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- // Copyright (c) 2020 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.
- #pragma once
- #include "paddle_api.h"
- #include "paddle_inference_api.h"
- #include <include/ocr_cls.h>
- #include <include/utility.h>
- namespace PaddleOCR {
- class CRNNRecognizer {
- public:
- explicit CRNNRecognizer(const std::string &model_dir, const bool &use_gpu,
- const int &gpu_id, const int &gpu_mem,
- const int &cpu_math_library_num_threads,
- const bool &use_mkldnn, const std::string &label_path,
- const bool &use_tensorrt,
- const std::string &precision,
- const int &rec_batch_num, const int &rec_img_h,
- const int &rec_img_w) {
- this->use_gpu_ = use_gpu;
- this->gpu_id_ = gpu_id;
- this->gpu_mem_ = gpu_mem;
- this->cpu_math_library_num_threads_ = cpu_math_library_num_threads;
- this->use_mkldnn_ = use_mkldnn;
- this->use_tensorrt_ = use_tensorrt;
- this->precision_ = precision;
- this->rec_batch_num_ = rec_batch_num;
- this->rec_img_h_ = rec_img_h;
- this->rec_img_w_ = rec_img_w;
- std::vector<int> rec_image_shape = {3, rec_img_h, rec_img_w};
- this->rec_image_shape_ = rec_image_shape;
- this->label_list_ = Utility::ReadDict(label_path);
- this->label_list_.insert(this->label_list_.begin(),
- "#"); // blank char for ctc
- this->label_list_.push_back(" ");
- LoadModel(model_dir);
- }
- // Load Paddle inference model
- void LoadModel(const std::string &model_dir);
- void Run(std::vector<cv::Mat> img_list, std::vector<std::string> &rec_texts,
- std::vector<float> &rec_text_scores, std::vector<double> ×);
- private:
- std::shared_ptr<paddle_infer::Predictor> predictor_;
- bool use_gpu_ = false;
- int gpu_id_ = 0;
- int gpu_mem_ = 4000;
- int cpu_math_library_num_threads_ = 4;
- bool use_mkldnn_ = false;
- std::vector<std::string> label_list_;
- std::vector<float> mean_ = {0.5f, 0.5f, 0.5f};
- std::vector<float> scale_ = {1 / 0.5f, 1 / 0.5f, 1 / 0.5f};
- bool is_scale_ = true;
- bool use_tensorrt_ = false;
- std::string precision_ = "fp32";
- int rec_batch_num_ = 6;
- int rec_img_h_ = 32;
- int rec_img_w_ = 320;
- std::vector<int> rec_image_shape_ = {3, rec_img_h_, rec_img_w_};
- // pre-process
- CrnnResizeImg resize_op_;
- Normalize normalize_op_;
- PermuteBatch permute_op_;
- }; // class CrnnRecognizer
- } // namespace PaddleOCR
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