| /* |
| * Licensed to the Apache Software Foundation (ASF) under one |
| * or more contributor license agreements. See the NOTICE file |
| * distributed with this work for additional information |
| * regarding copyright ownership. The ASF licenses this file |
| * to you 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 image_random.cc |
| * \brief |
| * \author |
| */ |
| |
| #include <mxnet/base.h> |
| #include "./image_random-inl.h" |
| #include "../operator_common.h" |
| #include "../elemwise_op_common.h" |
| |
| namespace mxnet { |
| namespace op { |
| namespace image { |
| |
| DMLC_REGISTER_PARAMETER(NormalizeParam); |
| DMLC_REGISTER_PARAMETER(RandomEnhanceParam); |
| DMLC_REGISTER_PARAMETER(AdjustLightingParam); |
| DMLC_REGISTER_PARAMETER(RandomLightingParam); |
| DMLC_REGISTER_PARAMETER(RandomColorJitterParam); |
| |
| NNVM_REGISTER_OP(_image_to_tensor) |
| .describe(R"code()code" ADD_FILELINE) |
| .set_num_inputs(1) |
| .set_num_outputs(1) |
| .set_attr<nnvm::FInferShape>("FInferShape", ToTensorShape) |
| .set_attr<nnvm::FInferType>("FInferType", ToTensorType) |
| .set_attr<FCompute>("FCompute<cpu>", ToTensor) |
| .set_attr<nnvm::FGradient>("FGradient", ElemwiseGradUseNone{ "_copy" }) |
| .add_argument("data", "NDArray-or-Symbol", "The input."); |
| |
| NNVM_REGISTER_OP(_image_normalize) |
| .describe(R"code()code" ADD_FILELINE) |
| .set_num_inputs(1) |
| .set_num_outputs(1) |
| .set_attr_parser(ParamParser<NormalizeParam>) |
| .set_attr<nnvm::FInferShape>("FInferShape", NormalizeShape) |
| .set_attr<nnvm::FInferType>("FInferType", ElemwiseType<1, 1>) |
| .set_attr<nnvm::FInplaceOption>("FInplaceOption", |
| [](const NodeAttrs& attrs){ |
| return std::vector<std::pair<int, int> >{{0, 0}}; |
| }) |
| .set_attr<FCompute>("FCompute<cpu>", Normalize) |
| .set_attr<nnvm::FGradient>("FGradient", ElemwiseGradUseNone{ "_copy" }) |
| .add_argument("data", "NDArray-or-Symbol", "The input.") |
| .add_arguments(NormalizeParam::__FIELDS__()); |
| |
| MXNET_REGISTER_IMAGE_AUG_OP(_image_flip_left_right) |
| .describe(R"code()code" ADD_FILELINE) |
| .set_attr<FCompute>("FCompute<cpu>", FlipLeftRight); |
| |
| MXNET_REGISTER_IMAGE_RND_AUG_OP(_image_random_flip_left_right) |
| .describe(R"code()code" ADD_FILELINE) |
| .set_attr<FCompute>("FCompute<cpu>", RandomFlipLeftRight); |
| |
| MXNET_REGISTER_IMAGE_AUG_OP(_image_flip_top_bottom) |
| .describe(R"code()code" ADD_FILELINE) |
| .set_attr<FCompute>("FCompute<cpu>", FlipTopBottom); |
| |
| MXNET_REGISTER_IMAGE_RND_AUG_OP(_image_random_flip_top_bottom) |
| .describe(R"code()code" ADD_FILELINE) |
| .set_attr<FCompute>("FCompute<cpu>", RandomFlipTopBottom); |
| |
| MXNET_REGISTER_IMAGE_RND_AUG_OP(_image_random_brightness) |
| .describe(R"code()code" ADD_FILELINE) |
| .set_attr_parser(ParamParser<RandomEnhanceParam>) |
| .set_attr<FCompute>("FCompute<cpu>", RandomBrightness) |
| .add_arguments(RandomEnhanceParam::__FIELDS__()); |
| |
| MXNET_REGISTER_IMAGE_RND_AUG_OP(_image_random_contrast) |
| .describe(R"code()code" ADD_FILELINE) |
| .set_attr_parser(ParamParser<RandomEnhanceParam>) |
| .set_attr<FCompute>("FCompute<cpu>", RandomContrast) |
| .add_arguments(RandomEnhanceParam::__FIELDS__()); |
| |
| |
| MXNET_REGISTER_IMAGE_RND_AUG_OP(_image_random_saturation) |
| .describe(R"code()code" ADD_FILELINE) |
| .set_attr_parser(ParamParser<RandomEnhanceParam>) |
| .set_attr<FCompute>("FCompute<cpu>", RandomSaturation) |
| .add_arguments(RandomEnhanceParam::__FIELDS__()); |
| |
| |
| MXNET_REGISTER_IMAGE_RND_AUG_OP(_image_random_hue) |
| .describe(R"code()code" ADD_FILELINE) |
| .set_attr_parser(ParamParser<RandomEnhanceParam>) |
| .set_attr<FCompute>("FCompute<cpu>", RandomHue) |
| .add_arguments(RandomEnhanceParam::__FIELDS__()); |
| |
| |
| MXNET_REGISTER_IMAGE_RND_AUG_OP(_image_random_color_jitter) |
| .describe(R"code()code" ADD_FILELINE) |
| .set_attr_parser(ParamParser<RandomColorJitterParam>) |
| .set_attr<FCompute>("FCompute<cpu>", RandomColorJitter) |
| .add_arguments(RandomColorJitterParam::__FIELDS__()); |
| |
| |
| MXNET_REGISTER_IMAGE_AUG_OP(_image_adjust_lighting) |
| .describe(R"code(Adjust the lighting level of the input. Follow the AlexNet style.)code" ADD_FILELINE) |
| .set_attr_parser(ParamParser<AdjustLightingParam>) |
| .set_attr<FCompute>("FCompute<cpu>", AdjustLighting) |
| .add_arguments(AdjustLightingParam::__FIELDS__()); |
| |
| |
| MXNET_REGISTER_IMAGE_RND_AUG_OP(_image_random_lighting) |
| .describe(R"code(Randomly add PCA noise. Follow the AlexNet style.)code" ADD_FILELINE) |
| .set_attr_parser(ParamParser<RandomLightingParam>) |
| .set_attr<FCompute>("FCompute<cpu>", RandomLighting) |
| .add_arguments(RandomLightingParam::__FIELDS__()); |
| |
| } // namespace image |
| } // namespace op |
| } // namespace mxnet |
