Add pass config to turn on/off fusing tftext
PiperOrigin-RevId: 319318564 Change-Id: I9374dfd3efb3da27ca87048d176421145ed96b3a
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@ -273,6 +273,7 @@ cc_library(
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deps = [
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":tensorflow_lite",
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"//tensorflow/compiler/mlir/tensorflow",
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"//tensorflow/core:framework",
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"@llvm-project//llvm:Support",
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"@llvm-project//mlir:IR",
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"@llvm-project//mlir:StandardOps",
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@ -280,6 +281,18 @@ cc_library(
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],
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)
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tf_cc_test(
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name = "tftext_utils_test",
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size = "small",
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srcs = ["utils/tftext_utils_test.cc"],
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deps = [
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":tftext_utils",
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"//tensorflow/core:framework",
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"//tensorflow/core:test",
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"//tensorflow/core:test_main",
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],
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)
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cc_library(
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name = "stateful_ops_utils",
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srcs = [
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@ -46,7 +46,7 @@ limitations under the License.
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// The cmd line flag to turn on/off Tf.Text API fusion.
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// NOLINTNEXTLINE
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static llvm::cl::opt<bool> fuse_tftext(
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static llvm::cl::opt<bool> fuse_tftext_flag(
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"tfl-fuse-tftext", llvm::cl::value_desc("bool"),
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llvm::cl::desc("Fuse TF.Text API ops when it's true"),
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llvm::cl::init(false));
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@ -194,9 +194,12 @@ void PrepareCompositeFunctionsPass::ConvertTFAPIImplements(FuncOp func,
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OpBuilder builder(func.getBody());
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if (failed(ConvertKerasLSTMLayer(func, &builder)))
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return signalPassFailure();
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} else if (fuse_tftext && attr.getValue().startswith(kTfTextAPIPRefix)) {
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if (failed(ConvertTFTextAPI(func, attr.getValue()))) {
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return signalPassFailure();
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} else if (fuse_tftext_flag ||
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IsTfTextRegistered(tensorflow::OpRegistry::Global())) {
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if (attr.getValue().startswith(kTfTextAPIPRefix)) {
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if (failed(ConvertTFTextAPI(func, attr.getValue()))) {
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return signalPassFailure();
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}
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}
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}
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}
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@ -146,5 +146,17 @@ LogicalResult ConvertTFTextAPI(mlir::FuncOp func, llvm::StringRef api) {
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return failure();
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}
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bool IsTfTextRegistered(const tensorflow::OpRegistry* op_registery) {
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const std::vector<std::string> kTfTextOps = {
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"WhitespaceTokenizeWithOffsets",
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};
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for (const auto& iter : kTfTextOps) {
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if (op_registery->LookUp(iter)) {
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return true;
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}
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}
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return false;
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}
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} // namespace TFL
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} // namespace mlir
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@ -27,12 +27,15 @@ limitations under the License.
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#include "mlir/IR/Value.h" // from @llvm-project
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#include "mlir/Support/LogicalResult.h" // from @llvm-project
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#include "tensorflow/compiler/mlir/lite/ir/tfl_ops.h"
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#include "tensorflow/core/framework/op.h"
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namespace mlir {
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namespace TFL {
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LogicalResult ConvertTFTextAPI(mlir::FuncOp func, llvm::StringRef api);
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bool IsTfTextRegistered(const tensorflow::OpRegistry* op_registery);
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} // end namespace TFL
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} // end namespace mlir
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53
tensorflow/compiler/mlir/lite/utils/tftext_utils_test.cc
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53
tensorflow/compiler/mlir/lite/utils/tftext_utils_test.cc
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@ -0,0 +1,53 @@
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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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#include "tensorflow/compiler/mlir/lite/utils/tftext_utils.h"
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#include <memory>
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#include "tensorflow/core/lib/core/status_test_util.h"
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#include "tensorflow/core/platform/test.h"
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namespace mlir {
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namespace TFL {
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using tensorflow::OpRegistrationData;
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using tensorflow::OpRegistry;
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using tensorflow::Status;
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namespace {
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void Register(const std::string& op_name, OpRegistry* registry) {
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registry->Register([op_name](OpRegistrationData* op_reg_data) -> Status {
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op_reg_data->op_def.set_name(op_name);
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return Status::OK();
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});
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}
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} // namespace
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TEST(TfTextUtilsTest, TestTfTextRegistered) {
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std::unique_ptr<OpRegistry> registry(new OpRegistry);
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Register("WhitespaceTokenizeWithOffsets", registry.get());
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EXPECT_TRUE(IsTfTextRegistered(registry.get()));
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}
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TEST(TfTextUtilsTest, TestTfTextNotRegistered) {
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std::unique_ptr<OpRegistry> registry(new OpRegistry);
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Register("Test", registry.get());
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EXPECT_FALSE(IsTfTextRegistered(registry.get()));
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}
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} // namespace TFL
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} // namespace mlir
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