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*
* Copyright (c) 2019-2024 Axera Semiconductor Co., Ltd. All Rights Reserved.
*
* This source file is the property of Axera Semiconductor Co., Ltd. and
* may not be copied or distributed in any isomorphic form without the prior
* written consent of Axera Semiconductor Co., Ltd.
*
**************************************************************************************************/
#pragma once
#include "middleware/axcl_runtime_runner.hpp"
#include "middleware/axcl_base.hpp"
#include "utilities/scalar_guard.hpp"
#include "utilities/file.hpp"
#include "utilities/log.hpp"
#include <axcl.h>
#if defined(ENV_AXCL_RUNTIME_API_ENABLE)
struct middleware::runtime_runner::impl {
impl() = default;
~impl() {
std::ignore = this->final();
}
[[nodiscard]] bool init(const std::string& config_file, const uint32_t& index, const uint32_t& kind) {
// 0. check the NPU kind
if (kind > AXCL_VNPU_LITTLE_BIG) {
utilities::glog.print(utilities::log::type::error,
"Specified NPU kind{%d} is out of range{total %d}.\n", kind, static_cast<int>(AXCL_VNPU_LITTLE_BIG) + 1);
return false;
}
// 1. build the npu init function
auto npu_init_func = [&kind]() {
if (const int ret = axclrtEngineInit(static_cast<axclrtEngineVNpuKind>(kind)); 0 != ret) {
utilities::glog.print(utilities::log::type::error, "Init AXCLRT Engine as kind{%d} failed{0x%08X}.\n", kind, ret);
return false;
}
utilities::glog.print(utilities::log::type::info, "AXCLRT Engine inited.\n");
return true;
};
// 2. execute initialization
if (const auto ret = axcl_base::init(config_file, index, npu_init_func); !ret) {
return false;
}
// 3. set the flag
this->is_initialized_ = true;
return true;
}
[[nodiscard]] bool final() {
auto flag = true;
if (this->is_initialized_) {
if (0 != this->model_id_) {
for (auto& input : inputs_) {
if (nullptr != input) {
std::ignore = axclrtFree(input);
input = nullptr;
}
}
for (auto& output : outputs_) {
if (nullptr != output) {
std::ignore = axclrtFree(output);
output = nullptr;
}
}
flag &= 0 == axclrtEngineDestroyIOInfo(this->info_);
flag &= 0 == axclrtEngineDestroyIO(this->io_);
flag &= 0 == axclrtEngineUnload(this->model_id_);
}
flag &= 0 == axcl_base::final([&]() {
if (const auto ret = axclrtEngineFinalize(); 0 != ret) {
utilities::glog.print(utilities::log::type::error, "Final AXCLRT Engine failed{0x%08X}.\n", ret);
return false;
}
utilities::glog.print(utilities::log::type::info, "AXCLRT Engine finalized.\n");
return true;
});
this->is_initialized_ = false;
}
return flag;
}
[[nodiscard]] bool load(const std::string& model_path) {
if (!this->is_initialized_) {
utilities::glog.print(utilities::log::type::error, "axcl is not initialized.\n");
return false;
}
if (0 != this->model_id_) {
utilities::glog.print(utilities::log::type::error, "Model is already loaded.\n");
return false;
}
if (!utilities::exists(model_path)
|| !utilities::is_regular_file(model_path)
|| 0 == utilities::file_size(model_path)
|| utilities::error_size == utilities::file_size(model_path)) {
utilities::glog.print(utilities::log::type::error, "Model file{%s} error, please check it.\n", model_path.c_str());
return false;
}
if (const auto ret = axclrtEngineLoadFromFile(model_path.c_str(), &this->model_id_); 0 != ret) {
utilities::glog.print(utilities::log::type::error, "Create model{%s} handle failed.\n", model_path.c_str());
return false;
}
if (const auto ret = axclrtEngineCreateContext(this->model_id_, &this->context_id_); 0 != ret) {
utilities::glog.print(utilities::log::type::error, "Create model{%s} context failed.\n", model_path.c_str());
return false;
}
return true;
}
[[nodiscard]] bool prepare(const bool& input_cached, const bool& output_cached, const uint32_t& group, const uint32_t& batch) {
std::ignore = input_cached;
std::ignore = output_cached;
// 0. check the handle
if (0 == this->model_id_) {
utilities::glog.print(utilities::log::type::error, "Model id is not set, load model first.\n");
return false;
}
// 1. get the IO info
if (const auto ret = axclrtEngineGetIOInfo(this->model_id_, &this->info_); 0 != ret) {
utilities::glog.print(utilities::log::type::error, "Get model io info failed{0x%08X}.\n", ret);
return false;
}
// 2. get the count of shape group
int32_t total_group = 0;
if (const auto ret = axclrtEngineGetShapeGroupsCount(this->info_, &total_group); 0 != ret) {
utilities::glog.print(utilities::log::type::error, "Get model shape group count failed{0x%08X}.\n", ret);
return false;
}
// 3. check the group index
if (group >= static_cast<decltype(group)>(total_group)) {
utilities::glog.print(utilities::log::type::error, "Model group{%d} is out of range{total %d}.\n", group, total_group);
return false;
}
this->group_ = static_cast<int32_t>(group);
// 4. check the batch size
this->batch_ = (0 == batch ? 1 : batch);
// 5. get the count of inputs
uint32_t input_count = 0;
if (input_count = axclrtEngineGetNumInputs(this->info_); 0 == input_count) {
utilities::glog.print(utilities::log::type::error, "Get model input count failed.\n");
return false;
}
// 6. get the count of outputs
uint32_t output_count = 0;
if (output_count = axclrtEngineGetNumOutputs(this->info_); 0 == output_count) {
utilities::glog.print(utilities::log::type::error, "Get model output count failed.\n");
return false;
}
// 7. prepare the input and output
this->inputs_.resize(input_count, nullptr);
this->inputs_size_.resize(input_count, 0);
this->outputs_.resize(output_count, nullptr);
this->outputs_size_.resize(output_count, 0);
// 8. prepare the memory, inputs
for (uint32_t i = 0; i < input_count; i++) {
uint32_t original_size = 0;
if (original_size = axclrtEngineGetInputSizeByIndex(this->info_, group, i); 0 == original_size) {
utilities::glog.print(utilities::log::type::error, "Get model input{index: %d} size failed.\n", i);
return false;
}
this->inputs_size_[i] = original_size * this->batch_;
if (const auto ret = axclrtMalloc(&this->inputs_[i], this->inputs_size_[i], axclrtMemMallocPolicy{}); 0 != ret) {
utilities::glog.print(utilities::log::type::error, "Memory allocation for tensor{index: %d} failed{0x%08X}.\n", i, ret);
return false;
}
utilities::glog.print(utilities::log::type::info, "Memory for tensor{index: %d} is allocated.\n", i);
// clean memory, some cases model may need to clean memory
// axclrtMemset(this->inputs_[i], 0, size);
utilities::glog.print(utilities::log::type::info,
"Set tensor { index: %d, address: %p, size: %u Bytes }.\n", i, this->inputs_[i], this->inputs_size_[i]);
}
// 9. prepare the memory, outputs
for (uint32_t i = 0; i < output_count; i++) {
uint32_t original_size = 0;
if (original_size = axclrtEngineGetOutputSizeByIndex(this->info_, group, i); 0 == original_size) {
utilities::glog.print(utilities::log::type::error, "Get model output{index: %d} size failed.\n", i);
return false;
}
this->outputs_size_[i] = original_size * this->batch_;
if (const auto ret = axclrtMalloc(&this->outputs_[i], this->outputs_size_[i], axclrtMemMallocPolicy{}); 0 != ret) {
utilities::glog.print(utilities::log::type::error, "Memory allocation for tensor{index: %d} failed{0x%08X}.\n", i, ret);
return false;
}
utilities::glog.print(utilities::log::type::info, "Memory for tensor{index: %d} is allocated.\n", i);
// clean memory, some cases model may need to clean memory
// axclrtMemset(this->outputs_[i], 0, size);
utilities::glog.print(utilities::log::type::info,
"Set tensor { index: %d, address: %p, size: %u Bytes }.\n", i, this->outputs_[i], this->outputs_size_[i]);
}
// 10. create the IO
if (const auto ret = axclrtEngineCreateIO(this->info_, &this->io_); 0 != ret) {
utilities::glog.print(utilities::log::type::error, "Create model io failed{0x%08X}.\n", ret);
return false;
}
utilities::glog.print(utilities::log::type::info, "AXCLRT Engine inited.\n");
// 11. set the input and output buffer
for (uint32_t i = 0; i < input_count; i++) {
if (const auto ret = axclrtEngineSetInputBufferByIndex(this->io_, i, this->inputs_[i], this->inputs_size_[i]); 0 != ret) {
utilities::glog.print(utilities::log::type::error, "Set input buffer{index: %d} failed{0x%08X}.\n", i, ret);
return false;
}
}
for (uint32_t i = 0; i < output_count; i++) {
if (const auto ret = axclrtEngineSetOutputBufferByIndex(this->io_, i, this->outputs_[i], this->outputs_size_[i]); 0 != ret) {
utilities::glog.print(utilities::log::type::error, "Set output buffer{index: %d} failed{0x%08X}.\n", i, ret);
return false;
}
}
// 12. set the batch size
if (const auto ret = axclrtEngineSetDynamicBatchSize(this->io_, this->batch_); 0 != ret) {
utilities::glog.print(utilities::log::type::error, "Set batch size{%d} failed{0x%08X}.\n", this->batch_, ret);
return false;
}
return true;
}
[[nodiscard]] bool run(const bool& parallel) const {
std::ignore = parallel;
if (0 == this->model_id_ || 0 == this->context_id_) {
utilities::glog.print(utilities::log::type::error, "Model id is not set, load model first.\n");
return false;
}
if (nullptr == this->io_) {
utilities::glog.print(utilities::log::type::error, "Model io is not set, prepare first.\n");
return false;
}
if (const auto ret = axclrtEngineExecute(this->model_id_, this->context_id_, this->group_, this->io_); 0 != ret) {
utilities::glog.print(utilities::log::type::error, "Run model failed{0x%08X}.\n", ret);
return false;
}
utilities::glog.print(utilities::log::type::info, "Running done.\n");
return true;
}
[[nodiscard]] uint32_t get_input_count() const {
if (nullptr == this->info_) {
utilities::glog.print(utilities::log::type::error, "Model io info is not set, prepare first.\n");
return 0;
}
return axclrtEngineGetNumInputs(this->info_);
}
[[nodiscard]] uint32_t get_output_count() const {
if (nullptr == this->info_) {
utilities::glog.print(utilities::log::type::error, "Model io info is not set, prepare first.\n");
return 0;
}
return axclrtEngineGetNumOutputs(this->info_);
}
[[nodiscard]] std::string get_input_name(const uint32_t& index) const {
if (nullptr == this->info_) {
utilities::glog.print(utilities::log::type::error, "Model io info is not set, prepare first.\n");
return {};
}
if (index >= get_input_count()) {
return {};
}
return std::string{axclrtEngineGetInputNameByIndex(this->info_, index)};
}
[[nodiscard]] std::string get_output_name(const uint32_t& index) const {
if (nullptr == this->info_) {
utilities::glog.print(utilities::log::type::error, "Model io info is not set, prepare first.\n");
return {};
}
if (index >= get_output_count()) {
return {};
}
return std::string{axclrtEngineGetOutputNameByIndex(this->info_, index)};
}
[[nodiscard]] void *get_input_pointer(const uint32_t& index) const {
if (nullptr == this->info_) {
utilities::glog.print(utilities::log::type::error, "Model io info is not set, prepare first.\n");
return nullptr;
}
if (index >= get_input_count()) {
return nullptr;
}
return this->inputs_[index];
}
[[nodiscard]] void *get_output_pointer(const uint32_t& index) const {
if (nullptr == this->info_) {
utilities::glog.print(utilities::log::type::error, "Model io info is not set, prepare first.\n");
return nullptr;
}
if (index >= get_output_count()) {
return nullptr;
}
return this->outputs_[index];
}
[[nodiscard]] uintmax_t get_input_size(const uint32_t& index) const {
if (nullptr == this->info_) {
utilities::glog.print(utilities::log::type::error, "Model io info is not set, prepare first.\n");
return 0;
}
if (index >= get_input_count()) {
return 0;
}
return axclrtEngineGetInputSizeByIndex(this->info_, this->group_, index);
}
[[nodiscard]] uintmax_t get_output_size(const uint32_t& index) const {
if (nullptr == this->info_) {
utilities::glog.print(utilities::log::type::error, "Model io info is not set, prepare first.\n");
return 0;
}
if (index >= get_output_count()) {
return 0;
}
return axclrtEngineGetOutputSizeByIndex(this->info_, this->group_, index);
}
[[nodiscard]] uintmax_t get_shape_group_count() const {
if (nullptr == this->info_) {
utilities::glog.print(utilities::log::type::error, "Model io info is not set, prepare first.\n");
return 0;
}
int group = 0;
if (const auto ret = axclrtEngineGetShapeGroupsCount(this->info_, &group); 0 != ret) {
utilities::glog.print(utilities::log::type::error, "Get model shape group count failed{0x%08X}.\n", ret);
return 0;
}
return group;
}
[[nodiscard]] static std::string get_library_version() {
int32_t major = 0, minor = 0, patch = 0;
if (const auto ret = axclrtGetVersion(&major, &minor, &patch); 0 != ret) {
utilities::glog.print(utilities::log::type::error, "Get library version failed{0x%08X}.\n", ret);
return "";
}
return {std::to_string(major) + "." + std::to_string(minor) + "." + std::to_string(patch)};
}
[[nodiscard]] std::string get_model_version() const {
if (0 == this->model_id_) {
utilities::glog.print(utilities::log::type::error, "Model id is not set, load model first.\n");
return "";
}
return {axclrtEngineGetModelCompilerVersion(this->model_id_)};
}
[[nodiscard]] int32_t get_model_type() const {
if (0 == this->model_id_) {
utilities::glog.print(utilities::log::type::error, "Model id is not set, load model first.\n");
return -1;
}
axclrtEngineModelKind type;
if (const auto ret = axclrtEngineGetModelTypeFromModelId(this->model_id_, &type); 0 != ret) {
utilities::glog.print(utilities::log::type::error, "Get model type failed{0x%08X}.\n", ret);
return -1;
}
return type;
}
[[nodiscard]] int32_t get_npu_type() const {
if (!this->is_initialized_) {
utilities::glog.print(utilities::log::type::error, "axcl is not initialized.\n");
return false;
}
axclrtEngineVNpuKind kind;
if (const auto ret = axclrtEngineGetVNpuKind(&kind); 0 != ret) {
utilities::glog.print(utilities::log::type::error, "Get visual NPU type failed{0x%08X}.\n", ret);
return -1;
}
return kind;
}
[[nodiscard]] int32_t get_batch_size() const {
if (0 == this->model_id_) {
utilities::glog.print(utilities::log::type::error, "Model id is not set, load model first.\n");
return -1;
}
return static_cast<int32_t>(this->batch_);
}
[[nodiscard]] intmax_t get_sys_usage() const {
if (0 == this->model_id_) {
utilities::glog.print(utilities::log::type::error, "Model id is not set, load model first.\n");
return -1;
}
int64_t sys_size = 0, cmm_size = 0;
if (const auto ret = axclrtEngineGetUsageFromModelId(this->model_id_, &sys_size, &cmm_size); 0 != ret) {
utilities::glog.print(utilities::log::type::error, "Get model usage failed{0x%08X}.\n", ret);
return -1;
}
return sys_size;
}
[[nodiscard]] intmax_t get_cmm_usage() const {
if (0 == this->model_id_) {
utilities::glog.print(utilities::log::type::error, "Model id is not set, load model first.\n");
return -1;
}
int64_t sys_size = 0, cmm_size = 0;
if (const auto ret = axclrtEngineGetUsageFromModelId(this->model_id_, &sys_size, &cmm_size); 0 != ret) {
utilities::glog.print(utilities::log::type::error, "Get model usage failed{0x%08X}.\n", ret);
return -1;
}
return cmm_size;
}
private:
int32_t group_ = 0;
uint32_t batch_ = 0;
uint64_t model_id_{};
uint64_t context_id_{};
axclrtEngineIOInfo info_{};
axclrtEngineIO io_{};
std::vector<void*> inputs_;
std::vector<void*> outputs_;
std::vector<uintmax_t> inputs_size_;
std::vector<uintmax_t> outputs_size_;
bool is_initialized_ = false;
};
#endif
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