="462" y="-753.5" font-family="Helvetica,sans-Serif" font-size="10.00">< tvm::runtime::ObjectRef ></text>
+<polyline fill="none" stroke="black" points="383.5,-746.5 540.5,-746.5 "/>
+<text text-anchor="start" x="391.5" y="-734.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_is_nullable</text>
+<polyline fill="none" stroke="black" points="383.5,-727.5 540.5,-727.5 "/>
+<text text-anchor="start" x="391.5" y="-715.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Optional()</text>
<text text-anchor="start" x="391.5" y="-704.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Optional()</text>
<text text-anchor="start" x="391.5" y="-693.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Optional()</text>
<text text-anchor="start" x="391.5" y="-682.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Optional()</text>
@@ -235,116 +236,116 @@
<text text-anchor="start" x="391.5" y="-660.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Optional()</text>
<text text-anchor="start" x="391.5" y="-649.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Optional()</text>
<text text-anchor="start" x="391.5" y="-638.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Optional()</text>
-<text text-anchor="start" x="391.5" y="-627.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Optional()</text>
+<text text-anchor="start" x="391.5" y="-627.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator=()</text>
<text text-anchor="start" x="391.5" y="-616.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator=()</text>
-<text text-anchor="start" x="391.5" y="-605.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator=()</text>
-<text text-anchor="start" x="391.5" y="-594.5" font-family="Helvetica,sans-Serif" font-size="10.00">and 15 more...</text>
+<text text-anchor="start" x="391.5" y="-605.5" font-family="Helvetica,sans-Serif" font-size="10.00">and 15 more...</text>
</a>
</g>
</g>
<!-- Node6->Node9 -->
<g id="edge12" class="edge">
<title>Node6->Node9</title>
-<path fill="none" stroke="midnightblue" d="M489.51,-1199.27C485.34,-1089.59 478.49,-926.2 470,-784 469.64,-777.98 469.24,-771.78 468.82,-765.53"/>
-<polygon fill="none" stroke="midnightblue" points="486.02,-1199.53 489.9,-1209.39 493.02,-1199.26 486.02,-1199.53"/>
+<path fill="none" stroke="midnightblue" d="M489.51,-1210.27C485.34,-1100.59 478.49,-937.2 470,-795 469.64,-788.98 469.24,-782.78 468.82,-776.53"/>
+<polygon fill="none" stroke="midnightblue" points="486.02,-1210.53 489.9,-1220.39 493.02,-1210.26 486.02,-1210.53"/>
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<!-- Node11 -->
<g id="node11" class="node">
<title>Node11</title>
<g id="a_node11"><a xlink:href="classtvm_1_1Attrs.html" target="_top" xlink:title="Managed reference to BaseAttrsNode.">
-<polygon fill="white" stroke="black" points="592,-944 592,-1012 748,-1012 748,-944 592,-944"/>
-<text text-anchor="middle" x="670" y="-1000" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::Attrs</text>
-<polyline fill="none" stroke="black" points="592,-993 748,-993 "/>
-<text text-anchor="middle" x="670" y="-981" font-family="Helvetica,sans-Serif" font-size="10.00"> </text>
-<polyline fill="none" stroke="black" points="592,-974 748,-974 "/>
-<text text-anchor="start" x="600" y="-962" font-family="Helvetica,sans-Serif" font-size="10.00">+ TVM_DEFINE_OBJECT_REF</text>
-<text text-anchor="start" x="600" y="-951" font-family="Helvetica,sans-Serif" font-size="10.00">_METHODS()</text>
+<polygon fill="white" stroke="black" points="592,-955 592,-1023 748,-1023 748,-955 592,-955"/>
+<text text-anchor="middle" x="670" y="-1011" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::Attrs</text>
+<polyline fill="none" stroke="black" points="592,-1004 748,-1004 "/>
+<text text-anchor="middle" x="670" y="-992" font-family="Helvetica,sans-Serif" font-size="10.00"> </text>
+<polyline fill="none" stroke="black" points="592,-985 748,-985 "/>
+<text text-anchor="start" x="600" y="-973" font-family="Helvetica,sans-Serif" font-size="10.00">+ TVM_DEFINE_OBJECT_REF</text>
+<text text-anchor="start" x="600" y="-962" font-family="Helvetica,sans-Serif" font-size="10.00">_METHODS()</text>
</a>
</g>
</g>
<!-- Node6->Node11 -->
<g id="edge15" class="edge">
<title>Node6->Node11</title>
-<path fill="none" stroke="midnightblue" d="M566.33,-1212.26C570.39,-1205.13 574.31,-1198 578,-1191 610.34,-1129.58 640.99,-1054.36 657.46,-1012.04"/>
-<polygon fill="none" stroke="midnightblue" points="563.09,-1210.88 561.13,-1221.29 569.15,-1214.37 563.09,-1210.88"/>
+<path fill="none" stroke="midnightblue" d="M566.33,-1223.26C570.39,-1216.13 574.31,-1209 578,-1202 610.34,-1140.58 640.99,-1065.36 657.46,-1023.04"/>
+<polygon fill="none" stroke="midnightblue" points="563.09,-1221.88 561.13,-1232.29 569.15,-1225.37 563.09,-1221.88"/>
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<!-- Node7 -->
<g id="node7" class="node">
<title>Node7</title>
<g id="a_node7"><a xlink:href="classtvm_1_1runtime_1_1ObjectPtr.html" target="_top" xlink:title=" ">
-<polygon fill="white" stroke="black" points="424,-1490.5 424,-1668.5 564,-1668.5 564,-1490.5 424,-1490.5"/>
-<text text-anchor="start" x="432" y="-1656.5" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::runtime::ObjectPtr</text>
-<text text-anchor="middle" x="494" y="-1645.5" font-family="Helvetica,sans-Serif" font-size="10.00">< tvm::runtime::Object ></text>
-<polyline fill="none" stroke="black" points="424,-1638.5 564,-1638.5 "/>
-<text text-anchor="middle" x="494" y="-1626.5" font-family="Helvetica,sans-Serif" font-size="10.00"> </text>
-<polyline fill="none" stroke="black" points="424,-1619.5 564,-1619.5 "/>
+<polygon fill="white" stroke="black" points="424,-1501.5 424,-1679.5 564,-1679.5 564,-1501.5 424,-1501.5"/>
+<text text-anchor="start" x="432" y="-1667.5" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::runtime::ObjectPtr</text>
+<text text-anchor="middle" x="494" y="-1656.5" font-family="Helvetica,sans-Serif" font-size="10.00">< tvm::runtime::Object ></text>
+<polyline fill="none" stroke="black" points="424,-1649.5 564,-1649.5 "/>
+<text text-anchor="middle" x="494" y="-1637.5" font-family="Helvetica,sans-Serif" font-size="10.00"> </text>
+<polyline fill="none" stroke="black" points="424,-1630.5 564,-1630.5 "/>
+<text text-anchor="start" x="432" y="-1618.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ ObjectPtr()</text>
<text text-anchor="start" x="432" y="-1607.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ ObjectPtr()</text>
<text text-anchor="start" x="432" y="-1596.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ ObjectPtr()</text>
<text text-anchor="start" x="432" y="-1585.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ ObjectPtr()</text>
<text text-anchor="start" x="432" y="-1574.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ ObjectPtr()</text>
<text text-anchor="start" x="432" y="-1563.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ ObjectPtr()</text>
-<text text-anchor="start" x="432" y="-1552.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ ObjectPtr()</text>
-<text text-anchor="start" x="432" y="-1541.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ ~ObjectPtr()</text>
-<text text-anchor="start" x="432" y="-1530.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ swap()</text>
-<text text-anchor="start" x="432" y="-1519.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ get()</text>
-<text text-anchor="start" x="432" y="-1508.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator->()</text>
-<text text-anchor="start" x="432" y="-1497.5" font-family="Helvetica,sans-Serif" font-size="10.00">and 11 more...</text>
+<text text-anchor="start" x="432" y="-1552.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ ~ObjectPtr()</text>
+<text text-anchor="start" x="432" y="-1541.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ swap()</text>
+<text text-anchor="start" x="432" y="-1530.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ get()</text>
+<text text-anchor="start" x="432" y="-1519.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator->()</text>
+<text text-anchor="start" x="432" y="-1508.5" font-family="Helvetica,sans-Serif" font-size="10.00">and 11 more...</text>
</a>
</g>
</g>
<!-- Node7->Node6 -->
<g id="edge7" class="edge">
<title>Node7->Node6</title>
-<path fill="none" stroke="#404040" d="M494,-1490.18C494,-1478.84 494,-1467.05 494,-1455.23"/>
-<polygon fill="none" stroke="#404040" points="494,-1454.91 490,-1448.91 494,-1442.91 498,-1448.91 494,-1454.91"/>
-<text text-anchor="middle" x="513.5" y="-1464" font-family="Helvetica,sans-Serif" font-size="10.00"> #data_</text>
+<path fill="none" stroke="#404040" d="M494,-1501.18C494,-1489.84 494,-1478.05 494,-1466.23"/>
+<polygon fill="none" stroke="#404040" points="494,-1465.91 490,-1459.91 494,-1453.91 498,-1459.91 494,-1465.91"/>
+<text text-anchor="middle" x="513.5" y="-1475" font-family="Helvetica,sans-Serif" font-size="10.00"> #data_</text>
</g>
<!-- Node8->Node2 -->
<g id="edge9" class="edge">
<title>Node8->Node2</title>
-<path fill="none" stroke="#404040" d="M309.92,-642.47C323.58,-597.52 349.29,-514.72 374,-445 393.25,-390.68 417.02,-329.84 434.99,-284.9"/>
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-<text text-anchor="middle" x="416" y="-504.5" font-family="Helvetica,sans-Serif" font-size="10.00"> +checked_type_</text>
+<path fill="none" stroke="#404040" d="M310.2,-653.14C324.07,-608.17 349.91,-525.72 374,-456 394.04,-398.02 418.37,-332.71 436.36,-285.27"/>
+<polygon fill="none" stroke="#404040" points="436.41,-285.13 434.81,-278.1 440.68,-273.92 442.28,-280.95 436.41,-285.13"/>
+<text text-anchor="middle" x="416" y="-515.5" font-family="Helvetica,sans-Serif" font-size="10.00"> +checked_type_</text>
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<!-- Node9->Node2 -->
<g id="edge11" class="edge">
<title>Node9->Node2</title>
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-<text text-anchor="middle" x="496.5" y="-504.5" font-family="Helvetica,sans-Serif" font-size="10.00"> +struct_info_</text>
+<path fill="none" stroke="#404040" d="M462,-598.47C462,-507.68 462,-368.07 462,-285.76"/>
+<polygon fill="none" stroke="#404040" points="462,-285.55 458,-279.55 462,-273.55 466,-279.55 462,-285.55"/>
+<text text-anchor="middle" x="496.5" y="-515.5" font-family="Helvetica,sans-Serif" font-size="10.00"> +struct_info_</text>
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<g id="node10" class="node">
<title>Node10</title>
<g id="a_node10"><a xlink:href="classtvm_1_1DictAttrs.html" target="_top" xlink:title="Managed reference to DictAttrsNode.">
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+<text text-anchor="start" x="588" y="-310.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ TVM_DEFINE_OBJECT_REF</text>
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diff --git a/docs/reference/api/doxygen/classtvm_1_1DictAttrs-members.html b/docs/reference/api/doxygen/classtvm_1_1DictAttrs-members.html
index d76641f81f..028fdc4363 100644
--- a/docs/reference/api/doxygen/classtvm_1_1DictAttrs-members.html
+++ b/docs/reference/api/doxygen/classtvm_1_1DictAttrs-members.html
@@ -78,7 +78,7 @@ $(function() {
<tr><td class="entry"><a class="el" href="classtvm_1_1runtime_1_1ObjectRef.html#aa5c355fbb7d2f7402ee360dba8a52cdd">ContainerType</a> typedef</td><td class="entry"><a class="el" href="classtvm_1_1runtime_1_1ObjectRef.html">tvm::runtime::ObjectRef</a></td><td class="entry"></td></tr>
<tr class="even"><td class="entry"><a class="el" href="classtvm_1_1runtime_1_1ObjectRef.html#ac261cdb80487fb29ac42b28678f8cbef">data_</a></td><td class="entry"><a class="el" href="classtvm_1_1runtime_1_1ObjectRef.html">tvm::runtime::ObjectRef</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
<tr><td class="entry"><a class="el" href="classtvm_1_1runtime_1_1ObjectRef.html#a17d8d5ad92691f9e18e3e0ae8ef69e4f">defined</a>() const</td><td class="entry"><a class="el" href="classtvm_1_1runtime_1_1ObjectRef.html">tvm::runtime::ObjectRef</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
- <tr class="even"><td class="entry"><a class="el" href="classtvm_1_1DictAttrs.html#a3999d7e2b942c8f9993f6d51cb8f3ded">DictAttrs</a>(Map< String, ObjectRef > dict)</td><td class="entry"><a class="el" href="classtvm_1_1DictAttrs.html">tvm::DictAttrs</a></td><td class="entry"><span class="mlabel">explicit</span></td></tr>
+ <tr class="even"><td class="entry"><a class="el" href="classtvm_1_1DictAttrs.html#a5855433b73cec99f7d742b556c01d8ed">DictAttrs</a>(Map< String, ObjectRef > dict={})</td><td class="entry"><a class="el" href="classtvm_1_1DictAttrs.html">tvm::DictAttrs</a></td><td class="entry"><span class="mlabel">explicit</span></td></tr>
<tr><td class="entry"><a class="el" href="classtvm_1_1runtime_1_1ObjectRef.html#acd04bb22a6861e9952c344ee8547411f">DowncastNoCheck</a>(ObjectRef ref)</td><td class="entry"><a class="el" href="classtvm_1_1runtime_1_1ObjectRef.html">tvm::runtime::ObjectRef</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">protected</span><span class="mlabel">static</span></td></tr>
<tr class="even"><td class="entry"><a class="el" href="classtvm_1_1runtime_1_1ObjectRef.html#a22e5bb9d64dbc773bb9263b70882239e">FFIClearAfterMove</a>(ObjectRef *ref)</td><td class="entry"><a class="el" href="classtvm_1_1runtime_1_1ObjectRef.html">tvm::runtime::ObjectRef</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">protected</span><span class="mlabel">static</span></td></tr>
<tr><td class="entry"><a class="el" href="classtvm_1_1runtime_1_1ObjectRef.html#aadbc0886ffa80162ff31eefd0431ba09">get</a>() const</td><td class="entry"><a class="el" href="classtvm_1_1runtime_1_1ObjectRef.html">tvm::runtime::ObjectRef</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
@@ -95,8 +95,8 @@ $(function() {
<tr class="even"><td class="entry"><a class="el" href="classtvm_1_1runtime_1_1ObjectRef.html#affdf1b8cdb36e140de7b3ad7064e4617">operator==</a>(const ObjectRef &other) const</td><td class="entry"><a class="el" href="classtvm_1_1runtime_1_1ObjectRef.html">tvm::runtime::ObjectRef</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
<tr><td class="entry"><a class="el" href="classtvm_1_1runtime_1_1ObjectRef.html#ae31a5b9f40781d60a2901994ead700e8">same_as</a>(const ObjectRef &other) const</td><td class="entry"><a class="el" href="classtvm_1_1runtime_1_1ObjectRef.html">tvm::runtime::ObjectRef</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
<tr class="even"><td class="entry"><a class="el" href="classtvm_1_1DictAttrs.html#adcb7e5ecede9d976bda30fb3f762c953">TVM_DEFINE_OBJECT_REF_COW_METHOD</a>(DictAttrsNode)</td><td class="entry"><a class="el" href="classtvm_1_1DictAttrs.html">tvm::DictAttrs</a></td><td class="entry"></td></tr>
- <tr><td class="entry"><a class="el" href="classtvm_1_1DictAttrs.html#a64c05cc1cf96bb2d876348a2721fa609">TVM_DEFINE_OBJECT_REF_METHODS</a>(DictAttrs, Attrs, DictAttrsNode)</td><td class="entry"><a class="el" href="classtvm_1_1DictAttrs.html">tvm::DictAttrs</a></td><td class="entry"></td></tr>
- <tr class="even"><td class="entry"><a class="el" href="classtvm_1_1Attrs.html#a1bf8ffc23955fe9b066d838ca41819e1">tvm::Attrs::TVM_DEFINE_OBJECT_REF_METHODS</a>(Attrs, ObjectRef, BaseAttrsNode)</td><td class="entry"><a class="el" href="classtvm_1_1Attrs.html">tvm::Attrs</a></td><td class="entry"></td></tr>
+ <tr><td class="entry"><a class="el" href="classtvm_1_1Attrs.html#a1bf8ffc23955fe9b066d838ca41819e1">TVM_DEFINE_OBJECT_REF_METHODS</a>(Attrs, ObjectRef, BaseAttrsNode)</td><td class="entry"><a class="el" href="classtvm_1_1Attrs.html">tvm::Attrs</a></td><td class="entry"></td></tr>
+ <tr class="even"><td class="entry"><a class="el" href="classtvm_1_1DictAttrs.html#afcb5444a0a4ad51f9b2968368e17aa79">TVM_DEFINE_OBJECT_REF_METHODS_WITHOUT_DEFAULT_CONSTRUCTOR</a>(DictAttrs, Attrs, DictAttrsNode)</td><td class="entry"><a class="el" href="classtvm_1_1DictAttrs.html">tvm::DictAttrs</a></td><td class="entry"></td></tr>
<tr><td class="entry"><a class="el" href="classtvm_1_1runtime_1_1ObjectRef.html#a4e7cdb1574b93a59e784d70aa47b8da7">unique</a>() const</td><td class="entry"><a class="el" href="classtvm_1_1runtime_1_1ObjectRef.html">tvm::runtime::ObjectRef</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
<tr class="even"><td class="entry"><a class="el" href="classtvm_1_1runtime_1_1ObjectRef.html#a0ae0da21d247cd87ea94fe3777c4405e">use_count</a>() const</td><td class="entry"><a class="el" href="classtvm_1_1runtime_1_1ObjectRef.html">tvm::runtime::ObjectRef</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
</table></div><!-- contents -->
diff --git a/docs/reference/api/doxygen/classtvm_1_1DictAttrs.html b/docs/reference/api/doxygen/classtvm_1_1DictAttrs.html
index 8b95c58a4c..316c91b4ca 100644
--- a/docs/reference/api/doxygen/classtvm_1_1DictAttrs.html
+++ b/docs/reference/api/doxygen/classtvm_1_1DictAttrs.html
@@ -80,21 +80,21 @@ $(function() {
<div class="dynheader">
Inheritance diagram for tvm::DictAttrs:</div>
<div class="dyncontent">
-<div class="center"><iframe scrolling="no" frameborder="0" src="classtvm_1_1DictAttrs__inherit__graph.svg" width="219" height="706"><p><b>This browser is not able to show SVG: try Firefox, Chrome, Safari, or Opera instead.</b></p></iframe>
+<div class="center"><iframe scrolling="no" frameborder="0" src="classtvm_1_1DictAttrs__inherit__graph.svg" width="240" height="720"><p><b>This browser is not able to show SVG: try Firefox, Chrome, Safari, or Opera instead.</b></p></iframe>
</div>
</div>
<div class="dynheader">
Collaboration diagram for tvm::DictAttrs:</div>
<div class="dyncontent">
-<div class="center"><iframe scrolling="no" frameborder="0" src="classtvm_1_1DictAttrs__coll__graph.svg" width="219" height="995"><p><b>This browser is not able to show SVG: try Firefox, Chrome, Safari, or Opera instead.</b></p></iframe>
+<div class="center"><iframe scrolling="no" frameborder="0" src="classtvm_1_1DictAttrs__coll__graph.svg" width="240" height="1010"><p><b>This browser is not able to show SVG: try Firefox, Chrome, Safari, or Opera instead.</b></p></iframe>
</div>
</div>
<table class="memberdecls">
<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-methods"></a>
Public Member Functions</h2></td></tr>
-<tr class="memitem:a3999d7e2b942c8f9993f6d51cb8f3ded"><td class="memItemLeft" align="right" valign="top"> </td><td class="memItemRight" valign="bottom"><a class="el" href="classtvm_1_1DictAttrs.html#a3999d7e2b942c8f9993f6d51cb8f3ded">DictAttrs</a> (<a class="el" href="classtvm_1_1runtime_1_1Map.html">Map</a>< <a class="el" href="classtvm_1_1runtime_1_1String.html">String</a>, <a class="el" href="classtvm_1_1runtime_1_1ObjectRef.html">ObjectRef</a> > dict)</td></tr>
-<tr class="memdesc:a3999d7e2b942c8f9993f6d51cb8f3ded"><td class="mdescLeft"> </td><td class="mdescRight">Consruct a <a class="el" href="classtvm_1_1Attrs.html" title="Managed reference to BaseAttrsNode.">Attrs</a> backed by <a class="el" href="classtvm_1_1DictAttrsNode.html" title="Specialized attribute type that is backed by a map. The DictAttrsNode implements the Attrs behavior,...">DictAttrsNode</a>. <a href="classtvm_1_1DictAttrs.html#a3999d7e2b942c8f9993f6d51cb8f3ded">More...< [...]
-<tr class="separator:a3999d7e2b942c8f9993f6d51cb8f3ded"><td class="memSeparator" colspan="2"> </td></tr>
+<tr class="memitem:a5855433b73cec99f7d742b556c01d8ed"><td class="memItemLeft" align="right" valign="top"> </td><td class="memItemRight" valign="bottom"><a class="el" href="classtvm_1_1DictAttrs.html#a5855433b73cec99f7d742b556c01d8ed">DictAttrs</a> (<a class="el" href="classtvm_1_1runtime_1_1Map.html">Map</a>< <a class="el" href="classtvm_1_1runtime_1_1String.html">String</a>, <a class="el" href="classtvm_1_1runtime_1_1ObjectRef.html">ObjectRef</a> > dict={})</td></tr>
+<tr class="memdesc:a5855433b73cec99f7d742b556c01d8ed"><td class="mdescLeft"> </td><td class="mdescRight">Consruct a <a class="el" href="classtvm_1_1Attrs.html" title="Managed reference to BaseAttrsNode.">Attrs</a> backed by <a class="el" href="classtvm_1_1DictAttrsNode.html" title="Specialized attribute type that is backed by a map. The DictAttrsNode implements the Attrs behavior,...">DictAttrsNode</a>. <a href="classtvm_1_1DictAttrs.html#a5855433b73cec99f7d742b556c01d8ed">More...< [...]
+<tr class="separator:a5855433b73cec99f7d742b556c01d8ed"><td class="memSeparator" colspan="2"> </td></tr>
<tr class="memitem:a4bff303c0d4e87ed01ffe4cdb36b05d0"><td class="memTemplParams" colspan="2">template<typename TObjectRef > </td></tr>
<tr class="memitem:a4bff303c0d4e87ed01ffe4cdb36b05d0"><td class="memTemplItemLeft" align="right" valign="top"><a class="el" href="classtvm_1_1runtime_1_1Optional.html">Optional</a>< TObjectRef > </td><td class="memTemplItemRight" valign="bottom"><a class="el" href="classtvm_1_1DictAttrs.html#a4bff303c0d4e87ed01ffe4cdb36b05d0">GetAttr</a> (const std::string &attr_key, <a class="el" href="classtvm_1_1runtime_1_1Optional.html">Optional</a>< TObjectRef > default_value=<a [...]
<tr class="memdesc:a4bff303c0d4e87ed01ffe4cdb36b05d0"><td class="mdescLeft"> </td><td class="mdescRight">Get a function attribute. <a href="classtvm_1_1DictAttrs.html#a4bff303c0d4e87ed01ffe4cdb36b05d0">More...</a><br /></td></tr>
@@ -105,8 +105,8 @@ Public Member Functions</h2></td></tr>
<tr class="memitem:a45e524ce0f8ae389341ec37e468d887d"><td class="memItemLeft" align="right" valign="top">bool </td><td class="memItemRight" valign="bottom"><a class="el" href="classtvm_1_1DictAttrs.html#a45e524ce0f8ae389341ec37e468d887d">HasNonzeroAttr</a> (const std::string &attr_key) const</td></tr>
<tr class="memdesc:a45e524ce0f8ae389341ec37e468d887d"><td class="mdescLeft"> </td><td class="mdescRight">Check whether the function has an non-zero integer attr. <a href="classtvm_1_1DictAttrs.html#a45e524ce0f8ae389341ec37e468d887d">More...</a><br /></td></tr>
<tr class="separator:a45e524ce0f8ae389341ec37e468d887d"><td class="memSeparator" colspan="2"> </td></tr>
-<tr class="memitem:a64c05cc1cf96bb2d876348a2721fa609"><td class="memItemLeft" align="right" valign="top"> </td><td class="memItemRight" valign="bottom"><a class="el" href="classtvm_1_1DictAttrs.html#a64c05cc1cf96bb2d876348a2721fa609">TVM_DEFINE_OBJECT_REF_METHODS</a> (<a class="el" href="classtvm_1_1DictAttrs.html">DictAttrs</a>, <a class="el" href="classtvm_1_1Attrs.html">Attrs</a>, <a class="el" href="classtvm_1_1DictAttrsNode.html">DictAttrsNode</a>)</td></tr>
-<tr class="separator:a64c05cc1cf96bb2d876348a2721fa609"><td class="memSeparator" colspan="2"> </td></tr>
+<tr class="memitem:afcb5444a0a4ad51f9b2968368e17aa79"><td class="memItemLeft" align="right" valign="top"> </td><td class="memItemRight" valign="bottom"><a class="el" href="classtvm_1_1DictAttrs.html#afcb5444a0a4ad51f9b2968368e17aa79">TVM_DEFINE_OBJECT_REF_METHODS_WITHOUT_DEFAULT_CONSTRUCTOR</a> (<a class="el" href="classtvm_1_1DictAttrs.html">DictAttrs</a>, <a class="el" href="classtvm_1_1Attrs.html">Attrs</a>, <a class="el" href="classtvm_1_1DictAttrsNode.html">DictAttrsNode</a>)</ [...]
+<tr class="separator:afcb5444a0a4ad51f9b2968368e17aa79"><td class="memSeparator" colspan="2"> </td></tr>
<tr class="memitem:adcb7e5ecede9d976bda30fb3f762c953"><td class="memItemLeft" align="right" valign="top"> </td><td class="memItemRight" valign="bottom"><a class="el" href="classtvm_1_1DictAttrs.html#adcb7e5ecede9d976bda30fb3f762c953">TVM_DEFINE_OBJECT_REF_COW_METHOD</a> (<a class="el" href="classtvm_1_1DictAttrsNode.html">DictAttrsNode</a>)</td></tr>
<tr class="separator:adcb7e5ecede9d976bda30fb3f762c953"><td class="memSeparator" colspan="2"> </td></tr>
<tr class="inherit_header pub_methods_classtvm_1_1Attrs"><td colspan="2" onclick="javascript:toggleInherit('pub_methods_classtvm_1_1Attrs')"><img src="closed.png" alt="-"/> Public Member Functions inherited from <a class="el" href="classtvm_1_1Attrs.html">tvm::Attrs</a></td></tr>
@@ -183,8 +183,8 @@ Additional Inherited Members</h2></td></tr>
<div class="textblock"><p>Managed reference to <a class="el" href="classtvm_1_1DictAttrsNode.html" title="Specialized attribute type that is backed by a map. The DictAttrsNode implements the Attrs behavior,...">DictAttrsNode</a>. </p>
<dl class="section see"><dt>See also</dt><dd><a class="el" href="classtvm_1_1DictAttrsNode.html" title="Specialized attribute type that is backed by a map. The DictAttrsNode implements the Attrs behavior,...">DictAttrsNode</a>. </dd></dl>
</div><h2 class="groupheader">Constructor & Destructor Documentation</h2>
-<a id="a3999d7e2b942c8f9993f6d51cb8f3ded"></a>
-<h2 class="memtitle"><span class="permalink"><a href="#a3999d7e2b942c8f9993f6d51cb8f3ded">◆ </a></span>DictAttrs()</h2>
+<a id="a5855433b73cec99f7d742b556c01d8ed"></a>
+<h2 class="memtitle"><span class="permalink"><a href="#a5855433b73cec99f7d742b556c01d8ed">◆ </a></span>DictAttrs()</h2>
<div class="memitem">
<div class="memproto">
@@ -196,7 +196,7 @@ Additional Inherited Members</h2></td></tr>
<td class="memname">tvm::DictAttrs::DictAttrs </td>
<td>(</td>
<td class="paramtype"><a class="el" href="classtvm_1_1runtime_1_1Map.html">Map</a>< <a class="el" href="classtvm_1_1runtime_1_1String.html">String</a>, <a class="el" href="classtvm_1_1runtime_1_1ObjectRef.html">ObjectRef</a> > </td>
- <td class="paramname"><em>dict</em></td><td>)</td>
+ <td class="paramname"><em>dict</em> = <code>{}</code></td><td>)</td>
<td></td>
</tr>
</table>
@@ -380,14 +380,14 @@ template<typename TObjectRef > </div>
</div>
</div>
-<a id="a64c05cc1cf96bb2d876348a2721fa609"></a>
-<h2 class="memtitle"><span class="permalink"><a href="#a64c05cc1cf96bb2d876348a2721fa609">◆ </a></span>TVM_DEFINE_OBJECT_REF_METHODS()</h2>
+<a id="afcb5444a0a4ad51f9b2968368e17aa79"></a>
+<h2 class="memtitle"><span class="permalink"><a href="#afcb5444a0a4ad51f9b2968368e17aa79">◆ </a></span>TVM_DEFINE_OBJECT_REF_METHODS_WITHOUT_DEFAULT_CONSTRUCTOR()</h2>
<div class="memitem">
<div class="memproto">
<table class="memname">
<tr>
- <td class="memname">tvm::DictAttrs::TVM_DEFINE_OBJECT_REF_METHODS </td>
+ <td class="memname">tvm::DictAttrs::TVM_DEFINE_OBJECT_REF_METHODS_WITHOUT_DEFAULT_CONSTRUCTOR </td>
<td>(</td>
<td class="paramtype"><a class="el" href="classtvm_1_1DictAttrs.html">DictAttrs</a> </td>
<td class="paramname">, </td>
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index 2abac83d98..1629f97f60 100644
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+++ b/docs/reference/api/doxygen/classtvm_1_1DictAttrs__coll__graph.svg
@@ -4,26 +4,27 @@
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-<text text-anchor="start" x="8" y="-84.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ DictAttrs()</text>
+<polygon fill="#bfbfbf" stroke="black" points="0,-0.5 0,-145.5 172,-145.5 172,-0.5 0,-0.5"/>
+<text text-anchor="middle" x="86" y="-133.5" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::DictAttrs</text>
+<polyline fill="none" stroke="black" points="0,-126.5 172,-126.5 "/>
+<text text-anchor="middle" x="86" y="-114.5" font-family="Helvetica,sans-Serif" font-size="10.00"> </text>
+<polyline fill="none" stroke="black" points="0,-107.5 172,-107.5 "/>
+<text text-anchor="start" x="8" y="-95.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ DictAttrs()</text>
+<text text-anchor="start" x="8" y="-84.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ GetAttr()</text>
<text text-anchor="start" x="8" y="-73.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ GetAttr()</text>
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-<text text-anchor="start" x="8" y="-29.5" font-family="Helvetica,sans-Serif" font-size="10.00">_METHODS()</text>
+<text text-anchor="start" x="8" y="-62.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ HasNonzeroAttr()</text>
+<text text-anchor="start" x="8" y="-51.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ TVM_DEFINE_OBJECT_REF</text>
+<text text-anchor="start" x="8" y="-40.5" font-family="Helvetica,sans-Serif" font-size="10.00">_METHODS_WITHOUT_DEFAULT</text>
+<text text-anchor="start" x="8" y="-29.5" font-family="Helvetica,sans-Serif" font-size="10.00">_CONSTRUCTOR()</text>
<text text-anchor="start" x="8" y="-18.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ TVM_DEFINE_OBJECT_REF</text>
<text text-anchor="start" x="8" y="-7.5" font-family="Helvetica,sans-Serif" font-size="10.00">_COW_METHOD()</text>
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-<text text-anchor="start" x="8" y="-190.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ TVM_DEFINE_OBJECT_REF</text>
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+<text text-anchor="start" x="16" y="-190.5" font-family="Helvetica,sans-Serif" font-size="10.00">_METHODS()</text>
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+<polygon fill="none" stroke="midnightblue" points="82.5,-173.45 86,-183.45 89.5,-173.45 82.5,-173.45"/>
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<!-- Node3 -->
<g id="node3" class="node">
<title>Node3</title>
<g id="a_node3"><a xlink:href="classtvm_1_1runtime_1_1ObjectRef.html" target="_top" xlink:title="Base class of all object reference.">
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-<text text-anchor="middle" x="78" y="-499.5" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::runtime::ObjectRef</text>
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-<text text-anchor="start" x="19" y="-480.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_is_nullable</text>
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-<text text-anchor="start" x="19" y="-461.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ ObjectRef()</text>
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+<text text-anchor="middle" x="86" y="-510.5" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::runtime::ObjectRef</text>
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+<text text-anchor="start" x="27" y="-472.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ ObjectRef()</text>
+<text text-anchor="start" x="27" y="-461.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ ObjectRef()</text>
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+<text text-anchor="start" x="27" y="-406.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ defined()</text>
+<text text-anchor="start" x="27" y="-395.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ get()</text>
+<text text-anchor="start" x="27" y="-384.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator->()</text>
+<text text-anchor="start" x="27" y="-373.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ unique()</text>
+<text text-anchor="start" x="27" y="-362.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ use_count()</text>
+<text text-anchor="start" x="27" y="-351.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ as()</text>
+<text text-anchor="start" x="27" y="-340.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ as()</text>
+<text text-anchor="start" x="27" y="-329.5" font-family="Helvetica,sans-Serif" font-size="10.00"># get_mutable()</text>
+<text text-anchor="start" x="27" y="-318.5" font-family="Helvetica,sans-Serif" font-size="10.00"># DowncastNoCheck()</text>
+<text text-anchor="start" x="27" y="-307.5" font-family="Helvetica,sans-Serif" font-size="10.00"># FFIClearAfterMove()</text>
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-<text text-anchor="start" x="16" y="-676.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ ObjectPtr()</text>
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-<text text-anchor="start" x="16" y="-566.5" font-family="Helvetica,sans-Serif" font-size="10.00">and 11 more...</text>
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+<text text-anchor="start" x="24" y="-736.5" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::runtime::ObjectPtr</text>
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+<text text-anchor="start" x="24" y="-687.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ ObjectPtr()</text>
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+<text text-anchor="start" x="24" y="-610.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ swap()</text>
+<text text-anchor="start" x="24" y="-599.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ get()</text>
+<text text-anchor="start" x="24" y="-588.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator->()</text>
+<text text-anchor="start" x="24" y="-577.5" font-family="Helvetica,sans-Serif" font-size="10.00">and 11 more...</text>
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+<text text-anchor="start" x="8" y="-95.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ DictAttrs()</text>
+<text text-anchor="start" x="8" y="-84.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ GetAttr()</text>
<text text-anchor="start" x="8" y="-73.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ GetAttr()</text>
-<text text-anchor="start" x="8" y="-62.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ GetAttr()</text>
-<text text-anchor="start" x="8" y="-51.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ HasNonzeroAttr()</text>
-<text text-anchor="start" x="8" y="-40.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ TVM_DEFINE_OBJECT_REF</text>
-<text text-anchor="start" x="8" y="-29.5" font-family="Helvetica,sans-Serif" font-size="10.00">_METHODS()</text>
+<text text-anchor="start" x="8" y="-62.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ HasNonzeroAttr()</text>
+<text text-anchor="start" x="8" y="-51.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ TVM_DEFINE_OBJECT_REF</text>
+<text text-anchor="start" x="8" y="-40.5" font-family="Helvetica,sans-Serif" font-size="10.00">_METHODS_WITHOUT_DEFAULT</text>
+<text text-anchor="start" x="8" y="-29.5" font-family="Helvetica,sans-Serif" font-size="10.00">_CONSTRUCTOR()</text>
<text text-anchor="start" x="8" y="-18.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ TVM_DEFINE_OBJECT_REF</text>
<text text-anchor="start" x="8" y="-7.5" font-family="Helvetica,sans-Serif" font-size="10.00">_COW_METHOD()</text>
</a>
@@ -33,57 +34,57 @@
<g id="node2" class="node">
<title>Node2</title>
<g id="a_node2"><a xlink:href="classtvm_1_1Attrs.html" target="_top" xlink:title="Managed reference to BaseAttrsNode.">
-<polygon fill="white" stroke="black" points="0,-171.5 0,-239.5 156,-239.5 156,-171.5 0,-171.5"/>
-<text text-anchor="middle" x="78" y="-227.5" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::Attrs</text>
-<polyline fill="none" stroke="black" points="0,-220.5 156,-220.5 "/>
-<text text-anchor="middle" x="78" y="-208.5" font-family="Helvetica,sans-Serif" font-size="10.00"> </text>
-<polyline fill="none" stroke="black" points="0,-201.5 156,-201.5 "/>
-<text text-anchor="start" x="8" y="-189.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ TVM_DEFINE_OBJECT_REF</text>
-<text text-anchor="start" x="8" y="-178.5" font-family="Helvetica,sans-Serif" font-size="10.00">_METHODS()</text>
+<polygon fill="white" stroke="black" points="8,-182.5 8,-250.5 164,-250.5 164,-182.5 8,-182.5"/>
+<text text-anchor="middle" x="86" y="-238.5" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::Attrs</text>
+<polyline fill="none" stroke="black" points="8,-231.5 164,-231.5 "/>
+<text text-anchor="middle" x="86" y="-219.5" font-family="Helvetica,sans-Serif" font-size="10.00"> </text>
+<polyline fill="none" stroke="black" points="8,-212.5 164,-212.5 "/>
+<text text-anchor="start" x="16" y="-200.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ TVM_DEFINE_OBJECT_REF</text>
+<text text-anchor="start" x="16" y="-189.5" font-family="Helvetica,sans-Serif" font-size="10.00">_METHODS()</text>
</a>
</g>
</g>
<!-- Node2->Node1 -->
<g id="edge1" class="edge">
<title>Node2->Node1</title>
-<path fill="none" stroke="midnightblue" d="M78,-160.96C78,-152.57 78,-143.6 78,-134.68"/>
-<polygon fill="none" stroke="midnightblue" points="74.5,-161.23 78,-171.23 81.5,-161.23 74.5,-161.23"/>
+<path fill="none" stroke="midnightblue" d="M86,-172.09C86,-163.73 86,-154.76 86,-145.77"/>
+<polygon fill="none" stroke="midnightblue" points="82.5,-172.32 86,-182.32 89.5,-172.32 82.5,-172.32"/>
</g>
<!-- Node3 -->
<g id="node3" class="node">
<title>Node3</title>
<g id="a_node3"><a xlink:href="classtvm_1_1runtime_1_1ObjectRef.html" target="_top" xlink:title="Base class of all object reference.">
-<polygon fill="white" stroke="black" points="11,-276.5 11,-520.5 145,-520.5 145,-276.5 11,-276.5"/>
-<text text-anchor="middle" x="78" y="-508.5" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::runtime::ObjectRef</text>
-<polyline fill="none" stroke="black" points="11,-501.5 145,-501.5 "/>
-<text text-anchor="start" x="19" y="-489.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_is_nullable</text>
-<text text-anchor="start" x="19" y="-478.5" font-family="Helvetica,sans-Serif" font-size="10.00"># data_</text>
-<polyline fill="none" stroke="black" points="11,-471.5 145,-471.5 "/>
-<text text-anchor="start" x="19" y="-459.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ ObjectRef()</text>
-<text text-anchor="start" x="19" y="-448.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ ObjectRef()</text>
-<text text-anchor="start" x="19" y="-437.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ same_as()</text>
-<text text-anchor="start" x="19" y="-426.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator==()</text>
-<text text-anchor="start" x="19" y="-415.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator!=()</text>
-<text text-anchor="start" x="19" y="-404.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator<()</text>
-<text text-anchor="start" x="19" y="-393.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ defined()</text>
-<text text-anchor="start" x="19" y="-382.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ get()</text>
-<text text-anchor="start" x="19" y="-371.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator->()</text>
-<text text-anchor="start" x="19" y="-360.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ unique()</text>
-<text text-anchor="start" x="19" y="-349.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ use_count()</text>
-<text text-anchor="start" x="19" y="-338.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ as()</text>
-<text text-anchor="start" x="19" y="-327.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ as()</text>
-<text text-anchor="start" x="19" y="-316.5" font-family="Helvetica,sans-Serif" font-size="10.00"># get_mutable()</text>
-<text text-anchor="start" x="19" y="-305.5" font-family="Helvetica,sans-Serif" font-size="10.00"># DowncastNoCheck()</text>
-<text text-anchor="start" x="19" y="-294.5" font-family="Helvetica,sans-Serif" font-size="10.00"># FFIClearAfterMove()</text>
-<text text-anchor="start" x="19" y="-283.5" font-family="Helvetica,sans-Serif" font-size="10.00"># GetDataPtr()</text>
+<polygon fill="white" stroke="black" points="19,-287.5 19,-531.5 153,-531.5 153,-287.5 19,-287.5"/>
+<text text-anchor="middle" x="86" y="-519.5" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::runtime::ObjectRef</text>
+<polyline fill="none" stroke="black" points="19,-512.5 153,-512.5 "/>
+<text text-anchor="start" x="27" y="-500.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_is_nullable</text>
+<text text-anchor="start" x="27" y="-489.5" font-family="Helvetica,sans-Serif" font-size="10.00"># data_</text>
+<polyline fill="none" stroke="black" points="19,-482.5 153,-482.5 "/>
+<text text-anchor="start" x="27" y="-470.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ ObjectRef()</text>
+<text text-anchor="start" x="27" y="-459.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ ObjectRef()</text>
+<text text-anchor="start" x="27" y="-448.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ same_as()</text>
+<text text-anchor="start" x="27" y="-437.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator==()</text>
+<text text-anchor="start" x="27" y="-426.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator!=()</text>
+<text text-anchor="start" x="27" y="-415.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator<()</text>
+<text text-anchor="start" x="27" y="-404.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ defined()</text>
+<text text-anchor="start" x="27" y="-393.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ get()</text>
+<text text-anchor="start" x="27" y="-382.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator->()</text>
+<text text-anchor="start" x="27" y="-371.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ unique()</text>
+<text text-anchor="start" x="27" y="-360.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ use_count()</text>
+<text text-anchor="start" x="27" y="-349.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ as()</text>
+<text text-anchor="start" x="27" y="-338.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ as()</text>
+<text text-anchor="start" x="27" y="-327.5" font-family="Helvetica,sans-Serif" font-size="10.00"># get_mutable()</text>
+<text text-anchor="start" x="27" y="-316.5" font-family="Helvetica,sans-Serif" font-size="10.00"># DowncastNoCheck()</text>
+<text text-anchor="start" x="27" y="-305.5" font-family="Helvetica,sans-Serif" font-size="10.00"># FFIClearAfterMove()</text>
+<text text-anchor="start" x="27" y="-294.5" font-family="Helvetica,sans-Serif" font-size="10.00"># GetDataPtr()</text>
</a>
</g>
</g>
<!-- Node3->Node2 -->
<g id="edge2" class="edge">
<title>Node3->Node2</title>
-<path fill="none" stroke="midnightblue" d="M78,-266.15C78,-256.63 78,-247.65 78,-239.7"/>
-<polygon fill="none" stroke="midnightblue" points="74.5,-266.27 78,-276.27 81.5,-266.27 74.5,-266.27"/>
+<path fill="none" stroke="midnightblue" d="M86,-277.15C86,-267.63 86,-258.65 86,-250.7"/>
+<polygon fill="none" stroke="midnightblue" points="82.5,-277.27 86,-287.27 89.5,-277.27 82.5,-277.27"/>
</g>
</g>
</svg>
diff --git a/docs/reference/api/doxygen/classtvm_1_1IRModule-members.html b/docs/reference/api/doxygen/classtvm_1_1IRModule-members.html
index 1153fd0bdc..a0a549cabc 100644
--- a/docs/reference/api/doxygen/classtvm_1_1IRModule-members.html
+++ b/docs/reference/api/doxygen/classtvm_1_1IRModule-members.html
@@ -86,7 +86,7 @@ $(function() {
<tr><td class="entry"><a class="el" href="classtvm_1_1runtime_1_1ObjectRef.html#aadbc0886ffa80162ff31eefd0431ba09">get</a>() const</td><td class="entry"><a class="el" href="classtvm_1_1runtime_1_1ObjectRef.html">tvm::runtime::ObjectRef</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
<tr class="even"><td class="entry"><a class="el" href="classtvm_1_1runtime_1_1ObjectRef.html#ae423057ecf93c18714d17f53cd1d318f">get_mutable</a>() const</td><td class="entry"><a class="el" href="classtvm_1_1runtime_1_1ObjectRef.html">tvm::runtime::ObjectRef</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">protected</span></td></tr>
<tr><td class="entry"><a class="el" href="classtvm_1_1runtime_1_1ObjectRef.html#aed593996e4076632450de8fde776707c">GetDataPtr</a>(const ObjectRef &ref)</td><td class="entry"><a class="el" href="classtvm_1_1runtime_1_1ObjectRef.html">tvm::runtime::ObjectRef</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">protected</span><span class="mlabel">static</span></td></tr>
- <tr class="even"><td class="entry"><a class="el" href="classtvm_1_1IRModule.html#a1dff4bcec63f776ac508e8d17cc34f4b">IRModule</a>(Map< GlobalVar, BaseFunc > functions, Map< GlobalTypeVar, TypeData > type_definitions={}, std::unordered_set< String > import_set={}, SourceMap map={}, DictAttrs attrs={}, Map< String, Array< GlobalInfo >> global_infos={})</td><td class="entry"><a class="el" href="classtvm_1_1IRModule.html">tvm::IRModule</a></td><td class="entry" [...]
+ <tr class="even"><td class="entry"><a class="el" href="classtvm_1_1IRModule.html#a19f35c0ed62a29cb1f16b8d6ce9e339d">IRModule</a>(Map< GlobalVar, BaseFunc > functions, Map< GlobalTypeVar, TypeData > type_definitions={}, std::unordered_set< String > import_set={}, SourceMap map={}, DictAttrs attrs=DictAttrs(), Map< String, Array< GlobalInfo >> global_infos={})</td><td class="entry"><a class="el" href="classtvm_1_1IRModule.html">tvm::IRModule</a></td><td clas [...]
<tr><td class="entry"><a class="el" href="classtvm_1_1IRModule.html#ad48ab78dc0e686cd722e2b677ccaa396">IRModule</a>()</td><td class="entry"><a class="el" href="classtvm_1_1IRModule.html">tvm::IRModule</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
<tr class="even"><td class="entry"><a class="el" href="classtvm_1_1IRModule.html#a69a94bf1f2e54191598b2271443d2696">IRModule</a>(ObjectPtr< Object > n)</td><td class="entry"><a class="el" href="classtvm_1_1IRModule.html">tvm::IRModule</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">explicit</span></td></tr>
<tr><td class="entry"><a class="el" href="classtvm_1_1runtime_1_1ObjectRef.html#aa07c1f6d66a438ea950637d13ed09471">ObjectRef</a>()=default</td><td class="entry"><a class="el" href="classtvm_1_1runtime_1_1ObjectRef.html">tvm::runtime::ObjectRef</a></td><td class="entry"></td></tr>
diff --git a/docs/reference/api/doxygen/classtvm_1_1IRModule.html b/docs/reference/api/doxygen/classtvm_1_1IRModule.html
index f49a4cfb6e..37968c19db 100644
--- a/docs/reference/api/doxygen/classtvm_1_1IRModule.html
+++ b/docs/reference/api/doxygen/classtvm_1_1IRModule.html
@@ -105,9 +105,9 @@ Public Types</h2></td></tr>
</table><table class="memberdecls">
<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-methods"></a>
Public Member Functions</h2></td></tr>
-<tr class="memitem:a1dff4bcec63f776ac508e8d17cc34f4b"><td class="memItemLeft" align="right" valign="top"> </td><td class="memItemRight" valign="bottom"><a class="el" href="classtvm_1_1IRModule.html#a1dff4bcec63f776ac508e8d17cc34f4b">IRModule</a> (<a class="el" href="classtvm_1_1runtime_1_1Map.html">Map</a>< <a class="el" href="classtvm_1_1GlobalVar.html">GlobalVar</a>, <a class="el" href="classtvm_1_1BaseFunc.html">BaseFunc</a> > functions, <a class="el" href="classtvm_1_1runt [...]
-<tr class="memdesc:a1dff4bcec63f776ac508e8d17cc34f4b"><td class="mdescLeft"> </td><td class="mdescRight">constructor <a href="classtvm_1_1IRModule.html#a1dff4bcec63f776ac508e8d17cc34f4b">More...</a><br /></td></tr>
-<tr class="separator:a1dff4bcec63f776ac508e8d17cc34f4b"><td class="memSeparator" colspan="2"> </td></tr>
+<tr class="memitem:a19f35c0ed62a29cb1f16b8d6ce9e339d"><td class="memItemLeft" align="right" valign="top"> </td><td class="memItemRight" valign="bottom"><a class="el" href="classtvm_1_1IRModule.html#a19f35c0ed62a29cb1f16b8d6ce9e339d">IRModule</a> (<a class="el" href="classtvm_1_1runtime_1_1Map.html">Map</a>< <a class="el" href="classtvm_1_1GlobalVar.html">GlobalVar</a>, <a class="el" href="classtvm_1_1BaseFunc.html">BaseFunc</a> > functions, <a class="el" href="classtvm_1_1runt [...]
+<tr class="memdesc:a19f35c0ed62a29cb1f16b8d6ce9e339d"><td class="mdescLeft"> </td><td class="mdescRight">constructor <a href="classtvm_1_1IRModule.html#a19f35c0ed62a29cb1f16b8d6ce9e339d">More...</a><br /></td></tr>
+<tr class="separator:a19f35c0ed62a29cb1f16b8d6ce9e339d"><td class="memSeparator" colspan="2"> </td></tr>
<tr class="memitem:ad48ab78dc0e686cd722e2b677ccaa396"><td class="memItemLeft" align="right" valign="top"> </td><td class="memItemRight" valign="bottom"><a class="el" href="classtvm_1_1IRModule.html#ad48ab78dc0e686cd722e2b677ccaa396">IRModule</a> ()</td></tr>
<tr class="memdesc:ad48ab78dc0e686cd722e2b677ccaa396"><td class="mdescLeft"> </td><td class="mdescRight">default constructor <a href="classtvm_1_1IRModule.html#ad48ab78dc0e686cd722e2b677ccaa396">More...</a><br /></td></tr>
<tr class="separator:ad48ab78dc0e686cd722e2b677ccaa396"><td class="memSeparator" colspan="2"> </td></tr>
@@ -223,8 +223,8 @@ Additional Inherited Members</h2></td></tr>
</div>
</div>
<h2 class="groupheader">Constructor & Destructor Documentation</h2>
-<a id="a1dff4bcec63f776ac508e8d17cc34f4b"></a>
-<h2 class="memtitle"><span class="permalink"><a href="#a1dff4bcec63f776ac508e8d17cc34f4b">◆ </a></span>IRModule() <span class="overload">[1/3]</span></h2>
+<a id="a19f35c0ed62a29cb1f16b8d6ce9e339d"></a>
+<h2 class="memtitle"><span class="permalink"><a href="#a19f35c0ed62a29cb1f16b8d6ce9e339d">◆ </a></span>IRModule() <span class="overload">[1/3]</span></h2>
<div class="memitem">
<div class="memproto">
@@ -260,7 +260,7 @@ Additional Inherited Members</h2></td></tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype"><a class="el" href="classtvm_1_1DictAttrs.html">DictAttrs</a> </td>
- <td class="paramname"><em>attrs</em> = <code>{}</code>, </td>
+ <td class="paramname"><em>attrs</em> = <code><a class="el" href="classtvm_1_1DictAttrs.html">DictAttrs</a>()</code>, </td>
</tr>
<tr>
<td class="paramkey"></td>
diff --git a/docs/reference/api/doxygen/classtvm_1_1IRModuleNode.html b/docs/reference/api/doxygen/classtvm_1_1IRModuleNode.html
index 8df6aeda1a..afb5cb90dc 100644
--- a/docs/reference/api/doxygen/classtvm_1_1IRModuleNode.html
+++ b/docs/reference/api/doxygen/classtvm_1_1IRModuleNode.html
@@ -89,7 +89,7 @@ Inheritance diagram for tvm::IRModuleNode:</div>
<div class="dynheader">
Collaboration diagram for tvm::IRModuleNode:</div>
<div class="dyncontent">
-<div class="center"><iframe scrolling="no" frameborder="0" src="classtvm_1_1IRModuleNode__coll__graph.svg" width="1676" height="2135"><p><b>This browser is not able to show SVG: try Firefox, Chrome, Safari, or Opera instead.</b></p></iframe>
+<div class="center"><iframe scrolling="no" frameborder="0" src="classtvm_1_1IRModuleNode__coll__graph.svg" width="1696" height="2135"><p><b>This browser is not able to show SVG: try Firefox, Chrome, Safari, or Opera instead.</b></p></iframe>
</div>
</div>
<table class="memberdecls">
diff --git a/docs/reference/api/doxygen/classtvm_1_1IRModuleNode__coll__graph.svg b/docs/reference/api/doxygen/classtvm_1_1IRModuleNode__coll__graph.svg
index 71eaf5ec09..2d8d97cfaa 100644
--- a/docs/reference/api/doxygen/classtvm_1_1IRModuleNode__coll__graph.svg
+++ b/docs/reference/api/doxygen/classtvm_1_1IRModuleNode__coll__graph.svg
@@ -4,37 +4,37 @@
<!-- Generated by graphviz version 2.43.0 (0)
-->
<!-- Title: tvm::IRModuleNode Pages: 1 -->
-<svg width="1257pt" height="1601pt"
- viewBox="0.00 0.00 1257.00 1601.00" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink">
+<svg width="1272pt" height="1601pt"
+ viewBox="0.00 0.00 1272.00 1601.00" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink">
<g id="graph0" class="graph" transform="scale(1 1) rotate(0) translate(4 1597)">
<title>tvm::IRModuleNode</title>
-<polygon fill="white" stroke="transparent" points="-4,4 -4,-1597 1253,-1597 1253,4 -4,4"/>
+<polygon fill="white" stroke="transparent" points="-4,4 -4,-1597 1268,-1597 1268,4 -4,4"/>
<!-- Node1 -->
<g id="node1" class="node">
<title>Node1</title>
<g id="a_node1"><a xlink:title="IRModule that holds functions and type definitions.">
-<polygon fill="#bfbfbf" stroke="black" points="498,-0.5 498,-233.5 656,-233.5 656,-0.5 498,-0.5"/>
-<text text-anchor="middle" x="577" y="-221.5" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::IRModuleNode</text>
-<polyline fill="none" stroke="black" points="498,-214.5 656,-214.5 "/>
-<text text-anchor="start" x="506" y="-202.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ constructor_tag_map_</text>
-<text text-anchor="start" x="506" y="-191.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ import_set_</text>
-<text text-anchor="start" x="506" y="-180.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_key</text>
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+<text text-anchor="middle" x="579" y="-221.5" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::IRModuleNode</text>
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+<text text-anchor="start" x="508" y="-202.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ constructor_tag_map_</text>
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+<text text-anchor="start" x="508" y="-158.5" font-family="Helvetica,sans-Serif" font-size="10.00">_reduce</text>
+<text text-anchor="start" x="508" y="-147.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_has_method_shash</text>
+<text text-anchor="start" x="508" y="-136.5" font-family="Helvetica,sans-Serif" font-size="10.00">_reduce</text>
+<polyline fill="none" stroke="black" points="500,-129.5 658,-129.5 "/>
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+<text text-anchor="start" x="508" y="-106.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ GetAttr()</text>
+<text text-anchor="start" x="508" y="-95.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ GetAttrs()</text>
+<text text-anchor="start" x="508" y="-84.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ HasNonzeroAttr()</text>
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+<text text-anchor="start" x="508" y="-40.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ SHashReduce()</text>
+<text text-anchor="start" x="508" y="-29.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Add()</text>
+<text text-anchor="start" x="508" y="-18.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ AddUnchecked()</text>
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+<text text-anchor="start" x="257.5" y="-864.5" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::runtime::Map<</text>
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<title>Node4</title>
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-<text text-anchor="start" x="673" y="-1335.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_is_nullable</text>
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-<text text-anchor="start" x="673" y="-1316.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ ObjectRef()</text>
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+<text text-anchor="start" x="681" y="-1335.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_is_nullable</text>
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+<text text-anchor="start" x="387" y="-864.5" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::runtime::Map<</text>
+<text text-anchor="start" x="387" y="-853.5" font-family="Helvetica,sans-Serif" font-size="10.00"> tvm::GlobalVar, tvm</text>
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+<text text-anchor="start" x="939" y="-1018" font-family="Helvetica,sans-Serif" font-size="10.00">+ Map()</text>
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diff --git a/docs/reference/api/doxygen/classtvm_1_1relax_1_1AttrPatternNode.html b/docs/reference/api/doxygen/classtvm_1_1relax_1_1AttrPatternNode.html
index da1d32cff7..afacd2fc5d 100644
--- a/docs/reference/api/doxygen/classtvm_1_1relax_1_1AttrPatternNode.html
+++ b/docs/reference/api/doxygen/classtvm_1_1relax_1_1AttrPatternNode.html
@@ -88,7 +88,7 @@ Inheritance diagram for tvm::relax::AttrPatternNode:</div>
<div class="dynheader">
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</div>
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<table class="memberdecls">
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index 5d4e1b43f1..9a2e202e40 100644
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+++ b/docs/reference/api/doxygen/classtvm_1_1relax_1_1AttrPatternNode__coll__graph.svg
@@ -4,23 +4,23 @@
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<g id="node3" class="node">
<title>Node3</title>
<g id="a_node3"><a xlink:href="classtvm_1_1runtime_1_1Object.html" target="_top" xlink:title="base class of all object containers.">
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+<text text-anchor="middle" x="92" y="-907.5" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::runtime::Object</text>
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+<text text-anchor="start" x="8" y="-888.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_key</text>
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+<text text-anchor="start" x="8" y="-866.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_child_slots</text>
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+<text text-anchor="start" x="8" y="-833.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_has_method_visit</text>
+<text text-anchor="start" x="8" y="-822.5" font-family="Helvetica,sans-Serif" font-size="10.00">_attrs</text>
+<text text-anchor="start" x="8" y="-811.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_has_method_sequal</text>
+<text text-anchor="start" x="8" y="-800.5" font-family="Helvetica,sans-Serif" font-size="10.00">_reduce</text>
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+<text text-anchor="start" x="8" y="-767.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_index</text>
+<text text-anchor="start" x="8" y="-756.5" font-family="Helvetica,sans-Serif" font-size="10.00"># type_index_</text>
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+<polyline fill="none" stroke="black" points="0,-738.5 184,-738.5 "/>
+<text text-anchor="start" x="8" y="-726.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ type_index()</text>
+<text text-anchor="start" x="8" y="-715.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ GetTypeKey()</text>
+<text text-anchor="start" x="8" y="-704.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ GetTypeKeyHash()</text>
+<text text-anchor="start" x="8" y="-693.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ IsInstance()</text>
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+<text text-anchor="start" x="8" y="-605.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ TypeIndex2KeyHash()</text>
+<text text-anchor="start" x="8" y="-594.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ TypeKey2Index()</text>
+<text text-anchor="start" x="8" y="-583.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _GetOrAllocRuntimeTypeIndex()</text>
+<text text-anchor="start" x="8" y="-572.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ RuntimeTypeIndex()</text>
+<text text-anchor="start" x="8" y="-561.5" font-family="Helvetica,sans-Serif" font-size="10.00"># IncRef()</text>
+<text text-anchor="start" x="8" y="-550.5" font-family="Helvetica,sans-Serif" font-size="10.00"># DecRef()</text>
+<text text-anchor="start" x="8" y="-539.5" font-family="Helvetica,sans-Serif" font-size="10.00"># GetOrAllocRuntimeTypeIndex()</text>
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<title>Node3->Node3</title>
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-<text text-anchor="middle" x="228" y="-712.5" font-family="Helvetica,sans-Serif" font-size="10.00"> #deleter_</text>
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<g id="node4" class="node">
<title>Node4</title>
<g id="a_node4"><a xlink:href="classtvm_1_1relax_1_1DFPattern.html" target="_top" xlink:title="Managed reference to dataflow patterns.">
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-<text text-anchor="start" x="193" y="-452.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator()()</text>
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+<text text-anchor="start" x="189" y="-364.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ HasDtype()</text>
+<text text-anchor="start" x="189" y="-353.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ HasShape()</text>
+<text text-anchor="start" x="189" y="-342.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ HasSameShapeAs()</text>
+<text text-anchor="start" x="189" y="-331.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ dup()</text>
+<text text-anchor="start" x="189" y="-320.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator PatternSeq()</text>
+<text text-anchor="start" x="189" y="-309.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ TVM_DEFINE_OBJECT_REF</text>
+<text text-anchor="start" x="189" y="-298.5" font-family="Helvetica,sans-Serif" font-size="10.00">_METHODS()</text>
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<title>Node4->Node1</title>
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-<text text-anchor="middle" x="277.5" y="-192" font-family="Helvetica,sans-Serif" font-size="10.00"> +pattern</text>
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<!-- Node5 -->
<g id="node5" class="node">
<title>Node5</title>
<g id="a_node5"><a xlink:href="classtvm_1_1runtime_1_1ObjectRef.html" target="_top" xlink:title="Base class of all object reference.">
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-<text text-anchor="middle" x="294" y="-1167.5" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::runtime::ObjectRef</text>
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-<text text-anchor="start" x="235" y="-1148.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_is_nullable</text>
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+<polygon fill="white" stroke="black" points="227,-957.5 227,-1190.5 361,-1190.5 361,-957.5 227,-957.5"/>
+<text text-anchor="middle" x="294" y="-1178.5" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::runtime::ObjectRef</text>
+<polyline fill="none" stroke="black" points="227,-1171.5 361,-1171.5 "/>
+<text text-anchor="start" x="235" y="-1159.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_is_nullable</text>
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+<text text-anchor="start" x="235" y="-1140.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ ObjectRef()</text>
<text text-anchor="start" x="235" y="-1129.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ ObjectRef()</text>
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+<text text-anchor="start" x="235" y="-1052.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator->()</text>
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+<text text-anchor="start" x="235" y="-1030.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ use_count()</text>
+<text text-anchor="start" x="235" y="-1019.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ as()</text>
<text text-anchor="start" x="235" y="-1008.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ as()</text>
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+<text text-anchor="start" x="235" y="-997.5" font-family="Helvetica,sans-Serif" font-size="10.00"># get_mutable()</text>
+<text text-anchor="start" x="235" y="-986.5" font-family="Helvetica,sans-Serif" font-size="10.00"># DowncastNoCheck()</text>
+<text text-anchor="start" x="235" y="-975.5" font-family="Helvetica,sans-Serif" font-size="10.00"># FFIClearAfterMove()</text>
+<text text-anchor="start" x="235" y="-964.5" font-family="Helvetica,sans-Serif" font-size="10.00"># GetDataPtr()</text>
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<!-- Node5->Node4 -->
<g id="edge5" class="edge">
<title>Node5->Node4</title>
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<!-- Node8 -->
<g id="node8" class="node">
<title>Node8</title>
<g id="a_node8"><a xlink:href="classtvm_1_1Attrs.html" target="_top" xlink:title="Managed reference to BaseAttrsNode.">
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-<text text-anchor="start" x="318" y="-699" font-family="Helvetica,sans-Serif" font-size="10.00">+ TVM_DEFINE_OBJECT_REF</text>
-<text text-anchor="start" x="318" y="-688" font-family="Helvetica,sans-Serif" font-size="10.00">_METHODS()</text>
+<polygon fill="white" stroke="black" points="310,-692 310,-760 466,-760 466,-692 310,-692"/>
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+<text text-anchor="middle" x="388" y="-729" font-family="Helvetica,sans-Serif" font-size="10.00"> </text>
+<polyline fill="none" stroke="black" points="310,-722 466,-722 "/>
+<text text-anchor="start" x="318" y="-710" font-family="Helvetica,sans-Serif" font-size="10.00">+ TVM_DEFINE_OBJECT_REF</text>
+<text text-anchor="start" x="318" y="-699" font-family="Helvetica,sans-Serif" font-size="10.00">_METHODS()</text>
</a>
</g>
</g>
<!-- Node5->Node8 -->
<g id="edge9" class="edge">
<title>Node5->Node8</title>
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-<polygon fill="none" stroke="midnightblue" points="324.68,-935.74 325.43,-946.31 331.43,-937.57 324.68,-935.74"/>
+<path fill="none" stroke="midnightblue" d="M328.1,-947.5C346.31,-880.46 367.32,-803.12 378.99,-760.16"/>
+<polygon fill="none" stroke="midnightblue" points="324.68,-946.74 325.43,-957.31 331.43,-948.57 324.68,-946.74"/>
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<!-- Node6 -->
<g id="node6" class="node">
<title>Node6</title>
<g id="a_node6"><a xlink:href="classtvm_1_1runtime_1_1ObjectPtr.html" target="_top" xlink:title=" ">
-<polygon fill="white" stroke="black" points="224,-1227.5 224,-1405.5 364,-1405.5 364,-1227.5 224,-1227.5"/>
-<text text-anchor="start" x="232" y="-1393.5" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::runtime::ObjectPtr</text>
-<text text-anchor="middle" x="294" y="-1382.5" font-family="Helvetica,sans-Serif" font-size="10.00">< tvm::runtime::Object ></text>
-<polyline fill="none" stroke="black" points="224,-1375.5 364,-1375.5 "/>
-<text text-anchor="middle" x="294" y="-1363.5" font-family="Helvetica,sans-Serif" font-size="10.00"> </text>
-<polyline fill="none" stroke="black" points="224,-1356.5 364,-1356.5 "/>
+<polygon fill="white" stroke="black" points="224,-1238.5 224,-1416.5 364,-1416.5 364,-1238.5 224,-1238.5"/>
+<text text-anchor="start" x="232" y="-1404.5" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::runtime::ObjectPtr</text>
+<text text-anchor="middle" x="294" y="-1393.5" font-family="Helvetica,sans-Serif" font-size="10.00">< tvm::runtime::Object ></text>
+<polyline fill="none" stroke="black" points="224,-1386.5 364,-1386.5 "/>
+<text text-anchor="middle" x="294" y="-1374.5" font-family="Helvetica,sans-Serif" font-size="10.00"> </text>
+<polyline fill="none" stroke="black" points="224,-1367.5 364,-1367.5 "/>
+<text text-anchor="start" x="232" y="-1355.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ ObjectPtr()</text>
<text text-anchor="start" x="232" y="-1344.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ ObjectPtr()</text>
<text text-anchor="start" x="232" y="-1333.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ ObjectPtr()</text>
<text text-anchor="start" x="232" y="-1322.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ ObjectPtr()</text>
<text text-anchor="start" x="232" y="-1311.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ ObjectPtr()</text>
<text text-anchor="start" x="232" y="-1300.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ ObjectPtr()</text>
-<text text-anchor="start" x="232" y="-1289.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ ObjectPtr()</text>
-<text text-anchor="start" x="232" y="-1278.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ ~ObjectPtr()</text>
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-<text text-anchor="start" x="232" y="-1256.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ get()</text>
-<text text-anchor="start" x="232" y="-1245.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator->()</text>
-<text text-anchor="start" x="232" y="-1234.5" font-family="Helvetica,sans-Serif" font-size="10.00">and 11 more...</text>
+<text text-anchor="start" x="232" y="-1289.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ ~ObjectPtr()</text>
+<text text-anchor="start" x="232" y="-1278.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ swap()</text>
+<text text-anchor="start" x="232" y="-1267.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ get()</text>
+<text text-anchor="start" x="232" y="-1256.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator->()</text>
+<text text-anchor="start" x="232" y="-1245.5" font-family="Helvetica,sans-Serif" font-size="10.00">and 11 more...</text>
</a>
</g>
</g>
<!-- Node6->Node5 -->
<g id="edge6" class="edge">
<title>Node6->Node5</title>
-<path fill="none" stroke="#404040" d="M294,-1227.18C294,-1215.84 294,-1204.05 294,-1192.23"/>
-<polygon fill="none" stroke="#404040" points="294,-1191.91 290,-1185.91 294,-1179.91 298,-1185.91 294,-1191.91"/>
-<text text-anchor="middle" x="313.5" y="-1201" font-family="Helvetica,sans-Serif" font-size="10.00"> #data_</text>
+<path fill="none" stroke="#404040" d="M294,-1238.18C294,-1226.84 294,-1215.05 294,-1203.23"/>
+<polygon fill="none" stroke="#404040" points="294,-1202.91 290,-1196.91 294,-1190.91 298,-1196.91 294,-1202.91"/>
+<text text-anchor="middle" x="313.5" y="-1212" font-family="Helvetica,sans-Serif" font-size="10.00"> #data_</text>
</g>
<!-- Node7 -->
<g id="node7" class="node">
<title>Node7</title>
<g id="a_node7"><a xlink:href="classtvm_1_1DictAttrs.html" target="_top" xlink:title="Managed reference to DictAttrsNode.">
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-<text text-anchor="middle" x="388" y="-249.5" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::DictAttrs</text>
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-<text text-anchor="start" x="318" y="-211.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ DictAttrs()</text>
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-<text text-anchor="start" x="318" y="-145.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ TVM_DEFINE_OBJECT_REF</text>
-<text text-anchor="start" x="318" y="-134.5" font-family="Helvetica,sans-Serif" font-size="10.00">_COW_METHOD()</text>
+<polygon fill="white" stroke="black" points="302,-127.5 302,-272.5 474,-272.5 474,-127.5 302,-127.5"/>
+<text text-anchor="middle" x="388" y="-260.5" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::DictAttrs</text>
+<polyline fill="none" stroke="black" points="302,-253.5 474,-253.5 "/>
+<text text-anchor="middle" x="388" y="-241.5" font-family="Helvetica,sans-Serif" font-size="10.00"> </text>
+<polyline fill="none" stroke="black" points="302,-234.5 474,-234.5 "/>
+<text text-anchor="start" x="310" y="-222.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ DictAttrs()</text>
+<text text-anchor="start" x="310" y="-211.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ GetAttr()</text>
+<text text-anchor="start" x="310" y="-200.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ GetAttr()</text>
+<text text-anchor="start" x="310" y="-189.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ HasNonzeroAttr()</text>
+<text text-anchor="start" x="310" y="-178.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ TVM_DEFINE_OBJECT_REF</text>
+<text text-anchor="start" x="310" y="-167.5" font-family="Helvetica,sans-Serif" font-size="10.00">_METHODS_WITHOUT_DEFAULT</text>
+<text text-anchor="start" x="310" y="-156.5" font-family="Helvetica,sans-Serif" font-size="10.00">_CONSTRUCTOR()</text>
+<text text-anchor="start" x="310" y="-145.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ TVM_DEFINE_OBJECT_REF</text>
+<text text-anchor="start" x="310" y="-134.5" font-family="Helvetica,sans-Serif" font-size="10.00">_COW_METHOD()</text>
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<!-- Node7->Node1 -->
<g id="edge7" class="edge">
<title>Node7->Node1</title>
-<path fill="none" stroke="#404040" d="M326.11,-127.5C313.96,-114.54 301.43,-101.18 289.97,-88.95"/>
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-<text text-anchor="middle" x="324" y="-101" font-family="Helvetica,sans-Serif" font-size="10.00"> +attrs</text>
+<path fill="none" stroke="#404040" d="M319.57,-127.4C306.88,-114.12 293.93,-100.57 282.16,-88.25"/>
+<polygon fill="none" stroke="#404040" points="282.11,-88.2 275.07,-86.63 273.82,-79.52 280.86,-81.1 282.11,-88.2"/>
+<text text-anchor="middle" x="315" y="-101" font-family="Helvetica,sans-Serif" font-size="10.00"> +attrs</text>
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<title>Node8->Node7</title>
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-<polygon fill="none" stroke="midnightblue" points="384.5,-670.78 388,-680.78 391.5,-670.78 384.5,-670.78"/>
+<path fill="none" stroke="midnightblue" d="M388,-681.69C388,-591.59 388,-383.17 388,-272.72"/>
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diff --git a/docs/reference/api/doxygen/classtvm_1_1relax_1_1DataflowBlockRewriteNode.html b/docs/reference/api/doxygen/classtvm_1_1relax_1_1DataflowBlockRewriteNode.html
index ff1058db39..78a049658c 100644
--- a/docs/reference/api/doxygen/classtvm_1_1relax_1_1DataflowBlockRewriteNode.html
+++ b/docs/reference/api/doxygen/classtvm_1_1relax_1_1DataflowBlockRewriteNode.html
@@ -89,7 +89,7 @@ Inheritance diagram for tvm::relax::DataflowBlockRewriteNode:</div>
<div class="dynheader">
Collaboration diagram for tvm::relax::DataflowBlockRewriteNode:</div>
<div class="dyncontent">
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+<div class="center"><iframe scrolling="no" frameborder="0" src="classtvm_1_1relax_1_1DataflowBlockRewriteNode__coll__graph.svg" width="1787" height="3344"><p><b>This browser is not able to show SVG: try Firefox, Chrome, Safari, or Opera instead.</b></p></iframe>
</div>
</div>
<table class="memberdecls">
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index b0c6cd61e2..afb4406063 100644
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+++ b/docs/reference/api/doxygen/classtvm_1_1relax_1_1DataflowBlockRewriteNode__coll__graph.svg
@@ -4,33 +4,33 @@
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<title>tvm::relax::DataflowBlockRewriteNode</title>
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<g id="a_node1"><a xlink:title="Statement rewriter for relax.DataflowBlock.">
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-<text text-anchor="start" x="883" y="-128.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ ReplaceAllUses()</text>
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+<text text-anchor="start" x="890" y="-128.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ ReplaceAllUses()</text>
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<title>Node2</title>
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-<text text-anchor="start" x="8" y="-1798.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ type_index()</text>
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-<text text-anchor="start" x="8" y="-1754.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ unique()</text>
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+<text text-anchor="middle" x="92" y="-1990.5" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::runtime::Object</text>
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+<text text-anchor="start" x="8" y="-1971.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_key</text>
+<text text-anchor="start" x="8" y="-1960.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_final</text>
+<text text-anchor="start" x="8" y="-1949.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_child_slots</text>
+<text text-anchor="start" x="8" y="-1938.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_child_slots_can</text>
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+<text text-anchor="start" x="8" y="-1894.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_has_method_sequal</text>
+<text text-anchor="start" x="8" y="-1883.5" font-family="Helvetica,sans-Serif" font-size="10.00">_reduce</text>
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+<text text-anchor="start" x="8" y="-1666.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _GetOrAllocRuntimeTypeIndex()</text>
+<text text-anchor="start" x="8" y="-1655.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ RuntimeTypeIndex()</text>
+<text text-anchor="start" x="8" y="-1644.5" font-family="Helvetica,sans-Serif" font-size="10.00"># IncRef()</text>
+<text text-anchor="start" x="8" y="-1633.5" font-family="Helvetica,sans-Serif" font-size="10.00"># DecRef()</text>
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-<text text-anchor="start" x="370.5" y="-1335.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_key</text>
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-<text text-anchor="start" x="370.5" y="-1261.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ TVM_DECLARE_BASE_OBJECT</text>
-<text text-anchor="start" x="370.5" y="-1250.5" font-family="Helvetica,sans-Serif" font-size="10.00">_INFO()</text>
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+<text text-anchor="middle" x="449" y="-1365.5" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::BaseExprNode</text>
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+<text text-anchor="start" x="370.5" y="-1346.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_key</text>
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<title>Node3</title>
<g id="a_node3"><a xlink:href="classtvm_1_1runtime_1_1Map.html" target="_top" xlink:title=" ">
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-<text text-anchor="start" x="181" y="-1573.5" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::runtime::Map<</text>
-<text text-anchor="start" x="181" y="-1562.5" font-family="Helvetica,sans-Serif" font-size="10.00"> tvm::relax::Var, tvm</text>
-<text text-anchor="start" x="181" y="-1551.5" font-family="Helvetica,sans-Serif" font-size="10.00">::runtime::Array< tvm</text>
-<text text-anchor="middle" x="235" y="-1540.5" font-family="Helvetica,sans-Serif" font-size="10.00">::relax::Var > ></text>
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-<text text-anchor="middle" x="235" y="-1521.5" font-family="Helvetica,sans-Serif" font-size="10.00"> </text>
-<polyline fill="none" stroke="black" points="173,-1514.5 297,-1514.5 "/>
+<polygon fill="white" stroke="black" points="173,-1396.5 173,-1596.5 297,-1596.5 297,-1396.5 173,-1396.5"/>
+<text text-anchor="start" x="181" y="-1584.5" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::runtime::Map<</text>
+<text text-anchor="start" x="181" y="-1573.5" font-family="Helvetica,sans-Serif" font-size="10.00"> tvm::relax::Var, tvm</text>
+<text text-anchor="start" x="181" y="-1562.5" font-family="Helvetica,sans-Serif" font-size="10.00">::runtime::Array< tvm</text>
+<text text-anchor="middle" x="235" y="-1551.5" font-family="Helvetica,sans-Serif" font-size="10.00">::relax::Var > ></text>
+<polyline fill="none" stroke="black" points="173,-1544.5 297,-1544.5 "/>
+<text text-anchor="middle" x="235" y="-1532.5" font-family="Helvetica,sans-Serif" font-size="10.00"> </text>
+<polyline fill="none" stroke="black" points="173,-1525.5 297,-1525.5 "/>
+<text text-anchor="start" x="181" y="-1513.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Map()</text>
<text text-anchor="start" x="181" y="-1502.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Map()</text>
<text text-anchor="start" x="181" y="-1491.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Map()</text>
<text text-anchor="start" x="181" y="-1480.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Map()</text>
<text text-anchor="start" x="181" y="-1469.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Map()</text>
<text text-anchor="start" x="181" y="-1458.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Map()</text>
<text text-anchor="start" x="181" y="-1447.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Map()</text>
-<text text-anchor="start" x="181" y="-1436.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Map()</text>
+<text text-anchor="start" x="181" y="-1436.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator=()</text>
<text text-anchor="start" x="181" y="-1425.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator=()</text>
-<text text-anchor="start" x="181" y="-1414.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator=()</text>
-<text text-anchor="start" x="181" y="-1403.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ at()</text>
-<text text-anchor="start" x="181" y="-1392.5" font-family="Helvetica,sans-Serif" font-size="10.00">and 12 more...</text>
+<text text-anchor="start" x="181" y="-1414.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ at()</text>
+<text text-anchor="start" x="181" y="-1403.5" font-family="Helvetica,sans-Serif" font-size="10.00">and 12 more...</text>
</a>
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<title>Node3->Node1</title>
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<text text-anchor="middle" x="288" y="-893" font-family="Helvetica,sans-Serif" font-size="10.00"> #to_users_</text>
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<g id="node4" class="node">
<title>Node4</title>
<g id="a_node4"><a xlink:href="classtvm_1_1runtime_1_1ObjectRef.html" target="_top" xlink:title="Base class of all object reference.">
-<polygon fill="white" stroke="black" points="658,-2029.5 658,-2262.5 792,-2262.5 792,-2029.5 658,-2029.5"/>
-<text text-anchor="middle" x="725" y="-2250.5" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::runtime::ObjectRef</text>
-<polyline fill="none" stroke="black" points="658,-2243.5 792,-2243.5 "/>
-<text text-anchor="start" x="666" y="-2231.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_is_nullable</text>
-<polyline fill="none" stroke="black" points="658,-2224.5 792,-2224.5 "/>
-<text text-anchor="start" x="666" y="-2212.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ ObjectRef()</text>
-<text text-anchor="start" x="666" y="-2201.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ ObjectRef()</text>
-<text text-anchor="start" x="666" y="-2190.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ same_as()</text>
-<text text-anchor="start" x="666" y="-2179.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator==()</text>
-<text text-anchor="start" x="666" y="-2168.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator!=()</text>
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-<text text-anchor="start" x="666" y="-2135.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ get()</text>
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-<text text-anchor="start" x="666" y="-2036.5" font-family="Helvetica,sans-Serif" font-size="10.00"># GetDataPtr()</text>
+<polygon fill="white" stroke="black" points="659,-2040.5 659,-2273.5 793,-2273.5 793,-2040.5 659,-2040.5"/>
+<text text-anchor="middle" x="726" y="-2261.5" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::runtime::ObjectRef</text>
+<polyline fill="none" stroke="black" points="659,-2254.5 793,-2254.5 "/>
+<text text-anchor="start" x="667" y="-2242.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_is_nullable</text>
+<polyline fill="none" stroke="black" points="659,-2235.5 793,-2235.5 "/>
+<text text-anchor="start" x="667" y="-2223.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ ObjectRef()</text>
+<text text-anchor="start" x="667" y="-2212.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ ObjectRef()</text>
+<text text-anchor="start" x="667" y="-2201.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ same_as()</text>
+<text text-anchor="start" x="667" y="-2190.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator==()</text>
+<text text-anchor="start" x="667" y="-2179.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator!=()</text>
+<text text-anchor="start" x="667" y="-2168.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator<()</text>
+<text text-anchor="start" x="667" y="-2157.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ defined()</text>
+<text text-anchor="start" x="667" y="-2146.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ get()</text>
+<text text-anchor="start" x="667" y="-2135.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator->()</text>
+<text text-anchor="start" x="667" y="-2124.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ unique()</text>
+<text text-anchor="start" x="667" y="-2113.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ use_count()</text>
+<text text-anchor="start" x="667" y="-2102.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ as()</text>
+<text text-anchor="start" x="667" y="-2091.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ as()</text>
+<text text-anchor="start" x="667" y="-2080.5" font-family="Helvetica,sans-Serif" font-size="10.00"># get_mutable()</text>
+<text text-anchor="start" x="667" y="-2069.5" font-family="Helvetica,sans-Serif" font-size="10.00"># DowncastNoCheck()</text>
+<text text-anchor="start" x="667" y="-2058.5" font-family="Helvetica,sans-Serif" font-size="10.00"># FFIClearAfterMove()</text>
+<text text-anchor="start" x="667" y="-2047.5" font-family="Helvetica,sans-Serif" font-size="10.00"># GetDataPtr()</text>
</a>
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<g id="edge4" class="edge">
<title>Node4->Node3</title>
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<!-- Node8 -->
<g id="node8" class="node">
<title>Node8</title>
<g id="a_node8"><a xlink:href="classtvm_1_1RelayExprNode.html" target="_top" xlink:title="Base node of all non-primitive expressions.">
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-<text text-anchor="middle" x="568" y="-1114.5" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::RelayExprNode</text>
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-<text text-anchor="start" x="489.5" y="-1095.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_key</text>
-<text text-anchor="start" x="489.5" y="-1084.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_child_slots</text>
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-<text text-anchor="start" x="489.5" y="-1065.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ checked_type()</text>
-<text text-anchor="start" x="489.5" y="-1054.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ type_as()</text>
-<text text-anchor="start" x="489.5" y="-1043.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ virtual_device()</text>
-<text text-anchor="start" x="489.5" y="-1032.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ TVM_DECLARE_BASE_OBJECT</text>
-<text text-anchor="start" x="489.5" y="-1021.5" font-family="Helvetica,sans-Serif" font-size="10.00">_INFO()</text>
+<polygon fill="white" stroke="black" points="474.5,-1020 474.5,-1132 647.5,-1132 647.5,-1020 474.5,-1020"/>
+<text text-anchor="middle" x="561" y="-1120" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::RelayExprNode</text>
+<polyline fill="none" stroke="black" points="474.5,-1113 647.5,-1113 "/>
+<text text-anchor="start" x="482.5" y="-1101" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_key</text>
+<text text-anchor="start" x="482.5" y="-1090" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_child_slots</text>
+<polyline fill="none" stroke="black" points="474.5,-1083 647.5,-1083 "/>
+<text text-anchor="start" x="482.5" y="-1071" font-family="Helvetica,sans-Serif" font-size="10.00">+ checked_type()</text>
+<text text-anchor="start" x="482.5" y="-1060" font-family="Helvetica,sans-Serif" font-size="10.00">+ type_as()</text>
+<text text-anchor="start" x="482.5" y="-1049" font-family="Helvetica,sans-Serif" font-size="10.00">+ virtual_device()</text>
+<text text-anchor="start" x="482.5" y="-1038" font-family="Helvetica,sans-Serif" font-size="10.00">+ TVM_DECLARE_BASE_OBJECT</text>
+<text text-anchor="start" x="482.5" y="-1027" font-family="Helvetica,sans-Serif" font-size="10.00">_INFO()</text>
</a>
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</g>
<!-- Node4->Node8 -->
<g id="edge13" class="edge">
<title>Node4->Node8</title>
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-<text text-anchor="middle" x="358" y="-1483" font-family="Helvetica,sans-Serif" font-size="10.00"> +virtual_device_</text>
+<path fill="none" stroke="#404040" d="M658.75,-2147.68C576.84,-2133.61 441.46,-2096.77 377,-2003 282.67,-1865.76 283.14,-1405.17 353,-1254 376.34,-1203.49 422,-1162.09 464.6,-1132.06"/>
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+<text text-anchor="middle" x="360" y="-1494" font-family="Helvetica,sans-Serif" font-size="10.00"> +virtual_device_</text>
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<!-- Node10 -->
<g id="node10" class="node">
<title>Node10</title>
<g id="a_node10"><a xlink:href="classtvm_1_1Span.html" target="_top" xlink:title=" ">
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-<text text-anchor="middle" x="463" y="-1831" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::Span</text>
-<polyline fill="none" stroke="black" points="385,-1824 541,-1824 "/>
-<text text-anchor="middle" x="463" y="-1812" font-family="Helvetica,sans-Serif" font-size="10.00"> </text>
-<polyline fill="none" stroke="black" points="385,-1805 541,-1805 "/>
-<text text-anchor="start" x="393" y="-1793" font-family="Helvetica,sans-Serif" font-size="10.00">+ Span()</text>
-<text text-anchor="start" x="393" y="-1782" font-family="Helvetica,sans-Serif" font-size="10.00">+ Merge()</text>
-<text text-anchor="start" x="393" y="-1771" font-family="Helvetica,sans-Serif" font-size="10.00">+ TVM_DEFINE_OBJECT_REF</text>
-<text text-anchor="start" x="393" y="-1760" font-family="Helvetica,sans-Serif" font-size="10.00">_METHODS()</text>
+<polygon fill="white" stroke="black" points="386,-1764 386,-1854 542,-1854 542,-1764 386,-1764"/>
+<text text-anchor="middle" x="464" y="-1842" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::Span</text>
+<polyline fill="none" stroke="black" points="386,-1835 542,-1835 "/>
+<text text-anchor="middle" x="464" y="-1823" font-family="Helvetica,sans-Serif" font-size="10.00"> </text>
+<polyline fill="none" stroke="black" points="386,-1816 542,-1816 "/>
+<text text-anchor="start" x="394" y="-1804" font-family="Helvetica,sans-Serif" font-size="10.00">+ Span()</text>
+<text text-anchor="start" x="394" y="-1793" font-family="Helvetica,sans-Serif" font-size="10.00">+ Merge()</text>
+<text text-anchor="start" x="394" y="-1782" font-family="Helvetica,sans-Serif" font-size="10.00">+ TVM_DEFINE_OBJECT_REF</text>
+<text text-anchor="start" x="394" y="-1771" font-family="Helvetica,sans-Serif" font-size="10.00">_METHODS()</text>
</a>
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<!-- Node4->Node10 -->
<g id="edge12" class="edge">
<title>Node4->Node10</title>
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-<polygon fill="none" stroke="midnightblue" points="647.57,-2096.1 657.64,-2099.4 651.83,-2090.54 647.57,-2096.1"/>
+<path fill="none" stroke="midnightblue" d="M650.46,-2104.14C621.16,-2081.39 588.97,-2052.84 565,-2022 524.6,-1970.01 494.98,-1899.24 478.61,-1854.08"/>
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<!-- Node11 -->
<g id="node11" class="node">
<title>Node11</title>
<g id="a_node11"><a xlink:href="classtvm_1_1Type.html" target="_top" xlink:title="Managed reference to TypeNode.">
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-<text text-anchor="middle" x="572" y="-1507.5" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::Type</text>
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-<text text-anchor="middle" x="572" y="-1488.5" font-family="Helvetica,sans-Serif" font-size="10.00"> </text>
-<polyline fill="none" stroke="black" points="494,-1481.5 650,-1481.5 "/>
-<text text-anchor="start" x="502" y="-1469.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ TVM_DEFINE_OBJECT_REF</text>
-<text text-anchor="start" x="502" y="-1458.5" font-family="Helvetica,sans-Serif" font-size="10.00">_METHODS()</text>
+<polygon fill="white" stroke="black" points="494,-1462.5 494,-1530.5 650,-1530.5 650,-1462.5 494,-1462.5"/>
+<text text-anchor="middle" x="572" y="-1518.5" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::Type</text>
+<polyline fill="none" stroke="black" points="494,-1511.5 650,-1511.5 "/>
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-<text text-anchor="middle" x="1163" y="-961.5" font-family="Helvetica,sans-Serif" font-size="10.00">< tvm::relax::Function ></text>
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-<text text-anchor="start" x="1102.5" y="-942.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_is_nullable</text>
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-<text text-anchor="start" x="1102.5" y="-813.5" font-family="Helvetica,sans-Serif" font-size="10.00">and 15 more...</text>
+<polygon fill="white" stroke="black" points="1101.5,-806.5 1101.5,-984.5 1238.5,-984.5 1238.5,-806.5 1101.5,-806.5"/>
+<text text-anchor="start" x="1109.5" y="-972.5" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::runtime::Optional</text>
+<text text-anchor="middle" x="1170" y="-961.5" font-family="Helvetica,sans-Serif" font-size="10.00">< tvm::relax::Function ></text>
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+<text text-anchor="start" x="1109.5" y="-942.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_is_nullable</text>
+<polyline fill="none" stroke="black" points="1101.5,-935.5 1238.5,-935.5 "/>
+<text text-anchor="start" x="1109.5" y="-923.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Optional()</text>
+<text text-anchor="start" x="1109.5" y="-912.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Optional()</text>
+<text text-anchor="start" x="1109.5" y="-901.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Optional()</text>
+<text text-anchor="start" x="1109.5" y="-890.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Optional()</text>
+<text text-anchor="start" x="1109.5" y="-879.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Optional()</text>
+<text text-anchor="start" x="1109.5" y="-868.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Optional()</text>
+<text text-anchor="start" x="1109.5" y="-857.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Optional()</text>
+<text text-anchor="start" x="1109.5" y="-846.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Optional()</text>
+<text text-anchor="start" x="1109.5" y="-835.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator=()</text>
+<text text-anchor="start" x="1109.5" y="-824.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator=()</text>
+<text text-anchor="start" x="1109.5" y="-813.5" font-family="Helvetica,sans-Serif" font-size="10.00">and 15 more...</text>
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<title>Node21</title>
<g id="a_node21"><a xlink:href="classtvm_1_1relax_1_1BindingBlock.html" target="_top" xlink:title=" ">
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-<text text-anchor="middle" x="1244" y="-1836.5" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::relax::BindingBlock</text>
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-<text text-anchor="middle" x="1244" y="-1817.5" font-family="Helvetica,sans-Serif" font-size="10.00"> </text>
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-<text text-anchor="start" x="1174" y="-1798.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ BindingBlock()</text>
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-<text text-anchor="start" x="1174" y="-1754.5" font-family="Helvetica,sans-Serif" font-size="10.00">_COW_METHOD()</text>
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+<text text-anchor="middle" x="1251" y="-1847.5" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::relax::BindingBlock</text>
+<polyline fill="none" stroke="black" points="1173,-1840.5 1329,-1840.5 "/>
+<text text-anchor="middle" x="1251" y="-1828.5" font-family="Helvetica,sans-Serif" font-size="10.00"> </text>
+<polyline fill="none" stroke="black" points="1173,-1821.5 1329,-1821.5 "/>
+<text text-anchor="start" x="1181" y="-1809.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ BindingBlock()</text>
+<text text-anchor="start" x="1181" y="-1798.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ TVM_DEFINE_OBJECT_REF</text>
+<text text-anchor="start" x="1181" y="-1787.5" font-family="Helvetica,sans-Serif" font-size="10.00">_METHODS()</text>
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+<text text-anchor="start" x="1181" y="-1765.5" font-family="Helvetica,sans-Serif" font-size="10.00">_COW_METHOD()</text>
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<title>Node4->Node21</title>
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<g id="node5" class="node">
<title>Node5</title>
<g id="a_node5"><a xlink:href="classtvm_1_1runtime_1_1ObjectPtr.html" target="_top" xlink:title=" ">
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-<text text-anchor="start" x="663" y="-2476.5" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::runtime::ObjectPtr</text>
-<text text-anchor="middle" x="725" y="-2465.5" font-family="Helvetica,sans-Serif" font-size="10.00">< tvm::runtime::Object ></text>
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-<text text-anchor="middle" x="725" y="-2446.5" font-family="Helvetica,sans-Serif" font-size="10.00"> </text>
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-<text text-anchor="start" x="663" y="-2427.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ ObjectPtr()</text>
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-<text text-anchor="start" x="663" y="-2317.5" font-family="Helvetica,sans-Serif" font-size="10.00">and 11 more...</text>
+<polygon fill="white" stroke="black" points="656,-2321.5 656,-2499.5 796,-2499.5 796,-2321.5 656,-2321.5"/>
+<text text-anchor="start" x="664" y="-2487.5" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::runtime::ObjectPtr</text>
+<text text-anchor="middle" x="726" y="-2476.5" font-family="Helvetica,sans-Serif" font-size="10.00">< tvm::runtime::Object ></text>
+<polyline fill="none" stroke="black" points="656,-2469.5 796,-2469.5 "/>
+<text text-anchor="middle" x="726" y="-2457.5" font-family="Helvetica,sans-Serif" font-size="10.00"> </text>
+<polyline fill="none" stroke="black" points="656,-2450.5 796,-2450.5 "/>
+<text text-anchor="start" x="664" y="-2438.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ ObjectPtr()</text>
+<text text-anchor="start" x="664" y="-2427.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ ObjectPtr()</text>
+<text text-anchor="start" x="664" y="-2416.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ ObjectPtr()</text>
+<text text-anchor="start" x="664" y="-2405.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ ObjectPtr()</text>
+<text text-anchor="start" x="664" y="-2394.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ ObjectPtr()</text>
+<text text-anchor="start" x="664" y="-2383.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ ObjectPtr()</text>
+<text text-anchor="start" x="664" y="-2372.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ ~ObjectPtr()</text>
+<text text-anchor="start" x="664" y="-2361.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ swap()</text>
+<text text-anchor="start" x="664" y="-2350.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ get()</text>
+<text text-anchor="start" x="664" y="-2339.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator->()</text>
+<text text-anchor="start" x="664" y="-2328.5" font-family="Helvetica,sans-Serif" font-size="10.00">and 11 more...</text>
</a>
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<title>Node5->Node4</title>
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-<text text-anchor="middle" x="744.5" y="-2284" font-family="Helvetica,sans-Serif" font-size="10.00"> #data_</text>
+<path fill="none" stroke="#404040" d="M726,-2321.18C726,-2309.84 726,-2298.05 726,-2286.23"/>
+<polygon fill="none" stroke="#404040" points="726,-2285.91 722,-2279.91 726,-2273.91 730,-2279.91 726,-2285.91"/>
+<text text-anchor="middle" x="745.5" y="-2295" font-family="Helvetica,sans-Serif" font-size="10.00"> #data_</text>
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<g id="node6" class="node">
<title>Node6</title>
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+<text text-anchor="middle" x="898" y="-381.5" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::relax::FunctionNode</text>
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+<text text-anchor="start" x="818" y="-351.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_key</text>
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+<text text-anchor="start" x="818" y="-255.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ TVM_DECLARE_FINAL_OBJECT</text>
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-<text text-anchor="middle" x="957" y="-211" font-family="Helvetica,sans-Serif" font-size="10.00"> #original_fn_ptr_</text>
+<path fill="none" stroke="#404040" d="M911.84,-237.48C914.24,-227.48 916.96,-217.43 920,-208 920.77,-205.62 921.57,-203.23 922.4,-200.83"/>
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<g id="node7" class="node">
<title>Node7</title>
<g id="a_node7"><a xlink:href="classtvm_1_1BaseFuncNode.html" target="_top" xlink:title="Base node of all functions.">
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+<text text-anchor="middle" x="751" y="-709.5" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::BaseFuncNode</text>
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+<text text-anchor="start" x="672.5" y="-690.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_key</text>
+<text text-anchor="start" x="672.5" y="-679.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_child_slots</text>
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+<text text-anchor="start" x="672.5" y="-660.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ GetAttr()</text>
+<text text-anchor="start" x="672.5" y="-649.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ GetAttr()</text>
+<text text-anchor="start" x="672.5" y="-638.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ HasNonzeroAttr()</text>
+<text text-anchor="start" x="672.5" y="-627.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ GetLinkageType()</text>
+<text text-anchor="start" x="672.5" y="-616.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ TVM_DECLARE_BASE_OBJECT</text>
+<text text-anchor="start" x="672.5" y="-605.5" font-family="Helvetica,sans-Serif" font-size="10.00">_INFO()</text>
</a>
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<!-- Node7->Node6 -->
<g id="edge7" class="edge">
<title>Node7->Node6</title>
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-<polygon fill="none" stroke="midnightblue" points="768.01,-587.84 767.58,-598.42 774.51,-590.41 768.01,-587.84"/>
+<path fill="none" stroke="midnightblue" d="M778.29,-589.05C798.01,-539.33 825.69,-471.15 852,-412 854.66,-406.03 857.46,-399.88 860.32,-393.71"/>
+<polygon fill="none" stroke="midnightblue" points="775.01,-587.84 774.58,-598.42 781.51,-590.41 775.01,-587.84"/>
</g>
<!-- Node8->Node7 -->
<g id="edge8" class="edge">
<title>Node8->Node7</title>
-<path fill="none" stroke="midnightblue" d="M595.71,-1005.19C629.21,-927.43 685.17,-797.54 717.92,-721.52"/>
-<polygon fill="none" stroke="midnightblue" points="592.48,-1003.84 591.74,-1014.41 598.91,-1006.61 592.48,-1003.84"/>
+<path fill="none" stroke="midnightblue" d="M590.72,-1010.24C626.95,-931.29 687.72,-798.89 723.1,-721.79"/>
+<polygon fill="none" stroke="midnightblue" points="587.42,-1009.05 586.43,-1019.6 593.78,-1011.97 587.42,-1009.05"/>
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<!-- Node9->Node8 -->
<g id="edge9" class="edge">
<title>Node9->Node8</title>
-<path fill="none" stroke="midnightblue" d="M484.74,-1234.17C502.34,-1199.79 523.25,-1158.93 539.72,-1126.76"/>
-<polygon fill="none" stroke="midnightblue" points="481.55,-1232.72 480.11,-1243.22 487.78,-1235.91 481.55,-1232.72"/>
+<path fill="none" stroke="midnightblue" d="M482,-1244.88C498.91,-1208.94 519.21,-1165.81 534.99,-1132.27"/>
+<polygon fill="none" stroke="midnightblue" points="478.64,-1243.79 477.55,-1254.33 484.98,-1246.77 478.64,-1243.79"/>
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<!-- Node10->Node9 -->
<g id="edge11" class="edge">
<title>Node10->Node9</title>
-<path fill="none" stroke="#404040" d="M459.54,-1752.99C456.37,-1710.33 451.88,-1643.77 450,-1586 447.71,-1515.61 447.69,-1435.22 448.11,-1378.69"/>
-<polygon fill="none" stroke="#404040" points="448.11,-1378.65 444.16,-1372.61 448.2,-1366.65 452.15,-1372.68 448.11,-1378.65"/>
-<text text-anchor="middle" x="467.5" y="-1483" font-family="Helvetica,sans-Serif" font-size="10.00"> +span</text>
+<path fill="none" stroke="#404040" d="M460.27,-1763.99C456.85,-1721.34 452.02,-1654.79 450,-1597 447.54,-1526.62 447.55,-1446.23 448.01,-1389.69"/>
+<polygon fill="none" stroke="#404040" points="448.01,-1389.65 444.07,-1383.61 448.12,-1377.65 452.07,-1383.68 448.01,-1389.65"/>
+<text text-anchor="middle" x="467.5" y="-1494" font-family="Helvetica,sans-Serif" font-size="10.00"> +span</text>
</g>
<!-- Node11->Node8 -->
<g id="edge14" class="edge">
<title>Node11->Node8</title>
-<path fill="none" stroke="#404040" d="M571.68,-1451.4C571.02,-1383.76 569.52,-1228.52 568.65,-1138.82"/>
-<polygon fill="none" stroke="#404040" points="568.65,-1138.61 564.59,-1132.65 568.53,-1126.61 572.59,-1132.57 568.65,-1138.61"/>
-<text text-anchor="middle" x="612" y="-1302.5" font-family="Helvetica,sans-Serif" font-size="10.00"> +checked_type_</text>
+<path fill="none" stroke="#404040" d="M571.13,-1462.31C569.33,-1393.74 565.16,-1235.25 562.77,-1144.34"/>
+<polygon fill="none" stroke="#404040" points="562.77,-1144.25 558.61,-1138.36 562.45,-1132.25 566.61,-1138.15 562.77,-1144.25"/>
+<text text-anchor="middle" x="610" y="-1313.5" font-family="Helvetica,sans-Serif" font-size="10.00"> +checked_type_</text>
</g>
<!-- Node12->Node8 -->
<g id="edge16" class="edge">
<title>Node12->Node8</title>
-<path fill="none" stroke="#404040" d="M710.34,-1396.25C696.89,-1349.92 678.63,-1292.62 658,-1243 643.1,-1207.17 623.35,-1168.8 606.14,-1137.45"/>
-<polygon fill="none" stroke="#404040" points="605.99,-1137.17 599.58,-1133.86 600.18,-1126.67 606.58,-1129.99 605.99,-1137.17"/>
-<text text-anchor="middle" x="734.5" y="-1302.5" font-family="Helvetica,sans-Serif" font-size="10.00"> +struct_info_</text>
+<path fill="none" stroke="#404040" d="M709.74,-1407.49C695.91,-1361.09 677.14,-1303.66 656,-1254 639.92,-1216.23 618.55,-1175.78 600.14,-1143.09"/>
+<polygon fill="none" stroke="#404040" points="599.95,-1142.76 593.51,-1139.52 594.03,-1132.32 600.47,-1135.57 599.95,-1142.76"/>
+<text text-anchor="middle" x="733.5" y="-1313.5" font-family="Helvetica,sans-Serif" font-size="10.00"> +struct_info_</text>
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<g id="node13" class="node">
<title>Node13</title>
<g id="a_node13"><a xlink:href="classtvm_1_1DictAttrs.html" target="_top" xlink:title="Managed reference to DictAttrsNode.">
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-<text text-anchor="middle" x="751" y="-1125.5" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::DictAttrs</text>
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-<text text-anchor="middle" x="751" y="-1106.5" font-family="Helvetica,sans-Serif" font-size="10.00"> </text>
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-<text text-anchor="start" x="681" y="-1087.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ DictAttrs()</text>
-<text text-anchor="start" x="681" y="-1076.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ GetAttr()</text>
-<text text-anchor="start" x="681" y="-1065.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ GetAttr()</text>
-<text text-anchor="start" x="681" y="-1054.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ HasNonzeroAttr()</text>
-<text text-anchor="start" x="681" y="-1043.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ TVM_DEFINE_OBJECT_REF</text>
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-<text text-anchor="start" x="681" y="-1010.5" font-family="Helvetica,sans-Serif" font-size="10.00">_COW_METHOD()</text>
+<polygon fill="white" stroke="black" points="666,-1003.5 666,-1148.5 838,-1148.5 838,-1003.5 666,-1003.5"/>
+<text text-anchor="middle" x="752" y="-1136.5" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::DictAttrs</text>
+<polyline fill="none" stroke="black" points="666,-1129.5 838,-1129.5 "/>
+<text text-anchor="middle" x="752" y="-1117.5" font-family="Helvetica,sans-Serif" font-size="10.00"> </text>
+<polyline fill="none" stroke="black" points="666,-1110.5 838,-1110.5 "/>
+<text text-anchor="start" x="674" y="-1098.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ DictAttrs()</text>
+<text text-anchor="start" x="674" y="-1087.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ GetAttr()</text>
+<text text-anchor="start" x="674" y="-1076.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ GetAttr()</text>
+<text text-anchor="start" x="674" y="-1065.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ HasNonzeroAttr()</text>
+<text text-anchor="start" x="674" y="-1054.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ TVM_DEFINE_OBJECT_REF</text>
+<text text-anchor="start" x="674" y="-1043.5" font-family="Helvetica,sans-Serif" font-size="10.00">_METHODS_WITHOUT_DEFAULT</text>
+<text text-anchor="start" x="674" y="-1032.5" font-family="Helvetica,sans-Serif" font-size="10.00">_CONSTRUCTOR()</text>
+<text text-anchor="start" x="674" y="-1021.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ TVM_DEFINE_OBJECT_REF</text>
+<text text-anchor="start" x="674" y="-1010.5" font-family="Helvetica,sans-Serif" font-size="10.00">_COW_METHOD()</text>
</a>
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</g>
<!-- Node13->Node7 -->
<g id="edge18" class="edge">
<title>Node13->Node7</title>
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-<text text-anchor="middle" x="766" y="-893" font-family="Helvetica,sans-Serif" font-size="10.00"> +attrs</text>
+<path fill="none" stroke="#404040" d="M751.83,-1003.36C751.64,-927.95 751.36,-809.85 751.18,-733.95"/>
+<polygon fill="none" stroke="#404040" points="751.18,-733.68 747.16,-727.69 751.15,-721.68 755.16,-727.67 751.18,-733.68"/>
+<text text-anchor="middle" x="768" y="-893" font-family="Helvetica,sans-Serif" font-size="10.00"> +attrs</text>
</g>
<!-- Node14->Node13 -->
<g id="edge19" class="edge">
<title>Node14->Node13</title>
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-<polygon fill="none" stroke="midnightblue" points="745.48,-1753.52 743.85,-1763.99 751.65,-1756.82 745.48,-1753.52"/>
+<path fill="none" stroke="midnightblue" d="M749.38,-1765.98C771.04,-1724.49 801.69,-1658.51 814,-1597 831.53,-1509.4 826.8,-1484.41 814,-1396 804.57,-1330.87 791.74,-1316.78 772,-1254 769.47,-1245.96 767.71,-1244.26 766,-1236 760.14,-1207.78 756.73,-1176.25 754.75,-1148.75"/>
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<g id="node15" class="node">
<title>Node15</title>
<g id="a_node15"><a xlink:href="classtvm_1_1RelayExpr.html" target="_top" xlink:title="Managed reference to RelayExprNode.">
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-<text text-anchor="middle" x="844" y="-1212.5" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::RelayExpr</text>
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-<text text-anchor="middle" x="844" y="-1193.5" font-family="Helvetica,sans-Serif" font-size="10.00"> </text>
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-<text text-anchor="start" x="774" y="-1174.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ TVM_DEFINE_OBJECT_REF</text>
-<text text-anchor="start" x="774" y="-1163.5" font-family="Helvetica,sans-Serif" font-size="10.00">_METHODS()</text>
+<polygon fill="white" stroke="black" points="767,-1167.5 767,-1235.5 923,-1235.5 923,-1167.5 767,-1167.5"/>
+<text text-anchor="middle" x="845" y="-1223.5" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::RelayExpr</text>
+<polyline fill="none" stroke="black" points="767,-1216.5 923,-1216.5 "/>
+<text text-anchor="middle" x="845" y="-1204.5" font-family="Helvetica,sans-Serif" font-size="10.00"> </text>
+<polyline fill="none" stroke="black" points="767,-1197.5 923,-1197.5 "/>
+<text text-anchor="start" x="775" y="-1185.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ TVM_DEFINE_OBJECT_REF</text>
+<text text-anchor="start" x="775" y="-1174.5" font-family="Helvetica,sans-Serif" font-size="10.00">_METHODS()</text>
</a>
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<!-- Node15->Node6 -->
<g id="edge21" class="edge">
<title>Node15->Node6</title>
-<path fill="none" stroke="#404040" d="M845.14,-1156.4C847.48,-1089.96 853.19,-935.6 860,-806 867.35,-666.15 878.05,-503.95 884.76,-405.85"/>
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-<text text-anchor="middle" x="878" y="-893" font-family="Helvetica,sans-Serif" font-size="10.00"> +body</text>
+<path fill="none" stroke="#404040" d="M846.77,-1167.24C850.4,-1099.34 859.03,-939.87 867,-806 875.32,-666.2 885.75,-503.99 892.14,-405.87"/>
+<polygon fill="none" stroke="#404040" points="892.15,-405.61 888.55,-399.37 892.93,-393.64 896.54,-399.89 892.15,-405.61"/>
+<text text-anchor="middle" x="885" y="-893" font-family="Helvetica,sans-Serif" font-size="10.00"> +body</text>
</g>
<!-- Node16->Node15 -->
<g id="edge22" class="edge">
<title>Node16->Node15</title>
-<path fill="none" stroke="midnightblue" d="M895.04,-1753.37C884.57,-1638.11 856.34,-1327.33 847.03,-1224.81"/>
-<polygon fill="none" stroke="midnightblue" points="891.57,-1753.94 895.96,-1763.58 898.55,-1753.31 891.57,-1753.94"/>
+<path fill="none" stroke="midnightblue" d="M896.04,-1764.37C885.57,-1649.11 857.34,-1338.33 848.03,-1235.81"/>
+<polygon fill="none" stroke="midnightblue" points="892.57,-1764.94 896.96,-1774.58 899.55,-1764.31 892.57,-1764.94"/>
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<!-- Node17->Node6 -->
<g id="edge24" class="edge">
<title>Node17->Node6</title>
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-<text text-anchor="middle" x="1014" y="-893" font-family="Helvetica,sans-Serif" font-size="10.00"> +ret_struct_info</text>
+<path fill="none" stroke="#404040" d="M1001.61,-1167.37C992.36,-1097.35 970.3,-929.18 953,-788 936.7,-654.97 918.91,-500.69 908.11,-405.84"/>
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+<text text-anchor="middle" x="1018" y="-893" font-family="Helvetica,sans-Serif" font-size="10.00"> +ret_struct_info</text>
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<!-- Node18->Node1 -->
<g id="edge33" class="edge">
<title>Node18->Node1</title>
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-<text text-anchor="middle" x="1053.5" y="-313" font-family="Helvetica,sans-Serif" font-size="10.00"> #fn_outputs_</text>
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+<polygon fill="none" stroke="#404040" points="1006.68,-201.27 1001.44,-196.32 1003.99,-189.57 1009.24,-194.52 1006.68,-201.27"/>
+<text text-anchor="middle" x="1060.5" y="-313" font-family="Helvetica,sans-Serif" font-size="10.00"> #fn_outputs_</text>
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<g id="edge26" class="edge">
<title>Node18->Node6</title>
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+<path fill="none" stroke="#404040" d="M965.31,-532.21C963.08,-526.09 960.96,-520 959,-514 944.57,-469.83 949.74,-456.39 936,-412 935.3,-409.73 934.57,-407.44 933.81,-405.13"/>
+<polygon fill="none" stroke="#404040" points="933.72,-404.89 928,-400.5 929.84,-393.53 935.57,-397.91 933.72,-404.89"/>
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<g id="edge28" class="edge">
<title>Node19->Node1</title>
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-<text text-anchor="middle" x="1134" y="-460.5" font-family="Helvetica,sans-Serif" font-size="10.00"> #root_fn_</text>
+<path fill="none" stroke="#404040" d="M1155.07,-806.35C1142.56,-729.4 1125.16,-614.61 1115,-514 1108.81,-452.65 1122.97,-293.81 1099,-237 1090.97,-217.96 1079.21,-199.84 1066.01,-183.32"/>
+<polygon fill="none" stroke="#404040" points="1065.76,-183.02 1058.85,-180.96 1058.09,-173.79 1065,-175.85 1065.76,-183.02"/>
+<text text-anchor="middle" x="1141" y="-460.5" font-family="Helvetica,sans-Serif" font-size="10.00"> #root_fn_</text>
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<g id="node20" class="node">
<title>Node20</title>
<g id="a_node20"><a xlink:href="classtvm_1_1relax_1_1DataflowBlock.html" target="_top" xlink:title=" ">
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index 2ed9bce574..7d29f5e68d 100644
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+++ b/docs/reference/api/doxygen/classtvm_1_1relax_1_1ExternFuncNode__coll__graph.svg
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<title>Node1</title>
<g id="a_node1"><a xlink:title="The extern function, which can represent packed function.">
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diff --git a/docs/reference/api/doxygen/classtvm_1_1relax_1_1Function-members.html b/docs/reference/api/doxygen/classtvm_1_1relax_1_1Function-members.html
index f2a23450ad..6af06d3667 100644
--- a/docs/reference/api/doxygen/classtvm_1_1relax_1_1Function-members.html
+++ b/docs/reference/api/doxygen/classtvm_1_1relax_1_1Function-members.html
@@ -76,12 +76,12 @@ $(function() {
<tr><td class="entry"><a class="el" href="classtvm_1_1runtime_1_1ObjectRef.html#ada5c6dfe7d5ca76e6f0714c4ef922539">as</a>() const</td><td class="entry"><a class="el" href="classtvm_1_1runtime_1_1ObjectRef.html">tvm::runtime::ObjectRef</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
<tr class="even"><td class="entry"><a class="el" href="classtvm_1_1runtime_1_1ObjectRef.html#a20fe0cf9df1a9e77e29e17985978751b">as</a>() const</td><td class="entry"><a class="el" href="classtvm_1_1runtime_1_1ObjectRef.html">tvm::runtime::ObjectRef</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
<tr><td class="entry"><a class="el" href="classtvm_1_1runtime_1_1ObjectRef.html#aa5c355fbb7d2f7402ee360dba8a52cdd">ContainerType</a> typedef</td><td class="entry"><a class="el" href="classtvm_1_1runtime_1_1ObjectRef.html">tvm::runtime::ObjectRef</a></td><td class="entry"></td></tr>
- <tr class="even"><td class="entry"><a class="el" href="classtvm_1_1relax_1_1Function.html#af582150c86d2cb62e7940760fd2d25a9">CreateEmpty</a>(Array< Var > params, StructInfo ret_struct_info, bool is_pure=true, DictAttrs attrs=NullValue< DictAttrs >(), Span span=Span())</td><td class="entry"><a class="el" href="classtvm_1_1relax_1_1Function.html">tvm::relax::Function</a></td><td class="entry"><span class="mlabel">static</span></td></tr>
+ <tr class="even"><td class="entry"><a class="el" href="classtvm_1_1relax_1_1Function.html#a850d32598c61c8001c88a5c5c29b76e3">CreateEmpty</a>(Array< Var > params, StructInfo ret_struct_info, bool is_pure=true, DictAttrs attrs=DictAttrs(), Span span=Span())</td><td class="entry"><a class="el" href="classtvm_1_1relax_1_1Function.html">tvm::relax::Function</a></td><td class="entry"><span class="mlabel">static</span></td></tr>
<tr><td class="entry"><a class="el" href="classtvm_1_1runtime_1_1ObjectRef.html#ac261cdb80487fb29ac42b28678f8cbef">data_</a></td><td class="entry"><a class="el" href="classtvm_1_1runtime_1_1ObjectRef.html">tvm::runtime::ObjectRef</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
<tr class="even"><td class="entry"><a class="el" href="classtvm_1_1runtime_1_1ObjectRef.html#a17d8d5ad92691f9e18e3e0ae8ef69e4f">defined</a>() const</td><td class="entry"><a class="el" href="classtvm_1_1runtime_1_1ObjectRef.html">tvm::runtime::ObjectRef</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
<tr><td class="entry"><a class="el" href="classtvm_1_1runtime_1_1ObjectRef.html#acd04bb22a6861e9952c344ee8547411f">DowncastNoCheck</a>(ObjectRef ref)</td><td class="entry"><a class="el" href="classtvm_1_1runtime_1_1ObjectRef.html">tvm::runtime::ObjectRef</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">protected</span><span class="mlabel">static</span></td></tr>
<tr class="even"><td class="entry"><a class="el" href="classtvm_1_1runtime_1_1ObjectRef.html#a22e5bb9d64dbc773bb9263b70882239e">FFIClearAfterMove</a>(ObjectRef *ref)</td><td class="entry"><a class="el" href="classtvm_1_1runtime_1_1ObjectRef.html">tvm::runtime::ObjectRef</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">protected</span><span class="mlabel">static</span></td></tr>
- <tr><td class="entry"><a class="el" href="classtvm_1_1relax_1_1Function.html#a7e768f3ffdbcfabfdc510c65600c0c1c">Function</a>(Array< Var > params, Expr body, Optional< StructInfo > ret_struct_info, bool is_pure=true, DictAttrs attrs=NullValue< DictAttrs >(), Span span=Span())</td><td class="entry"><a class="el" href="classtvm_1_1relax_1_1Function.html">tvm::relax::Function</a></td><td class="entry"><span class="mlabel">explicit</span></td></tr>
+ <tr><td class="entry"><a class="el" href="classtvm_1_1relax_1_1Function.html#af48117fcafbf1efa76aad38aa8d68b0a">Function</a>(Array< Var > params, Expr body, Optional< StructInfo > ret_struct_info, bool is_pure=true, DictAttrs attrs=DictAttrs(), Span span=Span())</td><td class="entry"><a class="el" href="classtvm_1_1relax_1_1Function.html">tvm::relax::Function</a></td><td class="entry"><span class="mlabel">explicit</span></td></tr>
<tr class="even"><td class="entry"><a class="el" href="classtvm_1_1runtime_1_1ObjectRef.html#aadbc0886ffa80162ff31eefd0431ba09">get</a>() const</td><td class="entry"><a class="el" href="classtvm_1_1runtime_1_1ObjectRef.html">tvm::runtime::ObjectRef</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
<tr><td class="entry"><a class="el" href="classtvm_1_1runtime_1_1ObjectRef.html#ae423057ecf93c18714d17f53cd1d318f">get_mutable</a>() const</td><td class="entry"><a class="el" href="classtvm_1_1runtime_1_1ObjectRef.html">tvm::runtime::ObjectRef</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">protected</span></td></tr>
<tr class="even"><td class="entry"><a class="el" href="classtvm_1_1runtime_1_1ObjectRef.html#aed593996e4076632450de8fde776707c">GetDataPtr</a>(const ObjectRef &ref)</td><td class="entry"><a class="el" href="classtvm_1_1runtime_1_1ObjectRef.html">tvm::runtime::ObjectRef</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">protected</span><span class="mlabel">static</span></td></tr>
diff --git a/docs/reference/api/doxygen/classtvm_1_1relax_1_1Function.html b/docs/reference/api/doxygen/classtvm_1_1relax_1_1Function.html
index 2fee351b75..a3b1e1b13b 100644
--- a/docs/reference/api/doxygen/classtvm_1_1relax_1_1Function.html
+++ b/docs/reference/api/doxygen/classtvm_1_1relax_1_1Function.html
@@ -90,8 +90,8 @@ Collaboration diagram for tvm::relax::Function:</div>
<table class="memberdecls">
<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-methods"></a>
Public Member Functions</h2></td></tr>
-<tr class="memitem:a7e768f3ffdbcfabfdc510c65600c0c1c"><td class="memItemLeft" align="right" valign="top"> </td><td class="memItemRight" valign="bottom"><a class="el" href="classtvm_1_1relax_1_1Function.html#a7e768f3ffdbcfabfdc510c65600c0c1c">Function</a> (<a class="el" href="classtvm_1_1runtime_1_1Array.html">Array</a>< <a class="el" href="classtvm_1_1relax_1_1Var.html">Var</a> > params, <a class="el" href="namespacetvm_1_1relax.html#a8f6ef3d9aaba0138f730a520d7ebbfb3">Expr</a> [...]
-<tr class="separator:a7e768f3ffdbcfabfdc510c65600c0c1c"><td class="memSeparator" colspan="2"> </td></tr>
+<tr class="memitem:af48117fcafbf1efa76aad38aa8d68b0a"><td class="memItemLeft" align="right" valign="top"> </td><td class="memItemRight" valign="bottom"><a class="el" href="classtvm_1_1relax_1_1Function.html#af48117fcafbf1efa76aad38aa8d68b0a">Function</a> (<a class="el" href="classtvm_1_1runtime_1_1Array.html">Array</a>< <a class="el" href="classtvm_1_1relax_1_1Var.html">Var</a> > params, <a class="el" href="namespacetvm_1_1relax.html#a8f6ef3d9aaba0138f730a520d7ebbfb3">Expr</a> [...]
+<tr class="separator:af48117fcafbf1efa76aad38aa8d68b0a"><td class="memSeparator" colspan="2"> </td></tr>
<tr class="memitem:a45a34a80e8b4d14fc57e76c19ea188b0"><td class="memItemLeft" align="right" valign="top"> </td><td class="memItemRight" valign="bottom"><a class="el" href="classtvm_1_1relax_1_1Function.html#a45a34a80e8b4d14fc57e76c19ea188b0">TVM_DEFINE_OBJECT_REF_METHODS</a> (<a class="el" href="classtvm_1_1relax_1_1Function.html">Function</a>, <a class="el" href="classtvm_1_1BaseFunc.html">BaseFunc</a>, <a class="el" href="classtvm_1_1relax_1_1FunctionNode.html">FunctionNode</a>)</ [...]
<tr class="separator:a45a34a80e8b4d14fc57e76c19ea188b0"><td class="memSeparator" colspan="2"> </td></tr>
<tr class="memitem:af3814b2cd1334de0fd6e88f727659ce8"><td class="memItemLeft" align="right" valign="top"> </td><td class="memItemRight" valign="bottom"><a class="el" href="classtvm_1_1relax_1_1Function.html#af3814b2cd1334de0fd6e88f727659ce8">TVM_DEFINE_OBJECT_REF_COW_METHOD</a> (<a class="el" href="classtvm_1_1relax_1_1FunctionNode.html">FunctionNode</a>)</td></tr>
@@ -145,9 +145,9 @@ Public Member Functions</h2></td></tr>
</table><table class="memberdecls">
<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-static-methods"></a>
Static Public Member Functions</h2></td></tr>
-<tr class="memitem:af582150c86d2cb62e7940760fd2d25a9"><td class="memItemLeft" align="right" valign="top">static <a class="el" href="classtvm_1_1relax_1_1Function.html">Function</a> </td><td class="memItemRight" valign="bottom"><a class="el" href="classtvm_1_1relax_1_1Function.html#af582150c86d2cb62e7940760fd2d25a9">CreateEmpty</a> (<a class="el" href="classtvm_1_1runtime_1_1Array.html">Array</a>< <a class="el" href="classtvm_1_1relax_1_1Var.html">Var</a> > params, <a class="el [...]
-<tr class="memdesc:af582150c86d2cb62e7940760fd2d25a9"><td class="mdescLeft"> </td><td class="mdescRight">Mimics the constructor but without body Expr. <a href="classtvm_1_1relax_1_1Function.html#af582150c86d2cb62e7940760fd2d25a9">More...</a><br /></td></tr>
-<tr class="separator:af582150c86d2cb62e7940760fd2d25a9"><td class="memSeparator" colspan="2"> </td></tr>
+<tr class="memitem:a850d32598c61c8001c88a5c5c29b76e3"><td class="memItemLeft" align="right" valign="top">static <a class="el" href="classtvm_1_1relax_1_1Function.html">Function</a> </td><td class="memItemRight" valign="bottom"><a class="el" href="classtvm_1_1relax_1_1Function.html#a850d32598c61c8001c88a5c5c29b76e3">CreateEmpty</a> (<a class="el" href="classtvm_1_1runtime_1_1Array.html">Array</a>< <a class="el" href="classtvm_1_1relax_1_1Var.html">Var</a> > params, <a class="el [...]
+<tr class="memdesc:a850d32598c61c8001c88a5c5c29b76e3"><td class="mdescLeft"> </td><td class="mdescRight">Mimics the constructor but without body Expr. <a href="classtvm_1_1relax_1_1Function.html#a850d32598c61c8001c88a5c5c29b76e3">More...</a><br /></td></tr>
+<tr class="separator:a850d32598c61c8001c88a5c5c29b76e3"><td class="memSeparator" colspan="2"> </td></tr>
</table><table class="memberdecls">
<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="inherited"></a>
Additional Inherited Members</h2></td></tr>
@@ -179,8 +179,8 @@ Additional Inherited Members</h2></td></tr>
<tr class="separator:ac261cdb80487fb29ac42b28678f8cbef inherit pro_attribs_classtvm_1_1runtime_1_1ObjectRef"><td class="memSeparator" colspan="2"> </td></tr>
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<h2 class="groupheader">Constructor & Destructor Documentation</h2>
-<a id="a7e768f3ffdbcfabfdc510c65600c0c1c"></a>
-<h2 class="memtitle"><span class="permalink"><a href="#a7e768f3ffdbcfabfdc510c65600c0c1c">◆ </a></span>Function()</h2>
+<a id="af48117fcafbf1efa76aad38aa8d68b0a"></a>
+<h2 class="memtitle"><span class="permalink"><a href="#af48117fcafbf1efa76aad38aa8d68b0a">◆ </a></span>Function()</h2>
<div class="memitem">
<div class="memproto">
@@ -216,7 +216,7 @@ Additional Inherited Members</h2></td></tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype"><a class="el" href="classtvm_1_1DictAttrs.html">DictAttrs</a> </td>
- <td class="paramname"><em>attrs</em> = <code><a class="el" href="namespacetvm.html#ab6c242e8ac09beb463fba306948b7f15">NullValue</a>< <a class="el" href="classtvm_1_1DictAttrs.html">DictAttrs</a> >()</code>, </td>
+ <td class="paramname"><em>attrs</em> = <code><a class="el" href="classtvm_1_1DictAttrs.html">DictAttrs</a>()</code>, </td>
</tr>
<tr>
<td class="paramkey"></td>
@@ -240,8 +240,8 @@ Additional Inherited Members</h2></td></tr>
</div>
</div>
<h2 class="groupheader">Member Function Documentation</h2>
-<a id="af582150c86d2cb62e7940760fd2d25a9"></a>
-<h2 class="memtitle"><span class="permalink"><a href="#af582150c86d2cb62e7940760fd2d25a9">◆ </a></span>CreateEmpty()</h2>
+<a id="a850d32598c61c8001c88a5c5c29b76e3"></a>
+<h2 class="memtitle"><span class="permalink"><a href="#a850d32598c61c8001c88a5c5c29b76e3">◆ </a></span>CreateEmpty()</h2>
<div class="memitem">
<div class="memproto">
@@ -271,7 +271,7 @@ Additional Inherited Members</h2></td></tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype"><a class="el" href="classtvm_1_1DictAttrs.html">DictAttrs</a> </td>
- <td class="paramname"><em>attrs</em> = <code><a class="el" href="namespacetvm.html#ab6c242e8ac09beb463fba306948b7f15">NullValue</a>< <a class="el" href="classtvm_1_1DictAttrs.html">DictAttrs</a> >()</code>, </td>
+ <td class="paramname"><em>attrs</em> = <code><a class="el" href="classtvm_1_1DictAttrs.html">DictAttrs</a>()</code>, </td>
</tr>
<tr>
<td class="paramkey"></td>
diff --git a/docs/reference/api/doxygen/classtvm_1_1relax_1_1FunctionNode.html b/docs/reference/api/doxygen/classtvm_1_1relax_1_1FunctionNode.html
index e5831d4cbe..b7ce89e99f 100644
--- a/docs/reference/api/doxygen/classtvm_1_1relax_1_1FunctionNode.html
+++ b/docs/reference/api/doxygen/classtvm_1_1relax_1_1FunctionNode.html
@@ -88,7 +88,7 @@ Inheritance diagram for tvm::relax::FunctionNode:</div>
<div class="dynheader">
Collaboration diagram for tvm::relax::FunctionNode:</div>
<div class="dyncontent">
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+<div class="center"><iframe scrolling="no" frameborder="0" src="classtvm_1_1relax_1_1FunctionNode__coll__graph.svg" width="1591" height="2850"><p><b>This browser is not able to show SVG: try Firefox, Chrome, Safari, or Opera instead.</b></p></iframe>
</div>
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+++ b/docs/reference/api/doxygen/classtvm_1_1relax_1_1FunctionNode__coll__graph.svg
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+<polygon fill="white" stroke="transparent" points="-4,4 -4,-2133 1188.5,-2133 1188.5,4 -4,4"/>
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<g id="node1" class="node">
<title>Node1</title>
@@ -35,227 +35,228 @@
<g id="node2" class="node">
<title>Node2</title>
<g id="a_node2"><a xlink:href="classtvm_1_1BaseFuncNode.html" target="_top" xlink:title="Base node of all functions.">
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-<text text-anchor="middle" x="533" y="-305.5" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::BaseFuncNode</text>
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-<text text-anchor="start" x="454.5" y="-286.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_key</text>
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-<text text-anchor="start" x="454.5" y="-256.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ GetAttr()</text>
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-<text text-anchor="start" x="454.5" y="-212.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ TVM_DECLARE_BASE_OBJECT</text>
-<text text-anchor="start" x="454.5" y="-201.5" font-family="Helvetica,sans-Serif" font-size="10.00">_INFO()</text>
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+<text text-anchor="middle" x="532" y="-305.5" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::BaseFuncNode</text>
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+<text text-anchor="start" x="453.5" y="-286.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_key</text>
+<text text-anchor="start" x="453.5" y="-275.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_child_slots</text>
+<polyline fill="none" stroke="black" points="445.5,-268.5 618.5,-268.5 "/>
+<text text-anchor="start" x="453.5" y="-256.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ GetAttr()</text>
+<text text-anchor="start" x="453.5" y="-245.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ GetAttr()</text>
+<text text-anchor="start" x="453.5" y="-234.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ HasNonzeroAttr()</text>
+<text text-anchor="start" x="453.5" y="-223.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ GetLinkageType()</text>
+<text text-anchor="start" x="453.5" y="-212.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ TVM_DECLARE_BASE_OBJECT</text>
+<text text-anchor="start" x="453.5" y="-201.5" font-family="Helvetica,sans-Serif" font-size="10.00">_INFO()</text>
</a>
</g>
</g>
<!-- Node2->Node1 -->
<g id="edge1" class="edge">
<title>Node2->Node1</title>
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-<polygon fill="none" stroke="midnightblue" points="627.48,-210.85 619.66,-218 630.23,-217.29 627.48,-210.85"/>
+<path fill="none" stroke="midnightblue" d="M628.17,-214.04C696.94,-184.74 788.8,-145.61 855.72,-117.1"/>
+<polygon fill="none" stroke="midnightblue" points="626.45,-210.96 618.62,-218.1 629.19,-217.4 626.45,-210.96"/>
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<!-- Node3 -->
<g id="node3" class="node">
<title>Node3</title>
<g id="a_node3"><a xlink:href="classtvm_1_1RelayExprNode.html" target="_top" xlink:title="Base node of all non-primitive expressions.">
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-<text text-anchor="middle" x="533" y="-710.5" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::RelayExprNode</text>
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-<text text-anchor="start" x="454.5" y="-691.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_key</text>
-<text text-anchor="start" x="454.5" y="-680.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_child_slots</text>
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-<text text-anchor="start" x="454.5" y="-661.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ checked_type()</text>
-<text text-anchor="start" x="454.5" y="-650.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ type_as()</text>
-<text text-anchor="start" x="454.5" y="-639.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ virtual_device()</text>
-<text text-anchor="start" x="454.5" y="-628.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ TVM_DECLARE_BASE_OBJECT</text>
-<text text-anchor="start" x="454.5" y="-617.5" font-family="Helvetica,sans-Serif" font-size="10.00">_INFO()</text>
+<polygon fill="white" stroke="black" points="445.5,-610.5 445.5,-722.5 618.5,-722.5 618.5,-610.5 445.5,-610.5"/>
+<text text-anchor="middle" x="532" y="-710.5" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::RelayExprNode</text>
+<polyline fill="none" stroke="black" points="445.5,-703.5 618.5,-703.5 "/>
+<text text-anchor="start" x="453.5" y="-691.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_key</text>
+<text text-anchor="start" x="453.5" y="-680.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_child_slots</text>
+<polyline fill="none" stroke="black" points="445.5,-673.5 618.5,-673.5 "/>
+<text text-anchor="start" x="453.5" y="-661.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ checked_type()</text>
+<text text-anchor="start" x="453.5" y="-650.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ type_as()</text>
+<text text-anchor="start" x="453.5" y="-639.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ virtual_device()</text>
+<text text-anchor="start" x="453.5" y="-628.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ TVM_DECLARE_BASE_OBJECT</text>
+<text text-anchor="start" x="453.5" y="-617.5" font-family="Helvetica,sans-Serif" font-size="10.00">_INFO()</text>
</a>
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</g>
<!-- Node3->Node2 -->
<g id="edge2" class="edge">
<title>Node3->Node2</title>
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-<polygon fill="none" stroke="midnightblue" points="529.5,-600.41 533,-610.41 536.5,-600.41 529.5,-600.41"/>
+<path fill="none" stroke="midnightblue" d="M532,-600.24C532,-522.37 532,-393.23 532,-317.52"/>
+<polygon fill="none" stroke="midnightblue" points="528.5,-600.41 532,-610.41 535.5,-600.41 528.5,-600.41"/>
</g>
<!-- Node4 -->
<g id="node4" class="node">
<title>Node4</title>
<g id="a_node4"><a xlink:href="classtvm_1_1BaseExprNode.html" target="_top" xlink:title="Base type of all the expressions.">
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-<text text-anchor="middle" x="357" y="-1005.5" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::BaseExprNode</text>
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-<text text-anchor="start" x="278.5" y="-986.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_key</text>
-<text text-anchor="start" x="278.5" y="-975.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_has_method_sequal</text>
-<text text-anchor="start" x="278.5" y="-964.5" font-family="Helvetica,sans-Serif" font-size="10.00">_reduce</text>
-<text text-anchor="start" x="278.5" y="-953.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_has_method_shash</text>
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-<text text-anchor="start" x="278.5" y="-931.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_child_slots</text>
-<polyline fill="none" stroke="black" points="270.5,-924.5 443.5,-924.5 "/>
-<text text-anchor="start" x="278.5" y="-912.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ TVM_DECLARE_BASE_OBJECT</text>
-<text text-anchor="start" x="278.5" y="-901.5" font-family="Helvetica,sans-Serif" font-size="10.00">_INFO()</text>
+<polygon fill="white" stroke="black" points="270.5,-905.5 270.5,-1028.5 443.5,-1028.5 443.5,-905.5 270.5,-905.5"/>
+<text text-anchor="middle" x="357" y="-1016.5" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::BaseExprNode</text>
+<polyline fill="none" stroke="black" points="270.5,-1009.5 443.5,-1009.5 "/>
+<text text-anchor="start" x="278.5" y="-997.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_key</text>
+<text text-anchor="start" x="278.5" y="-986.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_has_method_sequal</text>
+<text text-anchor="start" x="278.5" y="-975.5" font-family="Helvetica,sans-Serif" font-size="10.00">_reduce</text>
+<text text-anchor="start" x="278.5" y="-964.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_has_method_shash</text>
+<text text-anchor="start" x="278.5" y="-953.5" font-family="Helvetica,sans-Serif" font-size="10.00">_reduce</text>
+<text text-anchor="start" x="278.5" y="-942.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_child_slots</text>
+<polyline fill="none" stroke="black" points="270.5,-935.5 443.5,-935.5 "/>
+<text text-anchor="start" x="278.5" y="-923.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ TVM_DECLARE_BASE_OBJECT</text>
+<text text-anchor="start" x="278.5" y="-912.5" font-family="Helvetica,sans-Serif" font-size="10.00">_INFO()</text>
</a>
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</g>
<!-- Node4->Node3 -->
<g id="edge3" class="edge">
<title>Node4->Node3</title>
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+<path fill="none" stroke="midnightblue" d="M380.99,-895.43C398.49,-849.25 424.9,-788.83 458,-741 462.33,-734.75 467.23,-728.57 472.39,-722.6"/>
+<polygon fill="none" stroke="midnightblue" points="377.61,-894.47 377.39,-905.06 384.17,-896.92 377.61,-894.47"/>
</g>
<!-- Node5 -->
<g id="node5" class="node">
<title>Node5</title>
<g id="a_node5"><a xlink:href="classtvm_1_1runtime_1_1Object.html" target="_top" xlink:title="base class of all object containers.">
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-<text text-anchor="middle" x="266" y="-1608.5" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::runtime::Object</text>
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-<text text-anchor="start" x="182" y="-1589.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_key</text>
-<text text-anchor="start" x="182" y="-1578.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_final</text>
-<text text-anchor="start" x="182" y="-1567.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_child_slots</text>
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-<text text-anchor="start" x="182" y="-1523.5" font-family="Helvetica,sans-Serif" font-size="10.00">_attrs</text>
-<text text-anchor="start" x="182" y="-1512.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_has_method_sequal</text>
-<text text-anchor="start" x="182" y="-1501.5" font-family="Helvetica,sans-Serif" font-size="10.00">_reduce</text>
-<text text-anchor="start" x="182" y="-1490.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_has_method_shash</text>
-<text text-anchor="start" x="182" y="-1479.5" font-family="Helvetica,sans-Serif" font-size="10.00">_reduce</text>
-<text text-anchor="start" x="182" y="-1468.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_index</text>
-<text text-anchor="start" x="182" y="-1457.5" font-family="Helvetica,sans-Serif" font-size="10.00"># type_index_</text>
-<text text-anchor="start" x="182" y="-1446.5" font-family="Helvetica,sans-Serif" font-size="10.00"># ref_counter_</text>
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-<text text-anchor="start" x="182" y="-1427.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ type_index()</text>
-<text text-anchor="start" x="182" y="-1416.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ GetTypeKey()</text>
-<text text-anchor="start" x="182" y="-1405.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ GetTypeKeyHash()</text>
-<text text-anchor="start" x="182" y="-1394.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ IsInstance()</text>
-<text text-anchor="start" x="182" y="-1383.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ unique()</text>
+<polygon fill="white" stroke="black" points="174,-1244.5 174,-1631.5 358,-1631.5 358,-1244.5 174,-1244.5"/>
+<text text-anchor="middle" x="266" y="-1619.5" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::runtime::Object</text>
+<polyline fill="none" stroke="black" points="174,-1612.5 358,-1612.5 "/>
+<text text-anchor="start" x="182" y="-1600.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_key</text>
+<text text-anchor="start" x="182" y="-1589.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_final</text>
+<text text-anchor="start" x="182" y="-1578.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_child_slots</text>
+<text text-anchor="start" x="182" y="-1567.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_child_slots_can</text>
+<text text-anchor="start" x="182" y="-1556.5" font-family="Helvetica,sans-Serif" font-size="10.00">_overflow</text>
+<text text-anchor="start" x="182" y="-1545.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_has_method_visit</text>
+<text text-anchor="start" x="182" y="-1534.5" font-family="Helvetica,sans-Serif" font-size="10.00">_attrs</text>
+<text text-anchor="start" x="182" y="-1523.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_has_method_sequal</text>
+<text text-anchor="start" x="182" y="-1512.5" font-family="Helvetica,sans-Serif" font-size="10.00">_reduce</text>
+<text text-anchor="start" x="182" y="-1501.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_has_method_shash</text>
+<text text-anchor="start" x="182" y="-1490.5" font-family="Helvetica,sans-Serif" font-size="10.00">_reduce</text>
+<text text-anchor="start" x="182" y="-1479.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_index</text>
+<text text-anchor="start" x="182" y="-1468.5" font-family="Helvetica,sans-Serif" font-size="10.00"># type_index_</text>
+<text text-anchor="start" x="182" y="-1457.5" font-family="Helvetica,sans-Serif" font-size="10.00"># ref_counter_</text>
+<polyline fill="none" stroke="black" points="174,-1450.5 358,-1450.5 "/>
+<text text-anchor="start" x="182" y="-1438.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ type_index()</text>
+<text text-anchor="start" x="182" y="-1427.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ GetTypeKey()</text>
+<text text-anchor="start" x="182" y="-1416.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ GetTypeKeyHash()</text>
+<text text-anchor="start" x="182" y="-1405.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ IsInstance()</text>
+<text text-anchor="start" x="182" y="-1394.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ unique()</text>
+<text text-anchor="start" x="182" y="-1383.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Object()</text>
<text text-anchor="start" x="182" y="-1372.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Object()</text>
<text text-anchor="start" x="182" y="-1361.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Object()</text>
-<text text-anchor="start" x="182" y="-1350.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Object()</text>
+<text text-anchor="start" x="182" y="-1350.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator=()</text>
<text text-anchor="start" x="182" y="-1339.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator=()</text>
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-<text text-anchor="start" x="182" y="-1306.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ TypeIndex2KeyHash()</text>
-<text text-anchor="start" x="182" y="-1295.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ TypeKey2Index()</text>
-<text text-anchor="start" x="182" y="-1284.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _GetOrAllocRuntimeTypeIndex()</text>
-<text text-anchor="start" x="182" y="-1273.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ RuntimeTypeIndex()</text>
-<text text-anchor="start" x="182" y="-1262.5" font-family="Helvetica,sans-Serif" font-size="10.00"># IncRef()</text>
-<text text-anchor="start" x="182" y="-1251.5" font-family="Helvetica,sans-Serif" font-size="10.00"># DecRef()</text>
-<text text-anchor="start" x="182" y="-1240.5" font-family="Helvetica,sans-Serif" font-size="10.00"># GetOrAllocRuntimeTypeIndex()</text>
+<text text-anchor="start" x="182" y="-1328.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ TypeIndex2Key()</text>
+<text text-anchor="start" x="182" y="-1317.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ TypeIndex2KeyHash()</text>
+<text text-anchor="start" x="182" y="-1306.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ TypeKey2Index()</text>
+<text text-anchor="start" x="182" y="-1295.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _GetOrAllocRuntimeTypeIndex()</text>
+<text text-anchor="start" x="182" y="-1284.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ RuntimeTypeIndex()</text>
+<text text-anchor="start" x="182" y="-1273.5" font-family="Helvetica,sans-Serif" font-size="10.00"># IncRef()</text>
+<text text-anchor="start" x="182" y="-1262.5" font-family="Helvetica,sans-Serif" font-size="10.00"># DecRef()</text>
+<text text-anchor="start" x="182" y="-1251.5" font-family="Helvetica,sans-Serif" font-size="10.00"># GetOrAllocRuntimeTypeIndex()</text>
</a>
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<!-- Node5->Node4 -->
<g id="edge4" class="edge">
<title>Node5->Node4</title>
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-<polygon fill="none" stroke="midnightblue" points="300,-1222.93 301.58,-1233.4 306.87,-1224.23 300,-1222.93"/>
+<path fill="none" stroke="midnightblue" d="M303.47,-1234.38C314.9,-1174.03 327.69,-1107.79 340,-1047 341.2,-1041.09 342.47,-1034.93 343.76,-1028.78"/>
+<polygon fill="none" stroke="midnightblue" points="300,-1233.93 301.58,-1244.4 306.87,-1235.23 300,-1233.93"/>
</g>
<!-- Node5->Node5 -->
<g id="edge5" class="edge">
<title>Node5->Node5</title>
-<path fill="none" stroke="#404040" d="M358.28,-1460.92C369.02,-1454.66 376,-1443.36 376,-1427 376,-1416.01 372.85,-1407.3 367.52,-1400.87"/>
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-<text text-anchor="middle" x="402" y="-1424.5" font-family="Helvetica,sans-Serif" font-size="10.00"> #deleter_</text>
+<path fill="none" stroke="#404040" d="M358.28,-1471.92C369.02,-1465.66 376,-1454.36 376,-1438 376,-1427.01 372.85,-1418.3 367.52,-1411.87"/>
+<polygon fill="none" stroke="#404040" points="367.46,-1411.81 360.29,-1411 358.28,-1404.08 365.45,-1404.89 367.46,-1411.81"/>
+<text text-anchor="middle" x="402" y="-1435.5" font-family="Helvetica,sans-Serif" font-size="10.00"> #deleter_</text>
</g>
<!-- Node6 -->
<g id="node6" class="node">
<title>Node6</title>
<g id="a_node6"><a xlink:href="classtvm_1_1Span.html" target="_top" xlink:title=" ">
-<polygon fill="white" stroke="black" points="446,-1382 446,-1472 602,-1472 602,-1382 446,-1382"/>
-<text text-anchor="middle" x="524" y="-1460" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::Span</text>
-<polyline fill="none" stroke="black" points="446,-1453 602,-1453 "/>
-<text text-anchor="middle" x="524" y="-1441" font-family="Helvetica,sans-Serif" font-size="10.00"> </text>
-<polyline fill="none" stroke="black" points="446,-1434 602,-1434 "/>
-<text text-anchor="start" x="454" y="-1422" font-family="Helvetica,sans-Serif" font-size="10.00">+ Span()</text>
-<text text-anchor="start" x="454" y="-1411" font-family="Helvetica,sans-Serif" font-size="10.00">+ Merge()</text>
-<text text-anchor="start" x="454" y="-1400" font-family="Helvetica,sans-Serif" font-size="10.00">+ TVM_DEFINE_OBJECT_REF</text>
-<text text-anchor="start" x="454" y="-1389" font-family="Helvetica,sans-Serif" font-size="10.00">_METHODS()</text>
+<polygon fill="white" stroke="black" points="446,-1393 446,-1483 602,-1483 602,-1393 446,-1393"/>
+<text text-anchor="middle" x="524" y="-1471" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::Span</text>
+<polyline fill="none" stroke="black" points="446,-1464 602,-1464 "/>
+<text text-anchor="middle" x="524" y="-1452" font-family="Helvetica,sans-Serif" font-size="10.00"> </text>
+<polyline fill="none" stroke="black" points="446,-1445 602,-1445 "/>
+<text text-anchor="start" x="454" y="-1433" font-family="Helvetica,sans-Serif" font-size="10.00">+ Span()</text>
+<text text-anchor="start" x="454" y="-1422" font-family="Helvetica,sans-Serif" font-size="10.00">+ Merge()</text>
+<text text-anchor="start" x="454" y="-1411" font-family="Helvetica,sans-Serif" font-size="10.00">+ TVM_DEFINE_OBJECT_REF</text>
+<text text-anchor="start" x="454" y="-1400" font-family="Helvetica,sans-Serif" font-size="10.00">_METHODS()</text>
</a>
</g>
</g>
<!-- Node6->Node4 -->
<g id="edge6" class="edge">
<title>Node6->Node4</title>
-<path fill="none" stroke="#404040" d="M510.65,-1381.88C496.73,-1340.61 472.01,-1278.64 437,-1233 429.31,-1222.98 421.64,-1225.75 415,-1215 380.25,-1158.71 366.24,-1084.04 360.64,-1029.52"/>
-<polygon fill="none" stroke="#404040" points="360.63,-1029.46 356.09,-1023.86 359.5,-1017.51 364.05,-1023.11 360.63,-1029.46"/>
-<text text-anchor="middle" x="432.5" y="-1123" font-family="Helvetica,sans-Serif" font-size="10.00"> +span</text>
+<path fill="none" stroke="#404040" d="M510.65,-1392.88C496.73,-1351.61 472.01,-1289.64 437,-1244 429.31,-1233.98 421.64,-1236.75 415,-1226 380.25,-1169.71 366.24,-1095.04 360.64,-1040.52"/>
+<polygon fill="none" stroke="#404040" points="360.63,-1040.46 356.09,-1034.86 359.5,-1028.51 364.05,-1034.11 360.63,-1040.46"/>
+<text text-anchor="middle" x="432.5" y="-1134" font-family="Helvetica,sans-Serif" font-size="10.00"> +span</text>
</g>
<!-- Node7 -->
<g id="node7" class="node">
<title>Node7</title>
<g id="a_node7"><a xlink:href="classtvm_1_1runtime_1_1ObjectRef.html" target="_top" xlink:title="Base class of all object reference.">
-<polygon fill="white" stroke="black" points="665,-1658.5 665,-1891.5 799,-1891.5 799,-1658.5 665,-1658.5"/>
-<text text-anchor="middle" x="732" y="-1879.5" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::runtime::ObjectRef</text>
-<polyline fill="none" stroke="black" points="665,-1872.5 799,-1872.5 "/>
-<text text-anchor="start" x="673" y="-1860.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_is_nullable</text>
-<polyline fill="none" stroke="black" points="665,-1853.5 799,-1853.5 "/>
+<polygon fill="white" stroke="black" points="665,-1669.5 665,-1902.5 799,-1902.5 799,-1669.5 665,-1669.5"/>
+<text text-anchor="middle" x="732" y="-1890.5" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::runtime::ObjectRef</text>
+<polyline fill="none" stroke="black" points="665,-1883.5 799,-1883.5 "/>
+<text text-anchor="start" x="673" y="-1871.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_is_nullable</text>
+<polyline fill="none" stroke="black" points="665,-1864.5 799,-1864.5 "/>
+<text text-anchor="start" x="673" y="-1852.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ ObjectRef()</text>
<text text-anchor="start" x="673" y="-1841.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ ObjectRef()</text>
-<text text-anchor="start" x="673" y="-1830.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ ObjectRef()</text>
-<text text-anchor="start" x="673" y="-1819.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ same_as()</text>
-<text text-anchor="start" x="673" y="-1808.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator==()</text>
-<text text-anchor="start" x="673" y="-1797.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator!=()</text>
-<text text-anchor="start" x="673" y="-1786.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator<()</text>
-<text text-anchor="start" x="673" y="-1775.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ defined()</text>
-<text text-anchor="start" x="673" y="-1764.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ get()</text>
-<text text-anchor="start" x="673" y="-1753.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator->()</text>
-<text text-anchor="start" x="673" y="-1742.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ unique()</text>
-<text text-anchor="start" x="673" y="-1731.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ use_count()</text>
+<text text-anchor="start" x="673" y="-1830.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ same_as()</text>
+<text text-anchor="start" x="673" y="-1819.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator==()</text>
+<text text-anchor="start" x="673" y="-1808.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator!=()</text>
+<text text-anchor="start" x="673" y="-1797.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator<()</text>
+<text text-anchor="start" x="673" y="-1786.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ defined()</text>
+<text text-anchor="start" x="673" y="-1775.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ get()</text>
+<text text-anchor="start" x="673" y="-1764.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator->()</text>
+<text text-anchor="start" x="673" y="-1753.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ unique()</text>
+<text text-anchor="start" x="673" y="-1742.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ use_count()</text>
+<text text-anchor="start" x="673" y="-1731.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ as()</text>
<text text-anchor="start" x="673" y="-1720.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ as()</text>
-<text text-anchor="start" x="673" y="-1709.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ as()</text>
-<text text-anchor="start" x="673" y="-1698.5" font-family="Helvetica,sans-Serif" font-size="10.00"># get_mutable()</text>
-<text text-anchor="start" x="673" y="-1687.5" font-family="Helvetica,sans-Serif" font-size="10.00"># DowncastNoCheck()</text>
-<text text-anchor="start" x="673" y="-1676.5" font-family="Helvetica,sans-Serif" font-size="10.00"># FFIClearAfterMove()</text>
-<text text-anchor="start" x="673" y="-1665.5" font-family="Helvetica,sans-Serif" font-size="10.00"># GetDataPtr()</text>
+<text text-anchor="start" x="673" y="-1709.5" font-family="Helvetica,sans-Serif" font-size="10.00"># get_mutable()</text>
+<text text-anchor="start" x="673" y="-1698.5" font-family="Helvetica,sans-Serif" font-size="10.00"># DowncastNoCheck()</text>
+<text text-anchor="start" x="673" y="-1687.5" font-family="Helvetica,sans-Serif" font-size="10.00"># FFIClearAfterMove()</text>
+<text text-anchor="start" x="673" y="-1676.5" font-family="Helvetica,sans-Serif" font-size="10.00"># GetDataPtr()</text>
</a>
</g>
</g>
<!-- Node7->Node3 -->
<g id="edge9" class="edge">
<title>Node7->Node3</title>
-<path fill="none" stroke="#404040" d="M666.81,-1658.49C661.5,-1646.09 656.75,-1633.45 653,-1621 628.02,-1537.95 671.79,-1294.86 611,-1233 566.1,-1187.31 510.37,-1263.04 468,-1215 441.69,-1185.17 464.53,-1075.63 468,-1036 477.31,-929.64 501.46,-807.96 517.55,-734.48"/>
-<polygon fill="none" stroke="#404040" points="517.57,-734.38 514.96,-727.66 520.16,-722.66 522.77,-729.38 517.57,-734.38"/>
-<text text-anchor="middle" x="511" y="-1123" font-family="Helvetica,sans-Serif" font-size="10.00"> +virtual_device_</text>
+<path fill="none" stroke="#404040" d="M666.81,-1669.49C661.5,-1657.09 656.75,-1644.45 653,-1632 628.02,-1548.95 671.79,-1305.86 611,-1244 566.1,-1198.31 510.37,-1274.04 468,-1226 436.01,-1189.73 491.93,-874.78 518.8,-734.46"/>
+<polygon fill="none" stroke="#404040" points="518.81,-734.43 516.01,-727.78 521.08,-722.65 523.87,-729.3 518.81,-734.43"/>
+<text text-anchor="middle" x="511" y="-1134" font-family="Helvetica,sans-Serif" font-size="10.00"> +virtual_device_</text>
</g>
<!-- Node7->Node6 -->
<g id="edge7" class="edge">
<title>Node7->Node6</title>
-<path fill="none" stroke="midnightblue" d="M657.94,-1696.45C642.99,-1678.68 628.15,-1659.31 616,-1640 581.82,-1585.66 554.43,-1516.43 538.69,-1472.15"/>
-<polygon fill="none" stroke="midnightblue" points="655.66,-1699.16 664.82,-1704.49 660.98,-1694.61 655.66,-1699.16"/>
+<path fill="none" stroke="midnightblue" d="M657.94,-1707.45C642.99,-1689.68 628.15,-1670.31 616,-1651 581.82,-1596.66 554.43,-1527.43 538.69,-1483.15"/>
+<polygon fill="none" stroke="midnightblue" points="655.66,-1710.16 664.82,-1715.49 660.98,-1705.61 655.66,-1710.16"/>
</g>
<!-- Node9 -->
<g id="node9" class="node">
<title>Node9</title>
<g id="a_node9"><a xlink:href="classtvm_1_1Type.html" target="_top" xlink:title="Managed reference to TypeNode.">
-<polygon fill="white" stroke="black" points="563,-1091.5 563,-1159.5 719,-1159.5 719,-1091.5 563,-1091.5"/>
-<text text-anchor="middle" x="641" y="-1147.5" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::Type</text>
-<polyline fill="none" stroke="black" points="563,-1140.5 719,-1140.5 "/>
-<text text-anchor="middle" x="641" y="-1128.5" font-family="Helvetica,sans-Serif" font-size="10.00"> </text>
-<polyline fill="none" stroke="black" points="563,-1121.5 719,-1121.5 "/>
-<text text-anchor="start" x="571" y="-1109.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ TVM_DEFINE_OBJECT_REF</text>
-<text text-anchor="start" x="571" y="-1098.5" font-family="Helvetica,sans-Serif" font-size="10.00">_METHODS()</text>
+<polygon fill="white" stroke="black" points="563,-1102.5 563,-1170.5 719,-1170.5 719,-1102.5 563,-1102.5"/>
+<text text-anchor="middle" x="641" y="-1158.5" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::Type</text>
+<polyline fill="none" stroke="black" points="563,-1151.5 719,-1151.5 "/>
+<text text-anchor="middle" x="641" y="-1139.5" font-family="Helvetica,sans-Serif" font-size="10.00"> </text>
+<polyline fill="none" stroke="black" points="563,-1132.5 719,-1132.5 "/>
+<text text-anchor="start" x="571" y="-1120.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ TVM_DEFINE_OBJECT_REF</text>
+<text text-anchor="start" x="571" y="-1109.5" font-family="Helvetica,sans-Serif" font-size="10.00">_METHODS()</text>
</a>
</g>
</g>
<!-- Node7->Node9 -->
<g id="edge11" class="edge">
<title>Node7->Node9</title>
-<path fill="none" stroke="midnightblue" d="M714.28,-1647.89C692.86,-1495.48 658.13,-1248.42 645.65,-1159.61"/>
-<polygon fill="none" stroke="midnightblue" points="710.87,-1648.82 715.73,-1658.24 717.81,-1647.85 710.87,-1648.82"/>
+<path fill="none" stroke="midnightblue" d="M714.28,-1658.89C692.86,-1506.48 658.13,-1259.42 645.65,-1170.61"/>
+<polygon fill="none" stroke="midnightblue" points="710.87,-1659.82 715.73,-1669.24 717.81,-1658.85 710.87,-1659.82"/>
</g>
<!-- Node10 -->
<g id="node10" class="node">
<title>Node10</title>
<g id="a_node10"><a xlink:href="classtvm_1_1runtime_1_1Optional.html" target="_top" xlink:title=" ">
-<polygon fill="white" stroke="black" points="724.5,-1036.5 724.5,-1214.5 881.5,-1214.5 881.5,-1036.5 724.5,-1036.5"/>
-<text text-anchor="start" x="732.5" y="-1202.5" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::runtime::Optional</text>
-<text text-anchor="middle" x="803" y="-1191.5" font-family="Helvetica,sans-Serif" font-size="10.00">< tvm::runtime::ObjectRef ></text>
-<polyline fill="none" stroke="black" points="724.5,-1184.5 881.5,-1184.5 "/>
-<text text-anchor="start" x="732.5" y="-1172.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_is_nullable</text>
-<polyline fill="none" stroke="black" points="724.5,-1165.5 881.5,-1165.5 "/>
+<polygon fill="white" stroke="black" points="724.5,-1047.5 724.5,-1225.5 881.5,-1225.5 881.5,-1047.5 724.5,-1047.5"/>
+<text text-anchor="start" x="732.5" y="-1213.5" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::runtime::Optional</text>
+<text text-anchor="middle" x="803" y="-1202.5" font-family="Helvetica,sans-Serif" font-size="10.00">< tvm::runtime::ObjectRef ></text>
+<polyline fill="none" stroke="black" points="724.5,-1195.5 881.5,-1195.5 "/>
+<text text-anchor="start" x="732.5" y="-1183.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_is_nullable</text>
+<polyline fill="none" stroke="black" points="724.5,-1176.5 881.5,-1176.5 "/>
+<text text-anchor="start" x="732.5" y="-1164.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Optional()</text>
<text text-anchor="start" x="732.5" y="-1153.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Optional()</text>
<text text-anchor="start" x="732.5" y="-1142.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Optional()</text>
<text text-anchor="start" x="732.5" y="-1131.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Optional()</text>
@@ -263,78 +264,77 @@
<text text-anchor="start" x="732.5" y="-1109.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Optional()</text>
<text text-anchor="start" x="732.5" y="-1098.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Optional()</text>
<text text-anchor="start" x="732.5" y="-1087.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Optional()</text>
-<text text-anchor="start" x="732.5" y="-1076.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Optional()</text>
+<text text-anchor="start" x="732.5" y="-1076.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator=()</text>
<text text-anchor="start" x="732.5" y="-1065.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator=()</text>
-<text text-anchor="start" x="732.5" y="-1054.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator=()</text>
-<text text-anchor="start" x="732.5" y="-1043.5" font-family="Helvetica,sans-Serif" font-size="10.00">and 15 more...</text>
+<text text-anchor="start" x="732.5" y="-1054.5" font-family="Helvetica,sans-Serif" font-size="10.00">and 15 more...</text>
</a>
</g>
</g>
<!-- Node7->Node10 -->
<g id="edge13" class="edge">
<title>Node7->Node10</title>
-<path fill="none" stroke="midnightblue" d="M741.81,-1648.31C750.98,-1538.48 766.09,-1374.85 785,-1233 785.79,-1227.05 786.67,-1220.93 787.59,-1214.76"/>
-<polygon fill="none" stroke="midnightblue" points="738.31,-1648.18 740.97,-1658.43 745.29,-1648.76 738.31,-1648.18"/>
+<path fill="none" stroke="midnightblue" d="M741.81,-1659.31C750.98,-1549.48 766.09,-1385.85 785,-1244 785.79,-1238.05 786.67,-1231.93 787.59,-1225.76"/>
+<polygon fill="none" stroke="midnightblue" points="738.31,-1659.18 740.97,-1669.43 745.29,-1659.76 738.31,-1659.18"/>
</g>
<!-- Node12 -->
<g id="node12" class="node">
<title>Node12</title>
<g id="a_node12"><a xlink:href="classtvm_1_1Attrs.html" target="_top" xlink:title="Managed reference to BaseAttrsNode.">
-<polygon fill="white" stroke="black" points="0,-1393 0,-1461 156,-1461 156,-1393 0,-1393"/>
-<text text-anchor="middle" x="78" y="-1449" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::Attrs</text>
-<polyline fill="none" stroke="black" points="0,-1442 156,-1442 "/>
-<text text-anchor="middle" x="78" y="-1430" font-family="Helvetica,sans-Serif" font-size="10.00"> </text>
-<polyline fill="none" stroke="black" points="0,-1423 156,-1423 "/>
-<text text-anchor="start" x="8" y="-1411" font-family="Helvetica,sans-Serif" font-size="10.00">+ TVM_DEFINE_OBJECT_REF</text>
-<text text-anchor="start" x="8" y="-1400" font-family="Helvetica,sans-Serif" font-size="10.00">_METHODS()</text>
+<polygon fill="white" stroke="black" points="0,-1404 0,-1472 156,-1472 156,-1404 0,-1404"/>
+<text text-anchor="middle" x="78" y="-1460" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::Attrs</text>
+<polyline fill="none" stroke="black" points="0,-1453 156,-1453 "/>
+<text text-anchor="middle" x="78" y="-1441" font-family="Helvetica,sans-Serif" font-size="10.00"> </text>
+<polyline fill="none" stroke="black" points="0,-1434 156,-1434 "/>
+<text text-anchor="start" x="8" y="-1422" font-family="Helvetica,sans-Serif" font-size="10.00">+ TVM_DEFINE_OBJECT_REF</text>
+<text text-anchor="start" x="8" y="-1411" font-family="Helvetica,sans-Serif" font-size="10.00">_METHODS()</text>
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index 9d17b7be84..99ec6cba14 100644
--- a/docs/reference/api/doxygen/classtvm_1_1relay_1_1AttrPatternNode.html
+++ b/docs/reference/api/doxygen/classtvm_1_1relay_1_1AttrPatternNode.html
@@ -88,7 +88,7 @@ Inheritance diagram for tvm::relay::AttrPatternNode:</div>
<div class="dynheader">
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</div>
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<table class="memberdecls">
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index 137723bec9..b624d3c96f 100644
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+++ b/docs/reference/api/doxygen/classtvm_1_1relay_1_1AttrPatternNode__coll__graph.svg
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+<text text-anchor="start" x="30.5" y="-203" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_key</text>
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<g id="node3" class="node">
<title>Node3</title>
<g id="a_node3"><a xlink:href="classtvm_1_1runtime_1_1Object.html" target="_top" xlink:title="base class of all object containers.">
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+<text text-anchor="middle" x="92" y="-885.5" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::runtime::Object</text>
+<polyline fill="none" stroke="black" points="0,-878.5 184,-878.5 "/>
+<text text-anchor="start" x="8" y="-866.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_key</text>
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+<text text-anchor="start" x="8" y="-833.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_child_slots_can</text>
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+<text text-anchor="start" x="8" y="-811.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_has_method_visit</text>
+<text text-anchor="start" x="8" y="-800.5" font-family="Helvetica,sans-Serif" font-size="10.00">_attrs</text>
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+<text text-anchor="start" x="8" y="-778.5" font-family="Helvetica,sans-Serif" font-size="10.00">_reduce</text>
+<text text-anchor="start" x="8" y="-767.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_has_method_shash</text>
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+<text text-anchor="start" x="8" y="-745.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_index</text>
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+<text text-anchor="start" x="8" y="-704.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ type_index()</text>
+<text text-anchor="start" x="8" y="-693.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ GetTypeKey()</text>
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+<text text-anchor="start" x="8" y="-671.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ IsInstance()</text>
+<text text-anchor="start" x="8" y="-660.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ unique()</text>
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<text text-anchor="start" x="8" y="-638.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Object()</text>
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+<text text-anchor="start" x="8" y="-583.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ TypeIndex2KeyHash()</text>
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+<text text-anchor="start" x="8" y="-561.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _GetOrAllocRuntimeTypeIndex()</text>
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+<text text-anchor="start" x="8" y="-539.5" font-family="Helvetica,sans-Serif" font-size="10.00"># IncRef()</text>
+<text text-anchor="start" x="8" y="-528.5" font-family="Helvetica,sans-Serif" font-size="10.00"># DecRef()</text>
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<title>Node3->Node3</title>
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-<text text-anchor="middle" x="228" y="-690.5" font-family="Helvetica,sans-Serif" font-size="10.00"> #deleter_</text>
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<g id="node4" class="node">
<title>Node4</title>
<g id="a_node4"><a xlink:href="classtvm_1_1relay_1_1DFPattern.html" target="_top" xlink:title="Managed reference to dataflow patterns.">
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-<text text-anchor="start" x="193" y="-430.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator()()</text>
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diff --git a/docs/reference/api/doxygen/classtvm_1_1relay_1_1Function-members.html b/docs/reference/api/doxygen/classtvm_1_1relay_1_1Function-members.html
index 44caa6c3b8..546e24fb3a 100644
--- a/docs/reference/api/doxygen/classtvm_1_1relay_1_1Function-members.html
+++ b/docs/reference/api/doxygen/classtvm_1_1relay_1_1Function-members.html
@@ -80,7 +80,7 @@ $(function() {
<tr><td class="entry"><a class="el" href="classtvm_1_1runtime_1_1ObjectRef.html#a17d8d5ad92691f9e18e3e0ae8ef69e4f">defined</a>() const</td><td class="entry"><a class="el" href="classtvm_1_1runtime_1_1ObjectRef.html">tvm::runtime::ObjectRef</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
<tr class="even"><td class="entry"><a class="el" href="classtvm_1_1runtime_1_1ObjectRef.html#acd04bb22a6861e9952c344ee8547411f">DowncastNoCheck</a>(ObjectRef ref)</td><td class="entry"><a class="el" href="classtvm_1_1runtime_1_1ObjectRef.html">tvm::runtime::ObjectRef</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">protected</span><span class="mlabel">static</span></td></tr>
<tr><td class="entry"><a class="el" href="classtvm_1_1runtime_1_1ObjectRef.html#a22e5bb9d64dbc773bb9263b70882239e">FFIClearAfterMove</a>(ObjectRef *ref)</td><td class="entry"><a class="el" href="classtvm_1_1runtime_1_1ObjectRef.html">tvm::runtime::ObjectRef</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">protected</span><span class="mlabel">static</span></td></tr>
- <tr class="even"><td class="entry"><a class="el" href="classtvm_1_1relay_1_1Function.html#a11ee77c0df8aa1c2c072c7cf613b9238">Function</a>(tvm::Array< Var > params, Expr body, Type ret_type, tvm::Array< TypeVar > ty_params, tvm::DictAttrs attrs=NullValue< DictAttrs >(), Span span=Span())</td><td class="entry"><a class="el" href="classtvm_1_1relay_1_1Function.html">tvm::relay::Function</a></td><td class="entry"></td></tr>
+ <tr class="even"><td class="entry"><a class="el" href="classtvm_1_1relay_1_1Function.html#ad722727f82e29dfc4b38d795e807a74e">Function</a>(tvm::Array< Var > params, Expr body, Type ret_type, tvm::Array< TypeVar > ty_params, tvm::DictAttrs attrs=DictAttrs(), Span span=Span())</td><td class="entry"><a class="el" href="classtvm_1_1relay_1_1Function.html">tvm::relay::Function</a></td><td class="entry"></td></tr>
<tr><td class="entry"><a class="el" href="classtvm_1_1runtime_1_1ObjectRef.html#aadbc0886ffa80162ff31eefd0431ba09">get</a>() const</td><td class="entry"><a class="el" href="classtvm_1_1runtime_1_1ObjectRef.html">tvm::runtime::ObjectRef</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
<tr class="even"><td class="entry"><a class="el" href="classtvm_1_1runtime_1_1ObjectRef.html#ae423057ecf93c18714d17f53cd1d318f">get_mutable</a>() const</td><td class="entry"><a class="el" href="classtvm_1_1runtime_1_1ObjectRef.html">tvm::runtime::ObjectRef</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">protected</span></td></tr>
<tr><td class="entry"><a class="el" href="classtvm_1_1runtime_1_1ObjectRef.html#aed593996e4076632450de8fde776707c">GetDataPtr</a>(const ObjectRef &ref)</td><td class="entry"><a class="el" href="classtvm_1_1runtime_1_1ObjectRef.html">tvm::runtime::ObjectRef</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">protected</span><span class="mlabel">static</span></td></tr>
diff --git a/docs/reference/api/doxygen/classtvm_1_1relay_1_1Function.html b/docs/reference/api/doxygen/classtvm_1_1relay_1_1Function.html
index 5cecb6552d..81fa2f6c40 100644
--- a/docs/reference/api/doxygen/classtvm_1_1relay_1_1Function.html
+++ b/docs/reference/api/doxygen/classtvm_1_1relay_1_1Function.html
@@ -92,9 +92,9 @@ Collaboration diagram for tvm::relay::Function:</div>
<table class="memberdecls">
<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-methods"></a>
Public Member Functions</h2></td></tr>
-<tr class="memitem:a11ee77c0df8aa1c2c072c7cf613b9238"><td class="memItemLeft" align="right" valign="top"> </td><td class="memItemRight" valign="bottom"><a class="el" href="classtvm_1_1relay_1_1Function.html#a11ee77c0df8aa1c2c072c7cf613b9238">Function</a> (<a class="el" href="classtvm_1_1runtime_1_1Array.html">tvm::Array</a>< <a class="el" href="classtvm_1_1relay_1_1Var.html">Var</a> > params, <a class="el" href="namespacetvm_1_1relay.html#a5b84e3790f89bb3fad5c7911eeb99531">Exp [...]
-<tr class="memdesc:a11ee77c0df8aa1c2c072c7cf613b9238"><td class="mdescLeft"> </td><td class="mdescRight"><a class="el" href="classtvm_1_1Constructor.html" title="Managed reference to ConstructorNode.">Constructor</a>. <a href="classtvm_1_1relay_1_1Function.html#a11ee77c0df8aa1c2c072c7cf613b9238">More...</a><br /></td></tr>
-<tr class="separator:a11ee77c0df8aa1c2c072c7cf613b9238"><td class="memSeparator" colspan="2"> </td></tr>
+<tr class="memitem:ad722727f82e29dfc4b38d795e807a74e"><td class="memItemLeft" align="right" valign="top"> </td><td class="memItemRight" valign="bottom"><a class="el" href="classtvm_1_1relay_1_1Function.html#ad722727f82e29dfc4b38d795e807a74e">Function</a> (<a class="el" href="classtvm_1_1runtime_1_1Array.html">tvm::Array</a>< <a class="el" href="classtvm_1_1relay_1_1Var.html">Var</a> > params, <a class="el" href="namespacetvm_1_1relay.html#a5b84e3790f89bb3fad5c7911eeb99531">Exp [...]
+<tr class="memdesc:ad722727f82e29dfc4b38d795e807a74e"><td class="mdescLeft"> </td><td class="mdescRight"><a class="el" href="classtvm_1_1Constructor.html" title="Managed reference to ConstructorNode.">Constructor</a>. <a href="classtvm_1_1relay_1_1Function.html#ad722727f82e29dfc4b38d795e807a74e">More...</a><br /></td></tr>
+<tr class="separator:ad722727f82e29dfc4b38d795e807a74e"><td class="memSeparator" colspan="2"> </td></tr>
<tr class="memitem:afb025766d10255fbc8310363f320f772"><td class="memItemLeft" align="right" valign="top"> </td><td class="memItemRight" valign="bottom"><a class="el" href="classtvm_1_1relay_1_1Function.html#afb025766d10255fbc8310363f320f772">TVM_DEFINE_OBJECT_REF_METHODS</a> (<a class="el" href="classtvm_1_1relay_1_1Function.html">Function</a>, <a class="el" href="namespacetvm_1_1relay.html#acbaff2ae7feec23fea55e025a9cc1b76">BaseFunc</a>, <a class="el" href="classtvm_1_1relay_1_1Fun [...]
<tr class="separator:afb025766d10255fbc8310363f320f772"><td class="memSeparator" colspan="2"> </td></tr>
<tr class="memitem:ac085d821f02ee1e2a4927f85f72f6862"><td class="memItemLeft" align="right" valign="top"> </td><td class="memItemRight" valign="bottom"><a class="el" href="classtvm_1_1relay_1_1Function.html#ac085d821f02ee1e2a4927f85f72f6862">TVM_DEFINE_OBJECT_REF_COW_METHOD</a> (<a class="el" href="classtvm_1_1relay_1_1FunctionNode.html">FunctionNode</a>)</td></tr>
@@ -179,8 +179,8 @@ Additional Inherited Members</h2></td></tr>
<div class="textblock"><p>Managed reference to <a class="el" href="classtvm_1_1relay_1_1FunctionNode.html" title="Relay Function container.">FunctionNode</a>. </p>
<dl class="section see"><dt>See also</dt><dd><a class="el" href="classtvm_1_1relay_1_1FunctionNode.html" title="Relay Function container.">FunctionNode</a> </dd></dl>
</div><h2 class="groupheader">Constructor & Destructor Documentation</h2>
-<a id="a11ee77c0df8aa1c2c072c7cf613b9238"></a>
-<h2 class="memtitle"><span class="permalink"><a href="#a11ee77c0df8aa1c2c072c7cf613b9238">◆ </a></span>Function()</h2>
+<a id="ad722727f82e29dfc4b38d795e807a74e"></a>
+<h2 class="memtitle"><span class="permalink"><a href="#ad722727f82e29dfc4b38d795e807a74e">◆ </a></span>Function()</h2>
<div class="memitem">
<div class="memproto">
@@ -213,7 +213,7 @@ Additional Inherited Members</h2></td></tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype"><a class="el" href="classtvm_1_1DictAttrs.html">tvm::DictAttrs</a> </td>
- <td class="paramname"><em>attrs</em> = <code><a class="el" href="namespacetvm.html#ab6c242e8ac09beb463fba306948b7f15">NullValue</a>< <a class="el" href="classtvm_1_1DictAttrs.html">DictAttrs</a> >()</code>, </td>
+ <td class="paramname"><em>attrs</em> = <code><a class="el" href="classtvm_1_1DictAttrs.html">DictAttrs</a>()</code>, </td>
</tr>
<tr>
<td class="paramkey"></td>
diff --git a/docs/reference/api/doxygen/classtvm_1_1relay_1_1FunctionNode.html b/docs/reference/api/doxygen/classtvm_1_1relay_1_1FunctionNode.html
index a03f7b9523..320e505c6b 100644
--- a/docs/reference/api/doxygen/classtvm_1_1relay_1_1FunctionNode.html
+++ b/docs/reference/api/doxygen/classtvm_1_1relay_1_1FunctionNode.html
@@ -88,7 +88,7 @@ Inheritance diagram for tvm::relay::FunctionNode:</div>
<div class="dynheader">
Collaboration diagram for tvm::relay::FunctionNode:</div>
<div class="dyncontent">
-<div class="center"><iframe scrolling="no" frameborder="0" src="classtvm_1_1relay_1_1FunctionNode__coll__graph.svg" width="1534" height="2938"><p><b>This browser is not able to show SVG: try Firefox, Chrome, Safari, or Opera instead.</b></p></iframe>
+<div class="center"><iframe scrolling="no" frameborder="0" src="classtvm_1_1relay_1_1FunctionNode__coll__graph.svg" width="1500" height="2938"><p><b>This browser is not able to show SVG: try Firefox, Chrome, Safari, or Opera instead.</b></p></iframe>
</div>
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+++ b/docs/reference/api/doxygen/classtvm_1_1relay_1_1FunctionNode__coll__graph.svg
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-<text text-anchor="start" x="780" y="-18.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ TVM_DECLARE_FINAL_OBJECT</text>
-<text text-anchor="start" x="780" y="-7.5" font-family="Helvetica,sans-Serif" font-size="10.00">_INFO()</text>
+<polygon fill="#bfbfbf" stroke="black" points="747,-0.5 747,-112.5 923,-112.5 923,-0.5 747,-0.5"/>
+<text text-anchor="middle" x="835" y="-100.5" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::relay::FunctionNode</text>
+<polyline fill="none" stroke="black" points="747,-93.5 923,-93.5 "/>
+<text text-anchor="start" x="755" y="-81.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_key</text>
+<polyline fill="none" stroke="black" points="747,-74.5 923,-74.5 "/>
+<text text-anchor="start" x="755" y="-62.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ VisitAttrs()</text>
+<text text-anchor="start" x="755" y="-51.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ SEqualReduce()</text>
+<text text-anchor="start" x="755" y="-40.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ SHashReduce()</text>
+<text text-anchor="start" x="755" y="-29.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ func_type_annotation()</text>
+<text text-anchor="start" x="755" y="-18.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ TVM_DECLARE_FINAL_OBJECT</text>
+<text text-anchor="start" x="755" y="-7.5" font-family="Helvetica,sans-Serif" font-size="10.00">_INFO()</text>
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<title>Node2</title>
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+<polygon fill="white" stroke="black" points="618.5,-150.5 618.5,-273.5 791.5,-273.5 791.5,-150.5 618.5,-150.5"/>
+<text text-anchor="middle" x="705" y="-261.5" font-family="Helvetica,sans-Serif" font-size="10.00">BaseFuncNode</text>
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+<text text-anchor="start" x="626.5" y="-242.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_key</text>
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+<polyline fill="none" stroke="black" points="618.5,-224.5 791.5,-224.5 "/>
+<text text-anchor="start" x="626.5" y="-212.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ GetAttr()</text>
+<text text-anchor="start" x="626.5" y="-201.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ GetAttr()</text>
+<text text-anchor="start" x="626.5" y="-190.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ HasNonzeroAttr()</text>
+<text text-anchor="start" x="626.5" y="-179.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ GetLinkageType()</text>
+<text text-anchor="start" x="626.5" y="-168.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ TVM_DECLARE_BASE_OBJECT</text>
+<text text-anchor="start" x="626.5" y="-157.5" font-family="Helvetica,sans-Serif" font-size="10.00">_INFO()</text>
</a>
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<g id="edge1" class="edge">
<title>Node2->Node1</title>
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-<polygon fill="none" stroke="midnightblue" points="785.17,-140.44 781.38,-150.33 790.51,-144.96 785.17,-140.44"/>
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<g id="node3" class="node">
<title>Node3</title>
<g id="a_node3"><a xlink:href="classtvm_1_1RelayExprNode.html" target="_top" xlink:title="Base node of all non-primitive expressions.">
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<title>Node3->Node2</title>
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<g id="node4" class="node">
<title>Node4</title>
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+<text text-anchor="start" x="346.5" y="-1030.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_has_method_shash</text>
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+<text text-anchor="start" x="346.5" y="-1008.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_child_slots</text>
+<polyline fill="none" stroke="black" points="338.5,-1001.5 511.5,-1001.5 "/>
+<text text-anchor="start" x="346.5" y="-989.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ TVM_DECLARE_BASE_OBJECT</text>
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<g id="edge3" class="edge">
<title>Node4->Node3</title>
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<g id="node5" class="node">
<title>Node5</title>
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+<text text-anchor="start" x="384" y="-1567.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_has_method_shash</text>
+<text text-anchor="start" x="384" y="-1556.5" font-family="Helvetica,sans-Serif" font-size="10.00">_reduce</text>
+<text text-anchor="start" x="384" y="-1545.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_index</text>
+<text text-anchor="start" x="384" y="-1534.5" font-family="Helvetica,sans-Serif" font-size="10.00"># type_index_</text>
+<text text-anchor="start" x="384" y="-1523.5" font-family="Helvetica,sans-Serif" font-size="10.00"># ref_counter_</text>
+<polyline fill="none" stroke="black" points="376,-1516.5 560,-1516.5 "/>
+<text text-anchor="start" x="384" y="-1504.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ type_index()</text>
+<text text-anchor="start" x="384" y="-1493.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ GetTypeKey()</text>
+<text text-anchor="start" x="384" y="-1482.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ GetTypeKeyHash()</text>
+<text text-anchor="start" x="384" y="-1471.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ IsInstance()</text>
+<text text-anchor="start" x="384" y="-1460.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ unique()</text>
+<text text-anchor="start" x="384" y="-1449.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Object()</text>
+<text text-anchor="start" x="384" y="-1438.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Object()</text>
+<text text-anchor="start" x="384" y="-1427.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Object()</text>
+<text text-anchor="start" x="384" y="-1416.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator=()</text>
+<text text-anchor="start" x="384" y="-1405.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator=()</text>
+<text text-anchor="start" x="384" y="-1394.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ TypeIndex2Key()</text>
+<text text-anchor="start" x="384" y="-1383.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ TypeIndex2KeyHash()</text>
+<text text-anchor="start" x="384" y="-1372.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ TypeKey2Index()</text>
+<text text-anchor="start" x="384" y="-1361.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _GetOrAllocRuntimeTypeIndex()</text>
+<text text-anchor="start" x="384" y="-1350.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ RuntimeTypeIndex()</text>
+<text text-anchor="start" x="384" y="-1339.5" font-family="Helvetica,sans-Serif" font-size="10.00"># IncRef()</text>
+<text text-anchor="start" x="384" y="-1328.5" font-family="Helvetica,sans-Serif" font-size="10.00"># DecRef()</text>
+<text text-anchor="start" x="384" y="-1317.5" font-family="Helvetica,sans-Serif" font-size="10.00"># GetOrAllocRuntimeTypeIndex()</text>
</a>
</g>
</g>
<!-- Node5->Node4 -->
<g id="edge4" class="edge">
<title>Node5->Node4</title>
-<path fill="none" stroke="midnightblue" d="M492.58,-1300.32C489.74,-1239.96 485.7,-1173.74 480,-1113 479.44,-1107.07 478.76,-1100.91 478.02,-1094.75"/>
-<polygon fill="none" stroke="midnightblue" points="489.08,-1300.51 493.04,-1310.34 496.08,-1300.19 489.08,-1300.51"/>
+<path fill="none" stroke="midnightblue" d="M469.69,-1300.34C467.38,-1239.7 462.02,-1173.31 451,-1113 449.91,-1107.03 448.48,-1100.9 446.84,-1094.81"/>
+<polygon fill="none" stroke="midnightblue" points="466.2,-1300.54 470.05,-1310.41 473.19,-1300.29 466.2,-1300.54"/>
</g>
<!-- Node5->Node5 -->
<g id="edge5" class="edge">
<title>Node5->Node5</title>
-<path fill="none" stroke="#404040" d="M591.28,-1537.92C602.02,-1531.66 609,-1520.36 609,-1504 609,-1493.01 605.85,-1484.3 600.52,-1477.87"/>
-<polygon fill="none" stroke="#404040" points="600.46,-1477.81 593.29,-1477 591.28,-1470.08 598.45,-1470.89 600.46,-1477.81"/>
-<text text-anchor="middle" x="635" y="-1501.5" font-family="Helvetica,sans-Serif" font-size="10.00"> #deleter_</text>
+<path fill="none" stroke="#404040" d="M560.28,-1537.92C571.02,-1531.66 578,-1520.36 578,-1504 578,-1493.01 574.85,-1484.3 569.52,-1477.87"/>
+<polygon fill="none" stroke="#404040" points="569.46,-1477.81 562.29,-1477 560.28,-1470.08 567.45,-1470.89 569.46,-1477.81"/>
+<text text-anchor="middle" x="604" y="-1501.5" font-family="Helvetica,sans-Serif" font-size="10.00"> #deleter_</text>
</g>
<!-- Node6 -->
<g id="node6" class="node">
<title>Node6</title>
<g id="a_node6"><a xlink:href="classtvm_1_1Span.html" target="_top" xlink:title=" ">
-<polygon fill="white" stroke="black" points="233,-1459 233,-1549 389,-1549 389,-1459 233,-1459"/>
-<text text-anchor="middle" x="311" y="-1537" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::Span</text>
-<polyline fill="none" stroke="black" points="233,-1530 389,-1530 "/>
-<text text-anchor="middle" x="311" y="-1518" font-family="Helvetica,sans-Serif" font-size="10.00"> </text>
-<polyline fill="none" stroke="black" points="233,-1511 389,-1511 "/>
-<text text-anchor="start" x="241" y="-1499" font-family="Helvetica,sans-Serif" font-size="10.00">+ Span()</text>
-<text text-anchor="start" x="241" y="-1488" font-family="Helvetica,sans-Serif" font-size="10.00">+ Merge()</text>
-<text text-anchor="start" x="241" y="-1477" font-family="Helvetica,sans-Serif" font-size="10.00">+ TVM_DEFINE_OBJECT_REF</text>
-<text text-anchor="start" x="241" y="-1466" font-family="Helvetica,sans-Serif" font-size="10.00">_METHODS()</text>
+<polygon fill="white" stroke="black" points="202,-1459 202,-1549 358,-1549 358,-1459 202,-1459"/>
+<text text-anchor="middle" x="280" y="-1537" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::Span</text>
+<polyline fill="none" stroke="black" points="202,-1530 358,-1530 "/>
+<text text-anchor="middle" x="280" y="-1518" font-family="Helvetica,sans-Serif" font-size="10.00"> </text>
+<polyline fill="none" stroke="black" points="202,-1511 358,-1511 "/>
+<text text-anchor="start" x="210" y="-1499" font-family="Helvetica,sans-Serif" font-size="10.00">+ Span()</text>
+<text text-anchor="start" x="210" y="-1488" font-family="Helvetica,sans-Serif" font-size="10.00">+ Merge()</text>
+<text text-anchor="start" x="210" y="-1477" font-family="Helvetica,sans-Serif" font-size="10.00">+ TVM_DEFINE_OBJECT_REF</text>
+<text text-anchor="start" x="210" y="-1466" font-family="Helvetica,sans-Serif" font-size="10.00">_METHODS()</text>
</a>
</g>
</g>
<!-- Node6->Node4 -->
<g id="edge6" class="edge">
<title>Node6->Node4</title>
-<path fill="none" stroke="#404040" d="M324.35,-1458.88C338.27,-1417.61 362.99,-1355.64 398,-1310 405.69,-1299.98 413.93,-1303.08 420,-1292 458.47,-1221.74 422.84,-1191.02 441,-1113 441.5,-1110.86 442.03,-1108.7 442.6,-1106.53"/>
-<polygon fill="none" stroke="#404040" points="442.64,-1106.38 440.43,-1099.52 445.92,-1094.84 448.13,-1101.7 442.64,-1106.38"/>
-<text text-anchor="middle" x="458.5" y="-1200" font-family="Helvetica,sans-Serif" font-size="10.00"> +span</text>
+<path fill="none" stroke="#404040" d="M292.78,-1458.94C306.37,-1417.42 330.92,-1355.04 367,-1310 375.34,-1299.59 384.35,-1303.56 391,-1292 410.97,-1257.28 406.41,-1152.66 412,-1113 412.29,-1110.97 412.58,-1108.9 412.89,-1106.82"/>
+<polygon fill="none" stroke="#404040" points="412.92,-1106.64 409.86,-1100.11 414.71,-1094.77 417.77,-1101.3 412.92,-1106.64"/>
+<text text-anchor="middle" x="429.5" y="-1200" font-family="Helvetica,sans-Serif" font-size="10.00"> +span</text>
</g>
<!-- Node7 -->
<g id="node7" class="node">
<title>Node7</title>
<g id="a_node7"><a xlink:href="classtvm_1_1runtime_1_1ObjectRef.html" target="_top" xlink:title="Base class of all object reference.">
-<polygon fill="white" stroke="black" points="523,-1735.5 523,-1968.5 657,-1968.5 657,-1735.5 523,-1735.5"/>
-<text text-anchor="middle" x="590" y="-1956.5" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::runtime::ObjectRef</text>
-<polyline fill="none" stroke="black" points="523,-1949.5 657,-1949.5 "/>
-<text text-anchor="start" x="531" y="-1937.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_is_nullable</text>
-<polyline fill="none" stroke="black" points="523,-1930.5 657,-1930.5 "/>
-<text text-anchor="start" x="531" y="-1918.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ ObjectRef()</text>
-<text text-anchor="start" x="531" y="-1907.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ ObjectRef()</text>
-<text text-anchor="start" x="531" y="-1896.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ same_as()</text>
-<text text-anchor="start" x="531" y="-1885.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator==()</text>
-<text text-anchor="start" x="531" y="-1874.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator!=()</text>
-<text text-anchor="start" x="531" y="-1863.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator<()</text>
-<text text-anchor="start" x="531" y="-1852.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ defined()</text>
-<text text-anchor="start" x="531" y="-1841.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ get()</text>
-<text text-anchor="start" x="531" y="-1830.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator->()</text>
-<text text-anchor="start" x="531" y="-1819.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ unique()</text>
-<text text-anchor="start" x="531" y="-1808.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ use_count()</text>
-<text text-anchor="start" x="531" y="-1797.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ as()</text>
-<text text-anchor="start" x="531" y="-1786.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ as()</text>
-<text text-anchor="start" x="531" y="-1775.5" font-family="Helvetica,sans-Serif" font-size="10.00"># get_mutable()</text>
-<text text-anchor="start" x="531" y="-1764.5" font-family="Helvetica,sans-Serif" font-size="10.00"># DowncastNoCheck()</text>
-<text text-anchor="start" x="531" y="-1753.5" font-family="Helvetica,sans-Serif" font-size="10.00"># FFIClearAfterMove()</text>
-<text text-anchor="start" x="531" y="-1742.5" font-family="Helvetica,sans-Serif" font-size="10.00"># GetDataPtr()</text>
+<polygon fill="white" stroke="black" points="492,-1735.5 492,-1968.5 626,-1968.5 626,-1735.5 492,-1735.5"/>
+<text text-anchor="middle" x="559" y="-1956.5" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::runtime::ObjectRef</text>
+<polyline fill="none" stroke="black" points="492,-1949.5 626,-1949.5 "/>
+<text text-anchor="start" x="500" y="-1937.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_is_nullable</text>
+<polyline fill="none" stroke="black" points="492,-1930.5 626,-1930.5 "/>
+<text text-anchor="start" x="500" y="-1918.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ ObjectRef()</text>
+<text text-anchor="start" x="500" y="-1907.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ ObjectRef()</text>
+<text text-anchor="start" x="500" y="-1896.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ same_as()</text>
+<text text-anchor="start" x="500" y="-1885.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator==()</text>
+<text text-anchor="start" x="500" y="-1874.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator!=()</text>
+<text text-anchor="start" x="500" y="-1863.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator<()</text>
+<text text-anchor="start" x="500" y="-1852.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ defined()</text>
+<text text-anchor="start" x="500" y="-1841.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ get()</text>
+<text text-anchor="start" x="500" y="-1830.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator->()</text>
+<text text-anchor="start" x="500" y="-1819.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ unique()</text>
+<text text-anchor="start" x="500" y="-1808.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ use_count()</text>
+<text text-anchor="start" x="500" y="-1797.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ as()</text>
+<text text-anchor="start" x="500" y="-1786.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ as()</text>
+<text text-anchor="start" x="500" y="-1775.5" font-family="Helvetica,sans-Serif" font-size="10.00"># get_mutable()</text>
+<text text-anchor="start" x="500" y="-1764.5" font-family="Helvetica,sans-Serif" font-size="10.00"># DowncastNoCheck()</text>
+<text text-anchor="start" x="500" y="-1753.5" font-family="Helvetica,sans-Serif" font-size="10.00"># FFIClearAfterMove()</text>
+<text text-anchor="start" x="500" y="-1742.5" font-family="Helvetica,sans-Serif" font-size="10.00"># GetDataPtr()</text>
</a>
</g>
</g>
<!-- Node7->Node3 -->
<g id="edge9" class="edge">
<title>Node7->Node3</title>
-<path fill="none" stroke="#404040" d="M522.99,-1847.26C430.11,-1838.08 264.93,-1806.5 187,-1698 35.2,-1486.64 128.83,-1370.97 163,-1113 183.48,-958.41 238.84,-783.34 270.99,-690.18"/>
-<polygon fill="none" stroke="#404040" points="271.04,-690.02 269.23,-683.04 274.98,-678.68 276.79,-685.67 271.04,-690.02"/>
-<text text-anchor="middle" x="206" y="-1200" font-family="Helvetica,sans-Serif" font-size="10.00"> +virtual_device_</text>
+<path fill="none" stroke="#404040" d="M491.99,-1847.26C399.11,-1838.08 233.93,-1806.5 156,-1698 80.1,-1592.32 65.58,-1224.88 132,-1113 140.53,-1098.63 155.27,-1108.58 165,-1095 269.54,-949.05 198.43,-872.97 234,-697 234.43,-694.88 234.87,-692.72 235.33,-690.55"/>
+<polygon fill="none" stroke="#404040" points="235.33,-690.54 232.69,-683.83 237.86,-678.81 240.51,-685.52 235.33,-690.54"/>
+<text text-anchor="middle" x="175" y="-1200" font-family="Helvetica,sans-Serif" font-size="10.00"> +virtual_device_</text>
</g>
<!-- Node7->Node6 -->
<g id="edge7" class="edge">
<title>Node7->Node6</title>
-<path fill="none" stroke="midnightblue" d="M514.16,-1803.35C475.55,-1776.16 430.1,-1739.3 398,-1698 362.7,-1652.59 338.05,-1590.57 324.21,-1549.22"/>
-<polygon fill="none" stroke="midnightblue" points="512.59,-1806.52 522.8,-1809.35 516.59,-1800.77 512.59,-1806.52"/>
+<path fill="none" stroke="midnightblue" d="M483.16,-1803.35C444.55,-1776.16 399.1,-1739.3 367,-1698 331.7,-1652.59 307.05,-1590.57 293.21,-1549.22"/>
+<polygon fill="none" stroke="midnightblue" points="481.59,-1806.52 491.8,-1809.35 485.59,-1800.77 481.59,-1806.52"/>
</g>
<!-- Node9 -->
<g id="node9" class="node">
@@ -239,278 +239,279 @@
<!-- Node7->Node9 -->
<g id="edge11" class="edge">
<title>Node7->Node9</title>
-<path fill="none" stroke="midnightblue" d="M512.67,-1837.75C399.97,-1816.78 198.98,-1772.56 153,-1717 -9.75,-1520.33 47.19,-1175.19 70.25,-1067.24"/>
-<polygon fill="none" stroke="midnightblue" points="512.16,-1841.21 522.63,-1839.58 513.43,-1834.33 512.16,-1841.21"/>
+<path fill="none" stroke="midnightblue" d="M481.8,-1838.09C368.77,-1817.49 166.78,-1773.66 122,-1717 -35.66,-1517.5 39.52,-1174.26 68.43,-1067.01"/>
+<polygon fill="none" stroke="midnightblue" points="481.32,-1841.56 491.79,-1839.89 482.57,-1834.67 481.32,-1841.56"/>
</g>
<!-- Node10 -->
<g id="node10" class="node">
<title>Node10</title>
<g id="a_node10"><a xlink:href="classtvm_1_1runtime_1_1Optional.html" target="_top" xlink:title=" ">
-<polygon fill="white" stroke="black" points="258.5,-1113.5 258.5,-1291.5 415.5,-1291.5 415.5,-1113.5 258.5,-1113.5"/>
-<text text-anchor="start" x="266.5" y="-1279.5" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::runtime::Optional</text>
-<text text-anchor="middle" x="337" y="-1268.5" font-family="Helvetica,sans-Serif" font-size="10.00">< tvm::runtime::ObjectRef ></text>
-<polyline fill="none" stroke="black" points="258.5,-1261.5 415.5,-1261.5 "/>
-<text text-anchor="start" x="266.5" y="-1249.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_is_nullable</text>
-<polyline fill="none" stroke="black" points="258.5,-1242.5 415.5,-1242.5 "/>
-<text text-anchor="start" x="266.5" y="-1230.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Optional()</text>
-<text text-anchor="start" x="266.5" y="-1219.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Optional()</text>
-<text text-anchor="start" x="266.5" y="-1208.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Optional()</text>
-<text text-anchor="start" x="266.5" y="-1197.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Optional()</text>
-<text text-anchor="start" x="266.5" y="-1186.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Optional()</text>
-<text text-anchor="start" x="266.5" y="-1175.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Optional()</text>
-<text text-anchor="start" x="266.5" y="-1164.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Optional()</text>
-<text text-anchor="start" x="266.5" y="-1153.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Optional()</text>
-<text text-anchor="start" x="266.5" y="-1142.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator=()</text>
-<text text-anchor="start" x="266.5" y="-1131.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator=()</text>
-<text text-anchor="start" x="266.5" y="-1120.5" font-family="Helvetica,sans-Serif" font-size="10.00">and 15 more...</text>
+<polygon fill="white" stroke="black" points="227.5,-1113.5 227.5,-1291.5 384.5,-1291.5 384.5,-1113.5 227.5,-1113.5"/>
+<text text-anchor="start" x="235.5" y="-1279.5" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::runtime::Optional</text>
+<text text-anchor="middle" x="306" y="-1268.5" font-family="Helvetica,sans-Serif" font-size="10.00">< tvm::runtime::ObjectRef ></text>
+<polyline fill="none" stroke="black" points="227.5,-1261.5 384.5,-1261.5 "/>
+<text text-anchor="start" x="235.5" y="-1249.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_is_nullable</text>
+<polyline fill="none" stroke="black" points="227.5,-1242.5 384.5,-1242.5 "/>
+<text text-anchor="start" x="235.5" y="-1230.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Optional()</text>
+<text text-anchor="start" x="235.5" y="-1219.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Optional()</text>
+<text text-anchor="start" x="235.5" y="-1208.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Optional()</text>
+<text text-anchor="start" x="235.5" y="-1197.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Optional()</text>
+<text text-anchor="start" x="235.5" y="-1186.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Optional()</text>
+<text text-anchor="start" x="235.5" y="-1175.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Optional()</text>
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-<text text-anchor="start" x="280" y="-426" font-family="Helvetica,sans-Serif" font-size="10.00">+ DictAttrs()</text>
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+<text text-anchor="start" x="280" y="-431.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ DictAttrs()</text>
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+<text text-anchor="middle" x="424" y="-1156.5" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::runtime::ObjectRef</text>
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+<text text-anchor="start" x="365" y="-975.5" font-family="Helvetica,sans-Serif" font-size="10.00"># get_mutable()</text>
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+<text text-anchor="start" x="365" y="-942.5" font-family="Helvetica,sans-Serif" font-size="10.00"># GetDataPtr()</text>
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diff --git a/docs/reference/api/doxygen/classtvm_1_1script_1_1ir__builder_1_1tir_1_1PrimFuncFrameNode-members.html b/docs/reference/api/doxygen/classtvm_1_1script_1_1ir__builder_1_1tir_1_1PrimFuncFrameNode-members.html
index 34a78e95be..695dbc4bb0 100644
--- a/docs/reference/api/doxygen/classtvm_1_1script_1_1ir__builder_1_1tir_1_1PrimFuncFrameNode-members.html
+++ b/docs/reference/api/doxygen/classtvm_1_1script_1_1ir__builder_1_1tir_1_1PrimFuncFrameNode-members.html
@@ -83,7 +83,7 @@ $(function() {
<tr class="even"><td class="entry"><a class="el" href="classtvm_1_1script_1_1ir__builder_1_1tir_1_1PrimFuncFrameNode.html#a4b19a9c7f4b3dae4ae88a3fffd849f7f">_type_key</a></td><td class="entry"><a class="el" href="classtvm_1_1script_1_1ir__builder_1_1tir_1_1PrimFuncFrameNode.html">tvm::script::ir_builder::tir::PrimFuncFrameNode</a></td><td class="entry"><span class="mlabel">static</span></td></tr>
<tr><td class="entry"><a class="el" href="classtvm_1_1script_1_1ir__builder_1_1IRBuilderFrameNode.html#a08e6e65098b35e2908e774de3ab970f3">AddCallback</a>(runtime::TypedPackedFunc< void()> callback)</td><td class="entry"><a class="el" href="classtvm_1_1script_1_1ir__builder_1_1IRBuilderFrameNode.html">tvm::script::ir_builder::IRBuilderFrameNode</a></td><td class="entry"></td></tr>
<tr class="even"><td class="entry"><a class="el" href="classtvm_1_1script_1_1ir__builder_1_1tir_1_1PrimFuncFrameNode.html#a6b883f39efc67336b4f84e831046488d">args</a></td><td class="entry"><a class="el" href="classtvm_1_1script_1_1ir__builder_1_1tir_1_1PrimFuncFrameNode.html">tvm::script::ir_builder::tir::PrimFuncFrameNode</a></td><td class="entry"></td></tr>
- <tr><td class="entry"><a class="el" href="classtvm_1_1script_1_1ir__builder_1_1tir_1_1PrimFuncFrameNode.html#ad6c10521cce6f52a683af6d7a2999a6c">attrs</a></td><td class="entry"><a class="el" href="classtvm_1_1script_1_1ir__builder_1_1tir_1_1PrimFuncFrameNode.html">tvm::script::ir_builder::tir::PrimFuncFrameNode</a></td><td class="entry"></td></tr>
+ <tr><td class="entry"><a class="el" href="classtvm_1_1script_1_1ir__builder_1_1tir_1_1PrimFuncFrameNode.html#adb3c93299efd5fcac8952bc71d70a797">attrs</a></td><td class="entry"><a class="el" href="classtvm_1_1script_1_1ir__builder_1_1tir_1_1PrimFuncFrameNode.html">tvm::script::ir_builder::tir::PrimFuncFrameNode</a></td><td class="entry"></td></tr>
<tr class="even"><td class="entry"><a class="el" href="classtvm_1_1script_1_1ir__builder_1_1tir_1_1PrimFuncFrameNode.html#a2d4040abf60871f7dce6d5e2fc2572c5">buffer_map</a></td><td class="entry"><a class="el" href="classtvm_1_1script_1_1ir__builder_1_1tir_1_1PrimFuncFrameNode.html">tvm::script::ir_builder::tir::PrimFuncFrameNode</a></td><td class="entry"></td></tr>
<tr><td class="entry"><a class="el" href="classtvm_1_1script_1_1ir__builder_1_1IRBuilderFrameNode.html#aa21f554fdcf6ab78c55cb54cdc69c0c2">callbacks</a></td><td class="entry"><a class="el" href="classtvm_1_1script_1_1ir__builder_1_1IRBuilderFrameNode.html">tvm::script::ir_builder::IRBuilderFrameNode</a></td><td class="entry"></td></tr>
<tr class="even"><td class="entry"><a class="el" href="classtvm_1_1runtime_1_1Object.html#a70fb5361147634605d6595bb89381f03">DecRef</a>()</td><td class="entry"><a class="el" href="classtvm_1_1runtime_1_1Object.html">tvm::runtime::Object</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">protected</span></td></tr>
diff --git a/docs/reference/api/doxygen/classtvm_1_1script_1_1ir__builder_1_1tir_1_1PrimFuncFrameNode.html b/docs/reference/api/doxygen/classtvm_1_1script_1_1ir__builder_1_1tir_1_1PrimFuncFrameNode.html
index db56474d42..a282cc6d49 100644
--- a/docs/reference/api/doxygen/classtvm_1_1script_1_1ir__builder_1_1tir_1_1PrimFuncFrameNode.html
+++ b/docs/reference/api/doxygen/classtvm_1_1script_1_1ir__builder_1_1tir_1_1PrimFuncFrameNode.html
@@ -88,7 +88,7 @@ Inheritance diagram for tvm::script::ir_builder::tir::PrimFuncFrameNode:</div>
<div class="dynheader">
Collaboration diagram for tvm::script::ir_builder::tir::PrimFuncFrameNode:</div>
<div class="dyncontent">
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+<div class="center"><iframe scrolling="no" frameborder="0" src="classtvm_1_1script_1_1ir__builder_1_1tir_1_1PrimFuncFrameNode__coll__graph.svg" width="1312" height="2076"><p><b>This browser is not able to show SVG: try Firefox, Chrome, Safari, or Opera instead.</b></p></iframe>
</div>
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<table class="memberdecls">
@@ -160,9 +160,9 @@ Public Attributes</h2></td></tr>
<tr class="memitem:a2d4040abf60871f7dce6d5e2fc2572c5"><td class="memItemLeft" align="right" valign="top"><a class="el" href="classtvm_1_1runtime_1_1Map.html">Map</a>< <a class="el" href="classtvm_1_1tir_1_1Var.html">tvm::tir::Var</a>, <a class="el" href="classtvm_1_1tir_1_1Buffer.html">tvm::tir::Buffer</a> > </td><td class="memItemRight" valign="bottom"><a class="el" href="classtvm_1_1script_1_1ir__builder_1_1tir_1_1PrimFuncFrameNode.html#a2d4040abf60871f7dce6d5e2fc2572c5">buf [...]
<tr class="memdesc:a2d4040abf60871f7dce6d5e2fc2572c5"><td class="mdescLeft"> </td><td class="mdescRight">Maps some parameters to specific Buffer data structures. <a href="classtvm_1_1script_1_1ir__builder_1_1tir_1_1PrimFuncFrameNode.html#a2d4040abf60871f7dce6d5e2fc2572c5">More...</a><br /></td></tr>
<tr class="separator:a2d4040abf60871f7dce6d5e2fc2572c5"><td class="memSeparator" colspan="2"> </td></tr>
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-<tr class="memdesc:ad6c10521cce6f52a683af6d7a2999a6c"><td class="mdescLeft"> </td><td class="mdescRight">Additional attributes storing the meta-data. <a href="classtvm_1_1script_1_1ir__builder_1_1tir_1_1PrimFuncFrameNode.html#ad6c10521cce6f52a683af6d7a2999a6c">More...</a><br /></td></tr>
-<tr class="separator:ad6c10521cce6f52a683af6d7a2999a6c"><td class="memSeparator" colspan="2"> </td></tr>
+<tr class="memitem:adb3c93299efd5fcac8952bc71d70a797"><td class="memItemLeft" align="right" valign="top"><a class="el" href="classtvm_1_1runtime_1_1Map.html">Map</a>< <a class="el" href="classtvm_1_1runtime_1_1String.html">String</a>, <a class="el" href="classtvm_1_1runtime_1_1ObjectRef.html">ObjectRef</a> > </td><td class="memItemRight" valign="bottom"><a class="el" href="classtvm_1_1script_1_1ir__builder_1_1tir_1_1PrimFuncFrameNode.html#adb3c93299efd5fcac8952bc71d70a797">att [...]
+<tr class="memdesc:adb3c93299efd5fcac8952bc71d70a797"><td class="mdescLeft"> </td><td class="mdescRight">Additional attributes storing the meta-data. <a href="classtvm_1_1script_1_1ir__builder_1_1tir_1_1PrimFuncFrameNode.html#adb3c93299efd5fcac8952bc71d70a797">More...</a><br /></td></tr>
+<tr class="separator:adb3c93299efd5fcac8952bc71d70a797"><td class="memSeparator" colspan="2"> </td></tr>
<tr class="memitem:a33d29fc6dadbe1a011ec1a020a2e24cd"><td class="memItemLeft" align="right" valign="top"><a class="el" href="classtvm_1_1runtime_1_1Map.html">Map</a>< <a class="el" href="classtvm_1_1tir_1_1Var.html">tvm::tir::Var</a>, <a class="el" href="classtvm_1_1tir_1_1IterVar.html">tvm::tir::IterVar</a> > </td><td class="memItemRight" valign="bottom"><a class="el" href="classtvm_1_1script_1_1ir__builder_1_1tir_1_1PrimFuncFrameNode.html#a33d29fc6dadbe1a011ec1a020a2e24cd">e [...]
<tr class="memdesc:a33d29fc6dadbe1a011ec1a020a2e24cd"><td class="mdescLeft"> </td><td class="mdescRight">The variable map bound to thread env. <a href="classtvm_1_1script_1_1ir__builder_1_1tir_1_1PrimFuncFrameNode.html#a33d29fc6dadbe1a011ec1a020a2e24cd">More...</a><br /></td></tr>
<tr class="separator:a33d29fc6dadbe1a011ec1a020a2e24cd"><td class="memSeparator" colspan="2"> </td></tr>
@@ -377,14 +377,14 @@ Additional Inherited Members</h2></td></tr>
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-<h2 class="memtitle"><span class="permalink"><a href="#ad6c10521cce6f52a683af6d7a2999a6c">◆ </a></span>attrs</h2>
+<a id="adb3c93299efd5fcac8952bc71d70a797"></a>
+<h2 class="memtitle"><span class="permalink"><a href="#adb3c93299efd5fcac8952bc71d70a797">◆ </a></span>attrs</h2>
<div class="memitem">
<div class="memproto">
<table class="memname">
<tr>
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+ <td class="memname"><a class="el" href="classtvm_1_1runtime_1_1Map.html">Map</a><<a class="el" href="classtvm_1_1runtime_1_1String.html">String</a>, <a class="el" href="classtvm_1_1runtime_1_1ObjectRef.html">ObjectRef</a>> tvm::script::ir_builder::tir::PrimFuncFrameNode::attrs</td>
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+++ b/docs/reference/api/doxygen/classtvm_1_1script_1_1ir__builder_1_1tir_1_1PrimFuncFrameNode__coll__graph.svg
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+<svg width="984pt" height="1557pt"
+ viewBox="0.00 0.00 984.00 1557.00" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink">
+<g id="graph0" class="graph" transform="scale(1 1) rotate(0) translate(4 1553)">
<title>tvm::script::ir_builder::tir::PrimFuncFrameNode</title>
-<polygon fill="white" stroke="transparent" points="-4,4 -4,-1564 1047,-1564 1047,4 -4,4"/>
+<polygon fill="white" stroke="transparent" points="-4,4 -4,-1553 980,-1553 980,4 -4,4"/>
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<g id="node1" class="node">
<title>Node1</title>
@@ -31,487 +31,486 @@
<g id="node2" class="node">
<title>Node2</title>
<g id="a_node2"><a xlink:href="classtvm_1_1script_1_1ir__builder_1_1tir_1_1TIRFrameNode.html" target="_top" xlink:title="A base frame that represents the TIR fame with body of statements.">
-<polygon fill="white" stroke="black" points="5.5,-215.5 5.5,-305.5 178.5,-305.5 178.5,-215.5 5.5,-215.5"/>
-<text text-anchor="start" x="13.5" y="-293.5" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::script::ir_builder</text>
-<text text-anchor="middle" x="92" y="-282.5" font-family="Helvetica,sans-Serif" font-size="10.00">::tir::TIRFrameNode</text>
-<polyline fill="none" stroke="black" points="5.5,-275.5 178.5,-275.5 "/>
-<text text-anchor="start" x="13.5" y="-263.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_key</text>
-<polyline fill="none" stroke="black" points="5.5,-256.5 178.5,-256.5 "/>
-<text text-anchor="start" x="13.5" y="-244.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ VisitAttrs()</text>
-<text text-anchor="start" x="13.5" y="-233.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ TVM_DECLARE_BASE_OBJECT</text>
-<text text-anchor="start" x="13.5" y="-222.5" font-family="Helvetica,sans-Serif" font-size="10.00">_INFO()</text>
+<polygon fill="white" stroke="black" points="5.5,-210 5.5,-300 178.5,-300 178.5,-210 5.5,-210"/>
+<text text-anchor="start" x="13.5" y="-288" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::script::ir_builder</text>
+<text text-anchor="middle" x="92" y="-277" font-family="Helvetica,sans-Serif" font-size="10.00">::tir::TIRFrameNode</text>
+<polyline fill="none" stroke="black" points="5.5,-270 178.5,-270 "/>
+<text text-anchor="start" x="13.5" y="-258" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_key</text>
+<polyline fill="none" stroke="black" points="5.5,-251 178.5,-251 "/>
+<text text-anchor="start" x="13.5" y="-239" font-family="Helvetica,sans-Serif" font-size="10.00">+ VisitAttrs()</text>
+<text text-anchor="start" x="13.5" y="-228" font-family="Helvetica,sans-Serif" font-size="10.00">+ TVM_DECLARE_BASE_OBJECT</text>
+<text text-anchor="start" x="13.5" y="-217" font-family="Helvetica,sans-Serif" font-size="10.00">_INFO()</text>
</a>
</g>
</g>
<!-- Node2->Node1 -->
<g id="edge1" class="edge">
<title>Node2->Node1</title>
-<path fill="none" stroke="midnightblue" d="M124.39,-206.83C143.47,-180.14 169.95,-149.54 201,-131 280.09,-83.77 385.28,-66.66 458.84,-60.58"/>
-<polygon fill="none" stroke="midnightblue" points="121.3,-205.13 118.46,-215.34 127.05,-209.13 121.3,-205.13"/>
+<path fill="none" stroke="midnightblue" d="M126.37,-201.58C145.45,-176.52 171.32,-148.29 201,-131 280.46,-84.71 385.35,-67.43 458.73,-61.05"/>
+<polygon fill="none" stroke="midnightblue" points="123.31,-199.82 120.16,-209.93 128.93,-203.99 123.31,-199.82"/>
</g>
<!-- Node3 -->
<g id="node3" class="node">
<title>Node3</title>
<g id="a_node3"><a xlink:href="classtvm_1_1script_1_1ir__builder_1_1IRBuilderFrameNode.html" target="_top" xlink:title=" ">
-<polygon fill="white" stroke="black" points="5.5,-708.5 5.5,-853.5 178.5,-853.5 178.5,-708.5 5.5,-708.5"/>
-<text text-anchor="start" x="13.5" y="-841.5" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::script::ir_builder</text>
-<text text-anchor="middle" x="92" y="-830.5" font-family="Helvetica,sans-Serif" font-size="10.00">::IRBuilderFrameNode</text>
-<polyline fill="none" stroke="black" points="5.5,-823.5 178.5,-823.5 "/>
-<text text-anchor="start" x="13.5" y="-811.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ callbacks</text>
-<text text-anchor="start" x="13.5" y="-800.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_key</text>
-<polyline fill="none" stroke="black" points="5.5,-793.5 178.5,-793.5 "/>
-<text text-anchor="start" x="13.5" y="-781.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ VisitAttrs()</text>
-<text text-anchor="start" x="13.5" y="-770.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ TVM_DECLARE_BASE_OBJECT</text>
-<text text-anchor="start" x="13.5" y="-759.5" font-family="Helvetica,sans-Serif" font-size="10.00">_INFO()</text>
-<text text-anchor="start" x="13.5" y="-748.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ ~IRBuilderFrameNode()</text>
-<text text-anchor="start" x="13.5" y="-737.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ EnterWithScope()</text>
-<text text-anchor="start" x="13.5" y="-726.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ ExitWithScope()</text>
-<text text-anchor="start" x="13.5" y="-715.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ AddCallback()</text>
+<polygon fill="white" stroke="black" points="5.5,-697.5 5.5,-842.5 178.5,-842.5 178.5,-697.5 5.5,-697.5"/>
+<text text-anchor="start" x="13.5" y="-830.5" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::script::ir_builder</text>
+<text text-anchor="middle" x="92" y="-819.5" font-family="Helvetica,sans-Serif" font-size="10.00">::IRBuilderFrameNode</text>
+<polyline fill="none" stroke="black" points="5.5,-812.5 178.5,-812.5 "/>
+<text text-anchor="start" x="13.5" y="-800.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ callbacks</text>
+<text text-anchor="start" x="13.5" y="-789.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_key</text>
+<polyline fill="none" stroke="black" points="5.5,-782.5 178.5,-782.5 "/>
+<text text-anchor="start" x="13.5" y="-770.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ VisitAttrs()</text>
+<text text-anchor="start" x="13.5" y="-759.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ TVM_DECLARE_BASE_OBJECT</text>
+<text text-anchor="start" x="13.5" y="-748.5" font-family="Helvetica,sans-Serif" font-size="10.00">_INFO()</text>
+<text text-anchor="start" x="13.5" y="-737.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ ~IRBuilderFrameNode()</text>
+<text text-anchor="start" x="13.5" y="-726.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ EnterWithScope()</text>
+<text text-anchor="start" x="13.5" y="-715.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ ExitWithScope()</text>
+<text text-anchor="start" x="13.5" y="-704.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ AddCallback()</text>
</a>
</g>
</g>
<!-- Node3->Node2 -->
<g id="edge2" class="edge">
<title>Node3->Node2</title>
-<path fill="none" stroke="midnightblue" d="M92,-698.3C92,-587.29 92,-392.69 92,-305.7"/>
-<polygon fill="none" stroke="midnightblue" points="88.5,-698.45 92,-708.45 95.5,-698.45 88.5,-698.45"/>
+<path fill="none" stroke="midnightblue" d="M92,-687.37C92,-577.62 92,-386.37 92,-300.25"/>
+<polygon fill="none" stroke="midnightblue" points="88.5,-687.4 92,-697.4 95.5,-687.4 88.5,-687.4"/>
</g>
<!-- Node4 -->
<g id="node4" class="node">
<title>Node4</title>
<g id="a_node4"><a xlink:href="classtvm_1_1runtime_1_1Object.html" target="_top" xlink:title="base class of all object containers.">
-<polygon fill="white" stroke="black" points="0,-946.5 0,-1333.5 184,-1333.5 184,-946.5 0,-946.5"/>
-<text text-anchor="middle" x="92" y="-1321.5" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::runtime::Object</text>
-<polyline fill="none" stroke="black" points="0,-1314.5 184,-1314.5 "/>
-<text text-anchor="start" x="8" y="-1302.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_key</text>
-<text text-anchor="start" x="8" y="-1291.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_final</text>
-<text text-anchor="start" x="8" y="-1280.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_child_slots</text>
-<text text-anchor="start" x="8" y="-1269.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_child_slots_can</text>
-<text text-anchor="start" x="8" y="-1258.5" font-family="Helvetica,sans-Serif" font-size="10.00">_overflow</text>
-<text text-anchor="start" x="8" y="-1247.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_has_method_visit</text>
-<text text-anchor="start" x="8" y="-1236.5" font-family="Helvetica,sans-Serif" font-size="10.00">_attrs</text>
-<text text-anchor="start" x="8" y="-1225.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_has_method_sequal</text>
-<text text-anchor="start" x="8" y="-1214.5" font-family="Helvetica,sans-Serif" font-size="10.00">_reduce</text>
-<text text-anchor="start" x="8" y="-1203.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_has_method_shash</text>
-<text text-anchor="start" x="8" y="-1192.5" font-family="Helvetica,sans-Serif" font-size="10.00">_reduce</text>
-<text text-anchor="start" x="8" y="-1181.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_index</text>
-<text text-anchor="start" x="8" y="-1170.5" font-family="Helvetica,sans-Serif" font-size="10.00"># type_index_</text>
-<text text-anchor="start" x="8" y="-1159.5" font-family="Helvetica,sans-Serif" font-size="10.00"># ref_counter_</text>
-<polyline fill="none" stroke="black" points="0,-1152.5 184,-1152.5 "/>
-<text text-anchor="start" x="8" y="-1140.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ type_index()</text>
-<text text-anchor="start" x="8" y="-1129.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ GetTypeKey()</text>
-<text text-anchor="start" x="8" y="-1118.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ GetTypeKeyHash()</text>
-<text text-anchor="start" x="8" y="-1107.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ IsInstance()</text>
-<text text-anchor="start" x="8" y="-1096.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ unique()</text>
-<text text-anchor="start" x="8" y="-1085.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Object()</text>
+<polygon fill="white" stroke="black" points="0,-935.5 0,-1322.5 184,-1322.5 184,-935.5 0,-935.5"/>
+<text text-anchor="middle" x="92" y="-1310.5" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::runtime::Object</text>
+<polyline fill="none" stroke="black" points="0,-1303.5 184,-1303.5 "/>
+<text text-anchor="start" x="8" y="-1291.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_key</text>
+<text text-anchor="start" x="8" y="-1280.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_final</text>
+<text text-anchor="start" x="8" y="-1269.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_child_slots</text>
+<text text-anchor="start" x="8" y="-1258.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_child_slots_can</text>
+<text text-anchor="start" x="8" y="-1247.5" font-family="Helvetica,sans-Serif" font-size="10.00">_overflow</text>
+<text text-anchor="start" x="8" y="-1236.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_has_method_visit</text>
+<text text-anchor="start" x="8" y="-1225.5" font-family="Helvetica,sans-Serif" font-size="10.00">_attrs</text>
+<text text-anchor="start" x="8" y="-1214.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_has_method_sequal</text>
+<text text-anchor="start" x="8" y="-1203.5" font-family="Helvetica,sans-Serif" font-size="10.00">_reduce</text>
+<text text-anchor="start" x="8" y="-1192.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_has_method_shash</text>
+<text text-anchor="start" x="8" y="-1181.5" font-family="Helvetica,sans-Serif" font-size="10.00">_reduce</text>
+<text text-anchor="start" x="8" y="-1170.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_index</text>
+<text text-anchor="start" x="8" y="-1159.5" font-family="Helvetica,sans-Serif" font-size="10.00"># type_index_</text>
+<text text-anchor="start" x="8" y="-1148.5" font-family="Helvetica,sans-Serif" font-size="10.00"># ref_counter_</text>
+<polyline fill="none" stroke="black" points="0,-1141.5 184,-1141.5 "/>
+<text text-anchor="start" x="8" y="-1129.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ type_index()</text>
+<text text-anchor="start" x="8" y="-1118.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ GetTypeKey()</text>
+<text text-anchor="start" x="8" y="-1107.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ GetTypeKeyHash()</text>
+<text text-anchor="start" x="8" y="-1096.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ IsInstance()</text>
+<text text-anchor="start" x="8" y="-1085.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ unique()</text>
<text text-anchor="start" x="8" y="-1074.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Object()</text>
<text text-anchor="start" x="8" y="-1063.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Object()</text>
-<text text-anchor="start" x="8" y="-1052.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator=()</text>
+<text text-anchor="start" x="8" y="-1052.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Object()</text>
<text text-anchor="start" x="8" y="-1041.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator=()</text>
-<text text-anchor="start" x="8" y="-1030.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ TypeIndex2Key()</text>
-<text text-anchor="start" x="8" y="-1019.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ TypeIndex2KeyHash()</text>
-<text text-anchor="start" x="8" y="-1008.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ TypeKey2Index()</text>
-<text text-anchor="start" x="8" y="-997.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _GetOrAllocRuntimeTypeIndex()</text>
-<text text-anchor="start" x="8" y="-986.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ RuntimeTypeIndex()</text>
-<text text-anchor="start" x="8" y="-975.5" font-family="Helvetica,sans-Serif" font-size="10.00"># IncRef()</text>
-<text text-anchor="start" x="8" y="-964.5" font-family="Helvetica,sans-Serif" font-size="10.00"># DecRef()</text>
-<text text-anchor="start" x="8" y="-953.5" font-family="Helvetica,sans-Serif" font-size="10.00"># GetOrAllocRuntimeTypeIndex()</text>
+<text text-anchor="start" x="8" y="-1030.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator=()</text>
+<text text-anchor="start" x="8" y="-1019.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ TypeIndex2Key()</text>
+<text text-anchor="start" x="8" y="-1008.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ TypeIndex2KeyHash()</text>
+<text text-anchor="start" x="8" y="-997.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ TypeKey2Index()</text>
+<text text-anchor="start" x="8" y="-986.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _GetOrAllocRuntimeTypeIndex()</text>
+<text text-anchor="start" x="8" y="-975.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ RuntimeTypeIndex()</text>
+<text text-anchor="start" x="8" y="-964.5" font-family="Helvetica,sans-Serif" font-size="10.00"># IncRef()</text>
+<text text-anchor="start" x="8" y="-953.5" font-family="Helvetica,sans-Serif" font-size="10.00"># DecRef()</text>
+<text text-anchor="start" x="8" y="-942.5" font-family="Helvetica,sans-Serif" font-size="10.00"># GetOrAllocRuntimeTypeIndex()</text>
</a>
</g>
</g>
<!-- Node4->Node3 -->
<g id="edge3" class="edge">
<title>Node4->Node3</title>
-<path fill="none" stroke="midnightblue" d="M92,-936.33C92,-906.76 92,-878.09 92,-853.64"/>
-<polygon fill="none" stroke="midnightblue" points="88.5,-936.39 92,-946.39 95.5,-936.39 88.5,-936.39"/>
+<path fill="none" stroke="midnightblue" d="M92,-925.33C92,-895.76 92,-867.09 92,-842.64"/>
+<polygon fill="none" stroke="midnightblue" points="88.5,-925.39 92,-935.39 95.5,-925.39 88.5,-925.39"/>
</g>
<!-- Node4->Node4 -->
<g id="edge4" class="edge">
<title>Node4->Node4</title>
-<path fill="none" stroke="#404040" d="M184.28,-1173.92C195.02,-1167.66 202,-1156.36 202,-1140 202,-1129.01 198.85,-1120.3 193.52,-1113.87"/>
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-<text text-anchor="middle" x="228" y="-1137.5" font-family="Helvetica,sans-Serif" font-size="10.00"> #deleter_</text>
+<path fill="none" stroke="#404040" d="M184.28,-1162.92C195.02,-1156.66 202,-1145.36 202,-1129 202,-1118.01 198.85,-1109.3 193.52,-1102.87"/>
+<polygon fill="none" stroke="#404040" points="193.46,-1102.81 186.29,-1102 184.28,-1095.08 191.45,-1095.89 193.46,-1102.81"/>
+<text text-anchor="middle" x="228" y="-1126.5" font-family="Helvetica,sans-Serif" font-size="10.00"> #deleter_</text>
</g>
<!-- Node5 -->
<g id="node5" class="node">
<title>Node5</title>
<g id="a_node5"><a xlink:href="classtvm_1_1runtime_1_1Array.html" target="_top" xlink:title=" ">
-<polygon fill="white" stroke="black" points="210.5,-653.5 210.5,-908.5 331.5,-908.5 331.5,-653.5 210.5,-653.5"/>
-<text text-anchor="start" x="218.5" y="-896.5" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::runtime::Array</text>
-<text text-anchor="middle" x="271" y="-885.5" font-family="Helvetica,sans-Serif" font-size="10.00">< tvm::tir::Stmt ></text>
-<polyline fill="none" stroke="black" points="210.5,-878.5 331.5,-878.5 "/>
-<text text-anchor="middle" x="271" y="-866.5" font-family="Helvetica,sans-Serif" font-size="10.00"> </text>
-<polyline fill="none" stroke="black" points="210.5,-859.5 331.5,-859.5 "/>
-<text text-anchor="start" x="218.5" y="-847.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Array()</text>
-<text text-anchor="start" x="218.5" y="-836.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Array()</text>
-<text text-anchor="start" x="218.5" y="-825.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Array()</text>
-<text text-anchor="start" x="218.5" y="-814.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Array()</text>
-<text text-anchor="start" x="218.5" y="-803.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Array()</text>
-<text text-anchor="start" x="218.5" y="-792.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Array()</text>
-<text text-anchor="start" x="218.5" y="-781.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Array()</text>
-<text text-anchor="start" x="218.5" y="-770.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Array()</text>
-<text text-anchor="start" x="218.5" y="-759.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator=()</text>
-<text text-anchor="start" x="218.5" y="-748.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator=()</text>
-<text text-anchor="start" x="218.5" y="-737.5" font-family="Helvetica,sans-Serif" font-size="10.00">and 25 more...</text>
-<text text-anchor="start" x="218.5" y="-726.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ CalcCapacityImpl()</text>
-<text text-anchor="start" x="218.5" y="-715.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ CalcCapacityImpl()</text>
-<text text-anchor="start" x="218.5" y="-704.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ CalcCapacityImpl()</text>
-<text text-anchor="start" x="218.5" y="-693.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ AgregateImpl()</text>
-<text text-anchor="start" x="218.5" y="-682.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ AgregateImpl()</text>
-<text text-anchor="start" x="218.5" y="-671.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ AgregateImpl()</text>
-<text text-anchor="start" x="218.5" y="-660.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Agregate()</text>
+<polygon fill="white" stroke="black" points="206.5,-642.5 206.5,-897.5 327.5,-897.5 327.5,-642.5 206.5,-642.5"/>
+<text text-anchor="start" x="214.5" y="-885.5" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::runtime::Array</text>
+<text text-anchor="middle" x="267" y="-874.5" font-family="Helvetica,sans-Serif" font-size="10.00">< tvm::tir::Stmt ></text>
+<polyline fill="none" stroke="black" points="206.5,-867.5 327.5,-867.5 "/>
+<text text-anchor="middle" x="267" y="-855.5" font-family="Helvetica,sans-Serif" font-size="10.00"> </text>
+<polyline fill="none" stroke="black" points="206.5,-848.5 327.5,-848.5 "/>
+<text text-anchor="start" x="214.5" y="-836.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Array()</text>
+<text text-anchor="start" x="214.5" y="-825.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Array()</text>
+<text text-anchor="start" x="214.5" y="-814.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Array()</text>
+<text text-anchor="start" x="214.5" y="-803.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Array()</text>
+<text text-anchor="start" x="214.5" y="-792.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Array()</text>
+<text text-anchor="start" x="214.5" y="-781.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Array()</text>
+<text text-anchor="start" x="214.5" y="-770.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Array()</text>
+<text text-anchor="start" x="214.5" y="-759.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Array()</text>
+<text text-anchor="start" x="214.5" y="-748.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator=()</text>
+<text text-anchor="start" x="214.5" y="-737.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator=()</text>
+<text text-anchor="start" x="214.5" y="-726.5" font-family="Helvetica,sans-Serif" font-size="10.00">and 25 more...</text>
+<text text-anchor="start" x="214.5" y="-715.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ CalcCapacityImpl()</text>
+<text text-anchor="start" x="214.5" y="-704.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ CalcCapacityImpl()</text>
+<text text-anchor="start" x="214.5" y="-693.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ CalcCapacityImpl()</text>
+<text text-anchor="start" x="214.5" y="-682.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ AgregateImpl()</text>
+<text text-anchor="start" x="214.5" y="-671.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ AgregateImpl()</text>
+<text text-anchor="start" x="214.5" y="-660.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ AgregateImpl()</text>
+<text text-anchor="start" x="214.5" y="-649.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Agregate()</text>
</a>
</g>
</g>
<!-- Node5->Node2 -->
<g id="edge5" class="edge">
<title>Node5->Node2</title>
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-<polygon fill="none" stroke="#404040" points="99.83,-317.63 95.03,-312.24 98.15,-305.74 102.95,-311.13 99.83,-317.63"/>
-<text text-anchor="middle" x="173" y="-504.5" font-family="Helvetica,sans-Serif" font-size="10.00"> +stmts</text>
+<path fill="none" stroke="#404040" d="M206.4,-661.93C200.33,-654.76 193.85,-648.02 187,-642 172.65,-629.4 159.47,-639.26 148,-624 138.71,-611.65 112.04,-412.32 99.15,-312.31"/>
+<polygon fill="none" stroke="#404040" points="99.14,-312.24 94.41,-306.8 97.61,-300.34 102.34,-305.78 99.14,-312.24"/>
+<text text-anchor="middle" x="168" y="-493.5" font-family="Helvetica,sans-Serif" font-size="10.00"> +stmts</text>
</g>
<!-- Node6 -->
<g id="node6" class="node">
<title>Node6</title>
<g id="a_node6"><a xlink:href="classtvm_1_1runtime_1_1ObjectRef.html" target="_top" xlink:title="Base class of all object reference.">
-<polygon fill="white" stroke="black" points="431,-1023.5 431,-1256.5 565,-1256.5 565,-1023.5 431,-1023.5"/>
-<text text-anchor="middle" x="498" y="-1244.5" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::runtime::ObjectRef</text>
-<polyline fill="none" stroke="black" points="431,-1237.5 565,-1237.5 "/>
-<text text-anchor="start" x="439" y="-1225.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_is_nullable</text>
-<polyline fill="none" stroke="black" points="431,-1218.5 565,-1218.5 "/>
-<text text-anchor="start" x="439" y="-1206.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ ObjectRef()</text>
-<text text-anchor="start" x="439" y="-1195.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ ObjectRef()</text>
-<text text-anchor="start" x="439" y="-1184.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ same_as()</text>
-<text text-anchor="start" x="439" y="-1173.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator==()</text>
-<text text-anchor="start" x="439" y="-1162.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator!=()</text>
-<text text-anchor="start" x="439" y="-1151.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator<()</text>
-<text text-anchor="start" x="439" y="-1140.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ defined()</text>
-<text text-anchor="start" x="439" y="-1129.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ get()</text>
-<text text-anchor="start" x="439" y="-1118.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator->()</text>
-<text text-anchor="start" x="439" y="-1107.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ unique()</text>
-<text text-anchor="start" x="439" y="-1096.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ use_count()</text>
-<text text-anchor="start" x="439" y="-1085.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ as()</text>
-<text text-anchor="start" x="439" y="-1074.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ as()</text>
-<text text-anchor="start" x="439" y="-1063.5" font-family="Helvetica,sans-Serif" font-size="10.00"># get_mutable()</text>
-<text text-anchor="start" x="439" y="-1052.5" font-family="Helvetica,sans-Serif" font-size="10.00"># DowncastNoCheck()</text>
-<text text-anchor="start" x="439" y="-1041.5" font-family="Helvetica,sans-Serif" font-size="10.00"># FFIClearAfterMove()</text>
-<text text-anchor="start" x="439" y="-1030.5" font-family="Helvetica,sans-Serif" font-size="10.00"># GetDataPtr()</text>
+<polygon fill="white" stroke="black" points="435,-1012.5 435,-1245.5 569,-1245.5 569,-1012.5 435,-1012.5"/>
+<text text-anchor="middle" x="502" y="-1233.5" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::runtime::ObjectRef</text>
+<polyline fill="none" stroke="black" points="435,-1226.5 569,-1226.5 "/>
+<text text-anchor="start" x="443" y="-1214.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ _type_is_nullable</text>
+<polyline fill="none" stroke="black" points="435,-1207.5 569,-1207.5 "/>
+<text text-anchor="start" x="443" y="-1195.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ ObjectRef()</text>
+<text text-anchor="start" x="443" y="-1184.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ ObjectRef()</text>
+<text text-anchor="start" x="443" y="-1173.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ same_as()</text>
+<text text-anchor="start" x="443" y="-1162.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator==()</text>
+<text text-anchor="start" x="443" y="-1151.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator!=()</text>
+<text text-anchor="start" x="443" y="-1140.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator<()</text>
+<text text-anchor="start" x="443" y="-1129.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ defined()</text>
+<text text-anchor="start" x="443" y="-1118.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ get()</text>
+<text text-anchor="start" x="443" y="-1107.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator->()</text>
+<text text-anchor="start" x="443" y="-1096.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ unique()</text>
+<text text-anchor="start" x="443" y="-1085.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ use_count()</text>
+<text text-anchor="start" x="443" y="-1074.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ as()</text>
+<text text-anchor="start" x="443" y="-1063.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ as()</text>
+<text text-anchor="start" x="443" y="-1052.5" font-family="Helvetica,sans-Serif" font-size="10.00"># get_mutable()</text>
+<text text-anchor="start" x="443" y="-1041.5" font-family="Helvetica,sans-Serif" font-size="10.00"># DowncastNoCheck()</text>
+<text text-anchor="start" x="443" y="-1030.5" font-family="Helvetica,sans-Serif" font-size="10.00"># FFIClearAfterMove()</text>
+<text text-anchor="start" x="443" y="-1019.5" font-family="Helvetica,sans-Serif" font-size="10.00"># GetDataPtr()</text>
</a>
</g>
</g>
<!-- Node6->Node5 -->
<g id="edge6" class="edge">
<title>Node6->Node5</title>
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-<polygon fill="none" stroke="midnightblue" points="422.49,-1026.78 430.81,-1033.34 428.4,-1023.02 422.49,-1026.78"/>
+<path fill="none" stroke="midnightblue" d="M429.37,-1017.67C396.77,-968.14 358.74,-910.37 327.69,-863.2"/>
+<polygon fill="none" stroke="midnightblue" points="426.55,-1019.75 434.97,-1026.18 432.4,-1015.9 426.55,-1019.75"/>
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<!-- Node8 -->
<g id="node8" class="node">
<title>Node8</title>
<g id="a_node8"><a xlink:href="classtvm_1_1runtime_1_1Array.html" target="_top" xlink:title=" ">
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-<text text-anchor="start" x="209.5" y="-622.5" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::runtime::Array</text>
-<text text-anchor="middle" x="262" y="-611.5" font-family="Helvetica,sans-Serif" font-size="10.00">< tvm::tir::Var ></text>
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-<text text-anchor="middle" x="262" y="-592.5" font-family="Helvetica,sans-Serif" font-size="10.00"> </text>
-<polyline fill="none" stroke="black" points="201.5,-585.5 322.5,-585.5 "/>
-<text text-anchor="start" x="209.5" y="-573.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Array()</text>
-<text text-anchor="start" x="209.5" y="-562.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Array()</text>
-<text text-anchor="start" x="209.5" y="-551.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Array()</text>
-<text text-anchor="start" x="209.5" y="-540.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Array()</text>
-<text text-anchor="start" x="209.5" y="-529.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Array()</text>
-<text text-anchor="start" x="209.5" y="-518.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Array()</text>
-<text text-anchor="start" x="209.5" y="-507.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Array()</text>
-<text text-anchor="start" x="209.5" y="-496.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Array()</text>
-<text text-anchor="start" x="209.5" y="-485.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator=()</text>
-<text text-anchor="start" x="209.5" y="-474.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator=()</text>
-<text text-anchor="start" x="209.5" y="-463.5" font-family="Helvetica,sans-Serif" font-size="10.00">and 25 more...</text>
-<text text-anchor="start" x="209.5" y="-452.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ CalcCapacityImpl()</text>
-<text text-anchor="start" x="209.5" y="-441.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ CalcCapacityImpl()</text>
-<text text-anchor="start" x="209.5" y="-430.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ CalcCapacityImpl()</text>
-<text text-anchor="start" x="209.5" y="-419.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ AgregateImpl()</text>
-<text text-anchor="start" x="209.5" y="-408.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ AgregateImpl()</text>
-<text text-anchor="start" x="209.5" y="-397.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ AgregateImpl()</text>
-<text text-anchor="start" x="209.5" y="-386.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Agregate()</text>
+<polygon fill="white" stroke="black" points="197.5,-368.5 197.5,-623.5 318.5,-623.5 318.5,-368.5 197.5,-368.5"/>
+<text text-anchor="start" x="205.5" y="-611.5" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::runtime::Array</text>
+<text text-anchor="middle" x="258" y="-600.5" font-family="Helvetica,sans-Serif" font-size="10.00">< tvm::tir::Var ></text>
+<polyline fill="none" stroke="black" points="197.5,-593.5 318.5,-593.5 "/>
+<text text-anchor="middle" x="258" y="-581.5" font-family="Helvetica,sans-Serif" font-size="10.00"> </text>
+<polyline fill="none" stroke="black" points="197.5,-574.5 318.5,-574.5 "/>
+<text text-anchor="start" x="205.5" y="-562.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Array()</text>
+<text text-anchor="start" x="205.5" y="-551.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Array()</text>
+<text text-anchor="start" x="205.5" y="-540.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Array()</text>
+<text text-anchor="start" x="205.5" y="-529.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Array()</text>
+<text text-anchor="start" x="205.5" y="-518.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Array()</text>
+<text text-anchor="start" x="205.5" y="-507.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Array()</text>
+<text text-anchor="start" x="205.5" y="-496.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Array()</text>
+<text text-anchor="start" x="205.5" y="-485.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Array()</text>
+<text text-anchor="start" x="205.5" y="-474.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator=()</text>
+<text text-anchor="start" x="205.5" y="-463.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ operator=()</text>
+<text text-anchor="start" x="205.5" y="-452.5" font-family="Helvetica,sans-Serif" font-size="10.00">and 25 more...</text>
+<text text-anchor="start" x="205.5" y="-441.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ CalcCapacityImpl()</text>
+<text text-anchor="start" x="205.5" y="-430.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ CalcCapacityImpl()</text>
+<text text-anchor="start" x="205.5" y="-419.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ CalcCapacityImpl()</text>
+<text text-anchor="start" x="205.5" y="-408.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ AgregateImpl()</text>
+<text text-anchor="start" x="205.5" y="-397.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ AgregateImpl()</text>
+<text text-anchor="start" x="205.5" y="-386.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ AgregateImpl()</text>
+<text text-anchor="start" x="205.5" y="-375.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Agregate()</text>
</a>
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<!-- Node6->Node8 -->
<g id="edge9" class="edge">
<title>Node6->Node8</title>
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+<path fill="none" stroke="midnightblue" d="M450.01,-1002.93C436.64,-969.11 422.73,-932.36 411,-898 372.73,-785.92 388.88,-748.47 337,-642 332.68,-633.13 329.18,-632.4 324,-624 322.17,-621.04 320.35,-618.02 318.54,-614.96"/>
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<!-- Node9 -->
<g id="node9" class="node">
<title>Node9</title>
<g id="a_node9"><a xlink:href="classtvm_1_1runtime_1_1Array.html" target="_top" xlink:title=" ">
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-<text text-anchor="start" x="344.5" y="-622.5" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::runtime::Array</text>
-<text text-anchor="middle" x="397" y="-611.5" font-family="Helvetica,sans-Serif" font-size="10.00">< tvm::tir::Buffer ></text>
-<polyline fill="none" stroke="black" points="336.5,-604.5 457.5,-604.5 "/>
-<text text-anchor="middle" x="397" y="-592.5" font-family="Helvetica,sans-Serif" font-size="10.00"> </text>
-<polyline fill="none" stroke="black" points="336.5,-585.5 457.5,-585.5 "/>
-<text text-anchor="start" x="344.5" y="-573.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Array()</text>
-<text text-anchor="start" x="344.5" y="-562.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Array()</text>
-<text text-anchor="start" x="344.5" y="-551.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Array()</text>
-<text text-anchor="start" x="344.5" y="-540.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ Array()</text>
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