/* Copyright 2016 The TensorFlow Authors All Rights Reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License. ==============================================================================*/ #include "tensorflow/tools/tfprof/internal/tfprof_stats.h" #include #include "tensorflow/c/checkpoint_reader.h" #include "tensorflow/core/framework/graph.pb.h" #include "tensorflow/core/lib/io/path.h" #include "tensorflow/core/platform/env.h" #include "tensorflow/core/platform/test.h" #include "tensorflow/core/protobuf/config.pb.h" #include "tensorflow/tools/tfprof/internal/tfprof_constants.h" #include "tensorflow/tools/tfprof/internal/tfprof_options.h" #include "tensorflow/tools/tfprof/internal/tfprof_utils.h" #include "tensorflow/tools/tfprof/tfprof_log.pb.h" #include "tensorflow/tools/tfprof/tfprof_output.pb.h" namespace tensorflow { namespace tfprof { class TFProfShowTest : public ::testing::Test { protected: TFProfShowTest() { string graph_path = io::JoinPath(testing::TensorFlowSrcRoot(), "tools/tfprof/internal/testdata/graph.pbtxt"); std::unique_ptr graph_pb(new tensorflow::GraphDef()); TF_CHECK_OK( ReadProtoFile(Env::Default(), graph_path, graph_pb.get(), false)); std::unique_ptr run_meta_pb( new tensorflow::RunMetadata()); string run_meta_path = io::JoinPath(testing::TensorFlowSrcRoot(), "tools/tfprof/internal/testdata/run_meta"); TF_CHECK_OK( ReadProtoFile(Env::Default(), run_meta_path, run_meta_pb.get(), true)); std::unique_ptr op_log_pb(new OpLog()); string op_log_path = io::JoinPath(testing::TensorFlowSrcRoot(), "tools/tfprof/internal/testdata/tfprof_log"); TF_CHECK_OK(ReadBinaryProto(Env::Default(), op_log_path, op_log_pb.get())); string ckpt_path = io::JoinPath(testing::TensorFlowSrcRoot(), "tools/tfprof/internal/testdata/ckpt"); TF_Status* status = TF_NewStatus(); std::unique_ptr ckpt_reader( new checkpoint::CheckpointReader(ckpt_path, status)); CHECK(TF_GetCode(status) == TF_OK); TF_DeleteStatus(status); tf_stats_.reset(new TFStats(std::move(graph_pb), std::move(run_meta_pb), std::move(op_log_pb), std::move(ckpt_reader))); } std::unique_ptr tf_stats_; }; TEST_F(TFProfShowTest, DumpScopeMode) { string dump_file = io::JoinPath(testing::TmpDir(), "dump"); Options opts(5, 0, 0, 0, 0, 0, -1, "name", {"VariableV2"}, // accout_type_regexes {".*"}, {""}, {".*"}, {""}, false, {"params", "bytes", "micros", "float_ops"}, "file", {{"outfile", dump_file}}); tf_stats_->ShowGraphNode("scope", opts); string dump_str; TF_CHECK_OK(ReadFileToString(Env::Default(), dump_file, &dump_str)); EXPECT_EQ( "node name | # parameters | # float_ops | output bytes | total execution " "time | accelerator execution time | cpu execution time\n_TFProfRoot " "(--/370 params, --/0 flops, --/1.48KB, --/5us, --/0us, --/5us)\n " "conv2d (--/140 params, --/0 flops, --/560B, --/2us, --/0us, --/2us)\n " " conv2d/bias (5, 5/5 params, 0/0 flops, 20B/20B, 1us/1us, 0us/0us, " "1us/1us)\n conv2d/kernel (3x3x3x5, 135/135 params, 0/0 flops, " "540B/540B, 1us/1us, 0us/0us, 1us/1us)\n conv2d_1 (--/230 params, --/0 " "flops, --/920B, --/3us, --/0us, --/3us)\n conv2d_1/bias (5, 5/5 " "params, 0/0 flops, 20B/20B, 1us/1us, 0us/0us, 1us/1us)\n " "conv2d_1/kernel (3x3x5x5, 225/225 params, 0/0 flops, 900B/900B, " "2us/2us, 0us/0us, 2us/2us)\n", dump_str); } TEST_F(TFProfShowTest, DumpAcceleratorAndCPUMicros) { string dump_file = io::JoinPath(testing::TmpDir(), "dump"); Options opts( 5, 0, 0, 0, 0, 0, -1, "cpu_micros", {".*"}, // accout_type_regexes {".*"}, {""}, {".*"}, {""}, false, {"accelerator_micros", "cpu_micros"}, "file", {{"outfile", dump_file}}); tf_stats_->ShowGraphNode("scope", opts); string dump_str; TF_CHECK_OK(ReadFileToString(Env::Default(), dump_file, &dump_str)); EXPECT_EQ( "node name | accelerator execution time | cpu execution " "time\n_TFProfRoot (--/0us, --/97us)\n conv2d (0us/0us, 0us/76us)\n " "conv2d/convolution (0us/0us, 60us/60us)\n conv2d/convolution/Shape " "(0us/0us, 0us/0us)\n conv2d/convolution/dilation_rate (0us/0us, " "0us/0us)\n conv2d/BiasAdd (0us/0us, 12us/12us)\n conv2d/bias " "(0us/0us, 1us/2us)\n conv2d/bias/Assign (0us/0us, 0us/0us)\n " "conv2d/bias/Initializer (0us/0us, 0us/0us)\n " "conv2d/bias/Initializer/Const (0us/0us, 0us/0us)\n " "conv2d/bias/read (0us/0us, 1us/1us)\n conv2d/kernel (0us/0us, " "1us/2us)\n conv2d/kernel/Assign (0us/0us, 0us/0us)\n " "conv2d/kernel/Initializer (0us/0us, 0us/0us)\n " "conv2d/kernel/Initializer/random_uniform (0us/0us, 0us/0us)\n " "conv2d/kernel/read (0us/0us, 1us/1us)\n conv2d_2 (0us/0us, 0us/15us)\n " " conv2d_2/convolution (0us/0us, 13us/13us)\n " "conv2d_2/convolution/Shape (0us/0us, 0us/0us)\n " "conv2d_2/convolution/dilation_rate (0us/0us, 0us/0us)\n " "conv2d_2/BiasAdd (0us/0us, 2us/2us)\n conv2d_1 (0us/0us, 0us/5us)\n " "conv2d_1/bias (0us/0us, 1us/2us)\n conv2d_1/bias/Assign (0us/0us, " "0us/0us)\n conv2d_1/bias/Initializer (0us/0us, 0us/0us)\n " "conv2d_1/bias/Initializer/Const (0us/0us, 0us/0us)\n " "conv2d_1/bias/read (0us/0us, 1us/1us)\n conv2d_1/kernel (0us/0us, " "2us/3us)\n conv2d_1/kernel/Assign (0us/0us, 0us/0us)\n " "conv2d_1/kernel/Initializer (0us/0us, 0us/0us)\n " "conv2d_1/kernel/Initializer/random_uniform (0us/0us, 0us/0us)\n " "conv2d_1/kernel/read (0us/0us, 1us/1us)\n init (0us/0us, 0us/0us)\n " "save (0us/0us, 0us/0us)\n save/Assign (0us/0us, 0us/0us)\n " "save/Assign_1 (0us/0us, 0us/0us)\n save/Assign_2 (0us/0us, " "0us/0us)\n save/Assign_3 (0us/0us, 0us/0us)\n save/Const " "(0us/0us, 0us/0us)\n save/RestoreV2 (0us/0us, 0us/0us)\n " "save/RestoreV2/shape_and_slices (0us/0us, 0us/0us)\n " "save/RestoreV2/tensor_names (0us/0us, 0us/0us)\n save/RestoreV2_1 " "(0us/0us, 0us/0us)\n save/RestoreV2_1/shape_and_slices (0us/0us, " "0us/0us)\n save/RestoreV2_1/tensor_names (0us/0us, 0us/0us)\n " "save/RestoreV2_2 (0us/0us, 0us/0us)\n " "save/RestoreV2_2/shape_and_slices (0us/0us, 0us/0us)\n " "save/RestoreV2_2/tensor_names (0us/0us, 0us/0us)\n save/RestoreV2_3 " "(0us/0us, 0us/0us)\n save/RestoreV2_3/shape_and_slices (0us/0us, " "0us/0us)\n save/RestoreV2_3/tensor_names (0us/0us, 0us/0us)\n " "save/SaveV2 (0us/0us, 0us/0us)\n save/SaveV2/shape_and_slices " "(0us/0us, 0us/0us)\n save/SaveV2/tensor_names (0us/0us, 0us/0us)\n " " save/control_dependency (0us/0us, 0us/0us)\n save/restore_all " "(0us/0us, 0us/0us)\n zeros (0us/0us, 1us/1us)\n", dump_str); } TEST_F(TFProfShowTest, DumpOpMode) { string dump_file = io::JoinPath(testing::TmpDir(), "dump"); Options opts( 5, 0, 0, 0, 0, 4, -1, "params", {".*"}, // accout_type_regexes {".*"}, {""}, {".*"}, {""}, false, {"params", "bytes", "micros", "float_ops", "occurrence", "input_shapes"}, "file", {{"outfile", dump_file}}); tf_stats_->ShowMultiGraphNode("op", opts); string dump_str; TF_CHECK_OK(ReadFileToString(Env::Default(), dump_file, &dump_str)); EXPECT_EQ( "nodename|outputbytes|totalexecutiontime|acceleratorexecutiontime|" "cpuexecutiontime|#parameters|#float_ops|opoccurrence(run|defined)|" "inputshapes\nVariableV21.48KB(100.00%,17.10%),5us(100.00%,5.15%),0us(0." "00%,0.00%),5us(100.00%,5.15%),370params(100.00%,100.00%),0float_ops(100." "00%,0.00%),4|4\n\ninput_type:\t(run*4|defined*4)\texec_time:" "5us\n\nAssign0B(0.00%,0.00%),0us(94.85%,0.00%),0us(0.00%,0.00%),0us(94." "85%,0.00%),0params(0.00%,0.00%),0float_ops(100.00%,0.00%),0|8\n\ninput_" "type:0:unknown,\t1:unknown\t(run*0|defined*8)\texec_time:0us\n\nConst1." "54KB(58.87%,17.74%),1us(80.41%,1.03%),0us(0.00%,0.00%),1us(80.41%,1.03%)" ",0params(0.00%,0.00%),0float_ops(98.49%,0.00%),1|24\n\ninput_type:\t(" "run*1|defined*24)\texec_time:1us\n\n", StringReplace(dump_str, " ", "")); } } // namespace tfprof } // namespace tensorflow