| aa: null |
| amp: true |
| amp_dtype: float16 |
| amp_impl: native |
| aug_repeats: 0 |
| aug_splits: 0 |
| batch_size: 16 |
| bce_loss: true |
| bce_target_thresh: null |
| benchmark: false |
| blur_max: 2 |
| blur_min: 0.1 |
| blur_prob: 0.5 |
| blur_sig: |
| - 0 |
| - 3.0 |
| bn_eps: null |
| bn_momentum: null |
| brightness_max: 2 |
| brightness_min: 0.5 |
| channels_last: false |
| checkpoint_hist: 10 |
| cineca: true |
| class_map: '' |
| classifier: |
| - linear |
| - knn |
| - svm |
| clip_grad: null |
| clip_mode: norm |
| color_jitter: 0.4 |
| contrast_max: 1.5 |
| contrast_min: 0.5 |
| contrastive_loss: false |
| cooldown_epochs: 0 |
| corvi_resnet: false |
| crop_max: 512 |
| crop_min: 64 |
| crop_pct: null |
| cutmix: 0.0 |
| cutmix_minmax: null |
| data: null |
| data_dir: /leonardo_scratch/large/userexternal/lbaraldi/webdatasets_elsa_v2 |
| data_dir_eval_augm: /leonardo_scratch/large/userexternal/fcocchi0/deepfake/test_wds_fix/wds_test_small/transf |
| data_dir_eval_no_augm: /leonardo_scratch/large/userexternal/fcocchi0/deepfake/test_wds_fix/wds_test_small/no_transf |
| data_generator: null |
| data_len_eval: 4800 |
| data_len_linear: 9600 |
| data_len_train: null |
| dataset: elsa_v2_binarycrossentropy |
| dataset_download: false |
| dataset_eval: elsa_v2_binarycrossentropy_all_gen |
| decay_epochs: 90 |
| decay_milestones: |
| - 90 |
| - 180 |
| - 270 |
| decay_rate: 0.1 |
| deterministic: true |
| dino_crop: false |
| dino_head: false |
| dino_loss: false |
| dino_loss_weight: 0.5 |
| dino_temp: 0.1 |
| dist_bn: reduce |
| distance: cosine |
| double_contrastive: false |
| drop: 0.0 |
| drop_block: null |
| drop_connect: null |
| drop_path: null |
| early_stopping: false |
| epoch_repeats: 0.0 |
| epochs: 150 |
| epochs_classifier: 1500 |
| eval_metric: accuracy |
| experiment: eccv_rebuttal_wang-cnn_d3-augm_prob_0.5-resnet50.tv_in1k_w8_transform_lr-1e-4-batch_size-64_epochs-150_loss-bce_optimizer-adam_fcocchi |
| external_transform: true |
| fast_norm: false |
| fuser: '' |
| global_crops_scale: |
| - 0.4 |
| - 1.0 |
| gp: null |
| grad_accum_steps: 1 |
| grad_checkpointing: false |
| head_bottlenck: 256 |
| head_hidden_dim: 384 |
| head_init_bias: null |
| head_init_scale: null |
| head_out: 192 |
| hflip: 0.5 |
| img_size: null |
| in_chans: null |
| infonce_loss_temperature: 0.1 |
| initial_checkpoint: '' |
| input_size: |
| - 3 |
| - 224 |
| - 224 |
| interpolation: '' |
| jitter_max: 1.5 |
| jitter_min: 0.5 |
| job_id: 0 |
| jpeg_max: 100 |
| jpeg_min: 30 |
| jpeg_prob: 0.5 |
| jsd_loss: false |
| lambda_loss: 10 |
| last_crop: false |
| layer_decay: null |
| linear_pretrained: null |
| linear_train_shards: dataset/shards/elsa_v2_train_transf.shards |
| local_crops_scale: |
| - 0.05 |
| - 0.4 |
| local_rank: 0 |
| log_interval: 5 |
| log_wandb: true |
| lr: 0.0001 |
| lr_base: 0.1 |
| lr_base_scale: '' |
| lr_base_size: 256 |
| lr_cycle_decay: 0.5 |
| lr_cycle_limit: 1 |
| lr_cycle_mul: 1.0 |
| lr_k_decay: 1.0 |
| lr_noise: null |
| lr_noise_pct: 0.67 |
| lr_noise_std: 1.0 |
| margin: 1 |
| mean: |
| - 0.485 |
| - 0.456 |
| - 0.406 |
| min_lr: 0.0 |
| mixup: 0.0 |
| mixup_mode: batch |
| mixup_off_epoch: 0 |
| mixup_prob: 1.0 |
| mixup_switch_prob: 0.5 |
| model: resnet50.tv_in1k |
| model_ema: false |
| model_ema_decay: 0.9998 |
| model_ema_force_cpu: false |
| model_kwargs: {} |
| momentum: 0.9 |
| multiple_evaluations: true |
| n_crops: 1 |
| no_aug: false |
| no_ddp_bb: false |
| no_prefetcher: true |
| no_resume_opt: false |
| not_load_input_size: false |
| num_classes: null |
| num_jobs: 1 |
| num_step: 27200 |
| num_transform: 2 |
| only_validate: false |
| opacity_max: 1.0 |
| opacity_min: 0.2 |
| opt: adam |
| opt_betas: null |
| opt_eps: null |
| opt_kwargs: {} |
| output: /leonardo_scratch/large/userexternal/fcocchi0/deepfake/runs |
| overlay_max: 0.35 |
| overlay_min: 0.05 |
| pad_max: 0.25 |
| pad_min: 0.01 |
| patience_counter: 0 |
| patience_epochs: 6 |
| permutation_fake: false |
| permutation_real: false |
| pin_mem: false |
| pix_max: 1 |
| pix_min: 0.3 |
| plot_freq: 5 |
| pretrained: true |
| random_crop: false |
| random_grayscale_prob: 0.01 |
| ratio: |
| - 0.75 |
| - 1.3333333333333333 |
| ratio_max: 2 |
| ratio_min: 0.75 |
| real_centering_loss: false |
| recount: 1 |
| recovery_interval: 0 |
| remode: pixel |
| reprob: 0.0 |
| resize_max: 512 |
| resize_min: 64 |
| resplit: false |
| resume: '' |
| rotatio_max: 270 |
| rotatio_min: 90 |
| saturation_max: 1.5 |
| saturation_min: 0.5 |
| save_images: false |
| save_model_linear: false |
| scale: |
| - 0.08 |
| - 1.0 |
| scale_max: 1.5 |
| scale_min: 0.5 |
| sched: plateau |
| sched_on_updates: false |
| seed: 42 |
| sharp_max: 2.0 |
| sharp_min: 1.2 |
| shuffle_max: 0.35 |
| shuffle_min: 0.0 |
| skew_max: 1.0 |
| skew_min: -1.0 |
| smoothing: 0.0 |
| split_bn: false |
| start_epoch: null |
| std: |
| - 0.229 |
| - 0.224 |
| - 0.225 |
| step: 5 |
| sup_contrastive_loss: false |
| suppl: false |
| sync_bn: true |
| synchronize_step: false |
| teacher_temp: 0.07 |
| teacher_temp_fix: false |
| test_augm: false |
| test_shards_augm: dataset/shards/coco-test-dict.shards |
| test_shards_no_augm: dataset/shards/coco-test-dict.shards |
| threshold_plateau: 0.001 |
| torchcompile: null |
| torchscript: false |
| train_interpolation: random |
| train_shards: dataset/shards/elsav2-training.shards |
| train_split: train |
| triplet_loss: false |
| tta: 0 |
| use_multi_epochs_loader: false |
| val: false |
| val_shards_augm: dataset/shards/validation_set-transf-elsav2.shards |
| val_shards_no_augm: dataset/shards/validation_set-no_transf-elsav2.shards |
| val_split: validation |
| validation_batch_size: 50 |
| vflip: 0.0 |
| wandb_entity: lorenzo_b_master_thesis |
| wandb_group: null |
| wandb_id: null |
| wandb_logging: false |
| wandb_name: null |
| wandb_notes: null |
| wandb_project_name: contrastive-fake |
| wandb_resume: allow |
| warmup_epochs: 0 |
| warmup_lr: 1.0e-06 |
| warmup_prefix: false |
| warmup_teacher_temp: 0.04 |
| warmup_teacher_temp_epochs: 30 |
| watermark_prob: 0.2 |
| weight_decay: 2.0e-05 |
| weight_decay_end: null |
| worker_seeding: all |
| workers: 8 |
| workers_validate: 3 |
|
|
