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1d42148fee
Requested from @tugsbayasgalan: we want dynamo to preserve some FX node metadata when we trace `GraphModule`s (`nn_module_stack`, `source_fn`, `stack_trace`). This is helpful for the case when we export an aten-level `GraphModule`, add some (possibly non-torch or non-aten) ops, and we want to transform the graph back into an aten-level graph. Without preserving metadata, future passes that look at metadata (e.g. quantization passes) won't work. This feature also has the additional benefit of being able to preserve origin line of code when `print_readable`'ing a `GraphModule`. This is helpful when debugging graphs that have passed through dynamo several times. The added unit test demonstrates the added functionality of this PR. ~This PR is currently a proof-of-concept implementation that shows that preserving node metadata across dynamo is possible.~ This PR preserves node metadata across dynamo by doing the following: - ~inject a counter variable into the `GraphModule` source code, which is incremented every time a node is run~ - Construct a line number -> node index map in `GraphModule` as the source code is being generated. - pass a list of node metadata and the line number map to dynamo's bytecode analyzer - ~dynamo traces the counter as a `ConstantVariable`, so when we create a new proxy, we can determine which original node index this proxy corresponds by looking at the value of the traced counter~ - When we create a new proxy, get the current instruction's line number, and get the node index using the line number map - index into the original node metadata ~using the counter variable's tracked value.~ ~Some things that should be addressed off the top of my head:~ - ~Is this feature even desirable? (Do we really want Dynamo to have special behavior for `GraphModules`? Should we expect users to re-export `GraphModules`?)~ - ~Is there a better approach than to use a counter? We considered using node names, line numbers, and assuming that proxies are created in the same order as the nodes, but each of these 3 have shortcomings. For node names, we only have access to new node names, not the old ones. Using line number is fragile. The third is problematic since not all created nodes go through `create_proxy` (e.g. inputs). We currently generate a line number to node index map when the `GraphModule`'s code is generated.~ - ~What's the best way to send data across the "CPython gap"? That is, it is not obvious how to cleanly pass data from dynamo's `eval_frame.py:_TorchDynamoContext.__call__` to `symbolic_convert.py:InstructionTranslatorBase.__init__`. In this PR, we use a global.~ Pull Request resolved: https://github.com/pytorch/pytorch/pull/107067 Approved by: https://github.com/jansel |
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| .. | ||
| mock_modules | ||
| __init__.py | ||
| test_activation_checkpointing.py | ||
| test_after_aot.py | ||
| test_aot_autograd.py | ||
| test_autograd_function.py | ||
| test_backends.py | ||
| test_compile.py | ||
| test_comptime.py | ||
| test_config.py | ||
| test_ctx_manager.py | ||
| test_cudagraphs.py | ||
| test_decorators.py | ||
| test_dynamic_shapes.py | ||
| test_exc.py | ||
| test_export_mutations.py | ||
| test_export.py | ||
| test_functions.py | ||
| test_global.py | ||
| test_higher_order_ops.py | ||
| test_input_attr_tracking.py | ||
| test_interop.py | ||
| test_logging.py | ||
| test_minifier.py | ||
| test_misc.py | ||
| test_model_output.py | ||
| test_modules.py | ||
| test_nops.py | ||
| test_optimizers.py | ||
| test_pre_dispatch.py | ||
| test_profiler.py | ||
| test_python_autograd.py | ||
| test_recompile_ux.py | ||
| test_recompiles.py | ||
| test_replay_record.py | ||
| test_repros.py | ||
| test_skip_non_tensor.py | ||
| test_sources.py | ||
| test_subclasses.py | ||
| test_subgraphs.py | ||
| test_unspec.py | ||
| test_verify_correctness.py | ||
| utils.py | ||