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Posted to commits@mxnet.apache.org by GitBox <gi...@apache.org> on 2021/09/09 02:03:48 UTC
[GitHub] [incubator-mxnet] barry-jin opened a new pull request #20572: [WIP][API] Standardize MXNet NumPy creation functions
barry-jin opened a new pull request #20572:
URL: https://github.com/apache/incubator-mxnet/pull/20572
## Description ##
Part of API standardization #20501
- Add `device` and `to_device` attributes for mxnet numpy array https://data-apis.org/array-api/latest/design_topics/device_support.html
- Add two creation functions: `mx.np.from_dlpack`, `mx.np.asarray` https://data-apis.org/array-api/latest/API_specification/creation_functions.html
- Standardize creation functions: change keyward ctx to device
- Add uint64_t support in FFI
## Checklist ##
### Essentials ###
- [ ] PR's title starts with a category (e.g. [BUGFIX], [MODEL], [TUTORIAL], [FEATURE], [DOC], etc)
- [ ] Changes are complete (i.e. I finished coding on this PR)
- [ ] All changes have test coverage
- [ ] Code is well-documented
### Changes ###
- [ ] Feature1, tests, (and when applicable, API doc)
- [ ] Feature2, tests, (and when applicable, API doc)
## Comments ##
- If this change is a backward incompatible change, why must this change be made.
- Interesting edge cases to note here
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[GitHub] [incubator-mxnet] barry-jin commented on pull request #20572: [API] Standardize MXNet NumPy creation functions
Posted by GitBox <gi...@apache.org>.
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URL: https://github.com/apache/incubator-mxnet/pull/20572#issuecomment-957048966
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[GitHub] [incubator-mxnet] szha commented on pull request #20572: [API] Standardize MXNet NumPy creation functions
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URL: https://github.com/apache/incubator-mxnet/pull/20572#issuecomment-960414944
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[GitHub] [incubator-mxnet] barry-jin commented on pull request #20572: [API] Standardize MXNet NumPy creation functions
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barry-jin commented on pull request #20572:
URL: https://github.com/apache/incubator-mxnet/pull/20572#issuecomment-951500102
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[GitHub] [incubator-mxnet] barry-jin commented on pull request #20572: [API] Standardize MXNet NumPy creation functions
Posted by GitBox <gi...@apache.org>.
barry-jin commented on pull request #20572:
URL: https://github.com/apache/incubator-mxnet/pull/20572#issuecomment-957048966
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[GitHub] [incubator-mxnet] szha merged pull request #20572: [API] Standardize MXNet NumPy creation functions
Posted by GitBox <gi...@apache.org>.
szha merged pull request #20572:
URL: https://github.com/apache/incubator-mxnet/pull/20572
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[GitHub] [incubator-mxnet] barry-jin edited a comment on pull request #20572: [API] Standardize MXNet NumPy creation functions
Posted by GitBox <gi...@apache.org>.
barry-jin edited a comment on pull request #20572:
URL: https://github.com/apache/incubator-mxnet/pull/20572#issuecomment-953131562
> Thanks @barry-jin for the change! The library-wide change of context to device is certainly a large endeavor and an important step towards API standard compatibility.
>
> One concern I have is about the use of ctx/context arguments in other functions. I think instead of resulting in unknown arguments we want to give existing users deprecation warnings for those arguments for one release.
Yes, I agree. In this pr, I also reserve [context.py](https://github.com/barry-jin/incubator-mxnet/blob/data-api-creation-func/python/mxnet/context.py) to help inform the user about the context/ctx argument being deprecated. Also, in most of the functions using ctx as keyword, they will be wrapped with [decorator](https://github.com/barry-jin/incubator-mxnet/blob/data-api-creation-func/python/mxnet/util.py#L702) to change ctx to device. For function names which include ctx like reset_ctx, I will create a new one like reset_device and add deprecation warning to reset_ctx, like [this](https://github.com/barry-jin/incubator-mxnet/blob/f67701a5d8fd399224bf0dad7a85ba8806da6972/python/mxnet/gluon/block.py#L758-L775)
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[GitHub] [incubator-mxnet] barry-jin commented on pull request #20572: [API] Standardize MXNet NumPy creation functions
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URL: https://github.com/apache/incubator-mxnet/pull/20572#issuecomment-953472892
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[GitHub] [incubator-mxnet] barry-jin commented on pull request #20572: [API] Standardize MXNet NumPy creation functions
Posted by GitBox <gi...@apache.org>.
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URL: https://github.com/apache/incubator-mxnet/pull/20572#issuecomment-960218748
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URL: https://github.com/apache/incubator-mxnet/pull/20572#issuecomment-960218748
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URL: https://github.com/apache/incubator-mxnet/pull/20572#issuecomment-952103394
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[GitHub] [incubator-mxnet] barry-jin commented on a change in pull request #20572: [API] Standardize MXNet NumPy creation functions
Posted by GitBox <gi...@apache.org>.
barry-jin commented on a change in pull request #20572:
URL: https://github.com/apache/incubator-mxnet/pull/20572#discussion_r737693044
##########
File path: python/mxnet/gluon/data/batchify.py
##########
@@ -82,7 +82,7 @@ def __call__(self, data):
dtype = data[0].dtype
if self._use_shared_mem:
out = _arr.empty((len(data),) + data[0].shape, dtype=dtype,
- ctx=Context('cpu_shared', 0))
+ ctx=Device('cpu_shared', 0))
Review comment:
Because here _arr can be legacy NDArray or mxnet.numpy ndarray. I didn't change ctx/context part inside legacy ndarray/symbol because this will need to change the ctx signature in backend, which will lead to more changes like OpContext to OpDevice in C++ side. So, I think we can do this in the future in seperate pull requests.
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[GitHub] [incubator-mxnet] szha commented on a change in pull request #20572: [API] Standardize MXNet NumPy creation functions
Posted by GitBox <gi...@apache.org>.
szha commented on a change in pull request #20572:
URL: https://github.com/apache/incubator-mxnet/pull/20572#discussion_r737669413
##########
File path: python/mxnet/gluon/data/batchify.py
##########
@@ -82,7 +82,7 @@ def __call__(self, data):
dtype = data[0].dtype
if self._use_shared_mem:
out = _arr.empty((len(data),) + data[0].shape, dtype=dtype,
- ctx=Context('cpu_shared', 0))
+ ctx=Device('cpu_shared', 0))
Review comment:
Should it use `device` as the argument name instead of ctx?
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[GitHub] [incubator-mxnet] barry-jin commented on pull request #20572: [API] Standardize MXNet NumPy creation functions
Posted by GitBox <gi...@apache.org>.
barry-jin commented on pull request #20572:
URL: https://github.com/apache/incubator-mxnet/pull/20572#issuecomment-953131562
> Thanks @barry-jin for the change! The library-wide change of context to device is certainly a large endeavor and an important step towards API standard compatibility.
>
> One concern I have is about the use of ctx/context arguments in other functions. I think instead of resulting in unknown arguments we want to give existing users deprecation warnings for those arguments for one release.
Yes, I agree. In this pr, I also reserve [context.py](https://github.com/apache/incubator-mxnet/pull/20572/files#diff-3c0d8ca269b112627cbfb346c3921eca175ae4400a7f35f5336bfa6afcfe6fee) to help inform the user about the context/ctx argument being deprecated. Also, in most of the functions using ctx as keyword, they will be wrapped with [decorator](https://github.com/apache/incubator-mxnet/pull/20572/files#diff-acfec0652c981d8d48a40fed1ab8fd972c487d7c50addf356cc5b00e771110caR702) to change ctx to device. For function names which include ctx like reset_ctx, I will create a new one like reset_device and add deprecation warning to reset_ctx, like [this](https://github.com/apache/incubator-mxnet/pull/20572/files#diff-62a7f3cb1a7d34ef73f8c048333c5b128cf1ac1461e6729080bebc7505cfe3e4R758)
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[GitHub] [incubator-mxnet] mxnet-bot commented on pull request #20572: [WIP][API] Standardize MXNet NumPy creation functions
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URL: https://github.com/apache/incubator-mxnet/pull/20572#issuecomment-915700472
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[GitHub] [incubator-mxnet] barry-jin commented on pull request #20572: [API] Standardize MXNet NumPy creation functions
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[GitHub] [incubator-mxnet] mxnet-bot commented on pull request #20572: [API] Standardize MXNet NumPy creation functions
Posted by GitBox <gi...@apache.org>.
mxnet-bot commented on pull request #20572:
URL: https://github.com/apache/incubator-mxnet/pull/20572#issuecomment-957049014
Jenkins CI successfully triggered : [centos-gpu, unix-cpu, windows-gpu]
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[GitHub] [incubator-mxnet] mxnet-bot commented on pull request #20572: [API] Standardize MXNet NumPy creation functions
Posted by GitBox <gi...@apache.org>.
mxnet-bot commented on pull request #20572:
URL: https://github.com/apache/incubator-mxnet/pull/20572#issuecomment-960219097
Jenkins CI successfully triggered : [centos-gpu]
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[GitHub] [incubator-mxnet] barry-jin commented on pull request #20572: [API] Standardize MXNet NumPy creation functions
Posted by GitBox <gi...@apache.org>.
barry-jin commented on pull request #20572:
URL: https://github.com/apache/incubator-mxnet/pull/20572#issuecomment-924185891
@mxnet-bot run ci [website]
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