diff --git a/configs/rec/multi_language/generate_multi_language_configs.py b/configs/rec/multi_language/generate_multi_language_configs.py new file mode 100644 index 0000000000000000000000000000000000000000..5c354c0080f3bc11b988fbc9bd591bb341d8cff8 --- /dev/null +++ b/configs/rec/multi_language/generate_multi_language_configs.py @@ -0,0 +1,108 @@ +import yaml +from argparse import ArgumentParser, RawDescriptionHelpFormatter + +support_list = { + 'it':'italian', 'xi':'spanish', 'pu':'portuguese', 'ru':'russian', 'ar':'arabic', + 'ta':'tamil', 'ug':'uyghur', 'fa':'persian', 'ur':'urdu', 'rs':'serbian latin', + 'oc':'occitan', 'rsc':'serbian cyrillic', 'bg':'bulgarian', 'uk':'ukranian', 'be':'belarusian', + 'te':'telugu', 'ka':'kannada', 'chinese_cht':'chinese tradition','hi':'hindi','mr':'marathi', + 'ne':'nepali', +} +global_config = yaml.load(open("./rec_multi_language_lite_train.yml", 'rb'), Loader=yaml.Loader) + +class ArgsParser(ArgumentParser): + def __init__(self): + super(ArgsParser, self).__init__( + formatter_class=RawDescriptionHelpFormatter) + self.add_argument( + "-o", "--opt", nargs='+', help="set configuration options") + self.add_argument( + "-t", "--type", nargs='+', help="set language type, support {}".format(support_list)) + self.add_argument( + "--train",type=str,help="you can use this command to change the default path") + self.add_argument( + "--val",type=str,help="you can use this command to change the default path") + self.add_argument( + "--dict",type=str,help="you can use this command to change the default path") + + def parse_args(self, argv=None): + args = super(ArgsParser, self).parse_args(argv) + args.opt = self._parse_opt(args.opt) + args.type,args.config = self._set_language(args.type) + return args + + def _parse_opt(self, opts): + config = {} + if not opts: + return config + for s in opts: + s = s.strip() + k, v = s.split('=') + config[k] = yaml.load(v, Loader=yaml.Loader) + return config + + def _set_language(self, type): + config={ + 'Global':{'character_dict_path':None,'save_model_dir':None}, + 'Train':{'dataset':{'label_file_list':None}}, + 'Eval': {'dataset': {'label_file_list': None}}, + } + + assert(type),"please use -t or --type to choose language type" + assert( + type[0] in support_list.keys() + ),"the sub_keys(-t or --type) can only be one of support list: \n{},\nbut get: {}, " \ + "please check your running command".format(support_list, type) + config['Global']['character_dict_path'] = 'ppocr/utils/dict/{}_dict.txt'.format(type[0]) + config['Global']['save_model_dir'] = './output/rec_{}_lite'.format(type[0]) + config['Train']['dataset']['label_file_list'] = ["./train_data/{}_train.txt".format(type[0])] + config['Eval']['dataset']['label_file_list'] = ["./train_data/{}_val.txt".format(type[0])] + return type[0],config + + +def merge_config(global_config,new_config): + """ + Merge config into global config. + Args: + global_config: Source config + new_config (dict): Config to be merged. + Returns: global config + """ + for key, value in new_config.items(): + if "." not in key: + if isinstance(value, dict) and key in global_config: + global_config[key].update(value) + else: + global_config[key] = value + else: + sub_keys = key.split('.') + assert ( + sub_keys[0] in global_config + ), "the sub_keys can only be one of global_config: {}, but get: {}, " \ + "please check your running command".format( + global_config.keys(), sub_keys[0]) + cur = global_config[sub_keys[0]] + for idx, sub_key in enumerate(sub_keys[1:]): + if idx == len(sub_keys) - 2: + cur[sub_key] = value + else: + cur = cur[sub_key] + return global_config + +if __name__ == '__main__': + FLAGS = ArgsParser().parse_args() + global_config = merge_config(global_config,FLAGS.opt) + global_config = merge_config(global_config, FLAGS.config) + if FLAGS.train: + global_config['Train']['dataset']['label_file_list'] = [FLAGS.train] + if FLAGS.val: + global_config['Eval']['dataset']['label_file_list'] = [FLAGS.val] + if FLAGS.dict: + global_config['Global']['character_dict_path'] = FLAGS.dict + + print("train list path set to:{}".format(global_config['Train']['dataset']['label_file_list'][0])) + print("Eval list path set to :{}".format(global_config['Eval']['dataset']['label_file_list'][0])) + print("dict path set to :{}".format(global_config['Global']['character_dict_path'])) + with open('rec_{}_lite_train.yml'.format(FLAGS.type), 'w') as f: + yaml.dump(dict(global_config), f, default_flow_style=False, sort_keys=False) + print("config file set to :configs/rec/multi_language/rec_{}_lite_train.yml".format(FLAGS.type)) diff --git a/configs/rec/multi_language/rec_multi_language_lite_train.yml b/configs/rec/multi_language/rec_multi_language_lite_train.yml new file mode 100644 index 0000000000000000000000000000000000000000..98ad2cbd8cec6c2ad0a5ed86350bc38d5d50e098 --- /dev/null +++ b/configs/rec/multi_language/rec_multi_language_lite_train.yml @@ -0,0 +1,103 @@ +Global: + use_gpu: True + epoch_num: 500 + log_smooth_window: 20 + print_batch_step: 10 + save_model_dir: ./output/rec_multi_language_lite + save_epoch_step: 3 + # evaluation is run every 5000 iterations after the 4000th iteration + eval_batch_step: [0, 2000] + # if pretrained_model is saved in static mode, load_static_weights must set to True + cal_metric_during_train: True + pretrained_model: + checkpoints: + save_inference_dir: + use_visualdl: False + infer_img: + # for data or label process + character_dict_path: + # Set the language of training, if set, select the default dictionary file + character_type: + max_text_length: 25 + infer_mode: False + use_space_char: True + + +Optimizer: + name: Adam + beta1: 0.9 + beta2: 0.999 + lr: + name: Cosine + learning_rate: 0.001 + regularizer: + name: 'L2' + factor: 0.00001 + +Architecture: + model_type: rec + algorithm: CRNN + Transform: + Backbone: + name: MobileNetV3 + scale: 0.5 + model_name: small + small_stride: [1, 2, 2, 2] + Neck: + name: SequenceEncoder + encoder_type: rnn + hidden_size: 48 + Head: + name: CTCHead + fc_decay: 0.00001 + +Loss: + name: CTCLoss + +PostProcess: + name: CTCLabelDecode + +Metric: + name: RecMetric + main_indicator: acc + +Train: + dataset: + name: SimpleDataSet + data_dir: ./train_data/ + label_file_list: ["./train_data/train_list.txt"] + transforms: + - DecodeImage: # load image + img_mode: BGR + channel_first: False + - RecAug: + - CTCLabelEncode: # Class handling label + - RecResizeImg: + image_shape: [3, 32, 320] + - KeepKeys: + keep_keys: ['image', 'label', 'length'] # dataloader will return list in this order + loader: + shuffle: True + batch_size_per_card: 256 + drop_last: True + num_workers: 8 + +Eval: + dataset: + name: SimpleDataSet + data_dir: ./train_data/ + label_file_list: ["./train_data/val_list.txt"] + transforms: + - DecodeImage: # load image + img_mode: BGR + channel_first: False + - CTCLabelEncode: # Class handling label + - RecResizeImg: + image_shape: [3, 32, 320] + - KeepKeys: + keep_keys: ['image', 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