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paddlepaddle--paddle/paddle/phi/kernels/autotune/switch_autotune.h
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2026-07-13 12:40:42 +08:00

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// Copyright (c) 2022 PaddlePaddle 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.
#pragma once
#include <cmath>
#include "paddle/phi/kernels/autotune/cache.h"
namespace phi {
namespace autotune {
class PADDLE_API AutoTuneStatus {
public:
static AutoTuneStatus& Instance() {
static AutoTuneStatus switch_autotune;
return switch_autotune;
}
bool UseAutoTune() { return use_autotune_; }
// EnableAutoTune and DisableAutoTune should be used for debug only.
void EnableAutoTune();
void DisableAutoTune();
void Update();
int64_t StepID() { return current_steps_id_; }
float RecentHitRate() {
int recent_step_nums = std::ceil(step_hit_rates_.size() * 0.3);
float sum = std::accumulate(step_hit_rates_.rbegin(),
step_hit_rates_.rbegin() + recent_step_nums,
0.0);
float mean = sum / recent_step_nums;
return mean;
}
// Hit Rate of Current Step
float StepHitRate() {
static int64_t last_step_id = -2;
if (last_step_id != current_steps_id_) {
int64_t current_hits = AutoTuneCache::Instance().CacheHits();
int64_t current_misses = AutoTuneCache::Instance().CacheMisses();
int64_t step_hits_ = current_hits - previous_hits_;
int64_t step_misses_ = current_misses - previous_misses_;
float step_hit_rate = 0.;
int64_t step_num_accesses = step_hits_ + step_misses_;
if (step_num_accesses != 0) {
step_hit_rate = static_cast<float>(step_hits_) /
static_cast<float>(step_num_accesses);
}
previous_hits_ = current_hits;
previous_misses_ = current_misses;
current_step_hit_rate_ = step_hit_rate;
last_step_id = current_steps_id_;
}
return current_step_hit_rate_;
}
void SetAutoTuneRange(int64_t start, int64_t stop) {
start_step_id_ = start;
stop_step_id_ = stop;
}
private:
AutoTuneStatus() = default;
void Init() {
use_autotune_ = false;
current_steps_id_ = -1;
previous_hits_ = 0;
previous_misses_ = 0;
step_hit_rates_.clear();
AutoTuneCache::Instance().Clean();
}
bool use_autotune_{false};
int64_t start_step_id_{1};
int64_t stop_step_id_{10};
int64_t current_steps_id_{-1};
int64_t previous_hits_{0};
int64_t previous_misses_{0};
float current_step_hit_rate_{0.f};
std::vector<float> step_hit_rates_;
};
} // namespace autotune
} // namespace phi