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Upload log_seed_65.log with huggingface_hub

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  1. log_seed_65.log +583 -0
log_seed_65.log ADDED
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+ [2026-04-28 02:34:42,310][__main__][INFO] - seed: 65
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+ result_path: ${hydra:runtime.output_dir}
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+ misc:
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+ bfloat16: false
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+ wandb: true
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+ compile_model: false
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+ save_cloud: false
8
+ encoder_lazy_load: false
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+ dataset:
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+ name: ReDocRED
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+ path: data/redocred
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+ rel2id: ${dataset.path}/rel2id.json
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+ sets:
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+ train: ${dataset.path}/train_revised.json
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+ dev: ${dataset.path}/dev_revised.json
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+ test: ${dataset.path}/test_revised.json
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+ num_class: 97
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+ max_seq_length: 1024
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+ cached_location: ${dataset.path}/cached.pkl
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+ encoder:
21
+ name: roberta-large
22
+ transformer_type: roberta
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+ attn_impl: null
24
+ lazy: ${misc.encoder_lazy_load}
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+ trainer:
26
+ use_bfloat16: ${misc.bfloat16}
27
+ epochs: 35
28
+ batch_size: 3
29
+ eval_freq: -1
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+ print_freq: 100
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+ max_grad_norm: -1
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+ model_save: ${result_path}/best.pt
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+ ema: true
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+ ema_rate: 0.999
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+ pretrain_lr: 1.0e-05
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+ new_lr: 8.0e-05
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+ warmup_steps: 1000
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+ optimizer_cfg:
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+ name: AdamW
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+ kwargs:
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+ betas:
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+ - 0.9
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+ - 0.98
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+ eps: 1.0e-09
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+ wandb:
46
+ used: ${misc.wandb}
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+ entity: triyn01052004-vietnam-national-university-hanoi
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+ project: RR-RE
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+ tester:
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+ batch_size: 4
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+ rel2id: ${dataset.path}/rel2id.json
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+ data_dir: ${dataset.path}
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+ sets: ${dataset.sets}
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+ eval_type: redocred
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+ loss:
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+ tag: PN
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+ num_class: ${dataset.num_class}
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+ S_PU_e: 1.0
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+ S_PU_margin: 0.25
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+ S_PU_beta: 0.0
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+ model:
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+ is_compiled: ${misc.compile_model}
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+ num_class: ${dataset.num_class}
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+ H_layers: 2
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+ L_layers: 1
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+ H_cycles: 2
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+ L_cycles: 1
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+ num_heads: 8
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+ expansion: 4
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+ num_tokens: 64
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+ rope_theta: 10000.0
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+ single_net: true
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+ use_mlp: true
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+ dropout_rate: 0.1
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+ topk: 0
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+ halt_max_steps: 1
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+ num_mem_tokens: 64
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+ saver:
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+ is_saved: ${misc.save_cloud}
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+ repo_id: ledas/RR-RE
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+ model_save: ${trainer.model_save}
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+
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+ [2026-04-28 02:34:44,061][datasets.redocred][INFO] - use cached dataset.
84
+ [2026-04-28 02:34:58,969][trainer][INFO] - Use float32.
85
+ [2026-04-28 02:34:58,995][trainer][INFO] - Total update steps: 35595
86
+ [2026-04-28 02:34:58,995][trainer][INFO] - Total warmup steps: 1000
87
+ [2026-04-28 02:34:58,996][trainer][INFO] - epoch 1/35 ====================================================================================================
88
+ [2026-04-28 02:35:26,019][trainer][INFO] - step: 100, batch loss: 17.406862832351898
89
+ [2026-04-28 02:35:51,846][trainer][INFO] - step: 200, batch loss: 5.843019621350443
90
+ [2026-04-28 02:36:18,290][trainer][INFO] - step: 300, batch loss: 2.525695828526899
91
+ [2026-04-28 02:36:45,075][trainer][INFO] - step: 400, batch loss: 1.4436955827033697
92
+ [2026-04-28 02:37:11,986][trainer][INFO] - step: 500, batch loss: 0.9066471102306829
93
+ [2026-04-28 02:37:38,410][trainer][INFO] - step: 600, batch loss: 0.6314957146353566
94
+ [2026-04-28 02:38:04,927][trainer][INFO] - step: 700, batch loss: 0.47267110255127986
95
+ [2026-04-28 02:38:30,683][trainer][INFO] - step: 800, batch loss: 0.37382079912196703
96
+ [2026-04-28 02:38:58,913][trainer][INFO] - step: 900, batch loss: 0.31148098882142217
97
+ [2026-04-28 02:39:25,265][trainer][INFO] - step: 1000, batch loss: 0.2600835870763122
98
+ [2026-04-28 02:40:25,066][trainer][INFO] - step: 1017, Dev result : {'dev_F1': 0.770475734573389, 'dev_F1_ign': 0.680467905257792, 'dev_precision': 0.47974564964373917, 'dev_recall': 1.9555658412404537} .
99
+ [2026-04-28 02:40:42,652][trainer][INFO] - Test result: {'test_F1': 0.6445026628783687, 'test_F1_ign': 0.5953792951006052, 'test_precision': 0.41030459635110794, 'test_recall': 1.5016047684548373} .
100
+ [2026-04-28 02:40:42,712][trainer][INFO] - epoch: 1, loss=3021.4312449018266 .
101
+ [2026-04-28 02:40:42,712][trainer][INFO] - epoch 2/35 ====================================================================================================
102
+ [2026-04-28 02:41:04,272][trainer][INFO] - step: 1100, batch loss: 0.211666679598421
103
+ [2026-04-28 02:41:29,785][trainer][INFO] - step: 1200, batch loss: 0.17710760682658006
104
+ [2026-04-28 02:41:55,824][trainer][INFO] - step: 1300, batch loss: 0.14691629403467965
105
+ [2026-04-28 02:42:22,547][trainer][INFO] - step: 1400, batch loss: 0.12623408040808065
106
+ [2026-04-28 02:42:48,597][trainer][INFO] - step: 1500, batch loss: 0.10999422523156793
107
+ [2026-04-28 02:43:14,877][trainer][INFO] - step: 1600, batch loss: 0.09546348091865736
108
+ [2026-04-28 02:43:41,790][trainer][INFO] - step: 1700, batch loss: 0.08432341052171982
109
+ [2026-04-28 02:44:09,151][trainer][INFO] - step: 1800, batch loss: 0.07329820218625868
110
+ [2026-04-28 02:44:35,796][trainer][INFO] - step: 1900, batch loss: 0.06388420712011796
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+ [2026-04-28 02:45:01,350][trainer][INFO] - step: 2000, batch loss: 0.05624916121449372
112
+ [2026-04-28 02:45:28,083][trainer][INFO] - step: 2034, Dev result : {'dev_F1': 47.75154377043226, 'dev_F1_ign': 46.26603494800886, 'dev_precision': 64.15186414210423, 'dev_recall': 38.029391344596156} .
113
+ [2026-04-28 02:45:47,252][trainer][INFO] - Test result: {'test_F1': 47.661550741990496, 'test_F1_ign': 46.19799757571289, 'test_precision': 64.9461089686542, 'test_recall': 37.64328289775332} .
114
+ [2026-04-28 02:45:47,336][trainer][INFO] - epoch: 2, loss=112.42652250686538 .
115
+ [2026-04-28 02:45:47,337][trainer][INFO] - epoch 3/35 ====================================================================================================
116
+ [2026-04-28 02:46:04,886][trainer][INFO] - step: 2100, batch loss: 0.049391989091984334
117
+ [2026-04-28 02:46:30,969][trainer][INFO] - step: 2200, batch loss: 0.04388423671349439
118
+ [2026-04-28 02:46:58,012][trainer][INFO] - step: 2300, batch loss: 0.03937569410448943
119
+ [2026-04-28 02:47:24,511][trainer][INFO] - step: 2400, batch loss: 0.036167094344221
120
+ [2026-04-28 02:47:51,006][trainer][INFO] - step: 2500, batch loss: 0.03204359685632074
121
+ [2026-04-28 02:48:17,829][trainer][INFO] - step: 2600, batch loss: 0.02947394114327275
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+ [2026-04-28 02:48:44,695][trainer][INFO] - step: 2700, batch loss: 0.02642027489609447
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+ [2026-04-28 02:49:11,183][trainer][INFO] - step: 2800, batch loss: 0.02494901681098319
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+ [2026-04-28 02:49:36,937][trainer][INFO] - step: 2900, batch loss: 0.022328468116093833
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+ [2026-04-28 02:50:03,521][trainer][INFO] - step: 3000, batch loss: 0.021545818375212314
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+ [2026-04-28 02:50:34,907][trainer][INFO] - step: 3051, Dev result : {'dev_F1': 62.33743511984604, 'dev_F1_ign': 60.37416709392459, 'dev_precision': 62.839506172839506, 'dev_recall': 61.84332330479055} .
127
+ [2026-04-28 02:50:54,598][trainer][INFO] - Test result: {'test_F1': 63.966327442557734, 'test_F1_ign': 61.994014776626706, 'test_precision': 64.35408086315911, 'test_recall': 63.583218707015135} .
128
+ [2026-04-28 02:50:54,692][trainer][INFO] - epoch: 3, loss=31.786314293906504 .
129
+ [2026-04-28 02:50:54,693][trainer][INFO] - epoch 4/35 ====================================================================================================
130
+ [2026-04-28 02:51:07,448][trainer][INFO] - step: 3100, batch loss: 0.01953184375344099
131
+ [2026-04-28 02:51:33,556][trainer][INFO] - step: 3200, batch loss: 0.018267063622094636
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+ [2026-04-28 02:52:00,151][trainer][INFO] - step: 3300, batch loss: 0.016939544952956558
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+ [2026-04-28 02:52:26,014][trainer][INFO] - step: 3400, batch loss: 0.015971019888732882
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+ [2026-04-28 02:52:51,334][trainer][INFO] - step: 3500, batch loss: 0.014826425153907306
135
+ [2026-04-28 02:53:18,125][trainer][INFO] - step: 3600, batch loss: 0.013977856826374042
136
+ [2026-04-28 02:53:45,126][trainer][INFO] - step: 3700, batch loss: 0.013183031635844824
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+ [2026-04-28 02:54:11,627][trainer][INFO] - step: 3800, batch loss: 0.012886288576054294
138
+ [2026-04-28 02:54:37,710][trainer][INFO] - step: 3900, batch loss: 0.01217178959077383
139
+ [2026-04-28 02:55:04,840][trainer][INFO] - step: 4000, batch loss: 0.011722429014636562
140
+ [2026-04-28 02:55:39,715][trainer][INFO] - step: 4068, Dev result : {'dev_F1': 67.30073181686085, 'dev_F1_ign': 65.13743343315585, 'dev_precision': 61.929304225215155, 'dev_recall': 73.69243230733626} .
141
+ [2026-04-28 02:55:58,830][trainer][INFO] - Test result: {'test_F1': 68.41218883216673, 'test_F1_ign': 66.23543288238947, 'test_precision': 63.24316434757225, 'test_recall': 74.50137551581844} .
142
+ [2026-04-28 02:55:58,926][trainer][INFO] - epoch: 4, loss=14.696435405521282 .
143
+ [2026-04-28 02:55:58,927][trainer][INFO] - epoch 5/35 ====================================================================================================
144
+ [2026-04-28 02:56:07,372][trainer][INFO] - step: 4100, batch loss: 0.010859356746753703
145
+ [2026-04-28 02:56:33,237][trainer][INFO] - step: 4200, batch loss: 0.010270188664180415
146
+ [2026-04-28 02:57:00,648][trainer][INFO] - step: 4300, batch loss: 0.01042454775472566
147
+ [2026-04-28 02:57:26,170][trainer][INFO] - step: 4400, batch loss: 0.009559950776761831
148
+ [2026-04-28 02:57:51,850][trainer][INFO] - step: 4500, batch loss: 0.009367011829689981
149
+ [2026-04-28 02:58:17,687][trainer][INFO] - step: 4600, batch loss: 0.009408104884314424
150
+ [2026-04-28 02:58:44,745][trainer][INFO] - step: 4700, batch loss: 0.009054698847072284
151
+ [2026-04-28 02:59:13,169][trainer][INFO] - step: 4800, batch loss: 0.009120773616816043
152
+ [2026-04-28 02:59:39,784][trainer][INFO] - step: 4900, batch loss: 0.008974127984397609
153
+ [2026-04-28 03:00:05,803][trainer][INFO] - step: 5000, batch loss: 0.009000973587081997
154
+ [2026-04-28 03:00:46,389][trainer][INFO] - step: 5085, Dev result : {'dev_F1': 69.30842248003616, 'dev_F1_ign': 67.04374599480984, 'dev_precision': 61.22992279705386, 'dev_recall': 79.84262902105993} .
155
+ [2026-04-28 03:01:06,082][trainer][INFO] - Test result: {'test_F1': 70.23952695931047, 'test_F1_ign': 67.97809652062932, 'test_precision': 62.397613960113965, 'test_recall': 80.33585511233379} .
156
+ [2026-04-28 03:01:06,165][trainer][INFO] - epoch: 5, loss=9.575392026866687 .
157
+ [2026-04-28 03:01:06,165][trainer][INFO] - epoch 6/35 ====================================================================================================
158
+ [2026-04-28 03:01:10,420][trainer][INFO] - step: 5100, batch loss: 0.008657254664219911
159
+ [2026-04-28 03:01:36,170][trainer][INFO] - step: 5200, batch loss: 0.007642289753664298
160
+ [2026-04-28 03:02:02,962][trainer][INFO] - step: 5300, batch loss: 0.007928731489626062
161
+ [2026-04-28 03:02:28,676][trainer][INFO] - step: 5400, batch loss: 0.007590610624031173
162
+ [2026-04-28 03:02:55,095][trainer][INFO] - step: 5500, batch loss: 0.007723598443252199
163
+ [2026-04-28 03:03:21,524][trainer][INFO] - step: 5600, batch loss: 0.0076572659644721045
164
+ [2026-04-28 03:03:47,954][trainer][INFO] - step: 5700, batch loss: 0.007516988391694101
165
+ [2026-04-28 03:04:15,182][trainer][INFO] - step: 5800, batch loss: 0.007605492113503376
166
+ [2026-04-28 03:04:41,341][trainer][INFO] - step: 5900, batch loss: 0.007072122973959685
167
+ [2026-04-28 03:05:07,878][trainer][INFO] - step: 6000, batch loss: 0.007194036795394633
168
+ [2026-04-28 03:05:34,730][trainer][INFO] - step: 6100, batch loss: 0.007308917872756833
169
+ [2026-04-28 03:05:53,176][trainer][INFO] - step: 6102, Dev result : {'dev_F1': 70.14438291139241, 'dev_F1_ign': 67.84245722312845, 'dev_precision': 61.241581764807464, 'dev_recall': 82.07590835454755} .
170
+ [2026-04-28 03:06:12,604][trainer][INFO] - Test result: {'test_F1': 71.16491953344159, 'test_F1_ign': 68.87630321203511, 'test_precision': 62.35446313065977, 'test_recall': 82.8748280605227} .
171
+ [2026-04-28 03:06:12,689][trainer][INFO] - epoch: 6, loss=7.659746620335815 .
172
+ [2026-04-28 03:06:12,689][trainer][INFO] - epoch 7/35 ====================================================================================================
173
+ [2026-04-28 03:06:39,416][trainer][INFO] - step: 6200, batch loss: 0.006515566638201095
174
+ [2026-04-28 03:07:05,862][trainer][INFO] - step: 6300, batch loss: 0.006350166933012829
175
+ [2026-04-28 03:07:31,734][trainer][INFO] - step: 6400, batch loss: 0.006887639351452447
176
+ [2026-04-28 03:07:59,084][trainer][INFO] - step: 6500, batch loss: 0.006390372291884959
177
+ [2026-04-28 03:08:25,218][trainer][INFO] - step: 6600, batch loss: 0.006460498939151171
178
+ [2026-04-28 03:08:52,410][trainer][INFO] - step: 6700, batch loss: 0.006489941679710564
179
+ [2026-04-28 03:09:19,072][trainer][INFO] - step: 6800, batch loss: 0.006412080319277278
180
+ [2026-04-28 03:09:44,692][trainer][INFO] - step: 6900, batch loss: 0.006260437755595918
181
+ [2026-04-28 03:10:09,464][trainer][INFO] - step: 7000, batch loss: 0.006014142802011407
182
+ [2026-04-28 03:10:35,861][trainer][INFO] - step: 7100, batch loss: 0.006417332191326472
183
+ [2026-04-28 03:10:58,623][trainer][INFO] - step: 7119, Dev result : {'dev_F1': 71.18778308541445, 'dev_F1_ign': 68.91342402951189, 'dev_precision': 62.20424758856352, 'dev_recall': 83.20411941680167} .
184
+ [2026-04-28 03:11:17,298][trainer][INFO] - Test result: {'test_F1': 72.3673479475076, 'test_F1_ign': 70.13577977546632, 'test_precision': 63.615033673691066, 'test_recall': 83.91219624025676} .
185
+ [2026-04-28 03:11:17,390][trainer][INFO] - epoch: 7, loss=6.523519768836316 .
186
+ [2026-04-28 03:11:17,391][trainer][INFO] - epoch 8/35 ====================================================================================================
187
+ [2026-04-28 03:11:39,156][trainer][INFO] - step: 7200, batch loss: 0.005959049770337954
188
+ [2026-04-28 03:12:04,704][trainer][INFO] - step: 7300, batch loss: 0.006045729123886761
189
+ [2026-04-28 03:12:31,415][trainer][INFO] - step: 7400, batch loss: 0.005520640586923934
190
+ [2026-04-28 03:12:57,973][trainer][INFO] - step: 7500, batch loss: 0.005535071272847446
191
+ [2026-04-28 03:13:24,200][trainer][INFO] - step: 7600, batch loss: 0.006197545597046974
192
+ [2026-04-28 03:13:50,060][trainer][INFO] - step: 7700, batch loss: 0.005717608829601266
193
+ [2026-04-28 03:14:17,926][trainer][INFO] - step: 7800, batch loss: 0.005819666362687891
194
+ [2026-04-28 03:14:44,292][trainer][INFO] - step: 7900, batch loss: 0.005772976317806446
195
+ [2026-04-28 03:15:10,525][trainer][INFO] - step: 8000, batch loss: 0.005693182917151293
196
+ [2026-04-28 03:15:37,046][trainer][INFO] - step: 8100, batch loss: 0.00551723384341128
197
+ [2026-04-28 03:16:04,981][trainer][INFO] - step: 8136, Dev result : {'dev_F1': 72.37187008512869, 'dev_F1_ign': 70.16203578671517, 'dev_precision': 63.64993632810785, 'dev_recall': 83.86368896088868} .
198
+ [2026-04-28 03:16:24,666][trainer][INFO] - Test result: {'test_F1': 73.55305867665417, 'test_F1_ign': 71.40234726306915, 'test_precision': 65.16679939828333, 'test_recall': 84.41655204034846} .
199
+ [2026-04-28 03:16:24,753][trainer][INFO] - epoch: 8, loss=5.856527936960715 .
200
+ [2026-04-28 03:16:24,754][trainer][INFO] - epoch 9/35 ====================================================================================================
201
+ [2026-04-28 03:16:41,575][trainer][INFO] - step: 8200, batch loss: 0.005278326431703625
202
+ [2026-04-28 03:17:07,590][trainer][INFO] - step: 8300, batch loss: 0.005053534343359366
203
+ [2026-04-28 03:17:33,578][trainer][INFO] - step: 8400, batch loss: 0.004943447215424435
204
+ [2026-04-28 03:17:59,763][trainer][INFO] - step: 8500, batch loss: 0.00531937405452854
205
+ [2026-04-28 03:18:26,265][trainer][INFO] - step: 8600, batch loss: 0.005271392825661203
206
+ [2026-04-28 03:18:52,710][trainer][INFO] - step: 8700, batch loss: 0.0050987467409670615
207
+ [2026-04-28 03:19:17,879][trainer][INFO] - step: 8800, batch loss: 0.004979251430937335
208
+ [2026-04-28 03:19:46,264][trainer][INFO] - step: 8900, batch loss: 0.005111318083677433
209
+ [2026-04-28 03:20:13,649][trainer][INFO] - step: 9000, batch loss: 0.005460299388158425
210
+ [2026-04-28 03:20:40,071][trainer][INFO] - step: 9100, batch loss: 0.005269127104217886
211
+ [2026-04-28 03:21:11,663][trainer][INFO] - step: 9153, Dev result : {'dev_F1': 73.35260995282302, 'dev_F1_ign': 71.236353279597, 'dev_precision': 65.30575377111371, 'dev_recall': 83.66118953945846} .
212
+ [2026-04-28 03:21:30,241][trainer][INFO] - Test result: {'test_F1': 74.41020947732358, 'test_F1_ign': 72.3556697241863, 'test_precision': 66.86312134502924, 'test_recall': 83.87780834479597} .
213
+ [2026-04-28 03:21:30,334][trainer][INFO] - epoch: 9, loss=5.2264237590039695 .
214
+ [2026-04-28 03:21:30,335][trainer][INFO] - epoch 10/35 ====================================================================================================
215
+ [2026-04-28 03:21:42,853][trainer][INFO] - step: 9200, batch loss: 0.004658140930512542
216
+ [2026-04-28 03:22:08,819][trainer][INFO] - step: 9300, batch loss: 0.004723931949086899
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+ [2026-04-28 03:22:35,797][trainer][INFO] - step: 9400, batch loss: 0.0046227187625279935
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+ [2026-04-28 03:23:01,884][trainer][INFO] - step: 9500, batch loss: 0.0046827299425008595
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+ [2026-04-28 03:23:27,992][trainer][INFO] - step: 9600, batch loss: 0.004833944545133234
220
+ [2026-04-28 03:23:54,041][trainer][INFO] - step: 9700, batch loss: 0.004478970723316165
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+ [2026-04-28 03:24:20,855][trainer][INFO] - step: 9800, batch loss: 0.004878405124484483
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+ [2026-04-28 03:24:47,423][trainer][INFO] - step: 9900, batch loss: 0.004519322665520983
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+ [2026-04-28 03:25:13,428][trainer][INFO] - step: 10000, batch loss: 0.004416772536124831
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+ [2026-04-28 03:25:40,214][trainer][INFO] - step: 10100, batch loss: 0.004343111836403632
225
+ [2026-04-28 03:26:16,419][trainer][INFO] - step: 10170, Dev result : {'dev_F1': 74.09846185503369, 'dev_F1_ign': 72.0491809363346, 'dev_precision': 66.70371399462813, 'dev_recall': 83.3371904651701} .
226
+ [2026-04-28 03:26:36,146][trainer][INFO] - Test result: {'test_F1': 75.2795671218758, 'test_F1_ign': 73.29364702475196, 'test_precision': 68.38311019567456, 'test_recall': 83.72306281522238} .
227
+ [2026-04-28 03:26:36,233][trainer][INFO] - epoch: 10, loss=4.721700175770294 .
228
+ [2026-04-28 03:26:36,234][trainer][INFO] - epoch 11/35 ====================================================================================================
229
+ [2026-04-28 03:26:44,330][trainer][INFO] - step: 10200, batch loss: 0.0046717523589862
230
+ [2026-04-28 03:27:10,690][trainer][INFO] - step: 10300, batch loss: 0.004204947713389381
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+ [2026-04-28 03:27:37,100][trainer][INFO] - step: 10400, batch loss: 0.004192113119409917
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+ [2026-04-28 03:28:04,251][trainer][INFO] - step: 10500, batch loss: 0.004254671328610832
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+ [2026-04-28 03:28:31,231][trainer][INFO] - step: 10600, batch loss: 0.004249036562303619
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+ [2026-04-28 03:28:58,936][trainer][INFO] - step: 10700, batch loss: 0.004564213692004573
235
+ [2026-04-28 03:29:26,795][trainer][INFO] - step: 10800, batch loss: 0.0040464731408177005
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+ [2026-04-28 03:29:54,785][trainer][INFO] - step: 10900, batch loss: 0.004091570192185438
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+ [2026-04-28 03:30:22,023][trainer][INFO] - step: 11000, batch loss: 0.004354600907142803
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+ [2026-04-28 03:30:48,225][trainer][INFO] - step: 11100, batch loss: 0.00439679487548708
239
+ [2026-04-28 03:31:31,310][trainer][INFO] - step: 11187, Dev result : {'dev_F1': 74.85687519517018, 'dev_F1_ign': 72.89301081737717, 'dev_precision': 68.02402572833901, 'dev_recall': 83.21569081231196} .
240
+ [2026-04-28 03:31:52,734][trainer][INFO] - Test result: {'test_F1': 76.10130147883467, 'test_F1_ign': 74.19571912094364, 'test_precision': 69.82721485665056, 'test_recall': 83.61416781292985} .
241
+ [2026-04-28 03:31:52,842][trainer][INFO] - epoch: 11, loss=4.302271300704052 .
242
+ [2026-04-28 03:31:52,843][trainer][INFO] - epoch 12/35 ====================================================================================================
243
+ [2026-04-28 03:31:56,387][trainer][INFO] - step: 11200, batch loss: 0.003993244486028655
244
+ [2026-04-28 03:32:22,157][trainer][INFO] - step: 11300, batch loss: 0.0036114407079176967
245
+ [2026-04-28 03:32:48,554][trainer][INFO] - step: 11400, batch loss: 0.003846857244362844
246
+ [2026-04-28 03:33:14,477][trainer][INFO] - step: 11500, batch loss: 0.003725234874878553
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+ [2026-04-28 03:33:41,707][trainer][INFO] - step: 11600, batch loss: 0.003994658154402795
248
+ [2026-04-28 03:34:09,356][trainer][INFO] - step: 11700, batch loss: 0.003766793555890732
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+ [2026-04-28 03:34:36,226][trainer][INFO] - step: 11800, batch loss: 0.004074543491661578
250
+ [2026-04-28 03:35:04,337][trainer][INFO] - step: 11900, batch loss: 0.0038509737967946144
251
+ [2026-04-28 03:35:31,079][trainer][INFO] - step: 12000, batch loss: 0.00408838927546526
252
+ [2026-04-28 03:35:57,269][trainer][INFO] - step: 12100, batch loss: 0.004045476554074469
253
+ [2026-04-28 03:36:23,573][trainer][INFO] - step: 12200, batch loss: 0.004089649587811373
254
+ [2026-04-28 03:36:43,208][trainer][INFO] - step: 12204, Dev result : {'dev_F1': 75.7336699274219, 'dev_F1_ign': 73.843020990817, 'dev_precision': 69.41766293868106, 'dev_recall': 83.3140476741495} .
255
+ [2026-04-28 03:37:02,005][trainer][INFO] - Test result: {'test_F1': 76.23744099575433, 'test_F1_ign': 74.38356092569286, 'test_precision': 70.60518731988472, 'test_recall': 82.84617148097203} .
256
+ [2026-04-28 03:37:02,085][trainer][INFO] - epoch: 12, loss=3.973925517476896 .
257
+ [2026-04-28 03:37:02,085][trainer][INFO] - epoch 13/35 ====================================================================================================
258
+ [2026-04-28 03:37:27,060][trainer][INFO] - step: 12300, batch loss: 0.003529794029684208
259
+ [2026-04-28 03:37:53,738][trainer][INFO] - step: 12400, batch loss: 0.003487495845232912
260
+ [2026-04-28 03:38:19,287][trainer][INFO] - step: 12500, batch loss: 0.003697045174396832
261
+ [2026-04-28 03:38:45,370][trainer][INFO] - step: 12600, batch loss: 0.0035306299400208836
262
+ [2026-04-28 03:39:12,644][trainer][INFO] - step: 12700, batch loss: 0.0038336675334171124
263
+ [2026-04-28 03:39:38,719][trainer][INFO] - step: 12800, batch loss: 0.0038258408228682185
264
+ [2026-04-28 03:40:05,854][trainer][INFO] - step: 12900, batch loss: 0.003695594965992013
265
+ [2026-04-28 03:40:31,841][trainer][INFO] - step: 13000, batch loss: 0.0035893338265467205
266
+ [2026-04-28 03:40:58,728][trainer][INFO] - step: 13100, batch loss: 0.0037020515029066413
267
+ [2026-04-28 03:41:25,849][trainer][INFO] - step: 13200, batch loss: 0.0038245010640547915
268
+ [2026-04-28 03:41:50,268][trainer][INFO] - step: 13221, Dev result : {'dev_F1': 75.98552960578814, 'dev_F1_ign': 74.15477849169247, 'dev_precision': 70.32496307237814, 'dev_recall': 82.63712103679704} .
269
+ [2026-04-28 03:42:10,197][trainer][INFO] - Test result: {'test_F1': 76.87588359252047, 'test_F1_ign': 75.0928500087482, 'test_precision': 71.90259967067512, 'test_recall': 82.58826226501604} .
270
+ [2026-04-28 03:42:10,288][trainer][INFO] - epoch: 13, loss=3.72851716386788 .
271
+ [2026-04-28 03:42:10,289][trainer][INFO] - epoch 14/35 ====================================================================================================
272
+ [2026-04-28 03:42:31,202][trainer][INFO] - step: 13300, batch loss: 0.0034508559359785846
273
+ [2026-04-28 03:42:57,513][trainer][INFO] - step: 13400, batch loss: 0.0033500442734339404
274
+ [2026-04-28 03:43:23,602][trainer][INFO] - step: 13500, batch loss: 0.003373222448806475
275
+ [2026-04-28 03:43:50,023][trainer][INFO] - step: 13600, batch loss: 0.003474943264955175
276
+ [2026-04-28 03:44:16,360][trainer][INFO] - step: 13700, batch loss: 0.003453553795056697
277
+ [2026-04-28 03:44:41,857][trainer][INFO] - step: 13800, batch loss: 0.0034956097922983066
278
+ [2026-04-28 03:45:08,577][trainer][INFO] - step: 13900, batch loss: 0.003413858965322692
279
+ [2026-04-28 03:45:35,014][trainer][INFO] - step: 14000, batch loss: 0.00326138361418264
280
+ [2026-04-28 03:46:02,147][trainer][INFO] - step: 14100, batch loss: 0.0034093017845928052
281
+ [2026-04-28 03:46:29,029][trainer][INFO] - step: 14200, batch loss: 0.0032787370279363033
282
+ [2026-04-28 03:46:57,049][trainer][INFO] - step: 14238, Dev result : {'dev_F1': 76.54632939974732, 'dev_F1_ign': 74.78608009160581, 'dev_precision': 71.48666967916854, 'dev_recall': 82.37676463781533} .
283
+ [2026-04-28 03:47:16,605][trainer][INFO] - Test result: {'test_F1': 77.39010766615397, 'test_F1_ign': 75.69367153329405, 'test_precision': 73.12222732140125, 'test_recall': 82.18707015130674} .
284
+ [2026-04-28 03:47:16,699][trainer][INFO] - epoch: 14, loss=3.4620668915298034 .
285
+ [2026-04-28 03:47:16,700][trainer][INFO] - epoch 15/35 ====================================================================================================
286
+ [2026-04-28 03:47:33,701][trainer][INFO] - step: 14300, batch loss: 0.0033661689051934034
287
+ [2026-04-28 03:47:59,907][trainer][INFO] - step: 14400, batch loss: 0.003154527775960153
288
+ [2026-04-28 03:48:26,094][trainer][INFO] - step: 14500, batch loss: 0.0030656839495983024
289
+ [2026-04-28 03:48:53,239][trainer][INFO] - step: 14600, batch loss: 0.00309952026819368
290
+ [2026-04-28 03:49:18,848][trainer][INFO] - step: 14700, batch loss: 0.003151070579015873
291
+ [2026-04-28 03:49:45,078][trainer][INFO] - step: 14800, batch loss: 0.003240847297582046
292
+ [2026-04-28 03:50:12,420][trainer][INFO] - step: 14900, batch loss: 0.003294600630190072
293
+ [2026-04-28 03:50:38,420][trainer][INFO] - step: 15000, batch loss: 0.0033861372635438603
294
+ [2026-04-28 03:51:05,935][trainer][INFO] - step: 15100, batch loss: 0.003188191928301912
295
+ [2026-04-28 03:51:31,691][trainer][INFO] - step: 15200, batch loss: 0.003162894747504374
296
+ [2026-04-28 03:52:03,557][trainer][INFO] - step: 15255, Dev result : {'dev_F1': 76.85275873326803, 'dev_F1_ign': 75.16526231054564, 'dev_precision': 72.53492193919475, 'dev_recall': 81.71719509372831} .
297
+ [2026-04-28 03:52:22,262][trainer][INFO] - Test result: {'test_F1': 77.78926744312616, 'test_F1_ign': 76.15103461532814, 'test_precision': 74.05699481865285, 'test_recall': 81.9176983035305} .
298
+ [2026-04-28 03:52:22,357][trainer][INFO] - epoch: 15, loss=3.2378309616146734 .
299
+ [2026-04-28 03:52:22,358][trainer][INFO] - epoch 16/35 ====================================================================================================
300
+ [2026-04-28 03:52:34,825][trainer][INFO] - step: 15300, batch loss: 0.002836235999156446
301
+ [2026-04-28 03:53:01,430][trainer][INFO] - step: 15400, batch loss: 0.0030808557021164
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+ [2026-04-28 03:53:26,800][trainer][INFO] - step: 15500, batch loss: 0.0030511684318034497
303
+ [2026-04-28 03:53:53,635][trainer][INFO] - step: 15600, batch loss: 0.002961364669108695
304
+ [2026-04-28 03:54:20,340][trainer][INFO] - step: 15700, batch loss: 0.0033289716902885702
305
+ [2026-04-28 03:54:46,201][trainer][INFO] - step: 15800, batch loss: 0.0028475760221768663
306
+ [2026-04-28 03:55:13,173][trainer][INFO] - step: 15900, batch loss: 0.0029479322912769387
307
+ [2026-04-28 03:55:39,253][trainer][INFO] - step: 16000, batch loss: 0.002937695790375436
308
+ [2026-04-28 03:56:05,343][trainer][INFO] - step: 16100, batch loss: 0.0030304030937987826
309
+ [2026-04-28 03:56:32,019][trainer][INFO] - step: 16200, batch loss: 0.003090089843154314
310
+ [2026-04-28 03:57:09,555][trainer][INFO] - step: 16272, Dev result : {'dev_F1': 77.1095571095571, 'dev_F1_ign': 75.46819137874884, 'dev_precision': 73.29649131953495, 'dev_recall': 81.3411247396436} .
311
+ [2026-04-28 03:57:29,284][trainer][INFO] - Test result: {'test_F1': 78.19713979852324, 'test_F1_ign': 76.62093418502556, 'test_precision': 75.03555813095927, 'test_recall': 81.63686382393398} .
312
+ [2026-04-28 03:57:29,394][trainer][INFO] - epoch: 16, loss=3.0594281436040265 .
313
+ [2026-04-28 03:57:29,395][trainer][INFO] - epoch 17/35 ====================================================================================================
314
+ [2026-04-28 03:57:37,462][trainer][INFO] - step: 16300, batch loss: 0.0029251709045799014
315
+ [2026-04-28 03:58:03,439][trainer][INFO] - step: 16400, batch loss: 0.002924655589275614
316
+ [2026-04-28 03:58:29,797][trainer][INFO] - step: 16500, batch loss: 0.002908431985684001
317
+ [2026-04-28 03:58:56,082][trainer][INFO] - step: 16600, batch loss: 0.002981681025086185
318
+ [2026-04-28 03:59:22,050][trainer][INFO] - step: 16700, batch loss: 0.00279977943238171
319
+ [2026-04-28 03:59:47,946][trainer][INFO] - step: 16800, batch loss: 0.002727165600044343
320
+ [2026-04-28 04:00:14,077][trainer][INFO] - step: 16900, batch loss: 0.002829769863658289
321
+ [2026-04-28 04:00:40,903][trainer][INFO] - step: 17000, batch loss: 0.003079776751756956
322
+ [2026-04-28 04:01:07,101][trainer][INFO] - step: 17100, batch loss: 0.002884478438490125
323
+ [2026-04-28 04:01:34,072][trainer][INFO] - step: 17200, batch loss: 0.002781351823967248
324
+ [2026-04-28 04:02:16,762][trainer][INFO] - step: 17289, Dev result : {'dev_F1': 77.2649193771818, 'dev_F1_ign': 75.68463497705942, 'dev_precision': 74.13078149920254, 'dev_recall': 80.67576949780143} .
325
+ [2026-04-28 04:02:36,459][trainer][INFO] - Test result: {'test_F1': 78.12378788718345, 'test_F1_ign': 76.57993709125107, 'test_precision': 75.6140727233723, 'test_recall': 80.8058230169647} .
326
+ [2026-04-28 04:02:36,552][trainer][INFO] - epoch: 17, loss=2.9051239224792367 .
327
+ [2026-04-28 04:02:36,553][trainer][INFO] - epoch 18/35 ====================================================================================================
328
+ [2026-04-28 04:02:39,342][trainer][INFO] - step: 17300, batch loss: 0.0026557101067556537
329
+ [2026-04-28 04:03:05,839][trainer][INFO] - step: 17400, batch loss: 0.002852018856285951
330
+ [2026-04-28 04:03:32,040][trainer][INFO] - step: 17500, batch loss: 0.002606425492784693
331
+ [2026-04-28 04:03:58,375][trainer][INFO] - step: 17600, batch loss: 0.0025087443044614797
332
+ [2026-04-28 04:04:24,053][trainer][INFO] - step: 17700, batch loss: 0.0025502241958641047
333
+ [2026-04-28 04:04:49,695][trainer][INFO] - step: 17800, batch loss: 0.0026798950699963154
334
+ [2026-04-28 04:05:16,481][trainer][INFO] - step: 17900, batch loss: 0.0026644043074600964
335
+ [2026-04-28 04:05:44,364][trainer][INFO] - step: 18000, batch loss: 0.0026190233956775817
336
+ [2026-04-28 04:06:10,650][trainer][INFO] - step: 18100, batch loss: 0.0027622752869204716
337
+ [2026-04-28 04:06:37,721][trainer][INFO] - step: 18200, batch loss: 0.0025728819186206947
338
+ [2026-04-28 04:07:03,735][trainer][INFO] - step: 18300, batch loss: 0.002816416129267501
339
+ [2026-04-28 04:07:24,126][trainer][INFO] - step: 18306, Dev result : {'dev_F1': 77.53856490943195, 'dev_F1_ign': 75.99977388023838, 'dev_precision': 75.11798209926769, 'dev_recall': 80.12034251330711} .
340
+ [2026-04-28 04:07:43,522][trainer][INFO] - Test result: {'test_F1': 78.41690424283078, 'test_F1_ign': 76.92968682227455, 'test_precision': 76.53027823240589, 'test_recall': 80.39889958734526} .
341
+ [2026-04-28 04:07:43,623][trainer][INFO] - epoch: 18, loss=2.709928796440166 .
342
+ [2026-04-28 04:07:43,623][trainer][INFO] - epoch 19/35 ====================================================================================================
343
+ [2026-04-28 04:08:08,040][trainer][INFO] - step: 18400, batch loss: 0.002545635784549124
344
+ [2026-04-28 04:08:34,904][trainer][INFO] - step: 18500, batch loss: 0.002584763703261509
345
+ [2026-04-28 04:09:01,608][trainer][INFO] - step: 18600, batch loss: 0.002588564750984588
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+ [2026-04-28 04:09:28,162][trainer][INFO] - step: 18700, batch loss: 0.00249463601285472
347
+ [2026-04-28 04:09:54,818][trainer][INFO] - step: 18800, batch loss: 0.0025624726136880193
348
+ [2026-04-28 04:10:21,463][trainer][INFO] - step: 18900, batch loss: 0.002510218198118384
349
+ [2026-04-28 04:10:49,121][trainer][INFO] - step: 19000, batch loss: 0.0026219324789266978
350
+ [2026-04-28 04:11:14,668][trainer][INFO] - step: 19100, batch loss: 0.002492208523713271
351
+ [2026-04-28 04:11:39,438][trainer][INFO] - step: 19200, batch loss: 0.0024361934855765956
352
+ [2026-04-28 04:12:04,720][trainer][INFO] - step: 19300, batch loss: 0.0025990307227492337
353
+ [2026-04-28 04:12:30,341][trainer][INFO] - step: 19323, Dev result : {'dev_F1': 77.71670190274841, 'dev_F1_ign': 76.22445100890442, 'dev_precision': 75.7792314880985, 'dev_recall': 79.75584355473269} .
354
+ [2026-04-28 04:12:50,218][trainer][INFO] - Test result: {'test_F1': 78.59154929577464, 'test_F1_ign': 77.15744433638629, 'test_precision': 77.27675603811211, 'test_recall': 79.95185694635488} .
355
+ [2026-04-28 04:12:50,310][trainer][INFO] - epoch: 19, loss=2.5877681946117335 .
356
+ [2026-04-28 04:12:50,310][trainer][INFO] - epoch 20/35 ====================================================================================================
357
+ [2026-04-28 04:13:10,972][trainer][INFO] - step: 19400, batch loss: 0.002317986157779691
358
+ [2026-04-28 04:13:37,574][trainer][INFO] - step: 19500, batch loss: 0.002441447916970556
359
+ [2026-04-28 04:14:02,761][trainer][INFO] - step: 19600, batch loss: 0.0024335153631542495
360
+ [2026-04-28 04:14:28,711][trainer][INFO] - step: 19700, batch loss: 0.002544749986199006
361
+ [2026-04-28 04:14:54,831][trainer][INFO] - step: 19800, batch loss: 0.0024918591965385666
362
+ [2026-04-28 04:15:21,408][trainer][INFO] - step: 19900, batch loss: 0.0023304462413730087
363
+ [2026-04-28 04:15:48,710][trainer][INFO] - step: 20000, batch loss: 0.0024487556278558202
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+ [2026-04-28 04:16:15,481][trainer][INFO] - step: 20100, batch loss: 0.0025162506173467226
365
+ [2026-04-28 04:16:41,353][trainer][INFO] - step: 20200, batch loss: 0.0025816187793869095
366
+ [2026-04-28 04:17:08,038][trainer][INFO] - step: 20300, batch loss: 0.0024585971229624257
367
+ [2026-04-28 04:17:37,671][trainer][INFO] - step: 20340, Dev result : {'dev_F1': 77.79912959927655, 'dev_F1_ign': 76.32039705310484, 'dev_precision': 76.04132140095017, 'dev_recall': 79.64012959962972} .
368
+ [2026-04-28 04:17:57,601][trainer][INFO] - Test result: {'test_F1': 78.6378586820914, 'test_F1_ign': 77.24393224834783, 'test_precision': 77.81705948372615, 'test_recall': 79.47615772581385} .
369
+ [2026-04-28 04:17:57,707][trainer][INFO] - epoch: 20, loss=2.4859487185904805 .
370
+ [2026-04-28 04:17:57,708][trainer][INFO] - epoch 21/35 ====================================================================================================
371
+ [2026-04-28 04:18:13,288][trainer][INFO] - step: 20400, batch loss: 0.0023054971528029995
372
+ [2026-04-28 04:18:39,767][trainer][INFO] - step: 20500, batch loss: 0.0022857659710114435
373
+ [2026-04-28 04:19:06,169][trainer][INFO] - step: 20600, batch loss: 0.002484712605828788
374
+ [2026-04-28 04:19:31,839][trainer][INFO] - step: 20700, batch loss: 0.0021517743263717278
375
+ [2026-04-28 04:19:58,779][trainer][INFO] - step: 20800, batch loss: 0.00226051524738312
376
+ [2026-04-28 04:20:25,049][trainer][INFO] - step: 20900, batch loss: 0.002363981541962978
377
+ [2026-04-28 04:20:52,598][trainer][INFO] - step: 21000, batch loss: 0.0023701368109249623
378
+ [2026-04-28 04:21:20,023][trainer][INFO] - step: 21100, batch loss: 0.002256004051928956
379
+ [2026-04-28 04:21:46,012][trainer][INFO] - step: 21200, batch loss: 0.002212750367036834
380
+ [2026-04-28 04:22:11,500][trainer][INFO] - step: 21300, batch loss: 0.0022797280416401483
381
+ [2026-04-28 04:22:44,770][trainer][INFO] - step: 21357, Dev result : {'dev_F1': 78.0372366207624, 'dev_F1_ign': 76.61826202067786, 'dev_precision': 76.92956321322166, 'dev_recall': 79.17727377921777} .
382
+ [2026-04-28 04:23:03,775][trainer][INFO] - Test result: {'test_F1': 78.79134714432871, 'test_F1_ign': 77.45901288366483, 'test_precision': 78.67428571428572, 'test_recall': 78.90875745071068} .
383
+ [2026-04-28 04:23:03,871][trainer][INFO] - epoch: 21, loss=2.3390007409827636 .
384
+ [2026-04-28 04:23:03,871][trainer][INFO] - epoch 22/35 ====================================================================================================
385
+ [2026-04-28 04:23:15,233][trainer][INFO] - step: 21400, batch loss: 0.0022353949635371163
386
+ [2026-04-28 04:23:41,809][trainer][INFO] - step: 21500, batch loss: 0.0022311797625210704
387
+ [2026-04-28 04:24:08,138][trainer][INFO] - step: 21600, batch loss: 0.0022794693017802077
388
+ [2026-04-28 04:24:34,080][trainer][INFO] - step: 21700, batch loss: 0.0021947750924140707
389
+ [2026-04-28 04:25:00,498][trainer][INFO] - step: 21800, batch loss: 0.0022499496559600816
390
+ [2026-04-28 04:25:26,175][trainer][INFO] - step: 21900, batch loss: 0.0022582717921458
391
+ [2026-04-28 04:25:52,704][trainer][INFO] - step: 22000, batch loss: 0.0021346540641619715
392
+ [2026-04-28 04:26:19,869][trainer][INFO] - step: 22100, batch loss: 0.002236183957136249
393
+ [2026-04-28 04:26:46,896][trainer][INFO] - step: 22200, batch loss: 0.002219608960976387
394
+ [2026-04-28 04:27:12,456][trainer][INFO] - step: 22300, batch loss: 0.002199710703730776
395
+ [2026-04-28 04:27:50,752][trainer][INFO] - step: 22374, Dev result : {'dev_F1': 78.16581324434728, 'dev_F1_ign': 76.80685613823249, 'dev_precision': 77.73200595033757, 'dev_recall': 78.604489701458} .
396
+ [2026-04-28 04:28:09,528][trainer][INFO] - Test result: {'test_F1': 78.88273953649255, 'test_F1_ign': 77.59140678024082, 'test_precision': 79.34933890048713, 'test_recall': 78.42159559834938} .
397
+ [2026-04-28 04:28:09,621][trainer][INFO] - epoch: 22, loss=2.2534841568800315 .
398
+ [2026-04-28 04:28:09,621][trainer][INFO] - epoch 23/35 ====================================================================================================
399
+ [2026-04-28 04:28:17,175][trainer][INFO] - step: 22400, batch loss: 0.0021480190789938836
400
+ [2026-04-28 04:28:42,445][trainer][INFO] - step: 22500, batch loss: 0.0021596002294189095
401
+ [2026-04-28 04:29:09,417][trainer][INFO] - step: 22600, batch loss: 0.0021838346392775757
402
+ [2026-04-28 04:29:36,405][trainer][INFO] - step: 22700, batch loss: 0.0021264934897916444
403
+ [2026-04-28 04:30:02,381][trainer][INFO] - step: 22800, batch loss: 0.0020461454201171157
404
+ [2026-04-28 04:30:28,017][trainer][INFO] - step: 22900, batch loss: 0.002044045165097538
405
+ [2026-04-28 04:30:53,812][trainer][INFO] - step: 23000, batch loss: 0.0021587720806762103
406
+ [2026-04-28 04:31:21,165][trainer][INFO] - step: 23100, batch loss: 0.0019471684054658237
407
+ [2026-04-28 04:31:47,540][trainer][INFO] - step: 23200, batch loss: 0.0020645697027336643
408
+ [2026-04-28 04:32:13,290][trainer][INFO] - step: 23300, batch loss: 0.0020360704721158695
409
+ [2026-04-28 04:32:55,756][trainer][INFO] - step: 23391, Dev result : {'dev_F1': 78.2563359884142, 'dev_F1_ign': 76.93020220880939, 'dev_precision': 78.35392378632329, 'dev_recall': 78.15899097431151} .
410
+ [2026-04-28 04:33:15,532][trainer][INFO] - Test result: {'test_F1': 78.89477799982622, 'test_F1_ign': 77.6278366342363, 'test_precision': 79.74705779026876, 'test_recall': 78.060522696011} .
411
+ [2026-04-28 04:33:15,644][trainer][INFO] - epoch: 23, loss=2.1417460860855746 .
412
+ [2026-04-28 04:33:15,645][trainer][INFO] - epoch 24/35 ====================================================================================================
413
+ [2026-04-28 04:33:18,227][trainer][INFO] - step: 23400, batch loss: 0.002271019665799079
414
+ [2026-04-28 04:33:44,448][trainer][INFO] - step: 23500, batch loss: 0.0020463317511094856
415
+ [2026-04-28 04:34:11,269][trainer][INFO] - step: 23600, batch loss: 0.002208296393589179
416
+ [2026-04-28 04:34:39,048][trainer][INFO] - step: 23700, batch loss: 0.001971823323464214
417
+ [2026-04-28 04:35:06,792][trainer][INFO] - step: 23800, batch loss: 0.0018501221887106734
418
+ [2026-04-28 04:35:33,664][trainer][INFO] - step: 23900, batch loss: 0.002060265504115031
419
+ [2026-04-28 04:35:59,285][trainer][INFO] - step: 24000, batch loss: 0.0021232133274798797
420
+ [2026-04-28 04:36:28,001][trainer][INFO] - step: 24100, batch loss: 0.002014512923060019
421
+ [2026-04-28 04:36:54,789][trainer][INFO] - step: 24200, batch loss: 0.001952252825162469
422
+ [2026-04-28 04:37:21,461][trainer][INFO] - step: 24300, batch loss: 0.0020407723988610156
423
+ [2026-04-28 04:37:47,574][trainer][INFO] - step: 24400, batch loss: 0.001882472828624209
424
+ [2026-04-28 04:38:08,303][trainer][INFO] - step: 24408, Dev result : {'dev_F1': 78.19776760994375, 'dev_F1_ign': 76.89936670940463, 'dev_precision': 78.78325209935991, 'dev_recall': 77.62092108308262} .
425
+ [2026-04-28 04:38:25,801][trainer][INFO] - Test result: {'test_F1': 78.84531272780289, 'test_F1_ign': 77.62083893712169, 'test_precision': 80.2516768564136, 'test_recall': 77.4873911049977} .
426
+ [2026-04-28 04:38:25,908][trainer][INFO] - epoch: 24, loss=2.0487212139461324 .
427
+ [2026-04-28 04:38:25,909][trainer][INFO] - epoch 25/35 ====================================================================================================
428
+ [2026-04-28 04:38:50,659][trainer][INFO] - step: 24500, batch loss: 0.0019303738837639721
429
+ [2026-04-28 04:39:16,963][trainer][INFO] - step: 24600, batch loss: 0.001924996825736552
430
+ [2026-04-28 04:39:43,430][trainer][INFO] - step: 24700, batch loss: 0.0018781769589747055
431
+ [2026-04-28 04:40:10,901][trainer][INFO] - step: 24800, batch loss: 0.002071533734998676
432
+ [2026-04-28 04:40:37,905][trainer][INFO] - step: 24900, batch loss: 0.001912782697158787
433
+ [2026-04-28 04:41:04,375][trainer][INFO] - step: 25000, batch loss: 0.001908116357969359
434
+ [2026-04-28 04:41:32,762][trainer][INFO] - step: 25100, batch loss: 0.001925918014261307
435
+ [2026-04-28 04:41:59,201][trainer][INFO] - step: 25200, batch loss: 0.002073168794877684
436
+ [2026-04-28 04:42:26,499][trainer][INFO] - step: 25300, batch loss: 0.001960049762008532
437
+ [2026-04-28 04:42:53,408][trainer][INFO] - step: 25400, batch loss: 0.001948045244559631
438
+ [2026-04-28 04:43:20,173][trainer][INFO] - step: 25425, Dev result : {'dev_F1': 78.39652796105686, 'dev_F1_ign': 77.14750837523503, 'dev_precision': 79.48504489504667, 'dev_recall': 77.3374218930803} .
439
+ [2026-04-28 04:43:40,788][trainer][INFO] - Test result: {'test_F1': 78.91052414847934, 'test_F1_ign': 77.74168553885701, 'test_precision': 81.05135951661632, 'test_recall': 76.87987161852361} .
440
+ [2026-04-28 04:43:40,887][trainer][INFO] - epoch: 25, loss=1.9893418244176033 .
441
+ [2026-04-28 04:43:40,888][trainer][INFO] - epoch 26/35 ====================================================================================================
442
+ [2026-04-28 04:44:00,219][trainer][INFO] - step: 25500, batch loss: 0.0019234614399858735
443
+ [2026-04-28 04:44:26,323][trainer][INFO] - step: 25600, batch loss: 0.0016697331814151304
444
+ [2026-04-28 04:44:53,201][trainer][INFO] - step: 25700, batch loss: 0.0018715238213503629
445
+ [2026-04-28 04:45:19,282][trainer][INFO] - step: 25800, batch loss: 0.0020309177976053057
446
+ [2026-04-28 04:45:44,437][trainer][INFO] - step: 25900, batch loss: 0.0020651068206573534
447
+ [2026-04-28 04:46:11,051][trainer][INFO] - step: 26000, batch loss: 0.0017588482532203793
448
+ [2026-04-28 04:46:39,032][trainer][INFO] - step: 26100, batch loss: 0.0019695344515392164
449
+ [2026-04-28 04:47:05,580][trainer][INFO] - step: 26200, batch loss: 0.0019062186587976934
450
+ [2026-04-28 04:47:32,981][trainer][INFO] - step: 26300, batch loss: 0.0018858984756703393
451
+ [2026-04-28 04:47:58,970][trainer][INFO] - step: 26400, batch loss: 0.0019883586160390995
452
+ [2026-04-28 04:48:28,590][trainer][INFO] - step: 26442, Dev result : {'dev_F1': 78.56534382986223, 'dev_F1_ign': 77.3327754684234, 'dev_precision': 79.79593054478191, 'dev_recall': 77.3721360796112} .
453
+ [2026-04-28 04:48:48,207][trainer][INFO] - Test result: {'test_F1': 79.00446336200527, 'test_F1_ign': 77.87039378087638, 'test_precision': 81.57236159433559, 'test_recall': 76.59330582301696} .
454
+ [2026-04-28 04:48:48,288][trainer][INFO] - epoch: 26, loss=1.9314917584670674 .
455
+ [2026-04-28 04:48:48,288][trainer][INFO] - epoch 27/35 ====================================================================================================
456
+ [2026-04-28 04:49:03,948][trainer][INFO] - step: 26500, batch loss: 0.0018113570143707515
457
+ [2026-04-28 04:49:29,982][trainer][INFO] - step: 26600, batch loss: 0.0018570642502827215
458
+ [2026-04-28 04:49:55,976][trainer][INFO] - step: 26700, batch loss: 0.0018531305548021057
459
+ [2026-04-28 04:50:23,165][trainer][INFO] - step: 26800, batch loss: 0.0019188942553068644
460
+ [2026-04-28 04:50:49,867][trainer][INFO] - step: 26900, batch loss: 0.0017490353951207418
461
+ [2026-04-28 04:51:16,389][trainer][INFO] - step: 27000, batch loss: 0.001790621003637608
462
+ [2026-04-28 04:51:43,250][trainer][INFO] - step: 27100, batch loss: 0.0018593949779834463
463
+ [2026-04-28 04:52:09,294][trainer][INFO] - step: 27200, batch loss: 0.001690803035603712
464
+ [2026-04-28 04:52:36,196][trainer][INFO] - step: 27300, batch loss: 0.0017336562322505472
465
+ [2026-04-28 04:53:01,811][trainer][INFO] - step: 27400, batch loss: 0.0018282499623894159
466
+ [2026-04-28 04:53:35,723][trainer][INFO] - step: 27459, Dev result : {'dev_F1': 78.51493330185339, 'dev_F1_ign': 77.3047784581412, 'dev_precision': 80.13253012048193, 'dev_recall': 76.9613515389956} .
467
+ [2026-04-28 04:53:53,683][trainer][INFO] - Test result: {'test_F1': 78.9409778778097, 'test_F1_ign': 77.81052518328707, 'test_precision': 81.67167105827563, 'test_recall': 76.38697845025217} .
468
+ [2026-04-28 04:53:53,785][trainer][INFO] - epoch: 27, loss=1.8418932871501181 .
469
+ [2026-04-28 04:53:53,786][trainer][INFO] - epoch 28/35 ====================================================================================================
470
+ [2026-04-28 04:54:05,112][trainer][INFO] - step: 27500, batch loss: 0.0019624160415590676
471
+ [2026-04-28 04:54:30,718][trainer][INFO] - step: 27600, batch loss: 0.0017396136882392014
472
+ [2026-04-28 04:54:56,385][trainer][INFO] - step: 27700, batch loss: 0.0017730878851892477
473
+ [2026-04-28 04:55:23,277][trainer][INFO] - step: 27800, batch loss: 0.0016358721812917154
474
+ [2026-04-28 04:55:49,321][trainer][INFO] - step: 27900, batch loss: 0.0017803460905146096
475
+ [2026-04-28 04:56:16,058][trainer][INFO] - step: 28000, batch loss: 0.0017379426262315665
476
+ [2026-04-28 04:56:43,427][trainer][INFO] - step: 28100, batch loss: 0.00175888070323921
477
+ [2026-04-28 04:57:11,416][trainer][INFO] - step: 28200, batch loss: 0.0018018360775333515
478
+ [2026-04-28 04:57:37,356][trainer][INFO] - step: 28300, batch loss: 0.00174428097332613
479
+ [2026-04-28 04:58:03,071][trainer][INFO] - step: 28400, batch loss: 0.001757699278492665
480
+ [2026-04-28 04:58:41,241][trainer][INFO] - step: 28476, Dev result : {'dev_F1': 78.55555884705394, 'dev_F1_ign': 77.37154761476381, 'dev_precision': 80.48928549748072, 'dev_recall': 76.71256653552419} .
481
+ [2026-04-28 04:58:58,427][trainer][INFO] - Test result: {'test_F1': 78.97274134031663, 'test_F1_ign': 77.86978447767721, 'test_precision': 82.13047784104977, 'test_recall': 76.04883081155434} .
482
+ [2026-04-28 04:58:58,526][trainer][INFO] - epoch: 28, loss=1.7868525520463332 .
483
+ [2026-04-28 04:58:58,526][trainer][INFO] - epoch 29/35 ====================================================================================================
484
+ [2026-04-28 04:59:05,367][trainer][INFO] - step: 28500, batch loss: 0.0017667393429076595
485
+ [2026-04-28 04:59:31,052][trainer][INFO] - step: 28600, batch loss: 0.001855938081012719
486
+ [2026-04-28 04:59:57,228][trainer][INFO] - step: 28700, batch loss: 0.0016376197248991942
487
+ [2026-04-28 05:00:24,173][trainer][INFO] - step: 28800, batch loss: 0.0016731091188630465
488
+ [2026-04-28 05:00:49,383][trainer][INFO] - step: 28900, batch loss: 0.0016763602189715488
489
+ [2026-04-28 05:01:16,591][trainer][INFO] - step: 29000, batch loss: 0.0017769633669990122
490
+ [2026-04-28 05:01:43,203][trainer][INFO] - step: 29100, batch loss: 0.0016994357603485086
491
+ [2026-04-28 05:02:10,193][trainer][INFO] - step: 29200, batch loss: 0.0016418188536068167
492
+ [2026-04-28 05:02:37,323][trainer][INFO] - step: 29300, batch loss: 0.001572945945685078
493
+ [2026-04-28 05:03:02,779][trainer][INFO] - step: 29400, batch loss: 0.0017136964648358937
494
+ [2026-04-28 05:03:45,765][trainer][INFO] - step: 29493, Dev result : {'dev_F1': 78.55020796197266, 'dev_F1_ign': 77.37790153404711, 'dev_precision': 80.72789447972643, 'dev_recall': 76.48692432307335} .
495
+ [2026-04-28 05:04:03,756][trainer][INFO] - Test result: {'test_F1': 78.99551569506725, 'test_F1_ign': 77.91535127375805, 'test_precision': 82.56467941507312, 'test_recall': 75.72214580467676} .
496
+ [2026-04-28 05:04:03,861][trainer][INFO] - epoch: 29, loss=1.7398460070018702 .
497
+ [2026-04-28 05:04:03,861][trainer][INFO] - epoch 30/35 ====================================================================================================
498
+ [2026-04-28 05:04:05,763][trainer][INFO] - step: 29500, batch loss: 0.0017928195545822213
499
+ [2026-04-28 05:04:32,020][trainer][INFO] - step: 29600, batch loss: 0.0015811163644857329
500
+ [2026-04-28 05:04:58,473][trainer][INFO] - step: 29700, batch loss: 0.001719193350769875
501
+ [2026-04-28 05:05:24,910][trainer][INFO] - step: 29800, batch loss: 0.001608157536189766
502
+ [2026-04-28 05:05:51,046][trainer][INFO] - step: 29900, batch loss: 0.001654994128961648
503
+ [2026-04-28 05:06:17,745][trainer][INFO] - step: 30000, batch loss: 0.0016139054304962935
504
+ [2026-04-28 05:06:43,968][trainer][INFO] - step: 30100, batch loss: 0.001634922254434547
505
+ [2026-04-28 05:07:11,560][trainer][INFO] - step: 30200, batch loss: 0.001726730513385571
506
+ [2026-04-28 05:07:37,860][trainer][INFO] - step: 30300, batch loss: 0.0016383272827258163
507
+ [2026-04-28 05:08:03,039][trainer][INFO] - step: 30400, batch loss: 0.0016920757681193296
508
+ [2026-04-28 05:08:28,901][trainer][INFO] - step: 30500, batch loss: 0.0017080499779355688
509
+ [2026-04-28 05:08:51,043][trainer][INFO] - step: 30510, Dev result : {'dev_F1': 78.50388988629562, 'dev_F1_ign': 77.37045192747367, 'dev_precision': 81.29647992067427, 'dev_recall': 75.89678315204814} .
510
+ [2026-04-28 05:09:08,564][trainer][INFO] - Test result: {'test_F1': 78.84701996697193, 'test_F1_ign': 77.78923250794524, 'test_precision': 82.80254777070064, 'test_recall': 75.25217790004585} .
511
+ [2026-04-28 05:09:08,659][trainer][INFO] - epoch: 30, loss=1.6860931106119101 .
512
+ [2026-04-28 05:09:08,660][trainer][INFO] - epoch 31/35 ====================================================================================================
513
+ [2026-04-28 05:09:32,375][trainer][INFO] - step: 30600, batch loss: 0.0016264501581650182
514
+ [2026-04-28 05:09:58,705][trainer][INFO] - step: 30700, batch loss: 0.001615240431581666
515
+ [2026-04-28 05:10:25,000][trainer][INFO] - step: 30800, batch loss: 0.001651797232335436
516
+ [2026-04-28 05:10:50,767][trainer][INFO] - step: 30900, batch loss: 0.001501278888317715
517
+ [2026-04-28 05:11:17,455][trainer][INFO] - step: 31000, batch loss: 0.0016671158672436504
518
+ [2026-04-28 05:11:43,447][trainer][INFO] - step: 31100, batch loss: 0.0015637186587422877
519
+ [2026-04-28 05:12:10,930][trainer][INFO] - step: 31200, batch loss: 0.0017083853615970643
520
+ [2026-04-28 05:12:37,145][trainer][INFO] - step: 31300, batch loss: 0.0015000605441759301
521
+ [2026-04-28 05:13:02,627][trainer][INFO] - step: 31400, batch loss: 0.001608672416603734
522
+ [2026-04-28 05:13:29,208][trainer][INFO] - step: 31500, batch loss: 0.0016637593643328663
523
+ [2026-04-28 05:13:55,283][trainer][INFO] - step: 31527, Dev result : {'dev_F1': 78.51762940735185, 'dev_F1_ign': 77.4003704829109, 'dev_precision': 81.55975313259772, 'dev_recall': 75.69428373061791} .
524
+ [2026-04-28 05:14:12,996][trainer][INFO] - Test result: {'test_F1': 78.8218286953379, 'test_F1_ign': 77.77841990020976, 'test_precision': 83.05407463823306, 'test_recall': 75.0} .
525
+ [2026-04-28 05:14:13,085][trainer][INFO] - epoch: 31, loss=1.638140883401145 .
526
+ [2026-04-28 05:14:13,086][trainer][INFO] - epoch 32/35 ====================================================================================================
527
+ [2026-04-28 05:14:33,162][trainer][INFO] - step: 31600, batch loss: 0.0016452588578318317
528
+ [2026-04-28 05:15:00,492][trainer][INFO] - step: 31700, batch loss: 0.0016547434568989997
529
+ [2026-04-28 05:15:26,988][trainer][INFO] - step: 31800, batch loss: 0.0016034077031898686
530
+ [2026-04-28 05:15:54,112][trainer][INFO] - step: 31900, batch loss: 0.0015313281794245037
531
+ [2026-04-28 05:16:20,459][trainer][INFO] - step: 32000, batch loss: 0.0014978702392772964
532
+ [2026-04-28 05:16:47,891][trainer][INFO] - step: 32100, batch loss: 0.0015609092450986736
533
+ [2026-04-28 05:17:15,906][trainer][INFO] - step: 32200, batch loss: 0.0015852833601849067
534
+ [2026-04-28 05:17:42,360][trainer][INFO] - step: 32300, batch loss: 0.0014751257280242282
535
+ [2026-04-28 05:18:09,378][trainer][INFO] - step: 32400, batch loss: 0.001574155721542819
536
+ [2026-04-28 05:18:36,111][trainer][INFO] - step: 32500, batch loss: 0.0015928907594017242
537
+ [2026-04-28 05:19:07,164][trainer][INFO] - step: 32544, Dev result : {'dev_F1': 78.46719729860108, 'dev_F1_ign': 77.38018188502174, 'dev_precision': 81.92520775623268, 'dev_recall': 75.28928488775747} .
538
+ [2026-04-28 05:19:24,944][trainer][INFO] - Test result: {'test_F1': 78.7090529627053, 'test_F1_ign': 77.68853708150128, 'test_precision': 83.33440081982963, 'test_recall': 74.57015130674003} .
539
+ [2026-04-28 05:19:25,056][trainer][INFO] - epoch: 32, loss=1.5981261389176653 .
540
+ [2026-04-28 05:19:25,057][trainer][INFO] - epoch 33/35 ====================================================================================================
541
+ [2026-04-28 05:19:40,275][trainer][INFO] - step: 32600, batch loss: 0.001619546451702861
542
+ [2026-04-28 05:20:06,804][trainer][INFO] - step: 32700, batch loss: 0.0014079618758093095
543
+ [2026-04-28 05:20:33,947][trainer][INFO] - step: 32800, batch loss: 0.0016097121290896581
544
+ [2026-04-28 05:20:59,980][trainer][INFO] - step: 32900, batch loss: 0.0014765827208126317
545
+ [2026-04-28 05:21:27,214][trainer][INFO] - step: 33000, batch loss: 0.0014569765131942675
546
+ [2026-04-28 05:21:54,200][trainer][INFO] - step: 33100, batch loss: 0.0015601186397799375
547
+ [2026-04-28 05:22:21,904][trainer][INFO] - step: 33200, batch loss: 0.0016449606455563423
548
+ [2026-04-28 05:22:48,604][trainer][INFO] - step: 33300, batch loss: 0.0014348856659667775
549
+ [2026-04-28 05:23:15,720][trainer][INFO] - step: 33400, batch loss: 0.001440926302484859
550
+ [2026-04-28 05:23:41,959][trainer][INFO] - step: 33500, batch loss: 0.001570136618898108
551
+ [2026-04-28 05:24:18,417][trainer][INFO] - step: 33561, Dev result : {'dev_F1': 78.31985706065836, 'dev_F1_ign': 77.25482853467737, 'dev_precision': 82.16940967147487, 'dev_recall': 74.81485767183523} .
552
+ [2026-04-28 05:24:36,698][trainer][INFO] - Test result: {'test_F1': 78.71132298909907, 'test_F1_ign': 77.71523730922334, 'test_precision': 83.70035518243462, 'test_recall': 74.28358551123337} .
553
+ [2026-04-28 05:24:36,807][trainer][INFO] - epoch: 33, loss=1.5489784023356796 .
554
+ [2026-04-28 05:24:36,807][trainer][INFO] - epoch 34/35 ====================================================================================================
555
+ [2026-04-28 05:24:47,408][trainer][INFO] - step: 33600, batch loss: 0.0015077454872920398
556
+ [2026-04-28 05:25:13,931][trainer][INFO] - step: 33700, batch loss: 0.001467090937481581
557
+ [2026-04-28 05:25:41,138][trainer][INFO] - step: 33800, batch loss: 0.001583108215454977
558
+ [2026-04-28 05:26:08,354][trainer][INFO] - step: 33900, batch loss: 0.0014741261595990656
559
+ [2026-04-28 05:26:34,092][trainer][INFO] - step: 34000, batch loss: 0.0014504793420908662
560
+ [2026-04-28 05:27:00,016][trainer][INFO] - step: 34100, batch loss: 0.0015919607609571342
561
+ [2026-04-28 05:27:26,568][trainer][INFO] - step: 34200, batch loss: 0.0014118262397158873
562
+ [2026-04-28 05:27:55,198][trainer][INFO] - step: 34300, batch loss: 0.0017344596359733725
563
+ [2026-04-28 05:28:21,317][trainer][INFO] - step: 34400, batch loss: 0.001525575691992763
564
+ [2026-04-28 05:28:47,532][trainer][INFO] - step: 34500, batch loss: 0.0014999726467797687
565
+ [2026-04-28 05:29:25,952][trainer][INFO] - step: 34578, Dev result : {'dev_F1': 78.33939393939393, 'dev_F1_ign': 77.2755874710795, 'dev_precision': 82.24739119368796, 'dev_recall': 74.78592918305948} .
566
+ [2026-04-28 05:29:43,201][trainer][INFO] - Test result: {'test_F1': 78.70755950028877, 'test_F1_ign': 77.71584337218769, 'test_precision': 83.79392919552132, 'test_recall': 74.20334708849153} .
567
+ [2026-04-28 05:29:43,282][trainer][INFO] - epoch: 34, loss=1.5473826129503319 .
568
+ [2026-04-28 05:29:43,283][trainer][INFO] - epoch 35/35 ====================================================================================================
569
+ [2026-04-28 05:29:49,406][trainer][INFO] - step: 34600, batch loss: 0.0015097236058453157
570
+ [2026-04-28 05:30:15,880][trainer][INFO] - step: 34700, batch loss: 0.0013797298895513149
571
+ [2026-04-28 05:30:42,372][trainer][INFO] - step: 34800, batch loss: 0.0015123968151185936
572
+ [2026-04-28 05:31:09,221][trainer][INFO] - step: 34900, batch loss: 0.0014859293961091632
573
+ [2026-04-28 05:31:37,195][trainer][INFO] - step: 35000, batch loss: 0.0014567829223252715
574
+ [2026-04-28 05:32:05,261][trainer][INFO] - step: 35100, batch loss: 0.0015677158288464731
575
+ [2026-04-28 05:32:30,962][trainer][INFO] - step: 35200, batch loss: 0.0015366654840201274
576
+ [2026-04-28 05:32:58,079][trainer][INFO] - step: 35300, batch loss: 0.0015114588190783878
577
+ [2026-04-28 05:33:23,873][trainer][INFO] - step: 35400, batch loss: 0.0014565681844273862
578
+ [2026-04-28 05:33:50,008][trainer][INFO] - step: 35500, batch loss: 0.0015212800057985859
579
+ [2026-04-28 05:34:33,480][trainer][INFO] - step: 35595, Dev result : {'dev_F1': 78.30151455367712, 'dev_F1_ign': 77.24647299742372, 'dev_precision': 82.35331673370364, 'dev_recall': 74.62971534367044} .
580
+ [2026-04-28 05:34:51,521][trainer][INFO] - Test result: {'test_F1': 78.73972602739727, 'test_F1_ign': 77.76046071872503, 'test_precision': 83.96961433580054, 'test_recall': 74.12310866574965} .
581
+ [2026-04-28 05:34:51,622][trainer][INFO] - epoch: 35, loss=1.5082624825390472 .
582
+ [2026-04-28 05:34:52,457][trainer][INFO] - Best dev result: {'dev_F1': 78.56534382986223, 'dev_F1_ign': 77.3327754684234, 'dev_precision': 79.79593054478191, 'dev_recall': 77.3721360796112}
583
+ [2026-04-28 05:35:09,827][trainer][INFO] - Test result: {'test_F1': 79.00446336200527, 'test_F1_ign': 77.87039378087638, 'test_precision': 81.57236159433559, 'test_recall': 76.59330582301696} .