Push checkpoint + config
Browse files- config.yaml +134 -0
config.yaml
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################################################### Variables ##################################################
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define: &learn_sigma True
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################################################### Config ##################################################
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name: run50_2
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vae:
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enabled: True
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path: "stabilityai/sdxl-vae"
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single_ch: False
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diffusion:
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type: "Denoise"
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params:
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diffusion_steps: 1000
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noise_schedule: scaled_linear
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learn_sigma: *learn_sigma
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sigma_small: False
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use_kl: False
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parametrization: "v"
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rescale_timesteps: False
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rescale_learned_sigmas: False
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timestep_respacing: ""
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lmbd_vlb: 0.001
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lmbd_cb_count: 0.0
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t_mse_weighting_scheme: "uniform"
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t_cb_count_weighting_scheme: "uniform"
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enforce_zero_terminal_snr: True
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model:
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type: "UNet"
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params:
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# input_size: 64
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in_channels: 164
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model_channels: 192
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out_channels: 4
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num_res_blocks: 2
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attention_resolutions: [1]
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dropout: 0.0
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channel_mult: [1, 2, 4]
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conv_resample: True
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dims: 2
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y_dim: null
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context_dim: 768
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use_checkpoint: True
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num_heads: -1
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num_head_channels: 64
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num_heads_upsample: -1
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use_scale_shift_norm: True
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resblock_updown: True
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learn_count: False
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learn_sigma: *learn_sigma
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transformer_depth: 1
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initial_ds: 0.125
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st_roi_encode_size: False
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st_roi_output_size: 1
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st_unfold_roi: False
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st_skip_linear: False
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disable_middle_transformer: True
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enhanced_spatial_transformer: True
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nx_enhanced: 1
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disable_self_attentions: null
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deformable_self_attn: False
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topk: -1
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conditioner:
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embedders:
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- type: "RADIOImageEmbedder"
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input_keys: ["img"]
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is_trainable: True
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reference_key: "z_img"
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params:
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model_version: "radio_v2.5-l"
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out_channels: 160
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resize: True
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- type: "BBoxAppendEmbedder"
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input_keys: ["bboxes"]
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is_trainable: False
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custom_outkey: "bboxes"
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custom_catdim: 1
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ucg_rate: 0.0
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- type: "BBoxSizeEmbedder"
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input_keys: ["bboxes"]
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is_trainable: True
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ucg_rate: 0.0
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params:
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outdim: 768
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data:
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dataset:
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name: "FSC147"
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params:
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datadir: /mnt/c/users/grega/datasets/FSC147_384_V2
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n_exemplars: 3
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image_size: 512
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hflip_p: 0.5
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vflip_p: 0.0
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mosaic_p: 0.5
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mosaic_avgbbox_h_lim: 50
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mosaic_avgbbox_w_lim: 50
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mosaic_avgbbox_area_lim: 720
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sigma: 0.5
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target_minmax_norm: True
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# tlrb_center_sample: False
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# tlrb_point_sample: False
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# tlrb_radius: 8
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with_tlrb: False
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dataloader:
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params:
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batch_size: 16
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num_workers: 8
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train:
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# only_tlrb: False
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lr: 1.0e-4
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num_epochs: 200
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grad_clip: 1.0
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ema_rate: 0.9999
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validation_interval: 10
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resume_checkpoint: null
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weight_decay: 0.0001
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lr_scheduler: warmup_cosine_anneal
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overfit: False
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mixed_precision: False
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seed: null
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log:
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logdir: ./logs/
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wandb_mode: online
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log_interval: 100
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save_interval: 50
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