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graphengine/third_party/fwkacllib/inc/ops/aipp.h

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/**
* 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.
*/
/*!
* \file aipp.h
* \brief
*/
#ifndef OPS_BUILT_IN_OP_PROTO_INC_AIPP_H_
#define OPS_BUILT_IN_OP_PROTO_INC_AIPP_H_
#include "graph/operator_reg.h"
namespace ge {
/**
*@brief Performs AI pre-processing (AIPP) on images including color space conversion (CSC),
image normalization (by subtracting the mean value or multiplying a factor), image cropping
(by specifying the crop start and cropping the image to the size required by the neural network), and much more. \n
*@par Inputs:
*@li images: An NCHW or NHWC tensor of type uint8, specifying the input to the data layer.
*@li params: Dynamic AIPP configuration parameters of type uint8. \n
*@par Attributes:
*aipp_config_path: A required string, specifying the path of the AIPP configuration file. \n
*@par Outputs:
*features: The AIPP-processed output tensor of type float16 or uint8.
*@par Third-party framework compatibility
* It is a custom operator. It has no corresponding operator in Caffe.
*@par Restrictions:
*Warning: This operator can be integrated only by configuring INSERT_OP_FILE of aclgrphBuildModel. Please do not use it directly.
*/
REG_OP(Aipp)
.INPUT(images, TensorType{DT_UINT8})
.OPTIONAL_INPUT(params, TensorType{DT_UINT8})
.OUTPUT(features, TensorType({DT_FLOAT16, DT_UINT8}))
.ATTR(aipp_config_path, String, "./aipp.cfg")
.OP_END_FACTORY_REG(Aipp)
/**
*@brief Performs this op is for dynamic aipp.If you set aipp-mode to dynamic
in aipp config file, framework will auto add one input node to graph at last. \n
*@par Inputs:
*data: An NCHW or NHWC tensor of type uint8, specifying the input to the data layer. \n
*@par Attributes:
*index: specify aipp serial num \n
*@par Outputs:
*out: The AIPP-processed output tensor of all types. \n
*@par Third-party framework compatibility
*Compatible with the TensorFlow operator AippData.
*/
REG_OP(AippData)
.INPUT(data, TensorType::ALL())
.OUTPUT(out, TensorType::ALL())
.ATTR(index, Int, 0)
.OP_END_FACTORY_REG(AippData)
} // namespace ge
#endif // OPS_BUILT_IN_OP_PROTO_INC_AIPP_H_