Move WhereOp kernel to the common directory tf2xla/kernels
This will allow it to be used with the new bridge using the fallback path. Also Added test for the kernel. PiperOrigin-RevId: 342324585 Change-Id: I343b05809241484ea4fe5081110c7dc773f547ad
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@ -2040,6 +2040,7 @@ absl::flat_hash_set<string> GetKnownXLAAllowlistOp() {
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"UnsortedSegmentSum",
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"VarIsInitializedOp",
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"VariableShape",
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"Where",
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"While",
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"XlaBroadcastHelper",
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"XlaConv",
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@ -1943,3 +1943,25 @@ tf_xla_py_test(
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"//tensorflow/python:platform_test",
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],
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)
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tf_xla_py_test(
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name = "where_op_test",
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size = "small",
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srcs = ["where_op_test.py"],
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disabled_backends = [
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"cpu",
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"cpu_ondemand",
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"gpu",
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],
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deps = [
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":xla_test",
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"//tensorflow/compiler/jit",
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"//tensorflow/contrib/tpu",
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"//tensorflow/python:array_ops",
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"//tensorflow/python:client_testlib",
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"//tensorflow/python:control_flow_ops",
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"//tensorflow/python:errors",
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"//tensorflow/python:framework",
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"//tensorflow/python/compiler/xla:compiler_py",
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],
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)
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90
tensorflow/compiler/tests/where_op_test.py
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90
tensorflow/compiler/tests/where_op_test.py
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@ -0,0 +1,90 @@
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# Copyright 2020 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 where op."""
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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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# pylint: disable=g-direct-tensorflow-import
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from tensorflow.compiler.tests import xla_test
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from tensorflow.python.framework import dtypes
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from tensorflow.python.ops import array_ops
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from tensorflow.python.ops import math_ops
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from tensorflow.python.platform import test
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# pylint: enable=g-direct-tensorflow-import
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class WhereOpTest(xla_test.XLATestCase):
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def testWhere(self):
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"""Test first form of where (return indices)."""
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with self.session() as sess:
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with self.test_scope():
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x = array_ops.placeholder(dtypes.bool)
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true_vals = array_ops.where(x)
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# Output of the computation is dynamic.
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feed = [[True, False, False], [False, True, True]]
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self.assertAllEqual([[0, 0], [1, 1], [1, 2]],
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sess.run(true_vals, {x: feed}))
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def testWhereGather(self):
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"""Test where followed by a gather."""
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with self.session() as sess:
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with self.test_scope():
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x = array_ops.placeholder(dtypes.bool)
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value = array_ops.constant([[0, 1], [2, 3]], dtypes.float32)
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true_vals = array_ops.where(x)
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# Gather 0, 2, 3.
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gathered = array_ops.gather_nd(value, true_vals)
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feed = [[True, False], [True, True]]
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self.assertAllEqual([0, 2, 3], sess.run(gathered, {x: feed}))
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def testWhereGatherReduce(self):
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"""Test where followed by a gather and a reduce."""
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with self.session() as sess:
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with self.test_scope():
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x = array_ops.placeholder(dtypes.bool)
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value = array_ops.constant([[0, 1], [2, 3]], dtypes.float32)
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indices = array_ops.where(x)
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# Reduce to 5
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gathered = array_ops.gather_nd(value, indices)
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reduction = math_ops.reduce_sum(gathered)
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feed = [[True, False], [True, True]]
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self.assertAllEqual(5, sess.run(reduction, {x: feed}))
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def testWhere1D(self):
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"""Test first form of where (return indices)."""
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with self.session() as sess:
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with self.test_scope():
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x = array_ops.placeholder(dtypes.bool)
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result = array_ops.where(x)
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# Output of the computation is dynamic.
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feed = [True, False, True]
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self.assertAllEqual([[0], [2]], sess.run(result, {x: feed}))
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if __name__ == "__main__":
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test.main()
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@ -122,6 +122,7 @@ tf_kernel_library(
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"unary_ops_composition.cc",
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"unpack_op.cc",
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"variable_ops.cc",
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"where_op.cc",
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"xla_broadcast_helper_op.cc",
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"xla_conv_op.cc",
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"xla_dequantize_op.cc",
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@ -190,6 +191,7 @@ tf_kernel_library(
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"//tensorflow/core:protos_all_cc",
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"//tensorflow/core/kernels:stateful_random_ops_header",
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"//tensorflow/core/kernels:stateless_random_ops_v2_header",
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"//tensorflow/core/tpu:tpu_defs",
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"//tensorflow/stream_executor/lib",
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"@com_google_absl//absl/algorithm:container",
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"@com_google_absl//absl/container:flat_hash_map",
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@ -8,6 +8,7 @@ load(
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package(
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default_visibility = [
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"//tensorflow/compiler/tf2xla/kernels:__subpackages__",
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"//tensorflow/core/tpu:__subpackages__",
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"//tensorflow/stream_executor/tpu:__subpackages__",
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],
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@ -16,7 +16,6 @@ cc_library(
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"inplace_ops.cc",
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"outfeed_ops.cc",
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"segment_reduction_ops.cc",
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"where_op.cc",
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],
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visibility = ["//visibility:public"],
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deps = [
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