sl.yaml
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seed: 3407
dataset:
name: 'SLData'
args:
data_root: '/dataset160x14'
train_anno_file: '/dataset160x14/train.csv'
val_anno_file: '/dataset160x14/valid.csv'
dataloader:
batch_size: 8
num_workers: 4
pin_memory: true
shuffle: true
model:
name: 'SLTransformer'
args:
seq_lens: 160
num_classes: 10
embed_dim: 14
depth: 6
num_heads: 1
mlp_ratio: 4.0
qkv_bias: true
qk_scale: null
drop_ratio: 0.
attn_drop_ratio: 0.
drop_path_ratio: 0.
norm_layer: null
act_layer: null
solver:
name: 'SLSolver'
args:
epoch: 100
base_on: null
model_path: null
val_image_path: '/labeled/valid/image'
val_go_path: '/go_res/valid'
val_map_path: '/dataset160x14/create_map.json'
draw_font_path: '/dataset160x14/STZHONGS.TTF'
thresholds: 0.5
optimizer:
name: 'Adam'
args:
lr: !!float 1e-3
# weight_decay: !!float 5e-5
lr_scheduler:
name: 'CosineLR'
args:
epochs: 100
lrf: 0.1
loss:
name: 'MaskedSigmoidFocalLoss'
# name: 'SigmoidFocalLoss'
# name: 'CrossEntropyLoss'
args:
reduction: "mean"
alpha: 0.8
logger:
log_root: '/logs'
suffix: 'sl-6-1'