MIHMahmudEli commited on
Commit
8207243
·
verified ·
1 Parent(s): cd47a1c

EXP_154_qacp-scaled_s42: checkpoint step 576

Browse files
experiments/EXP_154_qacp-scaled_s42/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": 42,
130
+ "seeds": [
131
+ 42
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-2"
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_154_qacp-scaled_s42/best_model/meta.json ADDED
@@ -0,0 +1,10 @@
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "config_hash": "04a97d36271d",
3
+ "epoch": 1,
4
+ "exp_id": "EXP_154",
5
+ "metric": 16.304255485534668,
6
+ "metric_name": "val/qacp_loss",
7
+ "saved_at": "2026-11-01T12:35:29Z",
8
+ "sha256": "9896b8addf2a7176c7b1ef5abc874a6dc027a9d6a04846ac3a9729ef6c895385",
9
+ "step": 64
10
+ }
experiments/EXP_154_qacp-scaled_s42/best_model/model.safetensors ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:9896b8addf2a7176c7b1ef5abc874a6dc027a9d6a04846ac3a9729ef6c895385
3
+ size 341484140
experiments/EXP_154_qacp-scaled_s42/checkpoints/LATEST.json ADDED
@@ -0,0 +1,9 @@
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "step": 576,
3
+ "dir": "checkpoints/step-0000576",
4
+ "updated_at": "2026-11-01T12:47:57Z",
5
+ "config_hash": "04a97d36271d",
6
+ "history": [
7
+ "checkpoints/step-0000576"
8
+ ]
9
+ }
experiments/EXP_154_qacp-scaled_s42/checkpoints/step-0000576/meta.json ADDED
@@ -0,0 +1,13 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "config_hash": "04a97d36271d",
3
+ "created_at": "2026-11-01T12:47:54Z",
4
+ "epoch": 9,
5
+ "files": {
6
+ "training_state.pt": {
7
+ "bytes": 977379099,
8
+ "sha256": "fecff12bce0c803d2024b0ee3c177e16e37a4a616ddc0ec31d9421d923b9418f"
9
+ }
10
+ },
11
+ "reason": "completed",
12
+ "step": 576
13
+ }
experiments/EXP_154_qacp-scaled_s42/checkpoints/step-0000576/training_state.pt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:fecff12bce0c803d2024b0ee3c177e16e37a4a616ddc0ec31d9421d923b9418f
3
+ size 977379099
experiments/EXP_154_qacp-scaled_s42/logs/pipeline.jsonl ADDED
@@ -0,0 +1,32 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {"t": "2026-11-01T12:27:57Z", "level": "INFO", "event": "session_started", "msg": "[session_started] run_type=Batch mode=full device=cuda (Tesla T4, fp16) (git=320dc56ad9ce522377ad527721fd8a9911b65da7)", "git": "320dc56ad9ce522377ad527721fd8a9911b65da7"}
2
+ {"t": "2026-11-01T12:28:00Z", "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": "2026-11-01T12:28:14Z", "level": "INFO", "event": "dataset_loaded", "msg": "[dataset_loaded] frozen data 30767e27dae3: in-the-wild=31779, dfdc-10=5000, fakeavceleb=21544, wavefake=11000, deepfaketimit=640, celeb-df-v2=518, asvspoof2019-la=71237"}
4
+ {"t": "2026-11-01T12:28:14Z", "level": "INFO", "event": "features_ready", "msg": "[features_ready] fs-a3b70d8acd complete on MIHMahmudEli/davidnet-q1-data"}
5
+ {"t": "2026-11-01T12:28:16Z", "level": "INFO", "event": "experiment_registered", "msg": "[experiment_registered] EXP_154 = full:qacp-scaled:s42 (config_hash=04a97d36271d, claimed=False)", "config_hash": "04a97d36271d", "claimed": false}
6
+ {"t": "2026-11-01T12:28:17Z", "level": "INFO", "event": "experiment_started", "msg": "[experiment_started] EXP_154 qacp-scaled seed 42 (exp_id=EXP_154, stage=qacp, split=strict)", "exp_id": "EXP_154", "stage": "qacp", "split": "strict"}
7
+ {"t": "2026-11-01T12:33:40Z", "level": "INFO", "event": "dataset_loaded", "msg": "[dataset_loaded] fakeavceleb: 400 rows, 400 clips (rows=400, clips=400)", "rows": 400, "clips": 400}
8
+ {"t": "2026-11-01T12:33:50Z", "level": "INFO", "event": "dataset_loaded", "msg": "[dataset_loaded] fakeavceleb (qacp): 1600 rows, 400 clips (rows=1600, clips=400)", "rows": 1600, "clips": 400}
9
+ {"t": "2026-11-01T12:33:51Z", "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": "2026-11-01T12:33:58Z", "level": "INFO", "event": "training_started", "msg": "[training_started] EXP_154 qacp: 16384 train / 2048 val, micro 256 x accum 1 = 256, 3200 steps, fp16 (exp_id=EXP_154)", "exp_id": "EXP_154"}
11
+ {"t": "2026-11-01T12:35:30Z", "level": "INFO", "event": "epoch_completed", "msg": "[epoch_completed] EXP_154 epoch 1/50 (epoch=1, step=64, lr=0.0001219, train/qacp_v=5.477, train/qacp_a=5.398, train/qacp_c=5.526, train/total=16.4, val/qacp_v_loss=5.416, val/qacp_a_loss=5.347, val/qacp_c_loss=5.541, val/qacp_loss=16.3, val/at_floor=0, epoch_seconds=90.4, val_seconds=4, best=16.3, improved=True)", "epoch": 1, "step": 64, "lr": 0.000121875, "train/qacp_v": 5.476787783205509, "train/qacp_a": 5.398124672472477, "train/qacp_c": 5.52605415135622, "train/total": 16.400966614484787, "val/qacp_v_loss": 5.416341781616211, "val/qacp_a_loss": 5.34665983915329, "val/qacp_c_loss": 5.541253566741943, "val/qacp_loss": 16.304255485534668, "val/at_floor": 0.0, "epoch_seconds": 90.4, "val_seconds": 4.0, "best": 16.304255485534668, "improved": true}
12
+ {"t": "2026-11-01T12:35:30Z", "level": "INFO", "event": "validation_completed", "msg": "[validation_completed] val/qacp_loss=16.304255485534668"}
13
+ {"t": "2026-11-01T12:37:04Z", "level": "INFO", "event": "epoch_completed", "msg": "[epoch_completed] EXP_154 epoch 2/50 (epoch=2, step=128, lr=0.00024, train/qacp_v=5.093, train/qacp_a=5.091, train/qacp_c=5.541, train/total=15.73, val/qacp_v_loss=5.713, val/qacp_a_loss=5.481, val/qacp_c_loss=5.541, val/qacp_loss=16.73, val/at_floor=0, epoch_seconds=94.4, val_seconds=4.2, best=16.3, improved=False)", "epoch": 2, "step": 128, "lr": 0.00023999999999999998, "train/qacp_v": 5.092923894524574, "train/qacp_a": 5.091391004621983, "train/qacp_c": 5.54112883657217, "train/total": 15.725443795323372, "val/qacp_v_loss": 5.712511122226715, "val/qacp_a_loss": 5.480985760688782, "val/qacp_c_loss": 5.541247487068176, "val/qacp_loss": 16.734744548797607, "val/at_floor": 0.0, "epoch_seconds": 94.4, "val_seconds": 4.2, "best": 16.304255485534668, "improved": false}
14
+ {"t": "2026-11-01T12:37:04Z", "level": "INFO", "event": "validation_completed", "msg": "[validation_completed] val/qacp_loss=16.734744548797607"}
15
+ {"t": "2026-11-01T12:38:39Z", "level": "INFO", "event": "epoch_completed", "msg": "[epoch_completed] EXP_154 epoch 3/50 (epoch=3, step=192, lr=0.0002999, train/qacp_v=4.954, train/qacp_a=4.962, train/qacp_c=5.539, train/total=15.46, val/qacp_v_loss=5.669, val/qacp_a_loss=5.607, val/qacp_c_loss=5.54, val/qacp_loss=16.82, val/at_floor=0, epoch_seconds=94.9, val_seconds=4.2, best=16.3, improved=False)", "epoch": 3, "step": 192, "lr": 0.0002999286396847723, "train/qacp_v": 4.953504100441933, "train/qacp_a": 4.962179027497768, "train/qacp_c": 5.539421819150448, "train/total": 15.455104917287827, "val/qacp_v_loss": 5.668733179569244, "val/qacp_a_loss": 5.606981337070465, "val/qacp_c_loss": 5.540372371673584, "val/qacp_loss": 16.816086530685425, "val/at_floor": 0.0, "epoch_seconds": 94.9, "val_seconds": 4.2, "best": 16.304255485534668, "improved": false}
16
+ {"t": "2026-11-01T12:38:39Z", "level": "INFO", "event": "validation_completed", "msg": "[validation_completed] val/qacp_loss=16.816086530685425"}
17
+ {"t": "2026-11-01T12:40:11Z", "level": "INFO", "event": "epoch_completed", "msg": "[epoch_completed] EXP_154 epoch 4/50 (epoch=4, step=256, lr=0.0002993, train/qacp_v=4.917, train/qacp_a=4.929, train/qacp_c=5.542, train/total=15.39, val/qacp_v_loss=5.666, val/qacp_a_loss=5.685, val/qacp_c_loss=5.541, val/qacp_loss=16.89, val/at_floor=0, epoch_seconds=92.1, val_seconds=4.1, best=16.3, improved=False)", "epoch": 4, "step": 256, "lr": 0.00029929989496620173, "train/qacp_v": 4.917236901819706, "train/qacp_a": 4.928555339574814, "train/qacp_c": 5.541923806071281, "train/total": 15.387716069817543, "val/qacp_v_loss": 5.665725588798523, "val/qacp_a_loss": 5.684862434864044, "val/qacp_c_loss": 5.541263580322266, "val/qacp_loss": 16.891851902008057, "val/at_floor": 0.0, "epoch_seconds": 92.1, "val_seconds": 4.1, "best": 16.304255485534668, "improved": false}
18
+ {"t": "2026-11-01T12:40:11Z", "level": "INFO", "event": "validation_completed", "msg": "[validation_completed] val/qacp_loss=16.891851902008057"}
19
+ {"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}
20
+ {"t": "2026-11-01T12:41:43Z", "level": "INFO", "event": "validation_completed", "msg": "[validation_completed] val/qacp_loss=17.11309289932251"}
21
+ {"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}
22
+ {"t": "2026-11-01T12:43:15Z", "level": "INFO", "event": "validation_completed", "msg": "[validation_completed] val/qacp_loss=16.849355697631836"}
23
+ {"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}
24
+ {"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}
25
+ {"t": "2026-11-01T12:44:48Z", "level": "INFO", "event": "validation_completed", "msg": "[validation_completed] val/qacp_loss=16.931358098983765"}
26
+ {"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}
27
+ {"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}
28
+ {"t": "2026-11-01T12:46:24Z", "level": "INFO", "event": "validation_completed", "msg": "[validation_completed] val/qacp_loss=17.323715925216675"}
29
+ {"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}
30
+ {"t": "2026-11-01T12:47:53Z", "level": "INFO", "event": "validation_completed", "msg": "[validation_completed] val/qacp_loss=16.89767599105835"}
31
+ {"t": "2026-11-01T12:47:53Z", "level": "INFO", "event": "early_stop", "msg": "[early_stop] early stopping: no improvement in 8 epochs"}
32
+ {"t": "2026-11-01T12:47:57Z", "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_154_qacp-scaled_s42/logs/train_steps.jsonl ADDED
The diff for this file is too large to render. See raw diff
 
experiments/EXP_154_qacp-scaled_s42/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
+ 1,64,0.000121875,5.476787783205509,5.398124672472477,5.52605415135622,16.400966614484787,5.416341781616211,5.34665983915329,5.541253566741943,16.304255485534668,0.0,90.4,4.0
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