| @@ -244,7 +244,7 @@ Status SingleOpModel::BuildTaskList(StreamResource *stream_resource, SingleOp &s | |||
| if (kernel_type == ccKernelType::TE) { | |||
| GELOGD("Building TBE task"); | |||
| TbeOpTask *tbe_task = nullptr; | |||
| auto ret = BuildKernelTask(task_def.kernel(), &tbe_task); | |||
| auto ret = BuildKernelTask(task_def, &tbe_task); | |||
| if (ret != SUCCESS) { | |||
| return ret; | |||
| } | |||
| @@ -315,9 +315,11 @@ void SingleOpModel::ParseArgTable(OpTask *task, SingleOp &op) { | |||
| } | |||
| } | |||
| Status SingleOpModel::BuildKernelTask(const domi::KernelDef &kernel_def, TbeOpTask **task) { | |||
| Status SingleOpModel::BuildKernelTask(const domi::TaskDef &task_def, TbeOpTask **task) { | |||
| GE_CHECK_NOTNULL(task); | |||
| const auto &context = kernel_def.context(); | |||
| auto task_type = static_cast<rtModelTaskType_t>(task_def.type()); | |||
| const auto &context = task_type == RT_MODEL_TASK_KERNEL ? task_def.kernel().context() : | |||
| task_def.kernel_with_handle().context(); | |||
| auto iter = op_list_.find(context.op_index()); | |||
| if (iter == op_list_.end()) { | |||
| GELOGE(ACL_ERROR_GE_INTERNAL_ERROR, "op desc not found. op index = %u", context.op_index()); | |||
| @@ -330,7 +332,7 @@ Status SingleOpModel::BuildKernelTask(const domi::KernelDef &kernel_def, TbeOpTa | |||
| return ACL_ERROR_GE_MEMORY_ALLOCATION; | |||
| } | |||
| auto builder = TbeTaskBuilder(model_name_, iter->second, kernel_def); | |||
| auto builder = TbeTaskBuilder(model_name_, iter->second, task_def); | |||
| auto ret = builder.BuildTask(*tbe_task, model_params_); | |||
| if (ret != SUCCESS) { | |||
| delete tbe_task; | |||
| @@ -401,13 +403,15 @@ Status SingleOpModel::BuildOp(StreamResource &resource, SingleOp &single_op) { | |||
| } | |||
| Status SingleOpModel::BuildModelTaskKernel(const TaskDef &task_def, DynamicSingleOp &single_op) { | |||
| const domi::KernelDef &kernel_def = task_def.kernel(); | |||
| const auto &context = kernel_def.context(); | |||
| auto task_type = static_cast<rtModelTaskType_t>(task_def.type()); | |||
| const auto &context = task_type == RT_MODEL_TASK_KERNEL ? task_def.kernel().context() : | |||
| task_def.kernel_with_handle().context(); | |||
| auto kernel_type = static_cast<ccKernelType>(context.kernel_type()); | |||
| if (kernel_type == ccKernelType::TE) { | |||
| GELOGD("Building TBE task"); | |||
| TbeOpTask *tbe_task = nullptr; | |||
| GE_CHK_STATUS_RET_NOLOG(BuildKernelTask(task_def.kernel(), &tbe_task)); | |||
| GE_CHK_STATUS_RET_NOLOG(BuildKernelTask(task_def, &tbe_task)); | |||
| tbe_task->SetModelArgs(model_name_, model_id_); | |||
| single_op.op_task_.reset(tbe_task); | |||
| } else if (kernel_type == ccKernelType::AI_CPU || kernel_type == ccKernelType::CUST_AI_CPU) { | |||
| @@ -436,7 +440,7 @@ Status SingleOpModel::BuildTaskListForDynamicOp(DynamicSingleOp &single_op) { | |||
| GELOGI("[%s] Task[%d], type = %u, DebugString = %s", model_name_.c_str(), i, task_def.type(), | |||
| task_def.DebugString().c_str()); | |||
| auto task_type = static_cast<rtModelTaskType_t>(task_def.type()); | |||
| if (task_type == RT_MODEL_TASK_KERNEL) { | |||
| if (task_type == RT_MODEL_TASK_KERNEL || task_type == RT_MODEL_TASK_ALL_KERNEL) { | |||
| if (single_op.op_task_ != nullptr) { | |||
| GELOGE(ACL_ERROR_GE_OP_TASK_TYPE_INVALID, "Do not support dynamic op with multiple tasks."); | |||
| return ACL_ERROR_GE_OP_TASK_TYPE_INVALID; | |||
| @@ -67,7 +67,7 @@ class SingleOpModel { | |||
| Status BuildTaskList(StreamResource *stream_resource, SingleOp &single_op); | |||
| Status BuildTaskListForDynamicOp(DynamicSingleOp &dynamic_single_op); | |||
| Status BuildKernelTask(const domi::KernelDef &kernel_def, TbeOpTask **task); | |||
| Status BuildKernelTask(const domi::TaskDef &task_def, TbeOpTask **task); | |||
| Status BuildKernelExTask(const domi::KernelExDef &kernel_def, AiCpuTask **task, | |||
| bool dynamic_flag, bool& depend_compute_flag, uint64_t kernel_id); | |||
| Status BuildCpuKernelTask(const domi::KernelDef &kernel_def, OpTask **task, uint64_t kernel_id); | |||
| @@ -93,6 +93,14 @@ void TbeOpTask::SetKernelArgs(std::unique_ptr<uint8_t[]> &&args, size_t arg_size | |||
| op_desc_ = op_desc; | |||
| } | |||
| void TbeOpTask::SetKernelWithHandleArgs(std::unique_ptr<uint8_t[]> &&args, size_t arg_size, uint32_t block_dim, | |||
| const OpDescPtr &op_desc, | |||
| const domi::KernelDefWithHandle &kernel_def_with_handle) { | |||
| SetKernelArgs(std::move(args), arg_size, block_dim, op_desc); | |||
| original_kernel_key_ = kernel_def_with_handle.original_kernel_key(); | |||
| node_info_ = kernel_def_with_handle.node_info(); | |||
| } | |||
| void TbeOpTask::SetSmDesc(void *sm_desc) { sm_desc_ = sm_desc; } | |||
| void OpTask::SetModelArgs(std::string model_name, uint32_t model_id) { | |||
| @@ -165,6 +173,10 @@ const std::string &TbeOpTask::GetStubName() const { return stub_name_; } | |||
| uint32_t TbeOpTask::GetTaskType() const { return kTaskTypeAicore; } | |||
| void TbeOpTask::SetHandle(void *handle) { | |||
| this->handle_ = handle; | |||
| } | |||
| Status TbeOpTask::LaunchKernel(rtStream_t stream) { | |||
| GELOGD("To invoke rtKernelLaunch. task = %s, block_dim = %u", this->stub_name_.c_str(), block_dim_); | |||
| auto *sm_desc = reinterpret_cast<rtSmDesc_t *>(sm_desc_); | |||
| @@ -204,6 +216,7 @@ Status TbeOpTask::UpdateRunInfo(const vector<GeTensorDesc> &input_desc, const ve | |||
| } | |||
| block_dim_ = run_info.block_dim; | |||
| tiling_data_ = run_info.tiling_data.str(); | |||
| tiling_key_ = run_info.tiling_key; | |||
| GELOGD("Done invoking OpParaCalculate successfully. block_dim = %u, tiling size = %zu", block_dim_, | |||
| tiling_data_.size()); | |||
| @@ -329,8 +342,17 @@ Status TbeOpTask::LaunchKernel(const vector<GeTensorDesc> &input_desc, | |||
| } | |||
| GELOGD("[%s] Start to invoke rtKernelLaunch", node_->GetName().c_str()); | |||
| GE_CHK_RT_RET(rtKernelLaunch(stub_func_, block_dim_, args_.get(), arg_size_, nullptr, stream)); | |||
| GELOGD("[%s] Done invoking rtKernelLaunch successfully", node_->GetName().c_str()); | |||
| if (original_kernel_key_.empty()) { | |||
| GE_CHK_RT_RET(rtKernelLaunch(stub_func_, block_dim_, args_.get(), arg_size_, nullptr, stream)); | |||
| GELOGD("[%s] Done invoking rtKernelLaunch successfully", node_->GetName().c_str()); | |||
| } else { | |||
| std::string dev_func = original_kernel_key_ + "_" + std::to_string(tiling_key_); | |||
| std::string kernel_info = node_info_ + "/" + std::to_string(tiling_key_); | |||
| GE_CHK_RT_RET(rtKernelLaunchWithHandle(handle_, dev_func.c_str(), block_dim_, args_.get(), arg_size_, nullptr, | |||
| stream, kernel_info.c_str())); | |||
| GELOGD("[%s] Done invoking rtKernelLaunchWithHandle successfully", node_->GetName().c_str()); | |||
| } | |||
| return SUCCESS; | |||
| } | |||
| @@ -78,6 +78,8 @@ class TbeOpTask : public OpTask { | |||
| void SetSmDesc(void *sm_desc); | |||
| void SetStubFunc(const std::string &name, const void *stub_func); | |||
| void SetKernelArgs(std::unique_ptr<uint8_t[]> &&args, size_t arg_size, uint32_t block_dim, const OpDescPtr &op_desc); | |||
| void SetKernelWithHandleArgs(std::unique_ptr<uint8_t[]> &&args, size_t arg_size, uint32_t block_dim, | |||
| const OpDescPtr &op_desc, const domi::KernelDefWithHandle& kernel_def_with_handle); | |||
| Status UpdateRunInfo(const vector<GeTensorDesc> &input_desc, | |||
| const vector<GeTensorDesc> &output_desc) override; | |||
| @@ -87,6 +89,7 @@ class TbeOpTask : public OpTask { | |||
| const std::string &GetStubName() const; | |||
| void EnableDynamicSupport(const NodePtr &node, void *tiling_buffer, size_t max_tiling_size); | |||
| uint32_t GetTaskType() const override; | |||
| void SetHandle(void *handle); | |||
| private: | |||
| friend class SingleOpModel; | |||
| @@ -107,6 +110,11 @@ class TbeOpTask : public OpTask { | |||
| std::string tiling_data_; | |||
| std::vector<void *> workspaces_; | |||
| NodePtr node_; | |||
| uint32_t tiling_key_ = 0; | |||
| void* handle_ = nullptr; | |||
| std::string original_kernel_key_; | |||
| std::string node_info_; | |||
| }; | |||
| class AiCpuBaseTask : public OpTask { | |||
| @@ -76,10 +76,12 @@ bool KernelBinRegistry::AddKernel(const std::string &stub_name, std::unique_ptr< | |||
| return ret.second; | |||
| } | |||
| TbeTaskBuilder::TbeTaskBuilder(const std::string &model_name, const NodePtr &node, const domi::KernelDef &kernel_def) | |||
| TbeTaskBuilder::TbeTaskBuilder(const std::string &model_name, const NodePtr &node, const domi::TaskDef &task_def) | |||
| : node_(node), | |||
| op_desc_(node->GetOpDesc()), | |||
| kernel_def_(kernel_def), | |||
| task_def_(task_def), | |||
| kernel_def_(task_def.kernel()), | |||
| kernel_def_with_handle_(task_def.kernel_with_handle()), | |||
| stub_name_(model_name + "/" + node->GetName() + "_tvmbin") {} | |||
| Status TbeTaskBuilder::DoRegisterBinary(const OpKernelBin &kernel_bin, void **bin_handle, | |||
| @@ -89,9 +91,14 @@ Status TbeTaskBuilder::DoRegisterBinary(const OpKernelBin &kernel_bin, void **bi | |||
| binary.data = kernel_bin.GetBinData(); | |||
| binary.length = kernel_bin.GetBinDataSize(); | |||
| binary.magic = param.core_type == 0 ? RT_DEV_BINARY_MAGIC_ELF : RT_DEV_BINARY_MAGIC_ELF_AIVEC; | |||
| auto ret = rtDevBinaryRegister(&binary, bin_handle); | |||
| Status ret = 0; | |||
| if (task_def_.type() == RT_MODEL_TASK_ALL_KERNEL) { | |||
| ret = rtRegisterAllKernel(&binary, bin_handle); | |||
| } else { | |||
| ret = rtDevBinaryRegister(&binary, bin_handle); | |||
| } | |||
| if (ret != RT_ERROR_NONE) { | |||
| GELOGE(ret, "rtDevBinaryRegister failed, bin key = %s, core_type = %ld, rt ret = %d", stub_name_.c_str(), | |||
| GELOGE(ret, "DoRegisterBinary failed, bin key = %s, core_type = %ld, rt ret = %d", stub_name_.c_str(), | |||
| param.core_type, static_cast<int>(ret)); | |||
| return ret; | |||
| } | |||
| @@ -128,14 +135,15 @@ Status TbeTaskBuilder::DoRegisterFunction(void *bin_handle, const char *stub_nam | |||
| Status TbeTaskBuilder::DoRegisterKernel(const ge::OpKernelBin &tbe_kernel, const char *bin_file_key, void **bin_handle, | |||
| const SingleOpModelParam ¶m) { | |||
| std::string kernel_name; | |||
| GetKernelName(op_desc_, kernel_name); | |||
| void *handle = nullptr; | |||
| auto ret = DoRegisterBinary(tbe_kernel, &handle, param); | |||
| if (ret != SUCCESS) { | |||
| return ret; | |||
| } | |||
| if (task_def_.type() == RT_MODEL_TASK_ALL_KERNEL) { | |||
| *bin_handle = handle; | |||
| return SUCCESS; | |||
| } | |||
| ret = DoRegisterMeta(handle); | |||
| if (ret != SUCCESS) { | |||
| @@ -143,6 +151,8 @@ Status TbeTaskBuilder::DoRegisterKernel(const ge::OpKernelBin &tbe_kernel, const | |||
| return ret; | |||
| } | |||
| std::string kernel_name; | |||
| GetKernelName(op_desc_, kernel_name); | |||
| ret = DoRegisterFunction(handle, bin_file_key, kernel_name.c_str()); | |||
| if (ret != SUCCESS) { | |||
| GE_CHK_RT(rtDevBinaryUnRegister(handle)); | |||
| @@ -186,6 +196,7 @@ Status TbeTaskBuilder::RegisterKernel(TbeOpTask &task, const SingleOpModelParam | |||
| void *bin_handle = nullptr; | |||
| auto ret = DoRegisterKernel(*tbe_kernel, stub_func, &bin_handle, param); | |||
| handle_ = bin_handle; | |||
| if (ret == SUCCESS) { | |||
| holder->SetBinHandle(bin_handle); | |||
| if (!registry.AddKernel(stub_name_, std::move(holder))) { | |||
| @@ -200,6 +211,28 @@ Status TbeTaskBuilder::RegisterKernel(TbeOpTask &task, const SingleOpModelParam | |||
| return SUCCESS; | |||
| } | |||
| Status TbeTaskBuilder::RegisterKernelWithHandle(TbeOpTask &task, const SingleOpModelParam ¶m) { | |||
| GELOGD("RegisterKernelWithHandle begin"); | |||
| auto tbe_kernel = GetTbeKernel(op_desc_); | |||
| if (tbe_kernel == nullptr) { | |||
| GELOGE(ACL_ERROR_GE_INTERNAL_ERROR, "OP EXT ATTR NAME TBE_KERNEL not found. op = %s", | |||
| op_desc_->GetName().c_str()); | |||
| return ACL_ERROR_GE_INTERNAL_ERROR; | |||
| } | |||
| void *bin_handle = nullptr; | |||
| auto ret = DoRegisterKernel(*tbe_kernel, nullptr, &bin_handle, param); | |||
| handle_ = bin_handle; | |||
| if (ret != SUCCESS) { | |||
| // should not happen. only one thread can reach here | |||
| GELOGE(ACL_ERROR_GE_INTERNAL_ERROR, "[DoRegisterKernel] failed. stub name = %s", stub_name_.c_str()); | |||
| return ACL_ERROR_GE_INTERNAL_ERROR; | |||
| } | |||
| return SUCCESS; | |||
| } | |||
| Status TbeTaskBuilder::GetSmDesc(void **sm_desc, const SingleOpModelParam ¶m) const { | |||
| const std::string &sm_desc_str = kernel_def_.sm_desc(); | |||
| if (sm_desc_str.empty()) { | |||
| @@ -264,33 +297,77 @@ Status TbeTaskBuilder::SetKernelArgs(TbeOpTask &task, const SingleOpModelParam & | |||
| return RT_ERROR_TO_GE_STATUS(rtRet); | |||
| } | |||
| } | |||
| task.SetKernelArgs(std::move(args), arg_size, kernel_def_.block_dim(), op_desc); | |||
| return SUCCESS; | |||
| } | |||
| Status TbeTaskBuilder::SetKernelWithHandleArgs(TbeOpTask &task, const SingleOpModelParam ¶m, | |||
| const OpDescPtr &op_desc) { | |||
| size_t arg_size = kernel_def_with_handle_.args_size(); | |||
| auto args = std::unique_ptr<uint8_t[]>(new (std::nothrow) uint8_t[arg_size]); | |||
| GE_CHECK_NOTNULL(args); | |||
| auto rtRet = rtMemcpy(args.get(), arg_size, kernel_def_with_handle_.args().data(), arg_size, RT_MEMCPY_HOST_TO_HOST); | |||
| if (rtRet != RT_ERROR_NONE) { | |||
| GELOGE(rtRet, "rtMemcpy args failed, size = %zu, ret = %d", arg_size, static_cast<int>(rtRet)); | |||
| return rtRet; | |||
| } | |||
| const domi::KernelContext &context = kernel_def_with_handle_.context(); | |||
| const auto *args_offset_tmp = reinterpret_cast<const uint16_t *>(context.args_offset().data()); | |||
| uint16_t offset = *args_offset_tmp; | |||
| bool is_dynamic = false; | |||
| (void)AttrUtils::GetBool(op_desc_, kAttrSupportDynamicShape, is_dynamic); | |||
| if (is_dynamic) { | |||
| GE_CHK_STATUS_RET_NOLOG(InitTilingInfo(task)); | |||
| } else { | |||
| // copy args | |||
| std::vector<void *> tensor_device_addr_vec = BuildTaskUtils::GetKernelArgs(op_desc_, param); | |||
| void *src_addr = reinterpret_cast<void *>(tensor_device_addr_vec.data()); | |||
| uint64_t src_len = sizeof(void *) * tensor_device_addr_vec.size(); | |||
| rtRet = rtMemcpy(args.get() + offset, arg_size - offset, src_addr, src_len, RT_MEMCPY_HOST_TO_HOST); | |||
| if (rtRet != RT_ERROR_NONE) { | |||
| GELOGE(rtRet, "rtMemcpy addresses failed, ret = %d", static_cast<int>(rtRet)); | |||
| return rtRet; | |||
| } | |||
| } | |||
| task.SetKernelWithHandleArgs(std::move(args), arg_size, kernel_def_with_handle_.block_dim(), op_desc, | |||
| kernel_def_with_handle_); | |||
| return SUCCESS; | |||
| } | |||
| Status TbeTaskBuilder::BuildTask(TbeOpTask &task, const SingleOpModelParam ¶m) { | |||
| GELOGD("Build tbe task begin"); | |||
| auto ret = SetKernelArgs(task, param, op_desc_); | |||
| auto task_type = static_cast<rtModelTaskType_t>(task_def_.type()); | |||
| auto ret = task_type == RT_MODEL_TASK_ALL_KERNEL ? SetKernelWithHandleArgs(task, param, op_desc_) : | |||
| SetKernelArgs(task, param, op_desc_); | |||
| if (ret != SUCCESS) { | |||
| return ret; | |||
| } | |||
| ret = RegisterKernel(task, param); | |||
| ret = task_type == RT_MODEL_TASK_ALL_KERNEL ? RegisterKernelWithHandle(task, param) : | |||
| RegisterKernel(task, param); | |||
| task.SetHandle(handle_); | |||
| if (ret != SUCCESS) { | |||
| return ret; | |||
| } | |||
| auto task_info = BuildTaskUtils::GetTaskInfo(op_desc_); | |||
| GELOGI("[TASK_INFO] %s %s", stub_name_.c_str(), task_info.c_str()); | |||
| void *stub_func = nullptr; | |||
| auto rtRet = rtGetFunctionByName(stub_name_.c_str(), &stub_func); | |||
| if (rtRet != SUCCESS) { | |||
| GELOGE(rtRet, "rtGetFunctionByName failed."); | |||
| return RT_ERROR_TO_GE_STATUS(rtRet); | |||
| if (task_type != RT_MODEL_TASK_ALL_KERNEL) { | |||
| void *stub_func = nullptr; | |||
| auto rtRet = rtGetFunctionByName(stub_name_.c_str(), &stub_func); | |||
| if (rtRet != SUCCESS) { | |||
| GELOGE(rtRet, "rtGetFunctionByName failed."); | |||
| return RT_ERROR_TO_GE_STATUS(rtRet); | |||
| } | |||
| task.SetStubFunc(stub_name_, stub_func); | |||
| } | |||
| task.SetStubFunc(stub_name_, stub_func); | |||
| return SUCCESS; | |||
| } | |||
| @@ -63,7 +63,7 @@ class KernelBinRegistry { | |||
| class TbeTaskBuilder { | |||
| public: | |||
| TbeTaskBuilder(const std::string &model_name, const NodePtr &node, const domi::KernelDef &kernel_def); | |||
| TbeTaskBuilder(const std::string &model_name, const NodePtr &node, const domi::TaskDef &task_def); | |||
| ~TbeTaskBuilder() = default; | |||
| Status BuildTask(TbeOpTask &task, const SingleOpModelParam ¶m); | |||
| @@ -71,9 +71,11 @@ class TbeTaskBuilder { | |||
| private: | |||
| Status InitTilingInfo(TbeOpTask &task); | |||
| Status SetKernelArgs(TbeOpTask &task, const SingleOpModelParam ¶m, const OpDescPtr &op_desc); | |||
| Status SetKernelWithHandleArgs(TbeOpTask &task, const SingleOpModelParam ¶m, const OpDescPtr &op_desc); | |||
| Status GetSmDesc(void **sm_desc, const SingleOpModelParam ¶m) const; | |||
| Status RegisterKernel(TbeOpTask &task, const SingleOpModelParam ¶m); | |||
| Status RegisterKernelWithHandle(TbeOpTask &task, const SingleOpModelParam ¶m); | |||
| Status DoRegisterKernel(const OpKernelBin &kernel_bin, const char *bin_file_key, void **bin_handle, | |||
| const SingleOpModelParam ¶m); | |||
| Status DoRegisterBinary(const OpKernelBin &kernel_bin, void **bin_handle, const SingleOpModelParam ¶m) const; | |||
| @@ -83,8 +85,11 @@ class TbeTaskBuilder { | |||
| const NodePtr node_; | |||
| const OpDescPtr op_desc_; | |||
| const domi::TaskDef &task_def_; | |||
| const domi::KernelDef &kernel_def_; | |||
| const domi::KernelDefWithHandle &kernel_def_with_handle_; | |||
| const std::string stub_name_; | |||
| void *handle_ = nullptr; | |||
| }; | |||
| } // namespace ge | |||