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Edward Z. Yang f6be44c74e Profile guided optimization for automatic_dynamic (#139001) 
Previously: https://github.com/pytorch/pytorch/pull/138052 but the implementation is done from scratch, so I open a new PR.

This implements the ability to save and load profiles of automatic dynamic decisions, so on subsequent runs we can directly make something automatically dynamic. Unlike the previous implementation, this cache is never enabled by default; instead, you have to specify a "job id" that says it's OK to share results. We will be able to automatically populate this id for internal MAST jobs but for generic OSS users you will have to explicitly opt into it.

Signed-off-by: Edward Z. Yang <ezyang@meta.com>

Differential Revision: [D65065497](https://our.internmc.facebook.com/intern/diff/D65065497)
Pull Request resolved: https://github.com/pytorch/pytorch/pull/139001
Approved by: https://github.com/oulgen
2024-11-02 11:50:11 +00:00
..
_static Add a temporary Survey about the search (#139096) 2024-10-28 23:43:25 +00:00
_templates Add a temporary Survey about the search (#139096) 2024-10-28 23:43:25 +00:00
community Update maintainers for inductor and x86 CPU (#136839) 2024-10-11 07:24:07 +00:00
elastic DOC: add docstring to construct_and_record_rdzv_event() (#128189) 2024-06-10 22:17:33 +00:00
notes Add section to serialization note re weights_only (#139433) 2024-11-01 21:51:50 +00:00
rpc [Doc] fix some typos (found by codespell and typos) (#132544) 2024-08-05 17:21:56 +00:00
scripts [Doc] fix some typos (found by codespell and typos) (#132544) 2024-08-05 17:21:56 +00:00
accelerator.rst Introduce a device-agnostic runtime API design (#132204) 2024-10-27 10:37:09 +00:00
amp.rst Update document for autocast on CPU (#135299) 2024-09-13 09:11:47 +00:00
autograd.rst Add torch.library.register_autograd (#124071) 2024-04-18 12:47:59 +00:00
backends.rst Clarify opt-einsum usage, fix #127109 (#137596) 2024-10-09 20:31:24 +00:00
benchmark_utils.rst Adding Compare in torch.utils.benchmark documentation (#125009) 2024-05-03 00:50:54 +00:00
bottleneck.rst
checkpoint.rst [checkpoint] Clean up selective activation checkpoint and make public (#125795) 2024-06-18 18:18:50 +00:00
complex_numbers.rst Document complex optimizer semantic behavior (#121667) 2024-03-16 00:43:47 +00:00
cond.rst [Doc] fix some typos (found by codespell and typos) (#132544) 2024-08-05 17:21:56 +00:00
conf.py Update copyrights to 2024 (#138638) 2024-10-22 21:00:58 +00:00
config_mod.rst
cpp_extension.rst
cpp_index.rst
cpu.rst Add current_device() to torch.cpu (#110987) 2023-10-11 05:13:10 +00:00
cuda_environment_variables.rst Add doc page for environment variables that effect PyTorch Runtime (#119087) 2024-02-15 21:41:38 +00:00
cuda._sanitizer.rst
cuda.rst raw_alloc ignores PYTORCH_NO_CUDA_MEMORY_CACHING (#131114) 2024-10-04 15:36:29 +00:00
cuda.tunable.rst [ROCm] Tunableop record untuned (#128813) 2024-10-09 21:59:03 +00:00
cudnn_persistent_rnn.rst
cudnn_rnn_determinism.rst
data.rst Revert "reseed all Generators in Dataloader's _worker_loop() -- via GC (#107131)" 2023-08-23 17:08:07 +00:00
ddp_comm_hooks.rst
debugging_environment_variables.rst Add doc page for environment variables that effect PyTorch Runtime (#119087) 2024-02-15 21:41:38 +00:00
deploy.rst
deterministic.rst Add torch.utils.deterministic.fill_uninitialized_memory flag (#111377) 2023-11-01 16:10:09 +00:00
distributed.algorithms.join.rst
distributed.checkpoint.rst [Doc] fix some typos (found by codespell and typos) (#132544) 2024-08-05 17:21:56 +00:00
distributed.elastic.rst Reapply "distributed debug handlers (#126601)" (#127805) 2024-06-04 19:44:30 +00:00
distributed.optim.rst
distributed.pipelining.rst [Pipelining] Refactor Interleaved1F1B and ZeroBubble (#137783) 2024-10-16 03:05:14 +00:00
distributed.rst [reland][dtensor] move DTensor to public namespace (#134203) 2024-09-08 17:08:40 +00:00
distributed.tensor.parallel.rst Update link in distributed.tensor.parallel.rst (#136103) 2024-09-15 19:36:29 +00:00
distributed.tensor.rst [dtensor][experimental] expose DTensor Context Parallel API (#137038) 2024-10-02 18:00:23 +00:00
distributions.rst Add inverse gamma distribution and fix sign bug in PowerTransform. (#104501) 2023-11-01 02:26:25 +00:00
dlpack.rst
docutils.conf
export.ir_spec.rst [export] Remove torch._export.export (#119095) 2024-02-08 21:22:04 +00:00
export.rst Replace torch.export default decomp table to be lazily populated (#137650) 2024-10-18 19:28:52 +00:00
fft.rst
fsdp.rst [FSDP][state_dict] Expose optimizer state_dict config (#105949) 2023-08-21 07:29:49 +00:00
func.api.rst
func.batch_norm.rst
func.migrating.rst
func.rst
func.ux_limitations.rst
func.whirlwind_tour.rst
future_mod.rst Add swap_tensors path to nn.Module._apply (#117167) 2024-02-07 18:55:44 +00:00
futures.rst
fx.experimental.rst Remove parallel_and and parallel_or (#138135) 2024-10-23 00:22:22 +00:00
fx.rst Consolidate SymDispatchMode into ProxyTensorMode (#132674) 2024-08-08 12:02:54 +00:00
hub.rst
index.rst Introduce a device-agnostic runtime API design (#132204) 2024-10-27 10:37:09 +00:00
jit_builtin_functions.rst
jit_language_reference_v2.rst [Doc] fix some typos (found by codespell and typos) (#132544) 2024-08-05 17:21:56 +00:00
jit_language_reference.rst [Doc] fix some typos (found by codespell and typos) (#132544) 2024-08-05 17:21:56 +00:00
jit_python_reference.rst
jit_unsupported.rst Add support for torch.Generator type in TorchScript (#110413) 2023-11-21 23:07:21 +00:00
jit_utils.rst
jit.rst Doc test non packages (#110568) 2023-10-06 14:16:01 +00:00
library.rst Link directly to new Custom Ops Landing Page (#137933) 2024-10-15 21:18:21 +00:00
linalg.rst
logging.rst Change classification to beta for TORCH_LOGS (#118682) 2024-01-31 21:50:55 +00:00
masked.rst Add MaskedTensor passthrough: unfold, F.Unfold, F.Fold, stack (#125262) 2024-09-06 19:06:23 +00:00
math-quantizer-equation.png
meta.rst Add documentation for meta device (#119119) 2024-02-04 01:05:22 +00:00
miscellaneous_environment_variables.rst Add environment variable to force no weights_only load (#138225) 2024-10-21 23:26:15 +00:00
mobile_optimizer.rst Add ExecuTorch warning to mobile_optimizer (#134697) 2024-09-04 17:47:14 +00:00
model_zoo.rst
module_tracker.rst Add module tracker (#125352) 2024-05-04 18:33:35 +00:00
monitor.rst
mps_environment_variables.rst [MPS] Add mps profiler env vars to docs (#129552) 2024-07-04 06:44:48 +00:00
mps.rst Add support in Python API for the recommended max working set size. (#128289) 2024-06-12 16:03:57 +00:00
mtia.rst [MTIA] Support torch.cuda.get_device_capability equivalent API on MTIA (#135889) 2024-09-17 17:42:56 +00:00
multiprocessing.rst Doc test non packages (#110568) 2023-10-06 14:16:01 +00:00
name_inference.rst [docs] Properly link register_post_accumulate_grad_hook docs (#108157) 2023-08-29 22:13:33 +00:00
named_tensor.rst fixing named tensor unflatten example (#106921) 2023-08-22 18:00:10 +00:00
nested.rst
nn.attention.bias.rst Remove sdp_kernel and replace with sdpa_kernel in attention namespace (#114689) 2024-01-24 22:28:04 +00:00
nn.attention.experimental.rst [Flex Attention] Paged Attention (#137164) 2024-10-29 17:05:22 +00:00
nn.attention.flex_attention.rst FlexAttention support for NJT (#136792) 2024-10-28 20:01:27 +00:00
nn.attention.rst [Flex Attention] Paged Attention (#137164) 2024-10-29 17:05:22 +00:00
nn.functional.rst Add RMSNorm module (#121364) 2024-03-29 18:05:28 +00:00
nn.init.rst
nn.rst Make adding Buffers more like adding Parameters (#125971) 2024-07-31 10:32:40 +00:00
onnx_dynamo_onnxruntime_backend.rst Follow-up #108379 (#108905) 2023-09-09 01:38:36 +00:00
onnx_dynamo.rst [ONNX] Improves documentation of ONNX exporter (#135372) 2024-09-09 15:09:01 +00:00
onnx_torchscript_supported_aten_ops.rst Refactor torch.onnx documentation (#108379) 2023-09-08 18:23:48 +00:00
onnx_torchscript.rst [ONNX] Remove deprecated export_to_pretty_string (#137790) 2024-10-21 18:17:48 +00:00
onnx.rst [ONNX] Improves documentation of ONNX exporter (#135372) 2024-09-09 15:09:01 +00:00
optim.rst Ensure SWA boundary conditions w.r.t. definition (#133773) 2024-10-31 18:24:08 +00:00
package.rst Doc test non packages (#110568) 2023-10-06 14:16:01 +00:00
profiler.rst Doc test non packages (#110568) 2023-10-06 14:16:01 +00:00
quantization-accuracy-debugging.rst
quantization-backend-configuration.rst
quantization-support.rst Update pt2e numeric debugger to use node.meta["custom"] field (#134040) 2024-08-27 19:51:03 +00:00
quantization.rst Cleanup some duplicated placeholder py:module docs (#123244) 2024-04-05 03:18:53 +00:00
random.rst
rpc.rst [BE] RPC is missing RRef docs (#106902) 2023-08-10 16:26:27 +00:00
signal.rst
size.rst Added a docstring for torch.Size.numel. (#124186) 2024-04-19 09:23:02 +00:00
sparse.rst SparseCsrCUDA: cuDSS backend for linalg.solve (#129856) 2024-08-22 07:57:30 +00:00
special.rst
storage.rst
tensor_attributes.rst Refine the logic of device construction when only device index is given (#129119) 2024-07-15 14:34:29 +00:00
tensor_view.rst
tensorboard.rst
tensors.rst add xpu to torch.tensors (#127280) 2024-06-11 18:13:01 +00:00
testing.rst
threading_environment_variables.rst Add doc page for environment variables that effect PyTorch Runtime (#119087) 2024-02-15 21:41:38 +00:00
torch_cuda_memory.rst Fix typo under docs directory (#110359) 2023-10-03 16:36:05 +00:00
torch_environment_variables.rst [Docs][MPS] Add mps environment variable table (#129008) 2024-06-20 03:30:35 +00:00
torch_nccl_environment_variables.rst [c10d][doc] Add docs for ENV variables TORCH_NCCL_ASYNC_ERROR_HANDLING TORCH_NCCL_TRACE_CPP_STACK and TORCH_NCCL_COORD_CHECK_MILSEC (#132920) 2024-08-09 21:08:20 +00:00
torch.ao.ns._numeric_suite_fx.rst
torch.ao.ns._numeric_suite.rst
torch.compiler_aot_inductor.rst [AOTI] docs: add suggestion to turn on freezing on CPU (#128010) 2024-06-07 08:57:02 +00:00
torch.compiler_api.rst [dynamo] add torch.compiler.set_stance (#137504) 2024-10-16 16:18:25 +00:00
torch.compiler_best_practices_for_backends.rst
torch.compiler_cudagraph_trees.rst [CUDAGraph] add more docs for cudagraph trees (#127963) 2024-06-18 02:07:07 +00:00
torch.compiler_custom_backends.rst Fix a link in the compiler backend doc (#126079) 2024-05-21 20:16:04 +00:00
torch.compiler_dynamic_shapes.rst feat: Add min, max ranges to mark_dynamic API (#119737) 2024-03-07 23:26:03 +00:00
torch.compiler_dynamo_deepdive.rst Stop immediately specializing common constants 0/1 for plain int (#128327) 2024-07-03 16:41:51 +00:00
torch.compiler_dynamo_overview.rst Rename TorchDynamo -> Dyanamo in the dynamo tutorial doc (#123431) 2024-05-07 05:07:00 +00:00
torch.compiler_fake_tensor.rst [BE] Reroute all uses of proxy_tensor.maybe_disable_fake_tensor_mode to fake_tensor.unset_fake_temporarily (#132770) 2024-08-08 23:07:23 +00:00
torch.compiler_faq.rst [dynamo] Retire CompileProfiler (#135133) 2024-09-05 01:08:40 +00:00
torch.compiler_fine_grain_apis.rst [Doc] fix some typos (found by codespell and typos) (#132544) 2024-08-05 17:21:56 +00:00
torch.compiler_get_started.rst [Inductor] Update AttrsDescriptor instantiation for Triton changes (#137458) 2024-10-14 20:20:29 +00:00
torch.compiler_inductor_profiling.rst
torch.compiler_ir.rst [export] torch.export landing page (#108783) 2023-09-10 01:40:42 +00:00
torch.compiler_nn_module.rst Revert "Reland 3rd try [finishing colesbury's PR 100642] Guard on nn.Module dicts and type (#109323)" + Forward fixes + test (#110964) 2023-10-11 05:16:47 +00:00
torch.compiler_performance_dashboard.rst
torch.compiler_profiling_torch_compile.rst [EZ] Fix spelling typo (#136157) 2024-09-16 19:30:30 +00:00
torch.compiler_transformations.rst Fix typo under docs directory (#110359) 2023-10-03 16:36:05 +00:00
torch.compiler_troubleshooting.rst Add link to torch.compile the missing manual in troubleshooting (#137301) 2024-10-04 18:19:30 +00:00
torch.compiler.config.rst Profile guided optimization for automatic_dynamic (#139001) 2024-11-02 11:50:11 +00:00
torch.compiler.rst Profile guided optimization for automatic_dynamic (#139001) 2024-11-02 11:50:11 +00:00
torch.overrides.rst Doc test non packages (#110568) 2023-10-06 14:16:01 +00:00
torch.rst Add docs page for torch.inf and torch.nan (#138430) 2024-10-31 05:46:46 +00:00
type_info.rst
utils.rst New swap function (#111747) 2023-12-08 18:49:35 +00:00
xpu.rst Add torch.xpu.get_arch_list and torch.xpu.get_gencode_flags for XPU (#137773) 2024-10-18 02:28:08 +00:00