EXP_154_qacp-scaled_s42: checkpoint step 576
Browse files- experiments/EXP_154_qacp-scaled_s42/best_model/config.json +263 -0
- experiments/EXP_154_qacp-scaled_s42/best_model/meta.json +10 -0
- experiments/EXP_154_qacp-scaled_s42/best_model/model.safetensors +3 -0
- experiments/EXP_154_qacp-scaled_s42/checkpoints/LATEST.json +9 -0
- experiments/EXP_154_qacp-scaled_s42/checkpoints/step-0000576/meta.json +13 -0
- experiments/EXP_154_qacp-scaled_s42/checkpoints/step-0000576/training_state.pt +3 -0
- experiments/EXP_154_qacp-scaled_s42/logs/pipeline.jsonl +32 -0
- experiments/EXP_154_qacp-scaled_s42/logs/train_steps.jsonl +0 -0
- experiments/EXP_154_qacp-scaled_s42/metrics/training_history.csv +10 -0
experiments/EXP_154_qacp-scaled_s42/best_model/config.json
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{
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| 2 |
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"checkpoint": {
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"background_upload": true,
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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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"prune_resume_state_on_completion": true,
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"upload_retries": 6
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},
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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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},
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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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"max_fake": 2500,
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"max_real": 2500
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},
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"in-the-wild": {},
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"wavefake": {
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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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"box_scale": 1.8,
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| 32 |
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"decode_max_side": 640,
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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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"frame_size": 224,
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"n_frames": 16,
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"primary": "fakeavceleb",
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"sample_rate": 16000,
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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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"split_seed": 42,
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"subsample_seed": 0,
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| 49 |
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"window_seconds": 4.0
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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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},
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"experiment": {
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| 58 |
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"baseline_model": null,
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| 59 |
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"components": {
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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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"self_blending": true,
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| 68 |
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"sync": true
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},
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| 70 |
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"description": "Scaled QACP Stage 0 using all available Real clips across multi-view recordings.",
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| 71 |
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"group": "qacp",
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| 72 |
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"init_from": null,
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| 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": {
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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,
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| 82 |
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"extract_batch_size": "auto",
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| 83 |
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"qacp_variants_per_clip": 4,
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| 84 |
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"shard_clips": 512,
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| 85 |
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"shard_clips_audio": 4096,
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| 86 |
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"train_view_offsets": [
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| 87 |
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0,
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| 88 |
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4,
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8
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| 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
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| 93 |
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},
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| 94 |
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"hardware": {
|
| 95 |
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"deterministic": true,
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| 96 |
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"num_workers": "auto",
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| 97 |
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"precision": "auto"
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},
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"mixed_precision": true,
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| 100 |
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"mode": "full",
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"model": {
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| 102 |
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"compose_quadrant": false,
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"d_model": 768,
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| 104 |
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"dropout": 0.1,
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| 105 |
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| 106 |
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| 107 |
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"use_disentangle": true,
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| 108 |
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"use_sync": true
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| 109 |
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},
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| 110 |
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"plan": {
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| 111 |
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"groups": null,
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| 112 |
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"only": [
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| 113 |
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"qacp-scaled"
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| 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
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| 117 |
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},
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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",
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| 124 |
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"hf_repo_type": "model",
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| 125 |
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"name": "DAVID-Net-AV",
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| 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": 42,
|
| 130 |
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"seeds": [
|
| 131 |
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42
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| 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-2"
|
| 139 |
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},
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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",
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| 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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],
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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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|
| 183 |
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|
| 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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|
| 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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|
| 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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| 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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"RVFA",
|
| 221 |
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|
| 222 |
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|
| 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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|
| 228 |
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|
| 229 |
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|
| 230 |
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|
| 231 |
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|
| 232 |
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|
| 233 |
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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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"v": 1.0
|
| 247 |
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},
|
| 248 |
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"lr": 0.0001,
|
| 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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"optimizer": "adamw",
|
| 255 |
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"sampler": "sqrt_balanced",
|
| 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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experiments/EXP_154_qacp-scaled_s42/best_model/meta.json
ADDED
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{
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|
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| 18 |
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| 19 |
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{"t": "2026-11-01T12:41:43Z", "level": "INFO", "event": "epoch_completed", "msg": "[epoch_completed] EXP_154 epoch 5/50 (epoch=5, step=320, lr=0.000298, train/qacp_v=4.902, train/qacp_a=4.895, train/qacp_c=5.541, train/total=15.34, val/qacp_v_loss=5.838, val/qacp_a_loss=5.734, val/qacp_c_loss=5.541, val/qacp_loss=17.11, val/at_floor=0, epoch_seconds=91.7, val_seconds=4.2, best=16.3, improved=False)", "epoch": 5, "step": 320, "lr": 0.00029802485891278695, "train/qacp_v": 4.9019260704517365, "train/qacp_a": 4.895488798618317, "train/qacp_c": 5.541263550519943, "train/total": 15.338678389787674, "val/qacp_v_loss": 5.838158547878265, "val/qacp_a_loss": 5.7336708307266235, "val/qacp_c_loss": 5.541263580322266, "val/qacp_loss": 17.11309289932251, "val/at_floor": 0.0, "epoch_seconds": 91.7, "val_seconds": 4.2, "best": 16.304255485534668, "improved": false}
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| 20 |
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{"t": "2026-11-01T12:41:43Z", "level": "INFO", "event": "validation_completed", "msg": "[validation_completed] val/qacp_loss=17.11309289932251"}
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| 21 |
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{"t": "2026-11-01T12:43:15Z", "level": "INFO", "event": "epoch_completed", "msg": "[epoch_completed] EXP_154 epoch 6/50 (epoch=6, step=384, lr=0.0002961, train/qacp_v=4.887, train/qacp_a=4.9, train/qacp_c=5.541, train/total=15.33, val/qacp_v_loss=5.598, val/qacp_a_loss=5.71, val/qacp_c_loss=5.541, val/qacp_loss=16.85, val/at_floor=0, epoch_seconds=92, val_seconds=4.1, best=16.3, improved=False)", "epoch": 6, "step": 384, "lr": 0.00029610910693277255, "train/qacp_v": 4.886701747775078, "train/qacp_a": 4.900224253535271, "train/qacp_c": 5.541263572871685, "train/total": 15.32818953692913, "val/qacp_v_loss": 5.598182916641235, "val/qacp_a_loss": 5.7099093198776245, "val/qacp_c_loss": 5.541263580322266, "val/qacp_loss": 16.849355697631836, "val/at_floor": 0.0, "epoch_seconds": 92.0, "val_seconds": 4.1, "best": 16.304255485534668, "improved": false}
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| 22 |
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{"t": "2026-11-01T12:43:15Z", "level": "INFO", "event": "validation_completed", "msg": "[validation_completed] val/qacp_loss=16.849355697631836"}
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{"t": "2026-11-01T12:43:59Z", "level": "INFO", "event": "heartbeat", "msg": "[heartbeat] heartbeat EXP_154 (worker=kaggle-worker-2, progress_step=416, progress_epoch=6)", "worker": "kaggle-worker-2", "progress_step": 416, "progress_epoch": 6}
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| 24 |
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{"t": "2026-11-01T12:44:48Z", "level": "INFO", "event": "epoch_completed", "msg": "[epoch_completed] EXP_154 epoch 7/50 (epoch=7, step=448, lr=0.0002936, train/qacp_v=4.881, train/qacp_a=4.889, train/qacp_c=5.542, train/total=15.31, val/qacp_v_loss=5.747, val/qacp_a_loss=5.643, val/qacp_c_loss=5.541, val/qacp_loss=16.93, val/at_floor=0, epoch_seconds=93.1, val_seconds=4.1, best=16.3, improved=False)", "epoch": 7, "step": 448, "lr": 0.0002935610161221279, "train/qacp_v": 4.881465457379818, "train/qacp_a": 4.888642065227032, "train/qacp_c": 5.541748479008675, "train/total": 15.311856016516685, "val/qacp_v_loss": 5.747108817100525, "val/qacp_a_loss": 5.64275187253952, "val/qacp_c_loss": 5.541497528553009, "val/qacp_loss": 16.931358098983765, "val/at_floor": 0.0, "epoch_seconds": 93.1, "val_seconds": 4.1, "best": 16.304255485534668, "improved": false}
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{"t": "2026-11-01T12:44:48Z", "level": "INFO", "event": "validation_completed", "msg": "[validation_completed] val/qacp_loss=16.931358098983765"}
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| 26 |
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{"t": "2026-11-01T12:46:04Z", "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": "2026-11-01T12:46:24Z", "level": "INFO", "event": "epoch_completed", "msg": "[epoch_completed] EXP_154 epoch 8/50 (epoch=8, step=512, lr=0.0002904, train/qacp_v=4.874, train/qacp_a=4.888, train/qacp_c=5.541, train/total=15.3, val/qacp_v_loss=6.105, val/qacp_a_loss=5.677, val/qacp_c_loss=5.541, val/qacp_loss=17.32, val/at_floor=0, epoch_seconds=96.5, val_seconds=4.1, best=16.3, improved=False)", "epoch": 8, "step": 512, "lr": 0.00029039172863363794, "train/qacp_v": 4.873801216483116, "train/qacp_a": 4.88772551715374, "train/qacp_c": 5.540575094521046, "train/total": 15.302101895213127, "val/qacp_v_loss": 6.105499625205994, "val/qacp_a_loss": 5.676952958106995, "val/qacp_c_loss": 5.541263580322266, "val/qacp_loss": 17.323715925216675, "val/at_floor": 0.0, "epoch_seconds": 96.5, "val_seconds": 4.1, "best": 16.304255485534668, "improved": false}
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| 28 |
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{"t": "2026-11-01T12:46:24Z", "level": "INFO", "event": "validation_completed", "msg": "[validation_completed] val/qacp_loss=17.323715925216675"}
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| 29 |
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{"t": "2026-11-01T12:47:53Z", "level": "INFO", "event": "epoch_completed", "msg": "[epoch_completed] EXP_154 epoch 9/50 (epoch=9, step=576, lr=0.0002866, train/qacp_v=4.888, train/qacp_a=4.874, train/qacp_c=5.541, train/total=15.3, val/qacp_v_loss=5.489, val/qacp_a_loss=5.867, val/qacp_c_loss=5.541, val/qacp_loss=16.9, val/at_floor=0, epoch_seconds=89.1, val_seconds=4.1, best=16.3, improved=False)", "epoch": 9, "step": 576, "lr": 0.00028661510295510407, "train/qacp_v": 4.888096168637276, "train/qacp_a": 4.874088205397129, "train/qacp_c": 5.541263580322266, "train/total": 15.303447961807251, "val/qacp_v_loss": 5.489022254943848, "val/qacp_a_loss": 5.867390215396881, "val/qacp_c_loss": 5.541263580322266, "val/qacp_loss": 16.89767599105835, "val/at_floor": 0.0, "epoch_seconds": 89.1, "val_seconds": 4.1, "best": 16.304255485534668, "improved": false}
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| 30 |
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{"t": "2026-11-01T12:47:53Z", "level": "INFO", "event": "validation_completed", "msg": "[validation_completed] val/qacp_loss=16.89767599105835"}
|
| 31 |
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{"t": "2026-11-01T12:47:53Z", "level": "INFO", "event": "early_stop", "msg": "[early_stop] early stopping: no improvement in 8 epochs"}
|
| 32 |
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experiments/EXP_154_qacp-scaled_s42/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 |
+
2,128,0.00023999999999999998,5.092923894524574,5.091391004621983,5.54112883657217,15.725443795323372,5.712511122226715,5.480985760688782,5.541247487068176,16.734744548797607,0.0,94.4,4.2
|
| 4 |
+
3,192,0.0002999286396847723,4.953504100441933,4.962179027497768,5.539421819150448,15.455104917287827,5.668733179569244,5.606981337070465,5.540372371673584,16.816086530685425,0.0,94.9,4.2
|
| 5 |
+
4,256,0.00029929989496620173,4.917236901819706,4.928555339574814,5.541923806071281,15.387716069817543,5.665725588798523,5.684862434864044,5.541263580322266,16.891851902008057,0.0,92.1,4.1
|
| 6 |
+
5,320,0.00029802485891278695,4.9019260704517365,4.895488798618317,5.541263550519943,15.338678389787674,5.838158547878265,5.7336708307266235,5.541263580322266,17.11309289932251,0.0,91.7,4.2
|
| 7 |
+
6,384,0.00029610910693277255,4.886701747775078,4.900224253535271,5.541263572871685,15.32818953692913,5.598182916641235,5.7099093198776245,5.541263580322266,16.849355697631836,0.0,92.0,4.1
|
| 8 |
+
7,448,0.0002935610161221279,4.881465457379818,4.888642065227032,5.541748479008675,15.311856016516685,5.747108817100525,5.64275187253952,5.541497528553009,16.931358098983765,0.0,93.1,4.1
|
| 9 |
+
8,512,0.00029039172863363794,4.873801216483116,4.88772551715374,5.540575094521046,15.302101895213127,6.105499625205994,5.676952958106995,5.541263580322266,17.323715925216675,0.0,96.5,4.1
|
| 10 |
+
9,576,0.00028661510295510407,4.888096168637276,4.874088205397129,5.541263580322266,15.303447961807251,5.489022254943848,5.867390215396881,5.541263580322266,16.89767599105835,0.0,89.1,4.1
|