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🧪 See artifacts and rendered test results at hud.pytorch.org/pr/139457

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@pytorch-bot pytorch-bot bot added ciflow/inductor release notes: fx release notes category labels Nov 1, 2024
bobrenjc93 added a commit that referenced this pull request Nov 1, 2024
ghstack-source-id: 9241452
Pull Request resolved: #139457
@bobrenjc93 bobrenjc93 requested a review from ezyang November 1, 2024 03:00
@bobrenjc93 bobrenjc93 marked this pull request as ready for review November 1, 2024 03:01
fixes `python test/dynamo/test_dynamic_shapes.py DynamicShapesHigherOrderOpTests.test_cond_pytree_operands_with_non_tensor_leaves_dynamic_shapes` when `specialize_float=False`


[ghstack-poisoned]
fixes `python test/dynamo/test_dynamic_shapes.py DynamicShapesHigherOrderOpTests.test_cond_pytree_operands_with_non_tensor_leaves_dynamic_shapes` when `specialize_float=False`


[ghstack-poisoned]
fixes `python test/dynamo/test_dynamic_shapes.py DynamicShapesHigherOrderOpTests.test_cond_pytree_operands_with_non_tensor_leaves_dynamic_shapes` when `specialize_float=False`


[ghstack-poisoned]
fixes `python test/dynamo/test_dynamic_shapes.py DynamicShapesHigherOrderOpTests.test_cond_pytree_operands_with_non_tensor_leaves_dynamic_shapes` when `specialize_float=False`


[ghstack-poisoned]
fixes `python test/dynamo/test_dynamic_shapes.py DynamicShapesHigherOrderOpTests.test_cond_pytree_operands_with_non_tensor_leaves_dynamic_shapes` when `specialize_float=False`


[ghstack-poisoned]
fixes `python test/dynamo/test_dynamic_shapes.py DynamicShapesHigherOrderOpTests.test_cond_pytree_operands_with_non_tensor_leaves_dynamic_shapes` when `specialize_float=False`


[ghstack-poisoned]
fixes `python test/dynamo/test_dynamic_shapes.py DynamicShapesHigherOrderOpTests.test_cond_pytree_operands_with_non_tensor_leaves_dynamic_shapes` when `specialize_float=False`


[ghstack-poisoned]
zero000064 pushed a commit to zero000064/pytorch that referenced this pull request Nov 14, 2024
zero000064 pushed a commit to zero000064/pytorch that referenced this pull request Nov 14, 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
zero000064 pushed a commit to zero000064/pytorch that referenced this pull request Nov 14, 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
zero000064 pushed a commit to zero000064/pytorch that referenced this pull request Nov 14, 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
zero000064 pushed a commit to zero000064/pytorch that referenced this pull request Nov 14, 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
zero000064 pushed a commit to zero000064/pytorch that referenced this pull request Nov 14, 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
Ryo-not-rio pushed a commit to Ryo-not-rio/pytorch that referenced this pull request Dec 2, 2024
fixes `python test/dynamo/test_dynamic_shapes.py DynamicShapesHigherOrderOpTests.test_cond_pytree_operands_with_non_tensor_leaves_dynamic_shapes` when `specialize_float=False`

Pull Request resolved: pytorch#139457
Approved by: https://github.com/ezyang
ghstack dependencies: pytorch#139569
Ryo-not-rio pushed a commit to Ryo-not-rio/pytorch that referenced this pull request Dec 2, 2024
Fixes `python test/dynamo/test_dynamic_shapes.py DynamicShapesFunctionTests.test_number_method_method_is_integer_num_type6_dynamic_shapes` when specialize_float = False

Pull Request resolved: pytorch#139572
Approved by: https://github.com/ezyang
ghstack dependencies: pytorch#139569, pytorch#139457, pytorch#139568
Ryo-not-rio pushed a commit to Ryo-not-rio/pytorch that referenced this pull request Dec 2, 2024
Ryo-not-rio pushed a commit to Ryo-not-rio/pytorch that referenced this pull request Dec 2, 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
Ryo-not-rio pushed a commit to Ryo-not-rio/pytorch that referenced this pull request Dec 2, 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
Ryo-not-rio pushed a commit to Ryo-not-rio/pytorch that referenced this pull request Dec 2, 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
Ryo-not-rio pushed a commit to Ryo-not-rio/pytorch that referenced this pull request Dec 2, 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
Ryo-not-rio pushed a commit to Ryo-not-rio/pytorch that referenced this pull request Dec 2, 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/bobrenjc93/100/head branch December 5, 2024 02:16
pobin6 pushed a commit to pobin6/pytorch that referenced this pull request Dec 5, 2024
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
fmo-mt pushed a commit to fmo-mt/pytorch that referenced this pull request Dec 11, 2024
fmo-mt pushed a commit to fmo-mt/pytorch that referenced this pull request Dec 11, 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
fmo-mt pushed a commit to fmo-mt/pytorch that referenced this pull request Dec 11, 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
fmo-mt pushed a commit to fmo-mt/pytorch that referenced this pull request Dec 11, 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
fmo-mt pushed a commit to fmo-mt/pytorch that referenced this pull request Dec 11, 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
fmo-mt pushed a commit to fmo-mt/pytorch that referenced this pull request Dec 11, 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
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