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Make functionalization ViewMeta
serializable with pickle. (#143712)
Fix: #141974 This PR makes `ViewMeta` sequence, present in functional tensors, serializable with pickle. In order to accomplish that, it makes `ViewMeta` an abstract class with overridable `forward` and `reverse` functions. In this context, each operation that once instanciated `ViewMeta`, should now create a new specialized class that inherits from `ViewMeta. Therefore, this PR also uses codegen for creating these specializations. In summary, these are the changes this PR introduces: - `ViewMeta` is turned into an abstract class (see _FunctionalStorageImpl.cpp_). `forward` and `reverse` are pure virtual functions that need to be implemented. `to_out_index` should be implemented by operations that might return more than 1 output. - New `ViewMeta` specializations for `resize_` and `_unsafe_view` are created (see _FunctionalizeFallbackKernel.h_). - New templates _ViewMetaClasses.{cpp,h}_ are created. They hold the declaration and definition of the `ViewMeta` specializations, which are automatically generated in the ATen codegen (see _gen.py_). - New `_functionalization` Python sub-module is created (see _Module.cpp_). It serves as namespace for the `ViewMeta` specializations and `InverseReturnMode` enum. - New template _ViewMetaClassesPythonBinding.cpp_ is created. It holds the automatically generated Python bindings for the `ViewMeta` specialization, which are generated in the torch codegen (see _generate_code.py_). Note that this PR makes use of codegen at 2 different moments: - ATen codegen (_gen.py_): generates the `ViewMeta` specialized classes. - Torch codegen (_generate_code.py_): generated the Python bindings for them. Pull Request resolved: https://github.com/pytorch/pytorch/pull/143712 Approved by: https://github.com/bdhirsh
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@ -189,6 +189,12 @@ def main() -> None:
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)
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options = parser.parse_args()
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# Path: aten/src/ATen
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aten_path = os.path.dirname(os.path.dirname(options.native_functions_path))
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operator_selector = get_selector(
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options.selected_op_list_path, options.operators_yaml_path
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)
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generate_code(
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options.gen_dir,
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options.native_functions_path,
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@ -198,13 +204,32 @@ def main() -> None:
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options.disable_autograd,
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options.force_schema_registration,
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# options.selected_op_list
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operator_selector=get_selector(
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options.selected_op_list_path, options.operators_yaml_path
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),
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operator_selector=operator_selector,
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)
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# Generate the python bindings for functionalization's `ViewMeta` classes.
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from torchgen.gen_functionalization_type import (
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gen_functionalization_view_meta_classes,
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)
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functionalization_templates_dir = os.path.join(aten_path, "templates")
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functionalization_install_dir = os.path.join(
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options.gen_dir, "torch/csrc/functionalization/generated"
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)
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os.makedirs(functionalization_install_dir, exist_ok=True)
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assert os.path.isdir(functionalization_install_dir)
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assert os.path.isdir(functionalization_templates_dir)
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gen_functionalization_view_meta_classes(
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options.native_functions_path or NATIVE_FUNCTIONS_PATH,
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options.tags_path or TAGS_PATH,
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selector=operator_selector,
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install_dir=functionalization_install_dir,
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template_dir=functionalization_templates_dir,
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)
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if options.gen_lazy_ts_backend:
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aten_path = os.path.dirname(os.path.dirname(options.native_functions_path))
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ts_backend_yaml = os.path.join(aten_path, "native/ts_native_functions.yaml")
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ts_native_functions = "torch/csrc/lazy/ts_backend/ts_native_functions.cpp"
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ts_node_base = "torch/csrc/lazy/ts_backend/ts_node.h"
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