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🧪 See artifacts and rendered test results at hud.pytorch.org/pr/139454

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…ze_float=False rollout"


One day we will handle these cases via dynamo tensorify passes but for now we need to specialize. These changes in particular fix the test `python test/inductor/test_torchinductor.py CpuTests.test_upsample_cat_conv_cpu` when `specialize_float=False`

[ghstack-poisoned]
…ze_float=False rollout"


One day we will handle these cases via dynamo tensorify passes but for now we need to specialize. These changes in particular fix the test `python test/inductor/test_torchinductor.py CpuTests.test_upsample_cat_conv_cpu` when `specialize_float=False`

cc voznesenskym penguinwu EikanWang jgong5 Guobing-Chen XiaobingSuper zhuhaozhe blzheng wenzhe-nrv jiayisunx chenyang78 kadeng chauhang amjames

[ghstack-poisoned]
…ze_float=False rollout"


One day we will handle these cases via dynamo tensorify passes but for now we need to specialize. These changes in particular fix the test `python test/inductor/test_torchinductor.py CpuTests.test_upsample_cat_conv_cpu` when `specialize_float=False`

cc voznesenskym penguinwu EikanWang jgong5 Guobing-Chen XiaobingSuper zhuhaozhe blzheng wenzhe-nrv jiayisunx chenyang78 kadeng chauhang amjames

[ghstack-poisoned]
…ze_float=False rollout"


One day we will handle these cases via dynamo tensorify passes but for now we need to specialize. These changes in particular fix the test `python test/inductor/test_torchinductor.py CpuTests.test_upsample_cat_conv_cpu` when `specialize_float=False`

cc voznesenskym penguinwu EikanWang jgong5 Guobing-Chen XiaobingSuper zhuhaozhe blzheng wenzhe-nrv jiayisunx chenyang78 kadeng chauhang amjames

[ghstack-poisoned]
@bobrenjc93 bobrenjc93 removed the request for review from ezyang November 1, 2024 18:09
@bobrenjc93 bobrenjc93 marked this pull request as draft November 1, 2024 18:15
…ze_float=False rollout"


One day we will handle these cases via dynamo tensorify passes but for now we need to specialize. These changes in particular fix the test `python test/inductor/test_torchinductor.py CpuTests.test_upsample_cat_conv_cpu` when `specialize_float=False`

cc voznesenskym penguinwu EikanWang jgong5 Guobing-Chen XiaobingSuper zhuhaozhe blzheng wenzhe-nrv jiayisunx chenyang78 kadeng chauhang amjames

[ghstack-poisoned]
…ze_float=False rollout"


One day we will handle these cases via dynamo tensorify passes but for now we need to specialize. These changes in particular fix the test `python test/inductor/test_torchinductor.py CpuTests.test_upsample_cat_conv_cpu` when `specialize_float=False`

cc voznesenskym penguinwu EikanWang jgong5 Guobing-Chen XiaobingSuper zhuhaozhe blzheng wenzhe-nrv jiayisunx chenyang78 kadeng chauhang amjames

[ghstack-poisoned]
…ze_float=False rollout"


One day we will handle these cases via dynamo tensorify passes but for now we need to specialize. These changes in particular fix the test `python test/inductor/test_torchinductor.py CpuTests.test_upsample_cat_conv_cpu` when `specialize_float=False`

cc voznesenskym penguinwu EikanWang jgong5 Guobing-Chen XiaobingSuper zhuhaozhe blzheng wenzhe-nrv jiayisunx chenyang78 kadeng chauhang amjames

[ghstack-poisoned]
…ze_float=False rollout"


One day we will handle these cases via dynamo tensorify passes but for now we need to specialize. These changes in particular fix the test `python test/inductor/test_torchinductor.py CpuTests.test_upsample_cat_conv_cpu` when `specialize_float=False`

cc voznesenskym penguinwu EikanWang jgong5 Guobing-Chen XiaobingSuper zhuhaozhe blzheng wenzhe-nrv jiayisunx chenyang78 kadeng chauhang amjames

[ghstack-poisoned]
pytorchmergebot pushed a commit that referenced this pull request Nov 7, 2024
Fixes `PYTORCH_OPINFO_SAMPLE_INPUT_INDEX=7 python test/inductor/test_torchinductor_opinfo.py TestInductorOpInfoCPU.test_comprehensive_linalg_norm_cpu_float16` when `specialize_float=False`

Pull Request resolved: #139896
Approved by: https://github.com/ezyang
ghstack dependencies: #139569, #139457, #139568, #139572, #139846, #139454
pytorchmergebot pushed a commit that referenced this pull request Nov 7, 2024
Fixes `PYTORCH_TEST_WITH_DYNAMO=1 python test/test_torch.py TestTorchDeviceTypeCPU.test_gradient_type_promotion_cpu` when `specialize_float=False`

Reviewers might wonder why we need to have this whitelist. Can't we rely on python_arg_parser.h to do the specialization generically? Alas this path doesn't actually FFI to C++ so we do need to do the specialization in pythonland.

Pull Request resolved: #139935
Approved by: https://github.com/ezyang
ghstack dependencies: #139569, #139457, #139568, #139572, #139846, #139454, #139896
pytorchmergebot pushed a commit that referenced this pull request Nov 9, 2024
This fix was a bit more involved:
1) It fixes a item_memo loss place.
2) It updates a test to be eager instead of aot_eager since it reveals a very obscure bug related to replacements that's not worth solving since in practice inductor will regenerate the runtime asserts anyways
3) It updates tensorify to specialize more places now that the aforementioned bug is fixed.

Fixes `PYTORCH_OPINFO_SAMPLE_INPUT_INDEX=6 python test/inductor/test_torchinductor_opinfo.py TestInductorOpInfoCPU.test_comprehensive_linalg_norm_cpu_float16` when `specialize_float=False`

while ensuring `python test/dynamo/test_dynamic_shapes.py DynamicShapesMiscTests.test_runtime_assert_replacement_dynamic_shapes` doesn't regress

Pull Request resolved: #139587
Approved by: https://github.com/ezyang
ghstack dependencies: #139569, #139457, #139568, #139572, #139846, #139454, #139896, #139935
pytorchmergebot pushed a commit that referenced this pull request Nov 9, 2024
Fixes `PYTORCH_TEST_WITH_INDUCTOR=1 tlp python test/test_torch.py TestTorchDeviceTypeCUDA.test_cauchy_cuda_float64` when specialize_float=False

Pull Request resolved: #139583
Approved by: https://github.com/ezyang
ghstack dependencies: #139569, #139457, #139568, #139572, #139846, #139454, #139896, #139935, #139587
pobin6 pushed a commit to pobin6/pytorch that referenced this pull request Dec 5, 2024
)

Fixes the test `python test/inductor/test_torchinductor.py CpuTests.test_upsample_cat_conv_cpu` when `specialize_float=False`

Pull Request resolved: pytorch#139454
Approved by: https://github.com/ezyang
ghstack dependencies: pytorch#139569, pytorch#139457, pytorch#139568, pytorch#139572, pytorch#139846
pobin6 pushed a commit to pobin6/pytorch that referenced this pull request Dec 5, 2024
Fixes `PYTORCH_OPINFO_SAMPLE_INPUT_INDEX=7 python test/inductor/test_torchinductor_opinfo.py TestInductorOpInfoCPU.test_comprehensive_linalg_norm_cpu_float16` when `specialize_float=False`

Pull Request resolved: pytorch#139896
Approved by: https://github.com/ezyang
ghstack dependencies: pytorch#139569, pytorch#139457, pytorch#139568, pytorch#139572, pytorch#139846, pytorch#139454
pobin6 pushed a commit to pobin6/pytorch that referenced this pull request Dec 5, 2024
…139935)

Fixes `PYTORCH_TEST_WITH_DYNAMO=1 python test/test_torch.py TestTorchDeviceTypeCPU.test_gradient_type_promotion_cpu` when `specialize_float=False`

Reviewers might wonder why we need to have this whitelist. Can't we rely on python_arg_parser.h to do the specialization generically? Alas this path doesn't actually FFI to C++ so we do need to do the specialization in pythonland.

Pull Request resolved: pytorch#139935
Approved by: https://github.com/ezyang
ghstack dependencies: pytorch#139569, pytorch#139457, pytorch#139568, pytorch#139572, pytorch#139846, pytorch#139454, pytorch#139896
pobin6 pushed a commit to pobin6/pytorch that referenced this pull request Dec 5, 2024
…h#139587)

This fix was a bit more involved:
1) It fixes a item_memo loss place.
2) It updates a test to be eager instead of aot_eager since it reveals a very obscure bug related to replacements that's not worth solving since in practice inductor will regenerate the runtime asserts anyways
3) It updates tensorify to specialize more places now that the aforementioned bug is fixed.

Fixes `PYTORCH_OPINFO_SAMPLE_INPUT_INDEX=6 python test/inductor/test_torchinductor_opinfo.py TestInductorOpInfoCPU.test_comprehensive_linalg_norm_cpu_float16` when `specialize_float=False`

while ensuring `python test/dynamo/test_dynamic_shapes.py DynamicShapesMiscTests.test_runtime_assert_replacement_dynamic_shapes` doesn't regress

Pull Request resolved: pytorch#139587
Approved by: https://github.com/ezyang
ghstack dependencies: pytorch#139569, pytorch#139457, pytorch#139568, pytorch#139572, pytorch#139846, pytorch#139454, pytorch#139896, pytorch#139935
pobin6 pushed a commit to pobin6/pytorch that referenced this pull request Dec 5, 2024
Fixes `PYTORCH_TEST_WITH_INDUCTOR=1 tlp python test/test_torch.py TestTorchDeviceTypeCUDA.test_cauchy_cuda_float64` when specialize_float=False

Pull Request resolved: pytorch#139583
Approved by: https://github.com/ezyang
ghstack dependencies: pytorch#139569, pytorch#139457, pytorch#139568, pytorch#139572, pytorch#139846, pytorch#139454, pytorch#139896, pytorch#139935, pytorch#139587
@github-actions github-actions bot deleted the gh/bobrenjc93/99/head branch December 8, 2024 02:18
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