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{
# image encoder settings
encoder_name: 'clip_resnet_large',
adapter_config: {"mlp": {"adapter_type": "normal", "downsample_factor": 4}},
freeze_img_encoder: false,
# train settings
batch_size: 256,
train_steps: 150000,
lr: 8.0e-4,
min_lr: 0.0,
lr_decay_iters: 300000,
image_enc_lr: 2.0e-6,
use_image_embed_layernorm: true,
image_embed_dropout_prob: 0.1,
image_size: 384,
gradient_accumulation_steps: 8,
zero_stage: 2,
gradient_clipping: 1.0,
# dataset / save / load settings
train_dataset_name: 'conceptual_captions',
train_dataset_dir: '/mnt/localdisk/conceptual_captions',
eval_dataset_name: 'coco',
eval_dataset_dir: '/mnt/localdisk/coco_data',
save: "/mnt/shared_vol/checkpoints/multimodal_transformer_rn50x16",
load: "/mnt/shared_vol/checkpoints/multimodal_transformer_rn50x16",
eval_every: 100,
} |