Upload 12 files
Browse files- gram_aligned/convnext_base.fb_in1k_gram_aligned_dinov3/checkpoint.pth +3 -0
- gram_aligned/convnext_base.fb_in1k_gram_aligned_dinov3/params.txt +68 -0
- gram_aligned/convnext_base.fb_in1k_gram_aligned_dinov3/val_results.txt +10 -0
- gram_aligned/convnext_base.fb_in22k_ft_in1k_gram_aligned_dinov3/checkpoint.pth +3 -0
- gram_aligned/convnext_base.fb_in22k_ft_in1k_gram_aligned_dinov3/params.txt +68 -0
- gram_aligned/convnext_base.fb_in22k_ft_in1k_gram_aligned_dinov3/val_results.txt +10 -0
- gram_aligned/deit3_base_patch16_224.fb_in1k_gram_aligned_dinov3/checkpoint.pth +3 -0
- gram_aligned/deit3_base_patch16_224.fb_in1k_gram_aligned_dinov3/params.txt +68 -0
- gram_aligned/deit3_base_patch16_224.fb_in1k_gram_aligned_dinov3/val_results.txt +7 -0
- gram_aligned/deit3_base_patch16_224.fb_in22k_ft_in1k_gram_aligned_dinov3/checkpoint.pth +3 -0
- gram_aligned/deit3_base_patch16_224.fb_in22k_ft_in1k_gram_aligned_dinov3/params.txt +68 -0
- gram_aligned/deit3_base_patch16_224.fb_in22k_ft_in1k_gram_aligned_dinov3/val_results.txt +10 -0
gram_aligned/convnext_base.fb_in1k_gram_aligned_dinov3/checkpoint.pth
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version https://git-lfs.github.com/spec/v1
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oid sha256:a08da0691a11b481c673b3b982c87609ce69d800c539ed28d69f53db1e9e55d3
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size 354479702
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gram_aligned/convnext_base.fb_in1k_gram_aligned_dinov3/params.txt
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{'resume': None,
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'output_path': './fusion/results/',
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'save_model': 1,
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'debug': 0,
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'subj': '01',
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'run': 'convnext_base.fb_in1k_from_dinov3',
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'data_dir': '../../../algonauts/algonauts_2023_challenge_data/subj01',
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'saved_feats': None,
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'saved_feats_dir': '../../algonauts_image_features/',
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'readout_res': 'rois_all',
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'unit_to_voxel_path': './brain_encoder/unit_to_voxel/subj_1/',
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'encoder_arch': 'transformer',
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'objective': 'classification',
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'dataset': 'imagenet',
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'backbone_arch': 'dinov3',
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'teacher_arch': 'dinov3_vitb16',
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'logits_teacher_arch': 'None',
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'student_arch': 'convnext_base.fb_in1k',
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'dilation': False,
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'position_embedding': 'sine',
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'return_interm': True,
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'enc_layers': 0,
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'dec_layers': 1,
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'dim_feedforward': 1024,
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'hidden_dim': 768,
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'dropout': 0.1,
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'nheads': 16,
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'num_queries': 16,
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'pre_norm': 1,
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'enc_output_layer': 1,
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'bb_output_layer': 1,
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'train_above_layer': -1,
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'distill_from_layer': -1,
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'include_cls_in_gram': 0,
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'num_workers': 4,
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'epochs': 100,
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'batch_size': 16,
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'lr': 0.0005,
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'weight_decay': 0.0001,
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'lr_drop': 100,
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'lr_backbone': 0.0,
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'clip_max_norm': 0.1,
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'loss_neuro': 0.0,
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'loss_labels': 0.1,
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'loss_gram': 100.0,
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'loss_kl_logits': 0.0,
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'evaluate': False,
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'wandb_p': 'fusion',
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'wandb_r': 'convnext_base.fb_in1k',
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'image_size': 256,
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'teacher_image_size': 256,
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'logits_teacher_image_size': 512,
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'student_image_size': 512,
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'patch_size': 14,
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'horizontal_flip': False,
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'img_channels': 3,
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'distributed': 1,
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'port': '12371',
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'world_size': 1,
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'rank': 0,
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'gpu': 0,
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'dist_url': 'env://',
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'dist_backend': 'nccl',
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'device': device(type='cuda'),
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'val_perf': 0,
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'num_classes': 1000,
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'save_dir': './fusion/results/dinov3/subj_01/enc_1/run_convnext_base.fb_in1k_from_dinov3/',
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'start_epoch': 0}
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gram_aligned/convnext_base.fb_in1k_gram_aligned_dinov3/val_results.txt
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validation results:
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epoch 0, val_perf: 0.71366
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epoch 1, val_perf: 0.72516
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epoch 2, val_perf: 0.72706
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epoch 3, val_perf: 0.73038
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epoch 4, val_perf: 0.73164
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epoch 5, val_perf: 0.73312
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epoch 7, val_perf: 0.73426
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epoch 9, val_perf: 0.73506
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epoch 11, val_perf: 0.73556
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gram_aligned/convnext_base.fb_in22k_ft_in1k_gram_aligned_dinov3/checkpoint.pth
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version https://git-lfs.github.com/spec/v1
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oid sha256:8d1c6088a3b7a532ac672e34c8f58c8253ecc041bae37fce0cb6bc0ec3739fbf
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size 354479702
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gram_aligned/convnext_base.fb_in22k_ft_in1k_gram_aligned_dinov3/params.txt
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{'resume': None,
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'output_path': './fusion/results/',
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'save_model': 1,
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'debug': 0,
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'subj': '01',
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'run': 'convnext_base.fb_in22k_ft_in1k_from_dinov3',
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'data_dir': '../../../algonauts/algonauts_2023_challenge_data/subj01',
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'saved_feats': None,
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'saved_feats_dir': '../../algonauts_image_features/',
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'readout_res': 'rois_all',
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'unit_to_voxel_path': './brain_encoder/unit_to_voxel/subj_1/',
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'encoder_arch': 'transformer',
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'objective': 'classification',
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'dataset': 'imagenet',
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'backbone_arch': 'dinov3',
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| 16 |
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'teacher_arch': 'dinov3_vitb16',
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| 17 |
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'logits_teacher_arch': 'None',
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| 18 |
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'student_arch': 'convnext_base.fb_in22k_ft_in1k',
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'dilation': False,
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'position_embedding': 'sine',
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'return_interm': True,
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'enc_layers': 0,
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'dec_layers': 1,
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'dim_feedforward': 1024,
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'hidden_dim': 768,
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'dropout': 0.1,
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'nheads': 16,
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'num_queries': 16,
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'pre_norm': 1,
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'enc_output_layer': 1,
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'bb_output_layer': 1,
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'train_above_layer': -1,
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'distill_from_layer': -1,
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'include_cls_in_gram': 0,
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'num_workers': 4,
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'epochs': 100,
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'batch_size': 16,
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'lr': 0.0005,
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'weight_decay': 0.0001,
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'lr_drop': 100,
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| 41 |
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'lr_backbone': 0.0,
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| 42 |
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'clip_max_norm': 0.1,
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| 43 |
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'loss_neuro': 0.0,
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| 44 |
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'loss_labels': 0.1,
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| 45 |
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'loss_gram': 100.0,
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| 46 |
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'loss_kl_logits': 0.0,
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| 47 |
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'evaluate': False,
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| 48 |
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'wandb_p': 'fusion',
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| 49 |
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'wandb_r': 'convnext_base.fb_in22k_ft_in1k',
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| 50 |
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'image_size': 256,
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| 51 |
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'teacher_image_size': 256,
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| 52 |
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'logits_teacher_image_size': 512,
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| 53 |
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'student_image_size': 512,
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'patch_size': 14,
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'horizontal_flip': False,
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'img_channels': 3,
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'distributed': 1,
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| 58 |
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'port': '12370',
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| 59 |
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'world_size': 1,
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| 60 |
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'rank': 0,
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| 61 |
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'gpu': 0,
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'dist_url': 'env://',
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| 63 |
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'dist_backend': 'nccl',
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| 64 |
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'device': device(type='cuda'),
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| 65 |
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'val_perf': 0,
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| 66 |
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'num_classes': 1000,
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| 67 |
+
'save_dir': './fusion/results/dinov3/subj_01/enc_1/run_convnext_base.fb_in22k_ft_in1k_from_dinov3/',
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| 68 |
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'start_epoch': 0}
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gram_aligned/convnext_base.fb_in22k_ft_in1k_gram_aligned_dinov3/val_results.txt
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validation results:
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epoch 0, val_perf: 0.72776
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epoch 1, val_perf: 0.74094
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| 4 |
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epoch 2, val_perf: 0.74544
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| 5 |
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epoch 3, val_perf: 0.7477
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| 6 |
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epoch 4, val_perf: 0.74966
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| 7 |
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epoch 5, val_perf: 0.75252
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| 8 |
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epoch 6, val_perf: 0.75344
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| 9 |
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epoch 8, val_perf: 0.755
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| 10 |
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epoch 11, val_perf: 0.75542
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gram_aligned/deit3_base_patch16_224.fb_in1k_gram_aligned_dinov3/checkpoint.pth
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version https://git-lfs.github.com/spec/v1
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oid sha256:d52bc52dfccad25e5f8f8b452d8ff6a5a9f33afcb1f5aa88845b3e4eddb7894e
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| 3 |
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size 346399150
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gram_aligned/deit3_base_patch16_224.fb_in1k_gram_aligned_dinov3/params.txt
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{'resume': None,
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| 2 |
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'output_path': './fusion/results/',
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| 3 |
+
'save_model': 1,
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| 4 |
+
'debug': 0,
|
| 5 |
+
'subj': '01',
|
| 6 |
+
'run': 'deit3_base_patch16_224.fb_in1k_from_dinov3',
|
| 7 |
+
'data_dir': '../../../algonauts/algonauts_2023_challenge_data/subj01',
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| 8 |
+
'saved_feats': None,
|
| 9 |
+
'saved_feats_dir': '../../algonauts_image_features/',
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| 10 |
+
'readout_res': 'rois_all',
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| 11 |
+
'unit_to_voxel_path': './brain_encoder/unit_to_voxel/subj_1/',
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| 12 |
+
'encoder_arch': 'transformer',
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| 13 |
+
'objective': 'classification',
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| 14 |
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'dataset': 'imagenet',
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| 15 |
+
'backbone_arch': 'dinov3',
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| 16 |
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'teacher_arch': 'dinov3_vitb16',
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| 17 |
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'logits_teacher_arch': 'None',
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| 18 |
+
'student_arch': 'deit3_base_patch16_224.fb_in1k',
|
| 19 |
+
'dilation': False,
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| 20 |
+
'position_embedding': 'sine',
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| 21 |
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'return_interm': True,
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| 22 |
+
'enc_layers': 0,
|
| 23 |
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'dec_layers': 1,
|
| 24 |
+
'dim_feedforward': 1024,
|
| 25 |
+
'hidden_dim': 768,
|
| 26 |
+
'dropout': 0.1,
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| 27 |
+
'nheads': 16,
|
| 28 |
+
'num_queries': 16,
|
| 29 |
+
'pre_norm': 1,
|
| 30 |
+
'enc_output_layer': 1,
|
| 31 |
+
'bb_output_layer': 1,
|
| 32 |
+
'train_above_layer': -1,
|
| 33 |
+
'distill_from_layer': -1,
|
| 34 |
+
'include_cls_in_gram': 0,
|
| 35 |
+
'num_workers': 4,
|
| 36 |
+
'epochs': 100,
|
| 37 |
+
'batch_size': 16,
|
| 38 |
+
'lr': 0.0005,
|
| 39 |
+
'weight_decay': 0.0001,
|
| 40 |
+
'lr_drop': 100,
|
| 41 |
+
'lr_backbone': 0.0,
|
| 42 |
+
'clip_max_norm': 0.1,
|
| 43 |
+
'loss_neuro': 0.0,
|
| 44 |
+
'loss_labels': 0.1,
|
| 45 |
+
'loss_gram': 100.0,
|
| 46 |
+
'loss_kl_logits': 0.0,
|
| 47 |
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'evaluate': False,
|
| 48 |
+
'wandb_p': 'fusion',
|
| 49 |
+
'wandb_r': 'deit3_base_patch16_224.fb_in1k',
|
| 50 |
+
'image_size': 256,
|
| 51 |
+
'teacher_image_size': 256,
|
| 52 |
+
'logits_teacher_image_size': 256,
|
| 53 |
+
'student_image_size': 256,
|
| 54 |
+
'patch_size': 14,
|
| 55 |
+
'horizontal_flip': False,
|
| 56 |
+
'img_channels': 3,
|
| 57 |
+
'distributed': 1,
|
| 58 |
+
'port': '12372',
|
| 59 |
+
'world_size': 1,
|
| 60 |
+
'rank': 0,
|
| 61 |
+
'gpu': 0,
|
| 62 |
+
'dist_url': 'env://',
|
| 63 |
+
'dist_backend': 'nccl',
|
| 64 |
+
'device': device(type='cuda'),
|
| 65 |
+
'val_perf': 0,
|
| 66 |
+
'num_classes': 1000,
|
| 67 |
+
'save_dir': './fusion/results/dinov3/subj_01/enc_1/run_deit3_base_patch16_224.fb_in1k_from_dinov3/',
|
| 68 |
+
'start_epoch': 0}
|
gram_aligned/deit3_base_patch16_224.fb_in1k_gram_aligned_dinov3/val_results.txt
ADDED
|
@@ -0,0 +1,7 @@
|
|
|
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|
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|
|
|
|
|
|
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|
|
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|
|
|
|
| 1 |
+
validation results:
|
| 2 |
+
epoch 0, val_perf: 0.76024
|
| 3 |
+
epoch 1, val_perf: 0.76494
|
| 4 |
+
epoch 5, val_perf: 0.76512
|
| 5 |
+
epoch 7, val_perf: 0.76768
|
| 6 |
+
epoch 10, val_perf: 0.76808
|
| 7 |
+
epoch 15, val_perf: 0.76902
|
gram_aligned/deit3_base_patch16_224.fb_in22k_ft_in1k_gram_aligned_dinov3/checkpoint.pth
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:025d8845942c6bab37fe97f772e9d53e7918a41933da60e86c1d1a0fe0464bb7
|
| 3 |
+
size 346399214
|
gram_aligned/deit3_base_patch16_224.fb_in22k_ft_in1k_gram_aligned_dinov3/params.txt
ADDED
|
@@ -0,0 +1,68 @@
|
|
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|
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|
|
|
|
|
|
|
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|
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|
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|
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|
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|
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|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
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|
|
|
|
|
|
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|
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|
|
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|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
|
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|
|
|
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|
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|
|
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|
|
|
|
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|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{'resume': None,
|
| 2 |
+
'output_path': './fusion/results/',
|
| 3 |
+
'save_model': 1,
|
| 4 |
+
'debug': 0,
|
| 5 |
+
'subj': '01',
|
| 6 |
+
'run': 'deit3_base_patch16_224.fb_in22k_ft_in1k_from_dinov3',
|
| 7 |
+
'data_dir': '../../../algonauts/algonauts_2023_challenge_data/subj01',
|
| 8 |
+
'saved_feats': None,
|
| 9 |
+
'saved_feats_dir': '../../algonauts_image_features/',
|
| 10 |
+
'readout_res': 'rois_all',
|
| 11 |
+
'unit_to_voxel_path': './brain_encoder/unit_to_voxel/subj_1/',
|
| 12 |
+
'encoder_arch': 'transformer',
|
| 13 |
+
'objective': 'classification',
|
| 14 |
+
'dataset': 'imagenet',
|
| 15 |
+
'backbone_arch': 'dinov3',
|
| 16 |
+
'teacher_arch': 'dinov3_vitb16',
|
| 17 |
+
'logits_teacher_arch': 'None',
|
| 18 |
+
'student_arch': 'deit3_base_patch16_224.fb_in22k_ft_in1k',
|
| 19 |
+
'dilation': False,
|
| 20 |
+
'position_embedding': 'sine',
|
| 21 |
+
'return_interm': True,
|
| 22 |
+
'enc_layers': 0,
|
| 23 |
+
'dec_layers': 1,
|
| 24 |
+
'dim_feedforward': 1024,
|
| 25 |
+
'hidden_dim': 768,
|
| 26 |
+
'dropout': 0.1,
|
| 27 |
+
'nheads': 16,
|
| 28 |
+
'num_queries': 16,
|
| 29 |
+
'pre_norm': 1,
|
| 30 |
+
'enc_output_layer': 1,
|
| 31 |
+
'bb_output_layer': 1,
|
| 32 |
+
'train_above_layer': -1,
|
| 33 |
+
'distill_from_layer': -1,
|
| 34 |
+
'include_cls_in_gram': 0,
|
| 35 |
+
'num_workers': 4,
|
| 36 |
+
'epochs': 100,
|
| 37 |
+
'batch_size': 16,
|
| 38 |
+
'lr': 0.0005,
|
| 39 |
+
'weight_decay': 0.0001,
|
| 40 |
+
'lr_drop': 100,
|
| 41 |
+
'lr_backbone': 0.0,
|
| 42 |
+
'clip_max_norm': 0.1,
|
| 43 |
+
'loss_neuro': 0.0,
|
| 44 |
+
'loss_labels': 0.1,
|
| 45 |
+
'loss_gram': 100.0,
|
| 46 |
+
'loss_kl_logits': 0.0,
|
| 47 |
+
'evaluate': False,
|
| 48 |
+
'wandb_p': 'fusion',
|
| 49 |
+
'wandb_r': 'deit3_base_patch16_224.fb_in22k_ft_in1k',
|
| 50 |
+
'image_size': 256,
|
| 51 |
+
'teacher_image_size': 256,
|
| 52 |
+
'logits_teacher_image_size': 256,
|
| 53 |
+
'student_image_size': 256,
|
| 54 |
+
'patch_size': 14,
|
| 55 |
+
'horizontal_flip': False,
|
| 56 |
+
'img_channels': 3,
|
| 57 |
+
'distributed': 1,
|
| 58 |
+
'port': '12373',
|
| 59 |
+
'world_size': 1,
|
| 60 |
+
'rank': 0,
|
| 61 |
+
'gpu': 0,
|
| 62 |
+
'dist_url': 'env://',
|
| 63 |
+
'dist_backend': 'nccl',
|
| 64 |
+
'device': device(type='cuda'),
|
| 65 |
+
'val_perf': 0,
|
| 66 |
+
'num_classes': 1000,
|
| 67 |
+
'save_dir': './fusion/results/dinov3/subj_01/enc_1/run_deit3_base_patch16_224.fb_in22k_ft_in1k_from_dinov3/',
|
| 68 |
+
'start_epoch': 0}
|
gram_aligned/deit3_base_patch16_224.fb_in22k_ft_in1k_gram_aligned_dinov3/val_results.txt
ADDED
|
@@ -0,0 +1,10 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
validation results:
|
| 2 |
+
epoch 0, val_perf: 0.75886
|
| 3 |
+
epoch 1, val_perf: 0.76468
|
| 4 |
+
epoch 2, val_perf: 0.76564
|
| 5 |
+
epoch 5, val_perf: 0.7682
|
| 6 |
+
epoch 8, val_perf: 0.76836
|
| 7 |
+
epoch 9, val_perf: 0.77006
|
| 8 |
+
epoch 10, val_perf: 0.7713
|
| 9 |
+
epoch 23, val_perf: 0.77256
|
| 10 |
+
epoch 27, val_perf: 0.7729
|