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