Refactor get_node_args and friends into a class #2741
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Summary: Torchrec rewriting logic got a bit hairy over the years, this sequence of changes aims to refactor the rewrite logic to be less convoluted and more maintainable in the future. This change: _get_node_args and related functions pass around lot of "context" (train_pipeline_context, streams, etc.) that rarely or never changes + some "state" (model, pipelined_preprocs) that is accumulated during the run. Refactoring `_get_node_args` (and friends) into a class allows initializing/passing those into class constructor, and simplifies the call signatures a lot Internal Diff stack navigation: 1. D69292525 and below - before refactoring 2. D69438143 - Refactor get_node_args and friends into a class (**you are here**) Differential Revision: D69438143
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Summary: Torchrec rewriting logic got a bit hairy over the years, this sequence of changes aims to refactor the rewrite logic to be less convoluted and more maintainable in the future. This change: _get_node_args and related functions pass around lot of "context" (train_pipeline_context, streams, etc.) that rarely or never changes + some "state" (model, pipelined_preprocs) that is accumulated during the run. Refactoring `_get_node_args` (and friends) into a class allows initializing/passing those into class constructor, and simplifies the call signatures a lot Internal Diff stack navigation: 1. D69292525 and below - before refactoring 2. D69438143 - Refactor get_node_args and friends into a class (**you are here**) 3. D69461227 - refactor "joint lists" in ArgInfo into a list of ArgInfoStep 4. D69461226 - refactor `_build_args_kwargs` into instance methods on ArgInfo and ArgInfoStep 5. D69461228 - split monolithic `ArgInfoStep` into a class hierarchy Differential Revision: D69438143
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…ch#2741) Summary: Torchrec rewriting logic got a bit hairy over the years, this sequence of changes aims to refactor the rewrite logic to be less convoluted and more maintainable in the future. This change: ArgInfo uses a "synchronized lists" pattern, having 4 attributes, each being a list, semantically representing different fields of a data structure (i.e. input_attrs[0], is_getitems[0], ... all relate to a single transformation on the input; all lists must have same number of elements). This diff refactors them into an actual list of a (new) `ArgInfoStep` class instances that encapsulate the related fields. Internal Diff stack navigation: 1. D69292525 and below - before refactoring 2. D69438143 - Refactor get_node_args and friends into a class 3. D69461227 - refactor "joint lists" in ArgInfo into a list of ArgInfoStep (**you are here**) 4. D69461226 - refactor `_build_args_kwargs` into instance methods on ArgInfo and ArgInfoStep 5. D69461228 - split monolithic `ArgInfoStep` into a class hierarchy Differential Revision: D69461227
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Feb 13, 2025
Summary: Torchrec rewriting logic got a bit hairy over the years, this sequence of changes aims to refactor the rewrite logic to be less convoluted and more maintainable in the future. This change: _get_node_args and related functions pass around lot of "context" (train_pipeline_context, streams, etc.) that rarely or never changes + some "state" (model, pipelined_preprocs) that is accumulated during the run. Refactoring `_get_node_args` (and friends) into a class allows initializing/passing those into class constructor, and simplifies the call signatures a lot Internal Diff stack navigation: 1. D69292525 and below - before refactoring 2. D69438143 - Refactor get_node_args and friends into a class (**you are here**) 3. D69461227 - refactor "joint lists" in ArgInfo into a list of ArgInfoStep 4. D69461226 - refactor `_build_args_kwargs` into instance methods on ArgInfo and ArgInfoStep 5. D69461228 - split monolithic `ArgInfoStep` into a class hierarchy Differential Revision: D69438143
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Feb 13, 2025
Summary: Torchrec rewriting logic got a bit hairy over the years, this sequence of changes aims to refactor the rewrite logic to be less convoluted and more maintainable in the future. This change: _get_node_args and related functions pass around lot of "context" (train_pipeline_context, streams, etc.) that rarely or never changes + some "state" (model, pipelined_preprocs) that is accumulated during the run. Refactoring `_get_node_args` (and friends) into a class allows initializing/passing those into class constructor, and simplifies the call signatures a lot Internal Diff stack navigation: 1. D69292525 and below - before refactoring 2. D69438143 - Refactor get_node_args and friends into a class (**you are here**) 3. D69461227 - refactor "joint lists" in ArgInfo into a list of ArgInfoStep 4. D69461226 - refactor `_build_args_kwargs` into instance methods on ArgInfo and ArgInfoStep 5. D69461228 - split monolithic `ArgInfoStep` into a class hierarchy Differential Revision: D69438143
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Feb 13, 2025
Summary: Torchrec rewriting logic got a bit hairy over the years, this sequence of changes aims to refactor the rewrite logic to be less convoluted and more maintainable in the future. This change: _get_node_args and related functions pass around lot of "context" (train_pipeline_context, streams, etc.) that rarely or never changes + some "state" (model, pipelined_preprocs) that is accumulated during the run. Refactoring `_get_node_args` (and friends) into a class allows initializing/passing those into class constructor, and simplifies the call signatures a lot Internal Diff stack navigation: 1. D69292525 and below - before refactoring 2. D69438143 - Refactor get_node_args and friends into a class (**you are here**) 3. D69461227 - refactor "joint lists" in ArgInfo into a list of ArgInfoStep 4. D69461226 - refactor `_build_args_kwargs` into instance methods on ArgInfo and ArgInfoStep 5. D69461228 - split monolithic `ArgInfoStep` into a class hierarchy Differential Revision: D69438143
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Feb 13, 2025
Summary: Torchrec rewriting logic got a bit hairy over the years, this sequence of changes aims to refactor the rewrite logic to be less convoluted and more maintainable in the future. This change: _get_node_args and related functions pass around lot of "context" (train_pipeline_context, streams, etc.) that rarely or never changes + some "state" (model, pipelined_preprocs) that is accumulated during the run. Refactoring `_get_node_args` (and friends) into a class allows initializing/passing those into class constructor, and simplifies the call signatures a lot Internal Diff stack navigation: 1. D69292525 and below - before refactoring 2. D69438143 - Refactor get_node_args and friends into a class (**you are here**) 3. D69461227 - refactor "joint lists" in ArgInfo into a list of ArgInfoStep 4. D69461226 - refactor `_build_args_kwargs` into instance methods on ArgInfo and ArgInfoStep 5. D69461228 - split monolithic `ArgInfoStep` into a class hierarchy Differential Revision: D69438143
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Feb 13, 2025
Summary: Torchrec rewriting logic got a bit hairy over the years, this sequence of changes aims to refactor the rewrite logic to be less convoluted and more maintainable in the future. This change: _get_node_args and related functions pass around lot of "context" (train_pipeline_context, streams, etc.) that rarely or never changes + some "state" (model, pipelined_preprocs) that is accumulated during the run. Refactoring `_get_node_args` (and friends) into a class allows initializing/passing those into class constructor, and simplifies the call signatures a lot Internal Diff stack navigation: 1. D69292525 and below - before refactoring 2. D69438143 - Refactor get_node_args and friends into a class (**you are here**) 3. D69461227 - refactor "joint lists" in ArgInfo into a list of ArgInfoStep 4. D69461226 - refactor `_build_args_kwargs` into instance methods on ArgInfo and ArgInfoStep 5. D69461228 - split monolithic `ArgInfoStep` into a class hierarchy Differential Revision: D69438143
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Feb 14, 2025
Summary: Torchrec rewriting logic got a bit hairy over the years, this sequence of changes aims to refactor the rewrite logic to be less convoluted and more maintainable in the future. This change: _get_node_args and related functions pass around lot of "context" (train_pipeline_context, streams, etc.) that rarely or never changes + some "state" (model, pipelined_preprocs) that is accumulated during the run. Refactoring `_get_node_args` (and friends) into a class allows initializing/passing those into class constructor, and simplifies the call signatures a lot Internal Diff stack navigation: 1. D69292525 and below - before refactoring 2. D69438143 - Refactor get_node_args and friends into a class (**you are here**) 3. D69461227 - refactor "joint lists" in ArgInfo into a list of ArgInfoStep 4. D69461226 - refactor `_build_args_kwargs` into instance methods on ArgInfo and ArgInfoStep 5. D69461228 - split monolithic `ArgInfoStep` into a class hierarchy Differential Revision: D69438143
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Feb 18, 2025
Summary: Torchrec rewriting logic got a bit hairy over the years, this sequence of changes aims to refactor the rewrite logic to be less convoluted and more maintainable in the future. This change: _get_node_args and related functions pass around lot of "context" (train_pipeline_context, streams, etc.) that rarely or never changes + some "state" (model, pipelined_preprocs) that is accumulated during the run. Refactoring `_get_node_args` (and friends) into a class allows initializing/passing those into class constructor, and simplifies the call signatures a lot Internal Diff stack navigation: 1. D69292525 and below - before refactoring 2. D69438143 - Refactor get_node_args and friends into a class (**you are here**) 3. D69461227 - refactor "joint lists" in ArgInfo into a list of ArgInfoStep 4. D69461226 - refactor `_build_args_kwargs` into instance methods on ArgInfo and ArgInfoStep 5. D69461228 - split monolithic `ArgInfoStep` into a class hierarchy Differential Revision: D69438143
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Feb 18, 2025
Summary: Torchrec rewriting logic got a bit hairy over the years, this sequence of changes aims to refactor the rewrite logic to be less convoluted and more maintainable in the future. This change: _get_node_args and related functions pass around lot of "context" (train_pipeline_context, streams, etc.) that rarely or never changes + some "state" (model, pipelined_preprocs) that is accumulated during the run. Refactoring `_get_node_args` (and friends) into a class allows initializing/passing those into class constructor, and simplifies the call signatures a lot Internal Diff stack navigation: 1. D69292525 and below - before refactoring 2. D69438143 - Refactor get_node_args and friends into a class (**you are here**) 3. D69461227 - refactor "joint lists" in ArgInfo into a list of ArgInfoStep 4. D69461226 - refactor `_build_args_kwargs` into instance methods on ArgInfo and ArgInfoStep 5. D69461228 - split monolithic `ArgInfoStep` into a class hierarchy Differential Revision: D69438143
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Summary: Torchrec rewriting logic got a bit hairy over the years, this sequence of changes aims to refactor the rewrite logic to be less convoluted and more maintainable in the future. This change: _get_node_args and related functions pass around lot of "context" (train_pipeline_context, streams, etc.) that rarely or never changes + some "state" (model, pipelined_preprocs) that is accumulated during the run. Refactoring `_get_node_args` (and friends) into a class allows initializing/passing those into class constructor, and simplifies the call signatures a lot Internal Diff stack navigation: 1. D69292525 and below - before refactoring 2. D69438143 - Refactor get_node_args and friends into a class (**you are here**) 3. D69461227 - refactor "joint lists" in ArgInfo into a list of ArgInfoStep 4. D69461226 - refactor `_build_args_kwargs` into instance methods on ArgInfo and ArgInfoStep 5. D69461228 - split monolithic `ArgInfoStep` into a class hierarchy Differential Revision: D69438143
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Summary: Torchrec rewriting logic got a bit hairy over the years, this sequence of changes aims to refactor the rewrite logic to be less convoluted and more maintainable in the future. This change: _get_node_args and related functions pass around lot of "context" (train_pipeline_context, streams, etc.) that rarely or never changes + some "state" (model, pipelined_preprocs) that is accumulated during the run. Refactoring `_get_node_args` (and friends) into a class allows initializing/passing those into class constructor, and simplifies the call signatures a lot Internal Diff stack navigation: 1. D69292525 and below - before refactoring 2. D69438143 - Refactor get_node_args and friends into a class (**you are here**) 3. D69461227 - refactor "joint lists" in ArgInfo into a list of ArgInfoStep 4. D69461226 - refactor `_build_args_kwargs` into instance methods on ArgInfo and ArgInfoStep 5. D69461228 - split monolithic `ArgInfoStep` into a class hierarchy Differential Revision: D69438143
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Summary: Torchrec rewriting logic got a bit hairy over the years, this sequence of changes aims to refactor the rewrite logic to be less convoluted and more maintainable in the future. This change: _get_node_args and related functions pass around lot of "context" (train_pipeline_context, streams, etc.) that rarely or never changes + some "state" (model, pipelined_preprocs) that is accumulated during the run. Refactoring `_get_node_args` (and friends) into a class allows initializing/passing those into class constructor, and simplifies the call signatures a lot Internal Diff stack navigation: 1. D69292525 and below - before refactoring 2. D69438143 - Refactor get_node_args and friends into a class (**you are here**) 3. D69461227 - refactor "joint lists" in ArgInfo into a list of ArgInfoStep 4. D69461226 - refactor `_build_args_kwargs` into instance methods on ArgInfo and ArgInfoStep 5. D69461228 - split monolithic `ArgInfoStep` into a class hierarchy Differential Revision: D69438143
che-sh
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Feb 19, 2025
Summary: Torchrec rewriting logic got a bit hairy over the years, this sequence of changes aims to refactor the rewrite logic to be less convoluted and more maintainable in the future. This change: _get_node_args and related functions pass around lot of "context" (train_pipeline_context, streams, etc.) that rarely or never changes + some "state" (model, pipelined_preprocs) that is accumulated during the run. Refactoring `_get_node_args` (and friends) into a class allows initializing/passing those into class constructor, and simplifies the call signatures a lot Internal Diff stack navigation: 1. D69292525 and below - before refactoring 2. D69438143 - Refactor get_node_args and friends into a class (**you are here**) 3. D69461227 - refactor "joint lists" in ArgInfo into a list of ArgInfoStep 4. D69461226 - refactor `_build_args_kwargs` into instance methods on ArgInfo and ArgInfoStep 5. D69461228 - split monolithic `ArgInfoStep` into a class hierarchy Differential Revision: D69438143
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Feb 19, 2025
Summary: Torchrec rewriting logic got a bit hairy over the years, this sequence of changes aims to refactor the rewrite logic to be less convoluted and more maintainable in the future. This change: _get_node_args and related functions pass around lot of "context" (train_pipeline_context, streams, etc.) that rarely or never changes + some "state" (model, pipelined_preprocs) that is accumulated during the run. Refactoring `_get_node_args` (and friends) into a class allows initializing/passing those into class constructor, and simplifies the call signatures a lot Internal Diff stack navigation: 1. D69292525 and below - before refactoring 2. D69438143 - Refactor get_node_args and friends into a class (**you are here**) 3. D69461227 - refactor "joint lists" in ArgInfo into a list of ArgInfoStep 4. D69461226 - refactor `_build_args_kwargs` into instance methods on ArgInfo and ArgInfoStep 5. D69461228 - split monolithic `ArgInfoStep` into a class hierarchy Differential Revision: D69438143
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Feb 20, 2025
Summary: Torchrec rewriting logic got a bit hairy over the years, this sequence of changes aims to refactor the rewrite logic to be less convoluted and more maintainable in the future. This change: _get_node_args and related functions pass around lot of "context" (train_pipeline_context, streams, etc.) that rarely or never changes + some "state" (model, pipelined_preprocs) that is accumulated during the run. Refactoring `_get_node_args` (and friends) into a class allows initializing/passing those into class constructor, and simplifies the call signatures a lot Internal Diff stack navigation: 1. D69292525 and below - before refactoring 2. D69438143 - Refactor get_node_args and friends into a class (**you are here**) 3. D69461227 - refactor "joint lists" in ArgInfo into a list of ArgInfoStep 4. D69461226 - refactor `_build_args_kwargs` into instance methods on ArgInfo and ArgInfoStep 5. D69461228 - split monolithic `ArgInfoStep` into a class hierarchy Differential Revision: D69438143
…stproc modules (pytorch#2733) Summary: Postproc modules with collection inputs (list or dict) with non-static (derived from input or other postproc) elements were not properly rewritten - input elements remained fx.Nodes even during the actual model forward (i.e. outside rewrite, during pipeline execution) To illustrate: ``` def forward(model_input: ...) -> ...: modified_input = model_input.float_features + 1 sharded_module_input = self.postproc(model_input, modified_input) # works sharded_module_input = self.postproc(model_input, [123]) # works sharded_module_input = self.postproc(model_input, [torch.ones_like(modified_input)]) # fails sharded_module_input = self.postproc(model_input, [modified_input]) # fails sharded_module_input = self.postproc(model_input, { 'a': 123 }) # works sharded_module_input = self.postproc(model_input, { 'a': torch.ones_like(modified_input) }) # fails sharded_module_input = self.postproc(model_input, { 'a': modified_input }) # fails return self.ebc(sharded_module_input) ``` Reviewed By: sarckk Differential Revision: D69292525
Summary: Torchrec rewriting logic got a bit hairy over the years, this sequence of changes aims to refactor the rewrite logic to be less convoluted and more maintainable in the future. This change: _get_node_args and related functions pass around lot of "context" (train_pipeline_context, streams, etc.) that rarely or never changes + some "state" (model, pipelined_preprocs) that is accumulated during the run. Refactoring `_get_node_args` (and friends) into a class allows initializing/passing those into class constructor, and simplifies the call signatures a lot Internal Diff stack navigation: 1. D69292525 and below - before refactoring 2. D69438143 - Refactor get_node_args and friends into a class (**you are here**) 3. D69461227 - refactor "joint lists" in ArgInfo into a list of ArgInfoStep 4. D69461226 - refactor `_build_args_kwargs` into instance methods on ArgInfo and ArgInfoStep 5. D69461228 - split monolithic `ArgInfoStep` into a class hierarchy Differential Revision: D69438143
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Feb 20, 2025
Summary: Torchrec rewriting logic got a bit hairy over the years, this sequence of changes aims to refactor the rewrite logic to be less convoluted and more maintainable in the future. This change: _get_node_args and related functions pass around lot of "context" (train_pipeline_context, streams, etc.) that rarely or never changes + some "state" (model, pipelined_preprocs) that is accumulated during the run. Refactoring `_get_node_args` (and friends) into a class allows initializing/passing those into class constructor, and simplifies the call signatures a lot Internal Diff stack navigation: 1. D69292525 and below - before refactoring 2. D69438143 - Refactor get_node_args and friends into a class (**you are here**) 3. D69461227 - refactor "joint lists" in ArgInfo into a list of ArgInfoStep 4. D69461226 - refactor `_build_args_kwargs` into instance methods on ArgInfo and ArgInfoStep 5. D69461228 - split monolithic `ArgInfoStep` into a class hierarchy Differential Revision: D69438143
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Summary: Torchrec rewriting logic got a bit hairy over the years, this sequence of changes aims to refactor the rewrite logic to be less convoluted and more maintainable in the future. This change: _get_node_args and related functions pass around lot of "context" (train_pipeline_context, streams, etc.) that rarely or never changes + some "state" (model, pipelined_preprocs) that is accumulated during the run. Refactoring `_get_node_args` (and friends) into a class allows initializing/passing those into class constructor, and simplifies the call signatures a lot Internal Diff stack navigation: 1. D69292525 and below - before refactoring 2. D69438143 - Refactor get_node_args and friends into a class (**you are here**) 3. D69461227 - refactor "joint lists" in ArgInfo into a list of ArgInfoStep 4. D69461226 - refactor `_build_args_kwargs` into instance methods on ArgInfo and ArgInfoStep 5. D69461228 - split monolithic `ArgInfoStep` into a class hierarchy Differential Revision: D69438143
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Feb 20, 2025
Summary: Torchrec rewriting logic got a bit hairy over the years, this sequence of changes aims to refactor the rewrite logic to be less convoluted and more maintainable in the future. This change: _get_node_args and related functions pass around lot of "context" (train_pipeline_context, streams, etc.) that rarely or never changes + some "state" (model, pipelined_preprocs) that is accumulated during the run. Refactoring `_get_node_args` (and friends) into a class allows initializing/passing those into class constructor, and simplifies the call signatures a lot Internal Diff stack navigation: 1. D69292525 and below - before refactoring 2. D69438143 - Refactor get_node_args and friends into a class (**you are here**) 3. D69461227 - refactor "joint lists" in ArgInfo into a list of ArgInfoStep 4. D69461226 - refactor `_build_args_kwargs` into instance methods on ArgInfo and ArgInfoStep 5. D69461228 - split monolithic `ArgInfoStep` into a class hierarchy Differential Revision: D69438143
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Feb 20, 2025
Summary: Torchrec rewriting logic got a bit hairy over the years, this sequence of changes aims to refactor the rewrite logic to be less convoluted and more maintainable in the future. This change: _get_node_args and related functions pass around lot of "context" (train_pipeline_context, streams, etc.) that rarely or never changes + some "state" (model, pipelined_preprocs) that is accumulated during the run. Refactoring `_get_node_args` (and friends) into a class allows initializing/passing those into class constructor, and simplifies the call signatures a lot Internal Diff stack navigation: 1. D69292525 and below - before refactoring 2. D69438143 - Refactor get_node_args and friends into a class (**you are here**) 3. D69461227 - refactor "joint lists" in ArgInfo into a list of ArgInfoStep 4. D69461226 - refactor `_build_args_kwargs` into instance methods on ArgInfo and ArgInfoStep 5. D69461228 - split monolithic `ArgInfoStep` into a class hierarchy Differential Revision: D69438143
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Summary: Torchrec rewriting logic got a bit hairy over the years, this sequence of changes aims to refactor the rewrite logic to be less convoluted and more maintainable in the future. This change: _get_node_args and related functions pass around lot of "context" (train_pipeline_context, streams, etc.) that rarely or never changes + some "state" (model, pipelined_preprocs) that is accumulated during the run. Refactoring `_get_node_args` (and friends) into a class allows initializing/passing those into class constructor, and simplifies the call signatures a lot Internal Diff stack navigation: 1. D69292525 and below - before refactoring 2. D69438143 - Refactor get_node_args and friends into a class (**you are here**) 3. D69461227 - refactor "joint lists" in ArgInfo into a list of ArgInfoStep 4. D69461226 - refactor `_build_args_kwargs` into instance methods on ArgInfo and ArgInfoStep 5. D69461228 - split monolithic `ArgInfoStep` into a class hierarchy Differential Revision: D69438143
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Summary:
Torchrec rewriting logic got a bit hairy over the years, this sequence of changes aims to refactor the rewrite logic to be less convoluted and more maintainable in the future.
This change: _get_node_args and related functions pass around lot of "context" (train_pipeline_context, streams, etc.) that rarely or never changes + some "state" (model, pipelined_preprocs) that is accumulated during the run. Refactoring
_get_node_args(and friends) into a class allows initializing/passing those into class constructor, and simplifies the call signatures a lotInternal
Diff stack navigation:
Differential Revision: D69438143