| 123456789101112131415161718192021222324252627282930313233343536373839404142434445464748495051525354555657585960616263646566676869707172737475767778798081828384858687888990919293949596979899100101102103104105106107108109110111 |
- Global:
- device: gpu
- epoch_num: 20
- log_smooth_window: 20
- print_batch_step: 10
- output_dir: ./output/rec/syn/svtr_tiny/
- eval_epoch_step: [0, 1]
- eval_batch_step: [0, 500]
- cal_metric_during_train: True
- pretrained_model:
- checkpoints:
- use_tensorboard: false
- infer_img:
- # for data or label process
- character_dict_path: &character_dict_path ./tools/utils/EN_symbol_dict.txt # 96en
- # ./tools/utils/ppocr_keys_v1.txt # ch
- max_text_length: &max_text_length 25
- use_space_char: &use_space_char False
- save_res_path: ./output/rec/syn/predicts_svtr_tiny.txt
- use_amp: True
- Optimizer:
- name: AdamW
- lr: 0.0005 # for 4gpus bs256/gpu
- weight_decay: 0.05
- filter_bias_and_bn: True
- LRScheduler:
- name: CosineAnnealingLR
- warmup_epoch: 2
- Architecture:
- model_type: rec
- algorithm: SVTR
- Transform:
- Encoder:
- name: SVTRNet
- img_size: [32, 100]
- out_char_num: 25 # W//4 or W//8 or W/12
- out_channels: 192
- patch_merging: 'Conv'
- embed_dim: [64, 128, 256]
- depth: [3, 6, 3]
- num_heads: [2, 4, 8]
- mixer: ['Local','Local','Local','Local','Local','Local','Global','Global','Global','Global','Global','Global']
- local_mixer: [[7, 11], [7, 11], [7, 11]]
- last_stage: True
- prenorm: False
- Decoder:
- name: CTCDecoder
- Loss:
- name: CTCLoss
- zero_infinity: True
- PostProcess:
- name: CTCLabelDecode
- character_dict_path: *character_dict_path
- use_space_char: *use_space_char
- Metric:
- name: RecMetric
- main_indicator: acc
- Train:
- dataset:
- name: STRLMDBDataSet
- data_dir: ./
- transforms:
- - DecodeImage: # load image
- img_mode: BGR
- channel_first: False
- # - SVTRRecAug:
- # aug_type: 0 # or 1
- - CTCLabelEncode: # Class handling label
- character_dict_path: *character_dict_path
- use_space_char: *use_space_char
- max_text_length: *max_text_length
- - SVTRResize:
- image_shape: [3, 32, 100]
- padding: False
- - 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: LMDBDataSet
- data_dir: ../evaluation/
- transforms:
- - DecodeImage: # load image
- img_mode: BGR
- channel_first: False
- - CTCLabelEncode: # Class handling label
- character_dict_path: *character_dict_path
- use_space_char: *use_space_char
- max_text_length: *max_text_length
- - SVTRResize:
- image_shape: [3, 32, 100]
- padding: False
- - KeepKeys:
- keep_keys: ['image', 'label', 'length'] # dataloader will return list in this order
- loader:
- shuffle: False
- drop_last: False
- batch_size_per_card: 256
- num_workers: 2
|
