EXP_152_qacp-scaled_s123: checkpoint step 576
Browse files- experiments/EXP_152_qacp-scaled_s123/best_model/config.json +263 -0
- experiments/EXP_152_qacp-scaled_s123/best_model/meta.json +10 -0
- experiments/EXP_152_qacp-scaled_s123/best_model/model.safetensors +3 -0
- experiments/EXP_152_qacp-scaled_s123/checkpoints/LATEST.json +9 -0
- experiments/EXP_152_qacp-scaled_s123/checkpoints/step-0000576/meta.json +13 -0
- experiments/EXP_152_qacp-scaled_s123/checkpoints/step-0000576/training_state.pt +3 -0
- experiments/EXP_152_qacp-scaled_s123/logs/pipeline.jsonl +32 -0
- experiments/EXP_152_qacp-scaled_s123/logs/train_steps.jsonl +0 -0
- experiments/EXP_152_qacp-scaled_s123/metrics/training_history.csv +10 -0
experiments/EXP_152_qacp-scaled_s123/best_model/config.json
ADDED
|
@@ -0,0 +1,263 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"checkpoint": {
|
| 3 |
+
"background_upload": true,
|
| 4 |
+
"every_minutes": 20.0,
|
| 5 |
+
"every_steps": 500,
|
| 6 |
+
"keep_last": 2,
|
| 7 |
+
"prune_resume_state_on_completion": true,
|
| 8 |
+
"upload_retries": 6
|
| 9 |
+
},
|
| 10 |
+
"data": {
|
| 11 |
+
"cache_frames": 24,
|
| 12 |
+
"cache_seconds": 6.0,
|
| 13 |
+
"cross_datasets": {
|
| 14 |
+
"asvspoof2019-la": {
|
| 15 |
+
"partition": "eval"
|
| 16 |
+
},
|
| 17 |
+
"celeb-df-v2": {
|
| 18 |
+
"use_official_test_list": true
|
| 19 |
+
},
|
| 20 |
+
"deepfaketimit": {},
|
| 21 |
+
"dfdc-10": {
|
| 22 |
+
"max_fake": 2500,
|
| 23 |
+
"max_real": 2500
|
| 24 |
+
},
|
| 25 |
+
"in-the-wild": {},
|
| 26 |
+
"wavefake": {
|
| 27 |
+
"max_per_generator": 1000
|
| 28 |
+
}
|
| 29 |
+
},
|
| 30 |
+
"face_crop": {
|
| 31 |
+
"box_scale": 1.8,
|
| 32 |
+
"decode_max_side": 640,
|
| 33 |
+
"detect_frames": 4,
|
| 34 |
+
"detector": "yunet",
|
| 35 |
+
"enabled": true
|
| 36 |
+
},
|
| 37 |
+
"frame_size": 224,
|
| 38 |
+
"n_frames": 16,
|
| 39 |
+
"primary": "fakeavceleb",
|
| 40 |
+
"sample_rate": 16000,
|
| 41 |
+
"split_fractions": [
|
| 42 |
+
0.65,
|
| 43 |
+
0.15,
|
| 44 |
+
0.2
|
| 45 |
+
],
|
| 46 |
+
"split_protocol": "strict_identity",
|
| 47 |
+
"split_seed": 42,
|
| 48 |
+
"subsample_seed": 0,
|
| 49 |
+
"window_seconds": 4.0
|
| 50 |
+
},
|
| 51 |
+
"evaluation": {
|
| 52 |
+
"bootstrap": 1000,
|
| 53 |
+
"ci_level": 0.95,
|
| 54 |
+
"ece_bins": 15,
|
| 55 |
+
"threshold_policy": "val_eer"
|
| 56 |
+
},
|
| 57 |
+
"experiment": {
|
| 58 |
+
"baseline_model": null,
|
| 59 |
+
"components": {
|
| 60 |
+
"copy_synthesis": true,
|
| 61 |
+
"disentangle": true,
|
| 62 |
+
"localization": true,
|
| 63 |
+
"mismatch_class": true,
|
| 64 |
+
"modality_dropout": true,
|
| 65 |
+
"multitask": true,
|
| 66 |
+
"qacp": true,
|
| 67 |
+
"self_blending": true,
|
| 68 |
+
"sync": true
|
| 69 |
+
},
|
| 70 |
+
"description": "Scaled QACP Stage 0 using all available Real clips across multi-view recordings.",
|
| 71 |
+
"group": "qacp",
|
| 72 |
+
"init_from": null,
|
| 73 |
+
"name": "qacp-scaled",
|
| 74 |
+
"split": "strict",
|
| 75 |
+
"stage": "qacp"
|
| 76 |
+
},
|
| 77 |
+
"features": {
|
| 78 |
+
"audio_model": "microsoft/wavlm-base-plus",
|
| 79 |
+
"audio_tokens": 50,
|
| 80 |
+
"dtype": "float16",
|
| 81 |
+
"eval_view_offset": 4,
|
| 82 |
+
"extract_batch_size": "auto",
|
| 83 |
+
"qacp_variants_per_clip": 4,
|
| 84 |
+
"shard_clips": 512,
|
| 85 |
+
"shard_clips_audio": 4096,
|
| 86 |
+
"train_view_offsets": [
|
| 87 |
+
0,
|
| 88 |
+
4,
|
| 89 |
+
8
|
| 90 |
+
],
|
| 91 |
+
"video_model": "MCG-NJU/videomae-base",
|
| 92 |
+
"video_spatial_grid": 4
|
| 93 |
+
},
|
| 94 |
+
"hardware": {
|
| 95 |
+
"deterministic": true,
|
| 96 |
+
"num_workers": "auto",
|
| 97 |
+
"precision": "auto"
|
| 98 |
+
},
|
| 99 |
+
"mixed_precision": true,
|
| 100 |
+
"mode": "full",
|
| 101 |
+
"model": {
|
| 102 |
+
"compose_quadrant": false,
|
| 103 |
+
"d_model": 768,
|
| 104 |
+
"dropout": 0.1,
|
| 105 |
+
"n_fusion_layers": 4,
|
| 106 |
+
"n_heads": 8,
|
| 107 |
+
"use_disentangle": true,
|
| 108 |
+
"use_sync": true
|
| 109 |
+
},
|
| 110 |
+
"plan": {
|
| 111 |
+
"groups": null,
|
| 112 |
+
"only": [
|
| 113 |
+
"qacp-scaled"
|
| 114 |
+
],
|
| 115 |
+
"run_phase_b": true,
|
| 116 |
+
"stop_on_error": true
|
| 117 |
+
},
|
| 118 |
+
"project": {
|
| 119 |
+
"code_repo": "https://github.com/MIHMahmudEli/Thesis.git",
|
| 120 |
+
"code_revision": "462c9a04421450e560af4f695fcb0babb3d89283",
|
| 121 |
+
"hf_data_repo": "MIHMahmudEli/davidnet-q1-data",
|
| 122 |
+
"hf_private": false,
|
| 123 |
+
"hf_repo": "MIHMahmudEli/davidnet-experiments",
|
| 124 |
+
"hf_repo_type": "model",
|
| 125 |
+
"name": "DAVID-Net-AV",
|
| 126 |
+
"scratch_dir": "/tmp/davidnet",
|
| 127 |
+
"work_dir": "/kaggle/working/davidnet"
|
| 128 |
+
},
|
| 129 |
+
"seed": 123,
|
| 130 |
+
"seeds": [
|
| 131 |
+
123
|
| 132 |
+
],
|
| 133 |
+
"session": {
|
| 134 |
+
"heartbeat_minutes": 10.0,
|
| 135 |
+
"lease_minutes": 30.0,
|
| 136 |
+
"safety_minutes": 25.0,
|
| 137 |
+
"time_budget_hours": 11.5,
|
| 138 |
+
"worker_name": "kaggle-worker-3"
|
| 139 |
+
},
|
| 140 |
+
"smoke": {
|
| 141 |
+
"datasets": [
|
| 142 |
+
"fakeavceleb",
|
| 143 |
+
"in-the-wild"
|
| 144 |
+
],
|
| 145 |
+
"epochs": 2,
|
| 146 |
+
"every_steps": 3,
|
| 147 |
+
"max_clips_per_split": 48
|
| 148 |
+
},
|
| 149 |
+
"train": {
|
| 150 |
+
"baseline": {
|
| 151 |
+
"betas": [
|
| 152 |
+
0.9,
|
| 153 |
+
0.999
|
| 154 |
+
],
|
| 155 |
+
"early_stopping_patience": 6,
|
| 156 |
+
"effective_batch": 64,
|
| 157 |
+
"epochs": 30,
|
| 158 |
+
"lr": 0.001,
|
| 159 |
+
"max_grad_norm": 1.0,
|
| 160 |
+
"micro_batch": "auto",
|
| 161 |
+
"min_lr_ratio": 0.01,
|
| 162 |
+
"nonfinite_patience": 20,
|
| 163 |
+
"sampler": "sqrt_balanced",
|
| 164 |
+
"sampler_key": "quadrant",
|
| 165 |
+
"scheduler": "warmup_cosine",
|
| 166 |
+
"selection_metric": "val/mean_auc",
|
| 167 |
+
"warmup_ratio": 0.05,
|
| 168 |
+
"weight_decay": 0.01
|
| 169 |
+
},
|
| 170 |
+
"phase_b": {
|
| 171 |
+
"betas": [
|
| 172 |
+
0.9,
|
| 173 |
+
0.999
|
| 174 |
+
],
|
| 175 |
+
"early_stopping_patience": 3,
|
| 176 |
+
"effective_batch": 16,
|
| 177 |
+
"epochs": 6,
|
| 178 |
+
"gradient_checkpointing": true,
|
| 179 |
+
"loss_weights": {
|
| 180 |
+
"a": 1.0,
|
| 181 |
+
"disentangle": 0.1,
|
| 182 |
+
"loc": 0.5,
|
| 183 |
+
"quad": 0.5,
|
| 184 |
+
"sync": 0.1,
|
| 185 |
+
"v": 1.0
|
| 186 |
+
},
|
| 187 |
+
"lr": 3e-05,
|
| 188 |
+
"lr_encoder": 1e-05,
|
| 189 |
+
"max_grad_norm": 1.0,
|
| 190 |
+
"micro_batch": "auto",
|
| 191 |
+
"min_lr_ratio": 0.01,
|
| 192 |
+
"modality_dropout": 0.15,
|
| 193 |
+
"nonfinite_patience": 20,
|
| 194 |
+
"sampler": "sqrt_balanced",
|
| 195 |
+
"sampler_key": "quadrant",
|
| 196 |
+
"scheduler": "warmup_cosine",
|
| 197 |
+
"selection_metric": "val/mean_auc",
|
| 198 |
+
"temporal_augment": true,
|
| 199 |
+
"unfreeze_top_blocks_audio": 2,
|
| 200 |
+
"unfreeze_top_blocks_video": 2,
|
| 201 |
+
"warmup_ratio": 0.1,
|
| 202 |
+
"weight_decay": 0.05
|
| 203 |
+
},
|
| 204 |
+
"qacp": {
|
| 205 |
+
"betas": [
|
| 206 |
+
0.9,
|
| 207 |
+
0.999
|
| 208 |
+
],
|
| 209 |
+
"early_stopping_patience": 8,
|
| 210 |
+
"effective_batch": 256,
|
| 211 |
+
"epochs": 50,
|
| 212 |
+
"items_per_epoch": 16384,
|
| 213 |
+
"lr": 0.0003,
|
| 214 |
+
"max_grad_norm": 1.0,
|
| 215 |
+
"micro_batch": "auto",
|
| 216 |
+
"min_lr_ratio": 0.01,
|
| 217 |
+
"nonfinite_patience": 20,
|
| 218 |
+
"pseudo_classes": [
|
| 219 |
+
"RVRA",
|
| 220 |
+
"RVFA",
|
| 221 |
+
"FVRA",
|
| 222 |
+
"FVFA",
|
| 223 |
+
"MISMATCH"
|
| 224 |
+
],
|
| 225 |
+
"scheduler": "warmup_cosine",
|
| 226 |
+
"selection_metric": "val/qacp_loss",
|
| 227 |
+
"temperature": 0.1,
|
| 228 |
+
"warmup_ratio": 0.05,
|
| 229 |
+
"weight_decay": 0.05
|
| 230 |
+
},
|
| 231 |
+
"stage1": {
|
| 232 |
+
"betas": [
|
| 233 |
+
0.9,
|
| 234 |
+
0.999
|
| 235 |
+
],
|
| 236 |
+
"early_stopping_patience": 6,
|
| 237 |
+
"effective_batch": 64,
|
| 238 |
+
"epochs": 30,
|
| 239 |
+
"init_from_qacp": true,
|
| 240 |
+
"loss_weights": {
|
| 241 |
+
"a": 1.0,
|
| 242 |
+
"disentangle": 0.1,
|
| 243 |
+
"loc": 0.5,
|
| 244 |
+
"quad": 0.5,
|
| 245 |
+
"sync": 0.1,
|
| 246 |
+
"v": 1.0
|
| 247 |
+
},
|
| 248 |
+
"lr": 0.0001,
|
| 249 |
+
"max_grad_norm": 1.0,
|
| 250 |
+
"micro_batch": "auto",
|
| 251 |
+
"min_lr_ratio": 0.01,
|
| 252 |
+
"modality_dropout": 0.15,
|
| 253 |
+
"nonfinite_patience": 20,
|
| 254 |
+
"optimizer": "adamw",
|
| 255 |
+
"sampler": "sqrt_balanced",
|
| 256 |
+
"sampler_key": "quadrant",
|
| 257 |
+
"scheduler": "warmup_cosine",
|
| 258 |
+
"selection_metric": "val/mean_auc",
|
| 259 |
+
"warmup_ratio": 0.05,
|
| 260 |
+
"weight_decay": 0.05
|
| 261 |
+
}
|
| 262 |
+
}
|
| 263 |
+
}
|
experiments/EXP_152_qacp-scaled_s123/best_model/meta.json
ADDED
|
@@ -0,0 +1,10 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"config_hash": "df9e80e5e4d1",
|
| 3 |
+
"epoch": 1,
|
| 4 |
+
"exp_id": "EXP_152",
|
| 5 |
+
"metric": 16.277878761291504,
|
| 6 |
+
"metric_name": "val/qacp_loss",
|
| 7 |
+
"saved_at": "2026-11-01T12:33:46Z",
|
| 8 |
+
"sha256": "5d90c6821ea9f5842fc1cfb0b4f8a7df212dd6ee72e2f3755e6760597e1f6eb4",
|
| 9 |
+
"step": 64
|
| 10 |
+
}
|
experiments/EXP_152_qacp-scaled_s123/best_model/model.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:5d90c6821ea9f5842fc1cfb0b4f8a7df212dd6ee72e2f3755e6760597e1f6eb4
|
| 3 |
+
size 341484140
|
experiments/EXP_152_qacp-scaled_s123/checkpoints/LATEST.json
ADDED
|
@@ -0,0 +1,9 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"step": 576,
|
| 3 |
+
"dir": "checkpoints/step-0000576",
|
| 4 |
+
"updated_at": "2026-11-01T12:45:51Z",
|
| 5 |
+
"config_hash": "df9e80e5e4d1",
|
| 6 |
+
"history": [
|
| 7 |
+
"checkpoints/step-0000576"
|
| 8 |
+
]
|
| 9 |
+
}
|
experiments/EXP_152_qacp-scaled_s123/checkpoints/step-0000576/meta.json
ADDED
|
@@ -0,0 +1,13 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"config_hash": "df9e80e5e4d1",
|
| 3 |
+
"created_at": "2026-11-01T12:45:48Z",
|
| 4 |
+
"epoch": 9,
|
| 5 |
+
"files": {
|
| 6 |
+
"training_state.pt": {
|
| 7 |
+
"bytes": 977379099,
|
| 8 |
+
"sha256": "cc2fae4a1a29e01b45de2268ca200051d8b30b0ea053c0ab825217501a9acef9"
|
| 9 |
+
}
|
| 10 |
+
},
|
| 11 |
+
"reason": "completed",
|
| 12 |
+
"step": 576
|
| 13 |
+
}
|
experiments/EXP_152_qacp-scaled_s123/checkpoints/step-0000576/training_state.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:cc2fae4a1a29e01b45de2268ca200051d8b30b0ea053c0ab825217501a9acef9
|
| 3 |
+
size 977379099
|
experiments/EXP_152_qacp-scaled_s123/logs/pipeline.jsonl
ADDED
|
@@ -0,0 +1,32 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{"t": "2026-11-01T12:27:47Z", "level": "INFO", "event": "session_started", "msg": "[session_started] run_type=Batch mode=full device=cuda (Tesla T4, fp16) (git=320dc56ad9ce522377ad527721fd8a9911b65da7)", "git": "320dc56ad9ce522377ad527721fd8a9911b65da7"}
|
| 2 |
+
{"t": "2026-11-01T12:27:49Z", "level": "INFO", "event": "hub_connected", "msg": "[hub_connected] MIHMahmudEli -> https://huggingface.co/MIHMahmudEli/davidnet-experiments (+ data https://huggingface.co/datasets/MIHMahmudEli/davidnet-q1-data)"}
|
| 3 |
+
{"t": "2026-11-01T12:27:58Z", "level": "INFO", "event": "dataset_loaded", "msg": "[dataset_loaded] frozen data 30767e27dae3: deepfaketimit=640, asvspoof2019-la=71237, wavefake=11000, dfdc-10=5000, celeb-df-v2=518, in-the-wild=31779, fakeavceleb=21544"}
|
| 4 |
+
{"t": "2026-11-01T12:27:58Z", "level": "INFO", "event": "features_ready", "msg": "[features_ready] fs-a3b70d8acd complete on MIHMahmudEli/davidnet-q1-data"}
|
| 5 |
+
{"t": "2026-11-01T12:27:59Z", "level": "INFO", "event": "experiment_registered", "msg": "[experiment_registered] EXP_152 = full:qacp-scaled:s123 (config_hash=df9e80e5e4d1, claimed=False)", "config_hash": "df9e80e5e4d1", "claimed": false}
|
| 6 |
+
{"t": "2026-11-01T12:28:00Z", "level": "INFO", "event": "experiment_started", "msg": "[experiment_started] EXP_152 qacp-scaled seed 123 (exp_id=EXP_152, stage=qacp, split=strict)", "exp_id": "EXP_152", "stage": "qacp", "split": "strict"}
|
| 7 |
+
{"t": "2026-11-01T12:32:04Z", "level": "INFO", "event": "dataset_loaded", "msg": "[dataset_loaded] fakeavceleb: 400 rows, 400 clips (rows=400, clips=400)", "rows": 400, "clips": 400}
|
| 8 |
+
{"t": "2026-11-01T12:32:12Z", "level": "INFO", "event": "dataset_loaded", "msg": "[dataset_loaded] fakeavceleb (qacp): 1600 rows, 400 clips (rows=1600, clips=400)", "rows": 1600, "clips": 400}
|
| 9 |
+
{"t": "2026-11-01T12:32:13Z", "level": "INFO", "event": "model_initialized", "msg": "[model_initialized] qacp-scaled: 85.4 M params (85.4 M trainable) (total=85366665, trainable=85366665)", "total": 85366665, "trainable": 85366665}
|
| 10 |
+
{"t": "2026-11-01T12:32:19Z", "level": "INFO", "event": "training_started", "msg": "[training_started] EXP_152 qacp: 16384 train / 2048 val, micro 256 x accum 1 = 256, 3200 steps, fp16 (exp_id=EXP_152)", "exp_id": "EXP_152"}
|
| 11 |
+
{"t": "2026-11-01T12:33:47Z", "level": "INFO", "event": "epoch_completed", "msg": "[epoch_completed] EXP_152 epoch 1/50 (epoch=1, step=64, lr=0.00012, train/qacp_v=5.492, train/qacp_a=5.397, train/qacp_c=5.517, train/total=16.41, val/qacp_v_loss=5.389, val/qacp_a_loss=5.336, val/qacp_c_loss=5.553, val/qacp_loss=16.28, val/at_floor=0, epoch_seconds=86.7, val_seconds=3.8, best=16.28, improved=True)", "epoch": 1, "step": 64, "lr": 0.00011999999999999999, "train/qacp_v": 5.492124021053314, "train/qacp_a": 5.39739353954792, "train/qacp_c": 5.516958758234978, "train/total": 16.40647615492344, "val/qacp_v_loss": 5.388970255851746, "val/qacp_a_loss": 5.336021363735199, "val/qacp_c_loss": 5.5528868436813354, "val/qacp_loss": 16.277878761291504, "val/at_floor": 0.0, "epoch_seconds": 86.7, "val_seconds": 3.8, "best": 16.277878761291504, "improved": true}
|
| 12 |
+
{"t": "2026-11-01T12:33:47Z", "level": "INFO", "event": "validation_completed", "msg": "[validation_completed] val/qacp_loss=16.277878761291504"}
|
| 13 |
+
{"t": "2026-11-01T12:35:20Z", "level": "INFO", "event": "epoch_completed", "msg": "[epoch_completed] EXP_152 epoch 2/50 (epoch=2, step=128, lr=0.00024, train/qacp_v=5.085, train/qacp_a=5.064, train/qacp_c=5.485, train/total=15.63, val/qacp_v_loss=5.334, val/qacp_a_loss=5.429, val/qacp_c_loss=5.534, val/qacp_loss=16.3, val/at_floor=0, epoch_seconds=92.5, val_seconds=3.9, best=16.28, improved=False)", "epoch": 2, "step": 128, "lr": 0.00023999999999999998, "train/qacp_v": 5.0853069722652435, "train/qacp_a": 5.063701041042805, "train/qacp_c": 5.4854894280433655, "train/total": 15.634497359395027, "val/qacp_v_loss": 5.3335259556770325, "val/qacp_a_loss": 5.429376423358917, "val/qacp_c_loss": 5.53413063287735, "val/qacp_loss": 16.297032833099365, "val/at_floor": 0.0, "epoch_seconds": 92.5, "val_seconds": 3.9, "best": 16.277878761291504, "improved": false}
|
| 14 |
+
{"t": "2026-11-01T12:35:20Z", "level": "INFO", "event": "validation_completed", "msg": "[validation_completed] val/qacp_loss=16.297032833099365"}
|
| 15 |
+
{"t": "2026-11-01T12:36:50Z", "level": "INFO", "event": "epoch_completed", "msg": "[epoch_completed] EXP_152 epoch 3/50 (epoch=3, step=192, lr=0.0002999, train/qacp_v=4.961, train/qacp_a=4.965, train/qacp_c=5.511, train/total=15.44, val/qacp_v_loss=5.444, val/qacp_a_loss=5.576, val/qacp_c_loss=5.541, val/qacp_loss=16.56, val/at_floor=0, epoch_seconds=90.5, val_seconds=3.9, best=16.28, improved=False)", "epoch": 3, "step": 192, "lr": 0.0002999286396847723, "train/qacp_v": 4.961249552667141, "train/qacp_a": 4.9649598598480225, "train/qacp_c": 5.5112449452281, "train/total": 15.437454342842102, "val/qacp_v_loss": 5.443565666675568, "val/qacp_a_loss": 5.57571542263031, "val/qacp_c_loss": 5.54126113653183, "val/qacp_loss": 16.560542106628418, "val/at_floor": 0.0, "epoch_seconds": 90.5, "val_seconds": 3.9, "best": 16.277878761291504, "improved": false}
|
| 16 |
+
{"t": "2026-11-01T12:36:50Z", "level": "INFO", "event": "validation_completed", "msg": "[validation_completed] val/qacp_loss=16.560542106628418"}
|
| 17 |
+
{"t": "2026-11-01T12:38:20Z", "level": "INFO", "event": "epoch_completed", "msg": "[epoch_completed] EXP_152 epoch 4/50 (epoch=4, step=256, lr=0.0002993, train/qacp_v=4.923, train/qacp_a=4.926, train/qacp_c=5.541, train/total=15.39, val/qacp_v_loss=5.329, val/qacp_a_loss=5.619, val/qacp_c_loss=5.541, val/qacp_loss=16.49, val/at_floor=0, epoch_seconds=89.5, val_seconds=3.9, best=16.28, improved=False)", "epoch": 4, "step": 256, "lr": 0.00029929989496620173, "train/qacp_v": 4.923301696777344, "train/qacp_a": 4.925808370113373, "train/qacp_c": 5.5412238240242, "train/total": 15.39033392071724, "val/qacp_v_loss": 5.329329788684845, "val/qacp_a_loss": 5.619116961956024, "val/qacp_c_loss": 5.541255533695221, "val/qacp_loss": 16.489702224731445, "val/at_floor": 0.0, "epoch_seconds": 89.5, "val_seconds": 3.9, "best": 16.277878761291504, "improved": false}
|
| 18 |
+
{"t": "2026-11-01T12:38:20Z", "level": "INFO", "event": "validation_completed", "msg": "[validation_completed] val/qacp_loss=16.489702224731445"}
|
| 19 |
+
{"t": "2026-11-01T12:39:49Z", "level": "INFO", "event": "epoch_completed", "msg": "[epoch_completed] EXP_152 epoch 5/50 (epoch=5, step=320, lr=0.000298, train/qacp_v=4.905, train/qacp_a=4.908, train/qacp_c=5.541, train/total=15.35, val/qacp_v_loss=5.416, val/qacp_a_loss=5.596, val/qacp_c_loss=5.541, val/qacp_loss=16.55, val/at_floor=0, epoch_seconds=89.9, val_seconds=3.9, best=16.28, improved=False)", "epoch": 5, "step": 320, "lr": 0.00029802485891278695, "train/qacp_v": 4.904855065047741, "train/qacp_a": 4.9078319519758224, "train/qacp_c": 5.5411746725440025, "train/total": 15.353861674666405, "val/qacp_v_loss": 5.415541648864746, "val/qacp_a_loss": 5.596273958683014, "val/qacp_c_loss": 5.5412381291389465, "val/qacp_loss": 16.553053379058838, "val/at_floor": 0.0, "epoch_seconds": 89.9, "val_seconds": 3.9, "best": 16.277878761291504, "improved": false}
|
| 20 |
+
{"t": "2026-11-01T12:39:49Z", "level": "INFO", "event": "validation_completed", "msg": "[validation_completed] val/qacp_loss=16.553053379058838"}
|
| 21 |
+
{"t": "2026-11-01T12:41:20Z", "level": "INFO", "event": "epoch_completed", "msg": "[epoch_completed] EXP_152 epoch 6/50 (epoch=6, step=384, lr=0.0002961, train/qacp_v=4.885, train/qacp_a=4.895, train/qacp_c=5.541, train/total=15.32, val/qacp_v_loss=5.623, val/qacp_a_loss=5.481, val/qacp_c_loss=5.541, val/qacp_loss=16.64, val/at_floor=0, epoch_seconds=90.6, val_seconds=4, best=16.28, improved=False)", "epoch": 6, "step": 384, "lr": 0.00029610910693277255, "train/qacp_v": 4.885420978069305, "train/qacp_a": 4.894875906407833, "train/qacp_c": 5.540855683386326, "train/total": 15.321152612566948, "val/qacp_v_loss": 5.6231730580329895, "val/qacp_a_loss": 5.4809131026268005, "val/qacp_c_loss": 5.540502667427063, "val/qacp_loss": 16.644588947296143, "val/at_floor": 0.0, "epoch_seconds": 90.6, "val_seconds": 4.0, "best": 16.277878761291504, "improved": false}
|
| 22 |
+
{"t": "2026-11-01T12:41:20Z", "level": "INFO", "event": "validation_completed", "msg": "[validation_completed] val/qacp_loss=16.644588947296143"}
|
| 23 |
+
{"t": "2026-11-01T12:42:20Z", "level": "INFO", "event": "heartbeat", "msg": "[heartbeat] heartbeat EXP_152 (worker=kaggle-worker-3, progress_step=429, progress_epoch=6)", "worker": "kaggle-worker-3", "progress_step": 429, "progress_epoch": 6}
|
| 24 |
+
{"t": "2026-11-01T12:42:48Z", "level": "INFO", "event": "epoch_completed", "msg": "[epoch_completed] EXP_152 epoch 7/50 (epoch=7, step=448, lr=0.0002936, train/qacp_v=4.888, train/qacp_a=4.896, train/qacp_c=5.541, train/total=15.33, val/qacp_v_loss=5.637, val/qacp_a_loss=5.616, val/qacp_c_loss=5.541, val/qacp_loss=16.79, val/at_floor=0, epoch_seconds=88.4, val_seconds=3.9, best=16.28, improved=False)", "epoch": 7, "step": 448, "lr": 0.0002935610161221279, "train/qacp_v": 4.8878529742360115, "train/qacp_a": 4.8964612409472466, "train/qacp_c": 5.541229225695133, "train/total": 15.325543448328972, "val/qacp_v_loss": 5.636746942996979, "val/qacp_a_loss": 5.61587792634964, "val/qacp_c_loss": 5.541263580322266, "val/qacp_loss": 16.793888330459595, "val/at_floor": 0.0, "epoch_seconds": 88.4, "val_seconds": 3.9, "best": 16.277878761291504, "improved": false}
|
| 25 |
+
{"t": "2026-11-01T12:42:48Z", "level": "INFO", "event": "validation_completed", "msg": "[validation_completed] val/qacp_loss=16.793888330459595"}
|
| 26 |
+
{"t": "2026-11-01T12:44:00Z", "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}
|
| 27 |
+
{"t": "2026-11-01T12:44:19Z", "level": "INFO", "event": "epoch_completed", "msg": "[epoch_completed] EXP_152 epoch 8/50 (epoch=8, step=512, lr=0.0002904, train/qacp_v=4.875, train/qacp_a=4.877, train/qacp_c=5.541, train/total=15.29, val/qacp_v_loss=5.961, val/qacp_a_loss=5.84, val/qacp_c_loss=5.541, val/qacp_loss=17.34, val/at_floor=0, epoch_seconds=91, val_seconds=4, best=16.28, improved=False)", "epoch": 8, "step": 512, "lr": 0.00029039172863363794, "train/qacp_v": 4.874672532081604, "train/qacp_a": 4.877359762787819, "train/qacp_c": 5.541263572871685, "train/total": 15.293295845389366, "val/qacp_v_loss": 5.960838198661804, "val/qacp_a_loss": 5.840354681015015, "val/qacp_c_loss": 5.541263580322266, "val/qacp_loss": 17.342456817626953, "val/at_floor": 0.0, "epoch_seconds": 91.0, "val_seconds": 4.0, "best": 16.277878761291504, "improved": false}
|
| 28 |
+
{"t": "2026-11-01T12:44:19Z", "level": "INFO", "event": "validation_completed", "msg": "[validation_completed] val/qacp_loss=17.342456817626953"}
|
| 29 |
+
{"t": "2026-11-01T12:45:47Z", "level": "INFO", "event": "epoch_completed", "msg": "[epoch_completed] EXP_152 epoch 9/50 (epoch=9, step=576, lr=0.0002866, train/qacp_v=4.876, train/qacp_a=4.878, train/qacp_c=5.541, train/total=15.3, val/qacp_v_loss=5.818, val/qacp_a_loss=5.737, val/qacp_c_loss=5.541, val/qacp_loss=17.1, val/at_floor=0, epoch_seconds=87.9, val_seconds=4, best=16.28, improved=False)", "epoch": 9, "step": 576, "lr": 0.00028661510295510407, "train/qacp_v": 4.875845417380333, "train/qacp_a": 4.8783673495054245, "train/qacp_c": 5.541263572871685, "train/total": 15.295476391911507, "val/qacp_v_loss": 5.817741394042969, "val/qacp_a_loss": 5.737216889858246, "val/qacp_c_loss": 5.541263580322266, "val/qacp_loss": 17.096221923828125, "val/at_floor": 0.0, "epoch_seconds": 87.9, "val_seconds": 4.0, "best": 16.277878761291504, "improved": false}
|
| 30 |
+
{"t": "2026-11-01T12:45:47Z", "level": "INFO", "event": "validation_completed", "msg": "[validation_completed] val/qacp_loss=17.096221923828125"}
|
| 31 |
+
{"t": "2026-11-01T12:45:47Z", "level": "INFO", "event": "early_stop", "msg": "[early_stop] early stopping: no improvement in 8 epochs"}
|
| 32 |
+
{"t": "2026-11-01T12:45:51Z", "level": "INFO", "event": "checkpoint_saved", "msg": "[checkpoint_saved] step 576 (completed) (step=576, epoch=9, mb=977.4)", "step": 576, "epoch": 9, "mb": 977.4}
|
experiments/EXP_152_qacp-scaled_s123/logs/train_steps.jsonl
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
experiments/EXP_152_qacp-scaled_s123/metrics/training_history.csv
ADDED
|
@@ -0,0 +1,10 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
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
|
| 2 |
+
1,64,0.00011999999999999999,5.492124021053314,5.39739353954792,5.516958758234978,16.40647615492344,5.388970255851746,5.336021363735199,5.5528868436813354,16.277878761291504,0.0,86.7,3.8
|
| 3 |
+
2,128,0.00023999999999999998,5.0853069722652435,5.063701041042805,5.4854894280433655,15.634497359395027,5.3335259556770325,5.429376423358917,5.53413063287735,16.297032833099365,0.0,92.5,3.9
|
| 4 |
+
3,192,0.0002999286396847723,4.961249552667141,4.9649598598480225,5.5112449452281,15.437454342842102,5.443565666675568,5.57571542263031,5.54126113653183,16.560542106628418,0.0,90.5,3.9
|
| 5 |
+
4,256,0.00029929989496620173,4.923301696777344,4.925808370113373,5.5412238240242,15.39033392071724,5.329329788684845,5.619116961956024,5.541255533695221,16.489702224731445,0.0,89.5,3.9
|
| 6 |
+
5,320,0.00029802485891278695,4.904855065047741,4.9078319519758224,5.5411746725440025,15.353861674666405,5.415541648864746,5.596273958683014,5.5412381291389465,16.553053379058838,0.0,89.9,3.9
|
| 7 |
+
6,384,0.00029610910693277255,4.885420978069305,4.894875906407833,5.540855683386326,15.321152612566948,5.6231730580329895,5.4809131026268005,5.540502667427063,16.644588947296143,0.0,90.6,4.0
|
| 8 |
+
7,448,0.0002935610161221279,4.8878529742360115,4.8964612409472466,5.541229225695133,15.325543448328972,5.636746942996979,5.61587792634964,5.541263580322266,16.793888330459595,0.0,88.4,3.9
|
| 9 |
+
8,512,0.00029039172863363794,4.874672532081604,4.877359762787819,5.541263572871685,15.293295845389366,5.960838198661804,5.840354681015015,5.541263580322266,17.342456817626953,0.0,91.0,4.0
|
| 10 |
+
9,576,0.00028661510295510407,4.875845417380333,4.8783673495054245,5.541263572871685,15.295476391911507,5.817741394042969,5.737216889858246,5.541263580322266,17.096221923828125,0.0,87.9,4.0
|