mindspore2022/mindspore/ccsrc/profiler/device/gpu/gpu_profiling.h

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5.0 KiB
C++

/**
* Copyright 2020 Huawei Technologies Co., Ltd
*
* 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.
*/
#ifndef MINDSPORE_GPU_PROFILING_H
#define MINDSPORE_GPU_PROFILING_H
#include <cuda.h>
#include <cupti.h>
#include <cstdio>
#include <unordered_map>
#include <string>
#include <vector>
#include <mutex>
#include <memory>
#include <algorithm>
#include <utility>
namespace mindspore {
namespace profiler {
namespace gpu {
enum class CUPTIApiType { kCallback = 0, kActivity = 1 };
enum class ActivityType {
kKernel = 0,
kMemcpyH2D = 1,
kMemcpyD2H = 2,
kMemcpyH2A = 3,
kMemcpyA2H = 4,
kMemcpyA2D = 5,
kMemcpyD2A = 6,
kMemcpyD2D = 7,
kMemcpyP2P = 8,
kMemcpyH2H = 9,
kMemset = 10,
kMemcpyUnknown = 11
};
struct MemcpyInfo {
size_t bytes;
unsigned char src_kind;
unsigned char dst_kind;
};
struct KernelInfo {
uint64_t registers_per_thread;
uint64_t static_shared_memory;
uint64_t dynamic_shared_memory;
uint64_t block_x;
uint64_t block_y;
uint64_t block_z;
uint64_t grid_x;
uint64_t grid_y;
uint64_t grid_z;
};
struct Event {
std::string kernel_name;
std::string kernel_type;
CUPTIApiType api_type;
ActivityType activity_type;
uint64_t start_time_stamp;
uint64_t end_time_stamp;
std::string op_name;
uint32_t device_id;
uint32_t correlation_id;
uint32_t thread_id;
uint32_t context_id;
uint32_t stream_id;
CUpti_CallbackId cb_id;
union {
MemcpyInfo memcpy_info;
KernelInfo kernel_info;
};
};
struct StartDuration {
uint64_t start_timestamp = 0l;
float duration = 0l;
};
struct OpInfo {
std::string op_name;
float cupti_api_call_time = 0l;
float cupti_activity_time = 0l;
float op_host_cost_time = 0;
int op_kernel_api_count = 0;
int op_kernel_count = 0;
int op_count = 0;
std::vector<StartDuration> start_duration;
void *stream;
};
struct BaseTime {
// nanosecond
uint64_t host_start_time = 0l;
uint64_t gpu_start_time = 0l;
};
const float kTimeUnit = 1000;
class GPUProfiler {
public:
static std::shared_ptr<GPUProfiler> GetInstance();
~GPUProfiler() { StopCUPTI(); }
GPUProfiler(const GPUProfiler &) = delete;
GPUProfiler &operator=(const GPUProfiler &) = delete;
void Init(const std::string &profileDataPath);
void Stop();
void StopCUPTI();
void StepProfilingEnable(const bool enable_flag);
void SyncEnable(const bool enable_flag);
bool GetEnableFlag() const { return enable_flag_; }
bool GetSyncEnableFlag() const { return sync_enable_flag_; }
void EventHandleProcess(CUpti_CallbackId cbid, const CUpti_CallbackData *cbdata, const std::string &typestring,
uint64_t startTimestamp, uint64_t endTimestamp);
void CUPTIAPI AllocBuffer(uint8_t **buffer, size_t *size, size_t *maxNumRecords);
void CUPTIAPI ProcessBuffer(CUcontext ctx, uint32_t streamId, uint8_t *buffer, size_t size, size_t validSize);
void OpDataProducerBegin(const std::string op_name, void *stream);
void OpDataProducerEnd();
void ProcessEvents();
private:
GPUProfiler() = default;
void OpsParser();
void EventLog(const Event &event);
void ClearInst();
void HandleActivityRecord(CUpti_Activity *record);
void AddEvent(Event &&event);
void SetRunTimeData(const std::string &op_name, void *stream);
void SetRunTimeData(const std::string &op_name, const float time_elapsed);
void SetRunTimeData(const std::string &op_name, const uint64_t start, const float duration);
void FixOpNameByCorrelationId(Event *event);
static std::shared_ptr<GPUProfiler> profiler_inst_;
bool enable_flag_ = false;
bool sync_enable_flag_ = true;
std::unordered_map<std::string, OpInfo> op_info_map_;
std::unordered_map<uint32_t, std::string> op_name_map_;
std::vector<Event> events_;
BaseTime base_time_;
std::string op_name_;
void *stream_;
void SaveProfileData();
std::mutex event_mutex_;
std::vector<CUpti_ActivityKind> activities_enable_;
uint64_t cupti_callback_events_count_ = 0l;
uint64_t cupti_callback_events_drop_count_ = 0l;
uint64_t max_cupti_callback_events_ = 2 * 1024 * 10000;
uint64_t cupti_activity_events_count_ = 0l;
uint64_t cupti_activity_events_drop_count_ = 0l;
uint64_t max_cupti_activity_events_ = 2 * 1024 * 10000;
CUpti_SubscriberHandle subscriber_ = nullptr;
cudaEvent_t op_event_start_;
cudaEvent_t op_event_stop_;
uint64_t op_host_time_start_;
uint64_t op_host_time_stop_;
uint64_t op_cupti_time_start_;
std::string profile_data_path_;
};
} // namespace gpu
} // namespace profiler
} // namespace mindspore
#endif // MINDSPORE_GPU_PROFILING_H