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checkpoints/cnn/model_no_delta_metadata.json
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{
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"branches": [
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"cnn"
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],
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"mode": null,
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"seed": 42,
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"config": {
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"root_img": "/kaggle/input/datasets/nilnguyenquoc/mit67-701515/MIT67_701515",
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"root_graph": "/kaggle/input/datasets/nilnguyenquoc/mit67-graphs-yolov8xworld-k3-c025-m24-vis32-iou30",
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"out_dir": "/kaggle/working",
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"hf_upload": true,
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"hf_upload_repo": "nilnguyen2k/mit67_fusion_summarize",
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"hf_upload_private": false,
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"backbones": {
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"cnn": {
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"repo": "nilnguyen2k/mit67_resnet50_places365",
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"file": "mit_resnet50.pth",
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"model_name": "resnet50"
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},
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"vit": {
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"repo": "nilnguyen2k/mit67_swin_small",
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"file": "mit67_swin_small.pth",
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"model_name": "swin_small_patch4_window7_224"
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},
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"gnn": {
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"repo": "nilnguyen2k/mit67_gnn",
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"file": "mit67_gnn.pth"
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}
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},
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"num_classes": 67,
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"imgsz": 224,
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"extract_batch_size": 64,
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"fit_split": "valid",
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"use_pca": true,
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"pca_dim": 64,
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"pca_max_dim": 192,
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"pca_whiten": true,
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"pca_dim_grid": [
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32,
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64,
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128,
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192
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],
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"pca_dim_ablation": [
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192
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],
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"pca_fit_split": "train",
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"inner_folds": 5,
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| 49 |
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"cv_repeats": 3,
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| 50 |
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"standalone_vit_acc": 87.15,
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| 51 |
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"n_aug_variants": 8,
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| 52 |
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"allow_hflip": false,
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| 53 |
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"dims": {
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"cnn": 192,
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| 55 |
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"vit": 192,
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| 56 |
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"gnn": 192
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| 57 |
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},
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| 58 |
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"common_dim": 32,
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| 59 |
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"hidden_dim": 0,
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| 60 |
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"dropout_adapter": 0.4,
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| 61 |
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"dropout_head": 0.4,
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| 62 |
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"delta_rank": 12,
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| 63 |
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"delta_l2_penalty": 0.01,
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| 64 |
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"delta_weight_decay": 0.1,
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| 65 |
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"use_delta": true,
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| 66 |
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"epochs_base": 120,
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| 67 |
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"epochs_delta": 30,
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| 68 |
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"epochs": 80,
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| 69 |
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"batch_size": 64,
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| 70 |
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"lr": 0.001,
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| 71 |
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"weight_decay": 0.01,
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| 72 |
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"patience": 0,
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| 73 |
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"mixup_alpha": 0.4,
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| 74 |
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"aux_weight": 0.1,
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| 75 |
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"residual_base_branch": "vit",
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| 76 |
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"delta_scale_init": 1.0,
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| 77 |
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"gate_sup_weight": 0.3,
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| 78 |
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"label_smoothing": 0.1,
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| 79 |
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"log_every": 5,
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| 80 |
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"seeds": [
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42,
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| 82 |
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1337,
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| 83 |
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2024
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| 84 |
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],
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| 85 |
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"branch_sets": [
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[
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| 87 |
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"cnn"
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| 88 |
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],
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| 89 |
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[
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| 90 |
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"vit"
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| 91 |
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],
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[
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| 93 |
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"gnn"
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],
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[
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"cnn",
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"vit"
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| 98 |
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],
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[
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"vit",
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"gnn"
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],
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[
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"cnn",
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"vit",
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"gnn"
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]
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| 108 |
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],
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| 109 |
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"modes": [
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"concat",
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| 111 |
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"attention"
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| 112 |
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],
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| 113 |
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"gnn_arch": {
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| 114 |
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"vocab_size": 256,
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| 115 |
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"embedding_dim": 32,
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| 116 |
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"box_features": 7,
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| 117 |
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"extra_node_features": 2,
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| 118 |
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"edge_dim": 3,
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| 119 |
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"crop_size": 32,
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| 120 |
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"visual_embed_dim": 16,
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| 121 |
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"hidden_channels": 112,
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| 122 |
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"heads": 4
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| 123 |
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}
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| 124 |
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},
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| 125 |
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"variant": "no_delta",
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| 126 |
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"metrics": {
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| 127 |
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"accuracy": 82.61231281198003,
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| 128 |
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"precision_macro": 82.3686140685749,
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| 129 |
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"recall_macro": 80.0241332593511,
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"f1_macro": 80.53716083990115,
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| 131 |
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"f1_weighted": 82.35023900626118
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| 132 |
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}
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| 133 |
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}
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