342 lines
10 KiB
Python
342 lines
10 KiB
Python
# DTensor Python API and libraries.
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load("@xla//third_party/rules_python/python:py_library.bzl", "py_library")
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load("//tensorflow:pytype.default.bzl", "pytype_strict_library")
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load("//tensorflow:tensorflow.bzl", "tf_gen_op_wrapper_py")
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default_visibility = [
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"//tensorflow/dtensor:dtensor-internal",
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"//third_party/py/jax_tpu_embedding:__subpackages__",
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]
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package(
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# copybara:uncomment default_applicable_licenses = ["//tensorflow:license"],
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default_visibility = default_visibility,
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licenses = ["notice"],
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)
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# -----------------------------------------------------------------------------
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# A list of all modules linked into TensorFlow.
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py_library(
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name = "dtensor",
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srcs = ["__init__.py"],
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strict_deps = True,
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visibility = [
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"//tensorflow/python:__pkg__",
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"//tensorflow/python/tools/api/generator:__pkg__",
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],
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deps = [
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":accelerator_util",
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":api",
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":config",
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":d_checkpoint",
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":d_variable",
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":input_util",
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":layout",
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":mesh_util",
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":save_restore",
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":tpu_util",
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],
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)
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# -----------------------------------------------------------------------------
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# Implementations of the public API.
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pytype_strict_library(
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name = "api",
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srcs = ["api.py"],
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deps = [
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":dtensor_device",
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":gen_dtensor_ops",
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":layout",
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"//tensorflow/python/eager:context",
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"//tensorflow/python/framework:ops",
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"//tensorflow/python/framework:tensor",
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"//tensorflow/python/util:deprecation",
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"//tensorflow/python/util:tf_export",
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],
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)
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pytype_strict_library(
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name = "config",
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srcs = ["config.py"],
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deps = [
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"//tensorflow/python/eager:context",
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"//tensorflow/python/framework:config",
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"//tensorflow/python/framework:device",
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"//tensorflow/python/util:tf_export",
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],
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)
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tf_gen_op_wrapper_py(
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name = "gen_dtensor_ops",
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out = "gen_dtensor_ops.py",
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extra_py_deps = [
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"//tensorflow/python:pywrap_tfe",
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"//tensorflow/python/util:dispatch",
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"//tensorflow/python/util:deprecation",
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"//tensorflow/python/util:tf_export",
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],
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py_lib_rule = py_library,
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deps = [
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"//tensorflow/dtensor/cc:dtensor_ops",
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"//tensorflow/dtensor/cc:dtensor_tpu_ops",
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],
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)
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pytype_strict_library(
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name = "layout",
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srcs = ["layout.py"],
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deps = [
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"//tensorflow/dtensor/proto:layout_proto_py_pb2",
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"//tensorflow/python:_pywrap_dtensor_device",
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"//tensorflow/python/framework:device",
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"//tensorflow/python/framework:ops",
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"//tensorflow/python/framework:tensor",
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"//tensorflow/python/util:tf_export",
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"//third_party/py/numpy",
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],
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)
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pytype_strict_library(
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name = "d_random",
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srcs = ["d_random.py"],
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deps = [
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":api",
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":layout",
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"//tensorflow/python/eager:context",
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"//tensorflow/python/framework:dtypes",
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"//tensorflow/python/framework:ops",
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"//tensorflow/python/framework:tensor_shape",
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"//tensorflow/python/ops:array_ops",
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"//tensorflow/python/ops:math_ops",
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"//tensorflow/python/ops:math_ops_gen",
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"//tensorflow/python/ops:shape_util",
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"//tensorflow/python/ops:stateless_random_ops_gen",
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],
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)
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pytype_strict_library(
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name = "d_variable",
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srcs = ["d_variable.py"],
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deps = [
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":api",
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":layout",
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"//tensorflow/python/eager:context",
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"//tensorflow/python/eager:def_function",
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"//tensorflow/python/framework:dtypes",
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"//tensorflow/python/framework:errors",
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"//tensorflow/python/framework:ops",
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"//tensorflow/python/ops:math_ops",
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"//tensorflow/python/ops:resource_variable_ops",
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"//tensorflow/python/trackable:base",
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"//tensorflow/python/training/saving:saveable_object",
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"//tensorflow/python/util:tf_export",
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],
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)
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pytype_strict_library(
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name = "d_checkpoint",
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srcs = ["d_checkpoint.py"],
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deps = [
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":api",
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":d_variable",
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":gen_dtensor_ops",
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":layout",
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":save_restore",
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"//tensorflow/core:protos_all_py",
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"//tensorflow/dtensor/proto:layout_proto_py_pb2",
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"//tensorflow/python/checkpoint",
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"//tensorflow/python/checkpoint:checkpoint_options",
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"//tensorflow/python/checkpoint:graph_view",
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"//tensorflow/python/checkpoint:restore",
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"//tensorflow/python/eager:context",
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"//tensorflow/python/framework:constant_op",
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"//tensorflow/python/framework:errors",
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"//tensorflow/python/framework:ops",
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"//tensorflow/python/ops:array_ops",
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"//tensorflow/python/trackable:base",
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"//tensorflow/python/trackable:data_structures",
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"//tensorflow/python/training:py_checkpoint_reader",
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"//tensorflow/python/training/saving:saveable_object",
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"//tensorflow/python/training/saving:saveable_object_util",
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"//tensorflow/python/util:deprecation",
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"//tensorflow/python/util:nest",
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"//tensorflow/python/util:tf_export",
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],
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)
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pytype_strict_library(
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name = "numpy_util",
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srcs = ["numpy_util.py"],
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deps = [
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":api",
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":layout",
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"//tensorflow/python/eager/polymorphic_function",
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"//tensorflow/python/ops:array_ops",
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"//tensorflow/python/ops:array_ops_stack",
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"//tensorflow/python/ops:sparse_ops",
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"//tensorflow/python/ops:stateless_random_ops",
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"//tensorflow/python/types:core",
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"//third_party/py/numpy",
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],
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)
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pytype_strict_library(
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name = "save_restore",
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srcs = ["save_restore.py"],
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deps = [
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":api",
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":d_variable",
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":gen_dtensor_ops",
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":layout",
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":mesh_util",
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"//tensorflow/python/eager:context",
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"//tensorflow/python/framework:errors",
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"//tensorflow/python/framework:ops",
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"//tensorflow/python/framework:tensor",
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"//tensorflow/python/ops:io_ops",
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"//tensorflow/python/ops:variables",
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"//tensorflow/python/util:tf_export",
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],
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)
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# -----------------------------------------------------------------------------
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# The DTensor runtime.
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pytype_strict_library(
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name = "dtensor_device",
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srcs = ["dtensor_device.py"],
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deps = [
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":config",
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":gen_dtensor_ops",
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":layout",
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"//tensorflow/core:protos_all_py",
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"//tensorflow/python:_pywrap_dtensor_device",
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"//tensorflow/python/eager:context",
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"//tensorflow/python/eager:core",
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"//tensorflow/python/framework:device",
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"//tensorflow/python/framework:dtypes",
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"//tensorflow/python/framework:ops",
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"//tensorflow/python/framework:sparse_tensor",
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"//tensorflow/python/framework:tensor",
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"//tensorflow/python/framework:tensor_util",
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"//tensorflow/python/util:_pywrap_utils",
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"//third_party/py/numpy",
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],
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)
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# -----------------------------------------------------------------------------
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# Utilities.
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pytype_strict_library(
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name = "mesh_util",
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srcs = ["mesh_util.py"],
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visibility = default_visibility + [
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"//tensorflow/dtensor:dtensor-users",
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],
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deps = [
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":accelerator_util",
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":api",
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":config",
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":layout",
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":tpu_util",
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"//tensorflow/python/eager:context",
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"//tensorflow/python/framework:config",
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"//tensorflow/python/framework:device",
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"//tensorflow/python/framework:tfrt_utils",
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"//tensorflow/python/ops:array_ops",
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"//tensorflow/python/ops:math_ops",
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"//tensorflow/python/util:tf_export",
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"//third_party/py/numpy",
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"@absl_py//absl/flags",
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"@absl_py//absl/logging",
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],
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)
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# TODO(b/245589661): Split accelerator_util to its module after
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# The circular dependence is removed with dtensor_initialize_tpu_system.
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pytype_strict_library(
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name = "tpu_util",
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srcs = [
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"accelerator_util.py",
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"tpu_util.py",
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],
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visibility = default_visibility + [
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"//tensorflow/dtensor:dtensor-users",
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],
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deps = [
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":config",
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":dtensor_device",
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":gen_dtensor_ops",
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":layout",
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"//tensorflow/core/protobuf:for_core_protos_py_proto",
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"//tensorflow/python/eager:context",
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"//tensorflow/python/eager:def_function",
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"//tensorflow/python/framework:config",
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"//tensorflow/python/framework:constant_op",
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"//tensorflow/python/framework:errors",
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"//tensorflow/python/framework:ops",
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"//tensorflow/python/ops:array_ops",
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"//tensorflow/python/ops:math_ops",
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"//tensorflow/python/platform:remote_utils",
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"//tensorflow/python/platform:tf_logging",
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"//tensorflow/python/tpu:topology",
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"//tensorflow/python/util:numpy_compat",
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"//tensorflow/python/util:tf_export",
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"//third_party/py/numpy",
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"@absl_py//absl/logging",
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],
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)
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pytype_strict_library(
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name = "heartbeat",
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srcs = ["heartbeat.py"],
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deps = [
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":api",
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":config",
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"//tensorflow/python/framework:constant_op",
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"//tensorflow/python/framework:device",
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"//tensorflow/python/framework:ops",
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"//tensorflow/python/ops:collective_ops",
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"//tensorflow/python/platform:tf_logging",
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"//third_party/py/numpy",
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],
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)
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pytype_strict_library(
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name = "accelerator_util",
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srcs = [],
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deps = [
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":tpu_util",
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],
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)
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pytype_strict_library(
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name = "input_util",
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srcs = ["input_util.py"],
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deps = [
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":api",
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":config",
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":layout",
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"//tensorflow/python/data/experimental/ops:data_service_ops",
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"//tensorflow/python/data/experimental/ops:distribute",
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"//tensorflow/python/data/ops:dataset_ops",
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"//tensorflow/python/data/ops:iterator_ops",
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"//tensorflow/python/eager:context",
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"//tensorflow/python/framework:constant_op",
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"//tensorflow/python/framework:dtypes",
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"//tensorflow/python/framework:errors",
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"//tensorflow/python/framework:ops",
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"//tensorflow/python/framework:tensor",
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"//tensorflow/python/framework:tensor_shape",
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"//tensorflow/python/framework:tensor_spec",
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"//tensorflow/python/ops:array_ops",
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"//tensorflow/python/ops:math_ops",
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"//tensorflow/python/types:data",
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"//tensorflow/python/util:nest",
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"//tensorflow/python/util:tf_export",
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],
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)
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