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sync configs/kermany/sample_DINOv2L.yaml

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  1. configs/kermany/sample_DINOv2L.yaml +91 -0
configs/kermany/sample_DINOv2L.yaml ADDED
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+ stage_1:
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+ target: stage1.RAE
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+ params:
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+ encoder_cls: Dinov2withNorm
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+ encoder_config_path: facebook/dinov2-with-registers-large
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+ encoder_input_size: 224
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+ encoder_params:
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+ dinov2_path: facebook/dinov2-with-registers-large
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+ normalize: true
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+ decoder_config_path: /mnt/tidal-alsh-share2/dataset/qinshengqian/research/c3/Data/Classification/OCT_8/Baseline/RAE-main/configs/decoder/ViTXL
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+ decoder_patch_size: 16
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+ pretrained_decoder_path: /mnt/tidal-alsh-share2/dataset/qinshengqian/research/c3/Data/Classification/OCT_8/Baseline/RAE-main/results_kermany/stage1/stage1_DINOv2L/checkpoints/decoder_ema.pt
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+ noise_tau: 0.0
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+ reshape_to_2d: true
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+ normalization_stat_path: /mnt/tidal-alsh-share2/dataset/qinshengqian/research/c3/Data/Classification/OCT_8/Baseline/RAE-main/results_kermany/stats/DINOv2L/normalization_stats.pt
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+ stage_2:
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+ target: stage2.models.DDT.DiTwDDTHead
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+ params:
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+ input_size: 16
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+ patch_size: 1
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+ in_channels: 1024
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+ hidden_size:
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+ - 1152
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+ - 2048
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+ depth:
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+ - 28
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+ - 2
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+ num_heads:
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+ - 16
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+ - 16
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+ mlp_ratio: 4.0
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+ class_dropout_prob: 0.1
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+ num_classes: 4
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+ use_qknorm: false
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+ use_swiglu: true
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+ use_rope: true
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+ use_rmsnorm: true
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+ wo_shift: false
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+ use_pos_embed: true
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+ ckpt: /mnt/tidal-alsh-share2/dataset/qinshengqian/research/c3/Data/Classification/OCT_8/Baseline/RAE-main/results_kermany/stage2/stage2_DINOv2L/checkpoints/ep-last.pt
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+ transport:
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+ params:
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+ path_type: Linear
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+ prediction: velocity
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+ loss_weight: null
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+ time_dist_type: logit-normal_0_1
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+ sampler:
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+ mode: ODE
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+ params:
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+ sampling_method: euler
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+ num_steps: 50
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+ atol: 1.0e-06
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+ rtol: 0.001
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+ reverse: false
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+ guidance:
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+ method: cfg
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+ scale: 1.0
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+ t_min: 0.0
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+ t_max: 1.0
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+ misc:
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+ latent_size:
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+ - 1024
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+ - 16
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+ - 16
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+ num_classes: 4
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+ time_dist_shift_dim: 262144
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+ time_dist_shift_base: 4096
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+ training:
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+ epochs: 50
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+ global_batch_size: 64
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+ grad_accum_steps: 1
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+ ema_decay: 0.9995
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+ num_workers: 8
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+ log_interval: 100
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+ checkpoint_interval: 20
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+ sample_every: 5000
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+ clip_grad: 1.0
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+ global_seed: 42
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+ optimizer:
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+ lr: 0.0002
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+ betas:
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+ - 0.9
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+ - 0.95
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+ weight_decay: 0.0
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+ scheduler:
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+ type: linear
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+ warmup_epochs: 10
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+ decay_end_epoch: 50
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+ base_lr: 0.0002
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+ final_lr: 2.0e-05
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+ warmup_from_zero: false