Add Python API functions to query kernels
This is part of the work to make available kernels easier to query at runtime. PiperOrigin-RevId: 205802663
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@ -96,6 +96,7 @@ py_library(
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":image_ops",
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":initializers_ns",
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":io_ops",
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":kernels",
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":layers",
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":lib",
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":list_ops",
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@ -789,6 +790,19 @@ py_library(
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],
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)
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py_library(
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name = "kernels",
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srcs = [
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"framework/kernels.py",
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],
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srcs_version = "PY2AND3",
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deps = [
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":pywrap_tensorflow",
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":util",
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"//tensorflow/core:protos_all_py",
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],
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)
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py_library(
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name = "op_def_library",
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srcs = ["framework/op_def_library.py"],
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@ -1482,6 +1496,20 @@ py_test(
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],
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)
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py_test(
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name = "framework_kernels_test",
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size = "small",
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srcs = ["framework/kernels_test.py"],
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main = "framework/kernels_test.py",
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srcs_version = "PY2AND3",
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deps = [
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":framework_test_lib",
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":kernels",
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":platform_test",
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":test_ops",
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],
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)
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tf_gen_op_wrapper_private_py(
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name = "array_ops_gen",
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visibility = [
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46
tensorflow/python/framework/kernels.py
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46
tensorflow/python/framework/kernels.py
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@ -0,0 +1,46 @@
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# Copyright 2018 The TensorFlow Authors. All Rights Reserved.
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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# ==============================================================================
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"""Functions for querying registered kernels."""
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from __future__ import absolute_import
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from __future__ import division
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from __future__ import print_function
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from tensorflow.core.framework import kernel_def_pb2
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from tensorflow.python import pywrap_tensorflow as c_api
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from tensorflow.python.util import compat
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def get_all_registered_kernels():
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"""Returns a KernelList proto of all registered kernels.
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"""
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buf = c_api.TF_GetAllRegisteredKernels()
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data = c_api.TF_GetBuffer(buf)
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kernel_list = kernel_def_pb2.KernelList()
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kernel_list.ParseFromString(compat.as_bytes(data))
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return kernel_list
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def get_registered_kernels_for_op(name):
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"""Returns a KernelList proto of registered kernels for a given op.
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Args:
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name: A string representing the name of the op whose kernels to retrieve.
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"""
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buf = c_api.TF_GetRegisteredKernelsForOp(name)
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data = c_api.TF_GetBuffer(buf)
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kernel_list = kernel_def_pb2.KernelList()
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kernel_list.ParseFromString(compat.as_bytes(data))
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return kernel_list
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41
tensorflow/python/framework/kernels_test.py
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41
tensorflow/python/framework/kernels_test.py
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@ -0,0 +1,41 @@
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# Copyright 2018 The TensorFlow Authors. All Rights Reserved.
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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# ==============================================================================
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"""Tests for querying registered kernels."""
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from __future__ import absolute_import
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from __future__ import division
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from __future__ import print_function
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from tensorflow.python.framework import kernels
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from tensorflow.python.framework import test_util
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from tensorflow.python.platform import googletest
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class GetAllRegisteredKernelsTest(test_util.TensorFlowTestCase):
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def testFindsAtLeastOneKernel(self):
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kernel_list = kernels.get_all_registered_kernels()
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self.assertGreater(len(kernel_list.kernel), 0)
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class GetRegisteredKernelsForOp(test_util.TensorFlowTestCase):
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def testFindsAtLeastOneKernel(self):
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kernel_list = kernels.get_registered_kernels_for_op("KernelLabel")
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self.assertGreater(len(kernel_list.kernel), 0)
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self.assertEqual(kernel_list.kernel[0].op, "KernelLabel")
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if __name__ == "__main__":
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googletest.main()
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