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- Global:
- use_gpu: True
- epoch_num: 500
- log_smooth_window: 20
- print_batch_step: 100
- save_model_dir: ./output/rec/latex_ocr/
- save_epoch_step: 5
- max_seq_len: 512
- # evaluation is run every 60000 iterations (22 epoch)(batch_size = 56)
- eval_batch_step: [0, 60000]
- cal_metric_during_train: True
- pretrained_model: https://paddle-model-ecology.bj.bcebos.com/pretrained/rec_latex_ocr_trained.pdparams
- checkpoints:
- save_inference_dir:
- use_visualdl: False
- infer_img: doc/datasets/pme_demo/0000013.png
- infer_mode: False
- use_space_char: False
- rec_char_dict_path: ppocr/utils/dict/latex_ocr_tokenizer.json
- save_res_path: ./output/rec/predicts_latexocr.txt
- d2s_train_image_shape: [1,256,256]
- Optimizer:
- name: AdamW
- beta1: 0.9
- beta2: 0.999
- lr:
- name: Const
- learning_rate: 0.0001
- Architecture:
- model_type: rec
- algorithm: LaTeXOCR
- in_channels: 1
- Transform:
- Backbone:
- name: HybridTransformer
- img_size: [192, 672]
- patch_size: 16
- num_classes: 0
- embed_dim: 256
- depth: 4
- num_heads: 8
- input_channel: 1
- is_predict: False
- is_export: False
- Head:
- name: LaTeXOCRHead
- pad_value: 0
- is_export: False
- decoder_args:
- attn_on_attn: True
- cross_attend: True
- ff_glu: True
- rel_pos_bias: False
- use_scalenorm: False
- Loss:
- name: LaTeXOCRLoss
- PostProcess:
- name: LaTeXOCRDecode
- rec_char_dict_path: ppocr/utils/dict/latex_ocr_tokenizer.json
- Metric:
- name: LaTeXOCRMetric
- main_indicator: exp_rate
- cal_blue_score: False
- Train:
- dataset:
- name: LaTeXOCRDataSet
- data: ./train_data/LaTeXOCR/latexocr_train.pkl
- min_dimensions: [32, 32]
- max_dimensions: [672, 192]
- batch_size_per_pair: 40
- keep_smaller_batches: False
- transforms:
- - DecodeImage:
- channel_first: False
- - MinMaxResize:
- min_dimensions: [32, 32]
- max_dimensions: [672, 192]
- - LatexTrainTransform:
- bitmap_prob: .04
- - NormalizeImage:
- mean: [0.7931, 0.7931, 0.7931]
- std: [0.1738, 0.1738, 0.1738]
- order: 'hwc'
- - LatexImageFormat:
- - KeepKeys:
- keep_keys: ['image']
- loader:
- shuffle: True
- batch_size_per_card: 1
- drop_last: False
- num_workers: 0
- collate_fn: LaTeXOCRCollator
- Eval:
- dataset:
- name: LaTeXOCRDataSet
- data: ./train_data/LaTeXOCR/latexocr_val.pkl
- min_dimensions: [32, 32]
- max_dimensions: [672, 192]
- batch_size_per_pair: 10
- keep_smaller_batches: True
- transforms:
- - DecodeImage:
- img_mode: RGB
- channel_first: False
- - MinMaxResize:
- min_dimensions: [32, 32]
- max_dimensions: [672, 192]
- - LatexTestTransform:
- - NormalizeImage:
- mean: [0.7931, 0.7931, 0.7931]
- std: [0.1738, 0.1738, 0.1738]
- order: 'hwc'
- - LatexImageFormat:
- - KeepKeys:
- keep_keys: ['image']
- loader:
- shuffle: False
- drop_last: False
- batch_size_per_card: 1
- num_workers: 0
- collate_fn: LaTeXOCRCollator
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