[invoke_subgraph][aot_autograd_cache] Cache AC HOP by anijain2305 · Pull Request #139094 · pytorch/pytorch

anijain2305 · 2024-10-28T18:21:13Z

Stack from ghstack (oldest at bottom):

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

[ghstack-poisoned]

pytorch-bot · 2024-10-28T18:21:18Z

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❌ 32 New Failures, 7 Cancelled Jobs, 13 Unrelated Failures

As of commit 95c9ecd with merge base 29841b9 ():

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inductor / linux-jammy-cpu-py3.9-gcc11-inductor / test (dynamic_cpu_inductor_timm, 1, 2, linux.8xlarge.amx) (gh)
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Lint / lintrunner-noclang / linux-job (gh)
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Lint / Test collect_env (without_torch) (gh)
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pull / linux-focal-cuda12.4-py3.10-gcc9 / test (default, 2, 5, lf.ephemeral.linux.4xlarge.nvidia.gpu) (gh)
dynamo/test_aot_autograd_cache.py::AOTAutogradCacheTests::test_activation_checkpointing
pull / linux-focal-cuda12.4-py3.10-gcc9 / test (default, 3, 5, lf.ephemeral.linux.4xlarge.nvidia.gpu) (gh)
higher_order_ops/test_invoke_subgraph.py::TestInvokeSubgraphCompile::test_ac
pull / linux-focal-cuda12.4-py3.10-gcc9 / test (default, 4, 5, lf.ephemeral.linux.4xlarge.nvidia.gpu) (gh)
export/test_hop.py::TestHOPGeneric::test_all_hops_have_op_info
pull / linux-focal-cuda12.4-py3.10-gcc9-sm89 / test (default, 2, 5, lf.ephemeral.linux.g6.4xlarge.experimental.nvidia.gpu) (gh)
dynamo/test_aot_autograd_cache.py::AOTAutogradCacheTests::test_activation_checkpointing
pull / linux-focal-cuda12.4-py3.10-gcc9-sm89 / test (default, 3, 5, lf.ephemeral.linux.g6.4xlarge.experimental.nvidia.gpu) (gh)
higher_order_ops/test_invoke_subgraph.py::TestInvokeSubgraphCompile::test_ac
pull / linux-focal-cuda12.4-py3.10-gcc9-sm89 / test (default, 4, 5, lf.ephemeral.linux.g6.4xlarge.experimental.nvidia.gpu) (gh)
export/test_hop.py::TestHOPGeneric::test_all_hops_have_op_info
pull / linux-focal-py3.13-clang10 / test (crossref, 1, 2, lf.ephemeral.linux.2xlarge) (gh)
export/test_hop.py::TestHOPGeneric::test_all_hops_have_op_info
pull / linux-focal-py3.13-clang10 / test (crossref, 2, 2, lf.ephemeral.linux.2xlarge) (gh)
higher_order_ops/test_invoke_subgraph.py::TestInvokeSubgraphCompile::test_ac
pull / linux-focal-py3.13-clang10 / test (default, 2, 5, lf.ephemeral.linux.4xlarge) (gh)
dynamo/test_aot_autograd_cache.py::AOTAutogradCacheTests::test_activation_checkpointing
pull / linux-focal-py3.13-clang10 / test (default, 3, 5, lf.ephemeral.linux.4xlarge) (gh)
higher_order_ops/test_invoke_subgraph.py::TestInvokeSubgraphCompile::test_ac
pull / linux-focal-py3.9-clang10 / test (crossref, 1, 2, lf.ephemeral.linux.2xlarge) (gh)
export/test_hop.py::TestHOPGeneric::test_all_hops_have_op_info
pull / linux-focal-py3.9-clang10 / test (crossref, 2, 2, lf.ephemeral.linux.2xlarge) (gh)
higher_order_ops/test_invoke_subgraph.py::TestInvokeSubgraphCompile::test_ac
pull / linux-focal-py3.9-clang10 / test (default, 2, 5, lf.ephemeral.linux.4xlarge) (gh)
dynamo/test_aot_autograd_cache.py::AOTAutogradCacheTests::test_activation_checkpointing
pull / linux-focal-py3.9-clang10 / test (default, 3, 5, lf.ephemeral.linux.4xlarge) (gh)
higher_order_ops/test_invoke_subgraph.py::TestInvokeSubgraphCompile::test_ac
pull / linux-jammy-py3.10-clang15-asan / test (default, 2, 6, lf.ephemeral.linux.4xlarge) (gh)
dynamo/test_aot_autograd_cache.py::AOTAutogradCacheTests::test_activation_checkpointing
pull / linux-jammy-py3.10-clang15-asan / test (default, 3, 6, lf.ephemeral.linux.4xlarge) (gh)
higher_order_ops/test_invoke_subgraph.py::TestInvokeSubgraphCompile::test_ac
pull / linux-jammy-py3.10-clang15-asan / test (default, 4, 6, lf.ephemeral.linux.4xlarge) (gh)
export/test_hop.py::TestHOPGeneric::test_all_hops_have_op_info
pull / linux-jammy-py3.9-gcc11 / test (backwards_compat, 1, 1, lf.ephemeral.linux.2xlarge) (gh)
test_modules_can_be_imported
pull / linux-jammy-py3.9-gcc11 / test (default, 3, 5, lf.ephemeral.linux.2xlarge) (gh)
dynamo/test_aot_autograd_cache.py::AOTAutogradCacheTests::test_activation_checkpointing
pull / linux-jammy-py3.9-gcc11 / test (default, 4, 5, lf.ephemeral.linux.2xlarge) (gh)
higher_order_ops/test_invoke_subgraph.py::TestInvokeSubgraphCompile::test_ac
trunk / macos-py3-arm64 / test (default, 2, 3, macos-m1-stable) (gh)
dynamo/test_aot_autograd_cache.py::AOTAutogradCacheTests::test_activation_checkpointing
trunk / macos-py3-arm64 / test (default, 3, 3, macos-m1-stable) (gh)
higher_order_ops/test_invoke_subgraph.py::TestInvokeSubgraphCompile::test_ac
trunk / win-vs2019-cpu-py3 / test (default, 1, 3, ephemeral.windows.4xlarge.nonephemeral) (gh)
export\test_hop.py::TestHOPGeneric::test_all_hops_have_op_info
trunk / win-vs2019-cpu-py3 / test (default, 2, 3, ephemeral.windows.4xlarge.nonephemeral) (gh)
higher_order_ops\test_invoke_subgraph.py::TestInvokeSubgraphCompile::test_ac

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linux-aarch64 / linux-jammy-aarch64-py3.10 / test (default, 3, 3, linux.arm64.m7g.4xlarge) (gh) (disabled by #136125 but the issue was closed recently and a rebase is needed to make it pass)
inductor/test_triton_extension_backend.py::TritonExtensionBackendTests::test_open_device_registration
linux-aarch64 / linux-jammy-aarch64-py3.10 / test (default, 3, 4, linux.arm64.2xlarge) (gh) (disabled by #136125 but the issue was closed recently and a rebase is needed to make it pass)
inductor/test_triton_extension_backend.py::TritonExtensionBackendTests::test_open_device_registration
pull / linux-focal-cuda12.4-py3.10-gcc9 / test (default, 1, 5, lf.ephemeral.linux.4xlarge.nvidia.gpu) (gh) (disabled by #136125 but the issue was closed recently and a rebase is needed to make it pass)
inductor/test_triton_extension_backend.py::TritonExtensionBackendTests::test_open_device_registration
pull / linux-focal-cuda12.4-py3.10-gcc9 / test (default, 5, 5, lf.ephemeral.linux.4xlarge.nvidia.gpu) (gh) (disabled by #131083 but the issue was closed recently and a rebase is needed to make it pass)
export/test_retraceability.py::RetraceExportTestExport::test_slice_with_floordiv_retraceability
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export/test_retraceability.py::RetraceExportTestExport::test_slice_with_floordiv_retraceability
pull / linux-focal-py3.9-clang10 / test (default, 5, 5, lf.ephemeral.linux.4xlarge) (gh) (disabled by #131082 but the issue was closed recently and a rebase is needed to make it pass)
export/test_export_training_ir_to_run_decomp.py::TrainingIRToRunDecompExportTestExport::test_slice_with_floordiv_training_ir_to_decomp
pull / linux-focal-py3.9-clang10 / test (dynamo_wrapped, 3, 3, lf.ephemeral.linux.2xlarge) (gh) (disabled by #116746 but the issue was closed recently and a rebase is needed to make it pass)
torch_np/numpy_tests/lib/test_function_base.py::TestGradient::test_second_order_accurate
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inductor/test_triton_extension_backend.py::TritonExtensionBackendTests::test_open_device_registration
pull / linux-jammy-py3.10-clang15-asan / test (default, 6, 6, lf.ephemeral.linux.4xlarge) (gh) (disabled by #131083 but the issue was closed recently and a rebase is needed to make it pass)
export/test_retraceability.py::RetraceExportTestExport::test_slice_with_floordiv_retraceability
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dynamo/test_logging.py::LoggingTests::test_log_traced_frames
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test_nn.py::TestNN::test_RNN_dropout_state
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export/test_export_training_ir_to_run_decomp.py::TrainingIRToRunDecompExportTestExport::test_slice_with_floordiv_training_ir_to_decomp

UNSTABLE - The following job is marked as unstable, possibly due to flakiness on trunk:

pull / linux-jammy-py3-clang12-executorch / test (executorch, 1, 1, lf.ephemeral.linux.2xlarge) (gh) (#144480)
Process completed with exit code 1.

This comment was automatically generated by Dr. CI and updates every 15 minutes.

test/dynamo/test_aot_autograd_cache.py

cc voznesenskym penguinwu EikanWang jgong5 Guobing-Chen XiaobingSuper zhuhaozhe blzheng wenzhe-nrv jiayisunx chenyang78 kadeng chauhang amjames rec [ghstack-poisoned]

zou3519 · 2024-10-29T21:09:15Z

test/higher_order_ops/test_invoke_subgraph.py

+            return torch.sin(x)
+
+        def fn2_checkpoint(x):
+            return (torch.utils.checkpoint.checkpoint(fn2, x, use_reentrant=False),)


I don't remember how AC with SAC works, but that is probably not cacheable because we do not trace out the SAC function

So action item here: can we test that checkpoint with SAC is not cacheable?

I think SAC also works because the context_fn is sort of hackily passed on to aot_autograd. I added a test,it passes. But I can look more if this does not make sense.

cc voznesenskym penguinwu EikanWang jgong5 Guobing-Chen XiaobingSuper zhuhaozhe blzheng wenzhe-nrv jiayisunx chenyang78 kadeng chauhang amjames rec [ghstack-poisoned]

zou3519 · 2024-11-05T23:28:12Z

torch/_functorch/_aot_autograd/autograd_cache.py

+    SAFE_HOPS = {
+        wrap.tag_activation_checkpoint,
+    }


Two things I want feedback on (from @jamesjwu)

is this safe to cache? (what's the definition of cacheable)

we have a separate is_cacheable flag for the fx_graph_cache. Do we want to just reuse that right now, or are we OK with having separate allow/deny lists for aotautograd cache vs fx_graph_cache.

pytorch/torch/_higher_order_ops/wrap.py

Line 149 in 86d7d39

super().__init__("tag_activation_checkpoint", cacheable=False)

zou3519 · 2024-11-05T23:30:34Z

test/dynamo/test_aot_autograd_cache.py

+            return torch.utils.checkpoint.checkpoint(
+                gn, torch.sin(x), y, use_reentrant=True
+            )


Right so the case I'm not sure about is: if you pass it two different context_fn, then it should cache miss. Do we implement this correctly?

cc voznesenskym penguinwu EikanWang jgong5 Guobing-Chen XiaobingSuper zhuhaozhe blzheng wenzhe-nrv jiayisunx chenyang78 kadeng chauhang amjames rec [ghstack-poisoned]

ghstack-source-id: 26d69bd Pull Request resolved: pytorch/pytorch#139094

cc voznesenskym penguinwu EikanWang jgong5 Guobing-Chen XiaobingSuper zhuhaozhe blzheng wenzhe-nrv jiayisunx chenyang78 kadeng chauhang amjames rec [ghstack-poisoned]

github-actions · 2025-02-25T07:33:49Z

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ghstack-source-id: 675c57e Pull Request resolved: pytorch/pytorch#139094

[not ready][aot_autograd_cache] Cache AC HOP

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anijain2305 mentioned this pull request Oct 26, 2024

[hierarchical-compilation][invoke-subgraph] Add fake tensor caching #137808

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pytorch-bot bot added module: dynamo topic: not user facing topic category labels Oct 28, 2024

anijain2305 commented Oct 28, 2024

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anijain2305 requested a review from bdhirsh as a code owner October 28, 2024 20:25

pytorch-bot bot added the ciflow/inductor label Oct 28, 2024

anijain2305 changed the title ~~[not ready][aot_autograd_cache] Cache AC HOP~~ [aot_autograd_cache] Cache AC HOP Oct 28, 2024

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anijain2305 changed the title ~~[aot_autograd_cache] Cache AC HOP~~ [invoke_subgraph][aot_autograd_cache] Cache AC HOP Oct 28, 2024

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[invoke_subgraph] Generate fake_inputs correctly #139130

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[invoke_subgraph] User facing API to support arbitrary args and kwargs #139162

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[invoke_subgraph] Re-enable fake tensor model in the fake tensor impl #139216

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anijain2305 added 3 commits November 1, 2024 10:54

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anijain2305 mentioned this pull request Nov 7, 2024

[invoke_subgraph] Support symint/int as inputs #140058

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anijain2305 added 7 commits November 7, 2024 15:07

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anijain2305 mentioned this pull request Nov 8, 2024

[inductor][invoke_subgraph] Fix SDPA seed/offset issue #140070

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anijain2305 added 6 commits November 7, 2024 16:56

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Esquains pushed a commit to Esquains/study1 that referenced this pull request Dec 15, 2024

[invoke_subgraph][aot_autograd_cache] Cache AC HOP

d001002

ghstack-source-id: 26d69bd Pull Request resolved: pytorch/pytorch#139094

anijain2305 added 2 commits December 26, 2024 18:01

Update on "[invoke_subgraph][aot_autograd_cache] Cache AC HOP"

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cc voznesenskym penguinwu EikanWang jgong5 Guobing-Chen XiaobingSuper zhuhaozhe blzheng wenzhe-nrv jiayisunx chenyang78 kadeng chauhang amjames rec [ghstack-poisoned]

Update on "[invoke_subgraph][aot_autograd_cache] Cache AC HOP"

95c9ecd

cc voznesenskym penguinwu EikanWang jgong5 Guobing-Chen XiaobingSuper zhuhaozhe blzheng wenzhe-nrv jiayisunx chenyang78 kadeng chauhang amjames rec [ghstack-poisoned]

github-actions bot added the Stale label Feb 25, 2025

github-actions bot closed this Mar 27, 2025

anijain2305 reopened this Apr 8, 2025

Divigroup-RAP pushed a commit to Divigroup-RAP/PYTORCH that referenced this pull request Apr 22, 2025

[invoke_subgraph][aot_autograd_cache] Cache AC HOP

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ghstack-source-id: 675c57e Pull Request resolved: pytorch/pytorch#139094

anijain2305 closed this Apr 30, 2025

github-actions bot deleted the gh/anijain2305/566/head branch June 7, 2025 02:16

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[invoke_subgraph][aot_autograd_cache] Cache AC HOP#139094

[invoke_subgraph][aot_autograd_cache] Cache AC HOP#139094
anijain2305 wants to merge 31 commits intogh/anijain2305/566/basefrom
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anijain2305 commented Oct 28, 2024 •

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🔗 Helpful Links

🧪 See artifacts and rendered test results at hud.pytorch.org/pr/139094

❌ 32 New Failures, 7 Cancelled Jobs, 13 Unrelated Failures

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anijain2305 commented Oct 28, 2024 •

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