Add inputsSize to Python IR, like outputsSize

[dreiss]

Stack from ghstack:

• Add a command-line flag for overriding pthreadpool size #46781 Add a command-line flag for overriding pthreadpool size
• PyTorch NNAPI integration prototype #46780 PyTorch NNAPI integration prototype
• Add inputsSize to Python IR, like outputsSize #46779 Add inputsSize to Python IR, like outputsSize

Test Plan:
Used it in some notebooks.

Differential Revision: D24574041

[dr-ci]

💊 CI failures summary and remediations

As of commit 63163e8 (more details on the Dr. CI page):

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• 6/6 failures introduced in this PR

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🕵️ 6 new failures recognized by patterns

The following CI failures do not appear to be due to upstream breakages:

pytorch_linux_xenial_py3_6_gcc5_4_build (1/6)

Step: "(Optional) Merge target branch" (full log | diagnosis details | 🔁 rerun)

Automatic merge failed; fix conflicts and then commit the result.

CONFLICT (add/add): Merge conflict in .circleci/cimodel/data/simple/util/versions.py 
Auto-merging .circleci/cimodel/data/simple/util/versions.py 
CONFLICT (add/add): Merge conflict in .circleci/cimodel/data/simple/nightly_ios.py 
Auto-merging .circleci/cimodel/data/simple/nightly_ios.py 
CONFLICT (add/add): Merge conflict in .circleci/cimodel/data/simple/ios_definitions.py 
Auto-merging .circleci/cimodel/data/simple/ios_definitions.py 
CONFLICT (add/add): Merge conflict in .circleci/cimodel/data/simple/docker_definitions.py 
Auto-merging .circleci/cimodel/data/simple/docker_definitions.py 
CONFLICT (add/add): Merge conflict in .circleci/cimodel/data/pytorch_build_data.py 
Auto-merging .circleci/cimodel/data/pytorch_build_data.py 
Automatic merge failed; fix conflicts and then commit the result. 

pytorch_linux_xenial_cuda9_2_cudnn7_py3_gcc5_4_build (2/6)

Step: "(Optional) Merge target branch" (full log | diagnosis details | 🔁 rerun)

Automatic merge failed; fix conflicts and then commit the result.

CONFLICT (add/add): Merge conflict in .circleci/cimodel/data/simple/util/versions.py 
Auto-merging .circleci/cimodel/data/simple/util/versions.py 
CONFLICT (add/add): Merge conflict in .circleci/cimodel/data/simple/nightly_ios.py 
Auto-merging .circleci/cimodel/data/simple/nightly_ios.py 
CONFLICT (add/add): Merge conflict in .circleci/cimodel/data/simple/ios_definitions.py 
Auto-merging .circleci/cimodel/data/simple/ios_definitions.py 
CONFLICT (add/add): Merge conflict in .circleci/cimodel/data/simple/docker_definitions.py 
Auto-merging .circleci/cimodel/data/simple/docker_definitions.py 
CONFLICT (add/add): Merge conflict in .circleci/cimodel/data/pytorch_build_data.py 
Auto-merging .circleci/cimodel/data/pytorch_build_data.py 
Automatic merge failed; fix conflicts and then commit the result. 

pytorch_xla_linux_bionic_py3_6_clang9_build (3/6)

Step: "(Optional) Merge target branch" (full log | diagnosis details | 🔁 rerun)

Automatic merge failed; fix conflicts and then commit the result.

CONFLICT (add/add): Merge conflict in .circleci/cimodel/data/simple/util/versions.py 
Auto-merging .circleci/cimodel/data/simple/util/versions.py 
CONFLICT (add/add): Merge conflict in .circleci/cimodel/data/simple/nightly_ios.py 
Auto-merging .circleci/cimodel/data/simple/nightly_ios.py 
CONFLICT (add/add): Merge conflict in .circleci/cimodel/data/simple/ios_definitions.py 
Auto-merging .circleci/cimodel/data/simple/ios_definitions.py 
CONFLICT (add/add): Merge conflict in .circleci/cimodel/data/simple/docker_definitions.py 
Auto-merging .circleci/cimodel/data/simple/docker_definitions.py 
CONFLICT (add/add): Merge conflict in .circleci/cimodel/data/pytorch_build_data.py 
Auto-merging .circleci/cimodel/data/pytorch_build_data.py 
Automatic merge failed; fix conflicts and then commit the result. 

pytorch_linux_xenial_cuda10_2_cudnn7_py3_gcc7_test1 (4/6)

Step: "Run tests" (full log | diagnosis details | 🔁 rerun)

Oct 23 22:45:38 FAIL [0.002s]: test_profiler (__main__.TestAutograd)

Oct 23 22:45:38   test_vjp_err_check_strict (__main__.TestAutogradFunctional) ... ok (0.003s) 
Oct 23 22:45:38   test_vjp_output (__main__.TestAutogradFunctional) ... ok (0.003s) 
Oct 23 22:45:38   test_vjp_scalar (__main__.TestAutogradFunctional) ... ok (0.002s) 
Oct 23 22:45:38   test_fork_join_in_middle (__main__.TestMultithreadAutograd) ... ok (0.016s) 
Oct 23 22:45:38   test_preserve_backtrace (__main__.TestMultithreadAutograd) ... ok (0.001s) 
Oct 23 22:45:38   test_python_thread_in_middle (__main__.TestMultithreadAutograd) ... ok (0.005s) 
Oct 23 22:45:38   test_simple_backward (__main__.TestMultithreadAutograd) ... ok (0.007s) 
Oct 23 22:45:38   test_simple_backward_same_input (__main__.TestMultithreadAutograd) ... ok (0.010s) 
Oct 23 22:45:38  
Oct 23 22:45:38 ====================================================================== 
Oct 23 22:45:38 FAIL [0.002s]: test_profiler (__main__.TestAutograd) 
Oct 23 22:45:38 ---------------------------------------------------------------------- 
Oct 23 22:45:38 Traceback (most recent call last): 
Oct 23 22:45:38   File "test_autograd.py", line 2932, in test_profiler 
Oct 23 22:45:38     self.assertEqual(info.name, expected_name) 
Oct 23 22:45:38   File "/opt/conda/lib/python3.6/site-packages/torch/testing/_internal/common_utils.py", line 1139, in assertEqual 
Oct 23 22:45:38     super().assertEqual(x, y, msg=msg) 
Oct 23 22:45:38 AssertionError: 'aten::copy_' != 'aten::to' 
Oct 23 22:45:38 - aten::copy_ 
Oct 23 22:45:38 ?       ^ --- 
Oct 23 22:45:38 + aten::to 

pytorch_linux_xenial_py3_clang7_onnx_ort_test1 (5/6)

Step: "Run tests" (full log | diagnosis details | 🔁 rerun)

Oct 23 20:43:22 ERROR: No matching distribution found for ort-nightly==1.5.0.dev202009182

Oct 23 20:43:19 Collecting pip 
Oct 23 20:43:19   Downloading pip-20.2.4-py2.py3-none-any.whl (1.5 MB) 
Oct 23 20:43:20 Installing collected packages: pip 
Oct 23 20:43:20   Attempting uninstall: pip 
Oct 23 20:43:20     Found existing installation: pip 20.2.3 
Oct 23 20:43:20     Uninstalling pip-20.2.3: 
Oct 23 20:43:20       Successfully uninstalled pip-20.2.3 
Oct 23 20:43:21 Successfully installed pip-20.2.4 
Oct 23 20:43:21 + pip install -q --user -i https://test.pypi.org/simple/ ort-nightly==1.5.0.dev202009182 
Oct 23 20:43:22 ERROR: Could not find a version that satisfies the requirement ort-nightly==1.5.0.dev202009182 (from versions: 1.5.2.dev202010091, 1.5.2.dev202010121, 1.5.2.dev202010141, 1.5.2.dev202010151, 1.5.2.dev202010161, 1.5.2.dev202010191, 1.5.2.dev202010213, 1.5.2.dev202010221) 
Oct 23 20:43:22 ERROR: No matching distribution found for ort-nightly==1.5.0.dev202009182 

pytorch_linux_xenial_py3_clang7_onnx_ort_test2 (6/6)

Step: "Run tests" (full log | diagnosis details | 🔁 rerun)

Oct 23 20:43:07 ERROR: No matching distribution found for ort-nightly==1.5.0.dev202009182

Oct 23 20:43:04 Collecting pip 
Oct 23 20:43:04   Downloading pip-20.2.4-py2.py3-none-any.whl (1.5 MB) 
Oct 23 20:43:04 Installing collected packages: pip 
Oct 23 20:43:04   Attempting uninstall: pip 
Oct 23 20:43:04     Found existing installation: pip 20.2.3 
Oct 23 20:43:04     Uninstalling pip-20.2.3: 
Oct 23 20:43:05       Successfully uninstalled pip-20.2.3 
Oct 23 20:43:06 Successfully installed pip-20.2.4 
Oct 23 20:43:06 + pip install -q --user -i https://test.pypi.org/simple/ ort-nightly==1.5.0.dev202009182 
Oct 23 20:43:07 ERROR: Could not find a version that satisfies the requirement ort-nightly==1.5.0.dev202009182 (from versions: 1.5.2.dev202010091, 1.5.2.dev202010121, 1.5.2.dev202010141, 1.5.2.dev202010151, 1.5.2.dev202010161, 1.5.2.dev202010191, 1.5.2.dev202010213, 1.5.2.dev202010221) 
Oct 23 20:43:07 ERROR: No matching distribution found for ort-nightly==1.5.0.dev202009182 

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This comment has been revised 5 times.

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@dreiss merged this pull request in 23bce17.