/** * Copyright 2020 Huawei Technologies Co., Ltd * * Licensed under the Apache License, Version 2.0 (the "License"); * you may not use this file except in compliance with the License. * You may obtain a copy of the License at * * http://www.apache.org/licenses/LICENSE-2.0 * * Unless required by applicable law or agreed to in writing, software * distributed under the License is distributed on an "AS IS" BASIS, * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. * See the License for the specific language governing permissions and * limitations under the License. */ #include "host_kernels/transdata_kernel.h" #include #include #include "common/debug/log.h" #include "common/formats/formats.h" #include "common/formats/utils/formats_trans_utils.h" #include "common/fp16_t.h" #include "common/op/ge_op_utils.h" #include "common/types.h" #include "common/util.h" #include "framework/common/debug/ge_log.h" #include "framework/common/ge_inner_error_codes.h" #include "graph/common/bcast.h" #include "host_kernels/kernel_utils.h" #include "graph/utils/type_utils.h" #include "inc/kernel_factory.h" namespace ge { namespace { const size_t kTransdataInputSize = 1; } Status TransdataKernel::ValidateInput(const OpDescPtr &op_desc_ptr, const std::vector &input) { if (input.empty()) { GELOGE(PARAM_INVALID, "Input tensor vector is empty"); return PARAM_INVALID; } ConstGeTensorPtr const_weight_ptr = input[0]; if (const_weight_ptr == nullptr) { GELOGE(PARAM_INVALID, "Input const_weight_ptr is nullptr."); return PARAM_INVALID; } // src_data == nullptr is supported if (op_desc_ptr == nullptr) { GELOGE(PARAM_INVALID, "Input opDescPtr is nullptr."); return PARAM_INVALID; } if (op_desc_ptr->GetInputsSize() != kTransdataInputSize) { GELOGW("trans_op has more than 1 input_size."); return NOT_CHANGED; } return SUCCESS; } Status TransdataKernel::Compute(const OpDescPtr op_desc_ptr, const std::vector &input, std::vector &v_output) { GE_CHECK_NOTNULL(op_desc_ptr); GELOGD("TransdataKernel begin."); Status status = ValidateInput(op_desc_ptr, input); if (status != SUCCESS) { return status; } ConstGeTensorPtr const_weight_ptr = input[0]; const auto &op_desc = op_desc_ptr->MutableOutputDesc(0); const auto &op_desc_in = op_desc_ptr->MutableInputDesc(0); GE_CHECK_NOTNULL(op_desc); GE_CHECK_NOTNULL(op_desc_in); const auto &src_format = op_desc_in->GetFormat(); const auto &src_shape = op_desc_in->GetShape().GetDims(); const auto &src_data_type = op_desc_in->GetDataType(); const auto &data_shape = op_desc->GetShape().GetDims(); const auto &data_format = op_desc->GetFormat(); const auto &data_type = op_desc->GetDataType(); GELOGD( "current node %s, format %s, input shape %s, data type %s, weight format %s, shape %s, data type %s. " "output format %s, shape %s, data type %s", op_desc_ptr->GetName().c_str(), TypeUtils::FormatToSerialString(src_format).c_str(), formats::ShapeToString(src_shape).c_str(), TypeUtils::DataTypeToSerialString(src_data_type).c_str(), TypeUtils::FormatToSerialString(const_weight_ptr->GetTensorDesc().GetFormat()).c_str(), formats::ShapeToString(const_weight_ptr->GetTensorDesc().GetShape()).c_str(), TypeUtils::DataTypeToSerialString(const_weight_ptr->GetTensorDesc().GetDataType()).c_str(), TypeUtils::FormatToSerialString(data_format).c_str(), formats::ShapeToString(data_shape).c_str(), TypeUtils::DataTypeToSerialString(data_type).c_str()); const uint8_t *src_data = const_weight_ptr->GetData().data(); const formats::TransArgs trans_args{src_data, src_format, data_format, src_shape, data_shape, src_data_type}; formats::TransResult trans_result; GELOGD("Trans formats from %s to %s, shape %s to %s, data type %s", TypeUtils::FormatToSerialString(src_format).c_str(), TypeUtils::FormatToSerialString(data_format).c_str(), formats::ShapeToString(src_shape).c_str(), formats::ShapeToString(data_shape).c_str(), TypeUtils::DataTypeToSerialString(src_data_type).c_str()); if (src_data_type != data_type || data_shape.empty() || !formats::IsTransFormatSupport(trans_args)) { GELOGW("Transfer from format %s to %s, shape %s to %s, data type %s to %s is not supported", TypeUtils::FormatToSerialString(src_format).c_str(), TypeUtils::FormatToSerialString(data_format).c_str(), formats::ShapeToString(src_shape).c_str(), formats::ShapeToString(data_shape).c_str(), TypeUtils::DataTypeToSerialString(src_data_type).c_str(), TypeUtils::DataTypeToSerialString(data_type).c_str()); return NOT_CHANGED; } if (!KernelUtils::CheckSizeForTransOp(const_weight_ptr, op_desc_ptr)) { GELOGI("CheckSize failed, input size is not equal to weight size"); return NOT_CHANGED; } if (formats::TransFormat(trans_args, trans_result) != SUCCESS) { GELOGW("Failed to trans formats from %s to %s, shape %s to %s, data type %s", TypeUtils::FormatToSerialString(src_format).c_str(), TypeUtils::FormatToSerialString(data_format).c_str(), formats::ShapeToString(src_shape).c_str(), formats::ShapeToString(data_shape).c_str(), TypeUtils::DataTypeToSerialString(src_data_type).c_str()); return NOT_CHANGED; } GeTensorPtr output_ptr = MakeShared(op_desc_ptr->GetOutputDesc(0)); if (output_ptr == nullptr) { GELOGE(ge::PARAM_INVALID, "Make shared failed"); return ge::PARAM_INVALID; } if (output_ptr->SetData(trans_result.data.get(), trans_result.length) != GRAPH_SUCCESS) { GELOGW("Compute: SetData failed"); } v_output.push_back(output_ptr); return SUCCESS; } REGISTER_KERNEL(TRANSDATA, TransdataKernel); } // namespace ge