EXP_008_davidnet_s7: checkpoint step 2720
Browse files- repro_clean_s42_v1/experiments/EXP_008_davidnet_s7/best_model/config.json +263 -0
- repro_clean_s42_v1/experiments/EXP_008_davidnet_s7/best_model/meta.json +10 -0
- repro_clean_s42_v1/experiments/EXP_008_davidnet_s7/best_model/model.safetensors +3 -0
- repro_clean_s42_v1/experiments/EXP_008_davidnet_s7/checkpoints/LATEST.json +9 -0
- repro_clean_s42_v1/experiments/EXP_008_davidnet_s7/checkpoints/step-0002720/meta.json +13 -0
- repro_clean_s42_v1/experiments/EXP_008_davidnet_s7/checkpoints/step-0002720/training_state.pt +3 -0
- repro_clean_s42_v1/experiments/EXP_008_davidnet_s7/logs/pipeline.jsonl +0 -0
- repro_clean_s42_v1/experiments/EXP_008_davidnet_s7/logs/train_steps.jsonl +0 -0
- repro_clean_s42_v1/experiments/EXP_008_davidnet_s7/metrics/training_history.csv +21 -0
repro_clean_s42_v1/experiments/EXP_008_davidnet_s7/best_model/config.json
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| 1 |
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{
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| 2 |
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"checkpoint": {
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| 3 |
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"background_upload": true,
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| 4 |
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"every_minutes": 1000.0,
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| 5 |
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"every_steps": 100000,
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| 6 |
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"keep_last": 2,
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| 7 |
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"prune_resume_state_on_completion": true,
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| 8 |
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"upload_retries": 6
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},
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| 10 |
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"data": {
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| 11 |
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"cache_frames": 24,
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| 12 |
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"cache_seconds": 6.0,
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| 13 |
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"cross_datasets": {
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| 14 |
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"asvspoof2019-la": {
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| 15 |
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"partition": "eval"
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| 16 |
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},
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| 17 |
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"celeb-df-v2": {
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| 18 |
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"use_official_test_list": true
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| 19 |
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},
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| 20 |
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"deepfaketimit": {},
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"dfdc-10": {
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| 22 |
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"max_fake": 2500,
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"max_real": 2500
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},
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| 25 |
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"in-the-wild": {},
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"wavefake": {
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| 27 |
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"max_per_generator": 1000
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}
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},
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"face_crop": {
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| 31 |
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"box_scale": 1.8,
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| 32 |
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"decode_max_side": 640,
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| 33 |
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"detect_frames": 4,
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"detector": "yunet",
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"enabled": true
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},
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| 37 |
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"frame_size": 224,
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| 38 |
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"n_frames": 16,
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| 39 |
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"primary": "fakeavceleb",
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| 40 |
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"sample_rate": 16000,
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| 41 |
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"split_fractions": [
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0.65,
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0.15,
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0.2
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],
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| 46 |
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"split_protocol": "strict_identity",
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| 47 |
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"split_seed": 42,
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| 48 |
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"subsample_seed": 0,
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| 49 |
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"window_seconds": 4.0
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| 50 |
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},
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| 51 |
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"evaluation": {
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| 52 |
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"bootstrap": 1000,
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| 53 |
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"ci_level": 0.95,
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| 54 |
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"ece_bins": 15,
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| 55 |
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"threshold_policy": "val_eer"
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| 56 |
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},
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| 57 |
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"experiment": {
|
| 58 |
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"baseline_model": null,
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| 59 |
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"components": {
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| 60 |
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"copy_synthesis": true,
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| 61 |
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"disentangle": true,
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| 62 |
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"localization": true,
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| 63 |
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"mismatch_class": true,
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| 64 |
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"modality_dropout": true,
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| 65 |
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"multitask": true,
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| 66 |
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"qacp": true,
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| 67 |
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"self_blending": true,
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| 68 |
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"sync": true
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| 69 |
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},
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| 70 |
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"description": "DAVID-Net, QACP-initialised, all components (Phase A).",
|
| 71 |
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"group": "proposed",
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| 72 |
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"init_from": "qacp",
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| 73 |
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"name": "davidnet",
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| 74 |
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"split": "strict",
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| 75 |
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"stage": "stage1"
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| 76 |
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},
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| 77 |
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"features": {
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| 78 |
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"audio_model": "microsoft/wavlm-base-plus",
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| 79 |
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"audio_tokens": 50,
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| 80 |
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"dtype": "float16",
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| 81 |
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"eval_view_offset": 4,
|
| 82 |
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"extract_batch_size": "auto",
|
| 83 |
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"qacp_variants_per_clip": 4,
|
| 84 |
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"shard_clips": 512,
|
| 85 |
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"shard_clips_audio": 4096,
|
| 86 |
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"train_view_offsets": [
|
| 87 |
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0,
|
| 88 |
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4,
|
| 89 |
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8
|
| 90 |
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],
|
| 91 |
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"video_model": "MCG-NJU/videomae-base",
|
| 92 |
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"video_spatial_grid": 4
|
| 93 |
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},
|
| 94 |
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"hardware": {
|
| 95 |
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"deterministic": true,
|
| 96 |
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"num_workers": "auto",
|
| 97 |
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"precision": "auto"
|
| 98 |
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},
|
| 99 |
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"mixed_precision": true,
|
| 100 |
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"mode": "full",
|
| 101 |
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"model": {
|
| 102 |
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"compose_quadrant": false,
|
| 103 |
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"d_model": 768,
|
| 104 |
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"dropout": 0.1,
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| 105 |
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"n_fusion_layers": 4,
|
| 106 |
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"n_heads": 8,
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| 107 |
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"use_disentangle": true,
|
| 108 |
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"use_sync": true
|
| 109 |
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},
|
| 110 |
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"plan": {
|
| 111 |
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"groups": null,
|
| 112 |
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"only": null,
|
| 113 |
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"run_phase_b": true,
|
| 114 |
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"stop_on_error": true
|
| 115 |
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},
|
| 116 |
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"project": {
|
| 117 |
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"code_repo": "https://github.com/MIHMahmudEli/Thesis.git",
|
| 118 |
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"code_revision": "bddcdfda82e5df5f6abd6f1b43ba7942623ac74a",
|
| 119 |
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"hf_data_repo": "MIHMahmudEli/davidnet-q1-data",
|
| 120 |
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"hf_private": false,
|
| 121 |
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"hf_repo": "MIHMahmudEli/davidnet-experiments",
|
| 122 |
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"hf_repo_type": "model",
|
| 123 |
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"name": "DAVID-Net-AV",
|
| 124 |
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"scratch_dir": "/tmp/davidnet",
|
| 125 |
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"work_dir": "/kaggle/working/davidnet"
|
| 126 |
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},
|
| 127 |
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"seed": 7,
|
| 128 |
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"seeds": [
|
| 129 |
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|
| 130 |
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|
| 131 |
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456
|
| 132 |
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],
|
| 133 |
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"session": {
|
| 134 |
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"heartbeat_minutes": 10.0,
|
| 135 |
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"lease_minutes": 30.0,
|
| 136 |
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"safety_minutes": 25.0,
|
| 137 |
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"time_budget_hours": 11.5,
|
| 138 |
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"worker_name": "kaggle-worker-11"
|
| 139 |
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},
|
| 140 |
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"smoke": {
|
| 141 |
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"datasets": [
|
| 142 |
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"fakeavceleb",
|
| 143 |
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"in-the-wild"
|
| 144 |
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],
|
| 145 |
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"epochs": 2,
|
| 146 |
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"every_steps": 3,
|
| 147 |
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"max_clips_per_split": 48
|
| 148 |
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},
|
| 149 |
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"train": {
|
| 150 |
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"baseline": {
|
| 151 |
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"betas": [
|
| 152 |
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|
| 153 |
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|
| 154 |
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],
|
| 155 |
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"early_stopping_patience": 6,
|
| 156 |
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"effective_batch": 64,
|
| 157 |
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"epochs": 30,
|
| 158 |
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"lr": 0.001,
|
| 159 |
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"max_grad_norm": 1.0,
|
| 160 |
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"micro_batch": "auto",
|
| 161 |
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"min_lr_ratio": 0.01,
|
| 162 |
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"nonfinite_patience": 20,
|
| 163 |
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"sampler": "sqrt_balanced",
|
| 164 |
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"sampler_key": "quadrant",
|
| 165 |
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"scheduler": "warmup_cosine",
|
| 166 |
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"selection_metric": "val/mean_auc",
|
| 167 |
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"warmup_ratio": 0.05,
|
| 168 |
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"weight_decay": 0.01
|
| 169 |
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},
|
| 170 |
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"phase_b": {
|
| 171 |
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"betas": [
|
| 172 |
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|
| 173 |
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|
| 174 |
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],
|
| 175 |
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"early_stopping_patience": 3,
|
| 176 |
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"effective_batch": 16,
|
| 177 |
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"epochs": 6,
|
| 178 |
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"gradient_checkpointing": true,
|
| 179 |
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"loss_weights": {
|
| 180 |
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"a": 1.0,
|
| 181 |
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"disentangle": 0.1,
|
| 182 |
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"loc": 0.5,
|
| 183 |
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"quad": 0.5,
|
| 184 |
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"sync": 0.1,
|
| 185 |
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"v": 1.0
|
| 186 |
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},
|
| 187 |
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"lr": 3e-05,
|
| 188 |
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"lr_encoder": 1e-05,
|
| 189 |
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"max_grad_norm": 1.0,
|
| 190 |
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"micro_batch": "auto",
|
| 191 |
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"min_lr_ratio": 0.01,
|
| 192 |
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"modality_dropout": 0.15,
|
| 193 |
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"nonfinite_patience": 20,
|
| 194 |
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"sampler": "sqrt_balanced",
|
| 195 |
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"sampler_key": "quadrant",
|
| 196 |
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"scheduler": "warmup_cosine",
|
| 197 |
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"selection_metric": "val/mean_auc",
|
| 198 |
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"temporal_augment": true,
|
| 199 |
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"unfreeze_top_blocks_audio": 2,
|
| 200 |
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"unfreeze_top_blocks_video": 2,
|
| 201 |
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"warmup_ratio": 0.1,
|
| 202 |
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"weight_decay": 0.05
|
| 203 |
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},
|
| 204 |
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"qacp": {
|
| 205 |
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|
| 206 |
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|
| 207 |
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|
| 208 |
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| 210 |
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|
| 211 |
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|
| 212 |
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|
| 213 |
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|
| 214 |
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| 215 |
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|
| 216 |
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|
| 217 |
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|
| 218 |
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|
| 219 |
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|
| 220 |
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|
| 221 |
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|
| 222 |
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"FVFA",
|
| 223 |
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"MISMATCH"
|
| 224 |
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| 225 |
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|
| 226 |
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|
| 227 |
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|
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| 229 |
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|
| 231 |
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|
| 232 |
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|
| 234 |
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|
| 235 |
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| 236 |
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|
| 237 |
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|
| 238 |
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|
| 239 |
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|
| 240 |
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|
| 241 |
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|
| 242 |
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|
| 243 |
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|
| 244 |
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|
| 245 |
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|
| 246 |
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|
| 247 |
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|
| 248 |
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|
| 249 |
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|
| 250 |
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"micro_batch": "auto",
|
| 251 |
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|
| 252 |
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|
| 253 |
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|
| 254 |
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"optimizer": "adamw",
|
| 255 |
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|
| 256 |
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"sampler_key": "quadrant",
|
| 257 |
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"scheduler": "warmup_cosine",
|
| 258 |
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"selection_metric": "val/mean_auc",
|
| 259 |
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"warmup_ratio": 0.05,
|
| 260 |
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"weight_decay": 0.05
|
| 261 |
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}
|
| 262 |
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}
|
| 263 |
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}
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repro_clean_s42_v1/experiments/EXP_008_davidnet_s7/best_model/meta.json
ADDED
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repro_clean_s42_v1/experiments/EXP_008_davidnet_s7/best_model/model.safetensors
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repro_clean_s42_v1/experiments/EXP_008_davidnet_s7/metrics/training_history.csv
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