Merge pull request #38544 from yongtang:34399-ensure_shape
PiperOrigin-RevId: 306652585 Change-Id: I53312a7f02ee07893816b1f358667e324aa879a6
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commit
c16a5caf79
@ -1891,6 +1891,7 @@ absl::flat_hash_set<string> GetKnownXLAWhitelistOp() {
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"DynamicStitch",
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"Einsum",
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"EmptyTensorList",
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"EnsureShape",
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"ExtractImagePatches",
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"Igamma",
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"IgammaGradA",
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@ -1846,3 +1846,20 @@ tf_xla_py_test(
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"@absl_py//absl/testing:parameterized",
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],
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)
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tf_xla_py_test(
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name = "ensure_shape_op_test",
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size = "medium",
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srcs = ["ensure_shape_op_test.py"],
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python_version = "PY3",
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tags = [
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"no_pip", # TODO(b/149738646): fix pip install so these tests run on kokoro pip
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"optonly",
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],
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deps = [
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":xla_test",
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"//tensorflow/python:array_ops",
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"//tensorflow/python:framework",
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"//tensorflow/python:platform_test",
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],
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)
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51
tensorflow/compiler/tests/ensure_shape_op_test.py
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51
tensorflow/compiler/tests/ensure_shape_op_test.py
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@ -0,0 +1,51 @@
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# Copyright 2016 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 ensure_shape_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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from tensorflow.compiler.tests import xla_test
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from tensorflow.python.framework import dtypes
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from tensorflow.python.framework import errors_impl
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from tensorflow.python.ops import array_ops
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from tensorflow.python.ops import check_ops
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from tensorflow.python.platform import test
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class EnsureShapeOpTest(xla_test.XLATestCase):
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def testEnsureShape(self):
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with self.session() as sess:
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p = array_ops.placeholder(dtypes.int32)
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with self.test_scope():
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op = check_ops.ensure_shape(p, (None, 3))
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expected_out = [[0, 1, 2], [3, 4, 5], [6, 7, 8]]
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self.assertAllEqual(expected_out,
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sess.run(op, {p: [[0, 1, 2], [3, 4, 5], [6, 7, 8]]}))
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def testInvalidEnsureShape(self):
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with self.session() as sess:
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p = array_ops.placeholder(dtypes.int32)
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with self.test_scope():
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op = check_ops.ensure_shape(p, (None, 3, 3))
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with self.assertRaisesRegexp(errors_impl.InvalidArgumentError,
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"is not compatible with expected shape"):
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sess.run(op, {p: [[0, 1, 2], [3, 4, 5], [6, 7, 8]]})
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if __name__ == "__main__":
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test.main()
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@ -39,6 +39,7 @@ tf_kernel_library(
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"elu_op.cc",
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"elu_op.h",
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"empty_op.cc",
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"ensure_shape_op.cc",
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"extract_image_patches_op.cc",
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"fake_param_op.cc",
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"fake_quantize_ops.cc",
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59
tensorflow/compiler/tf2xla/kernels/ensure_shape_op.cc
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tensorflow/compiler/tf2xla/kernels/ensure_shape_op.cc
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@ -0,0 +1,59 @@
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/* Copyright 2020 The TensorFlow Authors. All Rights Reserved.
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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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http://www.apache.org/licenses/LICENSE-2.0
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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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// XLA-specific ensure_shape Op.
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#include "tensorflow/compiler/tf2xla/type_util.h"
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#include "tensorflow/compiler/tf2xla/xla_helpers.h"
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#include "tensorflow/compiler/tf2xla/xla_op_kernel.h"
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#include "tensorflow/compiler/tf2xla/xla_op_registry.h"
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#include "tensorflow/compiler/xla/client/xla_builder.h"
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#include "tensorflow/compiler/xla/literal.h"
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#include "tensorflow/core/framework/op_kernel.h"
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#include "tensorflow/core/framework/register_types.h"
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#include "tensorflow/core/framework/tensor.h"
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namespace tensorflow {
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namespace {
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class EnsureShapeOp : public XlaOpKernel {
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public:
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explicit EnsureShapeOp(OpKernelConstruction* ctx) : XlaOpKernel(ctx) {
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OP_REQUIRES_OK(ctx, ctx->GetAttr("shape", &expected_shape_));
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}
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void Compile(XlaOpKernelContext* ctx) override {
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const TensorShape shape = ctx->InputShape(0);
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// valiate shape
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OP_REQUIRES(
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ctx, expected_shape_.IsCompatibleWith(shape),
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errors::InvalidArgument("Shape of tensor ", this->def().input(0), " ",
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shape.DebugString(),
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" is not compatible with expected shape ",
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expected_shape_.DebugString(), "."));
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// If shape matches, outputs the tensor.
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ctx->SetOutput(0, ctx->Input(0));
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}
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private:
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PartialTensorShape expected_shape_;
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};
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REGISTER_XLA_OP(Name("EnsureShape"), EnsureShapeOp);
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} // namespace
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} // namespace tensorflow
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