EXP_155_qacp-scaled_s2024: checkpoint step 576
Browse files- experiments/EXP_155_qacp-scaled_s2024/best_model/config.json +263 -0
- experiments/EXP_155_qacp-scaled_s2024/best_model/meta.json +10 -0
- experiments/EXP_155_qacp-scaled_s2024/best_model/model.safetensors +3 -0
- experiments/EXP_155_qacp-scaled_s2024/checkpoints/LATEST.json +9 -0
- experiments/EXP_155_qacp-scaled_s2024/checkpoints/step-0000576/meta.json +13 -0
- experiments/EXP_155_qacp-scaled_s2024/checkpoints/step-0000576/training_state.pt +3 -0
- experiments/EXP_155_qacp-scaled_s2024/logs/pipeline.jsonl +32 -0
- experiments/EXP_155_qacp-scaled_s2024/logs/train_steps.jsonl +0 -0
- experiments/EXP_155_qacp-scaled_s2024/metrics/training_history.csv +10 -0
experiments/EXP_155_qacp-scaled_s2024/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": 20.0,
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| 5 |
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"every_steps": 500,
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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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"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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| 21 |
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"dfdc-10": {
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| 22 |
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"max_fake": 2500,
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| 23 |
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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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| 26 |
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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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| 29 |
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},
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| 30 |
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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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| 34 |
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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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"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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"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": {
|
| 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
|
| 69 |
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},
|
| 70 |
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"description": "Scaled QACP Stage 0 using all available Real clips across multi-view recordings.",
|
| 71 |
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"group": "qacp",
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| 72 |
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"init_from": null,
|
| 73 |
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"name": "qacp-scaled",
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| 74 |
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"split": "strict",
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| 75 |
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"stage": "qacp"
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| 76 |
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},
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| 77 |
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"features": {
|
| 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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],
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| 91 |
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"video_model": "MCG-NJU/videomae-base",
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| 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",
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| 97 |
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"precision": "auto"
|
| 98 |
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},
|
| 99 |
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"mixed_precision": true,
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| 100 |
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"mode": "full",
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| 101 |
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"model": {
|
| 102 |
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| 103 |
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| 104 |
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| 105 |
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| 106 |
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| 107 |
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|
| 108 |
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| 109 |
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| 110 |
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"plan": {
|
| 111 |
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"groups": null,
|
| 112 |
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"only": [
|
| 113 |
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"qacp-scaled"
|
| 114 |
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],
|
| 115 |
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"run_phase_b": true,
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| 116 |
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"stop_on_error": true
|
| 117 |
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},
|
| 118 |
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"project": {
|
| 119 |
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"code_repo": "https://github.com/MIHMahmudEli/Thesis.git",
|
| 120 |
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"code_revision": "462c9a04421450e560af4f695fcb0babb3d89283",
|
| 121 |
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"hf_data_repo": "MIHMahmudEli/davidnet-q1-data",
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| 122 |
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"hf_private": false,
|
| 123 |
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"hf_repo": "MIHMahmudEli/davidnet-experiments",
|
| 124 |
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"hf_repo_type": "model",
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| 125 |
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"name": "DAVID-Net-AV",
|
| 126 |
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"scratch_dir": "/tmp/davidnet",
|
| 127 |
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"work_dir": "/kaggle/working/davidnet"
|
| 128 |
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},
|
| 129 |
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"seed": 2024,
|
| 130 |
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"seeds": [
|
| 131 |
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2024
|
| 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-5"
|
| 139 |
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},
|
| 140 |
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"smoke": {
|
| 141 |
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"datasets": [
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| 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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|
| 151 |
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|
| 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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|
| 157 |
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|
| 158 |
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| 159 |
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| 160 |
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|
| 161 |
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|
| 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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|
| 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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],
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| 175 |
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"early_stopping_patience": 3,
|
| 176 |
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|
| 177 |
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|
| 178 |
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|
| 179 |
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|
| 180 |
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|
| 181 |
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| 182 |
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|
| 183 |
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|
| 184 |
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| 185 |
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|
| 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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|
| 190 |
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|
| 191 |
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|
| 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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|
| 201 |
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|
| 202 |
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"weight_decay": 0.05
|
| 203 |
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|
| 204 |
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|
| 205 |
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|
| 206 |
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|
| 207 |
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|
| 208 |
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| 209 |
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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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| 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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| 223 |
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|
| 224 |
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| 225 |
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| 226 |
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| 227 |
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| 231 |
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| 232 |
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|
| 234 |
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|
| 235 |
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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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|
| 251 |
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|
| 252 |
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|
| 253 |
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|
| 254 |
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|
| 255 |
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|
| 256 |
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|
| 257 |
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|
| 258 |
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|
| 259 |
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|
| 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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experiments/EXP_155_qacp-scaled_s2024/best_model/meta.json
ADDED
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experiments/EXP_155_qacp-scaled_s2024/checkpoints/step-0000576/meta.json
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|
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| 19 |
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| 20 |
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| 21 |
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{"t": "2026-11-01T12:49:34Z", "level": "INFO", "event": "epoch_completed", "msg": "[epoch_completed] EXP_155 epoch 6/50 (epoch=6, step=384, lr=0.0002961, train/qacp_v=4.902, train/qacp_a=4.901, train/qacp_c=5.541, train/total=15.34, val/qacp_v_loss=5.697, val/qacp_a_loss=5.767, val/qacp_c_loss=5.541, val/qacp_loss=17.01, val/at_floor=0, epoch_seconds=94.9, val_seconds=4.3, best=16.38, improved=False)", "epoch": 6, "step": 384, "lr": 0.00029610910693277255, "train/qacp_v": 4.902209646999836, "train/qacp_a": 4.9013087674975395, "train/qacp_c": 5.541263595223427, "train/total": 15.344781994819641, "val/qacp_v_loss": 5.697224020957947, "val/qacp_a_loss": 5.766668379306793, "val/qacp_c_loss": 5.541263580322266, "val/qacp_loss": 17.00515604019165, "val/at_floor": 0.0, "epoch_seconds": 94.9, "val_seconds": 4.3, "best": 16.37864637374878, "improved": false}
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| 22 |
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{"t": "2026-11-01T12:49:34Z", "level": "INFO", "event": "validation_completed", "msg": "[validation_completed] val/qacp_loss=17.00515604019165"}
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| 23 |
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{"t": "2026-11-01T12:49:57Z", "level": "INFO", "event": "heartbeat", "msg": "[heartbeat] heartbeat EXP_155 (worker=kaggle-worker-5, progress_step=400, progress_epoch=6)", "worker": "kaggle-worker-5", "progress_step": 400, "progress_epoch": 6}
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| 24 |
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{"t": "2026-11-01T12:51:09Z", "level": "INFO", "event": "epoch_completed", "msg": "[epoch_completed] EXP_155 epoch 7/50 (epoch=7, step=448, lr=0.0002936, train/qacp_v=4.886, train/qacp_a=4.889, train/qacp_c=5.541, train/total=15.32, val/qacp_v_loss=5.664, val/qacp_a_loss=5.861, val/qacp_c_loss=5.541, val/qacp_loss=17.07, val/at_floor=0, epoch_seconds=94.9, val_seconds=4.3, best=16.38, improved=False)", "epoch": 7, "step": 448, "lr": 0.0002935610161221279, "train/qacp_v": 4.886132284998894, "train/qacp_a": 4.88931218534708, "train/qacp_c": 5.541263572871685, "train/total": 15.316708102822304, "val/qacp_v_loss": 5.663949370384216, "val/qacp_a_loss": 5.861381649971008, "val/qacp_c_loss": 5.541263580322266, "val/qacp_loss": 17.066594123840332, "val/at_floor": 0.0, "epoch_seconds": 94.9, "val_seconds": 4.3, "best": 16.37864637374878, "improved": false}
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| 25 |
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{"t": "2026-11-01T12:51:09Z", "level": "INFO", "event": "validation_completed", "msg": "[validation_completed] val/qacp_loss=17.066594123840332"}
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| 26 |
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{"t": "2026-11-01T12:52:26Z", "level": "INFO", "event": "checkpoint_saved", "msg": "[checkpoint_saved] step 500 (interval) (step=500, epoch=7, mb=977.4)", "step": 500, "epoch": 7, "mb": 977.4}
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| 27 |
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{"t": "2026-11-01T12:52:47Z", "level": "INFO", "event": "epoch_completed", "msg": "[epoch_completed] EXP_155 epoch 8/50 (epoch=8, step=512, lr=0.0002904, train/qacp_v=4.894, train/qacp_a=4.87, train/qacp_c=5.541, train/total=15.3, val/qacp_v_loss=6.108, val/qacp_a_loss=5.993, val/qacp_c_loss=5.541, val/qacp_loss=17.64, val/at_floor=0, epoch_seconds=98.3, val_seconds=4.3, best=16.38, improved=False)", "epoch": 8, "step": 512, "lr": 0.00029039172863363794, "train/qacp_v": 4.894000418484211, "train/qacp_a": 4.8695671781897545, "train/qacp_c": 5.541263557970524, "train/total": 15.304831147193909, "val/qacp_v_loss": 6.108458876609802, "val/qacp_a_loss": 5.993071436882019, "val/qacp_c_loss": 5.541263580322266, "val/qacp_loss": 17.642793893814087, "val/at_floor": 0.0, "epoch_seconds": 98.3, "val_seconds": 4.3, "best": 16.37864637374878, "improved": false}
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| 28 |
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{"t": "2026-11-01T12:52:47Z", "level": "INFO", "event": "validation_completed", "msg": "[validation_completed] val/qacp_loss=17.642793893814087"}
|
| 29 |
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{"t": "2026-11-01T12:54:23Z", "level": "INFO", "event": "epoch_completed", "msg": "[epoch_completed] EXP_155 epoch 9/50 (epoch=9, step=576, lr=0.0002866, train/qacp_v=4.877, train/qacp_a=4.88, train/qacp_c=5.541, train/total=15.3, val/qacp_v_loss=5.94, val/qacp_a_loss=5.795, val/qacp_c_loss=5.541, val/qacp_loss=17.28, val/at_floor=0, epoch_seconds=95.5, val_seconds=4.2, best=16.38, improved=False)", "epoch": 9, "step": 576, "lr": 0.00028661510295510407, "train/qacp_v": 4.876977123320103, "train/qacp_a": 4.87984935939312, "train/qacp_c": 5.541260965168476, "train/total": 15.29808746278286, "val/qacp_v_loss": 5.939837098121643, "val/qacp_a_loss": 5.794757127761841, "val/qacp_c_loss": 5.541263401508331, "val/qacp_loss": 17.2758572101593, "val/at_floor": 0.0, "epoch_seconds": 95.5, "val_seconds": 4.2, "best": 16.37864637374878, "improved": false}
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| 30 |
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{"t": "2026-11-01T12:54:23Z", "level": "INFO", "event": "validation_completed", "msg": "[validation_completed] val/qacp_loss=17.2758572101593"}
|
| 31 |
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{"t": "2026-11-01T12:54:23Z", "level": "INFO", "event": "early_stop", "msg": "[early_stop] early stopping: no improvement in 8 epochs"}
|
| 32 |
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experiments/EXP_155_qacp-scaled_s2024/logs/train_steps.jsonl
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experiments/EXP_155_qacp-scaled_s2024/metrics/training_history.csv
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epoch,step,lr,train/qacp_v,train/qacp_a,train/qacp_c,train/total,val/qacp_v_loss,val/qacp_a_loss,val/qacp_c_loss,val/qacp_loss,val/at_floor,epoch_seconds,val_seconds
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| 3 |
+
2,128,0.00023999999999999998,5.095083795487881,5.0644968301057816,5.53796973824501,15.69755032658577,5.581687748432159,5.4737356305122375,5.541263580322266,16.596686840057373,0.0,97.3,4.2
|
| 4 |
+
3,192,0.0002999286396847723,4.959479510784149,4.946264892816544,5.541261278092861,15.447005614638329,5.739272356033325,5.694885194301605,5.541262924671173,16.975420475006104,0.0,97.4,4.2
|
| 5 |
+
4,256,0.00029929989496620173,4.913722425699234,4.931328855454922,5.541217803955078,15.386269107460976,5.530183911323547,5.668482720851898,5.541246950626373,16.73991322517395,0.0,98.2,4.3
|
| 6 |
+
5,320,0.00029802485891278695,4.895942084491253,4.904104933142662,5.539473220705986,15.339520260691643,5.79597282409668,5.49118047952652,5.54126363992691,16.82841682434082,0.0,98.4,4.2
|
| 7 |
+
6,384,0.00029610910693277255,4.902209646999836,4.9013087674975395,5.541263595223427,15.344781994819641,5.697224020957947,5.766668379306793,5.541263580322266,17.00515604019165,0.0,94.9,4.3
|
| 8 |
+
7,448,0.0002935610161221279,4.886132284998894,4.88931218534708,5.541263572871685,15.316708102822304,5.663949370384216,5.861381649971008,5.541263580322266,17.066594123840332,0.0,94.9,4.3
|
| 9 |
+
8,512,0.00029039172863363794,4.894000418484211,4.8695671781897545,5.541263557970524,15.304831147193909,6.108458876609802,5.993071436882019,5.541263580322266,17.642793893814087,0.0,98.3,4.3
|
| 10 |
+
9,576,0.00028661510295510407,4.876977123320103,4.87984935939312,5.541260965168476,15.29808746278286,5.939837098121643,5.794757127761841,5.541263401508331,17.2758572101593,0.0,95.5,4.2
|