32b84a462a
Currently, collects the runtime of each pass and how many times the pass was run. In the future, we can add more things like the size of the HLO graph before/after each pass. PiperOrigin-RevId: 243212129
133 lines
4.0 KiB
C++
133 lines
4.0 KiB
C++
/* Copyright 2019 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/compiler/xla/service/compilation_stats.h"
|
|
|
|
#include <iostream>
|
|
#include <memory>
|
|
#include <string>
|
|
|
|
#include "absl/container/flat_hash_map.h"
|
|
#include "absl/memory/memory.h"
|
|
#include "absl/strings/str_format.h"
|
|
#include "tensorflow/compiler/xla/types.h"
|
|
#include "tensorflow/core/platform/env.h"
|
|
|
|
namespace xla {
|
|
|
|
class NoopStats : public CompilationStats {
|
|
public:
|
|
NoopStats() = default;
|
|
|
|
void StartPass(absl::string_view pass_name) override {}
|
|
|
|
void EndPass(absl::string_view pass_name) override {}
|
|
|
|
void CompilationReport() override {}
|
|
};
|
|
|
|
class Stats : public CompilationStats {
|
|
public:
|
|
Stats() = default;
|
|
|
|
void StartPass(absl::string_view pass_name) override;
|
|
|
|
void EndPass(absl::string_view pass_name) override;
|
|
|
|
void CompilationReport() override;
|
|
|
|
private:
|
|
struct PassInfo {
|
|
PassInfo(absl::string_view name, double duration)
|
|
: name(name), duration_ms(duration) {}
|
|
|
|
absl::string_view name;
|
|
int num_runs = 1;
|
|
double duration_ms;
|
|
};
|
|
|
|
// Info about the passes that have been run so far.
|
|
std::vector<PassInfo> passes_;
|
|
// Used to avoid nested calls to StartPass.
|
|
bool pass_running_ = false;
|
|
absl::string_view current_pass_;
|
|
// The start time of the currently running pass.
|
|
uint64 start_micros_;
|
|
};
|
|
|
|
/* static */
|
|
std::unique_ptr<CompilationStats> CompilationStats::MakeNoopStats() {
|
|
return absl::make_unique<NoopStats>();
|
|
}
|
|
|
|
/* static */
|
|
std::unique_ptr<CompilationStats> CompilationStats::MakeStats() {
|
|
return absl::make_unique<Stats>();
|
|
}
|
|
|
|
void Stats::StartPass(absl::string_view pass_name) {
|
|
CHECK(!pass_running_) << "Can't start " << pass_name << " while running "
|
|
<< current_pass_;
|
|
pass_running_ = true;
|
|
current_pass_ = pass_name;
|
|
start_micros_ = tensorflow::Env::Default()->NowMicros();
|
|
}
|
|
|
|
void Stats::EndPass(absl::string_view pass_name) {
|
|
CHECK(pass_running_);
|
|
CHECK_EQ(current_pass_, pass_name);
|
|
pass_running_ = false;
|
|
uint64 end_micros = tensorflow::Env::Default()->NowMicros();
|
|
double duration_ms = (end_micros - start_micros_) / 1000.0;
|
|
passes_.push_back(PassInfo(current_pass_, duration_ms));
|
|
}
|
|
|
|
void Stats::CompilationReport() {
|
|
CHECK(!pass_running_) << "EndPass never called for " << current_pass_;
|
|
absl::flat_hash_map<absl::string_view, PassInfo> summary;
|
|
double total_duration = 0;
|
|
|
|
for (auto& pass_run : passes_) {
|
|
auto pass_name = pass_run.name;
|
|
total_duration += pass_run.duration_ms;
|
|
auto it = summary.find(pass_name);
|
|
if (it == summary.end()) {
|
|
summary.insert(std::make_pair(pass_name, pass_run));
|
|
} else {
|
|
++summary.at(pass_name).num_runs;
|
|
summary.at(pass_name).duration_ms += pass_run.duration_ms;
|
|
}
|
|
}
|
|
|
|
std::vector<PassInfo> sorted_summary;
|
|
sorted_summary.reserve(summary.size());
|
|
for (auto& it : summary) {
|
|
sorted_summary.push_back(it.second);
|
|
}
|
|
absl::c_sort(sorted_summary, [](const PassInfo& a, const PassInfo& b) {
|
|
// Sort passes that take the longest first, break ties using pass names.
|
|
return std::make_pair(b.duration_ms, a.name) <
|
|
std::make_pair(a.duration_ms, b.name);
|
|
});
|
|
LOG(INFO) << "Total runtime (ms) of HLO passes: " << total_duration;
|
|
LOG(INFO) << "Pass name, num runs, time (ms)";
|
|
for (auto& pass_info : sorted_summary) {
|
|
LOG(INFO) << pass_info.name << ", " << pass_info.num_runs << ", "
|
|
<< pass_info.duration_ms;
|
|
}
|
|
}
|
|
|
|
} // namespace xla
|