|
- /**
- * Copyright 2019-2020 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.
- */
-
- #include "graph/load/new_model_manager/davinci_model.h"
-
- #include <cce/dnn.h>
- #include <dlfcn.h>
- #include <graph/utils/node_utils.h>
- #include <pthread.h>
- #include <sched.h>
- #include <securec.h>
- #include <sys/prctl.h>
- #include <map>
- #include <algorithm>
-
- #include "common/debug/log.h"
- #include "common/formats/formats.h"
- #include "common/formats/utils/formats_trans_utils.h"
- #include "common/math/math_util.h"
- #include "common/op/ge_op_utils.h"
- #include "common/profiling/profiling_manager.h"
- #include "common/properties_manager.h"
- #include "common/scope_guard.h"
- #include "common/thread_pool.h"
- #include "framework/common/debug/ge_log.h"
- #include "graph/compute_graph.h"
- #include "graph/debug/ge_attr_define.h"
- #include "graph/ge_context.h"
- #include "graph/graph.h"
- #include "graph/load/output/output.h"
- #include "graph/load/new_model_manager/tbe_handle_store.h"
- #include "graph/manager/graph_mem_allocator.h"
- #include "graph/manager/graph_var_manager.h"
- #include "graph/manager/util/debug.h"
- #include "graph/model_serialize.h"
- #include "graph/node.h"
- #include "graph/utils/graph_utils.h"
- #include "graph/utils/type_utils.h"
- #include "init/gelib.h"
- #include "mmpa/mmpa_api.h"
- #include "model_output.h"
- #include "omm/csa_interact.h"
- #include "runtime/base.h"
- #include "runtime/dev.h"
- #include "runtime/event.h"
- #include "runtime/mem.h"
- #include "runtime/stream.h"
-
- // create std::thread, catch exceptions using try/catch
- #define CREATE_STD_THREAD(thread_id, func, args) \
- do { \
- try { \
- thread_id = std::thread(func, args); \
- } catch (const std::system_error &e) { \
- GELOGE(FAILED, "Caught system_error with code:%d, meaning:%s", e.code().value(), e.what()); \
- GELOGE(FAILED, "Thread creat FAIL, Please check the left resource!"); \
- return FAILED; \
- } \
- } while (0)
-
- namespace ge {
- namespace {
- const uint32_t DEFAULT_DATA_INDEX = 0;
- const uint32_t TRUE_BRANCH_STREAM_NUM = 1;
- const uint32_t THREAD_NUM = 16;
- const int kDecimal = 10;
- const int kBytes = 8;
-
- class RtContextSwitchGuard {
- public:
- RtContextSwitchGuard(rtCtxMode_t mode, uint32_t device_id) : last_(nullptr), current_(nullptr) {
- auto ret = rtCtxGetCurrent(&last_);
- if (ret != RT_ERROR_NONE) {
- GELOGE(RT_FAILED, "Failed to get current context from rt, error-code %d", ret);
- return;
- }
-
- ret = rtCtxCreate(¤t_, mode, static_cast<int32_t>(device_id));
- if (ret != RT_ERROR_NONE) {
- GELOGE(RT_FAILED, "Failed to create new context for device %u, error-code %d", device_id, ret);
- return;
- }
-
- ret = rtCtxSetCurrent(current_);
- if (ret != RT_ERROR_NONE) {
- GELOGE(RT_FAILED, "Failed to switch context to normal, device %u", device_id);
- return;
- }
- }
-
- ~RtContextSwitchGuard() {
- if (current_ != nullptr) {
- auto ret = rtCtxDestroy(current_);
- if (ret != RT_ERROR_NONE) {
- GELOGW("Failed to call rtCtxDestroy");
- }
- }
- if (last_ != nullptr) {
- auto ret = rtCtxSetCurrent(last_);
- if (ret != RT_ERROR_NONE) {
- GELOGW("Failed to call rtCtxSetCurrent");
- }
- }
- }
-
- private:
- rtContext_t last_;
- rtContext_t current_;
- };
-
- int CalcVarSizeInBytes(const GeTensorDesc &desc) {
- int var_size = GetSizeByDataType(desc.GetDataType());
- if (var_size <= 0) {
- GELOGE(PARAM_INVALID, "Failed to calc var data size from data type %s",
- TypeUtils::DataTypeToSerialString(desc.GetDataType()).c_str());
- return -1;
- }
- auto shape = desc.GetShape();
- auto dimNum = shape.GetDimNum();
- for (size_t dimIndex = 0; dimIndex < dimNum; ++dimIndex) {
- var_size *= static_cast<int>(shape.GetDim(dimIndex));
- }
- return var_size;
- }
-
- Status CopyVarFromDevice(uint64_t session_id, const NodePtr &var, std::unique_ptr<uint8_t[]> &var_data,
- const GeTensorDesc &input_desc) {
- uint8_t *var_logic = nullptr;
- GE_CHECK_NOTNULL(var);
- auto ret = VarManager::Instance(session_id)->GetVarAddr(var->GetName(), input_desc, &var_logic);
- if (ret != SUCCESS) {
- GELOGE(INTERNAL_ERROR,
- "Failed to copy var %s from device, can not find it"
- " from var manager %u",
- var->GetName().c_str(), ret);
- return INTERNAL_ERROR;
- }
-
- uint8_t *var_addr = VarManager::Instance(session_id)->GetVarMemoryAddr(var_logic, RT_MEMORY_HBM);
- if (var_addr == nullptr) {
- GELOGE(INTERNAL_ERROR, "Failed to copy var %s from device, can not get var addr", var->GetName().c_str());
- return INTERNAL_ERROR;
- }
-
- int var_size_bytes = CalcVarSizeInBytes(input_desc);
- if (var_size_bytes <= 0) {
- return INTERNAL_ERROR;
- }
-
- std::unique_ptr<uint8_t[]> var_host(new (std::nothrow) uint8_t[var_size_bytes]);
- if (var_host == nullptr) {
- GELOGE(OUT_OF_MEMORY, "Failed to malloc rt-host memory, size %d", var_size_bytes);
- return OUT_OF_MEMORY;
- }
-
- ret = rtMemcpy(reinterpret_cast<void *>(var_host.get()), var_size_bytes, reinterpret_cast<void *>(var_addr),
- var_size_bytes, RT_MEMCPY_DEVICE_TO_HOST);
- if (ret != RT_ERROR_NONE) {
- GELOGE(RT_FAILED,
- "Failed to copy var memory from device, var %s, size %d,"
- " rt-error-code %u",
- var->GetName().c_str(), var_size_bytes, ret);
- return RT_FAILED;
- }
-
- GELOGD("Copy var %s from device to host, size %d", var->GetName().c_str(), var_size_bytes);
- var_data.swap(var_host);
-
- return SUCCESS;
- }
-
- Status CopyVarToDevice(const NodePtr &var, const formats::TransResult &trans_result, void *var_addr) {
- GE_CHECK_NOTNULL(var);
- GELOGD("Copy var %s from host to device, size %zu", var->GetName().c_str(), trans_result.length);
- auto ret = rtMemcpy(var_addr, trans_result.length, reinterpret_cast<void *>(trans_result.data.get()),
- trans_result.length, RT_MEMCPY_HOST_TO_DEVICE);
- if (ret != RT_ERROR_NONE) {
- GELOGE(RT_FAILED, "Failed to copy memory to device, size %zu", trans_result.length);
- return RT_FAILED;
- }
- return SUCCESS;
- }
-
- Status TransVarOnHost(uint8_t *var_data, const VarTransRoad &trans_road, formats::TransResult &result) {
- formats::TransResult resultLastTime{};
- bool use_init_data = true;
- for (const auto &trans_info : trans_road) {
- if (trans_info.node_type == RESHAPE || trans_info.node_type == REFORMAT) {
- GELOGD("Skip to trans variable data on the reshape/reformat node");
- continue;
- }
- uint8_t *src_data = nullptr;
- if (use_init_data) {
- src_data = var_data;
- use_init_data = false;
- } else {
- src_data = resultLastTime.data.get();
- }
-
- formats::TransResult tmp_result{};
- if (trans_info.node_type == TRANSDATA) {
- auto src_format = trans_info.input.GetFormat();
- auto src_shape = trans_info.input.GetShape().GetDims();
- auto dst_format = trans_info.output.GetFormat();
- auto dst_shape = trans_info.output.GetShape().GetDims();
- auto data_type = trans_info.input.GetDataType();
- GELOGD("Trans format from %s to %s, shape %s to %s, data-type %s",
- TypeUtils::FormatToSerialString(src_format).c_str(), TypeUtils::FormatToSerialString(dst_format).c_str(),
- formats::ShapeToString(src_shape).c_str(), formats::ShapeToString(dst_shape).c_str(),
- TypeUtils::DataTypeToSerialString(data_type).c_str());
- auto ret = formats::TransFormat({src_data, src_format, dst_format, src_shape, dst_shape, data_type}, tmp_result);
- if (ret != SUCCESS) {
- GELOGE(INTERNAL_ERROR,
- "Failed to trans format from %s to %s, shape %s to %s, "
- "data type %s error code %u",
- TypeUtils::FormatToSerialString(src_format).c_str(), TypeUtils::FormatToSerialString(dst_format).c_str(),
- formats::ShapeToString(src_shape).c_str(), formats::ShapeToString(dst_shape).c_str(),
- TypeUtils::DataTypeToSerialString(data_type).c_str(), ret);
- return ret;
- }
- } else if (trans_info.node_type == CAST) {
- auto input_shape = trans_info.input.GetShape();
- auto src_data_size = input_shape.GetShapeSize();
- auto src_data_type = trans_info.input.GetDataType();
- auto dst_data_type = trans_info.output.GetDataType();
- GELOGD("Trans data type from %s to %s, input shape %s, data size %ld",
- TypeUtils::DataTypeToSerialString(src_data_type).c_str(),
- TypeUtils::DataTypeToSerialString(dst_data_type).c_str(), formats::ShapeToString(input_shape).c_str(),
- src_data_size);
- auto ret = formats::TransDataType({src_data, static_cast<size_t>(src_data_size), src_data_type, dst_data_type},
- tmp_result);
- if (ret != SUCCESS) {
- GELOGE(INTERNAL_ERROR, "Failed to trans data type from %s to %s, input shape %s, data size %ld, error code %u",
- TypeUtils::DataTypeToSerialString(src_data_type).c_str(),
- TypeUtils::DataTypeToSerialString(dst_data_type).c_str(), formats::ShapeToString(input_shape).c_str(),
- src_data_size, ret);
- return ret;
- }
- } else {
- GELOGE(UNSUPPORTED, "Failed to trans var data, the trans type %s does not supported",
- trans_info.node_type.c_str());
- return UNSUPPORTED;
- }
- resultLastTime = tmp_result;
- }
-
- result = resultLastTime;
- return SUCCESS;
- }
-
- ///
- /// re-alloc var memory on device using var-manager
- /// free origin var memory(var manager does not support now)
- /// @param session_id
- /// @param var
- /// @param var_size_bytes
- /// @param var_device
- /// @return
- ///
- Status ReAssignVarAddr(uint64_t session_id, const std::string &var_name, const GeTensorDesc &tensor_desc,
- void **var_device) {
- uint8_t *var_logic = nullptr;
- Status ret = VarManager::Instance(session_id)->GetVarAddr(var_name, tensor_desc, &var_logic);
- if (ret != SUCCESS) {
- GELOGE(INTERNAL_ERROR,
- "Failed to get var %s device addr, can not find it"
- " from var manager %u",
- var_name.c_str(), ret);
- return INTERNAL_ERROR;
- }
-
- uint8_t *var_addr = VarManager::Instance(session_id)->GetVarMemoryAddr(var_logic, RT_MEMORY_HBM);
- if (var_addr == nullptr) {
- GELOGE(INTERNAL_ERROR, "Failed to convert var %s logic addr to real addr", var_name.c_str());
- return INTERNAL_ERROR;
- }
- *var_device = var_addr;
-
- return SUCCESS;
- }
-
- Status TransVarData(const NodePtr &var, const VarTransRoad &trans_road, uint64_t session_id, uint32_t device_id) {
- // do not need to do anything if only all reshape/reformat node on the trans_road
- GE_CHECK_NOTNULL(var);
- bool need_trans = false;
- if (std::any_of(trans_road.begin(), trans_road.end(), [](const ge::TransNodeInfo &road) {
- return road.node_type != RESHAPE && road.node_type != REFORMAT;
- })) {
- need_trans = true;
- }
-
- if (!need_trans) {
- return SUCCESS;
- }
-
- // Sync var data from device
- std::unique_ptr<uint8_t[]> var_data;
- if (trans_road.size() == 0) {
- GELOGE(INTERNAL_ERROR, "Failed to get trans_road, trans_road is empty.");
- return INTERNAL_ERROR;
- }
- const GeTensorDesc &input_desc = trans_road.begin()->input;
- auto ret = CopyVarFromDevice(session_id, var, var_data, input_desc);
- if (ret != SUCCESS) {
- return ret;
- }
-
- formats::TransResult trans_result{};
- ret = TransVarOnHost(var_data.get(), trans_road, trans_result);
- if (ret != SUCCESS) {
- GELOGE(ret, "Failed to trans var data on host, error code %u", ret);
- return ret;
- }
-
- void *var_device = nullptr;
- ///
- /// It is a temporary solution to use the last GeTensorDesc to assign variable memory because the variable manager
- /// depends on TensorDesc and it is difficult to be modified. The correct solution is to assign memory based on the
- /// size of the converted variable. To complete the final solution, the dependency of the variable manager on
- /// TensorDesc needs to be removed. This change is large and needs to be performed step by step.
- ///
- ret = ReAssignVarAddr(session_id, var->GetName(), trans_road.rbegin()->output, &var_device);
- if (ret != SUCCESS) {
- GELOGE(ret, "Failed to re-assign memory on device, size %zu", trans_result.length);
- return ret;
- }
-
- // sync new data to device
- ret = CopyVarToDevice(var, trans_result, var_device);
- if (ret != SUCCESS) {
- GELOGE(ret, "Failed to send var data to device");
- return ret;
- }
-
- return SUCCESS;
- }
- } // namespace
-
- std::mutex DavinciModel::tvm_bin_mutex_;
- std::set<std::string> DavinciModel::tvm_bin_kernel_;
-
- DavinciModel::DavinciModel(int32_t priority, const std::shared_ptr<ModelListener> &listener)
- : weights_mem_base_(nullptr),
- var_mem_base_(nullptr),
- mem_base_(nullptr),
- is_inner_mem_base_(false),
- is_inner_weight_base_(false),
- data_inputer_(nullptr),
- dataInputTid(0),
- is_model_has_inited_(false),
- model_id_(0),
- version_(0),
- ge_model_(nullptr),
- thread_id_(),
- listener_(listener),
- run_flg_(false),
- priority_(priority),
- rt_model_handle_(nullptr),
- rt_model_stream_(nullptr),
- is_inner_model_stream_(false),
- support_mem_shared_flag_(false),
- session_id_(0),
- device_id_(0),
- is_train_mode_(false),
- model_task_def_(nullptr),
- maxDumpOpNum_(0),
- iterator_count_(0) {
- op_list_.clear();
- }
-
- DavinciModel::~DavinciModel() {
- try {
- Status ret = data_dumper_.UnloadDumpInfo();
- if (ret != SUCCESS) {
- GELOGW("UnloadDumpInfo fail, ret: %u.", ret);
- }
-
- GE_CHK_STATUS(ModelRunStop());
- UnbindTaskSinkStream();
-
- op_list_.clear();
- data_op_list_.clear();
- output_op_list_.clear();
-
- GE_DELETE_NEW_SINGLE(data_inputer_);
-
- for (size_t i = 0; i < label_list_.size(); ++i) {
- GE_LOGW_IF(rtLabelDestroy(label_list_[i]) != RT_ERROR_NONE, "Destroy label failed! Index: %zu", i);
- }
-
- for (size_t i = 0; i < stream_list_.size(); ++i) {
- GE_LOGW_IF(rtStreamDestroy(stream_list_[i]) != RT_ERROR_NONE, "Destroy stream failed! Index: %zu", i);
- }
-
- for (size_t i = 0; i < event_list_.size(); ++i) {
- GE_LOGW_IF(rtEventDestroy(event_list_[i]) != RT_ERROR_NONE, "Destroy event failed. Index: %zu", i);
- }
-
- FreeWeightsMem();
-
- FreeFeatureMapMem();
-
- if (model_task_def_) {
- // release rtModel
- GELOGI("do ReleaseTask");
- GE_CHK_RT(rtModelDestroy(rt_model_handle_));
- ReleaseTask();
- }
-
- CleanTbeHandle();
-
- var_mem_base_ = nullptr;
- } catch (...) {
- GELOGW("DavinciModel::~DavinciModel: clear op_list catch exception.");
- }
- }
-
- void DavinciModel::UnbindHcomStream() {
- if (!all_hccl_stream_list_.empty()) {
- for (size_t i = 0; i < all_hccl_stream_list_.size(); i++) {
- GE_LOGW_IF(rtModelUnbindStream(rt_model_handle_, all_hccl_stream_list_[i]) != RT_ERROR_NONE,
- "Unbind hccl stream from model failed! Index: %zu", i);
- GE_LOGW_IF(rtStreamDestroy(all_hccl_stream_list_[i]) != RT_ERROR_NONE, "Destroy hccl stream for rt_model failed!")
- }
- }
- return;
- }
-
- void DavinciModel::ReleaseTask() {
- for (const auto &task : task_list_) {
- if (task != nullptr) {
- GE_CHK_STATUS(task->Release());
- }
- }
- }
-
- Status DavinciModel::Assign(const GeModelPtr &ge_model) {
- if (ge_model == nullptr) {
- GELOGI("can't assign null ge_model");
- return FAILED;
- }
- ge_model_ = ge_model;
- model_task_def_ = ge_model_->GetModelTaskDefPtr();
- return SUCCESS;
- }
-
- Status DavinciModel::InitModelMem(void *dev_ptr, size_t memsize, void *weight_ptr, size_t weight_size) {
- if (is_model_has_inited_) {
- GELOGI("call InitModelMem more than once .");
- return FAILED;
- }
- is_model_has_inited_ = true;
- std::size_t data_size = TotalMemSize();
- ge::Buffer weights = ge_model_->GetWeight();
-
- uint8_t *weights_addr = weights.GetData();
- std::size_t weights_size = weights.GetSize();
-
- GE_CHECK_LE(weights_size, ALLOC_MEMORY_MAX_SIZE);
-
- if ((dev_ptr != nullptr) && (memsize < TotalMemSize())) {
- GELOGE(FAILED, "Invalid mem param: memsize=%zu totalsize=%zu.", memsize, TotalMemSize());
- return FAILED;
- }
-
- if ((weight_ptr != nullptr) && (weight_size < weights_size)) {
- GELOGE(FAILED, "Invalid mem param: weight_size=%zu totalsize=%zu.", weight_size, weights_size);
- return FAILED;
- }
-
- mem_base_ = static_cast<uint8_t *>(dev_ptr);
- weights_mem_base_ = static_cast<uint8_t *>(dev_ptr);
- is_inner_mem_base_ = false;
- is_inner_weight_base_ = false;
-
- if (TotalMemSize() && mem_base_ == nullptr) {
- mem_base_ = MallocFeatureMapMem(data_size);
- if (mem_base_ == nullptr) {
- return FAILED;
- }
-
- weights_mem_base_ = mem_base_;
-
- is_inner_mem_base_ = true;
- is_inner_weight_base_ = true;
- }
-
- if (weights_size != 0) {
- weights_mem_base_ = static_cast<uint8_t *>(weight_ptr);
- is_inner_weight_base_ = false;
- if (weight_ptr == nullptr) {
- weights_mem_base_ = MallocWeightsMem(weights_size);
- if (weights_mem_base_ == nullptr) {
- return FAILED;
- }
- is_inner_weight_base_ = true;
- }
- GE_CHK_RT_RET(rtMemcpy(weights_mem_base_, weights_size, weights_addr, weights_size, RT_MEMCPY_HOST_TO_DEVICE))
- GELOGI("copy weights data to device");
- }
-
- var_mem_base_ = VarManager::Instance(session_id_)->GetVarMemoryBase(RT_MEMORY_HBM);
- if (TotalVarMemSize() && var_mem_base_ == nullptr) {
- Status ret = VarManager::Instance(session_id_)->MallocVarMemory(TotalVarMemSize());
- if (ret != SUCCESS) {
- GELOGE(ret, "Malloc Var Memory Fail.");
- return ret;
- }
- var_mem_base_ = VarManager::Instance(session_id_)->GetVarMemoryBase(RT_MEMORY_HBM);
- }
-
- runtime_param_.mem_base = mem_base_;
- runtime_param_.weight_base = weights_mem_base_;
- runtime_param_.var_base = var_mem_base_;
- return SUCCESS;
- }
-
- void DavinciModel::InitRuntimeParams() {
- int64_t value = 0;
- bool ret;
- ret = ge::AttrUtils::GetInt(ge_model_, ATTR_MODEL_MEMORY_SIZE, value);
- runtime_param_.mem_size = ret ? (uint64_t)value : 0;
- ret = ge::AttrUtils::GetInt(ge_model_, ATTR_MODEL_WEIGHT_SIZE, value);
- runtime_param_.weight_size = ret ? (uint64_t)value : 0;
- ret = ge::AttrUtils::GetInt(ge_model_, ATTR_MODEL_STREAM_NUM, value);
- runtime_param_.stream_num = ret ? (uint32_t)value : 0;
- ret = ge::AttrUtils::GetInt(ge_model_, ATTR_MODEL_EVENT_NUM, value);
- runtime_param_.event_num = ret ? (uint64_t)value : 0;
- ret = ge::AttrUtils::GetInt(ge_model_, ATTR_MODEL_BATCH_NUM, value);
- runtime_param_.batch_num = ret ? (uint32_t)value : 0;
- ret = ge::AttrUtils::GetInt(ge_model_, MODEL_ATTR_TASK_GEN_BASE_ADDR, value);
- runtime_param_.logic_mem_base = ret ? (uint64_t)value : 0;
- ret = ge::AttrUtils::GetInt(ge_model_, MODEL_ATTR_TASK_GEN_WEIGHT_ADDR, value);
- runtime_param_.logic_weight_base = ret ? (uint64_t)value : 0;
- ret = ge::AttrUtils::GetInt(ge_model_, MODEL_ATTR_SESSION_ID, value);
- runtime_param_.session_id = ret ? (uint64_t)value : 0;
- ret = ge::AttrUtils::GetInt(ge_model_, ATTR_MODEL_TASK_GEN_VAR_ADDR, value);
- runtime_param_.logic_var_base = ret ? (uint64_t)value : 0;
- ret = ge::AttrUtils::GetInt(ge_model_, ATTR_MODEL_VAR_SIZE, value);
- runtime_param_.var_size = ret ? (uint64_t)value : 0;
- session_id_ = runtime_param_.session_id;
- GELOGI("Init(),memory_size:%lu, weight_size:%lu, stream_num:%u, session_id:%lu, var_size:%lu.",
- runtime_param_.mem_size, runtime_param_.weight_size, runtime_param_.stream_num, runtime_param_.session_id,
- runtime_param_.var_size);
-
- GELOGI("Init(),event_num:%u, batch_num:%u", runtime_param_.event_num, runtime_param_.batch_num);
- }
-
- void DavinciModel::CheckHasHcomOp() {
- Graph graph = ge_model_->GetGraph();
- auto compute_graph = GraphUtils::GetComputeGraph(graph);
- if (compute_graph == nullptr) {
- return;
- }
- for (const auto &node : compute_graph->GetAllNodes()) {
- OpDescPtr op_desc = node->GetOpDesc();
- GE_IF_BOOL_EXEC(op_desc == nullptr, GELOGW("Node OpDesc is nullptr"); continue);
- GE_IF_BOOL_EXEC(((op_desc->GetType() == HCOMBROADCAST) || (op_desc->GetType() == HCOMALLGATHER) ||
- (op_desc->GetType() == HCOMALLREDUCE) || (op_desc->GetType() == HCOMSEND) ||
- (op_desc->GetType() == HCOMRECEIVE) || (op_desc->GetType() == HCOMREDUCESCATTER)),
- uint32_t stream_id = static_cast<uint32_t>(op_desc->GetStreamId());
- (void)hcom_streams_.emplace(stream_id); GELOGD("hcom stream: %u.", stream_id); continue);
-
- bool is_aicpu_stream = false;
- GE_IF_BOOL_EXEC(AttrUtils::GetBool(op_desc, "is_aicpu_stream", is_aicpu_stream) && is_aicpu_stream,
- uint32_t stream_id = static_cast<uint32_t>(op_desc->GetStreamId());
- (void)aicpu_streams_.emplace(stream_id); GELOGD("aicpu stream: %u.", stream_id); continue);
- }
- }
-
- Status DavinciModel::DoTaskSink() {
- // task sink is supported as model_task_def is set
- if (model_task_def_) {
- GELOGI("do task_sink.");
-
- // create model_handle to load model
- GE_CHK_RT_RET(rtModelCreate(&rt_model_handle_, 0));
-
- for (size_t i = 0; i < stream_list_.size(); i++) {
- GE_IF_BOOL_EXEC(active_stream_indication_.count(i) > 0, GELOGI("rtModelBindStream[%zu]", i);
- GE_CHK_RT_RET(rtModelBindStream(rt_model_handle_, stream_list_[i], RT_INVALID_FLAG)); continue;);
- // bind rt_model_handel to all streams that relates to op
- GE_CHK_RT_RET(rtModelBindStream(rt_model_handle_, stream_list_[i], 0));
- }
-
- GE_CHK_BOOL_TRUE_EXEC_WITH_LOG(InitTaskInfo(*model_task_def_.get()) != SUCCESS, return FAILED,
- "InitTaskInfo failed.");
-
- GE_CHK_STATUS_RET(DistributeTask(), "Distribute failed.");
-
- GE_CHK_RT_RET(rtModelLoadComplete(rt_model_handle_));
- }
- return SUCCESS;
- }
-
- // initialize op sequence and call initialization function of each op respectively
- Status DavinciModel::Init(void *dev_ptr, size_t memsize, void *weight_ptr, size_t weight_size) {
- // validating params
- GE_CHK_BOOL_TRUE_EXEC_WITH_LOG(priority_ < 0 || priority_ > 7, return PARAM_INVALID,
- "Priority must between 0-7, now is %d", priority_);
- GE_CHK_BOOL_RET_STATUS(ge_model_ != nullptr, PARAM_INVALID, "GeModel is null.");
- // Initializing runtime_param_
- InitRuntimeParams();
-
- version_ = ge_model_->GetVersion();
- name_ = ge_model_->GetName();
-
- CheckHasHcomOp();
-
- for (uint32_t i = 0; i < StreamNum(); i++) {
- rtStream_t stream = nullptr;
- GE_MAKE_GUARD_RTSTREAM(stream);
-
- if (hcom_streams_.find(i) != hcom_streams_.end()) {
- GE_CHK_RT_RET(rtStreamCreateWithFlags(&stream, priority_, RT_STREAM_PERSISTENT | RT_STREAM_FORCE_COPY));
- } else if (aicpu_streams_.find(i) != aicpu_streams_.end()) {
- GE_CHK_RT_RET(rtStreamCreateWithFlags(&stream, priority_, RT_STREAM_PERSISTENT | RT_STREAM_AICPU));
- } else {
- GE_CHK_RT_RET(rtStreamCreateWithFlags(&stream, priority_, RT_STREAM_PERSISTENT));
- }
-
- GE_DISMISS_GUARD(stream);
- stream_list_.push_back(stream);
- }
-
- for (uint32_t i = 0; i < EventNum(); i++) {
- rtEvent_t rt_event;
- GE_CHK_RT_RET(rtEventCreate(&rt_event));
- event_list_.push_back(rt_event);
- }
-
- for (uint32_t i = 0; ((BatchNum() != 0) && (i <= BatchNum())); i++) {
- rtLabel_t rtLabel;
- GE_CHK_RT_RET(rtLabelCreate(&rtLabel));
- GE_CHK_BOOL_RET_STATUS(rtLabel != nullptr, FAILED, "rtLabel is nullptr!");
- label_list_.push_back(rtLabel);
- }
-
- Graph graph = ge_model_->GetGraph();
- auto compute_graph = GraphUtils::GetComputeGraph(graph);
- GE_CHK_BOOL_RET_STATUS(compute_graph != nullptr, INTERNAL_ERROR, "Get compute graph is nullptr!");
-
- runtime_param_.graph_id = GetGraphID(compute_graph->GetName());
-
- GE_TIMESTAMP_START(TransAllVarData);
- GE_CHK_STATUS_RET(TransAllVarData(compute_graph, runtime_param_.graph_id), "TransAllVarData failed.");
- GE_TIMESTAMP_END(TransAllVarData, "GraphLoader::TransAllVarData");
- GE_CHK_STATUS_RET(CopyVarData(compute_graph), "copy var data failed.");
-
- GE_TIMESTAMP_START(InitModelMem);
- GE_CHK_STATUS_RET_NOLOG(InitModelMem(dev_ptr, memsize, weight_ptr, weight_size));
- GE_TIMESTAMP_END(InitModelMem, "GraphLoader::InitModelMem");
-
- data_inputer_ = new (std::nothrow) DataInputer();
- GE_CHK_BOOL_RET_STATUS(data_inputer_ != nullptr, INTERNAL_ERROR, "data_inputer_ is nullptr!");
-
- for (const ge::NodePtr &node : compute_graph->GetDirectNode()) {
- GE_IF_BOOL_EXEC(node->GetOpDesc() == nullptr, continue);
- GE_IF_BOOL_EXEC(node->GetOpDesc()->GetType() != VARIABLE, continue);
- GE_IF_BOOL_EXEC(IsBroadCastOpData(node),
- (void)ge::AttrUtils::SetStr(node->GetOpDesc(), VAR_ATTR_VAR_IS_BROADCAST, "var_is_restore"););
- }
- // for profiling
- op_name_map_ = compute_graph->GetGraphOpName();
-
- GE_TIMESTAMP_CALLNUM_START(LoadTBEKernelBinToOpDesc);
- GE_TIMESTAMP_CALLNUM_START(InitTbeHandle);
-
- vector<string> op_name;
- GE_IF_BOOL_EXEC(ge::AttrUtils::GetListStr(ge_model_, ATTR_MODEL_TASK_INDEX_OP_NAME, op_name),
- GELOGI("get str of task_index_op_name"));
- if (op_name_map_.empty()) {
- for (size_t idx = 0; idx < op_name.size(); idx++) {
- op_name_map_[idx] = op_name[idx];
- }
- GELOGI("infer profiling: op_name_size(%zu)", op_name.size());
- }
-
- auto nodes = compute_graph->GetAllNodes();
- tbekernel_store_ = ge_model_->GetTBEKernelStore();
- for (size_t i = 0; i < nodes.size(); i++) {
- auto node = nodes.at(i);
- GE_CHK_BOOL_RET_STATUS(node != nullptr, PARAM_INVALID, "CreateOp failed.");
-
- auto op_desc = node->GetOpDesc();
- GE_CHK_BOOL_RET_STATUS(op_desc != nullptr, PARAM_INVALID, "op_desc is null.");
- op_list_[i] = op_desc;
-
- GE_TIMESTAMP_RESTART(LoadTBEKernelBinToOpDesc);
- tbekernel_store_.LoadTBEKernelBinToOpDesc(op_desc);
- GE_TIMESTAMP_ADD(LoadTBEKernelBinToOpDesc);
-
- if (op_desc->GetType() == DATA_TYPE || op_desc->GetType() == AIPP_DATA_TYPE ||
- op_desc->GetType() == ANN_DATA_TYPE) {
- data_op_list_.push_back(op_desc);
- GE_IF_BOOL_EXEC(
- (op_desc->GetInputDescPtr(0) != nullptr && op_desc->GetInputDescPtr(0)->GetFormat() != FORMAT_FILTER_HWCK),
- data_op_input_tensor_desc_map_[op_desc->GetName()] = op_desc->GetInputDescPtr(0));
- GE_IF_BOOL_EXEC(
- (op_desc->GetOutputDescPtr(0) != nullptr && op_desc->GetOutputDescPtr(0)->GetFormat() != FORMAT_FRACTAL_Z),
- data_op_output_tensor_desc_map_[op_desc->GetName()] = op_desc->GetOutputDescPtr(0));
- SetOutsideAddr(ModelUtils::GetOutputDataAddrs(runtime_param_, op_desc));
- data_dumper_.SaveDumpInput(node);
- }
-
- GE_IF_BOOL_EXEC(op_desc->GetType() == VARIABLE, variable_op_list_.push_back(op_desc));
-
- GE_IF_BOOL_EXEC(op_desc->GetType() == NETOUTPUT, output_op_list_.push_back(op_desc);
- GE_CHK_STATUS_RET(ModelUtils::GetOutputSize(op_desc, output_size_list_, output_memory_size_list_),
- "Get output size fail");
- SetOutsideAddr(ModelUtils::GetInputDataAddrs(runtime_param_, op_desc)));
-
- // Initialize constant op, only applies to training, ignoring inference constant op
- GE_IF_BOOL_EXEC(op_desc->GetType() == CONSTANTOP,
- GE_CHK_STATUS_RET(InitConstant(op_desc), "Constant init failed. %s", op_desc->GetName().c_str()););
-
- GE_TIMESTAMP_RESTART(InitTbeHandle);
- uint32_t run_mode = static_cast<uint32_t>(domi::ImplyType::INVALID);
- GE_IF_BOOL_EXEC((AttrUtils::GetInt(op_desc, ATTR_NAME_IMPLY_TYPE, run_mode) &&
- run_mode == static_cast<uint32_t>(domi::ImplyType::TVM)),
- GE_CHK_STATUS_RET(InitTbeHandle(op_desc), "TBE init failed. %s", op_desc->GetName().c_str()););
- GE_TIMESTAMP_ADD(InitTbeHandle);
-
- GE_CHK_STATUS_RET(MarkActiveStream(op_desc), "MarkActiveStream failed, node:%s, opIndex:%zu",
- op_desc->GetName().c_str(), i);
- }
- GE_TIMESTAMP_CALLNUM_END(LoadTBEKernelBinToOpDesc, "GraphLoader::LoadTBEKernelBinToOpDesc");
- GE_TIMESTAMP_CALLNUM_END(InitTbeHandle, "GraphLoader::InitTbeHandle");
-
- SetDataDumperArgs();
-
- GE_TIMESTAMP_START(DoTaskSink);
- auto ret = DoTaskSink();
- GE_TIMESTAMP_END(DoTaskSink, "GraphLoader::DoTaskSink");
- return ret;
- }
-
- ///
- /// @ingroup ge
- /// @brief ACL case, Load task list with queue.
- /// @param [in] input_queue_ids: input queue ids from user, nums equal Data Op.
- /// @param [in] output_queue_ids: input queue ids from user, nums equal NetOutput Op.
- /// @return: 0 for success / others for fail
- ///
- Status DavinciModel::SetQueIds(const std::vector<uint32_t> &input_queue_ids,
- const std::vector<uint32_t> &output_queue_ids) {
- if (input_queue_ids.empty() && output_queue_ids.empty()) {
- GELOGE(PARAM_INVALID, "Para is empty");
- return PARAM_INVALID;
- }
-
- input_queue_ids_ = input_queue_ids;
- output_queue_ids_ = output_queue_ids;
- return SUCCESS;
- }
-
- ///
- /// @brief define static mode and mutex mode
- ///
- SysMode DavinciModel::mode_ = INFERENCE;
- std::mutex DavinciModel::mutex_mode_;
-
- ///
- /// @ingroup domi_ome
- /// @brief get sys mode
- /// @return SysMode required system mode
- /// @author
- ///
- SysMode DavinciModel::GetSysMode() {
- std::unique_lock<std::mutex> lock(mutex_mode_);
- return mode_;
- }
-
- ///
- /// @ingroup domi_ome
- /// @brief set sys mode
- /// @param [in] mode to be set
- /// @return Status mode set result
- /// @author
- ///
- Status DavinciModel::SetSysMode(SysMode mode) {
- GE_CHK_BOOL_RET_STATUS(mode < RESERVED, PARAM_INVALID, "DavinciModel::SetSysMode Para Error");
-
- std::unique_lock<std::mutex> lock(mutex_mode_);
- mode_ = mode;
- return SUCCESS;
- }
-
- Status DavinciModel::GetInputOutputDescInfo(vector<InputOutputDescInfo> &input_desc,
- vector<InputOutputDescInfo> &output_desc) {
- if ((data_op_list_.empty()) || (data_op_list_[0]->GetInputsSize()) != 1) {
- GELOGI("data_op_list_ is empty or input_desc size is not 1.");
- } else {
- std::vector<uint32_t> input_formats;
- GE_CHK_STATUS_RET(GetInputDescInfo(input_desc, input_formats), "get input desc info failed");
- }
-
- std::vector<uint32_t> output_formats;
- GE_CHK_STATUS_RET(GetOutputDescInfo(output_desc, output_formats), "get output desc info failed");
-
- return SUCCESS;
- }
-
- Status DavinciModel::GetInputOutputDescInfoForZeroCopy(vector<InputOutputDescInfo> &input_desc,
- vector<InputOutputDescInfo> &output_desc) {
- if ((data_op_list_.empty()) || (data_op_list_[0]->GetInputsSize()) != 1) {
- GELOGE(FAILED, "OP List Pointer is null or input_desc size is not 1!");
- return FAILED;
- }
-
- std::vector<uint32_t> input_formats;
- GE_CHK_STATUS_RET(GetInputDescInfo(input_desc, input_formats), "get input desc info failed");
- std::vector<uint32_t> output_formats;
- GE_CHK_STATUS_RET(GetOutputDescInfo(output_desc, output_formats), "get output desc info failed");
-
- GE_CHK_BOOL_RET_STATUS(output_desc.size() == output_size_list_.size(), INTERNAL_ERROR,
- "output_desc size[%zu] not equal output_size_list_[%zu] size!", output_desc.size(),
- output_size_list_.size());
-
- GE_CHECK_GE(output_memory_size_list_.size(), output_size_list_.size());
- /// For function zero copy,the memory should be aligned by 512 bytes.
- /// And, because of the cce op limit, size should be lager than the real shape size. The memory should be padded by 32
- /// bytes.
- /// *size equals to ((tensorDesc->dataSize + 2 * 32 - 1) / 32) * 32;
- for (size_t i = 0; i < output_size_list_.size(); i++) {
- output_desc[i].size = output_memory_size_list_[i];
- }
-
- return SUCCESS;
- }
-
- Status DavinciModel::GetInputOutputDescInfo(vector<InputOutputDescInfo> &input_desc,
- vector<InputOutputDescInfo> &output_desc,
- std::vector<uint32_t> &input_formats,
- std::vector<uint32_t> &output_formats) {
- if ((data_op_list_.empty()) || (data_op_list_[0]->GetInputsSize()) != 1) {
- GELOGE(FAILED, "OP List Pointer is null or input_desc size is not 1!");
- return FAILED;
- }
-
- GE_CHK_STATUS_RET(GetInputDescInfo(input_desc, input_formats), "get input desc info failed");
-
- GE_CHK_STATUS_RET(GetOutputDescInfo(output_desc, output_formats), "get ouput desc info failed");
-
- return SUCCESS;
- }
-
- Status DavinciModel::GetInputOutputDescInfoForZeroCopy(vector<InputOutputDescInfo> &input_desc,
- vector<InputOutputDescInfo> &output_desc,
- std::vector<uint32_t> &input_formats,
- std::vector<uint32_t> &output_formats) {
- if ((data_op_list_.empty()) || (1 != data_op_list_[0]->GetInputsSize())) {
- GELOGE(FAILED, "OP List Pointer is null or input_desc size is not 1!");
- return FAILED;
- }
-
- GE_CHK_STATUS_RET(GetInputDescInfo(input_desc, input_formats), "get input desc info failed");
-
- GE_CHK_STATUS_RET(GetOutputDescInfo(output_desc, output_formats), "get ouput desc info failed");
-
- GE_CHK_BOOL_RET_STATUS(output_desc.size() == output_size_list_.size(), INTERNAL_ERROR,
- "output_desc size[%zu] not equal output_size_list_[%zu] size!", output_desc.size(),
- output_size_list_.size());
-
- GE_CHECK_GE(output_memory_size_list_.size(), output_size_list_.size());
- /// For function zero copy,the momery should be aligned by 512 bytes.
- /// And, because of the cce op limit, size should be lager than the real shape size. The memory should be padded by 32
- /// bytes.
- /// *size equals to ((tensorDesc->dataSize + 2 * 32 - 1) / 32) * 32;
- for (size_t i = 0; i < output_size_list_.size(); i++) {
- output_desc[i].size = output_memory_size_list_[i];
- }
-
- return SUCCESS;
- }
-
- Status DavinciModel::GetInputDescInfo(vector<InputOutputDescInfo> &input_desc, std::vector<uint32_t> &formats) {
- for (std::size_t index = 0; index < data_op_list_.size(); ++index) {
- InputOutputDescInfo input;
- uint32_t n, c, h, w;
- GE_CHECK_NOTNULL(data_op_list_[index]);
- GE_CHECK_NOTNULL(data_op_list_[index]->GetInputDescPtr(0));
- Format format = data_op_list_[index]->GetOutputDescPtr(0)->GetFormat();
- n = format == FORMAT_NHWC ? NHWC_DIM_N : NCHW_DIM_N;
- c = format == FORMAT_NHWC ? NHWC_DIM_C : NCHW_DIM_C;
- h = format == FORMAT_NHWC ? NHWC_DIM_H : NCHW_DIM_H;
- w = format == FORMAT_NHWC ? NHWC_DIM_W : NCHW_DIM_W;
-
- if (data_op_list_[index]->GetInputDescPtr(0)->GetShape().GetDimNum() ==
- static_cast<size_t>(domi::NORMAL_TENSOR_SIZE)) {
- input.shape_info.num = data_op_list_[index]->GetInputDescPtr(0)->GetShape().GetDim(n);
- input.shape_info.height = data_op_list_[index]->GetInputDescPtr(0)->GetShape().GetDim(h);
- input.shape_info.width = data_op_list_[index]->GetInputDescPtr(0)->GetShape().GetDim(w);
- input.shape_info.channel = data_op_list_[index]->GetInputDescPtr(0)->GetShape().GetDim(c);
- }
- for (size_t k = 0; k < data_op_list_[index]->GetInputDescPtr(0)->GetShape().GetDimNum(); k++) {
- input.shape_info.dims.push_back(data_op_list_[index]->GetInputDescPtr(0)->GetShape().GetDim(k));
- }
-
- input.data_type = data_op_list_[index]->GetInputDescPtr(0)->GetDataType();
- input.name = data_op_list_[index]->GetName();
- uint32_t input_size = 0;
- GE_CHK_STATUS_RET(TensorUtils::GetSize(*data_op_list_[index]->GetInputDescPtr(0), input_size),
- "get input size failed.");
- input.size = input_size;
- formats.push_back(format);
- input_desc.push_back(input);
- }
- return SUCCESS;
- }
-
- void DavinciModel::CreateOutput(uint32_t index, OpDescPtr &op_desc, InputOutputDescInfo &output,
- uint32_t &format_result) {
- /// netoutput input tensor desc
- GE_IF_BOOL_EXEC(op_desc->GetInputDescPtr(index) == nullptr, GELOGE(FAILED, "OpDesc GetInputDescPtr is nullptr");
- return );
- Format format = op_desc->GetInputDescPtr(index)->GetFormat();
- GeShape shape = op_desc->GetInputDescPtr(index)->GetShape();
- DataType data_type = op_desc->GetInputDescPtr(index)->GetDataType();
-
- int64_t dims[] = {1, 1, 1, 1};
- format_result = format;
- if (format == FORMAT_ND) { // for ND tensor
- for (size_t i = 0; i < shape.GetDimNum() && i < (sizeof(dims) / sizeof(dims[0])); i++) {
- dims[i] = shape.GetDim(i);
- }
- } else { // FOR FORMAT_NHWC or FORMAT_NCHW
- dims[0] = shape.GetDim(format == FORMAT_NHWC ? NHWC_DIM_N : NCHW_DIM_N); // 0: first dim
- dims[1] = shape.GetDim(format == FORMAT_NHWC ? NHWC_DIM_C : NCHW_DIM_C); // 1: second dim
- dims[2] = shape.GetDim(format == FORMAT_NHWC ? NHWC_DIM_H : NCHW_DIM_H); // 2: third dim
- dims[3] = shape.GetDim(format == FORMAT_NHWC ? NHWC_DIM_W : NCHW_DIM_W); // 3: forth dim
- }
- output.shape_info.num = dims[0]; // 0: first dim
- output.shape_info.channel = dims[1]; // 1: second dim
- output.shape_info.height = dims[2]; // 2: third dim
- output.shape_info.width = dims[3]; // 3: forth dim
-
- if (op_desc->GetInputDescPtr(index)->GetFormat() == FORMAT_FRACTAL_Z) { // FraczToHWCK
- int64_t k = shape.GetDim(0); // 0: first dim
- int64_t c = shape.GetDim(1); // 1: second dim
- int64_t h = shape.GetDim(2); // 2: third dim
- int64_t w = shape.GetDim(3); // 3: forth dim
- output.shape_info.dims.push_back(h);
- output.shape_info.dims.push_back(w);
- output.shape_info.dims.push_back(c);
- output.shape_info.dims.push_back(k);
- format_result = FORMAT_HWCN;
- } else {
- for (size_t j = 0; j < shape.GetDimNum(); j++) {
- output.shape_info.dims.push_back(shape.GetDim(j));
- }
- }
-
- int64_t tensor_size = 0;
- (void)TensorUtils::CalcTensorMemSize(shape, format, data_type, tensor_size);
- output.size = static_cast<uint32_t>(tensor_size);
- output.data_type = op_desc->GetInputDescPtr(index)->GetDataType();
- }
-
- Status DavinciModel::GetOutputDescInfo(vector<InputOutputDescInfo> &output_desc, std::vector<uint32_t> &formats) {
- for (size_t i = 0; i < output_op_list_.size(); i++) {
- auto &op_desc = output_op_list_[i];
- uint32_t out_size = static_cast<uint32_t>(op_desc->GetOutputsSize());
-
- for (uint32_t index = 0; index < out_size; index++) {
- bool is_output = false;
- GE_IF_BOOL_EXEC(op_desc->GetOutputDescPtr(index) == nullptr,
- GELOGE(INTERNAL_ERROR, "OpDesc GetOutputDescPtr is nullptr");
- return INTERNAL_ERROR);
- GE_CHK_STATUS(TensorUtils::GetOutputTensor(*op_desc->GetOutputDescPtr(index), is_output),
- "get output tensor failed.");
- if (!is_output) {
- continue;
- }
-
- string output_name;
- InputOutputDescInfo output;
- uint32_t format_result;
- CreateOutput(index, op_desc, output, format_result);
-
- std::vector<std::string> src_name = op_desc->GetSrcName();
- std::vector<int64_t> src_index = op_desc->GetSrcIndex();
- GE_CHK_BOOL_RET_STATUS(src_name.size() > index && src_index.size() > index, INTERNAL_ERROR,
- "construct output_name failed.");
- output_name =
- std::string("output_") + std::to_string(index) + "_" + src_name[index] + "_" + std::to_string(src_index[index]);
- output.name = output_name;
-
- output_desc.push_back(output);
- formats.push_back(format_result);
- }
- }
- return SUCCESS;
- }
-
- ge::Format DavinciModel::GetFormat() {
- if ((data_op_list_.empty()) || data_op_list_[0] == nullptr || data_op_list_[0]->GetInputDescPtr(0) == nullptr) {
- GELOGW("OP List Pointer is null or input_desc size is not 1!");
- return FORMAT_NCHW;
- }
-
- return data_op_list_[0]->GetInputDescPtr(0)->GetFormat();
- }
-
- Status DavinciModel::CopyInputData(const InputData ¤t_data, bool device_data) {
- Status ret = SUCCESS;
- uint32_t data_op_index = 0;
-
- for (auto op_desc : data_op_list_) {
- ret = CopyInputDataToModel(current_data.blobs, data_op_index, device_data);
-
- GE_CHK_BOOL_EXEC(ret == SUCCESS, break, "Copy input data to model ret fail, index:%u, model id:%u",
- current_data.index, current_data.model_id);
- data_op_index++;
- }
- return ret;
- }
-
- Status DavinciModel::SyncVarData() {
- GELOGI("Sync var data, model id:%u", model_id_);
- Status ret = SUCCESS;
-
- OpDescPtr global_step = GetVariableOp(NODE_NAME_GLOBAL_STEP);
- if (global_step != nullptr) {
- auto v_output_size = ModelUtils::GetOutputSize(global_step);
- auto v_output_addr = ModelUtils::GetOutputDataAddrs(runtime_param_, global_step);
- if (v_output_size.empty() || v_output_addr.empty()) {
- GELOGE(PARAM_INVALID, "global step op:%s not set output", global_step->GetName().c_str());
- return PARAM_INVALID;
- }
- std::vector<uint64_t> v_step;
- v_step.push_back(iterator_count_);
- GE_CHK_RT_RET(rtMemcpy(v_output_addr[0], v_output_size[0], v_step.data(), v_step.size() * sizeof(uint64_t),
- RT_MEMCPY_HOST_TO_DEVICE));
- }
-
- for (auto op_desc : variable_op_list_) {
- ret =
- VarManager::Instance(session_id_)->SyncVarData(runtime_param_.graph_id, op_desc->GetName(), op_desc, mem_base_);
- GE_CHK_BOOL_EXEC(ret == SUCCESS, break, "sync var data ret fail, model id:%u, op name:%s", model_id_,
- op_desc->GetName().c_str());
- }
- return ret;
- }
-
- ///
- /// @ingroup domi_ome
- /// @brief copy input data to Model's firat OP. Address already malloced when Load
- /// @copy need datatype transfer: FLOAT to FP16, 4D to 5D;
- /// @param [in] data data pointer to be copy
- /// @return Status result
- /// @author
- ///
- Status DavinciModel::CopyInputDataToModel(const std::vector<DataBuffer> &data, uint32_t data_op_index,
- bool device_data) {
- GE_CHK_BOOL_RET_STATUS(!data_op_list_.empty(), PARAM_INVALID, "data_op_list_ is empty!");
-
- GE_CHK_BOOL_RET_STATUS(data_op_list_.size() == data.size(), PARAM_INVALID,
- "The input data list size (%zu) does not match the model input list size (%zu)", data.size(),
- data_op_list_.size());
-
- GE_CHK_BOOL_RET_STATUS(data_op_index < data_op_list_.size(), PARAM_INVALID,
- "input data op index(%u) is invalid, exceeds input op size(%zu)", data_op_index,
- data_op_list_.size());
-
- /// input datatype conversion, converting FLOAT to FP16, 4D to 5D at the same time.
- /// Choose respective mode in API parameters.
- auto op_def = data_op_list_[data_op_index];
- GE_CHK_BOOL_EXEC(op_def != nullptr, return PARAM_INVALID, "op_def is null!");
-
- auto data_index = data_op_index;
- if (AttrUtils::GetInt(op_def, "index", data_index)) {
- GELOGI("ge_train:get new index %u , old %u", data_index, data_op_index);
- }
-
- GE_CHK_BOOL_EXEC(data_index < data.size(), return PARAM_INVALID, "index:%u >= size:%zu", data_index, data.size());
- GE_CHK_BOOL_RET_STATUS(op_def->GetInputsSize() == 1 && op_def->GetOutputsSize() == 1, PARAM_INVALID,
- "Data Op has invalid input_desc_size(%zu) or output_desc_size(%zu)", op_def->GetInputsSize(),
- op_def->GetOutputsSize());
-
- uint32_t input_size = 0;
- GE_CHK_STATUS(TensorUtils::GetSize(*op_def->GetInputDescPtr(0), input_size), "get input size failed.");
-
- GE_CHK_BOOL_RET_STATUS(input_size >= data[data_index].length, PARAM_INVALID,
- "input data size(%u) does not match model required size(%u), ret fail.",
- data[data_index].length, input_size);
-
- // float to float16
- bool need_trans_flag = ModelUtils::IsInputTensorNeedTrans(data_op_list_[data_op_index], 0);
-
- uint32_t output_size = 0;
- GE_CHK_STATUS(TensorUtils::GetSize(*op_def->GetOutputDescPtr(0), output_size), "get output size failed.");
-
- vector<GeAttrValue::INT> outputs = op_def->GetOutputOffset();
- GE_CHECK_VECTOR_NOT_EMPTY(outputs);
-
- bool need_memset = false;
- (void)AttrUtils::GetBool(op_def, "_need_memset", need_memset);
- if (need_memset) {
- void *data_out_addr = mem_base_ + outputs[0];
- // data+allreduce output align 512
- uint32_t output_size_align = (output_size + MEM_ALIGN_SIZE - 1) / MEM_ALIGN_SIZE * MEM_ALIGN_SIZE;
- GE_CHK_RT_RET(rtMemset(data_out_addr, output_size_align + 1, 0U, output_size_align));
- }
- if (device_data) {
- return CopyPlainData(data, data_index, data_op_index, outputs, output_size, RT_MEMCPY_DEVICE_TO_DEVICE);
- } else if (need_trans_flag) {
- return CopyTransData(data, data_index, data_op_index, outputs, output_size);
- } else {
- return CopyPlainData(data, data_index, data_op_index, outputs, output_size, RT_MEMCPY_HOST_TO_DEVICE);
- }
- }
-
- Status DavinciModel::CopyTransData(const std::vector<DataBuffer> &data, uint32_t data_index, uint32_t data_op_index,
- const std::vector<GeAttrValue::INT> &outputs, uint32_t output_size) {
- GE_CHECK_VECTOR_NOT_EMPTY(outputs);
- GE_CHK_BOOL_TRUE_EXEC_WITH_LOG(outputs[0] == -1, return PARAM_INVALID, "output offset is -1");
- GE_CHK_BOOL_EXEC(data_index < data.size(), return PARAM_INVALID, "index:%u >= size:%zu", data_index, data.size());
-
- auto input_tensor_desc = data_op_input_tensor_desc_map_[data_op_list_[data_op_index]->GetName()];
- auto output_tensor_desc = data_op_output_tensor_desc_map_[data_op_list_[data_op_index]->GetName()];
-
- uint8_t *src_data = reinterpret_cast<uint8_t *>(data[data_index].data);
-
- formats::TransResult tmp_result{};
- auto input_shape = input_tensor_desc->GetShape();
- auto src_data_size = input_shape.GetShapeSize();
- auto src_data_type = input_tensor_desc->GetDataType();
- auto dst_data_type = output_tensor_desc->GetDataType();
- GELOGD("Trans data type from %s to %s, input shape %s, data size %zu",
- TypeUtils::DataTypeToSerialString(src_data_type).c_str(),
- TypeUtils::DataTypeToSerialString(dst_data_type).c_str(), formats::ShapeToString(input_shape).c_str(),
- src_data_size);
- auto ret =
- formats::TransDataType({src_data, static_cast<size_t>(src_data_size), src_data_type, dst_data_type}, tmp_result);
- if (ret != SUCCESS) {
- GELOGE(INTERNAL_ERROR, "Failed to trans data type from %s to %s, input shape %s, data size %zu, error code %d",
- TypeUtils::DataTypeToSerialString(src_data_type).c_str(),
- TypeUtils::DataTypeToSerialString(dst_data_type).c_str(), formats::ShapeToString(input_shape).c_str(),
- src_data_size, ret);
- return ret;
- }
-
- void *mem_addr = mem_base_ + outputs[0];
- auto rt_ret = rtMemcpy(mem_addr, runtime_param_.mem_size - outputs[0], tmp_result.data.get(), tmp_result.length,
- RT_MEMCPY_HOST_TO_DEVICE);
- if (rt_ret != RT_ERROR_NONE) {
- GELOGE(RT_FAILED, "Failed to copy memory to device, size %zu", tmp_result.length);
- return RT_FAILED;
- }
- GELOGI("[IMAS]CopyTransData memcpy graph_%u type[F] name[%s] output[%d] datasize[%zu]", runtime_param_.graph_id,
- data_op_list_[data_op_index]->GetName().c_str(), 0, tmp_result.length);
- return SUCCESS;
- }
-
- Status DavinciModel::CopyPlainData(const std::vector<DataBuffer> &data, uint32_t data_index, uint32_t data_op_index,
- const std::vector<GeAttrValue::INT> &outputs, uint32_t output_size,
- rtMemcpyKind_t kind) {
- GE_CHK_BOOL_EXEC(data_index < data.size(), return PARAM_INVALID, "index:%u >= size:%zu", data_index, data.size());
- bool flag = data[data_index].isDataSupportMemShare && support_mem_shared_flag_;
- // if data attr support zero cpy,then update addrs info to flowtable
- if (flag) {
- GELOGI("No need to copy input data, user's input data buffer can be shared.");
- return SUCCESS;
- }
-
- GE_CHECK_VECTOR_NOT_EMPTY(outputs);
- // P2P memory space parameters
- void *host_data_addr = data[data_index].data;
- uint32_t copy_size = data[data_index].length;
- GELOGD("data output tensor is aipp tensor,copy data only.");
-
- void *data_out_addr = nullptr;
- if (VarManager::Instance(session_id_)->IsVarAddr(outputs[0])) {
- data_out_addr = var_mem_base_ + outputs[0] - runtime_param_.logic_var_base;
- } else {
- data_out_addr = mem_base_ + outputs[0];
- GELOGI("output[0]=%ld, copy_size=%u, total_size=%zu", outputs[0], copy_size, TotalMemSize());
-
- GE_CHK_BOOL_TRUE_EXEC_WITH_LOG(((uint64_t)outputs[0] + (uint64_t)copy_size) > TotalMemSize(), return INTERNAL_ERROR,
- "input offset add size is large than total memory.");
- }
-
- GE_CHK_RT_RET(rtMemcpy(data_out_addr, copy_size, host_data_addr, copy_size, kind));
-
- return SUCCESS;
- }
-
- ///
- /// @ingroup domi_ome
- /// @brief send Output Op result to upper layer
- /// @already malloced in ModelLoad, no need to malloc again
- /// @param [in] sink_op Sink Op
- /// @return Status result
- /// @author
- ///
- Status DavinciModel::CopyOutputData(uint32_t model_id, uint32_t data_id, OutputData &output_data) {
- Status ret = SUCCESS;
- if (output_op_list_.empty()) {
- ret = SyncVarData();
- } else {
- output_data.index = data_id;
- output_data.model_id = model_id;
- GE_CHK_BOOL_RET_STATUS(output_data.blobs.size() == output_size_list_.size(), INTERNAL_ERROR,
- "output buffer size[%zu] not equal output_size_list[%zu] size!", output_data.blobs.size(),
- output_size_list_.size());
-
- // index of data in output_data
- uint32_t output_data_index = 0;
- for (auto &op_desc : output_op_list_) {
- ret = CopyOutputDataToUser(op_desc, output_data.blobs, output_data_index);
- GE_CHK_BOOL_EXEC(ret == SUCCESS, break, "Copy input data to model ret fail, index:%u, model id:%u",
- output_data.index, output_data.model_id);
- }
- }
-
- (void)DumpOpInputOutput(op_list_, model_id); // dump, not care result.
- return ret;
- }
-
- Status DavinciModel::CopyOutputDataToUser(OpDescPtr &op_desc, std::vector<DataBuffer> &blobs, uint32_t &data_index) {
- Output model_output(op_desc, this);
-
- GE_CHK_BOOL_RET_STATUS(model_output.Init() == SUCCESS, PARAM_INVALID, "make shared model_output failed");
-
- vector<uint32_t> v_output_size;
- vector<void *> v_output_data_addr;
- model_output.GetOutputData(v_output_data_addr, v_output_size);
-
- // for all output tensor, copy output data from op to designated position
- for (size_t i = 0; i < v_output_size.size(); ++i) {
- GE_CHK_BOOL_RET_STATUS(data_index < blobs.size(), PARAM_INVALID,
- "The blobs size:%zu, data_op size:%zu, curr output size:%zu", blobs.size(),
- data_op_list_.size(), v_output_size.size());
-
- DataBuffer &data_buf = blobs[data_index];
- data_index++;
-
- uint32_t size = data_buf.length;
- GE_CHK_BOOL_RET_STATUS(size <= v_output_size[i], PARAM_INVALID,
- "Model output data size(%u) does not match required size(%u).", v_output_size[i],
- data_buf.length);
- GE_CHK_RT_RET(rtMemcpy(data_buf.data, size, v_output_data_addr[i], size, RT_MEMCPY_DEVICE_TO_DEVICE));
- }
-
- return SUCCESS;
- }
-
- Status DavinciModel::SyncDataAndDump() {
- Status ret = SUCCESS;
- if (output_op_list_.empty()) {
- ret = SyncVarData();
- }
-
- (void)DumpOpInputOutput(op_list_, model_id_); // dump, not care result.
- return ret;
- }
-
- ///
- /// @ingroup domi_ome
- /// @brief send Output Op result to upper layer
- /// @already malloced in ModelLoad, no need to malloc again
- /// @param [in] sink_op Sink Op
- /// @return Status result
- /// @author
- ///
- Status DavinciModel::ReturnResult(uint32_t model_id, uint32_t data_id, const bool rslt_flg, const bool seq_end_flag,
- OutputData *output_data) {
- GE_CHK_BOOL_EXEC(listener_ != nullptr, return PARAM_INVALID, "listener_ is null!");
- if (seq_end_flag) {
- GELOGW("End of sequence, model id: %u", model_id);
- GE_CHK_STATUS(listener_->OnComputeDone(model_id, data_id, END_OF_SEQUENCE), "OnComputeDone failed");
- return END_OF_SEQUENCE;
- }
-
- // return result is not required
- if (!rslt_flg) {
- GELOGW("Compute failed, model id: %u", model_id);
- GE_CHK_STATUS(listener_->OnComputeDone(model_id, data_id, INTERNAL_ERROR), "OnComputeDone failed");
- return INTERNAL_ERROR;
- }
-
- if (output_op_list_.empty()) {
- GELOGW("Output tensor list is empty, model id: %u", model_id);
- GE_CHK_STATUS(listener_->OnComputeDone(model_id, data_id, INTERNAL_ERROR), "OnComputeDone failed");
- return INTERNAL_ERROR;
- }
-
- GE_CHECK_NOTNULL(output_data);
- // index of data in output_data
- uint32_t data_index = 0;
-
- output_data->index = data_id;
- output_data->model_id = model_id;
-
- // copy output data from op to designated position
- for (auto &op_desc : output_op_list_) {
- Status ret = ModelOutput::CopyResult(this, op_desc, *output_data, data_index, support_mem_shared_flag_);
- if (ret != SUCCESS) {
- GELOGE(INTERNAL_ERROR, "CopyResult failed, op name: %s", op_desc->GetName().c_str());
- GE_CHK_STATUS(listener_->OnComputeDone(model_id, data_id, INTERNAL_ERROR), "OnComputeDone failed");
- return INTERNAL_ERROR;
- }
- }
-
- GE_IF_BOOL_EXEC((DumpOpInputOutput(op_list_, model_id) != SUCCESS),
- GELOGW("dump op failed, model_id: %u", model_id););
-
- GE_CHK_STATUS(listener_->OnComputeDone(model_id, data_id, SUCCESS), "OnComputeDone failed");
- return SUCCESS;
- }
-
- ///
- /// @ingroup domi_ome
- /// @brief return not output to upper layer for cloud case
- /// @return Status result
- ///
- Status DavinciModel::ReturnNoOutput(uint32_t model_id, uint32_t data_id) {
- GELOGI("ReturnNoOutput model id:%u", model_id);
- for (const auto &op_desc : variable_op_list_) {
- Status ret = VarManager::Instance(session_id_)
- ->SyncBroadCastData2Var(runtime_param_.graph_id, op_desc->GetName(), op_desc, mem_base_);
- GE_CHK_BOOL_EXEC(ret == SUCCESS, break, "sync var data ret fail, model id:%u, op name:%s", model_id,
- op_desc->GetName().c_str());
- }
-
- GE_IF_BOOL_EXEC(DumpOpInputOutput(op_list_, model_id) != SUCCESS, GELOGW("dump op failed, model_id: %u", model_id););
- GE_CHK_BOOL_EXEC(listener_ != nullptr, return PARAM_INVALID, "listener_ is null!");
- GE_CHK_STATUS(listener_->OnComputeDone(model_id, data_id, SUCCESS), "OnComputeDone failed");
- return SUCCESS;
- }
-
- ///
- /// @ingroup domi_ome
- /// @brief dump all op input and output information
- /// @param [in] op_list model_id
- /// @return Status result
- ///
- Status DavinciModel::DumpOpInputOutput(map<uint32_t, OpDescPtr> &op_list, uint32_t model_id) {
- if (op_list.empty()) {
- GELOGW("op_list is empty.");
- return FAILED;
- }
- #ifdef FMK_SUPPORT_DUMP
- char *ge_dump_env = getenv("DUMP_OP");
- int dump_op_switch = (ge_dump_env != nullptr) ? std::strtol(ge_dump_env, nullptr, kDecimal) : 0;
- // 10 for decimal number
- if (dump_op_switch != 0) {
- int64_t cnt = 1;
- for (auto it : op_list) {
- if (maxDumpOpNum_ != 0 && cnt > maxDumpOpNum_) {
- GELOGW("dump op cnt > maxDumpOpNum, maxDumpOpNum: %ld.", maxDumpOpNum_);
- return SUCCESS;
- }
- Status ret = DumpSingleOpInputOutput(it.second, model_id);
- cnt++;
- if (ret != SUCCESS) {
- GELOGE(FAILED, "dump single op failed, model_id: %u", model_id);
- return FAILED;
- }
- }
- }
- #else
- GELOGW("need to define FMK_SUPPORT_DUMP for dump op input and output.");
- #endif
-
- return SUCCESS;
- }
-
- ///
- /// @ingroup domi_ome
- /// @brief dump single op input and output information
- /// @param [in] dump_op model_id
- /// @return Status result
- ///
- Status DavinciModel::DumpSingleOpInputOutput(const OpDescPtr &op_def, uint32_t model_id) {
- GE_CHK_BOOL_EXEC(op_def != nullptr, return PARAM_INVALID, "op_def is null!");
- string op_name = StringUtils::ReplaceAll(op_def->GetName(), "/", "-");
- GELOGI("dump op name:%s, type:%s, model_id: %u", op_def->GetName().c_str(), op_def->GetType().c_str(), model_id);
- string model_path = "./dump" + to_string(model_id);
- if (mmAccess(model_path.c_str()) != EN_OK) {
- int32_t ret = mmMkdir(model_path.c_str(), S_IRUSR | S_IWUSR | S_IXUSR);
- if (ret != EN_OK) {
- GELOGE(FAILED, "make dir failed, model_id: %u", model_id);
- return FAILED;
- }
- }
- const vector<uint32_t> input_size_vec = ModelUtils::GetInputSize(op_def);
- const vector<void *> input_addr_vec = ModelUtils::GetInputDataAddrs(runtime_param_, op_def, false);
- for (size_t i = 0; i < input_addr_vec.size(); i++) {
- uint32_t input_size = input_size_vec.at(i);
- char input_file_name[PATH_MAX] = {0};
- if ((sprintf_s(input_file_name, PATH_MAX, "%s/dump_%u_%s_%s_input_%zu.bin", model_path.c_str(), model_id,
- op_def->GetType().c_str(), op_name.c_str(), i)) == -1) {
- GELOGE(FAILED, "construct input dump file path failed.");
- return FAILED;
- }
- if ((Debug::DumpDevMem(input_file_name, input_addr_vec.at(i), input_size)) != SUCCESS) {
- GELOGE(FAILED, "dump to input_file failed");
- return FAILED;
- }
- }
-
- const vector<uint32_t> output_size_vec = ModelUtils::GetOutputSize(op_def);
- const vector<void *> output_addr_vec = ModelUtils::GetOutputDataAddrs(runtime_param_, op_def, false);
- if (!(op_def->GetType() == "Const")) {
- for (size_t i = 0; i < output_addr_vec.size(); i++) {
- uint32_t output_size = output_size_vec.at(i);
- char output_file_name[PATH_MAX] = {0};
- if ((sprintf_s(output_file_name, PATH_MAX, "%s/dump_%u_%s_%s_output_%zu.bin", model_path.c_str(), model_id,
- op_def->GetType().c_str(), op_name.c_str(), i)) == -1) {
- GELOGE(FAILED, "construct output dump file path failed.");
- return FAILED;
- }
- if ((Debug::DumpDevMem(output_file_name, output_addr_vec.at(i), output_size)) != SUCCESS) {
- GELOGE(FAILED, "dump to output_file failed");
- return FAILED;
- }
- }
- }
- return SUCCESS;
- }
-
- void *DavinciModel::Run(DavinciModel *model) {
- GE_CHK_BOOL_EXEC(model != nullptr,
- CsaInteract::GetInstance().WriteErrorCode(FAILED, ERROR_MODULE_FMK, JOBSUBSTATE_GRAPH_EXEC);
- return nullptr, "model_pointer is null!")
- bool seq_end_flag = false;
- uint32_t model_id = model->Id();
- uint32_t device_id = model->GetDeviceId();
-
- GELOGI("Model Run thread start, model_id:%u", model_id);
- rtError_t rt_ret = rtSetDevice(static_cast<int32_t>(device_id));
- if (rt_ret != RT_ERROR_NONE) {
- GELOGE(FAILED, "Model run rtsetdevice failed.");
- return nullptr;
- }
- // DeviceReset before thread run finished!
- GE_MAKE_GUARD(not_used_var, [&] { GE_CHK_RT(rtDeviceReset(device_id)); });
-
- while (model->RunFlag()) {
- bool rslt_flg = true;
- if (model->GetDataInputer() == nullptr) {
- GELOGW("Data inputer is nullptr.");
- CsaInteract::GetInstance().StoreInternalErrorCode(FAILED, ERROR_MODULE_FMK, JOBSUBSTATE_GRAPH_EXEC);
- break;
- }
-
- std::shared_ptr<InputDataWrapper> data_wrapper;
- Status ret = model->GetDataInputer()->Pop(data_wrapper);
- if (data_wrapper == nullptr || ret != SUCCESS) {
- GELOGI("data_wrapper is null!");
- continue;
- }
- GELOGI("Getting the input data, model_id:%u", model_id);
-
- GE_IF_BOOL_EXEC(!model->RunFlag(), break);
-
- InputData current_data = data_wrapper->GetInput();
- GELOGI("Model thread Run begin, model id:%u, data index:%d.", model_id, current_data.index);
-
- GE_TIMESTAMP_START(Model_SyncVarData);
- ret = model->SyncVarData();
- GE_CHK_BOOL_TRUE_EXEC_WITH_LOG(
- ret != SUCCESS,
- (void)model->ReturnResult(model->model_id_, current_data.index, false, false, data_wrapper->GetOutput());
- CsaInteract::GetInstance().StoreInternalErrorCode(ret, ERROR_MODULE_FMK, JOBSUBSTATE_GRAPH_EXEC);
- continue, "Copy input data to model failed."); // [No need to check value]
- GE_TIMESTAMP_END(Model_SyncVarData, "Model Run SyncVarData");
-
- GELOGI("Copy input data, model id:%u", model_id);
- ret = model->CopyInputData(current_data, false);
- GE_CHK_BOOL_TRUE_EXEC_WITH_LOG(
- ret != SUCCESS,
- (void)model->ReturnResult(model->model_id_, current_data.index, false, false, data_wrapper->GetOutput());
- CsaInteract::GetInstance().StoreInternalErrorCode(ret, ERROR_MODULE_FMK, JOBSUBSTATE_GRAPH_EXEC);
- continue, "Copy input data to model failed."); // [No need to check value]
-
- if (ProfilingManager::Instance().ProfilingOpTraceOn()) {
- GELOGI("GetOpTraceIterNum:%d", ProfilingManager::Instance().GetOpTraceIterNum());
- for (int32_t i = 0; i < ProfilingManager::Instance().GetOpTraceIterNum(); i++) {
- if (!ProfilingManager::Instance().ProfilingLoadFlag()) {
- (void)ProfilingManager::Instance().StartProfiling(i); // just profiling, no need to check value
- }
- // collect profiling for ge
- ProfilingManager::Instance().ReportProfilingData(model->GetTaskIdOpName());
- GELOGI("rtModelExecute start.");
- rtError_t rt_ret = rtModelExecute(model->rt_model_handle_, model->rt_model_stream_, 0);
- GE_IF_BOOL_EXEC(rt_ret != RT_ERROR_NONE, rslt_flg = false; (void)model->ReturnResult(
- model->model_id_, current_data.index, false, false, data_wrapper->GetOutput());
- continue); // [No need to check value]
- GELOGI("rtModelExecute end");
-
- GELOGI("rtStreamSynchronize start.");
- rt_ret = rtStreamSynchronize(model->rt_model_stream_);
- GE_IF_BOOL_EXEC(rt_ret != RT_ERROR_NONE, rslt_flg = false; (void)model->ReturnResult(
- model->model_id_, current_data.index, false, seq_end_flag, data_wrapper->GetOutput());
- continue); // [No need to check value]
- GELOGI("rtStreamSynchronize end.");
- (void)ProfilingManager::Instance().StopProfiling(); // just profiling, no need to check value
- }
- } else {
- GE_TIMESTAMP_START(rtModelExecute);
- GELOGI("rtModelExecute start.");
- rtError_t rt_ret = rtModelExecute(model->rt_model_handle_, model->rt_model_stream_, 0);
- GE_IF_BOOL_EXEC(
- rt_ret != RT_ERROR_NONE, rslt_flg = false;
- (void)model->ReturnResult(model->model_id_, current_data.index, false, false, data_wrapper->GetOutput());
- CsaInteract::GetInstance().WriteErrorCode(rt_ret, ERROR_MODULE_RUNTIME, JOBSUBSTATE_GRAPH_EXEC); continue);
- GELOGI("rtModelExecute end");
- GE_TIMESTAMP_END(rtModelExecute, "GraphExcute::rtModelExecute");
-
- GE_TIMESTAMP_START(rtStreamSynchronize);
- GELOGI("rtStreamSynchronize start.");
- rt_ret = rtStreamSynchronize(model->rt_model_stream_);
- if (rt_ret == RT_ERROR_END_OF_SEQUENCE) {
- seq_end_flag = true;
- }
- GE_IF_BOOL_EXEC(
- rt_ret != RT_ERROR_NONE, rslt_flg = false; GELOGI("seq_end_flg: %d", seq_end_flag);
- (void)model->ReturnResult(model->model_id_, current_data.index, false, seq_end_flag,
- data_wrapper->GetOutput()); // [No need to check value]
- CsaInteract::GetInstance().StoreInternalErrorCode(rt_ret, ERROR_MODULE_RUNTIME, JOBSUBSTATE_GRAPH_EXEC);
- continue);
- GELOGI("rtStreamSynchronize end.");
- GE_TIMESTAMP_END(rtStreamSynchronize, "GraphExcute::Wait for rtStreamSynchronize");
-
- // collect profiling for ge
- if (ProfilingManager::Instance().ProfilingOn()) {
- ProfilingManager::Instance().ReportProfilingData(model->GetTaskIdOpName());
- }
- }
-
- GE_TIMESTAMP_START(ReturnResult3);
- // copy output data from device to host
- GE_IF_BOOL_EXEC(
- !model->output_op_list_.empty(),
- (void)model->ReturnResult(model->model_id_, current_data.index, rslt_flg, false, data_wrapper->GetOutput()))
- // copy output data from device to host for variable graph
- GE_IF_BOOL_EXEC(model->output_op_list_.empty(), (void)model->ReturnNoOutput(model->model_id_, current_data.index));
- GE_TIMESTAMP_END(ReturnResult3, "GraphExcute::CopyDataFromDeviceToHost");
-
- model->iterator_count_++;
- GELOGI("run iterator count is %lu", model->iterator_count_);
- }
-
- CsaInteract::GetInstance().WriteInternalErrorCode();
- GELOGI("Model run end, model id:%u", model->model_id_);
- GEEVENT("Model Run thread end, model_id:%u", model->model_id_);
- return nullptr;
- }
-
- ///
- /// @ingroup domi_ome
- /// @brief call API provided by data inputer to destroy thread
- /// @param [in] no
- /// @return Status Destroy result
- /// @author
- ///
- Status DavinciModel::DestroyThread() {
- GE_CHK_BOOL_RET_STATUS(data_inputer_ != nullptr, INTERNAL_ERROR, "data_inputer_ is nullptr!");
-
- run_flg_ = false;
-
- data_inputer_->Stop();
-
- if (thread_id_.joinable()) {
- thread_id_.join();
- }
-
- return SUCCESS;
- }
-
- ///
- /// @ingroup domi_ome
- /// @brief create model std::thread,
- /// @brief start to execute Model
- /// @param [in] no
- /// @return Status create model thread and execute result
- /// @author
- ///
- Status DavinciModel::ModelRunStart() {
- GE_CHK_BOOL_RET_STATUS((DavinciModel::GetSysMode() != RESET) && (DavinciModel::GetSysMode() != STOP), INTERNAL_ERROR,
- "Model Start FAIL in wrong sys mode!");
-
- GE_CHK_BOOL_RET_STATUS(data_inputer_ != nullptr, INTERNAL_ERROR, "data_inputer_ is nullptr!");
-
- LockRunFlg();
- GE_MAKE_GUARD(tmp_lock, [&] { UnlockRunFlg(); });
-
- GE_CHK_BOOL_RET_STATUS(!run_flg_, INTERNAL_ERROR, "Model already started!");
-
- run_flg_ = true;
-
- // create stream instance which rt_model_handel is running on
- GE_CHK_RT_RET(rtStreamCreate(&rt_model_stream_, priority_));
- is_inner_model_stream_ = true;
-
- string opt = "0";
- (void)ge::GetContext().GetOption("ge.maxDumpOpNum", opt); // option may not be set up, no need to check value
- int64_t maxDumpOpNum = std::strtol(opt.c_str(), nullptr, kDecimal);
- maxDumpOpNum_ = maxDumpOpNum;
-
- CREATE_STD_THREAD(thread_id_, DavinciModel::Run, this);
- GELOGI("model tread create success, model id:%u", model_id_);
- return SUCCESS;
- }
-
- ///
- /// @ingroup domi_ome
- /// @brief call API provided by data inputer and destroy model Thread
- /// @param [in] no
- /// @return Status Destroy result
- /// @author
- ///
- Status DavinciModel::ModelRunStop() {
- GE_CHK_BOOL_RET_STATUS((DavinciModel::GetSysMode() != RESET) && (DavinciModel::GetSysMode() != STOP), INTERNAL_ERROR,
- "Model stop FAIL in wrong sys mode!");
-
- LockRunFlg();
- GE_MAKE_GUARD(tmp_lock, [&] { UnlockRunFlg(); });
-
- GE_IF_BOOL_EXEC(!run_flg_, return SUCCESS);
-
- GE_CHK_STATUS_RET(DestroyThread(), "DestoyThead failed!");
-
- return SUCCESS;
- }
-
- void DavinciModel::UnbindTaskSinkStream() {
- // unbinding hcom stream
- UnbindHcomStream();
- for (size_t i = 0; i < stream_list_.size(); i++) {
- // unbind rt_model_handle and streams
- GE_LOGW_IF(rtModelUnbindStream(rt_model_handle_, stream_list_[i]) != RT_ERROR_NONE,
- "Unbind stream from model failed! Index: %zu", i);
- }
-
- if (is_inner_model_stream_) {
- // destroy stream that is bound with rt_model
- GE_LOGW_IF(rtStreamDestroy(rt_model_stream_) != RT_ERROR_NONE, "Destroy stream for rt_model failed!")
- }
- return;
- }
-
- Status DavinciModel::InitTaskInfo(domi::ModelTaskDef &model_task_def) {
- GELOGI("InitTaskInfo in,task size %zu", model_task_def.task().size());
- task_list_.resize(model_task_def.task_size());
- std::vector<std::future<Status>> futures(model_task_def.task_size());
- constexpr uint32_t thread_num = THREAD_NUM;
- ThreadPool executor(thread_num);
- rtContext_t ctx = nullptr;
- rtError_t rt_ret = rtCtxGetCurrent(&ctx);
- if (rt_ret != RT_ERROR_NONE || ctx == nullptr) {
- GELOGE(RT_FAILED, "Failed to get current context from rt, error-code 0x%X.", rt_ret);
- return RT_FAILED;
- }
-
- for (int32_t i = 0; i < model_task_def.task_size(); ++i) {
- std::future<Status> f = executor.commit(
- [](const domi::TaskDef &task, DavinciModel *model, rtContext_t ctx, int32_t idx) -> Status {
- rtError_t rt_ret = rtCtxSetCurrent(ctx);
- if (rt_ret != RT_ERROR_NONE) {
- GELOGE(RT_FAILED, "Failed to set context from rt, error-code 0x%X.", rt_ret);
- return RT_FAILED;
- }
-
- model->task_list_[idx] = TaskInfoFactory::Instance().Create(static_cast<rtModelTaskType_t>(task.type()));
-
- Status ret = FAILED;
- if (model->task_list_[idx] != nullptr) {
- ret = model->task_list_[idx]->Init(task, model);
- }
- return ret;
- },
- model_task_def.task(i), this, ctx, i);
- if (!f.valid()) {
- GELOGE(FAILED, "Future is invalid");
- return FAILED;
- }
- futures[i] = std::move(f);
- }
-
- Status ret;
- for (size_t i = 0; i < futures.size(); ++i) {
- ret = futures[i].get();
- if (ret != SUCCESS) {
- GELOGE(ret, "Task index %zu init fail.", i);
- return ret;
- }
- }
-
- GELOGI("InitTaskInfo out");
- return SUCCESS;
- }
-
- Status DavinciModel::DistributeTask() {
- GELOGI("do Distribute.");
-
- op_task_id_map_.clear();
- Status ret;
- for (size_t task_index = 0; task_index < task_list_.size(); ++task_index) {
- auto &task = task_list_.at(task_index);
- if (task == nullptr) {
- GELOGW("task is null");
- continue;
- }
- ret = task->Distribute();
- if (ret != SUCCESS) {
- GELOGE(ret, "Distribute Fail!");
- return ret;
- }
-
- // for data dump
- if (reinterpret_cast<void *>(task->GetDumpArgs()) != nullptr) {
- auto op_index = std::max(model_task_def_->task(task_index).kernel().context().op_index(),
- model_task_def_->task(task_index).kernel_ex().op_index());
- OpDescPtr op = GetOpByIndex(op_index);
- if (op == nullptr) {
- GELOGE(PARAM_INVALID, "Op index %u is null, op list size %zu.", op_index, op_list_.size());
- return PARAM_INVALID;
- }
-
- if (PropertiesManager::Instance().IsLayerNeedDump(name_, op->GetName())) {
- data_dumper_.SaveDumpTask(task->GetTaskID(), op, task->GetDumpArgs());
- }
- }
-
- // get op_name by task_index
- if (task->GetCtx() != nullptr) {
- auto iter = op_name_map_.find(task_index);
- if (iter == op_name_map_.end()) {
- continue;
- }
-
- // else task index is found in op_name_map_
- string op_name = op_name_map_[task_index];
- op_task_id_map_[task->GetTaskID()] = op_name;
- }
- }
-
- // launch dump kernel to aicpu
- ret = data_dumper_.LoadDumpInfo();
- if (ret != SUCCESS) {
- GELOGE(ret, "Load dump info fail.");
- return ret;
- }
-
- return SUCCESS;
- }
-
- ///
- /// @ingroup domi_ome
- /// @brief Save Data and NetOutput address info for ZeroCopy.
- /// @param [in] const std::vector<void *> &outside_addrs
- /// @return None.
- ///
- void DavinciModel::SetOutsideAddr(const std::vector<void *> &outside_addrs) {
- for (auto addr : outside_addrs) {
- if (outside_addrs_.find(addr) != outside_addrs_.end()) {
- continue;
- }
-
- (void)outside_addrs_.emplace(std::pair<const void *, std::vector<void *>>(addr, {}));
- GELOGI("SetOutsideAddr success.");
- }
- }
-
- ///
- /// @ingroup domi_ome
- /// @brief Save outside address used info for ZeroCopy.
- /// @param [in] const std::vector<void *> &outside_addrs: address of task
- /// @param [in] const char *args_offset: arguments address save the address.
- /// @return None.
- ///
- void DavinciModel::SetZeroCopyAddr(const std::vector<void *> &outside_addrs, void *args_offset) {
- size_t nums = outside_addrs.size();
- for (size_t i = 0; i < nums; ++i) {
- std::lock_guard<std::mutex> lock(outside_addrs_mutex_);
- auto it = outside_addrs_.find(outside_addrs[i]);
- if (it == outside_addrs_.end()) {
- continue;
- }
-
- it->second.push_back(static_cast<char *>(args_offset) + i * sizeof(void *));
- GELOGI("SetZeroCopyAddr of outside_addrs.");
- }
- }
-
- ///
- /// @ingroup domi_ome
- /// @brief Copy Inputs and Outputs addr to model for direct use.
- /// @param [in] const domi::InputData &input_data: model input data.
- /// @param [in] domi::OutputData &output_data: model output data.
- /// @return SUCCESS handle successfully / PARAM_INVALID for failed
- ///
- Status DavinciModel::ModelZeroCopy(const InputData &input_data, OutputData &output_data) {
- if (ZeroCopyInput(input_data) != SUCCESS) {
- GELOGE(PARAM_INVALID, "ZeroCopyInput failed.");
- return PARAM_INVALID;
- }
-
- if (ZeroCopyOutput(output_data) != SUCCESS) {
- GELOGE(PARAM_INVALID, "ZeroCopyOutput failed.");
- return PARAM_INVALID;
- }
-
- output_data.index = input_data.index;
- output_data.model_id = model_id_;
- return SUCCESS;
- }
-
- ///
- /// @ingroup domi_ome
- /// @brief Copy Data addr to model for direct use.
- /// @param [in] const domi::InputData &input_data: model input data info.
- /// @return SUCCESS handle successfully / others handle failed
- ///
- Status DavinciModel::ZeroCopyInput(const InputData &input_data) {
- GE_CHK_BOOL_RET_STATUS(!data_op_list_.empty(), SUCCESS, "data_op_list_ is empty!");
- GE_CHK_BOOL_RET_STATUS(data_op_list_.size() == input_data.blobs.size(), PARAM_INVALID,
- "The input data list size (%zu) does not match the model input list size (%zu)",
- input_data.blobs.size(), data_op_list_.size());
-
- const std::vector<DataBuffer> &blobs = input_data.blobs;
- for (size_t data_op_index = 0; data_op_index < data_op_list_.size(); ++data_op_index) {
- auto op_desc = data_op_list_[data_op_index];
- GE_CHK_BOOL_EXEC(op_desc != nullptr, return PARAM_INVALID, "op_desc is null!");
-
- auto data_index = static_cast<uint32_t>(data_op_index);
- if (AttrUtils::GetInt(op_desc, "index", data_index)) {
- GELOGI("ge_train:get new index %u , old %zu", data_index, data_op_index);
- }
- GE_CHK_BOOL_EXEC(data_index < blobs.size(), return PARAM_INVALID, "index:%u >= size:%zu", data_index, blobs.size());
- GE_CHK_BOOL_RET_STATUS(op_desc->GetInputsSize() == 1 && op_desc->GetOutputsSize() == 1, PARAM_INVALID,
- "Data Op has invalid input_desc_size(%zu) or output_desc_size(%zu)",
- op_desc->GetInputsSize(), op_desc->GetOutputsSize());
-
- uint32_t input_size = 0;
- const DataBuffer &data_buf = blobs[data_index];
- GE_CHK_STATUS(TensorUtils::GetSize(*op_desc->GetInputDescPtr(0), input_size), "get input size failed.");
- GE_CHK_BOOL_RET_STATUS(input_size >= data_buf.length, PARAM_INVALID,
- "input data size(%u) does not match model required size(%u), ret fail.", data_buf.length,
- input_size);
-
- const vector<void *> &outputs = ModelUtils::GetOutputDataAddrs(runtime_param_, op_desc);
- if (data_buf.data == nullptr) {
- GELOGE(INTERNAL_ERROR, "data_buf.data is nullptr");
- return INTERNAL_ERROR;
- }
- if (ZeroCopyImpl(outputs[0], data_buf) != SUCCESS) {
- return FAILED;
- }
- }
-
- return SUCCESS;
- }
-
- ///
- /// @ingroup domi_ome
- /// @brief Copy NetOutput addr to model for direct use.
- /// @param [in] const domi::OutputData &output_data: model output data info.
- /// @return SUCCESS handle successfully / others handle failed
- ///
- Status DavinciModel::ZeroCopyOutput(const OutputData &output_data) {
- GE_CHK_BOOL_RET_STATUS(output_data.blobs.size() == output_size_list_.size(), INTERNAL_ERROR,
- "output buffer size[%zu] not equal output_size_list[%zu] size!", output_data.blobs.size(),
- output_size_list_.size());
-
- // index of data in output_data
- uint32_t output_data_index = 0;
- const std::vector<DataBuffer> &blobs = output_data.blobs;
- for (auto &op_desc : output_op_list_) {
- Output model_output(op_desc, this);
- GE_CHK_BOOL_RET_STATUS(model_output.Init() == SUCCESS, PARAM_INVALID, "init model_output failed");
- vector<uint32_t> v_output_size = ModelUtils::GetInputSize(op_desc);
- vector<void *> v_output_data_addr = ModelUtils::GetInputDataAddrs(runtime_param_, op_desc);
-
- // for all output tensor, copy output data from op to designated position
- for (size_t i = 0; i < op_desc->GetOutputsSize(); ++i) {
- GE_CHK_BOOL_RET_STATUS(output_data_index < blobs.size(), PARAM_INVALID,
- "The blobs size:%zu, data_op size:%zu, curr output size:%zu", blobs.size(),
- data_op_list_.size(), op_desc->GetOutputsSize());
- const DataBuffer &data_buf = blobs[output_data_index];
- output_data_index++;
- uint32_t size = data_buf.length;
- GE_CHK_BOOL_RET_STATUS(size <= v_output_size[i], PARAM_INVALID,
- "Model output data size(%u) does not match required size(%u).", v_output_size[i],
- data_buf.length);
-
- GELOGI("ZeroCopyOutput memcpy graph_%u type[F] name[%s] output[%lu] memsize[%u] datasize[%u]",
- runtime_param_.graph_id, op_desc->GetName().c_str(), i, data_buf.length, v_output_size[i]);
- if (ZeroCopyImpl(v_output_data_addr[i], data_buf) != SUCCESS) {
- return FAILED;
- }
- }
- }
-
- return SUCCESS;
- }
-
- ///
- /// @ingroup domi_ome
- /// @brief Copy address to args_ space for direct use.
- /// @param [in] const void *src_addr: source address of the Op.
- /// @param [in] const void *dst_addr: destination address of user data.
- /// @return SUCCESS handle successfully / others handle failed
- ///
- Status DavinciModel::ZeroCopyImpl(const void *src_addr, const DataBuffer &data_buf) {
- auto it = outside_addrs_.find(src_addr);
- if (it == outside_addrs_.end()) {
- GELOGE(FAILED, "ZeroCopyImpl failed to find outside_addrs.");
- return FAILED;
- }
-
- auto dst_addr = static_cast<uint8_t *>(data_buf.data);
- auto dst_size = static_cast<uint64_t>(data_buf.length);
- Status ret = ModelUtils::ConvertVirtualAddressToPhysical(dst_addr, dst_size, dst_addr);
- if (ret != SUCCESS) {
- GELOGE(FAILED, "Convert virtual address to physical for dst_addr failed.");
- return FAILED;
- }
-
- for (auto &addr : it->second) {
- __builtin_prefetch(addr);
- rtError_t rt_err = rtMemcpy(addr, sizeof(void *), &dst_addr, sizeof(void *), RT_MEMCPY_HOST_TO_DEVICE);
- if (rt_err != RT_ERROR_NONE) {
- GELOGE(FAILED, "ZeroCopyImpl: rtMemcpy failed");
- return FAILED;
- }
- }
-
- return SUCCESS;
- }
-
- ///
- /// @ingroup domi_ome
- /// @brief get unique identification for op when load two or more models
- /// @param [in] const OpDescPtr: current op.
- /// @param [in] string identification: unique identification for current op.
- /// @return SUCCESS handle successfully / others handle failed
- ///
- void DavinciModel::GetUniqueId(const OpDescPtr &op_desc, std::string &unique_identification) {
- std::string session_graph_id;
- GE_IF_BOOL_EXEC(AttrUtils::GetStr(*op_desc, ATTR_NAME_SESSION_GRAPH_ID, session_graph_id),
- GELOGI("Get original type of session_graph_id."));
- if (session_graph_id.empty()) {
- return;
- } else if (session_graph_id.find("-1") != string::npos) {
- unique_identification = session_graph_id + "_" + to_string(model_id_);
- } else {
- unique_identification = session_graph_id;
- }
- }
-
- ///
- /// @ingroup domi_ome
- /// @brief For TVM Op, avoid Addr Reuse.
- /// @return void*
- ///
- const char *DavinciModel::GetRegisterStub(const string &binfile, const string &session_graph_id) {
- string binfile_key;
- if (session_graph_id.empty()) {
- binfile_key = binfile;
- } else {
- binfile_key = session_graph_id + "_" + binfile;
- }
- std::lock_guard<std::mutex> lock(tvm_bin_mutex_);
- auto it = tvm_bin_kernel_.find(binfile_key);
- if (it != tvm_bin_kernel_.end()) {
- return it->c_str();
- } else {
- it = tvm_bin_kernel_.insert(tvm_bin_kernel_.end(), binfile_key);
- return it->c_str();
- }
- }
-
- ///
- /// @ingroup domi_ome
- /// @brief Constant Op Init.
- /// @return Status
- ///
- Status DavinciModel::InitConstant(const ConstOpDescPtr &op_desc) const {
- auto v_weights = ModelUtils::GetWeights(op_desc);
- auto v_output_size = ModelUtils::GetOutputSize(op_desc);
- auto v_output_addr = ModelUtils::GetOutputDataAddrs(runtime_param_, op_desc);
- GE_IF_BOOL_EXEC(v_weights.empty() || v_output_size.empty() || v_output_addr.empty(),
- GELOGE(PARAM_INVALID, "const op:%s not set output", op_desc->GetName().c_str());
- return PARAM_INVALID;);
-
- GeTensor *tensor = const_cast<GeTensor *>(v_weights[0].get());
- GE_IF_BOOL_EXEC(
- v_output_size[0] < tensor->GetData().size(),
- GELOGE(PARAM_INVALID, "output size:%u less than weight data size:%zu", v_output_size[0], tensor->GetData().size());
- return PARAM_INVALID;);
-
- GE_IF_BOOL_EXEC(tensor->GetData().size() == 0, GELOGW("const op:%s has no weight data.", op_desc->GetName().c_str());
- return SUCCESS;);
-
- auto desc = tensor->GetTensorDesc();
- if (desc.GetDataType() == DT_STRING) {
- GeShape tensor_shape = desc.GetShape();
- /// if tensor is a scaler, it's shape size if zero, according ge_tensor.cc.
- /// the logic of GetShapeSize is wrong, the scaler tensor's GetShapeSize is zero
- /// and that of unknown shape is zero too.
- /// unknown shape will not appear here, so we can use zero judge a tensor is scaler or not
- int64_t elem_num = tensor_shape.GetShapeSize() == 0 ? 1 : tensor_shape.GetShapeSize();
- uint64_t *buff = reinterpret_cast<uint64_t *>(tensor->MutableData().data());
- GE_CHK_BOOL_RET_STATUS(CheckInt64Uint32MulOverflow(elem_num, kBytes) == SUCCESS, FAILED, "Shape size is invalid");
- int64_t offset = elem_num * kBytes;
-
- uint64_t hbm_raw_data_base_addr = reinterpret_cast<uint64_t>(v_output_addr[0]) + offset;
- for (int64_t i = elem_num - 1; i >= 0; --i) {
- buff[i] = hbm_raw_data_base_addr + (buff[i] - buff[0]);
- }
- }
- GE_CHK_RT_RET(rtMemcpy(v_output_addr[0], v_output_size[0], tensor->GetData().data(), tensor->GetData().size(),
- RT_MEMCPY_HOST_TO_DEVICE));
-
- return SUCCESS;
- }
-
- ///
- /// @ingroup domi_ome
- /// @brief TVM Op Init.
- /// @return Status
- ///
-
- Status DavinciModel::InitTbeHandle(const OpDescPtr &op_desc) {
- TBEKernelPtr tbe_kernel = op_desc->TryGetExtAttr(OP_EXTATTR_NAME_TBE_KERNEL, TBEKernelPtr());
- if (tbe_kernel == nullptr) {
- GELOGE(INTERNAL_ERROR, "TBE: %s can't find tvm bin file!", op_desc->GetName().c_str());
- return INTERNAL_ERROR;
- }
-
- std::string session_graph_model_id;
- GetUniqueId(op_desc, session_graph_model_id);
- const char *bin_file_key = GetRegisterStub(op_desc->GetName(), session_graph_model_id); // from set, always valid.
- TBEHandleStore &kernel_store = TBEHandleStore::GetInstance();
-
- std::lock_guard<std::mutex> lock(tvm_bin_mutex_);
- if (rtQueryFunctionRegistered(bin_file_key) != RT_ERROR_NONE) {
- void *bin_handle = nullptr;
- if (!kernel_store.FindTBEHandle(bin_file_key, bin_handle)) {
- GELOGI("TBE: can't find the kernel_name[%s] in HandleMap", bin_file_key);
-
- rtDevBinary_t binary;
- std::string json_string;
- GE_IF_BOOL_EXEC(AttrUtils::GetStr(op_desc, TVM_ATTR_NAME_MAGIC, json_string),
- GELOGI("Get original type of session_graph_id."));
- if (json_string == "RT_DEV_BINARY_MAGIC_ELF_AICPU") {
- binary.magic = RT_DEV_BINARY_MAGIC_ELF_AICPU;
- } else if (json_string == "RT_DEV_BINARY_MAGIC_ELF") {
- binary.magic = RT_DEV_BINARY_MAGIC_ELF;
- } else {
- GELOGE(PARAM_INVALID, "TBE: Invalid parameter magic number! json: %s", json_string.c_str());
- return PARAM_INVALID;
- }
-
- binary.version = 0;
- binary.data = tbe_kernel->GetBinData();
- binary.length = tbe_kernel->GetBinDataSize();
-
- GELOGI("TBE: binary.length: %lu", binary.length);
- GE_CHK_RT_RET(rtDevBinaryRegister(&binary, &bin_handle));
-
- std::string meta_data;
- GE_IF_BOOL_EXEC(AttrUtils::GetStr(op_desc, TVM_ATTR_NAME_METADATA, meta_data),
- GELOGI("Get original type of json_string"));
- GELOGI("TBE: meta data: %s", meta_data.empty() ? "null" : meta_data.c_str());
- GE_IF_BOOL_EXEC(!meta_data.empty(), GE_CHK_RT_RET(rtMetadataRegister(bin_handle, meta_data.c_str())));
-
- kernel_store.StoreTBEHandle(bin_file_key, bin_handle, tbe_kernel);
- } else {
- GELOGI("TBE: find the kernel_name[%s] in HandleMap", bin_file_key);
- kernel_store.ReferTBEHandle(bin_file_key);
- }
-
- std::string kernel_name;
- GE_IF_BOOL_EXEC(AttrUtils::GetStr(op_desc, op_desc->GetName() + "_kernelname", kernel_name),
- GELOGI("Get original type of kernel_name"));
- GELOGI("TBE: binfile_key=%s, kernel_name=%s", bin_file_key, kernel_name.c_str());
- GE_CHK_RT_RET(rtFunctionRegister(bin_handle, bin_file_key, bin_file_key, kernel_name.c_str(), 0));
- used_tbe_handle_map_[bin_file_key] = 1; // Init used num to 1.
- return SUCCESS;
- }
-
- // Kernel registed, Increase used num in store.
- StoreTbeHandle(bin_file_key);
- return SUCCESS;
- }
-
- void DavinciModel::StoreTbeHandle(const std::string &handle_key) {
- // Online mode FE may call rtFunctionRegister.
- TBEHandleStore &kernel_store = TBEHandleStore::GetInstance();
-
- // Need protection of tvm_bin_mutex_.
- auto it = used_tbe_handle_map_.find(handle_key);
- if (it != used_tbe_handle_map_.end()) {
- // GE registered, increase reference.
- kernel_store.ReferTBEHandle(handle_key);
- it->second++;
- return;
- }
-
- void *bin_handle = nullptr;
- if (kernel_store.FindTBEHandle(handle_key, bin_handle)) {
- // GE registered, increase reference.
- used_tbe_handle_map_[handle_key] = 1; // Init used num to 1.
- kernel_store.ReferTBEHandle(handle_key);
- }
- }
-
- void DavinciModel::CleanTbeHandle() {
- TBEHandleStore &kernel_store = TBEHandleStore::GetInstance();
-
- std::lock_guard<std::mutex> lock(tvm_bin_mutex_);
- kernel_store.EraseTBEHandle(used_tbe_handle_map_);
- used_tbe_handle_map_.clear();
- }
-
- ///
- /// @ingroup domi_ome
- /// @brief insert active_stream_indication_
- /// @return Status
- ///
- Status DavinciModel::MarkActiveStream(const OpDescPtr &op_desc) {
- GE_CHECK_NOTNULL(op_desc);
- std::string type = op_desc->GetType();
- GE_IF_BOOL_EXEC(
- type == STREAMSWITCH, std::vector<uint32_t> active_stream_list;
- GE_LOGI_IF(!ge::AttrUtils::GetListInt(op_desc, ATTR_NAME_ACTIVE_STREAM_LIST, active_stream_list),
- "GetInt ACTIVE_STREAM_LIST fail.");
- if (active_stream_list.size() != TRUE_BRANCH_STREAM_NUM) {
- GELOGE(INTERNAL_ERROR, "Stream num of switch true branch must be %u.", TRUE_BRANCH_STREAM_NUM);
- return INTERNAL_ERROR;
- } uint32_t true_stream_id = active_stream_list.front();
- active_stream_indication_.insert(true_stream_id);
- GELOGI("flowctrl_op_index_map node:%s, true_stream_id=%u.", op_desc->GetName().c_str(), true_stream_id););
- GE_IF_BOOL_EXEC(
- type == STREAMACTIVE, if (op_desc->HasAttr(ATTR_NAME_SWITCH_BRANCH_NODE_LABEL)) {
- std::vector<uint32_t> active_stream_list;
- GE_CHK_BOOL_EXEC(AttrUtils::GetListInt(op_desc, ATTR_NAME_ACTIVE_STREAM_LIST, active_stream_list),
- return INTERNAL_ERROR, "StreamActiveOp get attr ACTIVE_STREAM fail.");
-
- for (size_t j = 0; j < active_stream_list.size(); ++j) {
- active_stream_indication_.insert(active_stream_list[j]);
- GELOGI("flowctrl_op_index_map node:%s, active_stream_id=%u.", op_desc->GetName().c_str(),
- active_stream_list[j]);
- }
- });
- return SUCCESS;
- }
-
- bool DavinciModel::IsBroadCastOpData(const ge::NodePtr &var_node) {
- for (const auto &out_anchor : var_node->GetAllOutDataAnchors()) {
- GE_RT_FALSE_CHECK_NOTNULL(out_anchor);
- for (const auto &in_anchor : out_anchor->GetPeerInDataAnchors()) {
- GE_RT_FALSE_CHECK_NOTNULL(in_anchor);
- ge::NodePtr dst_node = in_anchor->GetOwnerNode();
- GE_RT_FALSE_CHECK_NOTNULL(dst_node);
- if (dst_node->GetType() == HCOMBROADCAST) {
- return true;
- }
- }
- }
- return false;
- }
-
- ///
- /// @ingroup domi_ome
- /// @brief Init model stream for NN model.
- /// @param [in] stream user input model stream.
- /// @param [in] async_mode is asynchronize mode.
- /// @return Status
- ///
- Status DavinciModel::InitModelStream(rtStream_t stream, bool async_mode) {
- // asynchronize mode, use user input stream.
- if (async_mode) {
- rt_model_stream_ = stream;
- is_inner_model_stream_ = false;
- return SUCCESS;
- }
-
- // synchronize mode, use forbidden stream.
- if (stream != nullptr) {
- if ((rt_model_stream_ != nullptr) && is_inner_model_stream_) {
- if (rtStreamDestroy(rt_model_stream_) != RT_ERROR_NONE) {
- GELOGE(RT_FAILED, "Destroy rt_stream failed!");
- return FAILED;
- }
- }
-
- rt_model_stream_ = stream;
- is_inner_model_stream_ = false;
- return SUCCESS;
- }
-
- if (rt_model_stream_ == nullptr) {
- GE_CHK_RT_RET(rtStreamCreateWithFlags(&rt_model_stream_, priority_, RT_STREAM_FORBIDDEN_DEFAULT));
- is_inner_model_stream_ = true;
- }
-
- return SUCCESS;
- }
-
- ///
- /// @ingroup domi_ome
- /// @brief ACL case, do not start new thread, return execute result.
- /// @param [in] stream execute model stream.
- /// @param [in] async_mode is asynchronize mode.
- /// @param [in] input_data model input data.
- /// @param [out] output_data model output data.
- ///
- Status DavinciModel::NnExecute(rtStream_t stream, bool async_mode, const InputData &input_data,
- OutputData &output_data) {
- GELOGI("Model Run begin, model id:%u, data index:%d, flag:%d.", model_id_, input_data.index, async_mode);
- GE_CHK_STATUS(InitModelStream(stream, async_mode), "Init model stream fail.");
-
- GELOGI("do rtModelExecute task sink, model id:%u", input_data.model_id);
- Status ret = ModelZeroCopy(input_data, output_data);
- GE_CHK_BOOL_TRUE_EXEC_WITH_LOG(ret != SUCCESS, return INTERNAL_ERROR, "Copy input data to model failed.");
-
- GELOGI("current_data.index=%u", input_data.index);
-
- GELOGD("rtModelExecute do");
-
- rtError_t rt_ret = rtModelExecute(rt_model_handle_, rt_model_stream_, 0);
- GE_CHK_RT_EXEC(rt_ret, return INTERNAL_ERROR);
- GELOGI("rtModelExecute end");
-
- if (async_mode) {
- rt_ret = rtStreamSynchronize(rt_model_stream_);
- GE_IF_BOOL_EXEC(rt_ret != RT_ERROR_NONE, return INTERNAL_ERROR);
- }
-
- ret = SyncDataAndDump();
- GE_CHK_BOOL_TRUE_EXEC_WITH_LOG(ret != SUCCESS, return INTERNAL_ERROR, "Copy Output data to user failed.");
-
- // collect profiling for ge
- if (ProfilingManager::Instance().ProfilingOn()) {
- ProfilingManager::Instance().ReportProfilingData(op_task_id_map_);
- GELOGI("Acl Profiling Op name taskId report.");
- }
-
- GELOGI("Model run end, model id:%u", model_id_);
- GEEVENT("Model Run thread end, model_id:%u", model_id_);
- return SUCCESS;
- }
-
- uint8_t *DavinciModel::MallocFeatureMapMem(uint64_t data_size) {
- uint8_t *mem_base = nullptr;
- if (std::getenv(kEnvGeuseStaticMemory) != nullptr) {
- data_size = static_cast<uint64_t>(VarManager::Instance(0)->GetGraphMemoryMaxSize());
- string memory_key = std::to_string(0) + "_f";
- mem_base = MemManager::Instance(RT_MEMORY_HBM)->MallocMemory(memory_key, data_size, GetDeviceId());
- } else {
- mem_base = MemManager::Instance(RT_MEMORY_HBM)->MallocMemory(data_size, GetDeviceId());
- }
-
- if (mem_base != nullptr) {
- GE_CHK_RT(rtMemset(mem_base, data_size, 0U, data_size));
- }
- return mem_base;
- }
-
- uint8_t *DavinciModel::MallocWeightsMem(uint32_t weights_size) {
- uint8_t *weights_mem_base = nullptr;
- if (std::getenv(kEnvGeuseStaticMemory) != nullptr) {
- string weight_memory_key = std::to_string(0) + "_w";
- weights_mem_base =
- MemManager::Instance(RT_MEMORY_HBM)->MallocMemory(weight_memory_key, weights_size, GetDeviceId());
- } else {
- weights_mem_base = MemManager::Instance(RT_MEMORY_HBM)->MallocMemory(weights_size, GetDeviceId());
- }
- return weights_mem_base;
- }
-
- void DavinciModel::FreeFeatureMapMem() {
- if (std::getenv(kEnvGeuseStaticMemory) != nullptr) {
- string weight_memory_key = std::to_string(0) + "_f";
- if (MemManager::Instance(RT_MEMORY_HBM)->GetMemoryAddr(weight_memory_key) != nullptr) {
- GE_CHK_STATUS(MemManager::Instance(RT_MEMORY_HBM)->FreeMemory(weight_memory_key, GetDeviceId()),
- "failed to free weight memory");
- }
- mem_base_ = nullptr;
- } else {
- GE_IF_BOOL_EXEC(mem_base_ != nullptr && is_inner_mem_base_,
- GE_CHK_STATUS(MemManager::Instance(RT_MEMORY_HBM)->FreeMemory(mem_base_, GetDeviceId()),
- "failed to free feature_map memory");
- mem_base_ = nullptr);
- }
- }
-
- void DavinciModel::FreeWeightsMem() {
- if (std::getenv(kEnvGeuseStaticMemory) != nullptr) {
- string memory_key = std::to_string(0) + "_w";
- if (MemManager::Instance(RT_MEMORY_HBM)->GetMemoryAddr(memory_key) != nullptr) {
- GE_CHK_STATUS(MemManager::Instance(RT_MEMORY_HBM)->FreeMemory(memory_key, GetDeviceId()),
- "failed to free feature_map memory");
- }
- weights_mem_base_ = nullptr;
- } else {
- GE_IF_BOOL_EXEC(weights_mem_base_ != nullptr && weights_mem_base_ != mem_base_ && is_inner_weight_base_,
- GE_CHK_STATUS(MemManager::Instance(RT_MEMORY_HBM)->FreeMemory(weights_mem_base_, GetDeviceId()),
- "failed to free weight memory");
- weights_mem_base_ = nullptr);
- }
- }
-
- uint32_t DavinciModel::GetGraphID(const std::string &session_graph_id) {
- std::string session_id = "_";
- auto pos = session_graph_id.find(session_id);
- if (pos != std::string::npos) {
- size_t graph_id_length = session_graph_id.length() - pos - session_id.length();
- std::string graph_id = session_graph_id.substr(pos + session_id.length(), graph_id_length);
- return static_cast<uint32_t>(std::strtol(graph_id.c_str(), nullptr, kDecimal));
- }
- return 0;
- }
-
- Status DavinciModel::TransAllVarData(ComputeGraphPtr &graph, uint32_t graph_id) {
- GELOGI("TransAllVarData start: session_id:%lu, graph_id: %u.", session_id_, graph_id);
-
- ThreadPool executor(THREAD_NUM);
- std::vector<std::future<Status>> vector_future;
-
- rtContext_t ctx = nullptr;
- rtError_t rt_ret = rtCtxGetCurrent(&ctx);
- if (rt_ret != RT_ERROR_NONE) {
- GELOGE(RT_FAILED, "Failed to get current context, error_code is: 0x%X.", rt_ret);
- return RT_FAILED;
- }
-
- for (ge::NodePtr &node : graph->GetDirectNode()) {
- if (node == nullptr) {
- continue;
- }
- if (node->GetType() != VARIABLE) {
- continue;
- }
- std::future<Status> f = executor.commit(
- [](ge::NodePtr &node, DavinciModel *model, rtContext_t ctx, uint32_t graph_id) -> Status {
- if (model == nullptr) {
- GELOGE(FAILED, "DavinciModel is NULL!");
- return FAILED;
- }
- rtError_t rt_ret = rtCtxSetCurrent(ctx);
- if (rt_ret != RT_ERROR_NONE) {
- GELOGE(RT_FAILED, "Failed to set context, error_code is: 0x%X.", rt_ret);
- return RT_FAILED;
- }
- uint32_t allocated_graph_id = 0;
- Status ret = VarManager::Instance(model->session_id_)->GetAllocatedGraphId(node->GetName(), allocated_graph_id);
- if (ret != SUCCESS) {
- GELOGE(INTERNAL_ERROR, "var has not been allocated, node:%s, graph_id:%u.", node->GetName().c_str(),
- graph_id);
- return INTERNAL_ERROR;
- }
- uint32_t changed_graph_id = 0;
- ret = VarManager::Instance(model->session_id_)->GetChangedGraphId(node->GetName(), changed_graph_id);
- bool call_trans_var =
- (ret == SUCCESS && changed_graph_id == graph_id && changed_graph_id != allocated_graph_id);
- if (call_trans_var) {
- GELOGI("VarManager::GetChangedGraphId() success, node:%s, graph_id:%u.", node->GetName().c_str(), graph_id);
- VarTransRoad *trans_road = VarManager::Instance(model->session_id_)->GetTransRoad(node->GetName());
- if (trans_road == nullptr) {
- GELOGI("The variable %s does not have any trans road", node->GetName().c_str());
- return SUCCESS;
- }
- ret = TransVarData(node, *trans_road, model->session_id_, model->device_id_);
- if (ret != SUCCESS) {
- GELOGE(INTERNAL_ERROR, "TransVarData failed, node:%s, graph_id:%u.", node->GetName().c_str(), graph_id);
- return INTERNAL_ERROR;
- }
- VarManager::Instance(model->session_id_)->RemoveChangedGraphId(node->GetName());
- }
- return SUCCESS;
- },
- node, this, ctx, graph_id);
- if (!f.valid()) {
- GELOGE(FAILED, "Future is invalid");
- return FAILED;
- }
- vector_future.push_back(std::move(f));
- }
-
- Status ret_status;
- for (size_t i = 0; i < vector_future.size(); ++i) {
- ret_status = vector_future[i].get();
- if (ret_status != SUCCESS) {
- GELOGE(ret_status, "TransAllVarData:: trans %zu vardata failed", i);
- return ret_status;
- }
- }
-
- GELOGI("TransAllVarData success.");
-
- return SUCCESS;
- }
-
- void DavinciModel::SetDataDumperArgs() {
- GELOGI("set data dumper args, name: %s, id: %u.", name_.c_str(), model_id_);
- data_dumper_.SetModelName(name_);
- data_dumper_.SetModelId(model_id_);
- data_dumper_.SetMemory(runtime_param_);
-
- int32_t device_id = 0;
- rtError_t rt_ret = rtGetDevice(&device_id);
- if (rt_ret != RT_ERROR_NONE || device_id < 0) {
- GELOGE(RT_FAILED, "Call rtGetDevice fail, ret = 0x%X, device_id = %d.", rt_ret, device_id);
- return;
- }
- data_dumper_.SetDeviceId(device_id);
-
- // set loop count addr
- auto get_var_addr = [](const OpDescPtr &op, const RuntimeParam &runtime_param) -> void * {
- if (op != nullptr) {
- auto v_output_size = ModelUtils::GetOutputSize(op);
- auto v_output_addr = ModelUtils::GetOutputDataAddrs(runtime_param, op);
- if (v_output_size.empty() || v_output_addr.empty()) {
- return nullptr;
- }
- return v_output_addr[0];
- }
- GELOGW("op is null.");
- return nullptr;
- };
-
- data_dumper_.SetLoopAddr(get_var_addr(GetVariableOp(NODE_NAME_GLOBAL_STEP), runtime_param_),
- get_var_addr(GetVariableOp(NODE_NAME_FLOWCTRL_LOOP_PER_ITER), runtime_param_),
- get_var_addr(GetVariableOp(NODE_NAME_FLOWCTRL_LOOP_COND), runtime_param_));
-
- GELOGI("SetDataDumperArgs end.");
- }
-
- uint32_t DavinciModel::GetFlowctrlIndex(uint32_t op_index) {
- std::lock_guard<std::mutex> lock(flowctrl_op_index_internal_map_mutex_);
- return (++flowctrl_op_index_internal_map_[op_index]) - 1;
- }
-
- void DavinciModel::PushHcclStream(rtStream_t value) {
- std::lock_guard<std::mutex> lock(all_hccl_stream_list_mutex_);
- all_hccl_stream_list_.push_back(value);
- }
-
- Status TransTensor(uint8_t *var_data, const NodePtr &var_src, const NodePtr &var_dst, formats::TransResult &result) {
- GE_CHECK_NOTNULL(var_src);
- GE_CHECK_NOTNULL(var_src->GetOpDesc());
- GE_CHECK_NOTNULL(var_dst);
- GE_CHECK_NOTNULL(var_dst->GetOpDesc());
- auto src_data_shape_size = var_src->GetOpDesc()->GetOutputDesc(0).GetShape().GetShapeSize();
- auto src_data_datatype = var_src->GetOpDesc()->GetOutputDesc(0).GetDataType();
- auto dst_data_datatype = var_dst->GetOpDesc()->GetOutputDesc(0).GetDataType();
- GE_IF_BOOL_EXEC(
- src_data_datatype != dst_data_datatype,
- auto ret = formats::TransDataType(
- {var_data, static_cast<size_t>(src_data_shape_size), src_data_datatype, dst_data_datatype}, result);
- if (ret != SUCCESS) {
- GELOGE(INTERNAL_ERROR, "trans var data on host failed");
- return ret;
- });
- return SUCCESS;
- }
-
- Status DavinciModel::CopyTensorFromSrcVarNode(const NodePtr &var_src, const NodePtr &var_dst) {
- /// after FE fusion pass, input num of applymomentum op was changed, 0th input is var_fp32, 6th input is
- /// var_fp16(new).
- /// unlink edges between var_fp32 and "dst_node" (need fp16) of var_fp32, add edge between var_fp16 and dst_node.
- /// need copy value from var_fp32 to var_fp16.
- /// [opdesc of var_src and var_dst are checked before passed in, no need to check if they are nullptr]
- GE_IF_BOOL_EXEC(var_src == nullptr || var_dst == nullptr, GELOGE(FAILED, "node var is nullptr"); return FAILED);
- // src_node output_desc (fp32)
- GeTensorDesc output_desc = var_src->GetOpDesc()->GetOutputDesc(0);
- auto src_data_type = output_desc.GetDataType();
- auto src_shape = output_desc.GetShape();
- auto src_format = output_desc.GetFormat();
- GELOGI("src_node %s, src_format %s, src_shape %s, src_type %s", var_src->GetName().c_str(),
- TypeUtils::FormatToSerialString(src_format).c_str(), formats::ShapeToString(src_shape).c_str(),
- TypeUtils::DataTypeToSerialString(src_data_type).c_str());
- // dst_node output_desc (fp16)
- GeTensorDesc dst_tensor_desc = var_dst->GetOpDesc()->GetOutputDesc(0);
- auto data_type = dst_tensor_desc.GetDataType();
- auto data_shape = dst_tensor_desc.GetShape();
- auto data_format = dst_tensor_desc.GetFormat();
- GELOGI("dst_node %s, src_format %s, src_shape %s, src_type %s", var_dst->GetName().c_str(),
- TypeUtils::FormatToSerialString(data_format).c_str(), formats::ShapeToString(data_shape).c_str(),
- TypeUtils::DataTypeToSerialString(data_type).c_str());
- // Sync var data from device
- std::unique_ptr<uint8_t[]> var_src_data;
- RtContextSwitchGuard switch_context(RT_CTX_NORMAL_MODE, device_id_);
- // copy from src_node
- auto ret = CopyVarFromDevice(session_id_, var_src, var_src_data, output_desc);
- GE_IF_BOOL_EXEC(ret != SUCCESS, GELOGE(FAILED, "Copy Var From Device failed"); return ret);
- // trans dtype
- formats::TransResult trans_result;
- ret = TransTensor(var_src_data.get(), var_src, var_dst, trans_result);
- GE_IF_BOOL_EXEC(ret != SUCCESS, GELOGE(INTERNAL_ERROR, "trans var data on host failed"); return ret);
- // reset src value.
- void *var_device = nullptr;
- ret = ReAssignVarAddr(session_id_, var_dst->GetName(), dst_tensor_desc, &var_device);
- GE_IF_BOOL_EXEC(ret != SUCCESS, GELOGE(INTERNAL_ERROR, "assign mem failed"); return ret);
- // copy to device
- ret = CopyVarToDevice(var_dst, trans_result, var_device);
- GE_IF_BOOL_EXEC(ret != SUCCESS, GELOGE(ret, "Failed to send var data to device"); return ret);
- return SUCCESS;
- }
-
- Status DavinciModel::CopyVarData(ComputeGraphPtr &compute_graph) {
- GELOGI("CopyVarData start: session_id:%lu.", session_id_);
- if (compute_graph == nullptr) {
- GELOGE(FAILED, "compute_graph is nullptr");
- return FAILED;
- }
-
- string cp_from_node;
- bool copy_value = false;
- for (auto &node : compute_graph->GetAllNodes()) {
- GE_IF_BOOL_EXEC(node->GetOpDesc() == nullptr || node->GetOpDesc()->GetType() != VARIABLE, continue);
- GE_IF_BOOL_EXEC(ge::AttrUtils::GetStr(node->GetOpDesc(), "_copy_from_var_node", cp_from_node),
- GELOGI("Get original type of cp_from_node"));
- if (cp_from_node.length() != 0) {
- (void)ge::AttrUtils::GetBool(node->GetOpDesc(), "_copy_value", copy_value);
- if (!copy_value) {
- auto src_node = compute_graph->FindNode(cp_from_node);
- GE_CHECK_NOTNULL(src_node);
- GELOGI("current_var_node__: [%s] copy_from_var_node__: [%s].", node->GetName().c_str(),
- src_node->GetName().c_str());
- auto ret = CopyTensorFromSrcVarNode(src_node, node);
- GE_IF_BOOL_EXEC(ret != SUCCESS, GELOGE(FAILED, "copy tensor failed!"); return FAILED);
- // only copy once
- (void)ge::AttrUtils::SetBool(node->GetOpDesc(), "_copy_value", true);
- }
- }
- }
- return SUCCESS;
- }
- } // namespace ge
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