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[WIP]Add VI-LayoutXLM (PaddlePaddle#2048)
* WIP, add VI-LayoutXLM * fix pybind * update the dir of ser_vi_layoutxlm model * update dir and name of ser_vi_layoutxlm model * update model name to StructureV2SerViLayoutXLMModel * fix import paddle bug --------- Co-authored-by: DefTruth <[email protected]>
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fastdeploy/vision/ocr/ppocr/structurev2_ser_vi_layoutxlm.cc
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// Copyright (c) 2022 PaddlePaddle Authors. All Rights Reserved. | ||
// | ||
// 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. | ||
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#include "fastdeploy/vision/ocr/ppocr/structurev2_ser_vi_layoutxlm.h" | ||
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#include "fastdeploy/utils/unique_ptr.h" | ||
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namespace fastdeploy { | ||
namespace vision { | ||
namespace ocr { | ||
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StructureV2SERViLayoutXLMModel::StructureV2SERViLayoutXLMModel( | ||
const std::string& model_file, const std::string& params_file, | ||
const std::string& config_file, const RuntimeOption& custom_option, | ||
const ModelFormat& model_format) { | ||
if (model_format == ModelFormat::PADDLE) { | ||
valid_cpu_backends = {Backend::OPENVINO, Backend::PDINFER, Backend::ORT, | ||
Backend::LITE}; | ||
valid_gpu_backends = {Backend::ORT, Backend::PDINFER, Backend::TRT}; | ||
valid_timvx_backends = {Backend::LITE}; | ||
valid_ascend_backends = {Backend::LITE}; | ||
valid_kunlunxin_backends = {Backend::LITE}; | ||
valid_ipu_backends = {Backend::PDINFER}; | ||
valid_directml_backends = {Backend::ORT}; | ||
} else if (model_format == ModelFormat::SOPHGO) { | ||
valid_sophgonpu_backends = {Backend::SOPHGOTPU}; | ||
} else { | ||
valid_cpu_backends = {Backend::ORT, Backend::OPENVINO}; | ||
valid_gpu_backends = {Backend::ORT, Backend::TRT}; | ||
valid_rknpu_backends = {Backend::RKNPU2}; | ||
valid_directml_backends = {Backend::ORT}; | ||
valid_horizon_backends = {Backend::HORIZONNPU}; | ||
} | ||
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runtime_option = custom_option; | ||
runtime_option.model_format = model_format; | ||
runtime_option.model_file = model_file; | ||
runtime_option.params_file = params_file; | ||
initialized = Initialize(); | ||
} | ||
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std::unique_ptr<StructureV2SERViLayoutXLMModel> | ||
StructureV2SERViLayoutXLMModel::Clone() const { | ||
std::unique_ptr<StructureV2SERViLayoutXLMModel> clone_model = | ||
utils::make_unique<StructureV2SERViLayoutXLMModel>( | ||
StructureV2SERViLayoutXLMModel(*this)); | ||
clone_model->SetRuntime(clone_model->CloneRuntime()); | ||
return clone_model; | ||
} | ||
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bool StructureV2SERViLayoutXLMModel::Initialize() { | ||
if (!InitRuntime()) { | ||
FDERROR << "Failed to initialize fastdeploy backend." << std::endl; | ||
return false; | ||
} | ||
return true; | ||
} | ||
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} // namespace ocr | ||
} // namespace vision | ||
} // namespace fastdeploy |
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fastdeploy/vision/ocr/ppocr/structurev2_ser_vi_layoutxlm.h
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// Copyright (c) 2022 PaddlePaddle Authors. All Rights Reserved. | ||
// | ||
// 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. | ||
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#pragma once | ||
#include "fastdeploy/fastdeploy_model.h" | ||
#include "fastdeploy/vision/common/processors/transform.h" | ||
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namespace fastdeploy { | ||
namespace vision { | ||
/** \brief All classification model APIs are defined inside this namespace | ||
* | ||
*/ | ||
namespace ocr { | ||
/*! @brief StructureV2SERViLayoutXLM model object used when to load a StructureV2SERViLayoutXLM model exported by StructureV2SERViLayoutXLMModel repository | ||
*/ | ||
class FASTDEPLOY_DECL StructureV2SERViLayoutXLMModel : public FastDeployModel { | ||
public: | ||
/** \brief Set path of model file and configuration file, and the configuration of runtime | ||
* | ||
* \param[in] model_file Path of model file, e.g ser_vi_layoutxlm/model.pdmodel | ||
* \param[in] params_file Path of parameter file, e.g ser_vi_layoutxlm/model.pdiparams, if the model format is ONNX, this parameter will be ignored | ||
* \param[in] config_file Path of configuration file for deployment, e.g ser_vi_layoutxlm/infer_cfg.yml | ||
* \param[in] custom_option RuntimeOption for inference, the default will use cpu, and choose the backend defined in `valid_cpu_backends` | ||
* \param[in] model_format Model format of the loaded model, default is Paddle format | ||
*/ | ||
StructureV2SERViLayoutXLMModel(const std::string& model_file, | ||
const std::string& params_file, | ||
const std::string& config_file, | ||
const RuntimeOption& custom_option = RuntimeOption(), | ||
const ModelFormat& model_format = ModelFormat::PADDLE); | ||
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/** \brief Clone a new StructureV2SERViLayoutXLMModel with less memory usage when multiple instances of the same model are created | ||
* | ||
* \return new StructureV2SERViLayoutXLMModel* type unique pointer | ||
*/ | ||
virtual std::unique_ptr<StructureV2SERViLayoutXLMModel> Clone() const; | ||
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/// Get model's name | ||
virtual std::string ModelName() const { | ||
return "StructureV2SERViLayoutXLMModel"; | ||
} | ||
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protected: | ||
bool Initialize(); | ||
}; | ||
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} // namespace ocr | ||
} // namespace vision | ||
} // namespace fastdeploy |
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