From 07f8baa1e1b72ec90cf120012f39d707b218d17a Mon Sep 17 00:00:00 2001 From: Corey adams Date: Thu, 20 Feb 2025 07:49:19 -0600 Subject: [PATCH 01/54] Profiling (#787) * Stashing profiling work * Torch profile works but is very slow. line profiler not functional at this time * Enablement of profiling tool with pytorch profiler, as a context manager. Still several TBD Objects but this implementation will capture a torch profile. * Moving profiling tools into a directory to make separate tools more clearly separated as well as enable easier extensions. * Profiling tools work with torch profiler and line_profiler. nsys has a crash that I haven't resolved yet. * Fix line profiling construction * Begin instrumenting figconvnet and adding tutorials on modulus profiling tools * Remove annotations and force all annotations to conform to nvtx. Simpler, for now, and the most (only?) useful annotation tool * Updating profiling tutorial * Minor updates to profiling interfaces * only adding some profiling hooks to figconvnet * Add profiling hooks to mesh graph net. * Set TELayerNorm to default layer norm in MeshGraphNet * Nearly finished profiling tutorial and tooling example. Just need to add images. * Final (first) draft of the profiling tutorial and clean up profiler code slightly. Ready for draft PR * Add tests to the profiler tools to check functionality. Thanks Cursor! Some minor updtes to the tools themselves to accomodate instance clearing and refreshing. * Update changelog for profiling tools * Update profiler files to (hopefully) pass CI checks * Remove profiling parts from capture.py for later integration * Update __init__.py Remove nvtx wrapper * Add extra line to make linting happy... * When cuda is not available (mostly CI), emit a warning and switch to native layer norm. * Make the default as LayerNorm so tests will pass. Needs more care in the test, I think, about TELayerNorm * Very minor fixes per review * Resolve most comments from PR review. One to go (profiler state to become a literal) * Change profiler state tracker to a single state with an enum type. * Two changes made here: - the exit stack moves from a class variable to an instance variable - The double-check locking mechanism in the registry becomes a single lock and check. * Make sure the exit stack init is actually in __init__ and not initialize() --- CHANGELOG.md | 2 + docs/img/profiling/FA-fp16.png | Bin 0 -> 291063 bytes docs/img/profiling/FA-fp32.png | Bin 0 -> 257825 bytes docs/img/profiling/endOfSync.png | Bin 0 -> 149079 bytes docs/img/profiling/nsys-application-zoom.png | Bin 0 -> 203607 bytes docs/img/profiling/nsys-overview.png | Bin 0 -> 150939 bytes docs/img/profiling/nsys-triton-kernel.png | Bin 0 -> 509287 bytes docs/img/profiling/softmax_bwd.png | Bin 0 -> 138732 bytes docs/img/profiling/softmax_fwd.png | Bin 0 -> 137605 bytes docs/img/profiling/whole-application.png | Bin 0 -> 127865 bytes .../profiling/annotated_code/attn.py | 108 +++ .../profiling/annotated_code/dataset.py | 46 + .../line_profiler/profiler_stats.txt | 116 +++ .../profiling/annotated_code/workload.py | 111 +++ docs/test_scripts/profiling/cfg.yaml | 23 + .../profiling/fixed_data_loader/attn.py | 108 +++ .../profiling/fixed_data_loader/dataset.py | 45 + .../line_profiler/profiler_stats.txt | 117 +++ .../profiling/fixed_data_loader/workload.py | 111 +++ .../profiling/optimized_code_1/attn.py | 103 ++ .../profiling/optimized_code_1/dataset.py | 45 + .../profiling/optimized_code_1/workload.py | 112 +++ .../profiling/optimized_code_2/attn.py | 103 ++ .../profiling/optimized_code_2/dataset.py | 45 + .../profiling/optimized_code_2/workload.py | 115 +++ .../profiling/optimized_code_3/attn.py | 103 ++ .../profiling/optimized_code_3/dataset.py | 45 + .../profiling/optimized_code_3/workload.py | 117 +++ .../profiling/original_code/attn.py | 103 ++ .../profiling/original_code/dataset.py | 46 + .../profiling/original_code/workload.py | 86 ++ docs/tutorials/profiling.rst | 878 ++++++++++++++++++ modulus/models/figconvnet/figconvunet.py | 3 + .../models/figconvnet/grid_feature_group.py | 3 + .../figconvnet/point_feature_grid_ops.py | 4 + modulus/models/gnn_layers/mesh_edge_block.py | 3 + modulus/models/gnn_layers/mesh_graph_mlp.py | 8 + modulus/models/meshgraphnet/meshgraphnet.py | 20 +- modulus/utils/__init__.py | 1 + modulus/utils/capture.py | 8 + modulus/utils/profiling/__init__.py | 40 + modulus/utils/profiling/core.py | 362 ++++++++ modulus/utils/profiling/interface.py | 395 ++++++++ modulus/utils/profiling/line_profile.py | 104 +++ modulus/utils/profiling/torch.py | 183 ++++ test/utils/test_profiler.py | 210 +++++ 46 files changed, 4028 insertions(+), 4 deletions(-) create mode 100644 docs/img/profiling/FA-fp16.png create mode 100644 docs/img/profiling/FA-fp32.png create mode 100644 docs/img/profiling/endOfSync.png create mode 100644 docs/img/profiling/nsys-application-zoom.png create mode 100644 docs/img/profiling/nsys-overview.png create mode 100644 docs/img/profiling/nsys-triton-kernel.png create mode 100644 docs/img/profiling/softmax_bwd.png create mode 100644 docs/img/profiling/softmax_fwd.png create mode 100644 docs/img/profiling/whole-application.png create mode 100644 docs/test_scripts/profiling/annotated_code/attn.py create mode 100644 docs/test_scripts/profiling/annotated_code/dataset.py create mode 100644 docs/test_scripts/profiling/annotated_code/modulus_profiling_outputs/line_profiler/profiler_stats.txt create mode 100644 docs/test_scripts/profiling/annotated_code/workload.py create mode 100644 docs/test_scripts/profiling/cfg.yaml create mode 100644 docs/test_scripts/profiling/fixed_data_loader/attn.py create mode 100644 docs/test_scripts/profiling/fixed_data_loader/dataset.py create mode 100644 docs/test_scripts/profiling/fixed_data_loader/modulus_profiling_outputs/line_profiler/profiler_stats.txt create mode 100644 docs/test_scripts/profiling/fixed_data_loader/workload.py create mode 100644 docs/test_scripts/profiling/optimized_code_1/attn.py create mode 100644 docs/test_scripts/profiling/optimized_code_1/dataset.py create mode 100644 docs/test_scripts/profiling/optimized_code_1/workload.py create mode 100644 docs/test_scripts/profiling/optimized_code_2/attn.py create mode 100644 docs/test_scripts/profiling/optimized_code_2/dataset.py create mode 100644 docs/test_scripts/profiling/optimized_code_2/workload.py create mode 100644 docs/test_scripts/profiling/optimized_code_3/attn.py create mode 100644 docs/test_scripts/profiling/optimized_code_3/dataset.py create mode 100644 docs/test_scripts/profiling/optimized_code_3/workload.py create mode 100644 docs/test_scripts/profiling/original_code/attn.py create mode 100644 docs/test_scripts/profiling/original_code/dataset.py create mode 100644 docs/test_scripts/profiling/original_code/workload.py create mode 100644 docs/tutorials/profiling.rst create mode 100644 modulus/utils/profiling/__init__.py create mode 100644 modulus/utils/profiling/core.py create mode 100644 modulus/utils/profiling/interface.py create mode 100644 modulus/utils/profiling/line_profile.py create mode 100644 modulus/utils/profiling/torch.py create mode 100644 test/utils/test_profiler.py diff --git a/CHANGELOG.md b/CHANGELOG.md index b01a48c5fb..52694609f7 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -15,6 +15,8 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0 - DrivAerML dataset support in FIGConvNet example. - Retraining recipe for DoMINO from a pretrained model checkpoint - Added Datacenter CFD use case. +- Add leave-in profiling utilities to modulus, to easily enable torch/python/nsight + profiling in all aspects of the codebase. ### Changed diff --git a/docs/img/profiling/FA-fp16.png b/docs/img/profiling/FA-fp16.png new file mode 100644 index 0000000000000000000000000000000000000000..66db34a1da8f4ef45b3cc959930f30da1404df80 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