/** * 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/cast_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 kCastInputSize = 1; } Status CastKernel::Compute(const OpDescPtr op_desc_ptr, const std::vector &input, std::vector &v_output) { GELOGD("CastKernel begin."); if (input.size() != kCastInputSize) { GELOGE(PARAM_INVALID, "The number of input for cast must be %zu.", kCastInputSize); 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; } const uint8_t *src_data = const_weight_ptr->GetData().data(); // src_data == nullptr is supported if (op_desc_ptr == nullptr) { GELOGE(PARAM_INVALID, "Parameter's invalid, Input opDescPtr is nullptr."); return PARAM_INVALID; } GeTensorDesc op_desc = op_desc_ptr->GetOutputDesc(0); GeTensorDesc op_desc_in = op_desc_ptr->GetInputDesc(0); auto src_data_type = op_desc_in.GetDataType(); auto src_shape = op_desc_in.GetShape(); auto src_format = op_desc_in.GetFormat(); auto data_type = op_desc.GetDataType(); auto data_shape = op_desc.GetShape(); auto data_format = op_desc.GetFormat(); 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_weight_ptr->GetData().GetSize() == 0 is supported auto src_data_size = src_shape.GetShapeSize(); if (src_data_size == 0 && static_cast(const_weight_ptr->GetData().GetSize()) == GetSizeByDataType(src_data_type)) { src_data_size = 1; GELOGD("Weight of the current const node is scalar"); } const formats::CastArgs cast_args{src_data, static_cast(src_data_size), src_data_type, data_type}; formats::TransResult trans_result; GELOGD("Trans data type from %s to %s, shape %s, data size %ld", TypeUtils::DataTypeToSerialString(src_data_type).c_str(), TypeUtils::DataTypeToSerialString(data_type).c_str(), formats::ShapeToString(src_shape).c_str(), src_data_size); if ((src_format != data_format) || (src_shape.GetDims() != data_shape.GetDims()) || (!formats::IsTransDataTypeSupport(cast_args))) { GELOGW("Transfer from data type %s to %s, format %s to %s, shape %s to %s is not supported", TypeUtils::DataTypeToSerialString(src_data_type).c_str(), TypeUtils::DataTypeToSerialString(data_type).c_str(), TypeUtils::FormatToSerialString(src_format).c_str(), TypeUtils::FormatToSerialString(data_format).c_str(), formats::ShapeToString(src_shape).c_str(), formats::ShapeToString(data_shape).c_str()); return NOT_CHANGED; } if (!KernelUtils::CheckSizeForTransOp(const_weight_ptr, op_desc_ptr)) { GELOGE(FAILED, "CheckSize failed, input size is not equal to weight size"); return NOT_CHANGED; } if (formats::TransDataType(cast_args, trans_result) != SUCCESS) { GELOGE(INTERNAL_ERROR, "Failed to trans data type from %s to %s, shape %s, data size %ld.", TypeUtils::DataTypeToSerialString(src_data_type).c_str(), TypeUtils::DataTypeToSerialString(data_type).c_str(), formats::ShapeToString(src_shape).c_str(), src_data_size); return NOT_CHANGED; } GeTensorPtr output_ptr = MakeShared(op_desc_ptr->GetOutputDesc(0)); if (output_ptr == nullptr) { return FAILED; } if (output_ptr->SetData(trans_result.data.get(), trans_result.length) != SUCCESS) { GELOGW("Compute: SetData failed"); } v_output.push_back(output_ptr); return SUCCESS; } REGISTER_KERNEL(CAST, CastKernel); } // namespace ge