nancyH commited on
Commit
8891d68
·
verified ·
1 Parent(s): 2bce03c

Delete human_ensembl_regulatory

Browse files
This view is limited to 50 files because it contains too many changes.   See raw diff
Files changed (50) hide show
  1. human_ensembl_regulatory/base_3072/checkpoint-14000/config.json +0 -37
  2. human_ensembl_regulatory/base_3072/checkpoint-14000/model.safetensors +0 -3
  3. human_ensembl_regulatory/base_3072/checkpoint-14000/optimizer.pt +0 -3
  4. human_ensembl_regulatory/base_3072/checkpoint-14000/rng_state.pth +0 -3
  5. human_ensembl_regulatory/base_3072/checkpoint-14000/scheduler.pt +0 -3
  6. human_ensembl_regulatory/base_3072/checkpoint-14000/special_tokens_map.json +0 -7
  7. human_ensembl_regulatory/base_3072/checkpoint-14000/tokenizer.json +0 -0
  8. human_ensembl_regulatory/base_3072/checkpoint-14000/tokenizer_config.json +0 -56
  9. human_ensembl_regulatory/base_3072/checkpoint-14000/trainer_state.json +0 -929
  10. human_ensembl_regulatory/base_3072/checkpoint-14000/training_args.bin +0 -3
  11. human_ensembl_regulatory/base_3072/checkpoint-14200/config.json +0 -37
  12. human_ensembl_regulatory/base_3072/checkpoint-14200/model.safetensors +0 -3
  13. human_ensembl_regulatory/base_3072/checkpoint-14200/optimizer.pt +0 -3
  14. human_ensembl_regulatory/base_3072/checkpoint-14200/rng_state.pth +0 -3
  15. human_ensembl_regulatory/base_3072/checkpoint-14200/scheduler.pt +0 -3
  16. human_ensembl_regulatory/base_3072/checkpoint-14200/special_tokens_map.json +0 -7
  17. human_ensembl_regulatory/base_3072/checkpoint-14200/tokenizer.json +0 -0
  18. human_ensembl_regulatory/base_3072/checkpoint-14200/tokenizer_config.json +0 -56
  19. human_ensembl_regulatory/base_3072/checkpoint-14200/trainer_state.json +0 -942
  20. human_ensembl_regulatory/base_3072/checkpoint-14200/training_args.bin +0 -3
  21. human_ensembl_regulatory/base_3072/checkpoint-14400/config.json +0 -37
  22. human_ensembl_regulatory/base_3072/checkpoint-14400/model.safetensors +0 -3
  23. human_ensembl_regulatory/base_3072/checkpoint-14400/optimizer.pt +0 -3
  24. human_ensembl_regulatory/base_3072/checkpoint-14400/rng_state.pth +0 -3
  25. human_ensembl_regulatory/base_3072/checkpoint-14400/scheduler.pt +0 -3
  26. human_ensembl_regulatory/base_3072/checkpoint-14400/special_tokens_map.json +0 -7
  27. human_ensembl_regulatory/base_3072/checkpoint-14400/tokenizer.json +0 -0
  28. human_ensembl_regulatory/base_3072/checkpoint-14400/tokenizer_config.json +0 -56
  29. human_ensembl_regulatory/base_3072/checkpoint-14400/trainer_state.json +0 -955
  30. human_ensembl_regulatory/base_3072/checkpoint-14400/training_args.bin +0 -3
  31. human_ensembl_regulatory/base_3072/results/base_3072_hg38_BPE_3e-5_human_ensembl_regulatory_seed42/eval_results.json +0 -1
  32. human_ensembl_regulatory/base_4096/checkpoint-14000/config.json +0 -37
  33. human_ensembl_regulatory/base_4096/checkpoint-14000/model.safetensors +0 -3
  34. human_ensembl_regulatory/base_4096/checkpoint-14000/optimizer.pt +0 -3
  35. human_ensembl_regulatory/base_4096/checkpoint-14000/rng_state.pth +0 -3
  36. human_ensembl_regulatory/base_4096/checkpoint-14000/scheduler.pt +0 -3
  37. human_ensembl_regulatory/base_4096/checkpoint-14000/special_tokens_map.json +0 -7
  38. human_ensembl_regulatory/base_4096/checkpoint-14000/tokenizer.json +0 -0
  39. human_ensembl_regulatory/base_4096/checkpoint-14000/tokenizer_config.json +0 -56
  40. human_ensembl_regulatory/base_4096/checkpoint-14000/trainer_state.json +0 -929
  41. human_ensembl_regulatory/base_4096/checkpoint-14000/training_args.bin +0 -3
  42. human_ensembl_regulatory/base_4096/checkpoint-14200/config.json +0 -37
  43. human_ensembl_regulatory/base_4096/checkpoint-14200/model.safetensors +0 -3
  44. human_ensembl_regulatory/base_4096/checkpoint-14200/optimizer.pt +0 -3
  45. human_ensembl_regulatory/base_4096/checkpoint-14200/rng_state.pth +0 -3
  46. human_ensembl_regulatory/base_4096/checkpoint-14200/scheduler.pt +0 -3
  47. human_ensembl_regulatory/base_4096/checkpoint-14200/special_tokens_map.json +0 -7
  48. human_ensembl_regulatory/base_4096/checkpoint-14200/tokenizer.json +0 -0
  49. human_ensembl_regulatory/base_4096/checkpoint-14200/tokenizer_config.json +0 -56
  50. human_ensembl_regulatory/base_4096/checkpoint-14200/trainer_state.json +0 -942
human_ensembl_regulatory/base_3072/checkpoint-14000/config.json DELETED
@@ -1,37 +0,0 @@
1
- {
2
- "_name_or_path": "/root/NaN/dna-tokenizer/pretrain/models/base_3072/checkpoint-100000",
3
- "architectures": [
4
- "BertForSequenceClassification"
5
- ],
6
- "attention_probs_dropout_prob": 0.1,
7
- "classifier_dropout": null,
8
- "hidden_act": "gelu",
9
- "hidden_dropout_prob": 0.1,
10
- "hidden_size": 768,
11
- "id2label": {
12
- "0": "LABEL_0",
13
- "1": "LABEL_1",
14
- "2": "LABEL_2"
15
- },
16
- "initializer_range": 0.02,
17
- "intermediate_size": 3072,
18
- "label2id": {
19
- "LABEL_0": 0,
20
- "LABEL_1": 1,
21
- "LABEL_2": 2
22
- },
23
- "layer_norm_eps": 1e-12,
24
- "max_length": 512,
25
- "max_position_embeddings": 512,
26
- "model_type": "bert",
27
- "num_attention_heads": 12,
28
- "num_hidden_layers": 12,
29
- "pad_token_id": 0,
30
- "position_embedding_type": "absolute",
31
- "problem_type": "single_label_classification",
32
- "torch_dtype": "float32",
33
- "transformers_version": "4.35.2",
34
- "type_vocab_size": 2,
35
- "use_cache": true,
36
- "vocab_size": 3072
37
- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
human_ensembl_regulatory/base_3072/checkpoint-14000/model.safetensors DELETED
@@ -1,3 +0,0 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:b0e19bd93ece4f967c7004c4df3aedff2b052e0104ff9763e897812aec99df5e
3
- size 353635228
 
 
 
 
human_ensembl_regulatory/base_3072/checkpoint-14000/optimizer.pt DELETED
@@ -1,3 +0,0 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:69a2e9d51c97b60d2037972b86511c2ccbec2d79dae9b2c70b900244f4638f91
3
- size 707392139
 
 
 
 
human_ensembl_regulatory/base_3072/checkpoint-14000/rng_state.pth DELETED
@@ -1,3 +0,0 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:f9336ff0936896ba2c3d97c93c6e4562fa949c0319bb80af06d44d0ab485df20
3
- size 14709
 
 
 
 
human_ensembl_regulatory/base_3072/checkpoint-14000/scheduler.pt DELETED
@@ -1,3 +0,0 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:d2f837dafff62c1bd228c6ad32b5ce7253d7ea15836a63bcf26d8af49b30e4dc
3
- size 1465
 
 
 
 
human_ensembl_regulatory/base_3072/checkpoint-14000/special_tokens_map.json DELETED
@@ -1,7 +0,0 @@
1
- {
2
- "cls_token": "[CLS]",
3
- "mask_token": "[MASK]",
4
- "pad_token": "[PAD]",
5
- "sep_token": "[SEP]",
6
- "unk_token": "[UNK]"
7
- }
 
 
 
 
 
 
 
 
human_ensembl_regulatory/base_3072/checkpoint-14000/tokenizer.json DELETED
The diff for this file is too large to render. See raw diff
 
human_ensembl_regulatory/base_3072/checkpoint-14000/tokenizer_config.json DELETED
@@ -1,56 +0,0 @@
1
- {
2
- "added_tokens_decoder": {
3
- "0": {
4
- "content": "[PAD]",
5
- "lstrip": false,
6
- "normalized": false,
7
- "rstrip": false,
8
- "single_word": false,
9
- "special": true
10
- },
11
- "1": {
12
- "content": "[UNK]",
13
- "lstrip": false,
14
- "normalized": false,
15
- "rstrip": false,
16
- "single_word": false,
17
- "special": true
18
- },
19
- "2": {
20
- "content": "[CLS]",
21
- "lstrip": false,
22
- "normalized": false,
23
- "rstrip": false,
24
- "single_word": false,
25
- "special": true
26
- },
27
- "3": {
28
- "content": "[SEP]",
29
- "lstrip": false,
30
- "normalized": false,
31
- "rstrip": false,
32
- "single_word": false,
33
- "special": true
34
- },
35
- "4": {
36
- "content": "[MASK]",
37
- "lstrip": false,
38
- "normalized": false,
39
- "rstrip": false,
40
- "single_word": false,
41
- "special": true
42
- }
43
- },
44
- "cache_dir": null,
45
- "clean_up_tokenization_spaces": true,
46
- "cls_token": "[CLS]",
47
- "mask_token": "[MASK]",
48
- "model_max_length": 250,
49
- "pad_token": "[PAD]",
50
- "padding_side": "right",
51
- "sep_token": "[SEP]",
52
- "tokenizer_class": "PreTrainedTokenizerFast",
53
- "trust_remote_code": true,
54
- "unk_token": "[UNK]",
55
- "use_fast": true
56
- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
human_ensembl_regulatory/base_3072/checkpoint-14000/trainer_state.json DELETED
@@ -1,929 +0,0 @@
1
- {
2
- "best_metric": null,
3
- "best_model_checkpoint": null,
4
- "epoch": 7.74764803541782,
5
- "eval_steps": 200,
6
- "global_step": 14000,
7
- "is_hyper_param_search": false,
8
- "is_local_process_zero": true,
9
- "is_world_process_zero": true,
10
- "log_history": [
11
- {
12
- "epoch": 0.11,
13
- "eval_accuracy": 0.7631287621947,
14
- "eval_f1": 0.7637252904097979,
15
- "eval_loss": 0.5434313416481018,
16
- "eval_matthews_correlation": 0.6445437687927822,
17
- "eval_precision": 0.7637111046493135,
18
- "eval_recall": 0.765490425188335,
19
- "eval_runtime": 6.3466,
20
- "eval_samples_per_second": 4554.569,
21
- "eval_steps_per_second": 35.61,
22
- "step": 200
23
- },
24
- {
25
- "epoch": 0.22,
26
- "eval_accuracy": 0.8355012800110704,
27
- "eval_f1": 0.8365614801773557,
28
- "eval_loss": 0.41565728187561035,
29
- "eval_matthews_correlation": 0.7574410510587669,
30
- "eval_precision": 0.8547583068058389,
31
- "eval_recall": 0.8309223755258941,
32
- "eval_runtime": 6.3479,
33
- "eval_samples_per_second": 4553.618,
34
- "eval_steps_per_second": 35.602,
35
- "step": 400
36
- },
37
- {
38
- "epoch": 0.33,
39
- "eval_accuracy": 0.8444959523974261,
40
- "eval_f1": 0.8462633455095543,
41
- "eval_loss": 0.39934343099594116,
42
- "eval_matthews_correlation": 0.7666701235793097,
43
- "eval_precision": 0.8539778966745382,
44
- "eval_recall": 0.8423605635643182,
45
- "eval_runtime": 6.3347,
46
- "eval_samples_per_second": 4563.147,
47
- "eval_steps_per_second": 35.677,
48
- "step": 600
49
- },
50
- {
51
- "epoch": 0.44,
52
- "eval_accuracy": 0.8584722894900713,
53
- "eval_f1": 0.8598909494500923,
54
- "eval_loss": 0.35555699467658997,
55
- "eval_matthews_correlation": 0.7875595996660668,
56
- "eval_precision": 0.8648899799007316,
57
- "eval_recall": 0.8572299805040989,
58
- "eval_runtime": 6.332,
59
- "eval_samples_per_second": 4565.079,
60
- "eval_steps_per_second": 35.692,
61
- "step": 800
62
- },
63
- {
64
- "epoch": 0.55,
65
- "eval_accuracy": 0.8430775617518854,
66
- "eval_f1": 0.8454663268345574,
67
- "eval_loss": 0.3819273114204407,
68
- "eval_matthews_correlation": 0.7640650142321523,
69
- "eval_precision": 0.8487232576971051,
70
- "eval_recall": 0.8437015678940293,
71
- "eval_runtime": 6.3315,
72
- "eval_samples_per_second": 4565.442,
73
- "eval_steps_per_second": 35.695,
74
- "step": 1000
75
- },
76
- {
77
- "epoch": 0.66,
78
- "eval_accuracy": 0.8650799142046633,
79
- "eval_f1": 0.8644083875976301,
80
- "eval_loss": 0.33737584948539734,
81
- "eval_matthews_correlation": 0.7999641131979995,
82
- "eval_precision": 0.8726322998406989,
83
- "eval_recall": 0.8638534177565756,
84
- "eval_runtime": 6.3425,
85
- "eval_samples_per_second": 4557.514,
86
- "eval_steps_per_second": 35.633,
87
- "step": 1200
88
- },
89
- {
90
- "epoch": 0.77,
91
- "eval_accuracy": 0.8665674946377915,
92
- "eval_f1": 0.8682947296760272,
93
- "eval_loss": 0.3294672966003418,
94
- "eval_matthews_correlation": 0.8007303567504979,
95
- "eval_precision": 0.8787531415676622,
96
- "eval_recall": 0.8635116626335386,
97
- "eval_runtime": 6.3602,
98
- "eval_samples_per_second": 4544.791,
99
- "eval_steps_per_second": 35.533,
100
- "step": 1400
101
- },
102
- {
103
- "epoch": 0.89,
104
- "eval_accuracy": 0.8716183491316681,
105
- "eval_f1": 0.8726660510894068,
106
- "eval_loss": 0.32086172699928284,
107
- "eval_matthews_correlation": 0.8102970184587044,
108
- "eval_precision": 0.8857093298214904,
109
- "eval_recall": 0.868057832538541,
110
- "eval_runtime": 6.3417,
111
- "eval_samples_per_second": 4558.115,
112
- "eval_steps_per_second": 35.637,
113
- "step": 1600
114
- },
115
- {
116
- "epoch": 1.0,
117
- "eval_accuracy": 0.8732097142461772,
118
- "eval_f1": 0.8747467540360607,
119
- "eval_loss": 0.31995540857315063,
120
- "eval_matthews_correlation": 0.8114248425885828,
121
- "eval_precision": 0.8852565763439663,
122
- "eval_recall": 0.870275600961048,
123
- "eval_runtime": 6.3409,
124
- "eval_samples_per_second": 4558.634,
125
- "eval_steps_per_second": 35.641,
126
- "step": 1800
127
- },
128
- {
129
- "epoch": 1.11,
130
- "eval_accuracy": 0.869819414654397,
131
- "eval_f1": 0.870027807466756,
132
- "eval_loss": 0.3274751901626587,
133
- "eval_matthews_correlation": 0.807806844099052,
134
- "eval_precision": 0.8811302666871579,
135
- "eval_recall": 0.8680597400838227,
136
- "eval_runtime": 6.3277,
137
- "eval_samples_per_second": 4568.189,
138
- "eval_steps_per_second": 35.716,
139
- "step": 2000
140
- },
141
- {
142
- "epoch": 1.22,
143
- "eval_accuracy": 0.8751124334048295,
144
- "eval_f1": 0.8767794708217407,
145
- "eval_loss": 0.31445378065109253,
146
- "eval_matthews_correlation": 0.8129535421098832,
147
- "eval_precision": 0.8823771754169298,
148
- "eval_recall": 0.8740288172396674,
149
- "eval_runtime": 6.3375,
150
- "eval_samples_per_second": 4561.07,
151
- "eval_steps_per_second": 35.66,
152
- "step": 2200
153
- },
154
- {
155
- "epoch": 1.33,
156
- "eval_accuracy": 0.8786065176779907,
157
- "eval_f1": 0.8804120457112202,
158
- "eval_loss": 0.30376389622688293,
159
- "eval_matthews_correlation": 0.818359828918223,
160
- "eval_precision": 0.8873540250604574,
161
- "eval_recall": 0.8768603619194306,
162
- "eval_runtime": 6.3495,
163
- "eval_samples_per_second": 4552.473,
164
- "eval_steps_per_second": 35.593,
165
- "step": 2400
166
- },
167
- {
168
- "epoch": 1.44,
169
- "eval_accuracy": 0.8689199474157614,
170
- "eval_f1": 0.8695062971703474,
171
- "eval_loss": 0.33015474677085876,
172
- "eval_matthews_correlation": 0.8038507391919977,
173
- "eval_precision": 0.8731098141522541,
174
- "eval_recall": 0.869011988411034,
175
- "eval_runtime": 6.341,
176
- "eval_samples_per_second": 4558.589,
177
- "eval_steps_per_second": 35.641,
178
- "step": 2600
179
- },
180
- {
181
- "epoch": 1.55,
182
- "eval_accuracy": 0.8766692036255449,
183
- "eval_f1": 0.8780737901306455,
184
- "eval_loss": 0.3185276985168457,
185
- "eval_matthews_correlation": 0.8159739463443503,
186
- "eval_precision": 0.8854910478175612,
187
- "eval_recall": 0.8749199751124719,
188
- "eval_runtime": 6.3359,
189
- "eval_samples_per_second": 4562.289,
190
- "eval_steps_per_second": 35.67,
191
- "step": 2800
192
- },
193
- {
194
- "epoch": 1.66,
195
- "eval_accuracy": 0.873451878502733,
196
- "eval_f1": 0.8745153730554996,
197
- "eval_loss": 0.3263399600982666,
198
- "eval_matthews_correlation": 0.8119489865082196,
199
- "eval_precision": 0.8834811606427829,
200
- "eval_recall": 0.8715407218596346,
201
- "eval_runtime": 6.3418,
202
- "eval_samples_per_second": 4557.995,
203
- "eval_steps_per_second": 35.636,
204
- "step": 3000
205
- },
206
- {
207
- "epoch": 1.77,
208
- "eval_accuracy": 0.8813395142876911,
209
- "eval_f1": 0.8818879844399303,
210
- "eval_loss": 0.29727903008461,
211
- "eval_matthews_correlation": 0.8259481285765669,
212
- "eval_precision": 0.8956235096626705,
213
- "eval_recall": 0.8783326544826559,
214
- "eval_runtime": 6.3398,
215
- "eval_samples_per_second": 4559.417,
216
- "eval_steps_per_second": 35.648,
217
- "step": 3200
218
- },
219
- {
220
- "epoch": 1.88,
221
- "eval_accuracy": 0.8827924998270256,
222
- "eval_f1": 0.8841759014261692,
223
- "eval_loss": 0.29565736651420593,
224
- "eval_matthews_correlation": 0.8256178375822875,
225
- "eval_precision": 0.892768390763086,
226
- "eval_recall": 0.880666838238121,
227
- "eval_runtime": 6.3407,
228
- "eval_samples_per_second": 4558.804,
229
- "eval_steps_per_second": 35.643,
230
- "step": 3400
231
- },
232
- {
233
- "epoch": 1.99,
234
- "eval_accuracy": 0.8810627551373418,
235
- "eval_f1": 0.8827766714455013,
236
- "eval_loss": 0.29401829838752747,
237
- "eval_matthews_correlation": 0.8216298754947776,
238
- "eval_precision": 0.8887839973591874,
239
- "eval_recall": 0.8794150912644644,
240
- "eval_runtime": 6.3433,
241
- "eval_samples_per_second": 4556.962,
242
- "eval_steps_per_second": 35.628,
243
- "step": 3600
244
- },
245
- {
246
- "epoch": 2.1,
247
- "eval_accuracy": 0.8796097695980073,
248
- "eval_f1": 0.8805296255975588,
249
- "eval_loss": 0.3111639618873596,
250
- "eval_matthews_correlation": 0.8222095610456218,
251
- "eval_precision": 0.8924941587035914,
252
- "eval_recall": 0.8764907197445329,
253
- "eval_runtime": 6.328,
254
- "eval_samples_per_second": 4567.984,
255
- "eval_steps_per_second": 35.715,
256
- "step": 3800
257
- },
258
- {
259
- "epoch": 2.21,
260
- "eval_accuracy": 0.8824465508890887,
261
- "eval_f1": 0.8836499737169107,
262
- "eval_loss": 0.30004093050956726,
263
- "eval_matthews_correlation": 0.8257179264635982,
264
- "eval_precision": 0.8938452710102794,
265
- "eval_recall": 0.8798082044973228,
266
- "eval_runtime": 6.326,
267
- "eval_samples_per_second": 4569.373,
268
- "eval_steps_per_second": 35.725,
269
- "step": 4000
270
- },
271
- {
272
- "epoch": 2.32,
273
- "eval_accuracy": 0.8759773057496714,
274
- "eval_f1": 0.8772153967910118,
275
- "eval_loss": 0.31523868441581726,
276
- "eval_matthews_correlation": 0.815377575453818,
277
- "eval_precision": 0.8864289034661025,
278
- "eval_recall": 0.87336045996798,
279
- "eval_runtime": 6.3286,
280
- "eval_samples_per_second": 4567.526,
281
- "eval_steps_per_second": 35.711,
282
- "step": 4200
283
- },
284
- {
285
- "epoch": 2.43,
286
- "eval_accuracy": 0.8800595032173251,
287
- "eval_f1": 0.8804022842955522,
288
- "eval_loss": 0.3036770522594452,
289
- "eval_matthews_correlation": 0.822361970881652,
290
- "eval_precision": 0.8888145633651886,
291
- "eval_recall": 0.8790141931629684,
292
- "eval_runtime": 6.3289,
293
- "eval_samples_per_second": 4567.335,
294
- "eval_steps_per_second": 35.709,
295
- "step": 4400
296
- },
297
- {
298
- "epoch": 2.55,
299
- "eval_accuracy": 0.8872206462326161,
300
- "eval_f1": 0.8884178788215135,
301
- "eval_loss": 0.2838316857814789,
302
- "eval_matthews_correlation": 0.8325897438913511,
303
- "eval_precision": 0.8972535403832396,
304
- "eval_recall": 0.8851528361222756,
305
- "eval_runtime": 6.3339,
306
- "eval_samples_per_second": 4563.702,
307
- "eval_steps_per_second": 35.681,
308
- "step": 4600
309
- },
310
- {
311
- "epoch": 2.66,
312
- "eval_accuracy": 0.88358818238428,
313
- "eval_f1": 0.885114187094025,
314
- "eval_loss": 0.29305681586265564,
315
- "eval_matthews_correlation": 0.8259291080645792,
316
- "eval_precision": 0.8916206014101848,
317
- "eval_recall": 0.881925767855031,
318
- "eval_runtime": 6.3267,
319
- "eval_samples_per_second": 4568.926,
320
- "eval_steps_per_second": 35.722,
321
- "step": 4800
322
- },
323
- {
324
- "epoch": 2.77,
325
- "eval_accuracy": 0.8854217117553449,
326
- "eval_f1": 0.8857838454083451,
327
- "eval_loss": 0.2878040373325348,
328
- "eval_matthews_correlation": 0.8301977075488263,
329
- "eval_precision": 0.8938206658601261,
330
- "eval_recall": 0.884056956873887,
331
- "eval_runtime": 6.3273,
332
- "eval_samples_per_second": 4568.489,
333
- "eval_steps_per_second": 35.718,
334
- "step": 5000
335
- },
336
- {
337
- "epoch": 2.88,
338
- "eval_accuracy": 0.8821351968449457,
339
- "eval_f1": 0.8839452239437287,
340
- "eval_loss": 0.30110254883766174,
341
- "eval_matthews_correlation": 0.8231792168311283,
342
- "eval_precision": 0.8879817009125152,
343
- "eval_recall": 0.8818214391632123,
344
- "eval_runtime": 6.329,
345
- "eval_samples_per_second": 4567.195,
346
- "eval_steps_per_second": 35.708,
347
- "step": 5200
348
- },
349
- {
350
- "epoch": 2.99,
351
- "eval_accuracy": 0.8851449526049955,
352
- "eval_f1": 0.886308239213426,
353
- "eval_loss": 0.2945020794868469,
354
- "eval_matthews_correlation": 0.8303737613493637,
355
- "eval_precision": 0.897756431496714,
356
- "eval_recall": 0.8823199630167121,
357
- "eval_runtime": 6.328,
358
- "eval_samples_per_second": 4567.918,
359
- "eval_steps_per_second": 35.714,
360
- "step": 5400
361
- },
362
- {
363
- "epoch": 3.1,
364
- "eval_accuracy": 0.8848681934546461,
365
- "eval_f1": 0.8858670845855992,
366
- "eval_loss": 0.2994346618652344,
367
- "eval_matthews_correlation": 0.8285400641383184,
368
- "eval_precision": 0.8926579786712784,
369
- "eval_recall": 0.8836020295365422,
370
- "eval_runtime": 6.3289,
371
- "eval_samples_per_second": 4567.288,
372
- "eval_steps_per_second": 35.709,
373
- "step": 5600
374
- },
375
- {
376
- "epoch": 3.21,
377
- "eval_accuracy": 0.8870476717636477,
378
- "eval_f1": 0.887896425962959,
379
- "eval_loss": 0.2862726151943207,
380
- "eval_matthews_correlation": 0.8339123150665094,
381
- "eval_precision": 0.9001657168490554,
382
- "eval_recall": 0.8843680937123602,
383
- "eval_runtime": 6.3273,
384
- "eval_samples_per_second": 4568.476,
385
- "eval_steps_per_second": 35.718,
386
- "step": 5800
387
- },
388
- {
389
- "epoch": 3.32,
390
- "eval_accuracy": 0.8860098249498374,
391
- "eval_f1": 0.8874314355841011,
392
- "eval_loss": 0.2849290668964386,
393
- "eval_matthews_correlation": 0.8299739841185283,
394
- "eval_precision": 0.894704396265502,
395
- "eval_recall": 0.8842126035893482,
396
- "eval_runtime": 6.3413,
397
- "eval_samples_per_second": 4558.358,
398
- "eval_steps_per_second": 35.639,
399
- "step": 6000
400
- },
401
- {
402
- "epoch": 3.43,
403
- "eval_accuracy": 0.8904033764616343,
404
- "eval_f1": 0.8914779910613806,
405
- "eval_loss": 0.2752903997898102,
406
- "eval_matthews_correlation": 0.8364867202399989,
407
- "eval_precision": 0.8971261241739302,
408
- "eval_recall": 0.8894531419411426,
409
- "eval_runtime": 6.3307,
410
- "eval_samples_per_second": 4565.983,
411
- "eval_steps_per_second": 35.699,
412
- "step": 6200
413
- },
414
- {
415
- "epoch": 3.54,
416
- "eval_accuracy": 0.8873590258077908,
417
- "eval_f1": 0.8882921639464642,
418
- "eval_loss": 0.2815305292606354,
419
- "eval_matthews_correlation": 0.8316060546498991,
420
- "eval_precision": 0.8928030268824344,
421
- "eval_recall": 0.8867802028593369,
422
- "eval_runtime": 6.3328,
423
- "eval_samples_per_second": 4564.487,
424
- "eval_steps_per_second": 35.687,
425
- "step": 6400
426
- },
427
- {
428
- "epoch": 3.65,
429
- "eval_accuracy": 0.8893309347540304,
430
- "eval_f1": 0.8903653331168124,
431
- "eval_loss": 0.28411537408828735,
432
- "eval_matthews_correlation": 0.8367081606238141,
433
- "eval_precision": 0.9012824783176558,
434
- "eval_recall": 0.8868608966982018,
435
- "eval_runtime": 6.3318,
436
- "eval_samples_per_second": 4565.229,
437
- "eval_steps_per_second": 35.693,
438
- "step": 6600
439
- },
440
- {
441
- "epoch": 3.76,
442
- "eval_accuracy": 0.8848681934546461,
443
- "eval_f1": 0.8866504352176569,
444
- "eval_loss": 0.2806982696056366,
445
- "eval_matthews_correlation": 0.8269026453375029,
446
- "eval_precision": 0.8899918085446745,
447
- "eval_recall": 0.8844727980389897,
448
- "eval_runtime": 6.3318,
449
- "eval_samples_per_second": 4565.232,
450
- "eval_steps_per_second": 35.693,
451
- "step": 6800
452
- },
453
- {
454
- "epoch": 3.87,
455
- "eval_accuracy": 0.8883276828340138,
456
- "eval_f1": 0.8899090148440965,
457
- "eval_loss": 0.28133419156074524,
458
- "eval_matthews_correlation": 0.8333472890229207,
459
- "eval_precision": 0.8968149574541151,
460
- "eval_recall": 0.8867648269634268,
461
- "eval_runtime": 6.3336,
462
- "eval_samples_per_second": 4563.941,
463
- "eval_steps_per_second": 35.683,
464
- "step": 7000
465
- },
466
- {
467
- "epoch": 3.98,
468
- "eval_accuracy": 0.8881547083650453,
469
- "eval_f1": 0.8894026496021189,
470
- "eval_loss": 0.297502338886261,
471
- "eval_matthews_correlation": 0.8334945205386666,
472
- "eval_precision": 0.8966041254627256,
473
- "eval_recall": 0.8867020495936117,
474
- "eval_runtime": 6.335,
475
- "eval_samples_per_second": 4562.884,
476
- "eval_steps_per_second": 35.675,
477
- "step": 7200
478
- },
479
- {
480
- "epoch": 4.1,
481
- "eval_accuracy": 0.8849027883484397,
482
- "eval_f1": 0.8862039883812148,
483
- "eval_loss": 0.301325261592865,
484
- "eval_matthews_correlation": 0.8273884442911875,
485
- "eval_precision": 0.889580662263925,
486
- "eval_recall": 0.884713387934626,
487
- "eval_runtime": 6.3295,
488
- "eval_samples_per_second": 4566.865,
489
- "eval_steps_per_second": 35.706,
490
- "step": 7400
491
- },
492
- {
493
- "epoch": 4.21,
494
- "eval_accuracy": 0.891614197744413,
495
- "eval_f1": 0.893011854474095,
496
- "eval_loss": 0.2823241651058197,
497
- "eval_matthews_correlation": 0.8388915171836414,
498
- "eval_precision": 0.9015900643435097,
499
- "eval_recall": 0.8893977713271144,
500
- "eval_runtime": 6.3352,
501
- "eval_samples_per_second": 4562.773,
502
- "eval_steps_per_second": 35.674,
503
- "step": 7600
504
- },
505
- {
506
- "epoch": 4.32,
507
- "eval_accuracy": 0.8899190479485228,
508
- "eval_f1": 0.8911303872165929,
509
- "eval_loss": 0.277401328086853,
510
- "eval_matthews_correlation": 0.835208898716426,
511
- "eval_precision": 0.8954442716084697,
512
- "eval_recall": 0.8892804616842996,
513
- "eval_runtime": 6.3312,
514
- "eval_samples_per_second": 4565.613,
515
- "eval_steps_per_second": 35.696,
516
- "step": 7800
517
- },
518
- {
519
- "epoch": 4.43,
520
- "eval_accuracy": 0.8934477271154777,
521
- "eval_f1": 0.8945062334448224,
522
- "eval_loss": 0.2779960334300995,
523
- "eval_matthews_correlation": 0.8416809998028856,
524
- "eval_precision": 0.9020848134085252,
525
- "eval_recall": 0.8917974318475038,
526
- "eval_runtime": 6.3272,
527
- "eval_samples_per_second": 4568.498,
528
- "eval_steps_per_second": 35.719,
529
- "step": 8000
530
- },
531
- {
532
- "epoch": 4.54,
533
- "eval_accuracy": 0.8847644087732651,
534
- "eval_f1": 0.8857130853518814,
535
- "eval_loss": 0.28888192772865295,
536
- "eval_matthews_correlation": 0.8272079111106393,
537
- "eval_precision": 0.8881516611221727,
538
- "eval_recall": 0.8851166852917182,
539
- "eval_runtime": 6.3314,
540
- "eval_samples_per_second": 4565.469,
541
- "eval_steps_per_second": 35.695,
542
- "step": 8200
543
- },
544
- {
545
- "epoch": 4.65,
546
- "eval_accuracy": 0.8880509236836643,
547
- "eval_f1": 0.8898717476564153,
548
- "eval_loss": 0.2906430959701538,
549
- "eval_matthews_correlation": 0.8326988493177964,
550
- "eval_precision": 0.8965857564648291,
551
- "eval_recall": 0.8865417456050507,
552
- "eval_runtime": 6.3302,
553
- "eval_samples_per_second": 4566.355,
554
- "eval_steps_per_second": 35.702,
555
- "step": 8400
556
- },
557
- {
558
- "epoch": 4.76,
559
- "eval_accuracy": 0.88829308794022,
560
- "eval_f1": 0.8897630778211744,
561
- "eval_loss": 0.27177920937538147,
562
- "eval_matthews_correlation": 0.8322280376805495,
563
- "eval_precision": 0.8921815887419909,
564
- "eval_recall": 0.888582941893682,
565
- "eval_runtime": 6.3301,
566
- "eval_samples_per_second": 4566.456,
567
- "eval_steps_per_second": 35.703,
568
- "step": 8600
569
- },
570
- {
571
- "epoch": 4.87,
572
- "eval_accuracy": 0.8910260845499204,
573
- "eval_f1": 0.8918365911417983,
574
- "eval_loss": 0.27784451842308044,
575
- "eval_matthews_correlation": 0.8389532823558397,
576
- "eval_precision": 0.9012345264937309,
577
- "eval_recall": 0.889235385671921,
578
- "eval_runtime": 6.336,
579
- "eval_samples_per_second": 4562.151,
580
- "eval_steps_per_second": 35.669,
581
- "step": 8800
582
- },
583
- {
584
- "epoch": 4.98,
585
- "eval_accuracy": 0.8914412232754445,
586
- "eval_f1": 0.8924273277393427,
587
- "eval_loss": 0.2901306748390198,
588
- "eval_matthews_correlation": 0.8388554292097326,
589
- "eval_precision": 0.9000611285527805,
590
- "eval_recall": 0.8900983830518662,
591
- "eval_runtime": 6.3311,
592
- "eval_samples_per_second": 4565.683,
593
- "eval_steps_per_second": 35.697,
594
- "step": 9000
595
- },
596
- {
597
- "epoch": 5.09,
598
- "eval_accuracy": 0.8910952743375078,
599
- "eval_f1": 0.8928927255737659,
600
- "eval_loss": 0.2787802815437317,
601
- "eval_matthews_correlation": 0.836709202455403,
602
- "eval_precision": 0.8970330284962715,
603
- "eval_recall": 0.8906967390543823,
604
- "eval_runtime": 6.3339,
605
- "eval_samples_per_second": 4563.666,
606
- "eval_steps_per_second": 35.681,
607
- "step": 9200
608
- },
609
- {
610
- "epoch": 5.2,
611
- "eval_accuracy": 0.893205562858922,
612
- "eval_f1": 0.894408918102502,
613
- "eval_loss": 0.2776887118816376,
614
- "eval_matthews_correlation": 0.8409755945954501,
615
- "eval_precision": 0.9011576771528516,
616
- "eval_recall": 0.8918337037228231,
617
- "eval_runtime": 6.3322,
618
- "eval_samples_per_second": 4564.904,
619
- "eval_steps_per_second": 35.69,
620
- "step": 9400
621
- },
622
- {
623
- "epoch": 5.31,
624
- "eval_accuracy": 0.8913028437002698,
625
- "eval_f1": 0.8933449768029128,
626
- "eval_loss": 0.27147313952445984,
627
- "eval_matthews_correlation": 0.8367984636801901,
628
- "eval_precision": 0.8974813228562427,
629
- "eval_recall": 0.8908149800074497,
630
- "eval_runtime": 6.3282,
631
- "eval_samples_per_second": 4567.801,
632
- "eval_steps_per_second": 35.713,
633
- "step": 9600
634
- },
635
- {
636
- "epoch": 5.42,
637
- "eval_accuracy": 0.8931709679651283,
638
- "eval_f1": 0.8947893988605209,
639
- "eval_loss": 0.27668192982673645,
640
- "eval_matthews_correlation": 0.839987634471219,
641
- "eval_precision": 0.8996660888128512,
642
- "eval_recall": 0.8922345752395212,
643
- "eval_runtime": 6.3307,
644
- "eval_samples_per_second": 4566.001,
645
- "eval_steps_per_second": 35.699,
646
- "step": 9800
647
- },
648
- {
649
- "epoch": 5.53,
650
- "eval_accuracy": 0.8901612122050785,
651
- "eval_f1": 0.892030241440469,
652
- "eval_loss": 0.27250680327415466,
653
- "eval_matthews_correlation": 0.8348770244980368,
654
- "eval_precision": 0.8948523734539041,
655
- "eval_recall": 0.8902169928340783,
656
- "eval_runtime": 6.3268,
657
- "eval_samples_per_second": 4568.789,
658
- "eval_steps_per_second": 35.721,
659
- "step": 10000
660
- },
661
- {
662
- "epoch": 5.64,
663
- "eval_accuracy": 0.8936207015844462,
664
- "eval_f1": 0.8950406066984883,
665
- "eval_loss": 0.26825740933418274,
666
- "eval_matthews_correlation": 0.8412864778456299,
667
- "eval_precision": 0.9016571518017655,
668
- "eval_recall": 0.8920421848866268,
669
- "eval_runtime": 6.3326,
670
- "eval_samples_per_second": 4564.614,
671
- "eval_steps_per_second": 35.688,
672
- "step": 10200
673
- },
674
- {
675
- "epoch": 5.76,
676
- "eval_accuracy": 0.8946931432920501,
677
- "eval_f1": 0.895911504105032,
678
- "eval_loss": 0.2863098382949829,
679
- "eval_matthews_correlation": 0.8426744355500755,
680
- "eval_precision": 0.9009237338326513,
681
- "eval_recall": 0.893906711706501,
682
- "eval_runtime": 6.3382,
683
- "eval_samples_per_second": 4560.586,
684
- "eval_steps_per_second": 35.657,
685
- "step": 10400
686
- },
687
- {
688
- "epoch": 5.87,
689
- "eval_accuracy": 0.894589358610669,
690
- "eval_f1": 0.8961857432709598,
691
- "eval_loss": 0.27857667207717896,
692
- "eval_matthews_correlation": 0.8425697307237311,
693
- "eval_precision": 0.902446347217679,
694
- "eval_recall": 0.8931898746627281,
695
- "eval_runtime": 6.3289,
696
- "eval_samples_per_second": 4567.286,
697
- "eval_steps_per_second": 35.709,
698
- "step": 10600
699
- },
700
- {
701
- "epoch": 5.98,
702
- "eval_accuracy": 0.893205562858922,
703
- "eval_f1": 0.8946394925604301,
704
- "eval_loss": 0.27962467074394226,
705
- "eval_matthews_correlation": 0.8404729678330028,
706
- "eval_precision": 0.9002145861000929,
707
- "eval_recall": 0.8922083556654631,
708
- "eval_runtime": 6.353,
709
- "eval_samples_per_second": 4549.964,
710
- "eval_steps_per_second": 35.574,
711
- "step": 10800
712
- },
713
- {
714
- "epoch": 6.09,
715
- "eval_accuracy": 0.8906109458243964,
716
- "eval_f1": 0.8924024545347345,
717
- "eval_loss": 0.29711011052131653,
718
- "eval_matthews_correlation": 0.8361735155967818,
719
- "eval_precision": 0.8972474385584807,
720
- "eval_recall": 0.8899490012257618,
721
- "eval_runtime": 6.3296,
722
- "eval_samples_per_second": 4566.77,
723
- "eval_steps_per_second": 35.705,
724
- "step": 11000
725
- },
726
- {
727
- "epoch": 6.2,
728
- "eval_accuracy": 0.8944509790354943,
729
- "eval_f1": 0.8959234303209875,
730
- "eval_loss": 0.2769003212451935,
731
- "eval_matthews_correlation": 0.8418614081465325,
732
- "eval_precision": 0.8999328555907699,
733
- "eval_recall": 0.8939905889542185,
734
- "eval_runtime": 6.3393,
735
- "eval_samples_per_second": 4559.806,
736
- "eval_steps_per_second": 35.651,
737
- "step": 11200
738
- },
739
- {
740
- "epoch": 6.31,
741
- "eval_accuracy": 0.8936207015844462,
742
- "eval_f1": 0.8952128070488539,
743
- "eval_loss": 0.2829510271549225,
744
- "eval_matthews_correlation": 0.8407021453916385,
745
- "eval_precision": 0.8998640802112573,
746
- "eval_recall": 0.8928955041267032,
747
- "eval_runtime": 6.3367,
748
- "eval_samples_per_second": 4561.689,
749
- "eval_steps_per_second": 35.665,
750
- "step": 11400
751
- },
752
- {
753
- "epoch": 6.42,
754
- "eval_accuracy": 0.8921677160451117,
755
- "eval_f1": 0.8941286765370976,
756
- "eval_loss": 0.2832199037075043,
757
- "eval_matthews_correlation": 0.8382049893653651,
758
- "eval_precision": 0.8986185080667188,
759
- "eval_recall": 0.8914790820569541,
760
- "eval_runtime": 6.3444,
761
- "eval_samples_per_second": 4556.111,
762
- "eval_steps_per_second": 35.622,
763
- "step": 11600
764
- },
765
- {
766
- "epoch": 6.53,
767
- "eval_accuracy": 0.8926866394520169,
768
- "eval_f1": 0.8936186466410277,
769
- "eval_loss": 0.2926216125488281,
770
- "eval_matthews_correlation": 0.8404882223115158,
771
- "eval_precision": 0.9005394048744494,
772
- "eval_recall": 0.8914742456721587,
773
- "eval_runtime": 6.3293,
774
- "eval_samples_per_second": 4567.005,
775
- "eval_steps_per_second": 35.707,
776
- "step": 11800
777
- },
778
- {
779
- "epoch": 6.64,
780
- "eval_accuracy": 0.8909914896561267,
781
- "eval_f1": 0.8920870410180105,
782
- "eval_loss": 0.3084053099155426,
783
- "eval_matthews_correlation": 0.8378209285395514,
784
- "eval_precision": 0.8986281823984682,
785
- "eval_recall": 0.8901018199742271,
786
- "eval_runtime": 6.338,
787
- "eval_samples_per_second": 4560.739,
788
- "eval_steps_per_second": 35.658,
789
- "step": 12000
790
- },
791
- {
792
- "epoch": 6.75,
793
- "eval_accuracy": 0.8949699024423995,
794
- "eval_f1": 0.8963528705414717,
795
- "eval_loss": 0.2815876305103302,
796
- "eval_matthews_correlation": 0.8434602442050388,
797
- "eval_precision": 0.902663149581604,
798
- "eval_recall": 0.8938368242795476,
799
- "eval_runtime": 6.3463,
800
- "eval_samples_per_second": 4554.791,
801
- "eval_steps_per_second": 35.611,
802
- "step": 12200
803
- },
804
- {
805
- "epoch": 6.86,
806
- "eval_accuracy": 0.8950390922299869,
807
- "eval_f1": 0.8960369227358638,
808
- "eval_loss": 0.2833254635334015,
809
- "eval_matthews_correlation": 0.8436664985568201,
810
- "eval_precision": 0.9018676150542063,
811
- "eval_recall": 0.8941823694062445,
812
- "eval_runtime": 6.3446,
813
- "eval_samples_per_second": 4555.994,
814
- "eval_steps_per_second": 35.621,
815
- "step": 12400
816
- },
817
- {
818
- "epoch": 6.97,
819
- "eval_accuracy": 0.895869369681035,
820
- "eval_f1": 0.8971085385306447,
821
- "eval_loss": 0.28908270597457886,
822
- "eval_matthews_correlation": 0.8445141159069601,
823
- "eval_precision": 0.9021799006291262,
824
- "eval_recall": 0.8951668393446816,
825
- "eval_runtime": 6.3451,
826
- "eval_samples_per_second": 4555.656,
827
- "eval_steps_per_second": 35.618,
828
- "step": 12600
829
- },
830
- {
831
- "epoch": 7.08,
832
- "eval_accuracy": 0.8937244862658271,
833
- "eval_f1": 0.8954805911287705,
834
- "eval_loss": 0.29825320839881897,
835
- "eval_matthews_correlation": 0.8406403827862651,
836
- "eval_precision": 0.8994945554758117,
837
- "eval_recall": 0.8933288486109117,
838
- "eval_runtime": 6.3488,
839
- "eval_samples_per_second": 4552.997,
840
- "eval_steps_per_second": 35.597,
841
- "step": 12800
842
- },
843
- {
844
- "epoch": 7.19,
845
- "eval_accuracy": 0.8937244862658271,
846
- "eval_f1": 0.8955952693876258,
847
- "eval_loss": 0.2996089458465576,
848
- "eval_matthews_correlation": 0.8404833026989822,
849
- "eval_precision": 0.8993078971139616,
850
- "eval_recall": 0.8934347551004255,
851
- "eval_runtime": 6.3457,
852
- "eval_samples_per_second": 4555.189,
853
- "eval_steps_per_second": 35.614,
854
- "step": 13000
855
- },
856
- {
857
- "epoch": 7.3,
858
- "eval_accuracy": 0.8937590811596209,
859
- "eval_f1": 0.8948487273918467,
860
- "eval_loss": 0.3090289831161499,
861
- "eval_matthews_correlation": 0.8415939853008771,
862
- "eval_precision": 0.9003448838076126,
863
- "eval_recall": 0.8930370390861109,
864
- "eval_runtime": 6.3449,
865
- "eval_samples_per_second": 4555.749,
866
- "eval_steps_per_second": 35.619,
867
- "step": 13200
868
- },
869
- {
870
- "epoch": 7.42,
871
- "eval_accuracy": 0.8930325883899537,
872
- "eval_f1": 0.8947355938263941,
873
- "eval_loss": 0.29815882444381714,
874
- "eval_matthews_correlation": 0.8396636290801262,
875
- "eval_precision": 0.8987888710247001,
876
- "eval_recall": 0.8926619116746521,
877
- "eval_runtime": 6.3488,
878
- "eval_samples_per_second": 4553.004,
879
- "eval_steps_per_second": 35.597,
880
- "step": 13400
881
- },
882
- {
883
- "epoch": 7.53,
884
- "eval_accuracy": 0.8944163841417007,
885
- "eval_f1": 0.8962893288359082,
886
- "eval_loss": 0.2949025630950928,
887
- "eval_matthews_correlation": 0.8415722880989316,
888
- "eval_precision": 0.9003635530512929,
889
- "eval_recall": 0.8939143909193757,
890
- "eval_runtime": 6.3544,
891
- "eval_samples_per_second": 4548.955,
892
- "eval_steps_per_second": 35.566,
893
- "step": 13600
894
- },
895
- {
896
- "epoch": 7.64,
897
- "eval_accuracy": 0.8934823220092715,
898
- "eval_f1": 0.8949615122382938,
899
- "eval_loss": 0.3010229766368866,
900
- "eval_matthews_correlation": 0.8404772500610511,
901
- "eval_precision": 0.8990321494366329,
902
- "eval_recall": 0.8931151783605705,
903
- "eval_runtime": 6.3416,
904
- "eval_samples_per_second": 4558.141,
905
- "eval_steps_per_second": 35.638,
906
- "step": 13800
907
- },
908
- {
909
- "epoch": 7.75,
910
- "eval_accuracy": 0.8925136649830485,
911
- "eval_f1": 0.8942310761211139,
912
- "eval_loss": 0.29808488488197327,
913
- "eval_matthews_correlation": 0.8385560869137584,
914
- "eval_precision": 0.8970918955574861,
915
- "eval_recall": 0.8926049483431046,
916
- "eval_runtime": 6.3386,
917
- "eval_samples_per_second": 4560.306,
918
- "eval_steps_per_second": 35.655,
919
- "step": 14000
920
- }
921
- ],
922
- "logging_steps": 100000,
923
- "max_steps": 14456,
924
- "num_train_epochs": 8,
925
- "save_steps": 200,
926
- "total_flos": 1.7033398988046336e+17,
927
- "trial_name": null,
928
- "trial_params": null
929
- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
human_ensembl_regulatory/base_3072/checkpoint-14000/training_args.bin DELETED
@@ -1,3 +0,0 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:c400db087c38744401d19be767ade3d2582aedda503020b3908045286998db99
3
- size 5329
 
 
 
 
human_ensembl_regulatory/base_3072/checkpoint-14200/config.json DELETED
@@ -1,37 +0,0 @@
1
- {
2
- "_name_or_path": "/root/NaN/dna-tokenizer/pretrain/models/base_3072/checkpoint-100000",
3
- "architectures": [
4
- "BertForSequenceClassification"
5
- ],
6
- "attention_probs_dropout_prob": 0.1,
7
- "classifier_dropout": null,
8
- "hidden_act": "gelu",
9
- "hidden_dropout_prob": 0.1,
10
- "hidden_size": 768,
11
- "id2label": {
12
- "0": "LABEL_0",
13
- "1": "LABEL_1",
14
- "2": "LABEL_2"
15
- },
16
- "initializer_range": 0.02,
17
- "intermediate_size": 3072,
18
- "label2id": {
19
- "LABEL_0": 0,
20
- "LABEL_1": 1,
21
- "LABEL_2": 2
22
- },
23
- "layer_norm_eps": 1e-12,
24
- "max_length": 512,
25
- "max_position_embeddings": 512,
26
- "model_type": "bert",
27
- "num_attention_heads": 12,
28
- "num_hidden_layers": 12,
29
- "pad_token_id": 0,
30
- "position_embedding_type": "absolute",
31
- "problem_type": "single_label_classification",
32
- "torch_dtype": "float32",
33
- "transformers_version": "4.35.2",
34
- "type_vocab_size": 2,
35
- "use_cache": true,
36
- "vocab_size": 3072
37
- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
human_ensembl_regulatory/base_3072/checkpoint-14200/model.safetensors DELETED
@@ -1,3 +0,0 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:b2ce7f4e236d5b31596e895b16d3400b48944d173fce3c3e4feee31390e90e3f
3
- size 353635228
 
 
 
 
human_ensembl_regulatory/base_3072/checkpoint-14200/optimizer.pt DELETED
@@ -1,3 +0,0 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:7fcc525582eec59c6a120e1e085a244bd442e4dd1b588da8fb5652f413b5bc94
3
- size 707392139
 
 
 
 
human_ensembl_regulatory/base_3072/checkpoint-14200/rng_state.pth DELETED
@@ -1,3 +0,0 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:a40c0771075b677d7a2273a2379a2fc00551653fdcc5871321621860312c5b07
3
- size 14709
 
 
 
 
human_ensembl_regulatory/base_3072/checkpoint-14200/scheduler.pt DELETED
@@ -1,3 +0,0 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:ca23367cb8b18de412dfcd7160aabae082c84d7dbe85b24e18ff908be1b0119e
3
- size 1465
 
 
 
 
human_ensembl_regulatory/base_3072/checkpoint-14200/special_tokens_map.json DELETED
@@ -1,7 +0,0 @@
1
- {
2
- "cls_token": "[CLS]",
3
- "mask_token": "[MASK]",
4
- "pad_token": "[PAD]",
5
- "sep_token": "[SEP]",
6
- "unk_token": "[UNK]"
7
- }
 
 
 
 
 
 
 
 
human_ensembl_regulatory/base_3072/checkpoint-14200/tokenizer.json DELETED
The diff for this file is too large to render. See raw diff
 
human_ensembl_regulatory/base_3072/checkpoint-14200/tokenizer_config.json DELETED
@@ -1,56 +0,0 @@
1
- {
2
- "added_tokens_decoder": {
3
- "0": {
4
- "content": "[PAD]",
5
- "lstrip": false,
6
- "normalized": false,
7
- "rstrip": false,
8
- "single_word": false,
9
- "special": true
10
- },
11
- "1": {
12
- "content": "[UNK]",
13
- "lstrip": false,
14
- "normalized": false,
15
- "rstrip": false,
16
- "single_word": false,
17
- "special": true
18
- },
19
- "2": {
20
- "content": "[CLS]",
21
- "lstrip": false,
22
- "normalized": false,
23
- "rstrip": false,
24
- "single_word": false,
25
- "special": true
26
- },
27
- "3": {
28
- "content": "[SEP]",
29
- "lstrip": false,
30
- "normalized": false,
31
- "rstrip": false,
32
- "single_word": false,
33
- "special": true
34
- },
35
- "4": {
36
- "content": "[MASK]",
37
- "lstrip": false,
38
- "normalized": false,
39
- "rstrip": false,
40
- "single_word": false,
41
- "special": true
42
- }
43
- },
44
- "cache_dir": null,
45
- "clean_up_tokenization_spaces": true,
46
- "cls_token": "[CLS]",
47
- "mask_token": "[MASK]",
48
- "model_max_length": 250,
49
- "pad_token": "[PAD]",
50
- "padding_side": "right",
51
- "sep_token": "[SEP]",
52
- "tokenizer_class": "PreTrainedTokenizerFast",
53
- "trust_remote_code": true,
54
- "unk_token": "[UNK]",
55
- "use_fast": true
56
- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
human_ensembl_regulatory/base_3072/checkpoint-14200/trainer_state.json DELETED
@@ -1,942 +0,0 @@
1
- {
2
- "best_metric": null,
3
- "best_model_checkpoint": null,
4
- "epoch": 7.858328721638074,
5
- "eval_steps": 200,
6
- "global_step": 14200,
7
- "is_hyper_param_search": false,
8
- "is_local_process_zero": true,
9
- "is_world_process_zero": true,
10
- "log_history": [
11
- {
12
- "epoch": 0.11,
13
- "eval_accuracy": 0.7631287621947,
14
- "eval_f1": 0.7637252904097979,
15
- "eval_loss": 0.5434313416481018,
16
- "eval_matthews_correlation": 0.6445437687927822,
17
- "eval_precision": 0.7637111046493135,
18
- "eval_recall": 0.765490425188335,
19
- "eval_runtime": 6.3466,
20
- "eval_samples_per_second": 4554.569,
21
- "eval_steps_per_second": 35.61,
22
- "step": 200
23
- },
24
- {
25
- "epoch": 0.22,
26
- "eval_accuracy": 0.8355012800110704,
27
- "eval_f1": 0.8365614801773557,
28
- "eval_loss": 0.41565728187561035,
29
- "eval_matthews_correlation": 0.7574410510587669,
30
- "eval_precision": 0.8547583068058389,
31
- "eval_recall": 0.8309223755258941,
32
- "eval_runtime": 6.3479,
33
- "eval_samples_per_second": 4553.618,
34
- "eval_steps_per_second": 35.602,
35
- "step": 400
36
- },
37
- {
38
- "epoch": 0.33,
39
- "eval_accuracy": 0.8444959523974261,
40
- "eval_f1": 0.8462633455095543,
41
- "eval_loss": 0.39934343099594116,
42
- "eval_matthews_correlation": 0.7666701235793097,
43
- "eval_precision": 0.8539778966745382,
44
- "eval_recall": 0.8423605635643182,
45
- "eval_runtime": 6.3347,
46
- "eval_samples_per_second": 4563.147,
47
- "eval_steps_per_second": 35.677,
48
- "step": 600
49
- },
50
- {
51
- "epoch": 0.44,
52
- "eval_accuracy": 0.8584722894900713,
53
- "eval_f1": 0.8598909494500923,
54
- "eval_loss": 0.35555699467658997,
55
- "eval_matthews_correlation": 0.7875595996660668,
56
- "eval_precision": 0.8648899799007316,
57
- "eval_recall": 0.8572299805040989,
58
- "eval_runtime": 6.332,
59
- "eval_samples_per_second": 4565.079,
60
- "eval_steps_per_second": 35.692,
61
- "step": 800
62
- },
63
- {
64
- "epoch": 0.55,
65
- "eval_accuracy": 0.8430775617518854,
66
- "eval_f1": 0.8454663268345574,
67
- "eval_loss": 0.3819273114204407,
68
- "eval_matthews_correlation": 0.7640650142321523,
69
- "eval_precision": 0.8487232576971051,
70
- "eval_recall": 0.8437015678940293,
71
- "eval_runtime": 6.3315,
72
- "eval_samples_per_second": 4565.442,
73
- "eval_steps_per_second": 35.695,
74
- "step": 1000
75
- },
76
- {
77
- "epoch": 0.66,
78
- "eval_accuracy": 0.8650799142046633,
79
- "eval_f1": 0.8644083875976301,
80
- "eval_loss": 0.33737584948539734,
81
- "eval_matthews_correlation": 0.7999641131979995,
82
- "eval_precision": 0.8726322998406989,
83
- "eval_recall": 0.8638534177565756,
84
- "eval_runtime": 6.3425,
85
- "eval_samples_per_second": 4557.514,
86
- "eval_steps_per_second": 35.633,
87
- "step": 1200
88
- },
89
- {
90
- "epoch": 0.77,
91
- "eval_accuracy": 0.8665674946377915,
92
- "eval_f1": 0.8682947296760272,
93
- "eval_loss": 0.3294672966003418,
94
- "eval_matthews_correlation": 0.8007303567504979,
95
- "eval_precision": 0.8787531415676622,
96
- "eval_recall": 0.8635116626335386,
97
- "eval_runtime": 6.3602,
98
- "eval_samples_per_second": 4544.791,
99
- "eval_steps_per_second": 35.533,
100
- "step": 1400
101
- },
102
- {
103
- "epoch": 0.89,
104
- "eval_accuracy": 0.8716183491316681,
105
- "eval_f1": 0.8726660510894068,
106
- "eval_loss": 0.32086172699928284,
107
- "eval_matthews_correlation": 0.8102970184587044,
108
- "eval_precision": 0.8857093298214904,
109
- "eval_recall": 0.868057832538541,
110
- "eval_runtime": 6.3417,
111
- "eval_samples_per_second": 4558.115,
112
- "eval_steps_per_second": 35.637,
113
- "step": 1600
114
- },
115
- {
116
- "epoch": 1.0,
117
- "eval_accuracy": 0.8732097142461772,
118
- "eval_f1": 0.8747467540360607,
119
- "eval_loss": 0.31995540857315063,
120
- "eval_matthews_correlation": 0.8114248425885828,
121
- "eval_precision": 0.8852565763439663,
122
- "eval_recall": 0.870275600961048,
123
- "eval_runtime": 6.3409,
124
- "eval_samples_per_second": 4558.634,
125
- "eval_steps_per_second": 35.641,
126
- "step": 1800
127
- },
128
- {
129
- "epoch": 1.11,
130
- "eval_accuracy": 0.869819414654397,
131
- "eval_f1": 0.870027807466756,
132
- "eval_loss": 0.3274751901626587,
133
- "eval_matthews_correlation": 0.807806844099052,
134
- "eval_precision": 0.8811302666871579,
135
- "eval_recall": 0.8680597400838227,
136
- "eval_runtime": 6.3277,
137
- "eval_samples_per_second": 4568.189,
138
- "eval_steps_per_second": 35.716,
139
- "step": 2000
140
- },
141
- {
142
- "epoch": 1.22,
143
- "eval_accuracy": 0.8751124334048295,
144
- "eval_f1": 0.8767794708217407,
145
- "eval_loss": 0.31445378065109253,
146
- "eval_matthews_correlation": 0.8129535421098832,
147
- "eval_precision": 0.8823771754169298,
148
- "eval_recall": 0.8740288172396674,
149
- "eval_runtime": 6.3375,
150
- "eval_samples_per_second": 4561.07,
151
- "eval_steps_per_second": 35.66,
152
- "step": 2200
153
- },
154
- {
155
- "epoch": 1.33,
156
- "eval_accuracy": 0.8786065176779907,
157
- "eval_f1": 0.8804120457112202,
158
- "eval_loss": 0.30376389622688293,
159
- "eval_matthews_correlation": 0.818359828918223,
160
- "eval_precision": 0.8873540250604574,
161
- "eval_recall": 0.8768603619194306,
162
- "eval_runtime": 6.3495,
163
- "eval_samples_per_second": 4552.473,
164
- "eval_steps_per_second": 35.593,
165
- "step": 2400
166
- },
167
- {
168
- "epoch": 1.44,
169
- "eval_accuracy": 0.8689199474157614,
170
- "eval_f1": 0.8695062971703474,
171
- "eval_loss": 0.33015474677085876,
172
- "eval_matthews_correlation": 0.8038507391919977,
173
- "eval_precision": 0.8731098141522541,
174
- "eval_recall": 0.869011988411034,
175
- "eval_runtime": 6.341,
176
- "eval_samples_per_second": 4558.589,
177
- "eval_steps_per_second": 35.641,
178
- "step": 2600
179
- },
180
- {
181
- "epoch": 1.55,
182
- "eval_accuracy": 0.8766692036255449,
183
- "eval_f1": 0.8780737901306455,
184
- "eval_loss": 0.3185276985168457,
185
- "eval_matthews_correlation": 0.8159739463443503,
186
- "eval_precision": 0.8854910478175612,
187
- "eval_recall": 0.8749199751124719,
188
- "eval_runtime": 6.3359,
189
- "eval_samples_per_second": 4562.289,
190
- "eval_steps_per_second": 35.67,
191
- "step": 2800
192
- },
193
- {
194
- "epoch": 1.66,
195
- "eval_accuracy": 0.873451878502733,
196
- "eval_f1": 0.8745153730554996,
197
- "eval_loss": 0.3263399600982666,
198
- "eval_matthews_correlation": 0.8119489865082196,
199
- "eval_precision": 0.8834811606427829,
200
- "eval_recall": 0.8715407218596346,
201
- "eval_runtime": 6.3418,
202
- "eval_samples_per_second": 4557.995,
203
- "eval_steps_per_second": 35.636,
204
- "step": 3000
205
- },
206
- {
207
- "epoch": 1.77,
208
- "eval_accuracy": 0.8813395142876911,
209
- "eval_f1": 0.8818879844399303,
210
- "eval_loss": 0.29727903008461,
211
- "eval_matthews_correlation": 0.8259481285765669,
212
- "eval_precision": 0.8956235096626705,
213
- "eval_recall": 0.8783326544826559,
214
- "eval_runtime": 6.3398,
215
- "eval_samples_per_second": 4559.417,
216
- "eval_steps_per_second": 35.648,
217
- "step": 3200
218
- },
219
- {
220
- "epoch": 1.88,
221
- "eval_accuracy": 0.8827924998270256,
222
- "eval_f1": 0.8841759014261692,
223
- "eval_loss": 0.29565736651420593,
224
- "eval_matthews_correlation": 0.8256178375822875,
225
- "eval_precision": 0.892768390763086,
226
- "eval_recall": 0.880666838238121,
227
- "eval_runtime": 6.3407,
228
- "eval_samples_per_second": 4558.804,
229
- "eval_steps_per_second": 35.643,
230
- "step": 3400
231
- },
232
- {
233
- "epoch": 1.99,
234
- "eval_accuracy": 0.8810627551373418,
235
- "eval_f1": 0.8827766714455013,
236
- "eval_loss": 0.29401829838752747,
237
- "eval_matthews_correlation": 0.8216298754947776,
238
- "eval_precision": 0.8887839973591874,
239
- "eval_recall": 0.8794150912644644,
240
- "eval_runtime": 6.3433,
241
- "eval_samples_per_second": 4556.962,
242
- "eval_steps_per_second": 35.628,
243
- "step": 3600
244
- },
245
- {
246
- "epoch": 2.1,
247
- "eval_accuracy": 0.8796097695980073,
248
- "eval_f1": 0.8805296255975588,
249
- "eval_loss": 0.3111639618873596,
250
- "eval_matthews_correlation": 0.8222095610456218,
251
- "eval_precision": 0.8924941587035914,
252
- "eval_recall": 0.8764907197445329,
253
- "eval_runtime": 6.328,
254
- "eval_samples_per_second": 4567.984,
255
- "eval_steps_per_second": 35.715,
256
- "step": 3800
257
- },
258
- {
259
- "epoch": 2.21,
260
- "eval_accuracy": 0.8824465508890887,
261
- "eval_f1": 0.8836499737169107,
262
- "eval_loss": 0.30004093050956726,
263
- "eval_matthews_correlation": 0.8257179264635982,
264
- "eval_precision": 0.8938452710102794,
265
- "eval_recall": 0.8798082044973228,
266
- "eval_runtime": 6.326,
267
- "eval_samples_per_second": 4569.373,
268
- "eval_steps_per_second": 35.725,
269
- "step": 4000
270
- },
271
- {
272
- "epoch": 2.32,
273
- "eval_accuracy": 0.8759773057496714,
274
- "eval_f1": 0.8772153967910118,
275
- "eval_loss": 0.31523868441581726,
276
- "eval_matthews_correlation": 0.815377575453818,
277
- "eval_precision": 0.8864289034661025,
278
- "eval_recall": 0.87336045996798,
279
- "eval_runtime": 6.3286,
280
- "eval_samples_per_second": 4567.526,
281
- "eval_steps_per_second": 35.711,
282
- "step": 4200
283
- },
284
- {
285
- "epoch": 2.43,
286
- "eval_accuracy": 0.8800595032173251,
287
- "eval_f1": 0.8804022842955522,
288
- "eval_loss": 0.3036770522594452,
289
- "eval_matthews_correlation": 0.822361970881652,
290
- "eval_precision": 0.8888145633651886,
291
- "eval_recall": 0.8790141931629684,
292
- "eval_runtime": 6.3289,
293
- "eval_samples_per_second": 4567.335,
294
- "eval_steps_per_second": 35.709,
295
- "step": 4400
296
- },
297
- {
298
- "epoch": 2.55,
299
- "eval_accuracy": 0.8872206462326161,
300
- "eval_f1": 0.8884178788215135,
301
- "eval_loss": 0.2838316857814789,
302
- "eval_matthews_correlation": 0.8325897438913511,
303
- "eval_precision": 0.8972535403832396,
304
- "eval_recall": 0.8851528361222756,
305
- "eval_runtime": 6.3339,
306
- "eval_samples_per_second": 4563.702,
307
- "eval_steps_per_second": 35.681,
308
- "step": 4600
309
- },
310
- {
311
- "epoch": 2.66,
312
- "eval_accuracy": 0.88358818238428,
313
- "eval_f1": 0.885114187094025,
314
- "eval_loss": 0.29305681586265564,
315
- "eval_matthews_correlation": 0.8259291080645792,
316
- "eval_precision": 0.8916206014101848,
317
- "eval_recall": 0.881925767855031,
318
- "eval_runtime": 6.3267,
319
- "eval_samples_per_second": 4568.926,
320
- "eval_steps_per_second": 35.722,
321
- "step": 4800
322
- },
323
- {
324
- "epoch": 2.77,
325
- "eval_accuracy": 0.8854217117553449,
326
- "eval_f1": 0.8857838454083451,
327
- "eval_loss": 0.2878040373325348,
328
- "eval_matthews_correlation": 0.8301977075488263,
329
- "eval_precision": 0.8938206658601261,
330
- "eval_recall": 0.884056956873887,
331
- "eval_runtime": 6.3273,
332
- "eval_samples_per_second": 4568.489,
333
- "eval_steps_per_second": 35.718,
334
- "step": 5000
335
- },
336
- {
337
- "epoch": 2.88,
338
- "eval_accuracy": 0.8821351968449457,
339
- "eval_f1": 0.8839452239437287,
340
- "eval_loss": 0.30110254883766174,
341
- "eval_matthews_correlation": 0.8231792168311283,
342
- "eval_precision": 0.8879817009125152,
343
- "eval_recall": 0.8818214391632123,
344
- "eval_runtime": 6.329,
345
- "eval_samples_per_second": 4567.195,
346
- "eval_steps_per_second": 35.708,
347
- "step": 5200
348
- },
349
- {
350
- "epoch": 2.99,
351
- "eval_accuracy": 0.8851449526049955,
352
- "eval_f1": 0.886308239213426,
353
- "eval_loss": 0.2945020794868469,
354
- "eval_matthews_correlation": 0.8303737613493637,
355
- "eval_precision": 0.897756431496714,
356
- "eval_recall": 0.8823199630167121,
357
- "eval_runtime": 6.328,
358
- "eval_samples_per_second": 4567.918,
359
- "eval_steps_per_second": 35.714,
360
- "step": 5400
361
- },
362
- {
363
- "epoch": 3.1,
364
- "eval_accuracy": 0.8848681934546461,
365
- "eval_f1": 0.8858670845855992,
366
- "eval_loss": 0.2994346618652344,
367
- "eval_matthews_correlation": 0.8285400641383184,
368
- "eval_precision": 0.8926579786712784,
369
- "eval_recall": 0.8836020295365422,
370
- "eval_runtime": 6.3289,
371
- "eval_samples_per_second": 4567.288,
372
- "eval_steps_per_second": 35.709,
373
- "step": 5600
374
- },
375
- {
376
- "epoch": 3.21,
377
- "eval_accuracy": 0.8870476717636477,
378
- "eval_f1": 0.887896425962959,
379
- "eval_loss": 0.2862726151943207,
380
- "eval_matthews_correlation": 0.8339123150665094,
381
- "eval_precision": 0.9001657168490554,
382
- "eval_recall": 0.8843680937123602,
383
- "eval_runtime": 6.3273,
384
- "eval_samples_per_second": 4568.476,
385
- "eval_steps_per_second": 35.718,
386
- "step": 5800
387
- },
388
- {
389
- "epoch": 3.32,
390
- "eval_accuracy": 0.8860098249498374,
391
- "eval_f1": 0.8874314355841011,
392
- "eval_loss": 0.2849290668964386,
393
- "eval_matthews_correlation": 0.8299739841185283,
394
- "eval_precision": 0.894704396265502,
395
- "eval_recall": 0.8842126035893482,
396
- "eval_runtime": 6.3413,
397
- "eval_samples_per_second": 4558.358,
398
- "eval_steps_per_second": 35.639,
399
- "step": 6000
400
- },
401
- {
402
- "epoch": 3.43,
403
- "eval_accuracy": 0.8904033764616343,
404
- "eval_f1": 0.8914779910613806,
405
- "eval_loss": 0.2752903997898102,
406
- "eval_matthews_correlation": 0.8364867202399989,
407
- "eval_precision": 0.8971261241739302,
408
- "eval_recall": 0.8894531419411426,
409
- "eval_runtime": 6.3307,
410
- "eval_samples_per_second": 4565.983,
411
- "eval_steps_per_second": 35.699,
412
- "step": 6200
413
- },
414
- {
415
- "epoch": 3.54,
416
- "eval_accuracy": 0.8873590258077908,
417
- "eval_f1": 0.8882921639464642,
418
- "eval_loss": 0.2815305292606354,
419
- "eval_matthews_correlation": 0.8316060546498991,
420
- "eval_precision": 0.8928030268824344,
421
- "eval_recall": 0.8867802028593369,
422
- "eval_runtime": 6.3328,
423
- "eval_samples_per_second": 4564.487,
424
- "eval_steps_per_second": 35.687,
425
- "step": 6400
426
- },
427
- {
428
- "epoch": 3.65,
429
- "eval_accuracy": 0.8893309347540304,
430
- "eval_f1": 0.8903653331168124,
431
- "eval_loss": 0.28411537408828735,
432
- "eval_matthews_correlation": 0.8367081606238141,
433
- "eval_precision": 0.9012824783176558,
434
- "eval_recall": 0.8868608966982018,
435
- "eval_runtime": 6.3318,
436
- "eval_samples_per_second": 4565.229,
437
- "eval_steps_per_second": 35.693,
438
- "step": 6600
439
- },
440
- {
441
- "epoch": 3.76,
442
- "eval_accuracy": 0.8848681934546461,
443
- "eval_f1": 0.8866504352176569,
444
- "eval_loss": 0.2806982696056366,
445
- "eval_matthews_correlation": 0.8269026453375029,
446
- "eval_precision": 0.8899918085446745,
447
- "eval_recall": 0.8844727980389897,
448
- "eval_runtime": 6.3318,
449
- "eval_samples_per_second": 4565.232,
450
- "eval_steps_per_second": 35.693,
451
- "step": 6800
452
- },
453
- {
454
- "epoch": 3.87,
455
- "eval_accuracy": 0.8883276828340138,
456
- "eval_f1": 0.8899090148440965,
457
- "eval_loss": 0.28133419156074524,
458
- "eval_matthews_correlation": 0.8333472890229207,
459
- "eval_precision": 0.8968149574541151,
460
- "eval_recall": 0.8867648269634268,
461
- "eval_runtime": 6.3336,
462
- "eval_samples_per_second": 4563.941,
463
- "eval_steps_per_second": 35.683,
464
- "step": 7000
465
- },
466
- {
467
- "epoch": 3.98,
468
- "eval_accuracy": 0.8881547083650453,
469
- "eval_f1": 0.8894026496021189,
470
- "eval_loss": 0.297502338886261,
471
- "eval_matthews_correlation": 0.8334945205386666,
472
- "eval_precision": 0.8966041254627256,
473
- "eval_recall": 0.8867020495936117,
474
- "eval_runtime": 6.335,
475
- "eval_samples_per_second": 4562.884,
476
- "eval_steps_per_second": 35.675,
477
- "step": 7200
478
- },
479
- {
480
- "epoch": 4.1,
481
- "eval_accuracy": 0.8849027883484397,
482
- "eval_f1": 0.8862039883812148,
483
- "eval_loss": 0.301325261592865,
484
- "eval_matthews_correlation": 0.8273884442911875,
485
- "eval_precision": 0.889580662263925,
486
- "eval_recall": 0.884713387934626,
487
- "eval_runtime": 6.3295,
488
- "eval_samples_per_second": 4566.865,
489
- "eval_steps_per_second": 35.706,
490
- "step": 7400
491
- },
492
- {
493
- "epoch": 4.21,
494
- "eval_accuracy": 0.891614197744413,
495
- "eval_f1": 0.893011854474095,
496
- "eval_loss": 0.2823241651058197,
497
- "eval_matthews_correlation": 0.8388915171836414,
498
- "eval_precision": 0.9015900643435097,
499
- "eval_recall": 0.8893977713271144,
500
- "eval_runtime": 6.3352,
501
- "eval_samples_per_second": 4562.773,
502
- "eval_steps_per_second": 35.674,
503
- "step": 7600
504
- },
505
- {
506
- "epoch": 4.32,
507
- "eval_accuracy": 0.8899190479485228,
508
- "eval_f1": 0.8911303872165929,
509
- "eval_loss": 0.277401328086853,
510
- "eval_matthews_correlation": 0.835208898716426,
511
- "eval_precision": 0.8954442716084697,
512
- "eval_recall": 0.8892804616842996,
513
- "eval_runtime": 6.3312,
514
- "eval_samples_per_second": 4565.613,
515
- "eval_steps_per_second": 35.696,
516
- "step": 7800
517
- },
518
- {
519
- "epoch": 4.43,
520
- "eval_accuracy": 0.8934477271154777,
521
- "eval_f1": 0.8945062334448224,
522
- "eval_loss": 0.2779960334300995,
523
- "eval_matthews_correlation": 0.8416809998028856,
524
- "eval_precision": 0.9020848134085252,
525
- "eval_recall": 0.8917974318475038,
526
- "eval_runtime": 6.3272,
527
- "eval_samples_per_second": 4568.498,
528
- "eval_steps_per_second": 35.719,
529
- "step": 8000
530
- },
531
- {
532
- "epoch": 4.54,
533
- "eval_accuracy": 0.8847644087732651,
534
- "eval_f1": 0.8857130853518814,
535
- "eval_loss": 0.28888192772865295,
536
- "eval_matthews_correlation": 0.8272079111106393,
537
- "eval_precision": 0.8881516611221727,
538
- "eval_recall": 0.8851166852917182,
539
- "eval_runtime": 6.3314,
540
- "eval_samples_per_second": 4565.469,
541
- "eval_steps_per_second": 35.695,
542
- "step": 8200
543
- },
544
- {
545
- "epoch": 4.65,
546
- "eval_accuracy": 0.8880509236836643,
547
- "eval_f1": 0.8898717476564153,
548
- "eval_loss": 0.2906430959701538,
549
- "eval_matthews_correlation": 0.8326988493177964,
550
- "eval_precision": 0.8965857564648291,
551
- "eval_recall": 0.8865417456050507,
552
- "eval_runtime": 6.3302,
553
- "eval_samples_per_second": 4566.355,
554
- "eval_steps_per_second": 35.702,
555
- "step": 8400
556
- },
557
- {
558
- "epoch": 4.76,
559
- "eval_accuracy": 0.88829308794022,
560
- "eval_f1": 0.8897630778211744,
561
- "eval_loss": 0.27177920937538147,
562
- "eval_matthews_correlation": 0.8322280376805495,
563
- "eval_precision": 0.8921815887419909,
564
- "eval_recall": 0.888582941893682,
565
- "eval_runtime": 6.3301,
566
- "eval_samples_per_second": 4566.456,
567
- "eval_steps_per_second": 35.703,
568
- "step": 8600
569
- },
570
- {
571
- "epoch": 4.87,
572
- "eval_accuracy": 0.8910260845499204,
573
- "eval_f1": 0.8918365911417983,
574
- "eval_loss": 0.27784451842308044,
575
- "eval_matthews_correlation": 0.8389532823558397,
576
- "eval_precision": 0.9012345264937309,
577
- "eval_recall": 0.889235385671921,
578
- "eval_runtime": 6.336,
579
- "eval_samples_per_second": 4562.151,
580
- "eval_steps_per_second": 35.669,
581
- "step": 8800
582
- },
583
- {
584
- "epoch": 4.98,
585
- "eval_accuracy": 0.8914412232754445,
586
- "eval_f1": 0.8924273277393427,
587
- "eval_loss": 0.2901306748390198,
588
- "eval_matthews_correlation": 0.8388554292097326,
589
- "eval_precision": 0.9000611285527805,
590
- "eval_recall": 0.8900983830518662,
591
- "eval_runtime": 6.3311,
592
- "eval_samples_per_second": 4565.683,
593
- "eval_steps_per_second": 35.697,
594
- "step": 9000
595
- },
596
- {
597
- "epoch": 5.09,
598
- "eval_accuracy": 0.8910952743375078,
599
- "eval_f1": 0.8928927255737659,
600
- "eval_loss": 0.2787802815437317,
601
- "eval_matthews_correlation": 0.836709202455403,
602
- "eval_precision": 0.8970330284962715,
603
- "eval_recall": 0.8906967390543823,
604
- "eval_runtime": 6.3339,
605
- "eval_samples_per_second": 4563.666,
606
- "eval_steps_per_second": 35.681,
607
- "step": 9200
608
- },
609
- {
610
- "epoch": 5.2,
611
- "eval_accuracy": 0.893205562858922,
612
- "eval_f1": 0.894408918102502,
613
- "eval_loss": 0.2776887118816376,
614
- "eval_matthews_correlation": 0.8409755945954501,
615
- "eval_precision": 0.9011576771528516,
616
- "eval_recall": 0.8918337037228231,
617
- "eval_runtime": 6.3322,
618
- "eval_samples_per_second": 4564.904,
619
- "eval_steps_per_second": 35.69,
620
- "step": 9400
621
- },
622
- {
623
- "epoch": 5.31,
624
- "eval_accuracy": 0.8913028437002698,
625
- "eval_f1": 0.8933449768029128,
626
- "eval_loss": 0.27147313952445984,
627
- "eval_matthews_correlation": 0.8367984636801901,
628
- "eval_precision": 0.8974813228562427,
629
- "eval_recall": 0.8908149800074497,
630
- "eval_runtime": 6.3282,
631
- "eval_samples_per_second": 4567.801,
632
- "eval_steps_per_second": 35.713,
633
- "step": 9600
634
- },
635
- {
636
- "epoch": 5.42,
637
- "eval_accuracy": 0.8931709679651283,
638
- "eval_f1": 0.8947893988605209,
639
- "eval_loss": 0.27668192982673645,
640
- "eval_matthews_correlation": 0.839987634471219,
641
- "eval_precision": 0.8996660888128512,
642
- "eval_recall": 0.8922345752395212,
643
- "eval_runtime": 6.3307,
644
- "eval_samples_per_second": 4566.001,
645
- "eval_steps_per_second": 35.699,
646
- "step": 9800
647
- },
648
- {
649
- "epoch": 5.53,
650
- "eval_accuracy": 0.8901612122050785,
651
- "eval_f1": 0.892030241440469,
652
- "eval_loss": 0.27250680327415466,
653
- "eval_matthews_correlation": 0.8348770244980368,
654
- "eval_precision": 0.8948523734539041,
655
- "eval_recall": 0.8902169928340783,
656
- "eval_runtime": 6.3268,
657
- "eval_samples_per_second": 4568.789,
658
- "eval_steps_per_second": 35.721,
659
- "step": 10000
660
- },
661
- {
662
- "epoch": 5.64,
663
- "eval_accuracy": 0.8936207015844462,
664
- "eval_f1": 0.8950406066984883,
665
- "eval_loss": 0.26825740933418274,
666
- "eval_matthews_correlation": 0.8412864778456299,
667
- "eval_precision": 0.9016571518017655,
668
- "eval_recall": 0.8920421848866268,
669
- "eval_runtime": 6.3326,
670
- "eval_samples_per_second": 4564.614,
671
- "eval_steps_per_second": 35.688,
672
- "step": 10200
673
- },
674
- {
675
- "epoch": 5.76,
676
- "eval_accuracy": 0.8946931432920501,
677
- "eval_f1": 0.895911504105032,
678
- "eval_loss": 0.2863098382949829,
679
- "eval_matthews_correlation": 0.8426744355500755,
680
- "eval_precision": 0.9009237338326513,
681
- "eval_recall": 0.893906711706501,
682
- "eval_runtime": 6.3382,
683
- "eval_samples_per_second": 4560.586,
684
- "eval_steps_per_second": 35.657,
685
- "step": 10400
686
- },
687
- {
688
- "epoch": 5.87,
689
- "eval_accuracy": 0.894589358610669,
690
- "eval_f1": 0.8961857432709598,
691
- "eval_loss": 0.27857667207717896,
692
- "eval_matthews_correlation": 0.8425697307237311,
693
- "eval_precision": 0.902446347217679,
694
- "eval_recall": 0.8931898746627281,
695
- "eval_runtime": 6.3289,
696
- "eval_samples_per_second": 4567.286,
697
- "eval_steps_per_second": 35.709,
698
- "step": 10600
699
- },
700
- {
701
- "epoch": 5.98,
702
- "eval_accuracy": 0.893205562858922,
703
- "eval_f1": 0.8946394925604301,
704
- "eval_loss": 0.27962467074394226,
705
- "eval_matthews_correlation": 0.8404729678330028,
706
- "eval_precision": 0.9002145861000929,
707
- "eval_recall": 0.8922083556654631,
708
- "eval_runtime": 6.353,
709
- "eval_samples_per_second": 4549.964,
710
- "eval_steps_per_second": 35.574,
711
- "step": 10800
712
- },
713
- {
714
- "epoch": 6.09,
715
- "eval_accuracy": 0.8906109458243964,
716
- "eval_f1": 0.8924024545347345,
717
- "eval_loss": 0.29711011052131653,
718
- "eval_matthews_correlation": 0.8361735155967818,
719
- "eval_precision": 0.8972474385584807,
720
- "eval_recall": 0.8899490012257618,
721
- "eval_runtime": 6.3296,
722
- "eval_samples_per_second": 4566.77,
723
- "eval_steps_per_second": 35.705,
724
- "step": 11000
725
- },
726
- {
727
- "epoch": 6.2,
728
- "eval_accuracy": 0.8944509790354943,
729
- "eval_f1": 0.8959234303209875,
730
- "eval_loss": 0.2769003212451935,
731
- "eval_matthews_correlation": 0.8418614081465325,
732
- "eval_precision": 0.8999328555907699,
733
- "eval_recall": 0.8939905889542185,
734
- "eval_runtime": 6.3393,
735
- "eval_samples_per_second": 4559.806,
736
- "eval_steps_per_second": 35.651,
737
- "step": 11200
738
- },
739
- {
740
- "epoch": 6.31,
741
- "eval_accuracy": 0.8936207015844462,
742
- "eval_f1": 0.8952128070488539,
743
- "eval_loss": 0.2829510271549225,
744
- "eval_matthews_correlation": 0.8407021453916385,
745
- "eval_precision": 0.8998640802112573,
746
- "eval_recall": 0.8928955041267032,
747
- "eval_runtime": 6.3367,
748
- "eval_samples_per_second": 4561.689,
749
- "eval_steps_per_second": 35.665,
750
- "step": 11400
751
- },
752
- {
753
- "epoch": 6.42,
754
- "eval_accuracy": 0.8921677160451117,
755
- "eval_f1": 0.8941286765370976,
756
- "eval_loss": 0.2832199037075043,
757
- "eval_matthews_correlation": 0.8382049893653651,
758
- "eval_precision": 0.8986185080667188,
759
- "eval_recall": 0.8914790820569541,
760
- "eval_runtime": 6.3444,
761
- "eval_samples_per_second": 4556.111,
762
- "eval_steps_per_second": 35.622,
763
- "step": 11600
764
- },
765
- {
766
- "epoch": 6.53,
767
- "eval_accuracy": 0.8926866394520169,
768
- "eval_f1": 0.8936186466410277,
769
- "eval_loss": 0.2926216125488281,
770
- "eval_matthews_correlation": 0.8404882223115158,
771
- "eval_precision": 0.9005394048744494,
772
- "eval_recall": 0.8914742456721587,
773
- "eval_runtime": 6.3293,
774
- "eval_samples_per_second": 4567.005,
775
- "eval_steps_per_second": 35.707,
776
- "step": 11800
777
- },
778
- {
779
- "epoch": 6.64,
780
- "eval_accuracy": 0.8909914896561267,
781
- "eval_f1": 0.8920870410180105,
782
- "eval_loss": 0.3084053099155426,
783
- "eval_matthews_correlation": 0.8378209285395514,
784
- "eval_precision": 0.8986281823984682,
785
- "eval_recall": 0.8901018199742271,
786
- "eval_runtime": 6.338,
787
- "eval_samples_per_second": 4560.739,
788
- "eval_steps_per_second": 35.658,
789
- "step": 12000
790
- },
791
- {
792
- "epoch": 6.75,
793
- "eval_accuracy": 0.8949699024423995,
794
- "eval_f1": 0.8963528705414717,
795
- "eval_loss": 0.2815876305103302,
796
- "eval_matthews_correlation": 0.8434602442050388,
797
- "eval_precision": 0.902663149581604,
798
- "eval_recall": 0.8938368242795476,
799
- "eval_runtime": 6.3463,
800
- "eval_samples_per_second": 4554.791,
801
- "eval_steps_per_second": 35.611,
802
- "step": 12200
803
- },
804
- {
805
- "epoch": 6.86,
806
- "eval_accuracy": 0.8950390922299869,
807
- "eval_f1": 0.8960369227358638,
808
- "eval_loss": 0.2833254635334015,
809
- "eval_matthews_correlation": 0.8436664985568201,
810
- "eval_precision": 0.9018676150542063,
811
- "eval_recall": 0.8941823694062445,
812
- "eval_runtime": 6.3446,
813
- "eval_samples_per_second": 4555.994,
814
- "eval_steps_per_second": 35.621,
815
- "step": 12400
816
- },
817
- {
818
- "epoch": 6.97,
819
- "eval_accuracy": 0.895869369681035,
820
- "eval_f1": 0.8971085385306447,
821
- "eval_loss": 0.28908270597457886,
822
- "eval_matthews_correlation": 0.8445141159069601,
823
- "eval_precision": 0.9021799006291262,
824
- "eval_recall": 0.8951668393446816,
825
- "eval_runtime": 6.3451,
826
- "eval_samples_per_second": 4555.656,
827
- "eval_steps_per_second": 35.618,
828
- "step": 12600
829
- },
830
- {
831
- "epoch": 7.08,
832
- "eval_accuracy": 0.8937244862658271,
833
- "eval_f1": 0.8954805911287705,
834
- "eval_loss": 0.29825320839881897,
835
- "eval_matthews_correlation": 0.8406403827862651,
836
- "eval_precision": 0.8994945554758117,
837
- "eval_recall": 0.8933288486109117,
838
- "eval_runtime": 6.3488,
839
- "eval_samples_per_second": 4552.997,
840
- "eval_steps_per_second": 35.597,
841
- "step": 12800
842
- },
843
- {
844
- "epoch": 7.19,
845
- "eval_accuracy": 0.8937244862658271,
846
- "eval_f1": 0.8955952693876258,
847
- "eval_loss": 0.2996089458465576,
848
- "eval_matthews_correlation": 0.8404833026989822,
849
- "eval_precision": 0.8993078971139616,
850
- "eval_recall": 0.8934347551004255,
851
- "eval_runtime": 6.3457,
852
- "eval_samples_per_second": 4555.189,
853
- "eval_steps_per_second": 35.614,
854
- "step": 13000
855
- },
856
- {
857
- "epoch": 7.3,
858
- "eval_accuracy": 0.8937590811596209,
859
- "eval_f1": 0.8948487273918467,
860
- "eval_loss": 0.3090289831161499,
861
- "eval_matthews_correlation": 0.8415939853008771,
862
- "eval_precision": 0.9003448838076126,
863
- "eval_recall": 0.8930370390861109,
864
- "eval_runtime": 6.3449,
865
- "eval_samples_per_second": 4555.749,
866
- "eval_steps_per_second": 35.619,
867
- "step": 13200
868
- },
869
- {
870
- "epoch": 7.42,
871
- "eval_accuracy": 0.8930325883899537,
872
- "eval_f1": 0.8947355938263941,
873
- "eval_loss": 0.29815882444381714,
874
- "eval_matthews_correlation": 0.8396636290801262,
875
- "eval_precision": 0.8987888710247001,
876
- "eval_recall": 0.8926619116746521,
877
- "eval_runtime": 6.3488,
878
- "eval_samples_per_second": 4553.004,
879
- "eval_steps_per_second": 35.597,
880
- "step": 13400
881
- },
882
- {
883
- "epoch": 7.53,
884
- "eval_accuracy": 0.8944163841417007,
885
- "eval_f1": 0.8962893288359082,
886
- "eval_loss": 0.2949025630950928,
887
- "eval_matthews_correlation": 0.8415722880989316,
888
- "eval_precision": 0.9003635530512929,
889
- "eval_recall": 0.8939143909193757,
890
- "eval_runtime": 6.3544,
891
- "eval_samples_per_second": 4548.955,
892
- "eval_steps_per_second": 35.566,
893
- "step": 13600
894
- },
895
- {
896
- "epoch": 7.64,
897
- "eval_accuracy": 0.8934823220092715,
898
- "eval_f1": 0.8949615122382938,
899
- "eval_loss": 0.3010229766368866,
900
- "eval_matthews_correlation": 0.8404772500610511,
901
- "eval_precision": 0.8990321494366329,
902
- "eval_recall": 0.8931151783605705,
903
- "eval_runtime": 6.3416,
904
- "eval_samples_per_second": 4558.141,
905
- "eval_steps_per_second": 35.638,
906
- "step": 13800
907
- },
908
- {
909
- "epoch": 7.75,
910
- "eval_accuracy": 0.8925136649830485,
911
- "eval_f1": 0.8942310761211139,
912
- "eval_loss": 0.29808488488197327,
913
- "eval_matthews_correlation": 0.8385560869137584,
914
- "eval_precision": 0.8970918955574861,
915
- "eval_recall": 0.8926049483431046,
916
- "eval_runtime": 6.3386,
917
- "eval_samples_per_second": 4560.306,
918
- "eval_steps_per_second": 35.655,
919
- "step": 14000
920
- },
921
- {
922
- "epoch": 7.86,
923
- "eval_accuracy": 0.8959039645748288,
924
- "eval_f1": 0.8974943969491261,
925
- "eval_loss": 0.2937379777431488,
926
- "eval_matthews_correlation": 0.8440852394941675,
927
- "eval_precision": 0.9018634074300419,
928
- "eval_recall": 0.8953053995769751,
929
- "eval_runtime": 6.3468,
930
- "eval_samples_per_second": 4554.451,
931
- "eval_steps_per_second": 35.609,
932
- "step": 14200
933
- }
934
- ],
935
- "logging_steps": 100000,
936
- "max_steps": 14456,
937
- "num_train_epochs": 8,
938
- "save_steps": 200,
939
- "total_flos": 1.727677889333166e+17,
940
- "trial_name": null,
941
- "trial_params": null
942
- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
human_ensembl_regulatory/base_3072/checkpoint-14200/training_args.bin DELETED
@@ -1,3 +0,0 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:c400db087c38744401d19be767ade3d2582aedda503020b3908045286998db99
3
- size 5329
 
 
 
 
human_ensembl_regulatory/base_3072/checkpoint-14400/config.json DELETED
@@ -1,37 +0,0 @@
1
- {
2
- "_name_or_path": "/root/NaN/dna-tokenizer/pretrain/models/base_3072/checkpoint-100000",
3
- "architectures": [
4
- "BertForSequenceClassification"
5
- ],
6
- "attention_probs_dropout_prob": 0.1,
7
- "classifier_dropout": null,
8
- "hidden_act": "gelu",
9
- "hidden_dropout_prob": 0.1,
10
- "hidden_size": 768,
11
- "id2label": {
12
- "0": "LABEL_0",
13
- "1": "LABEL_1",
14
- "2": "LABEL_2"
15
- },
16
- "initializer_range": 0.02,
17
- "intermediate_size": 3072,
18
- "label2id": {
19
- "LABEL_0": 0,
20
- "LABEL_1": 1,
21
- "LABEL_2": 2
22
- },
23
- "layer_norm_eps": 1e-12,
24
- "max_length": 512,
25
- "max_position_embeddings": 512,
26
- "model_type": "bert",
27
- "num_attention_heads": 12,
28
- "num_hidden_layers": 12,
29
- "pad_token_id": 0,
30
- "position_embedding_type": "absolute",
31
- "problem_type": "single_label_classification",
32
- "torch_dtype": "float32",
33
- "transformers_version": "4.35.2",
34
- "type_vocab_size": 2,
35
- "use_cache": true,
36
- "vocab_size": 3072
37
- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
human_ensembl_regulatory/base_3072/checkpoint-14400/model.safetensors DELETED
@@ -1,3 +0,0 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:1118c4fdc7ee32a08a1f8ea63b75b926229fb7af054fce80a93f065b3e621d90
3
- size 353635228
 
 
 
 
human_ensembl_regulatory/base_3072/checkpoint-14400/optimizer.pt DELETED
@@ -1,3 +0,0 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:9a52250108ded843cee9877da712a08a48c516729291e771f35d3a31348e588c
3
- size 707392139
 
 
 
 
human_ensembl_regulatory/base_3072/checkpoint-14400/rng_state.pth DELETED
@@ -1,3 +0,0 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:c0ee27be8b9b8e32c40caba73b076be727eae70da250a69d8d1165ab673ae590
3
- size 14709
 
 
 
 
human_ensembl_regulatory/base_3072/checkpoint-14400/scheduler.pt DELETED
@@ -1,3 +0,0 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:fa25a5cce83e8360ed0900aabb4834a0fa384f82de2f811c4b1d4fdf8f9359c4
3
- size 1465
 
 
 
 
human_ensembl_regulatory/base_3072/checkpoint-14400/special_tokens_map.json DELETED
@@ -1,7 +0,0 @@
1
- {
2
- "cls_token": "[CLS]",
3
- "mask_token": "[MASK]",
4
- "pad_token": "[PAD]",
5
- "sep_token": "[SEP]",
6
- "unk_token": "[UNK]"
7
- }
 
 
 
 
 
 
 
 
human_ensembl_regulatory/base_3072/checkpoint-14400/tokenizer.json DELETED
The diff for this file is too large to render. See raw diff
 
human_ensembl_regulatory/base_3072/checkpoint-14400/tokenizer_config.json DELETED
@@ -1,56 +0,0 @@
1
- {
2
- "added_tokens_decoder": {
3
- "0": {
4
- "content": "[PAD]",
5
- "lstrip": false,
6
- "normalized": false,
7
- "rstrip": false,
8
- "single_word": false,
9
- "special": true
10
- },
11
- "1": {
12
- "content": "[UNK]",
13
- "lstrip": false,
14
- "normalized": false,
15
- "rstrip": false,
16
- "single_word": false,
17
- "special": true
18
- },
19
- "2": {
20
- "content": "[CLS]",
21
- "lstrip": false,
22
- "normalized": false,
23
- "rstrip": false,
24
- "single_word": false,
25
- "special": true
26
- },
27
- "3": {
28
- "content": "[SEP]",
29
- "lstrip": false,
30
- "normalized": false,
31
- "rstrip": false,
32
- "single_word": false,
33
- "special": true
34
- },
35
- "4": {
36
- "content": "[MASK]",
37
- "lstrip": false,
38
- "normalized": false,
39
- "rstrip": false,
40
- "single_word": false,
41
- "special": true
42
- }
43
- },
44
- "cache_dir": null,
45
- "clean_up_tokenization_spaces": true,
46
- "cls_token": "[CLS]",
47
- "mask_token": "[MASK]",
48
- "model_max_length": 250,
49
- "pad_token": "[PAD]",
50
- "padding_side": "right",
51
- "sep_token": "[SEP]",
52
- "tokenizer_class": "PreTrainedTokenizerFast",
53
- "trust_remote_code": true,
54
- "unk_token": "[UNK]",
55
- "use_fast": true
56
- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
human_ensembl_regulatory/base_3072/checkpoint-14400/trainer_state.json DELETED
@@ -1,955 +0,0 @@
1
- {
2
- "best_metric": null,
3
- "best_model_checkpoint": null,
4
- "epoch": 7.969009407858328,
5
- "eval_steps": 200,
6
- "global_step": 14400,
7
- "is_hyper_param_search": false,
8
- "is_local_process_zero": true,
9
- "is_world_process_zero": true,
10
- "log_history": [
11
- {
12
- "epoch": 0.11,
13
- "eval_accuracy": 0.7631287621947,
14
- "eval_f1": 0.7637252904097979,
15
- "eval_loss": 0.5434313416481018,
16
- "eval_matthews_correlation": 0.6445437687927822,
17
- "eval_precision": 0.7637111046493135,
18
- "eval_recall": 0.765490425188335,
19
- "eval_runtime": 6.3466,
20
- "eval_samples_per_second": 4554.569,
21
- "eval_steps_per_second": 35.61,
22
- "step": 200
23
- },
24
- {
25
- "epoch": 0.22,
26
- "eval_accuracy": 0.8355012800110704,
27
- "eval_f1": 0.8365614801773557,
28
- "eval_loss": 0.41565728187561035,
29
- "eval_matthews_correlation": 0.7574410510587669,
30
- "eval_precision": 0.8547583068058389,
31
- "eval_recall": 0.8309223755258941,
32
- "eval_runtime": 6.3479,
33
- "eval_samples_per_second": 4553.618,
34
- "eval_steps_per_second": 35.602,
35
- "step": 400
36
- },
37
- {
38
- "epoch": 0.33,
39
- "eval_accuracy": 0.8444959523974261,
40
- "eval_f1": 0.8462633455095543,
41
- "eval_loss": 0.39934343099594116,
42
- "eval_matthews_correlation": 0.7666701235793097,
43
- "eval_precision": 0.8539778966745382,
44
- "eval_recall": 0.8423605635643182,
45
- "eval_runtime": 6.3347,
46
- "eval_samples_per_second": 4563.147,
47
- "eval_steps_per_second": 35.677,
48
- "step": 600
49
- },
50
- {
51
- "epoch": 0.44,
52
- "eval_accuracy": 0.8584722894900713,
53
- "eval_f1": 0.8598909494500923,
54
- "eval_loss": 0.35555699467658997,
55
- "eval_matthews_correlation": 0.7875595996660668,
56
- "eval_precision": 0.8648899799007316,
57
- "eval_recall": 0.8572299805040989,
58
- "eval_runtime": 6.332,
59
- "eval_samples_per_second": 4565.079,
60
- "eval_steps_per_second": 35.692,
61
- "step": 800
62
- },
63
- {
64
- "epoch": 0.55,
65
- "eval_accuracy": 0.8430775617518854,
66
- "eval_f1": 0.8454663268345574,
67
- "eval_loss": 0.3819273114204407,
68
- "eval_matthews_correlation": 0.7640650142321523,
69
- "eval_precision": 0.8487232576971051,
70
- "eval_recall": 0.8437015678940293,
71
- "eval_runtime": 6.3315,
72
- "eval_samples_per_second": 4565.442,
73
- "eval_steps_per_second": 35.695,
74
- "step": 1000
75
- },
76
- {
77
- "epoch": 0.66,
78
- "eval_accuracy": 0.8650799142046633,
79
- "eval_f1": 0.8644083875976301,
80
- "eval_loss": 0.33737584948539734,
81
- "eval_matthews_correlation": 0.7999641131979995,
82
- "eval_precision": 0.8726322998406989,
83
- "eval_recall": 0.8638534177565756,
84
- "eval_runtime": 6.3425,
85
- "eval_samples_per_second": 4557.514,
86
- "eval_steps_per_second": 35.633,
87
- "step": 1200
88
- },
89
- {
90
- "epoch": 0.77,
91
- "eval_accuracy": 0.8665674946377915,
92
- "eval_f1": 0.8682947296760272,
93
- "eval_loss": 0.3294672966003418,
94
- "eval_matthews_correlation": 0.8007303567504979,
95
- "eval_precision": 0.8787531415676622,
96
- "eval_recall": 0.8635116626335386,
97
- "eval_runtime": 6.3602,
98
- "eval_samples_per_second": 4544.791,
99
- "eval_steps_per_second": 35.533,
100
- "step": 1400
101
- },
102
- {
103
- "epoch": 0.89,
104
- "eval_accuracy": 0.8716183491316681,
105
- "eval_f1": 0.8726660510894068,
106
- "eval_loss": 0.32086172699928284,
107
- "eval_matthews_correlation": 0.8102970184587044,
108
- "eval_precision": 0.8857093298214904,
109
- "eval_recall": 0.868057832538541,
110
- "eval_runtime": 6.3417,
111
- "eval_samples_per_second": 4558.115,
112
- "eval_steps_per_second": 35.637,
113
- "step": 1600
114
- },
115
- {
116
- "epoch": 1.0,
117
- "eval_accuracy": 0.8732097142461772,
118
- "eval_f1": 0.8747467540360607,
119
- "eval_loss": 0.31995540857315063,
120
- "eval_matthews_correlation": 0.8114248425885828,
121
- "eval_precision": 0.8852565763439663,
122
- "eval_recall": 0.870275600961048,
123
- "eval_runtime": 6.3409,
124
- "eval_samples_per_second": 4558.634,
125
- "eval_steps_per_second": 35.641,
126
- "step": 1800
127
- },
128
- {
129
- "epoch": 1.11,
130
- "eval_accuracy": 0.869819414654397,
131
- "eval_f1": 0.870027807466756,
132
- "eval_loss": 0.3274751901626587,
133
- "eval_matthews_correlation": 0.807806844099052,
134
- "eval_precision": 0.8811302666871579,
135
- "eval_recall": 0.8680597400838227,
136
- "eval_runtime": 6.3277,
137
- "eval_samples_per_second": 4568.189,
138
- "eval_steps_per_second": 35.716,
139
- "step": 2000
140
- },
141
- {
142
- "epoch": 1.22,
143
- "eval_accuracy": 0.8751124334048295,
144
- "eval_f1": 0.8767794708217407,
145
- "eval_loss": 0.31445378065109253,
146
- "eval_matthews_correlation": 0.8129535421098832,
147
- "eval_precision": 0.8823771754169298,
148
- "eval_recall": 0.8740288172396674,
149
- "eval_runtime": 6.3375,
150
- "eval_samples_per_second": 4561.07,
151
- "eval_steps_per_second": 35.66,
152
- "step": 2200
153
- },
154
- {
155
- "epoch": 1.33,
156
- "eval_accuracy": 0.8786065176779907,
157
- "eval_f1": 0.8804120457112202,
158
- "eval_loss": 0.30376389622688293,
159
- "eval_matthews_correlation": 0.818359828918223,
160
- "eval_precision": 0.8873540250604574,
161
- "eval_recall": 0.8768603619194306,
162
- "eval_runtime": 6.3495,
163
- "eval_samples_per_second": 4552.473,
164
- "eval_steps_per_second": 35.593,
165
- "step": 2400
166
- },
167
- {
168
- "epoch": 1.44,
169
- "eval_accuracy": 0.8689199474157614,
170
- "eval_f1": 0.8695062971703474,
171
- "eval_loss": 0.33015474677085876,
172
- "eval_matthews_correlation": 0.8038507391919977,
173
- "eval_precision": 0.8731098141522541,
174
- "eval_recall": 0.869011988411034,
175
- "eval_runtime": 6.341,
176
- "eval_samples_per_second": 4558.589,
177
- "eval_steps_per_second": 35.641,
178
- "step": 2600
179
- },
180
- {
181
- "epoch": 1.55,
182
- "eval_accuracy": 0.8766692036255449,
183
- "eval_f1": 0.8780737901306455,
184
- "eval_loss": 0.3185276985168457,
185
- "eval_matthews_correlation": 0.8159739463443503,
186
- "eval_precision": 0.8854910478175612,
187
- "eval_recall": 0.8749199751124719,
188
- "eval_runtime": 6.3359,
189
- "eval_samples_per_second": 4562.289,
190
- "eval_steps_per_second": 35.67,
191
- "step": 2800
192
- },
193
- {
194
- "epoch": 1.66,
195
- "eval_accuracy": 0.873451878502733,
196
- "eval_f1": 0.8745153730554996,
197
- "eval_loss": 0.3263399600982666,
198
- "eval_matthews_correlation": 0.8119489865082196,
199
- "eval_precision": 0.8834811606427829,
200
- "eval_recall": 0.8715407218596346,
201
- "eval_runtime": 6.3418,
202
- "eval_samples_per_second": 4557.995,
203
- "eval_steps_per_second": 35.636,
204
- "step": 3000
205
- },
206
- {
207
- "epoch": 1.77,
208
- "eval_accuracy": 0.8813395142876911,
209
- "eval_f1": 0.8818879844399303,
210
- "eval_loss": 0.29727903008461,
211
- "eval_matthews_correlation": 0.8259481285765669,
212
- "eval_precision": 0.8956235096626705,
213
- "eval_recall": 0.8783326544826559,
214
- "eval_runtime": 6.3398,
215
- "eval_samples_per_second": 4559.417,
216
- "eval_steps_per_second": 35.648,
217
- "step": 3200
218
- },
219
- {
220
- "epoch": 1.88,
221
- "eval_accuracy": 0.8827924998270256,
222
- "eval_f1": 0.8841759014261692,
223
- "eval_loss": 0.29565736651420593,
224
- "eval_matthews_correlation": 0.8256178375822875,
225
- "eval_precision": 0.892768390763086,
226
- "eval_recall": 0.880666838238121,
227
- "eval_runtime": 6.3407,
228
- "eval_samples_per_second": 4558.804,
229
- "eval_steps_per_second": 35.643,
230
- "step": 3400
231
- },
232
- {
233
- "epoch": 1.99,
234
- "eval_accuracy": 0.8810627551373418,
235
- "eval_f1": 0.8827766714455013,
236
- "eval_loss": 0.29401829838752747,
237
- "eval_matthews_correlation": 0.8216298754947776,
238
- "eval_precision": 0.8887839973591874,
239
- "eval_recall": 0.8794150912644644,
240
- "eval_runtime": 6.3433,
241
- "eval_samples_per_second": 4556.962,
242
- "eval_steps_per_second": 35.628,
243
- "step": 3600
244
- },
245
- {
246
- "epoch": 2.1,
247
- "eval_accuracy": 0.8796097695980073,
248
- "eval_f1": 0.8805296255975588,
249
- "eval_loss": 0.3111639618873596,
250
- "eval_matthews_correlation": 0.8222095610456218,
251
- "eval_precision": 0.8924941587035914,
252
- "eval_recall": 0.8764907197445329,
253
- "eval_runtime": 6.328,
254
- "eval_samples_per_second": 4567.984,
255
- "eval_steps_per_second": 35.715,
256
- "step": 3800
257
- },
258
- {
259
- "epoch": 2.21,
260
- "eval_accuracy": 0.8824465508890887,
261
- "eval_f1": 0.8836499737169107,
262
- "eval_loss": 0.30004093050956726,
263
- "eval_matthews_correlation": 0.8257179264635982,
264
- "eval_precision": 0.8938452710102794,
265
- "eval_recall": 0.8798082044973228,
266
- "eval_runtime": 6.326,
267
- "eval_samples_per_second": 4569.373,
268
- "eval_steps_per_second": 35.725,
269
- "step": 4000
270
- },
271
- {
272
- "epoch": 2.32,
273
- "eval_accuracy": 0.8759773057496714,
274
- "eval_f1": 0.8772153967910118,
275
- "eval_loss": 0.31523868441581726,
276
- "eval_matthews_correlation": 0.815377575453818,
277
- "eval_precision": 0.8864289034661025,
278
- "eval_recall": 0.87336045996798,
279
- "eval_runtime": 6.3286,
280
- "eval_samples_per_second": 4567.526,
281
- "eval_steps_per_second": 35.711,
282
- "step": 4200
283
- },
284
- {
285
- "epoch": 2.43,
286
- "eval_accuracy": 0.8800595032173251,
287
- "eval_f1": 0.8804022842955522,
288
- "eval_loss": 0.3036770522594452,
289
- "eval_matthews_correlation": 0.822361970881652,
290
- "eval_precision": 0.8888145633651886,
291
- "eval_recall": 0.8790141931629684,
292
- "eval_runtime": 6.3289,
293
- "eval_samples_per_second": 4567.335,
294
- "eval_steps_per_second": 35.709,
295
- "step": 4400
296
- },
297
- {
298
- "epoch": 2.55,
299
- "eval_accuracy": 0.8872206462326161,
300
- "eval_f1": 0.8884178788215135,
301
- "eval_loss": 0.2838316857814789,
302
- "eval_matthews_correlation": 0.8325897438913511,
303
- "eval_precision": 0.8972535403832396,
304
- "eval_recall": 0.8851528361222756,
305
- "eval_runtime": 6.3339,
306
- "eval_samples_per_second": 4563.702,
307
- "eval_steps_per_second": 35.681,
308
- "step": 4600
309
- },
310
- {
311
- "epoch": 2.66,
312
- "eval_accuracy": 0.88358818238428,
313
- "eval_f1": 0.885114187094025,
314
- "eval_loss": 0.29305681586265564,
315
- "eval_matthews_correlation": 0.8259291080645792,
316
- "eval_precision": 0.8916206014101848,
317
- "eval_recall": 0.881925767855031,
318
- "eval_runtime": 6.3267,
319
- "eval_samples_per_second": 4568.926,
320
- "eval_steps_per_second": 35.722,
321
- "step": 4800
322
- },
323
- {
324
- "epoch": 2.77,
325
- "eval_accuracy": 0.8854217117553449,
326
- "eval_f1": 0.8857838454083451,
327
- "eval_loss": 0.2878040373325348,
328
- "eval_matthews_correlation": 0.8301977075488263,
329
- "eval_precision": 0.8938206658601261,
330
- "eval_recall": 0.884056956873887,
331
- "eval_runtime": 6.3273,
332
- "eval_samples_per_second": 4568.489,
333
- "eval_steps_per_second": 35.718,
334
- "step": 5000
335
- },
336
- {
337
- "epoch": 2.88,
338
- "eval_accuracy": 0.8821351968449457,
339
- "eval_f1": 0.8839452239437287,
340
- "eval_loss": 0.30110254883766174,
341
- "eval_matthews_correlation": 0.8231792168311283,
342
- "eval_precision": 0.8879817009125152,
343
- "eval_recall": 0.8818214391632123,
344
- "eval_runtime": 6.329,
345
- "eval_samples_per_second": 4567.195,
346
- "eval_steps_per_second": 35.708,
347
- "step": 5200
348
- },
349
- {
350
- "epoch": 2.99,
351
- "eval_accuracy": 0.8851449526049955,
352
- "eval_f1": 0.886308239213426,
353
- "eval_loss": 0.2945020794868469,
354
- "eval_matthews_correlation": 0.8303737613493637,
355
- "eval_precision": 0.897756431496714,
356
- "eval_recall": 0.8823199630167121,
357
- "eval_runtime": 6.328,
358
- "eval_samples_per_second": 4567.918,
359
- "eval_steps_per_second": 35.714,
360
- "step": 5400
361
- },
362
- {
363
- "epoch": 3.1,
364
- "eval_accuracy": 0.8848681934546461,
365
- "eval_f1": 0.8858670845855992,
366
- "eval_loss": 0.2994346618652344,
367
- "eval_matthews_correlation": 0.8285400641383184,
368
- "eval_precision": 0.8926579786712784,
369
- "eval_recall": 0.8836020295365422,
370
- "eval_runtime": 6.3289,
371
- "eval_samples_per_second": 4567.288,
372
- "eval_steps_per_second": 35.709,
373
- "step": 5600
374
- },
375
- {
376
- "epoch": 3.21,
377
- "eval_accuracy": 0.8870476717636477,
378
- "eval_f1": 0.887896425962959,
379
- "eval_loss": 0.2862726151943207,
380
- "eval_matthews_correlation": 0.8339123150665094,
381
- "eval_precision": 0.9001657168490554,
382
- "eval_recall": 0.8843680937123602,
383
- "eval_runtime": 6.3273,
384
- "eval_samples_per_second": 4568.476,
385
- "eval_steps_per_second": 35.718,
386
- "step": 5800
387
- },
388
- {
389
- "epoch": 3.32,
390
- "eval_accuracy": 0.8860098249498374,
391
- "eval_f1": 0.8874314355841011,
392
- "eval_loss": 0.2849290668964386,
393
- "eval_matthews_correlation": 0.8299739841185283,
394
- "eval_precision": 0.894704396265502,
395
- "eval_recall": 0.8842126035893482,
396
- "eval_runtime": 6.3413,
397
- "eval_samples_per_second": 4558.358,
398
- "eval_steps_per_second": 35.639,
399
- "step": 6000
400
- },
401
- {
402
- "epoch": 3.43,
403
- "eval_accuracy": 0.8904033764616343,
404
- "eval_f1": 0.8914779910613806,
405
- "eval_loss": 0.2752903997898102,
406
- "eval_matthews_correlation": 0.8364867202399989,
407
- "eval_precision": 0.8971261241739302,
408
- "eval_recall": 0.8894531419411426,
409
- "eval_runtime": 6.3307,
410
- "eval_samples_per_second": 4565.983,
411
- "eval_steps_per_second": 35.699,
412
- "step": 6200
413
- },
414
- {
415
- "epoch": 3.54,
416
- "eval_accuracy": 0.8873590258077908,
417
- "eval_f1": 0.8882921639464642,
418
- "eval_loss": 0.2815305292606354,
419
- "eval_matthews_correlation": 0.8316060546498991,
420
- "eval_precision": 0.8928030268824344,
421
- "eval_recall": 0.8867802028593369,
422
- "eval_runtime": 6.3328,
423
- "eval_samples_per_second": 4564.487,
424
- "eval_steps_per_second": 35.687,
425
- "step": 6400
426
- },
427
- {
428
- "epoch": 3.65,
429
- "eval_accuracy": 0.8893309347540304,
430
- "eval_f1": 0.8903653331168124,
431
- "eval_loss": 0.28411537408828735,
432
- "eval_matthews_correlation": 0.8367081606238141,
433
- "eval_precision": 0.9012824783176558,
434
- "eval_recall": 0.8868608966982018,
435
- "eval_runtime": 6.3318,
436
- "eval_samples_per_second": 4565.229,
437
- "eval_steps_per_second": 35.693,
438
- "step": 6600
439
- },
440
- {
441
- "epoch": 3.76,
442
- "eval_accuracy": 0.8848681934546461,
443
- "eval_f1": 0.8866504352176569,
444
- "eval_loss": 0.2806982696056366,
445
- "eval_matthews_correlation": 0.8269026453375029,
446
- "eval_precision": 0.8899918085446745,
447
- "eval_recall": 0.8844727980389897,
448
- "eval_runtime": 6.3318,
449
- "eval_samples_per_second": 4565.232,
450
- "eval_steps_per_second": 35.693,
451
- "step": 6800
452
- },
453
- {
454
- "epoch": 3.87,
455
- "eval_accuracy": 0.8883276828340138,
456
- "eval_f1": 0.8899090148440965,
457
- "eval_loss": 0.28133419156074524,
458
- "eval_matthews_correlation": 0.8333472890229207,
459
- "eval_precision": 0.8968149574541151,
460
- "eval_recall": 0.8867648269634268,
461
- "eval_runtime": 6.3336,
462
- "eval_samples_per_second": 4563.941,
463
- "eval_steps_per_second": 35.683,
464
- "step": 7000
465
- },
466
- {
467
- "epoch": 3.98,
468
- "eval_accuracy": 0.8881547083650453,
469
- "eval_f1": 0.8894026496021189,
470
- "eval_loss": 0.297502338886261,
471
- "eval_matthews_correlation": 0.8334945205386666,
472
- "eval_precision": 0.8966041254627256,
473
- "eval_recall": 0.8867020495936117,
474
- "eval_runtime": 6.335,
475
- "eval_samples_per_second": 4562.884,
476
- "eval_steps_per_second": 35.675,
477
- "step": 7200
478
- },
479
- {
480
- "epoch": 4.1,
481
- "eval_accuracy": 0.8849027883484397,
482
- "eval_f1": 0.8862039883812148,
483
- "eval_loss": 0.301325261592865,
484
- "eval_matthews_correlation": 0.8273884442911875,
485
- "eval_precision": 0.889580662263925,
486
- "eval_recall": 0.884713387934626,
487
- "eval_runtime": 6.3295,
488
- "eval_samples_per_second": 4566.865,
489
- "eval_steps_per_second": 35.706,
490
- "step": 7400
491
- },
492
- {
493
- "epoch": 4.21,
494
- "eval_accuracy": 0.891614197744413,
495
- "eval_f1": 0.893011854474095,
496
- "eval_loss": 0.2823241651058197,
497
- "eval_matthews_correlation": 0.8388915171836414,
498
- "eval_precision": 0.9015900643435097,
499
- "eval_recall": 0.8893977713271144,
500
- "eval_runtime": 6.3352,
501
- "eval_samples_per_second": 4562.773,
502
- "eval_steps_per_second": 35.674,
503
- "step": 7600
504
- },
505
- {
506
- "epoch": 4.32,
507
- "eval_accuracy": 0.8899190479485228,
508
- "eval_f1": 0.8911303872165929,
509
- "eval_loss": 0.277401328086853,
510
- "eval_matthews_correlation": 0.835208898716426,
511
- "eval_precision": 0.8954442716084697,
512
- "eval_recall": 0.8892804616842996,
513
- "eval_runtime": 6.3312,
514
- "eval_samples_per_second": 4565.613,
515
- "eval_steps_per_second": 35.696,
516
- "step": 7800
517
- },
518
- {
519
- "epoch": 4.43,
520
- "eval_accuracy": 0.8934477271154777,
521
- "eval_f1": 0.8945062334448224,
522
- "eval_loss": 0.2779960334300995,
523
- "eval_matthews_correlation": 0.8416809998028856,
524
- "eval_precision": 0.9020848134085252,
525
- "eval_recall": 0.8917974318475038,
526
- "eval_runtime": 6.3272,
527
- "eval_samples_per_second": 4568.498,
528
- "eval_steps_per_second": 35.719,
529
- "step": 8000
530
- },
531
- {
532
- "epoch": 4.54,
533
- "eval_accuracy": 0.8847644087732651,
534
- "eval_f1": 0.8857130853518814,
535
- "eval_loss": 0.28888192772865295,
536
- "eval_matthews_correlation": 0.8272079111106393,
537
- "eval_precision": 0.8881516611221727,
538
- "eval_recall": 0.8851166852917182,
539
- "eval_runtime": 6.3314,
540
- "eval_samples_per_second": 4565.469,
541
- "eval_steps_per_second": 35.695,
542
- "step": 8200
543
- },
544
- {
545
- "epoch": 4.65,
546
- "eval_accuracy": 0.8880509236836643,
547
- "eval_f1": 0.8898717476564153,
548
- "eval_loss": 0.2906430959701538,
549
- "eval_matthews_correlation": 0.8326988493177964,
550
- "eval_precision": 0.8965857564648291,
551
- "eval_recall": 0.8865417456050507,
552
- "eval_runtime": 6.3302,
553
- "eval_samples_per_second": 4566.355,
554
- "eval_steps_per_second": 35.702,
555
- "step": 8400
556
- },
557
- {
558
- "epoch": 4.76,
559
- "eval_accuracy": 0.88829308794022,
560
- "eval_f1": 0.8897630778211744,
561
- "eval_loss": 0.27177920937538147,
562
- "eval_matthews_correlation": 0.8322280376805495,
563
- "eval_precision": 0.8921815887419909,
564
- "eval_recall": 0.888582941893682,
565
- "eval_runtime": 6.3301,
566
- "eval_samples_per_second": 4566.456,
567
- "eval_steps_per_second": 35.703,
568
- "step": 8600
569
- },
570
- {
571
- "epoch": 4.87,
572
- "eval_accuracy": 0.8910260845499204,
573
- "eval_f1": 0.8918365911417983,
574
- "eval_loss": 0.27784451842308044,
575
- "eval_matthews_correlation": 0.8389532823558397,
576
- "eval_precision": 0.9012345264937309,
577
- "eval_recall": 0.889235385671921,
578
- "eval_runtime": 6.336,
579
- "eval_samples_per_second": 4562.151,
580
- "eval_steps_per_second": 35.669,
581
- "step": 8800
582
- },
583
- {
584
- "epoch": 4.98,
585
- "eval_accuracy": 0.8914412232754445,
586
- "eval_f1": 0.8924273277393427,
587
- "eval_loss": 0.2901306748390198,
588
- "eval_matthews_correlation": 0.8388554292097326,
589
- "eval_precision": 0.9000611285527805,
590
- "eval_recall": 0.8900983830518662,
591
- "eval_runtime": 6.3311,
592
- "eval_samples_per_second": 4565.683,
593
- "eval_steps_per_second": 35.697,
594
- "step": 9000
595
- },
596
- {
597
- "epoch": 5.09,
598
- "eval_accuracy": 0.8910952743375078,
599
- "eval_f1": 0.8928927255737659,
600
- "eval_loss": 0.2787802815437317,
601
- "eval_matthews_correlation": 0.836709202455403,
602
- "eval_precision": 0.8970330284962715,
603
- "eval_recall": 0.8906967390543823,
604
- "eval_runtime": 6.3339,
605
- "eval_samples_per_second": 4563.666,
606
- "eval_steps_per_second": 35.681,
607
- "step": 9200
608
- },
609
- {
610
- "epoch": 5.2,
611
- "eval_accuracy": 0.893205562858922,
612
- "eval_f1": 0.894408918102502,
613
- "eval_loss": 0.2776887118816376,
614
- "eval_matthews_correlation": 0.8409755945954501,
615
- "eval_precision": 0.9011576771528516,
616
- "eval_recall": 0.8918337037228231,
617
- "eval_runtime": 6.3322,
618
- "eval_samples_per_second": 4564.904,
619
- "eval_steps_per_second": 35.69,
620
- "step": 9400
621
- },
622
- {
623
- "epoch": 5.31,
624
- "eval_accuracy": 0.8913028437002698,
625
- "eval_f1": 0.8933449768029128,
626
- "eval_loss": 0.27147313952445984,
627
- "eval_matthews_correlation": 0.8367984636801901,
628
- "eval_precision": 0.8974813228562427,
629
- "eval_recall": 0.8908149800074497,
630
- "eval_runtime": 6.3282,
631
- "eval_samples_per_second": 4567.801,
632
- "eval_steps_per_second": 35.713,
633
- "step": 9600
634
- },
635
- {
636
- "epoch": 5.42,
637
- "eval_accuracy": 0.8931709679651283,
638
- "eval_f1": 0.8947893988605209,
639
- "eval_loss": 0.27668192982673645,
640
- "eval_matthews_correlation": 0.839987634471219,
641
- "eval_precision": 0.8996660888128512,
642
- "eval_recall": 0.8922345752395212,
643
- "eval_runtime": 6.3307,
644
- "eval_samples_per_second": 4566.001,
645
- "eval_steps_per_second": 35.699,
646
- "step": 9800
647
- },
648
- {
649
- "epoch": 5.53,
650
- "eval_accuracy": 0.8901612122050785,
651
- "eval_f1": 0.892030241440469,
652
- "eval_loss": 0.27250680327415466,
653
- "eval_matthews_correlation": 0.8348770244980368,
654
- "eval_precision": 0.8948523734539041,
655
- "eval_recall": 0.8902169928340783,
656
- "eval_runtime": 6.3268,
657
- "eval_samples_per_second": 4568.789,
658
- "eval_steps_per_second": 35.721,
659
- "step": 10000
660
- },
661
- {
662
- "epoch": 5.64,
663
- "eval_accuracy": 0.8936207015844462,
664
- "eval_f1": 0.8950406066984883,
665
- "eval_loss": 0.26825740933418274,
666
- "eval_matthews_correlation": 0.8412864778456299,
667
- "eval_precision": 0.9016571518017655,
668
- "eval_recall": 0.8920421848866268,
669
- "eval_runtime": 6.3326,
670
- "eval_samples_per_second": 4564.614,
671
- "eval_steps_per_second": 35.688,
672
- "step": 10200
673
- },
674
- {
675
- "epoch": 5.76,
676
- "eval_accuracy": 0.8946931432920501,
677
- "eval_f1": 0.895911504105032,
678
- "eval_loss": 0.2863098382949829,
679
- "eval_matthews_correlation": 0.8426744355500755,
680
- "eval_precision": 0.9009237338326513,
681
- "eval_recall": 0.893906711706501,
682
- "eval_runtime": 6.3382,
683
- "eval_samples_per_second": 4560.586,
684
- "eval_steps_per_second": 35.657,
685
- "step": 10400
686
- },
687
- {
688
- "epoch": 5.87,
689
- "eval_accuracy": 0.894589358610669,
690
- "eval_f1": 0.8961857432709598,
691
- "eval_loss": 0.27857667207717896,
692
- "eval_matthews_correlation": 0.8425697307237311,
693
- "eval_precision": 0.902446347217679,
694
- "eval_recall": 0.8931898746627281,
695
- "eval_runtime": 6.3289,
696
- "eval_samples_per_second": 4567.286,
697
- "eval_steps_per_second": 35.709,
698
- "step": 10600
699
- },
700
- {
701
- "epoch": 5.98,
702
- "eval_accuracy": 0.893205562858922,
703
- "eval_f1": 0.8946394925604301,
704
- "eval_loss": 0.27962467074394226,
705
- "eval_matthews_correlation": 0.8404729678330028,
706
- "eval_precision": 0.9002145861000929,
707
- "eval_recall": 0.8922083556654631,
708
- "eval_runtime": 6.353,
709
- "eval_samples_per_second": 4549.964,
710
- "eval_steps_per_second": 35.574,
711
- "step": 10800
712
- },
713
- {
714
- "epoch": 6.09,
715
- "eval_accuracy": 0.8906109458243964,
716
- "eval_f1": 0.8924024545347345,
717
- "eval_loss": 0.29711011052131653,
718
- "eval_matthews_correlation": 0.8361735155967818,
719
- "eval_precision": 0.8972474385584807,
720
- "eval_recall": 0.8899490012257618,
721
- "eval_runtime": 6.3296,
722
- "eval_samples_per_second": 4566.77,
723
- "eval_steps_per_second": 35.705,
724
- "step": 11000
725
- },
726
- {
727
- "epoch": 6.2,
728
- "eval_accuracy": 0.8944509790354943,
729
- "eval_f1": 0.8959234303209875,
730
- "eval_loss": 0.2769003212451935,
731
- "eval_matthews_correlation": 0.8418614081465325,
732
- "eval_precision": 0.8999328555907699,
733
- "eval_recall": 0.8939905889542185,
734
- "eval_runtime": 6.3393,
735
- "eval_samples_per_second": 4559.806,
736
- "eval_steps_per_second": 35.651,
737
- "step": 11200
738
- },
739
- {
740
- "epoch": 6.31,
741
- "eval_accuracy": 0.8936207015844462,
742
- "eval_f1": 0.8952128070488539,
743
- "eval_loss": 0.2829510271549225,
744
- "eval_matthews_correlation": 0.8407021453916385,
745
- "eval_precision": 0.8998640802112573,
746
- "eval_recall": 0.8928955041267032,
747
- "eval_runtime": 6.3367,
748
- "eval_samples_per_second": 4561.689,
749
- "eval_steps_per_second": 35.665,
750
- "step": 11400
751
- },
752
- {
753
- "epoch": 6.42,
754
- "eval_accuracy": 0.8921677160451117,
755
- "eval_f1": 0.8941286765370976,
756
- "eval_loss": 0.2832199037075043,
757
- "eval_matthews_correlation": 0.8382049893653651,
758
- "eval_precision": 0.8986185080667188,
759
- "eval_recall": 0.8914790820569541,
760
- "eval_runtime": 6.3444,
761
- "eval_samples_per_second": 4556.111,
762
- "eval_steps_per_second": 35.622,
763
- "step": 11600
764
- },
765
- {
766
- "epoch": 6.53,
767
- "eval_accuracy": 0.8926866394520169,
768
- "eval_f1": 0.8936186466410277,
769
- "eval_loss": 0.2926216125488281,
770
- "eval_matthews_correlation": 0.8404882223115158,
771
- "eval_precision": 0.9005394048744494,
772
- "eval_recall": 0.8914742456721587,
773
- "eval_runtime": 6.3293,
774
- "eval_samples_per_second": 4567.005,
775
- "eval_steps_per_second": 35.707,
776
- "step": 11800
777
- },
778
- {
779
- "epoch": 6.64,
780
- "eval_accuracy": 0.8909914896561267,
781
- "eval_f1": 0.8920870410180105,
782
- "eval_loss": 0.3084053099155426,
783
- "eval_matthews_correlation": 0.8378209285395514,
784
- "eval_precision": 0.8986281823984682,
785
- "eval_recall": 0.8901018199742271,
786
- "eval_runtime": 6.338,
787
- "eval_samples_per_second": 4560.739,
788
- "eval_steps_per_second": 35.658,
789
- "step": 12000
790
- },
791
- {
792
- "epoch": 6.75,
793
- "eval_accuracy": 0.8949699024423995,
794
- "eval_f1": 0.8963528705414717,
795
- "eval_loss": 0.2815876305103302,
796
- "eval_matthews_correlation": 0.8434602442050388,
797
- "eval_precision": 0.902663149581604,
798
- "eval_recall": 0.8938368242795476,
799
- "eval_runtime": 6.3463,
800
- "eval_samples_per_second": 4554.791,
801
- "eval_steps_per_second": 35.611,
802
- "step": 12200
803
- },
804
- {
805
- "epoch": 6.86,
806
- "eval_accuracy": 0.8950390922299869,
807
- "eval_f1": 0.8960369227358638,
808
- "eval_loss": 0.2833254635334015,
809
- "eval_matthews_correlation": 0.8436664985568201,
810
- "eval_precision": 0.9018676150542063,
811
- "eval_recall": 0.8941823694062445,
812
- "eval_runtime": 6.3446,
813
- "eval_samples_per_second": 4555.994,
814
- "eval_steps_per_second": 35.621,
815
- "step": 12400
816
- },
817
- {
818
- "epoch": 6.97,
819
- "eval_accuracy": 0.895869369681035,
820
- "eval_f1": 0.8971085385306447,
821
- "eval_loss": 0.28908270597457886,
822
- "eval_matthews_correlation": 0.8445141159069601,
823
- "eval_precision": 0.9021799006291262,
824
- "eval_recall": 0.8951668393446816,
825
- "eval_runtime": 6.3451,
826
- "eval_samples_per_second": 4555.656,
827
- "eval_steps_per_second": 35.618,
828
- "step": 12600
829
- },
830
- {
831
- "epoch": 7.08,
832
- "eval_accuracy": 0.8937244862658271,
833
- "eval_f1": 0.8954805911287705,
834
- "eval_loss": 0.29825320839881897,
835
- "eval_matthews_correlation": 0.8406403827862651,
836
- "eval_precision": 0.8994945554758117,
837
- "eval_recall": 0.8933288486109117,
838
- "eval_runtime": 6.3488,
839
- "eval_samples_per_second": 4552.997,
840
- "eval_steps_per_second": 35.597,
841
- "step": 12800
842
- },
843
- {
844
- "epoch": 7.19,
845
- "eval_accuracy": 0.8937244862658271,
846
- "eval_f1": 0.8955952693876258,
847
- "eval_loss": 0.2996089458465576,
848
- "eval_matthews_correlation": 0.8404833026989822,
849
- "eval_precision": 0.8993078971139616,
850
- "eval_recall": 0.8934347551004255,
851
- "eval_runtime": 6.3457,
852
- "eval_samples_per_second": 4555.189,
853
- "eval_steps_per_second": 35.614,
854
- "step": 13000
855
- },
856
- {
857
- "epoch": 7.3,
858
- "eval_accuracy": 0.8937590811596209,
859
- "eval_f1": 0.8948487273918467,
860
- "eval_loss": 0.3090289831161499,
861
- "eval_matthews_correlation": 0.8415939853008771,
862
- "eval_precision": 0.9003448838076126,
863
- "eval_recall": 0.8930370390861109,
864
- "eval_runtime": 6.3449,
865
- "eval_samples_per_second": 4555.749,
866
- "eval_steps_per_second": 35.619,
867
- "step": 13200
868
- },
869
- {
870
- "epoch": 7.42,
871
- "eval_accuracy": 0.8930325883899537,
872
- "eval_f1": 0.8947355938263941,
873
- "eval_loss": 0.29815882444381714,
874
- "eval_matthews_correlation": 0.8396636290801262,
875
- "eval_precision": 0.8987888710247001,
876
- "eval_recall": 0.8926619116746521,
877
- "eval_runtime": 6.3488,
878
- "eval_samples_per_second": 4553.004,
879
- "eval_steps_per_second": 35.597,
880
- "step": 13400
881
- },
882
- {
883
- "epoch": 7.53,
884
- "eval_accuracy": 0.8944163841417007,
885
- "eval_f1": 0.8962893288359082,
886
- "eval_loss": 0.2949025630950928,
887
- "eval_matthews_correlation": 0.8415722880989316,
888
- "eval_precision": 0.9003635530512929,
889
- "eval_recall": 0.8939143909193757,
890
- "eval_runtime": 6.3544,
891
- "eval_samples_per_second": 4548.955,
892
- "eval_steps_per_second": 35.566,
893
- "step": 13600
894
- },
895
- {
896
- "epoch": 7.64,
897
- "eval_accuracy": 0.8934823220092715,
898
- "eval_f1": 0.8949615122382938,
899
- "eval_loss": 0.3010229766368866,
900
- "eval_matthews_correlation": 0.8404772500610511,
901
- "eval_precision": 0.8990321494366329,
902
- "eval_recall": 0.8931151783605705,
903
- "eval_runtime": 6.3416,
904
- "eval_samples_per_second": 4558.141,
905
- "eval_steps_per_second": 35.638,
906
- "step": 13800
907
- },
908
- {
909
- "epoch": 7.75,
910
- "eval_accuracy": 0.8925136649830485,
911
- "eval_f1": 0.8942310761211139,
912
- "eval_loss": 0.29808488488197327,
913
- "eval_matthews_correlation": 0.8385560869137584,
914
- "eval_precision": 0.8970918955574861,
915
- "eval_recall": 0.8926049483431046,
916
- "eval_runtime": 6.3386,
917
- "eval_samples_per_second": 4560.306,
918
- "eval_steps_per_second": 35.655,
919
- "step": 14000
920
- },
921
- {
922
- "epoch": 7.86,
923
- "eval_accuracy": 0.8959039645748288,
924
- "eval_f1": 0.8974943969491261,
925
- "eval_loss": 0.2937379777431488,
926
- "eval_matthews_correlation": 0.8440852394941675,
927
- "eval_precision": 0.9018634074300419,
928
- "eval_recall": 0.8953053995769751,
929
- "eval_runtime": 6.3468,
930
- "eval_samples_per_second": 4554.451,
931
- "eval_steps_per_second": 35.609,
932
- "step": 14200
933
- },
934
- {
935
- "epoch": 7.97,
936
- "eval_accuracy": 0.8946239535044628,
937
- "eval_f1": 0.8961604255258656,
938
- "eval_loss": 0.29420605301856995,
939
- "eval_matthews_correlation": 0.8420927050494054,
940
- "eval_precision": 0.9000913131139286,
941
- "eval_recall": 0.8942424543007098,
942
- "eval_runtime": 6.3411,
943
- "eval_samples_per_second": 4558.526,
944
- "eval_steps_per_second": 35.641,
945
- "step": 14400
946
- }
947
- ],
948
- "logging_steps": 100000,
949
- "max_steps": 14456,
950
- "num_train_epochs": 8,
951
- "save_steps": 200,
952
- "total_flos": 1.7520158798616986e+17,
953
- "trial_name": null,
954
- "trial_params": null
955
- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
human_ensembl_regulatory/base_3072/checkpoint-14400/training_args.bin DELETED
@@ -1,3 +0,0 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:c400db087c38744401d19be767ade3d2582aedda503020b3908045286998db99
3
- size 5329
 
 
 
 
human_ensembl_regulatory/base_3072/results/base_3072_hg38_BPE_3e-5_human_ensembl_regulatory_seed42/eval_results.json DELETED
@@ -1 +0,0 @@
1
- {"eval_loss": 0.2924354672431946, "eval_accuracy": 0.8944546303663472, "eval_f1": 0.8958219487174928, "eval_matthews_correlation": 0.8415224291493578, "eval_precision": 0.8992124404743965, "eval_recall": 0.8938566933136989, "eval_runtime": 6.374, "eval_samples_per_second": 4535.167, "eval_steps_per_second": 35.457, "epoch": 8.0}
 
 
human_ensembl_regulatory/base_4096/checkpoint-14000/config.json DELETED
@@ -1,37 +0,0 @@
1
- {
2
- "_name_or_path": "/root/NaN/dna-tokenizer/pretrain/models/base_4096/checkpoint-100000",
3
- "architectures": [
4
- "BertForSequenceClassification"
5
- ],
6
- "attention_probs_dropout_prob": 0.1,
7
- "classifier_dropout": null,
8
- "hidden_act": "gelu",
9
- "hidden_dropout_prob": 0.1,
10
- "hidden_size": 768,
11
- "id2label": {
12
- "0": "LABEL_0",
13
- "1": "LABEL_1",
14
- "2": "LABEL_2"
15
- },
16
- "initializer_range": 0.02,
17
- "intermediate_size": 3072,
18
- "label2id": {
19
- "LABEL_0": 0,
20
- "LABEL_1": 1,
21
- "LABEL_2": 2
22
- },
23
- "layer_norm_eps": 1e-12,
24
- "max_length": 512,
25
- "max_position_embeddings": 512,
26
- "model_type": "bert",
27
- "num_attention_heads": 12,
28
- "num_hidden_layers": 12,
29
- "pad_token_id": 0,
30
- "position_embedding_type": "absolute",
31
- "problem_type": "single_label_classification",
32
- "torch_dtype": "float32",
33
- "transformers_version": "4.35.2",
34
- "type_vocab_size": 2,
35
- "use_cache": true,
36
- "vocab_size": 4096
37
- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
human_ensembl_regulatory/base_4096/checkpoint-14000/model.safetensors DELETED
@@ -1,3 +0,0 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:d52f7b444dc7fa883b505dad471223a39f8450ed463c0a8fc04ff1145635d8ff
3
- size 356780956
 
 
 
 
human_ensembl_regulatory/base_4096/checkpoint-14000/optimizer.pt DELETED
@@ -1,3 +0,0 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:fd99223578873ae1bcaf6af631869ca614bbe90bb7b58e99130de6a42d7a7810
3
- size 713683595
 
 
 
 
human_ensembl_regulatory/base_4096/checkpoint-14000/rng_state.pth DELETED
@@ -1,3 +0,0 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:deaf0a13914dfdba867d8c0368032b2523e6c0b514ab2d0de86f1107c227b367
3
- size 14709
 
 
 
 
human_ensembl_regulatory/base_4096/checkpoint-14000/scheduler.pt DELETED
@@ -1,3 +0,0 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:d2f837dafff62c1bd228c6ad32b5ce7253d7ea15836a63bcf26d8af49b30e4dc
3
- size 1465
 
 
 
 
human_ensembl_regulatory/base_4096/checkpoint-14000/special_tokens_map.json DELETED
@@ -1,7 +0,0 @@
1
- {
2
- "cls_token": "[CLS]",
3
- "mask_token": "[MASK]",
4
- "pad_token": "[PAD]",
5
- "sep_token": "[SEP]",
6
- "unk_token": "[UNK]"
7
- }
 
 
 
 
 
 
 
 
human_ensembl_regulatory/base_4096/checkpoint-14000/tokenizer.json DELETED
The diff for this file is too large to render. See raw diff
 
human_ensembl_regulatory/base_4096/checkpoint-14000/tokenizer_config.json DELETED
@@ -1,56 +0,0 @@
1
- {
2
- "added_tokens_decoder": {
3
- "0": {
4
- "content": "[PAD]",
5
- "lstrip": false,
6
- "normalized": false,
7
- "rstrip": false,
8
- "single_word": false,
9
- "special": true
10
- },
11
- "1": {
12
- "content": "[UNK]",
13
- "lstrip": false,
14
- "normalized": false,
15
- "rstrip": false,
16
- "single_word": false,
17
- "special": true
18
- },
19
- "2": {
20
- "content": "[CLS]",
21
- "lstrip": false,
22
- "normalized": false,
23
- "rstrip": false,
24
- "single_word": false,
25
- "special": true
26
- },
27
- "3": {
28
- "content": "[SEP]",
29
- "lstrip": false,
30
- "normalized": false,
31
- "rstrip": false,
32
- "single_word": false,
33
- "special": true
34
- },
35
- "4": {
36
- "content": "[MASK]",
37
- "lstrip": false,
38
- "normalized": false,
39
- "rstrip": false,
40
- "single_word": false,
41
- "special": true
42
- }
43
- },
44
- "cache_dir": null,
45
- "clean_up_tokenization_spaces": true,
46
- "cls_token": "[CLS]",
47
- "mask_token": "[MASK]",
48
- "model_max_length": 250,
49
- "pad_token": "[PAD]",
50
- "padding_side": "right",
51
- "sep_token": "[SEP]",
52
- "tokenizer_class": "PreTrainedTokenizerFast",
53
- "trust_remote_code": true,
54
- "unk_token": "[UNK]",
55
- "use_fast": true
56
- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
human_ensembl_regulatory/base_4096/checkpoint-14000/trainer_state.json DELETED
@@ -1,929 +0,0 @@
1
- {
2
- "best_metric": null,
3
- "best_model_checkpoint": null,
4
- "epoch": 7.74764803541782,
5
- "eval_steps": 200,
6
- "global_step": 14000,
7
- "is_hyper_param_search": false,
8
- "is_local_process_zero": true,
9
- "is_world_process_zero": true,
10
- "log_history": [
11
- {
12
- "epoch": 0.11,
13
- "eval_accuracy": 0.8032588389953643,
14
- "eval_f1": 0.8040452040692839,
15
- "eval_loss": 0.4966795742511749,
16
- "eval_matthews_correlation": 0.7084695952717522,
17
- "eval_precision": 0.8237857718753817,
18
- "eval_recall": 0.7975870988019708,
19
- "eval_runtime": 6.3588,
20
- "eval_samples_per_second": 4545.791,
21
- "eval_steps_per_second": 35.541,
22
- "step": 200
23
- },
24
- {
25
- "epoch": 0.22,
26
- "eval_accuracy": 0.82806337784543,
27
- "eval_f1": 0.8297094326097825,
28
- "eval_loss": 0.4289039373397827,
29
- "eval_matthews_correlation": 0.741876074078984,
30
- "eval_precision": 0.8349242792396575,
31
- "eval_recall": 0.8272187509320483,
32
- "eval_runtime": 6.3568,
33
- "eval_samples_per_second": 4547.233,
34
- "eval_steps_per_second": 35.552,
35
- "step": 400
36
- },
37
- {
38
- "epoch": 0.33,
39
- "eval_accuracy": 0.8440116238843147,
40
- "eval_f1": 0.8450100684587841,
41
- "eval_loss": 0.39371800422668457,
42
- "eval_matthews_correlation": 0.7660039268807652,
43
- "eval_precision": 0.85273319305628,
44
- "eval_recall": 0.8412884667434676,
45
- "eval_runtime": 6.3475,
46
- "eval_samples_per_second": 4553.913,
47
- "eval_steps_per_second": 35.605,
48
- "step": 600
49
- },
50
- {
51
- "epoch": 0.44,
52
- "eval_accuracy": 0.8603058188611361,
53
- "eval_f1": 0.8611020118054533,
54
- "eval_loss": 0.35088762640953064,
55
- "eval_matthews_correlation": 0.7927956332205198,
56
- "eval_precision": 0.8723391365103108,
57
- "eval_recall": 0.8574792991725344,
58
- "eval_runtime": 6.3447,
59
- "eval_samples_per_second": 4555.963,
60
- "eval_steps_per_second": 35.621,
61
- "step": 800
62
- },
63
- {
64
- "epoch": 0.55,
65
- "eval_accuracy": 0.8377153532138656,
66
- "eval_f1": 0.8413461677606797,
67
- "eval_loss": 0.379434198141098,
68
- "eval_matthews_correlation": 0.7580192865676064,
69
- "eval_precision": 0.8474953423917877,
70
- "eval_recall": 0.8400608374251649,
71
- "eval_runtime": 6.3446,
72
- "eval_samples_per_second": 4555.98,
73
- "eval_steps_per_second": 35.621,
74
- "step": 1000
75
- },
76
- {
77
- "epoch": 0.66,
78
- "eval_accuracy": 0.8636615235591226,
79
- "eval_f1": 0.8644557550999812,
80
- "eval_loss": 0.3486252427101135,
81
- "eval_matthews_correlation": 0.7956353553908341,
82
- "eval_precision": 0.8673780104433669,
83
- "eval_recall": 0.8639644349413246,
84
- "eval_runtime": 6.3405,
85
- "eval_samples_per_second": 4558.937,
86
- "eval_steps_per_second": 35.644,
87
- "step": 1200
88
- },
89
- {
90
- "epoch": 0.77,
91
- "eval_accuracy": 0.8695080606102539,
92
- "eval_f1": 0.8708782475802734,
93
- "eval_loss": 0.33812999725341797,
94
- "eval_matthews_correlation": 0.8062736449316136,
95
- "eval_precision": 0.8824955507055052,
96
- "eval_recall": 0.8662050792886243,
97
- "eval_runtime": 6.3436,
98
- "eval_samples_per_second": 4556.722,
99
- "eval_steps_per_second": 35.626,
100
- "step": 1400
101
- },
102
- {
103
- "epoch": 0.89,
104
- "eval_accuracy": 0.8716183491316681,
105
- "eval_f1": 0.8725799175076592,
106
- "eval_loss": 0.3233429789543152,
107
- "eval_matthews_correlation": 0.8117695247556368,
108
- "eval_precision": 0.8882346109342674,
109
- "eval_recall": 0.8682043569206126,
110
- "eval_runtime": 6.346,
111
- "eval_samples_per_second": 4554.983,
112
- "eval_steps_per_second": 35.613,
113
- "step": 1600
114
- },
115
- {
116
- "epoch": 1.0,
117
- "eval_accuracy": 0.8802670725800872,
118
- "eval_f1": 0.881620826340297,
119
- "eval_loss": 0.30727678537368774,
120
- "eval_matthews_correlation": 0.8219755964705604,
121
- "eval_precision": 0.8918194187219806,
122
- "eval_recall": 0.8772345474322037,
123
- "eval_runtime": 6.3575,
124
- "eval_samples_per_second": 4546.76,
125
- "eval_steps_per_second": 35.549,
126
- "step": 1800
127
- },
128
- {
129
- "epoch": 1.11,
130
- "eval_accuracy": 0.8736248529717013,
131
- "eval_f1": 0.8739366242458889,
132
- "eval_loss": 0.3176397681236267,
133
- "eval_matthews_correlation": 0.8135538952509183,
134
- "eval_precision": 0.8854624405304454,
135
- "eval_recall": 0.8713032592940723,
136
- "eval_runtime": 6.3459,
137
- "eval_samples_per_second": 4555.049,
138
- "eval_steps_per_second": 35.613,
139
- "step": 2000
140
- },
141
- {
142
- "epoch": 1.22,
143
- "eval_accuracy": 0.880716806199405,
144
- "eval_f1": 0.8820312503884454,
145
- "eval_loss": 0.299014687538147,
146
- "eval_matthews_correlation": 0.8225911105391969,
147
- "eval_precision": 0.8909735061827782,
148
- "eval_recall": 0.8784169860223267,
149
- "eval_runtime": 6.3464,
150
- "eval_samples_per_second": 4554.71,
151
- "eval_steps_per_second": 35.611,
152
- "step": 2200
153
- },
154
- {
155
- "epoch": 1.33,
156
- "eval_accuracy": 0.8748010793606864,
157
- "eval_f1": 0.8765959155083963,
158
- "eval_loss": 0.3216623365879059,
159
- "eval_matthews_correlation": 0.8123756375229486,
160
- "eval_precision": 0.8829709241221156,
161
- "eval_recall": 0.8731609901115246,
162
- "eval_runtime": 6.3387,
163
- "eval_samples_per_second": 4560.262,
164
- "eval_steps_per_second": 35.654,
165
- "step": 2400
166
- },
167
- {
168
- "epoch": 1.44,
169
- "eval_accuracy": 0.8805784266242302,
170
- "eval_f1": 0.8812604347615175,
171
- "eval_loss": 0.3023095726966858,
172
- "eval_matthews_correlation": 0.824155509305865,
173
- "eval_precision": 0.8934432959889177,
174
- "eval_recall": 0.8779737927765034,
175
- "eval_runtime": 6.3458,
176
- "eval_samples_per_second": 4555.131,
177
- "eval_steps_per_second": 35.614,
178
- "step": 2600
179
- },
180
- {
181
- "epoch": 1.55,
182
- "eval_accuracy": 0.8804054521552619,
183
- "eval_f1": 0.8813215210295723,
184
- "eval_loss": 0.30079320073127747,
185
- "eval_matthews_correlation": 0.8229950712381143,
186
- "eval_precision": 0.8917063287499621,
187
- "eval_recall": 0.8779790812790839,
188
- "eval_runtime": 6.3485,
189
- "eval_samples_per_second": 4553.191,
190
- "eval_steps_per_second": 35.599,
191
- "step": 2800
192
- },
193
- {
194
- "epoch": 1.66,
195
- "eval_accuracy": 0.8806130215180239,
196
- "eval_f1": 0.8817485225868454,
197
- "eval_loss": 0.3013697564601898,
198
- "eval_matthews_correlation": 0.8233012680237078,
199
- "eval_precision": 0.8923368722213673,
200
- "eval_recall": 0.8781843708268702,
201
- "eval_runtime": 6.3463,
202
- "eval_samples_per_second": 4554.782,
203
- "eval_steps_per_second": 35.611,
204
- "step": 3000
205
- },
206
- {
207
- "epoch": 1.77,
208
- "eval_accuracy": 0.8814432989690721,
209
- "eval_f1": 0.8820986799477435,
210
- "eval_loss": 0.30195918679237366,
211
- "eval_matthews_correlation": 0.8260716717379326,
212
- "eval_precision": 0.8955726725923353,
213
- "eval_recall": 0.8787927207636074,
214
- "eval_runtime": 6.3486,
215
- "eval_samples_per_second": 4553.098,
216
- "eval_steps_per_second": 35.598,
217
- "step": 3200
218
- },
219
- {
220
- "epoch": 1.88,
221
- "eval_accuracy": 0.8828270947208192,
222
- "eval_f1": 0.8843593045330781,
223
- "eval_loss": 0.2942578196525574,
224
- "eval_matthews_correlation": 0.8254949003015292,
225
- "eval_precision": 0.8931705740475805,
226
- "eval_recall": 0.8804468671365364,
227
- "eval_runtime": 6.3516,
228
- "eval_samples_per_second": 4550.98,
229
- "eval_steps_per_second": 35.582,
230
- "step": 3400
231
- },
232
- {
233
- "epoch": 1.99,
234
- "eval_accuracy": 0.8834498028091053,
235
- "eval_f1": 0.8853517689093603,
236
- "eval_loss": 0.2914748787879944,
237
- "eval_matthews_correlation": 0.8250598298158911,
238
- "eval_precision": 0.8899549389399565,
239
- "eval_recall": 0.8826443359241459,
240
- "eval_runtime": 6.345,
241
- "eval_samples_per_second": 4555.734,
242
- "eval_steps_per_second": 35.619,
243
- "step": 3600
244
- },
245
- {
246
- "epoch": 2.1,
247
- "eval_accuracy": 0.8774994810765931,
248
- "eval_f1": 0.8799409536085404,
249
- "eval_loss": 0.3131937086582184,
250
- "eval_matthews_correlation": 0.8163052424476039,
251
- "eval_precision": 0.8868617192793732,
252
- "eval_recall": 0.8762445610028794,
253
- "eval_runtime": 6.3474,
254
- "eval_samples_per_second": 4554.0,
255
- "eval_steps_per_second": 35.605,
256
- "step": 3800
257
- },
258
- {
259
- "epoch": 2.21,
260
- "eval_accuracy": 0.8817546530132152,
261
- "eval_f1": 0.8833254952872527,
262
- "eval_loss": 0.3040480315685272,
263
- "eval_matthews_correlation": 0.823572270376583,
264
- "eval_precision": 0.8910821664820202,
265
- "eval_recall": 0.8797695844721626,
266
- "eval_runtime": 6.3469,
267
- "eval_samples_per_second": 4554.377,
268
- "eval_steps_per_second": 35.608,
269
- "step": 4000
270
- },
271
- {
272
- "epoch": 2.32,
273
- "eval_accuracy": 0.8851103577112018,
274
- "eval_f1": 0.886748055608611,
275
- "eval_loss": 0.2850874960422516,
276
- "eval_matthews_correlation": 0.8291396132512627,
277
- "eval_precision": 0.8962002468999266,
278
- "eval_recall": 0.8826024405805053,
279
- "eval_runtime": 6.4745,
280
- "eval_samples_per_second": 4464.618,
281
- "eval_steps_per_second": 34.906,
282
- "step": 4200
283
- },
284
- {
285
- "epoch": 2.43,
286
- "eval_accuracy": 0.8845914343042967,
287
- "eval_f1": 0.8853347387941718,
288
- "eval_loss": 0.2892882227897644,
289
- "eval_matthews_correlation": 0.8296869725686938,
290
- "eval_precision": 0.8957890161457024,
291
- "eval_recall": 0.8827308326642206,
292
- "eval_runtime": 6.3548,
293
- "eval_samples_per_second": 4548.662,
294
- "eval_steps_per_second": 35.563,
295
- "step": 4400
296
- },
297
- {
298
- "epoch": 2.55,
299
- "eval_accuracy": 0.8872206462326161,
300
- "eval_f1": 0.8889557188128973,
301
- "eval_loss": 0.2861509919166565,
302
- "eval_matthews_correlation": 0.8313848144209739,
303
- "eval_precision": 0.8951641816931467,
304
- "eval_recall": 0.8859209930430433,
305
- "eval_runtime": 6.3537,
306
- "eval_samples_per_second": 4549.45,
307
- "eval_steps_per_second": 35.57,
308
- "step": 4600
309
- },
310
- {
311
- "epoch": 2.66,
312
- "eval_accuracy": 0.8864941534629489,
313
- "eval_f1": 0.8883772002833815,
314
- "eval_loss": 0.28578662872314453,
315
- "eval_matthews_correlation": 0.830142192696001,
316
- "eval_precision": 0.894787668518915,
317
- "eval_recall": 0.8850002671425831,
318
- "eval_runtime": 6.3397,
319
- "eval_samples_per_second": 4559.499,
320
- "eval_steps_per_second": 35.648,
321
- "step": 4800
322
- },
323
- {
324
- "epoch": 2.77,
325
- "eval_accuracy": 0.8869784819760603,
326
- "eval_f1": 0.8881104845729881,
327
- "eval_loss": 0.2903878390789032,
328
- "eval_matthews_correlation": 0.8319666548642168,
329
- "eval_precision": 0.8956943049005684,
330
- "eval_recall": 0.8855419805052424,
331
- "eval_runtime": 6.3478,
332
- "eval_samples_per_second": 4553.673,
333
- "eval_steps_per_second": 35.603,
334
- "step": 5000
335
- },
336
- {
337
- "epoch": 2.88,
338
- "eval_accuracy": 0.8855946862243133,
339
- "eval_f1": 0.8867414124351366,
340
- "eval_loss": 0.2941598892211914,
341
- "eval_matthews_correlation": 0.8292630776847024,
342
- "eval_precision": 0.8920050610576892,
343
- "eval_recall": 0.8851835923765252,
344
- "eval_runtime": 6.3449,
345
- "eval_samples_per_second": 4555.796,
346
- "eval_steps_per_second": 35.619,
347
- "step": 5200
348
- },
349
- {
350
- "epoch": 2.99,
351
- "eval_accuracy": 0.883380613021518,
352
- "eval_f1": 0.8845550685672561,
353
- "eval_loss": 0.3080594837665558,
354
- "eval_matthews_correlation": 0.8287144630993116,
355
- "eval_precision": 0.897977927261306,
356
- "eval_recall": 0.8806022212949621,
357
- "eval_runtime": 6.3495,
358
- "eval_samples_per_second": 4552.496,
359
- "eval_steps_per_second": 35.593,
360
- "step": 5400
361
- },
362
- {
363
- "epoch": 3.1,
364
- "eval_accuracy": 0.8915104130630319,
365
- "eval_f1": 0.8927418464133509,
366
- "eval_loss": 0.276968777179718,
367
- "eval_matthews_correlation": 0.8386317937164508,
368
- "eval_precision": 0.9004126472557267,
369
- "eval_recall": 0.889725979370084,
370
- "eval_runtime": 6.3476,
371
- "eval_samples_per_second": 4553.844,
372
- "eval_steps_per_second": 35.604,
373
- "step": 5600
374
- },
375
- {
376
- "epoch": 3.21,
377
- "eval_accuracy": 0.8852141423925829,
378
- "eval_f1": 0.8863096972005886,
379
- "eval_loss": 0.29729557037353516,
380
- "eval_matthews_correlation": 0.8310887046500933,
381
- "eval_precision": 0.8986141701524222,
382
- "eval_recall": 0.8826517914424513,
383
- "eval_runtime": 6.3477,
384
- "eval_samples_per_second": 4553.81,
385
- "eval_steps_per_second": 35.604,
386
- "step": 5800
387
- },
388
- {
389
- "epoch": 3.32,
390
- "eval_accuracy": 0.887116861551235,
391
- "eval_f1": 0.8888119711547966,
392
- "eval_loss": 0.2876887023448944,
393
- "eval_matthews_correlation": 0.830566032986655,
394
- "eval_precision": 0.8920331291977907,
395
- "eval_recall": 0.8871405100672719,
396
- "eval_runtime": 6.3516,
397
- "eval_samples_per_second": 4550.948,
398
- "eval_steps_per_second": 35.581,
399
- "step": 6000
400
- },
401
- {
402
- "epoch": 3.43,
403
- "eval_accuracy": 0.8876703798519339,
404
- "eval_f1": 0.8888683683886862,
405
- "eval_loss": 0.28933295607566833,
406
- "eval_matthews_correlation": 0.8318764323334562,
407
- "eval_precision": 0.8932199703984821,
408
- "eval_recall": 0.8871029140007725,
409
- "eval_runtime": 6.3497,
410
- "eval_samples_per_second": 4552.373,
411
- "eval_steps_per_second": 35.592,
412
- "step": 6200
413
- },
414
- {
415
- "epoch": 3.54,
416
- "eval_accuracy": 0.8921677160451117,
417
- "eval_f1": 0.8939685259834166,
418
- "eval_loss": 0.2769826650619507,
419
- "eval_matthews_correlation": 0.8391847958384606,
420
- "eval_precision": 0.9010372712497707,
421
- "eval_recall": 0.8907175246704687,
422
- "eval_runtime": 6.3478,
423
- "eval_samples_per_second": 4553.725,
424
- "eval_steps_per_second": 35.603,
425
- "step": 6400
426
- },
427
- {
428
- "epoch": 3.65,
429
- "eval_accuracy": 0.8892963398602366,
430
- "eval_f1": 0.8903985649686311,
431
- "eval_loss": 0.299304336309433,
432
- "eval_matthews_correlation": 0.836403809775796,
433
- "eval_precision": 0.9003904635902643,
434
- "eval_recall": 0.8873298195093738,
435
- "eval_runtime": 6.3585,
436
- "eval_samples_per_second": 4546.028,
437
- "eval_steps_per_second": 35.543,
438
- "step": 6600
439
- },
440
- {
441
- "epoch": 3.76,
442
- "eval_accuracy": 0.8933439424340968,
443
- "eval_f1": 0.8951626619118374,
444
- "eval_loss": 0.272637277841568,
445
- "eval_matthews_correlation": 0.840662237655687,
446
- "eval_precision": 0.9018366964232629,
447
- "eval_recall": 0.8918002056440489,
448
- "eval_runtime": 6.3517,
449
- "eval_samples_per_second": 4550.899,
450
- "eval_steps_per_second": 35.581,
451
- "step": 6800
452
- },
453
- {
454
- "epoch": 3.87,
455
- "eval_accuracy": 0.8931709679651283,
456
- "eval_f1": 0.8946368515833566,
457
- "eval_loss": 0.2683693766593933,
458
- "eval_matthews_correlation": 0.840562081744003,
459
- "eval_precision": 0.9005863314210352,
460
- "eval_recall": 0.8921201829403151,
461
- "eval_runtime": 6.3511,
462
- "eval_samples_per_second": 4551.357,
463
- "eval_steps_per_second": 35.585,
464
- "step": 7000
465
- },
466
- {
467
- "epoch": 3.98,
468
- "eval_accuracy": 0.8879125441084896,
469
- "eval_f1": 0.889596890077006,
470
- "eval_loss": 0.3068075180053711,
471
- "eval_matthews_correlation": 0.8330483801137644,
472
- "eval_precision": 0.897851142355302,
473
- "eval_recall": 0.8858787857808234,
474
- "eval_runtime": 6.3428,
475
- "eval_samples_per_second": 4557.324,
476
- "eval_steps_per_second": 35.631,
477
- "step": 7200
478
- },
479
- {
480
- "epoch": 4.1,
481
- "eval_accuracy": 0.8911990590188889,
482
- "eval_f1": 0.8935331300113348,
483
- "eval_loss": 0.2759658396244049,
484
- "eval_matthews_correlation": 0.8364674339314426,
485
- "eval_precision": 0.8974060023546162,
486
- "eval_recall": 0.8909662141694983,
487
- "eval_runtime": 6.3488,
488
- "eval_samples_per_second": 4553.0,
489
- "eval_steps_per_second": 35.597,
490
- "step": 7400
491
- },
492
- {
493
- "epoch": 4.21,
494
- "eval_accuracy": 0.8914412232754445,
495
- "eval_f1": 0.8929530705434039,
496
- "eval_loss": 0.29881107807159424,
497
- "eval_matthews_correlation": 0.8389342363530407,
498
- "eval_precision": 0.9019665675237153,
499
- "eval_recall": 0.8894376006796719,
500
- "eval_runtime": 6.3502,
501
- "eval_samples_per_second": 4551.977,
502
- "eval_steps_per_second": 35.589,
503
- "step": 7600
504
- },
505
- {
506
- "epoch": 4.32,
507
- "eval_accuracy": 0.8948661177610184,
508
- "eval_f1": 0.8959730668841205,
509
- "eval_loss": 0.2829718589782715,
510
- "eval_matthews_correlation": 0.8440068382480527,
511
- "eval_precision": 0.9037533187991164,
512
- "eval_recall": 0.8934286935436152,
513
- "eval_runtime": 6.35,
514
- "eval_samples_per_second": 4552.153,
515
- "eval_steps_per_second": 35.591,
516
- "step": 7800
517
- },
518
- {
519
- "epoch": 4.43,
520
- "eval_accuracy": 0.892029336469937,
521
- "eval_f1": 0.8929641996951606,
522
- "eval_loss": 0.283554345369339,
523
- "eval_matthews_correlation": 0.8403115181681976,
524
- "eval_precision": 0.9019621982174025,
525
- "eval_recall": 0.8904382553610669,
526
- "eval_runtime": 6.3452,
527
- "eval_samples_per_second": 4555.556,
528
- "eval_steps_per_second": 35.617,
529
- "step": 8000
530
- },
531
- {
532
- "epoch": 4.54,
533
- "eval_accuracy": 0.8894693143292051,
534
- "eval_f1": 0.8908352587211786,
535
- "eval_loss": 0.2885262072086334,
536
- "eval_matthews_correlation": 0.8341511880621336,
537
- "eval_precision": 0.893702095310492,
538
- "eval_recall": 0.8895480253576511,
539
- "eval_runtime": 6.3455,
540
- "eval_samples_per_second": 4555.387,
541
- "eval_steps_per_second": 35.616,
542
- "step": 8200
543
- },
544
- {
545
- "epoch": 4.65,
546
- "eval_accuracy": 0.8926174496644296,
547
- "eval_f1": 0.8945384185225222,
548
- "eval_loss": 0.29022690653800964,
549
- "eval_matthews_correlation": 0.8395314119561503,
550
- "eval_precision": 0.9007178280331143,
551
- "eval_recall": 0.8914918554407835,
552
- "eval_runtime": 6.3512,
553
- "eval_samples_per_second": 4551.274,
554
- "eval_steps_per_second": 35.584,
555
- "step": 8400
556
- },
557
- {
558
- "epoch": 4.76,
559
- "eval_accuracy": 0.8935515117968588,
560
- "eval_f1": 0.8955843681536364,
561
- "eval_loss": 0.27486342191696167,
562
- "eval_matthews_correlation": 0.8401655549419715,
563
- "eval_precision": 0.8991666173219651,
564
- "eval_recall": 0.8934260432318405,
565
- "eval_runtime": 6.3442,
566
- "eval_samples_per_second": 4556.307,
567
- "eval_steps_per_second": 35.623,
568
- "step": 8600
569
- },
570
- {
571
- "epoch": 4.87,
572
- "eval_accuracy": 0.8906801356119837,
573
- "eval_f1": 0.8918285607503583,
574
- "eval_loss": 0.2898902893066406,
575
- "eval_matthews_correlation": 0.8372224269539221,
576
- "eval_precision": 0.8983664894121332,
577
- "eval_recall": 0.8895837049920411,
578
- "eval_runtime": 6.3478,
579
- "eval_samples_per_second": 4553.724,
580
- "eval_steps_per_second": 35.603,
581
- "step": 8800
582
- },
583
- {
584
- "epoch": 4.98,
585
- "eval_accuracy": 0.894589358610669,
586
- "eval_f1": 0.8963142222392254,
587
- "eval_loss": 0.2670386731624603,
588
- "eval_matthews_correlation": 0.8426090415821291,
589
- "eval_precision": 0.9021919391864747,
590
- "eval_recall": 0.8936817858774427,
591
- "eval_runtime": 6.3552,
592
- "eval_samples_per_second": 4548.416,
593
- "eval_steps_per_second": 35.562,
594
- "step": 9000
595
- },
596
- {
597
- "epoch": 5.09,
598
- "eval_accuracy": 0.8940012454161765,
599
- "eval_f1": 0.8962328540662204,
600
- "eval_loss": 0.2813003659248352,
601
- "eval_matthews_correlation": 0.8408430518411678,
602
- "eval_precision": 0.9002122855918167,
603
- "eval_recall": 0.8937616724187407,
604
- "eval_runtime": 6.3421,
605
- "eval_samples_per_second": 4557.797,
606
- "eval_steps_per_second": 35.635,
607
- "step": 9200
608
- },
609
- {
610
- "epoch": 5.2,
611
- "eval_accuracy": 0.8945201688230817,
612
- "eval_f1": 0.896372595139089,
613
- "eval_loss": 0.29088279604911804,
614
- "eval_matthews_correlation": 0.8425785711411811,
615
- "eval_precision": 0.9033449643049775,
616
- "eval_recall": 0.8929732798282033,
617
- "eval_runtime": 6.3473,
618
- "eval_samples_per_second": 4554.06,
619
- "eval_steps_per_second": 35.606,
620
- "step": 9400
621
- },
622
- {
623
- "epoch": 5.31,
624
- "eval_accuracy": 0.8900920224174912,
625
- "eval_f1": 0.8925490010776985,
626
- "eval_loss": 0.2760979235172272,
627
- "eval_matthews_correlation": 0.8345731729452758,
628
- "eval_precision": 0.8949331613162287,
629
- "eval_recall": 0.8907497018848335,
630
- "eval_runtime": 6.3444,
631
- "eval_samples_per_second": 4556.156,
632
- "eval_steps_per_second": 35.622,
633
- "step": 9600
634
- },
635
- {
636
- "epoch": 5.42,
637
- "eval_accuracy": 0.8925482598768422,
638
- "eval_f1": 0.8947835191299199,
639
- "eval_loss": 0.28088074922561646,
640
- "eval_matthews_correlation": 0.8388438694929189,
641
- "eval_precision": 0.8999949588602486,
642
- "eval_recall": 0.8916911075004866,
643
- "eval_runtime": 6.3444,
644
- "eval_samples_per_second": 4556.127,
645
- "eval_steps_per_second": 35.622,
646
- "step": 9800
647
- },
648
- {
649
- "epoch": 5.53,
650
- "eval_accuracy": 0.8938974607347956,
651
- "eval_f1": 0.895398638281888,
652
- "eval_loss": 0.2776396870613098,
653
- "eval_matthews_correlation": 0.8415227982913265,
654
- "eval_precision": 0.9005605054247868,
655
- "eval_recall": 0.8933422240303471,
656
- "eval_runtime": 6.3523,
657
- "eval_samples_per_second": 4550.454,
658
- "eval_steps_per_second": 35.577,
659
- "step": 10000
660
- },
661
- {
662
- "epoch": 5.64,
663
- "eval_accuracy": 0.8931363730713346,
664
- "eval_f1": 0.8951221715335156,
665
- "eval_loss": 0.27086812257766724,
666
- "eval_matthews_correlation": 0.8398759432599062,
667
- "eval_precision": 0.8998458982098608,
668
- "eval_recall": 0.8925756775800444,
669
- "eval_runtime": 6.3515,
670
- "eval_samples_per_second": 4551.066,
671
- "eval_steps_per_second": 35.582,
672
- "step": 10200
673
- },
674
- {
675
- "epoch": 5.76,
676
- "eval_accuracy": 0.8947969279734311,
677
- "eval_f1": 0.8963386319413121,
678
- "eval_loss": 0.2736610770225525,
679
- "eval_matthews_correlation": 0.842492632054895,
680
- "eval_precision": 0.9004512701810999,
681
- "eval_recall": 0.8945058664025414,
682
- "eval_runtime": 6.3449,
683
- "eval_samples_per_second": 4555.8,
684
- "eval_steps_per_second": 35.619,
685
- "step": 10400
686
- },
687
- {
688
- "epoch": 5.87,
689
- "eval_accuracy": 0.8948315228672248,
690
- "eval_f1": 0.8966390502710321,
691
- "eval_loss": 0.2736780047416687,
692
- "eval_matthews_correlation": 0.8428712666237889,
693
- "eval_precision": 0.9023691050694266,
694
- "eval_recall": 0.8939587990226933,
695
- "eval_runtime": 6.3413,
696
- "eval_samples_per_second": 4558.341,
697
- "eval_steps_per_second": 35.639,
698
- "step": 10600
699
- },
700
- {
701
- "epoch": 5.98,
702
- "eval_accuracy": 0.8931363730713346,
703
- "eval_f1": 0.8950074787412748,
704
- "eval_loss": 0.2837923467159271,
705
- "eval_matthews_correlation": 0.8398429954585677,
706
- "eval_precision": 0.8990496284007606,
707
- "eval_recall": 0.8929694613690722,
708
- "eval_runtime": 6.3375,
709
- "eval_samples_per_second": 4561.081,
710
- "eval_steps_per_second": 35.661,
711
- "step": 10800
712
- },
713
- {
714
- "epoch": 6.09,
715
- "eval_accuracy": 0.8954196360617173,
716
- "eval_f1": 0.8973451839851609,
717
- "eval_loss": 0.3019605278968811,
718
- "eval_matthews_correlation": 0.8435324014450518,
719
- "eval_precision": 0.9027250759780411,
720
- "eval_recall": 0.8945897138524064,
721
- "eval_runtime": 6.3337,
722
- "eval_samples_per_second": 4563.855,
723
- "eval_steps_per_second": 35.682,
724
- "step": 11000
725
- },
726
- {
727
- "epoch": 6.2,
728
- "eval_accuracy": 0.8955926105306856,
729
- "eval_f1": 0.8976165520302352,
730
- "eval_loss": 0.28409114480018616,
731
- "eval_matthews_correlation": 0.8434143843438346,
732
- "eval_precision": 0.9018417545372985,
733
- "eval_recall": 0.8952052020185916,
734
- "eval_runtime": 6.3341,
735
- "eval_samples_per_second": 4563.572,
736
- "eval_steps_per_second": 35.68,
737
- "step": 11200
738
- },
739
- {
740
- "epoch": 6.31,
741
- "eval_accuracy": 0.8942088147789387,
742
- "eval_f1": 0.8962275448172298,
743
- "eval_loss": 0.2877649962902069,
744
- "eval_matthews_correlation": 0.8414441696511311,
745
- "eval_precision": 0.9008599634610711,
746
- "eval_recall": 0.8936762031162221,
747
- "eval_runtime": 6.3475,
748
- "eval_samples_per_second": 4553.948,
749
- "eval_steps_per_second": 35.605,
750
- "step": 11400
751
- },
752
- {
753
- "epoch": 6.42,
754
- "eval_accuracy": 0.8951428769113678,
755
- "eval_f1": 0.8970215166114972,
756
- "eval_loss": 0.2961738705635071,
757
- "eval_matthews_correlation": 0.8436724995526438,
758
- "eval_precision": 0.9039960508124899,
759
- "eval_recall": 0.8938297040688856,
760
- "eval_runtime": 6.3515,
761
- "eval_samples_per_second": 4551.073,
762
- "eval_steps_per_second": 35.582,
763
- "step": 11600
764
- },
765
- {
766
- "epoch": 6.53,
767
- "eval_accuracy": 0.8945201688230817,
768
- "eval_f1": 0.896067746079448,
769
- "eval_loss": 0.2976745069026947,
770
- "eval_matthews_correlation": 0.8422089454909583,
771
- "eval_precision": 0.900607068182845,
772
- "eval_recall": 0.8941007596668359,
773
- "eval_runtime": 6.3472,
774
- "eval_samples_per_second": 4554.135,
775
- "eval_steps_per_second": 35.606,
776
- "step": 11800
777
- },
778
- {
779
- "epoch": 6.64,
780
- "eval_accuracy": 0.8949699024423995,
781
- "eval_f1": 0.8966124169391811,
782
- "eval_loss": 0.3018077313899994,
783
- "eval_matthews_correlation": 0.843195325699096,
784
- "eval_precision": 0.9022254172778311,
785
- "eval_recall": 0.8942367845271998,
786
- "eval_runtime": 6.3482,
787
- "eval_samples_per_second": 4553.382,
788
- "eval_steps_per_second": 35.6,
789
- "step": 12000
790
- },
791
- {
792
- "epoch": 6.75,
793
- "eval_accuracy": 0.8965612675569086,
794
- "eval_f1": 0.8980147217678764,
795
- "eval_loss": 0.2901879847049713,
796
- "eval_matthews_correlation": 0.8460130614687257,
797
- "eval_precision": 0.9045943000787302,
798
- "eval_recall": 0.8955196899577702,
799
- "eval_runtime": 6.3504,
800
- "eval_samples_per_second": 4551.837,
801
- "eval_steps_per_second": 35.588,
802
- "step": 12200
803
- },
804
- {
805
- "epoch": 6.86,
806
- "eval_accuracy": 0.8952466615927489,
807
- "eval_f1": 0.8969830622390469,
808
- "eval_loss": 0.28876444697380066,
809
- "eval_matthews_correlation": 0.843325620330125,
810
- "eval_precision": 0.9020159665987951,
811
- "eval_recall": 0.8946102670938186,
812
- "eval_runtime": 6.3475,
813
- "eval_samples_per_second": 4553.949,
814
- "eval_steps_per_second": 35.605,
815
- "step": 12400
816
- },
817
- {
818
- "epoch": 6.97,
819
- "eval_accuracy": 0.8957655849996541,
820
- "eval_f1": 0.8975933967455741,
821
- "eval_loss": 0.29665452241897583,
822
- "eval_matthews_correlation": 0.8442236370657304,
823
- "eval_precision": 0.9033635307429947,
824
- "eval_recall": 0.8947879834373609,
825
- "eval_runtime": 6.35,
826
- "eval_samples_per_second": 4552.142,
827
- "eval_steps_per_second": 35.591,
828
- "step": 12600
829
- },
830
- {
831
- "epoch": 7.08,
832
- "eval_accuracy": 0.8939666505223829,
833
- "eval_f1": 0.8957790534277574,
834
- "eval_loss": 0.304647296667099,
835
- "eval_matthews_correlation": 0.8413818654606173,
836
- "eval_precision": 0.9007642360078177,
837
- "eval_recall": 0.8934286441944405,
838
- "eval_runtime": 6.3482,
839
- "eval_samples_per_second": 4553.44,
840
- "eval_steps_per_second": 35.601,
841
- "step": 12800
842
- },
843
- {
844
- "epoch": 7.19,
845
- "eval_accuracy": 0.8926174496644296,
846
- "eval_f1": 0.8949385390749803,
847
- "eval_loss": 0.3034723401069641,
848
- "eval_matthews_correlation": 0.8383426049270595,
849
- "eval_precision": 0.8967244149264713,
850
- "eval_recall": 0.8935341705656276,
851
- "eval_runtime": 6.3556,
852
- "eval_samples_per_second": 4548.082,
853
- "eval_steps_per_second": 35.559,
854
- "step": 13000
855
- },
856
- {
857
- "epoch": 7.3,
858
- "eval_accuracy": 0.8947969279734311,
859
- "eval_f1": 0.8965284578579703,
860
- "eval_loss": 0.30462202429771423,
861
- "eval_matthews_correlation": 0.8426157749546105,
862
- "eval_precision": 0.9013431538946532,
863
- "eval_recall": 0.8942934909424061,
864
- "eval_runtime": 6.3507,
865
- "eval_samples_per_second": 4551.603,
866
- "eval_steps_per_second": 35.586,
867
- "step": 13200
868
- },
869
- {
870
- "epoch": 7.42,
871
- "eval_accuracy": 0.8934477271154777,
872
- "eval_f1": 0.8958814405265977,
873
- "eval_loss": 0.299685001373291,
874
- "eval_matthews_correlation": 0.8396708845009517,
875
- "eval_precision": 0.8985110508247799,
876
- "eval_recall": 0.8939504661367766,
877
- "eval_runtime": 6.3494,
878
- "eval_samples_per_second": 4552.561,
879
- "eval_steps_per_second": 35.594,
880
- "step": 13400
881
- },
882
- {
883
- "epoch": 7.53,
884
- "eval_accuracy": 0.8938974607347956,
885
- "eval_f1": 0.8961079255659018,
886
- "eval_loss": 0.3028521239757538,
887
- "eval_matthews_correlation": 0.8405174595632917,
888
- "eval_precision": 0.8993065072128195,
889
- "eval_recall": 0.8939928380088323,
890
- "eval_runtime": 6.3445,
891
- "eval_samples_per_second": 4556.093,
892
- "eval_steps_per_second": 35.622,
893
- "step": 13600
894
- },
895
- {
896
- "epoch": 7.64,
897
- "eval_accuracy": 0.894278004566526,
898
- "eval_f1": 0.8962846524625201,
899
- "eval_loss": 0.3031056523323059,
900
- "eval_matthews_correlation": 0.8413679820721595,
901
- "eval_precision": 0.9000326135737255,
902
- "eval_recall": 0.8941623447064746,
903
- "eval_runtime": 6.347,
904
- "eval_samples_per_second": 4554.311,
905
- "eval_steps_per_second": 35.608,
906
- "step": 13800
907
- },
908
- {
909
- "epoch": 7.75,
910
- "eval_accuracy": 0.8944509790354943,
911
- "eval_f1": 0.896655360738317,
912
- "eval_loss": 0.30069831013679504,
913
- "eval_matthews_correlation": 0.8414004425422017,
914
- "eval_precision": 0.9000426273245656,
915
- "eval_recall": 0.8944645030033757,
916
- "eval_runtime": 6.3449,
917
- "eval_samples_per_second": 4555.813,
918
- "eval_steps_per_second": 35.619,
919
- "step": 14000
920
- }
921
- ],
922
- "logging_steps": 100000,
923
- "max_steps": 14456,
924
- "num_train_epochs": 8,
925
- "save_steps": 200,
926
- "total_flos": 1.6849254895897805e+17,
927
- "trial_name": null,
928
- "trial_params": null
929
- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
human_ensembl_regulatory/base_4096/checkpoint-14000/training_args.bin DELETED
@@ -1,3 +0,0 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:35ecc48e034f0e45faedb4e2252a3cdc71427f9c360fb025c1c72e33d2555eef
3
- size 5329
 
 
 
 
human_ensembl_regulatory/base_4096/checkpoint-14200/config.json DELETED
@@ -1,37 +0,0 @@
1
- {
2
- "_name_or_path": "/root/NaN/dna-tokenizer/pretrain/models/base_4096/checkpoint-100000",
3
- "architectures": [
4
- "BertForSequenceClassification"
5
- ],
6
- "attention_probs_dropout_prob": 0.1,
7
- "classifier_dropout": null,
8
- "hidden_act": "gelu",
9
- "hidden_dropout_prob": 0.1,
10
- "hidden_size": 768,
11
- "id2label": {
12
- "0": "LABEL_0",
13
- "1": "LABEL_1",
14
- "2": "LABEL_2"
15
- },
16
- "initializer_range": 0.02,
17
- "intermediate_size": 3072,
18
- "label2id": {
19
- "LABEL_0": 0,
20
- "LABEL_1": 1,
21
- "LABEL_2": 2
22
- },
23
- "layer_norm_eps": 1e-12,
24
- "max_length": 512,
25
- "max_position_embeddings": 512,
26
- "model_type": "bert",
27
- "num_attention_heads": 12,
28
- "num_hidden_layers": 12,
29
- "pad_token_id": 0,
30
- "position_embedding_type": "absolute",
31
- "problem_type": "single_label_classification",
32
- "torch_dtype": "float32",
33
- "transformers_version": "4.35.2",
34
- "type_vocab_size": 2,
35
- "use_cache": true,
36
- "vocab_size": 4096
37
- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
human_ensembl_regulatory/base_4096/checkpoint-14200/model.safetensors DELETED
@@ -1,3 +0,0 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:5888ec2ec10923ce095e75e270418f223a20cef6c8b6394d610e29f6f7cdec1f
3
- size 356780956
 
 
 
 
human_ensembl_regulatory/base_4096/checkpoint-14200/optimizer.pt DELETED
@@ -1,3 +0,0 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:64a83f7537e07f8eb00e5709e3efdb5d7541a66f7057454bdfca7aff597cf390
3
- size 713683595
 
 
 
 
human_ensembl_regulatory/base_4096/checkpoint-14200/rng_state.pth DELETED
@@ -1,3 +0,0 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:76521f3f133b1747165ff05dc4f4fbf0b59ad2ba923a01671bede88cce0b4b04
3
- size 14709
 
 
 
 
human_ensembl_regulatory/base_4096/checkpoint-14200/scheduler.pt DELETED
@@ -1,3 +0,0 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:424bc014ae1834ecf77bdcbd150ed65e58466a7228efde858a0c097c9e0b3ce2
3
- size 1465
 
 
 
 
human_ensembl_regulatory/base_4096/checkpoint-14200/special_tokens_map.json DELETED
@@ -1,7 +0,0 @@
1
- {
2
- "cls_token": "[CLS]",
3
- "mask_token": "[MASK]",
4
- "pad_token": "[PAD]",
5
- "sep_token": "[SEP]",
6
- "unk_token": "[UNK]"
7
- }
 
 
 
 
 
 
 
 
human_ensembl_regulatory/base_4096/checkpoint-14200/tokenizer.json DELETED
The diff for this file is too large to render. See raw diff
 
human_ensembl_regulatory/base_4096/checkpoint-14200/tokenizer_config.json DELETED
@@ -1,56 +0,0 @@
1
- {
2
- "added_tokens_decoder": {
3
- "0": {
4
- "content": "[PAD]",
5
- "lstrip": false,
6
- "normalized": false,
7
- "rstrip": false,
8
- "single_word": false,
9
- "special": true
10
- },
11
- "1": {
12
- "content": "[UNK]",
13
- "lstrip": false,
14
- "normalized": false,
15
- "rstrip": false,
16
- "single_word": false,
17
- "special": true
18
- },
19
- "2": {
20
- "content": "[CLS]",
21
- "lstrip": false,
22
- "normalized": false,
23
- "rstrip": false,
24
- "single_word": false,
25
- "special": true
26
- },
27
- "3": {
28
- "content": "[SEP]",
29
- "lstrip": false,
30
- "normalized": false,
31
- "rstrip": false,
32
- "single_word": false,
33
- "special": true
34
- },
35
- "4": {
36
- "content": "[MASK]",
37
- "lstrip": false,
38
- "normalized": false,
39
- "rstrip": false,
40
- "single_word": false,
41
- "special": true
42
- }
43
- },
44
- "cache_dir": null,
45
- "clean_up_tokenization_spaces": true,
46
- "cls_token": "[CLS]",
47
- "mask_token": "[MASK]",
48
- "model_max_length": 250,
49
- "pad_token": "[PAD]",
50
- "padding_side": "right",
51
- "sep_token": "[SEP]",
52
- "tokenizer_class": "PreTrainedTokenizerFast",
53
- "trust_remote_code": true,
54
- "unk_token": "[UNK]",
55
- "use_fast": true
56
- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
human_ensembl_regulatory/base_4096/checkpoint-14200/trainer_state.json DELETED
@@ -1,942 +0,0 @@
1
- {
2
- "best_metric": null,
3
- "best_model_checkpoint": null,
4
- "epoch": 7.858328721638074,
5
- "eval_steps": 200,
6
- "global_step": 14200,
7
- "is_hyper_param_search": false,
8
- "is_local_process_zero": true,
9
- "is_world_process_zero": true,
10
- "log_history": [
11
- {
12
- "epoch": 0.11,
13
- "eval_accuracy": 0.8032588389953643,
14
- "eval_f1": 0.8040452040692839,
15
- "eval_loss": 0.4966795742511749,
16
- "eval_matthews_correlation": 0.7084695952717522,
17
- "eval_precision": 0.8237857718753817,
18
- "eval_recall": 0.7975870988019708,
19
- "eval_runtime": 6.3588,
20
- "eval_samples_per_second": 4545.791,
21
- "eval_steps_per_second": 35.541,
22
- "step": 200
23
- },
24
- {
25
- "epoch": 0.22,
26
- "eval_accuracy": 0.82806337784543,
27
- "eval_f1": 0.8297094326097825,
28
- "eval_loss": 0.4289039373397827,
29
- "eval_matthews_correlation": 0.741876074078984,
30
- "eval_precision": 0.8349242792396575,
31
- "eval_recall": 0.8272187509320483,
32
- "eval_runtime": 6.3568,
33
- "eval_samples_per_second": 4547.233,
34
- "eval_steps_per_second": 35.552,
35
- "step": 400
36
- },
37
- {
38
- "epoch": 0.33,
39
- "eval_accuracy": 0.8440116238843147,
40
- "eval_f1": 0.8450100684587841,
41
- "eval_loss": 0.39371800422668457,
42
- "eval_matthews_correlation": 0.7660039268807652,
43
- "eval_precision": 0.85273319305628,
44
- "eval_recall": 0.8412884667434676,
45
- "eval_runtime": 6.3475,
46
- "eval_samples_per_second": 4553.913,
47
- "eval_steps_per_second": 35.605,
48
- "step": 600
49
- },
50
- {
51
- "epoch": 0.44,
52
- "eval_accuracy": 0.8603058188611361,
53
- "eval_f1": 0.8611020118054533,
54
- "eval_loss": 0.35088762640953064,
55
- "eval_matthews_correlation": 0.7927956332205198,
56
- "eval_precision": 0.8723391365103108,
57
- "eval_recall": 0.8574792991725344,
58
- "eval_runtime": 6.3447,
59
- "eval_samples_per_second": 4555.963,
60
- "eval_steps_per_second": 35.621,
61
- "step": 800
62
- },
63
- {
64
- "epoch": 0.55,
65
- "eval_accuracy": 0.8377153532138656,
66
- "eval_f1": 0.8413461677606797,
67
- "eval_loss": 0.379434198141098,
68
- "eval_matthews_correlation": 0.7580192865676064,
69
- "eval_precision": 0.8474953423917877,
70
- "eval_recall": 0.8400608374251649,
71
- "eval_runtime": 6.3446,
72
- "eval_samples_per_second": 4555.98,
73
- "eval_steps_per_second": 35.621,
74
- "step": 1000
75
- },
76
- {
77
- "epoch": 0.66,
78
- "eval_accuracy": 0.8636615235591226,
79
- "eval_f1": 0.8644557550999812,
80
- "eval_loss": 0.3486252427101135,
81
- "eval_matthews_correlation": 0.7956353553908341,
82
- "eval_precision": 0.8673780104433669,
83
- "eval_recall": 0.8639644349413246,
84
- "eval_runtime": 6.3405,
85
- "eval_samples_per_second": 4558.937,
86
- "eval_steps_per_second": 35.644,
87
- "step": 1200
88
- },
89
- {
90
- "epoch": 0.77,
91
- "eval_accuracy": 0.8695080606102539,
92
- "eval_f1": 0.8708782475802734,
93
- "eval_loss": 0.33812999725341797,
94
- "eval_matthews_correlation": 0.8062736449316136,
95
- "eval_precision": 0.8824955507055052,
96
- "eval_recall": 0.8662050792886243,
97
- "eval_runtime": 6.3436,
98
- "eval_samples_per_second": 4556.722,
99
- "eval_steps_per_second": 35.626,
100
- "step": 1400
101
- },
102
- {
103
- "epoch": 0.89,
104
- "eval_accuracy": 0.8716183491316681,
105
- "eval_f1": 0.8725799175076592,
106
- "eval_loss": 0.3233429789543152,
107
- "eval_matthews_correlation": 0.8117695247556368,
108
- "eval_precision": 0.8882346109342674,
109
- "eval_recall": 0.8682043569206126,
110
- "eval_runtime": 6.346,
111
- "eval_samples_per_second": 4554.983,
112
- "eval_steps_per_second": 35.613,
113
- "step": 1600
114
- },
115
- {
116
- "epoch": 1.0,
117
- "eval_accuracy": 0.8802670725800872,
118
- "eval_f1": 0.881620826340297,
119
- "eval_loss": 0.30727678537368774,
120
- "eval_matthews_correlation": 0.8219755964705604,
121
- "eval_precision": 0.8918194187219806,
122
- "eval_recall": 0.8772345474322037,
123
- "eval_runtime": 6.3575,
124
- "eval_samples_per_second": 4546.76,
125
- "eval_steps_per_second": 35.549,
126
- "step": 1800
127
- },
128
- {
129
- "epoch": 1.11,
130
- "eval_accuracy": 0.8736248529717013,
131
- "eval_f1": 0.8739366242458889,
132
- "eval_loss": 0.3176397681236267,
133
- "eval_matthews_correlation": 0.8135538952509183,
134
- "eval_precision": 0.8854624405304454,
135
- "eval_recall": 0.8713032592940723,
136
- "eval_runtime": 6.3459,
137
- "eval_samples_per_second": 4555.049,
138
- "eval_steps_per_second": 35.613,
139
- "step": 2000
140
- },
141
- {
142
- "epoch": 1.22,
143
- "eval_accuracy": 0.880716806199405,
144
- "eval_f1": 0.8820312503884454,
145
- "eval_loss": 0.299014687538147,
146
- "eval_matthews_correlation": 0.8225911105391969,
147
- "eval_precision": 0.8909735061827782,
148
- "eval_recall": 0.8784169860223267,
149
- "eval_runtime": 6.3464,
150
- "eval_samples_per_second": 4554.71,
151
- "eval_steps_per_second": 35.611,
152
- "step": 2200
153
- },
154
- {
155
- "epoch": 1.33,
156
- "eval_accuracy": 0.8748010793606864,
157
- "eval_f1": 0.8765959155083963,
158
- "eval_loss": 0.3216623365879059,
159
- "eval_matthews_correlation": 0.8123756375229486,
160
- "eval_precision": 0.8829709241221156,
161
- "eval_recall": 0.8731609901115246,
162
- "eval_runtime": 6.3387,
163
- "eval_samples_per_second": 4560.262,
164
- "eval_steps_per_second": 35.654,
165
- "step": 2400
166
- },
167
- {
168
- "epoch": 1.44,
169
- "eval_accuracy": 0.8805784266242302,
170
- "eval_f1": 0.8812604347615175,
171
- "eval_loss": 0.3023095726966858,
172
- "eval_matthews_correlation": 0.824155509305865,
173
- "eval_precision": 0.8934432959889177,
174
- "eval_recall": 0.8779737927765034,
175
- "eval_runtime": 6.3458,
176
- "eval_samples_per_second": 4555.131,
177
- "eval_steps_per_second": 35.614,
178
- "step": 2600
179
- },
180
- {
181
- "epoch": 1.55,
182
- "eval_accuracy": 0.8804054521552619,
183
- "eval_f1": 0.8813215210295723,
184
- "eval_loss": 0.30079320073127747,
185
- "eval_matthews_correlation": 0.8229950712381143,
186
- "eval_precision": 0.8917063287499621,
187
- "eval_recall": 0.8779790812790839,
188
- "eval_runtime": 6.3485,
189
- "eval_samples_per_second": 4553.191,
190
- "eval_steps_per_second": 35.599,
191
- "step": 2800
192
- },
193
- {
194
- "epoch": 1.66,
195
- "eval_accuracy": 0.8806130215180239,
196
- "eval_f1": 0.8817485225868454,
197
- "eval_loss": 0.3013697564601898,
198
- "eval_matthews_correlation": 0.8233012680237078,
199
- "eval_precision": 0.8923368722213673,
200
- "eval_recall": 0.8781843708268702,
201
- "eval_runtime": 6.3463,
202
- "eval_samples_per_second": 4554.782,
203
- "eval_steps_per_second": 35.611,
204
- "step": 3000
205
- },
206
- {
207
- "epoch": 1.77,
208
- "eval_accuracy": 0.8814432989690721,
209
- "eval_f1": 0.8820986799477435,
210
- "eval_loss": 0.30195918679237366,
211
- "eval_matthews_correlation": 0.8260716717379326,
212
- "eval_precision": 0.8955726725923353,
213
- "eval_recall": 0.8787927207636074,
214
- "eval_runtime": 6.3486,
215
- "eval_samples_per_second": 4553.098,
216
- "eval_steps_per_second": 35.598,
217
- "step": 3200
218
- },
219
- {
220
- "epoch": 1.88,
221
- "eval_accuracy": 0.8828270947208192,
222
- "eval_f1": 0.8843593045330781,
223
- "eval_loss": 0.2942578196525574,
224
- "eval_matthews_correlation": 0.8254949003015292,
225
- "eval_precision": 0.8931705740475805,
226
- "eval_recall": 0.8804468671365364,
227
- "eval_runtime": 6.3516,
228
- "eval_samples_per_second": 4550.98,
229
- "eval_steps_per_second": 35.582,
230
- "step": 3400
231
- },
232
- {
233
- "epoch": 1.99,
234
- "eval_accuracy": 0.8834498028091053,
235
- "eval_f1": 0.8853517689093603,
236
- "eval_loss": 0.2914748787879944,
237
- "eval_matthews_correlation": 0.8250598298158911,
238
- "eval_precision": 0.8899549389399565,
239
- "eval_recall": 0.8826443359241459,
240
- "eval_runtime": 6.345,
241
- "eval_samples_per_second": 4555.734,
242
- "eval_steps_per_second": 35.619,
243
- "step": 3600
244
- },
245
- {
246
- "epoch": 2.1,
247
- "eval_accuracy": 0.8774994810765931,
248
- "eval_f1": 0.8799409536085404,
249
- "eval_loss": 0.3131937086582184,
250
- "eval_matthews_correlation": 0.8163052424476039,
251
- "eval_precision": 0.8868617192793732,
252
- "eval_recall": 0.8762445610028794,
253
- "eval_runtime": 6.3474,
254
- "eval_samples_per_second": 4554.0,
255
- "eval_steps_per_second": 35.605,
256
- "step": 3800
257
- },
258
- {
259
- "epoch": 2.21,
260
- "eval_accuracy": 0.8817546530132152,
261
- "eval_f1": 0.8833254952872527,
262
- "eval_loss": 0.3040480315685272,
263
- "eval_matthews_correlation": 0.823572270376583,
264
- "eval_precision": 0.8910821664820202,
265
- "eval_recall": 0.8797695844721626,
266
- "eval_runtime": 6.3469,
267
- "eval_samples_per_second": 4554.377,
268
- "eval_steps_per_second": 35.608,
269
- "step": 4000
270
- },
271
- {
272
- "epoch": 2.32,
273
- "eval_accuracy": 0.8851103577112018,
274
- "eval_f1": 0.886748055608611,
275
- "eval_loss": 0.2850874960422516,
276
- "eval_matthews_correlation": 0.8291396132512627,
277
- "eval_precision": 0.8962002468999266,
278
- "eval_recall": 0.8826024405805053,
279
- "eval_runtime": 6.4745,
280
- "eval_samples_per_second": 4464.618,
281
- "eval_steps_per_second": 34.906,
282
- "step": 4200
283
- },
284
- {
285
- "epoch": 2.43,
286
- "eval_accuracy": 0.8845914343042967,
287
- "eval_f1": 0.8853347387941718,
288
- "eval_loss": 0.2892882227897644,
289
- "eval_matthews_correlation": 0.8296869725686938,
290
- "eval_precision": 0.8957890161457024,
291
- "eval_recall": 0.8827308326642206,
292
- "eval_runtime": 6.3548,
293
- "eval_samples_per_second": 4548.662,
294
- "eval_steps_per_second": 35.563,
295
- "step": 4400
296
- },
297
- {
298
- "epoch": 2.55,
299
- "eval_accuracy": 0.8872206462326161,
300
- "eval_f1": 0.8889557188128973,
301
- "eval_loss": 0.2861509919166565,
302
- "eval_matthews_correlation": 0.8313848144209739,
303
- "eval_precision": 0.8951641816931467,
304
- "eval_recall": 0.8859209930430433,
305
- "eval_runtime": 6.3537,
306
- "eval_samples_per_second": 4549.45,
307
- "eval_steps_per_second": 35.57,
308
- "step": 4600
309
- },
310
- {
311
- "epoch": 2.66,
312
- "eval_accuracy": 0.8864941534629489,
313
- "eval_f1": 0.8883772002833815,
314
- "eval_loss": 0.28578662872314453,
315
- "eval_matthews_correlation": 0.830142192696001,
316
- "eval_precision": 0.894787668518915,
317
- "eval_recall": 0.8850002671425831,
318
- "eval_runtime": 6.3397,
319
- "eval_samples_per_second": 4559.499,
320
- "eval_steps_per_second": 35.648,
321
- "step": 4800
322
- },
323
- {
324
- "epoch": 2.77,
325
- "eval_accuracy": 0.8869784819760603,
326
- "eval_f1": 0.8881104845729881,
327
- "eval_loss": 0.2903878390789032,
328
- "eval_matthews_correlation": 0.8319666548642168,
329
- "eval_precision": 0.8956943049005684,
330
- "eval_recall": 0.8855419805052424,
331
- "eval_runtime": 6.3478,
332
- "eval_samples_per_second": 4553.673,
333
- "eval_steps_per_second": 35.603,
334
- "step": 5000
335
- },
336
- {
337
- "epoch": 2.88,
338
- "eval_accuracy": 0.8855946862243133,
339
- "eval_f1": 0.8867414124351366,
340
- "eval_loss": 0.2941598892211914,
341
- "eval_matthews_correlation": 0.8292630776847024,
342
- "eval_precision": 0.8920050610576892,
343
- "eval_recall": 0.8851835923765252,
344
- "eval_runtime": 6.3449,
345
- "eval_samples_per_second": 4555.796,
346
- "eval_steps_per_second": 35.619,
347
- "step": 5200
348
- },
349
- {
350
- "epoch": 2.99,
351
- "eval_accuracy": 0.883380613021518,
352
- "eval_f1": 0.8845550685672561,
353
- "eval_loss": 0.3080594837665558,
354
- "eval_matthews_correlation": 0.8287144630993116,
355
- "eval_precision": 0.897977927261306,
356
- "eval_recall": 0.8806022212949621,
357
- "eval_runtime": 6.3495,
358
- "eval_samples_per_second": 4552.496,
359
- "eval_steps_per_second": 35.593,
360
- "step": 5400
361
- },
362
- {
363
- "epoch": 3.1,
364
- "eval_accuracy": 0.8915104130630319,
365
- "eval_f1": 0.8927418464133509,
366
- "eval_loss": 0.276968777179718,
367
- "eval_matthews_correlation": 0.8386317937164508,
368
- "eval_precision": 0.9004126472557267,
369
- "eval_recall": 0.889725979370084,
370
- "eval_runtime": 6.3476,
371
- "eval_samples_per_second": 4553.844,
372
- "eval_steps_per_second": 35.604,
373
- "step": 5600
374
- },
375
- {
376
- "epoch": 3.21,
377
- "eval_accuracy": 0.8852141423925829,
378
- "eval_f1": 0.8863096972005886,
379
- "eval_loss": 0.29729557037353516,
380
- "eval_matthews_correlation": 0.8310887046500933,
381
- "eval_precision": 0.8986141701524222,
382
- "eval_recall": 0.8826517914424513,
383
- "eval_runtime": 6.3477,
384
- "eval_samples_per_second": 4553.81,
385
- "eval_steps_per_second": 35.604,
386
- "step": 5800
387
- },
388
- {
389
- "epoch": 3.32,
390
- "eval_accuracy": 0.887116861551235,
391
- "eval_f1": 0.8888119711547966,
392
- "eval_loss": 0.2876887023448944,
393
- "eval_matthews_correlation": 0.830566032986655,
394
- "eval_precision": 0.8920331291977907,
395
- "eval_recall": 0.8871405100672719,
396
- "eval_runtime": 6.3516,
397
- "eval_samples_per_second": 4550.948,
398
- "eval_steps_per_second": 35.581,
399
- "step": 6000
400
- },
401
- {
402
- "epoch": 3.43,
403
- "eval_accuracy": 0.8876703798519339,
404
- "eval_f1": 0.8888683683886862,
405
- "eval_loss": 0.28933295607566833,
406
- "eval_matthews_correlation": 0.8318764323334562,
407
- "eval_precision": 0.8932199703984821,
408
- "eval_recall": 0.8871029140007725,
409
- "eval_runtime": 6.3497,
410
- "eval_samples_per_second": 4552.373,
411
- "eval_steps_per_second": 35.592,
412
- "step": 6200
413
- },
414
- {
415
- "epoch": 3.54,
416
- "eval_accuracy": 0.8921677160451117,
417
- "eval_f1": 0.8939685259834166,
418
- "eval_loss": 0.2769826650619507,
419
- "eval_matthews_correlation": 0.8391847958384606,
420
- "eval_precision": 0.9010372712497707,
421
- "eval_recall": 0.8907175246704687,
422
- "eval_runtime": 6.3478,
423
- "eval_samples_per_second": 4553.725,
424
- "eval_steps_per_second": 35.603,
425
- "step": 6400
426
- },
427
- {
428
- "epoch": 3.65,
429
- "eval_accuracy": 0.8892963398602366,
430
- "eval_f1": 0.8903985649686311,
431
- "eval_loss": 0.299304336309433,
432
- "eval_matthews_correlation": 0.836403809775796,
433
- "eval_precision": 0.9003904635902643,
434
- "eval_recall": 0.8873298195093738,
435
- "eval_runtime": 6.3585,
436
- "eval_samples_per_second": 4546.028,
437
- "eval_steps_per_second": 35.543,
438
- "step": 6600
439
- },
440
- {
441
- "epoch": 3.76,
442
- "eval_accuracy": 0.8933439424340968,
443
- "eval_f1": 0.8951626619118374,
444
- "eval_loss": 0.272637277841568,
445
- "eval_matthews_correlation": 0.840662237655687,
446
- "eval_precision": 0.9018366964232629,
447
- "eval_recall": 0.8918002056440489,
448
- "eval_runtime": 6.3517,
449
- "eval_samples_per_second": 4550.899,
450
- "eval_steps_per_second": 35.581,
451
- "step": 6800
452
- },
453
- {
454
- "epoch": 3.87,
455
- "eval_accuracy": 0.8931709679651283,
456
- "eval_f1": 0.8946368515833566,
457
- "eval_loss": 0.2683693766593933,
458
- "eval_matthews_correlation": 0.840562081744003,
459
- "eval_precision": 0.9005863314210352,
460
- "eval_recall": 0.8921201829403151,
461
- "eval_runtime": 6.3511,
462
- "eval_samples_per_second": 4551.357,
463
- "eval_steps_per_second": 35.585,
464
- "step": 7000
465
- },
466
- {
467
- "epoch": 3.98,
468
- "eval_accuracy": 0.8879125441084896,
469
- "eval_f1": 0.889596890077006,
470
- "eval_loss": 0.3068075180053711,
471
- "eval_matthews_correlation": 0.8330483801137644,
472
- "eval_precision": 0.897851142355302,
473
- "eval_recall": 0.8858787857808234,
474
- "eval_runtime": 6.3428,
475
- "eval_samples_per_second": 4557.324,
476
- "eval_steps_per_second": 35.631,
477
- "step": 7200
478
- },
479
- {
480
- "epoch": 4.1,
481
- "eval_accuracy": 0.8911990590188889,
482
- "eval_f1": 0.8935331300113348,
483
- "eval_loss": 0.2759658396244049,
484
- "eval_matthews_correlation": 0.8364674339314426,
485
- "eval_precision": 0.8974060023546162,
486
- "eval_recall": 0.8909662141694983,
487
- "eval_runtime": 6.3488,
488
- "eval_samples_per_second": 4553.0,
489
- "eval_steps_per_second": 35.597,
490
- "step": 7400
491
- },
492
- {
493
- "epoch": 4.21,
494
- "eval_accuracy": 0.8914412232754445,
495
- "eval_f1": 0.8929530705434039,
496
- "eval_loss": 0.29881107807159424,
497
- "eval_matthews_correlation": 0.8389342363530407,
498
- "eval_precision": 0.9019665675237153,
499
- "eval_recall": 0.8894376006796719,
500
- "eval_runtime": 6.3502,
501
- "eval_samples_per_second": 4551.977,
502
- "eval_steps_per_second": 35.589,
503
- "step": 7600
504
- },
505
- {
506
- "epoch": 4.32,
507
- "eval_accuracy": 0.8948661177610184,
508
- "eval_f1": 0.8959730668841205,
509
- "eval_loss": 0.2829718589782715,
510
- "eval_matthews_correlation": 0.8440068382480527,
511
- "eval_precision": 0.9037533187991164,
512
- "eval_recall": 0.8934286935436152,
513
- "eval_runtime": 6.35,
514
- "eval_samples_per_second": 4552.153,
515
- "eval_steps_per_second": 35.591,
516
- "step": 7800
517
- },
518
- {
519
- "epoch": 4.43,
520
- "eval_accuracy": 0.892029336469937,
521
- "eval_f1": 0.8929641996951606,
522
- "eval_loss": 0.283554345369339,
523
- "eval_matthews_correlation": 0.8403115181681976,
524
- "eval_precision": 0.9019621982174025,
525
- "eval_recall": 0.8904382553610669,
526
- "eval_runtime": 6.3452,
527
- "eval_samples_per_second": 4555.556,
528
- "eval_steps_per_second": 35.617,
529
- "step": 8000
530
- },
531
- {
532
- "epoch": 4.54,
533
- "eval_accuracy": 0.8894693143292051,
534
- "eval_f1": 0.8908352587211786,
535
- "eval_loss": 0.2885262072086334,
536
- "eval_matthews_correlation": 0.8341511880621336,
537
- "eval_precision": 0.893702095310492,
538
- "eval_recall": 0.8895480253576511,
539
- "eval_runtime": 6.3455,
540
- "eval_samples_per_second": 4555.387,
541
- "eval_steps_per_second": 35.616,
542
- "step": 8200
543
- },
544
- {
545
- "epoch": 4.65,
546
- "eval_accuracy": 0.8926174496644296,
547
- "eval_f1": 0.8945384185225222,
548
- "eval_loss": 0.29022690653800964,
549
- "eval_matthews_correlation": 0.8395314119561503,
550
- "eval_precision": 0.9007178280331143,
551
- "eval_recall": 0.8914918554407835,
552
- "eval_runtime": 6.3512,
553
- "eval_samples_per_second": 4551.274,
554
- "eval_steps_per_second": 35.584,
555
- "step": 8400
556
- },
557
- {
558
- "epoch": 4.76,
559
- "eval_accuracy": 0.8935515117968588,
560
- "eval_f1": 0.8955843681536364,
561
- "eval_loss": 0.27486342191696167,
562
- "eval_matthews_correlation": 0.8401655549419715,
563
- "eval_precision": 0.8991666173219651,
564
- "eval_recall": 0.8934260432318405,
565
- "eval_runtime": 6.3442,
566
- "eval_samples_per_second": 4556.307,
567
- "eval_steps_per_second": 35.623,
568
- "step": 8600
569
- },
570
- {
571
- "epoch": 4.87,
572
- "eval_accuracy": 0.8906801356119837,
573
- "eval_f1": 0.8918285607503583,
574
- "eval_loss": 0.2898902893066406,
575
- "eval_matthews_correlation": 0.8372224269539221,
576
- "eval_precision": 0.8983664894121332,
577
- "eval_recall": 0.8895837049920411,
578
- "eval_runtime": 6.3478,
579
- "eval_samples_per_second": 4553.724,
580
- "eval_steps_per_second": 35.603,
581
- "step": 8800
582
- },
583
- {
584
- "epoch": 4.98,
585
- "eval_accuracy": 0.894589358610669,
586
- "eval_f1": 0.8963142222392254,
587
- "eval_loss": 0.2670386731624603,
588
- "eval_matthews_correlation": 0.8426090415821291,
589
- "eval_precision": 0.9021919391864747,
590
- "eval_recall": 0.8936817858774427,
591
- "eval_runtime": 6.3552,
592
- "eval_samples_per_second": 4548.416,
593
- "eval_steps_per_second": 35.562,
594
- "step": 9000
595
- },
596
- {
597
- "epoch": 5.09,
598
- "eval_accuracy": 0.8940012454161765,
599
- "eval_f1": 0.8962328540662204,
600
- "eval_loss": 0.2813003659248352,
601
- "eval_matthews_correlation": 0.8408430518411678,
602
- "eval_precision": 0.9002122855918167,
603
- "eval_recall": 0.8937616724187407,
604
- "eval_runtime": 6.3421,
605
- "eval_samples_per_second": 4557.797,
606
- "eval_steps_per_second": 35.635,
607
- "step": 9200
608
- },
609
- {
610
- "epoch": 5.2,
611
- "eval_accuracy": 0.8945201688230817,
612
- "eval_f1": 0.896372595139089,
613
- "eval_loss": 0.29088279604911804,
614
- "eval_matthews_correlation": 0.8425785711411811,
615
- "eval_precision": 0.9033449643049775,
616
- "eval_recall": 0.8929732798282033,
617
- "eval_runtime": 6.3473,
618
- "eval_samples_per_second": 4554.06,
619
- "eval_steps_per_second": 35.606,
620
- "step": 9400
621
- },
622
- {
623
- "epoch": 5.31,
624
- "eval_accuracy": 0.8900920224174912,
625
- "eval_f1": 0.8925490010776985,
626
- "eval_loss": 0.2760979235172272,
627
- "eval_matthews_correlation": 0.8345731729452758,
628
- "eval_precision": 0.8949331613162287,
629
- "eval_recall": 0.8907497018848335,
630
- "eval_runtime": 6.3444,
631
- "eval_samples_per_second": 4556.156,
632
- "eval_steps_per_second": 35.622,
633
- "step": 9600
634
- },
635
- {
636
- "epoch": 5.42,
637
- "eval_accuracy": 0.8925482598768422,
638
- "eval_f1": 0.8947835191299199,
639
- "eval_loss": 0.28088074922561646,
640
- "eval_matthews_correlation": 0.8388438694929189,
641
- "eval_precision": 0.8999949588602486,
642
- "eval_recall": 0.8916911075004866,
643
- "eval_runtime": 6.3444,
644
- "eval_samples_per_second": 4556.127,
645
- "eval_steps_per_second": 35.622,
646
- "step": 9800
647
- },
648
- {
649
- "epoch": 5.53,
650
- "eval_accuracy": 0.8938974607347956,
651
- "eval_f1": 0.895398638281888,
652
- "eval_loss": 0.2776396870613098,
653
- "eval_matthews_correlation": 0.8415227982913265,
654
- "eval_precision": 0.9005605054247868,
655
- "eval_recall": 0.8933422240303471,
656
- "eval_runtime": 6.3523,
657
- "eval_samples_per_second": 4550.454,
658
- "eval_steps_per_second": 35.577,
659
- "step": 10000
660
- },
661
- {
662
- "epoch": 5.64,
663
- "eval_accuracy": 0.8931363730713346,
664
- "eval_f1": 0.8951221715335156,
665
- "eval_loss": 0.27086812257766724,
666
- "eval_matthews_correlation": 0.8398759432599062,
667
- "eval_precision": 0.8998458982098608,
668
- "eval_recall": 0.8925756775800444,
669
- "eval_runtime": 6.3515,
670
- "eval_samples_per_second": 4551.066,
671
- "eval_steps_per_second": 35.582,
672
- "step": 10200
673
- },
674
- {
675
- "epoch": 5.76,
676
- "eval_accuracy": 0.8947969279734311,
677
- "eval_f1": 0.8963386319413121,
678
- "eval_loss": 0.2736610770225525,
679
- "eval_matthews_correlation": 0.842492632054895,
680
- "eval_precision": 0.9004512701810999,
681
- "eval_recall": 0.8945058664025414,
682
- "eval_runtime": 6.3449,
683
- "eval_samples_per_second": 4555.8,
684
- "eval_steps_per_second": 35.619,
685
- "step": 10400
686
- },
687
- {
688
- "epoch": 5.87,
689
- "eval_accuracy": 0.8948315228672248,
690
- "eval_f1": 0.8966390502710321,
691
- "eval_loss": 0.2736780047416687,
692
- "eval_matthews_correlation": 0.8428712666237889,
693
- "eval_precision": 0.9023691050694266,
694
- "eval_recall": 0.8939587990226933,
695
- "eval_runtime": 6.3413,
696
- "eval_samples_per_second": 4558.341,
697
- "eval_steps_per_second": 35.639,
698
- "step": 10600
699
- },
700
- {
701
- "epoch": 5.98,
702
- "eval_accuracy": 0.8931363730713346,
703
- "eval_f1": 0.8950074787412748,
704
- "eval_loss": 0.2837923467159271,
705
- "eval_matthews_correlation": 0.8398429954585677,
706
- "eval_precision": 0.8990496284007606,
707
- "eval_recall": 0.8929694613690722,
708
- "eval_runtime": 6.3375,
709
- "eval_samples_per_second": 4561.081,
710
- "eval_steps_per_second": 35.661,
711
- "step": 10800
712
- },
713
- {
714
- "epoch": 6.09,
715
- "eval_accuracy": 0.8954196360617173,
716
- "eval_f1": 0.8973451839851609,
717
- "eval_loss": 0.3019605278968811,
718
- "eval_matthews_correlation": 0.8435324014450518,
719
- "eval_precision": 0.9027250759780411,
720
- "eval_recall": 0.8945897138524064,
721
- "eval_runtime": 6.3337,
722
- "eval_samples_per_second": 4563.855,
723
- "eval_steps_per_second": 35.682,
724
- "step": 11000
725
- },
726
- {
727
- "epoch": 6.2,
728
- "eval_accuracy": 0.8955926105306856,
729
- "eval_f1": 0.8976165520302352,
730
- "eval_loss": 0.28409114480018616,
731
- "eval_matthews_correlation": 0.8434143843438346,
732
- "eval_precision": 0.9018417545372985,
733
- "eval_recall": 0.8952052020185916,
734
- "eval_runtime": 6.3341,
735
- "eval_samples_per_second": 4563.572,
736
- "eval_steps_per_second": 35.68,
737
- "step": 11200
738
- },
739
- {
740
- "epoch": 6.31,
741
- "eval_accuracy": 0.8942088147789387,
742
- "eval_f1": 0.8962275448172298,
743
- "eval_loss": 0.2877649962902069,
744
- "eval_matthews_correlation": 0.8414441696511311,
745
- "eval_precision": 0.9008599634610711,
746
- "eval_recall": 0.8936762031162221,
747
- "eval_runtime": 6.3475,
748
- "eval_samples_per_second": 4553.948,
749
- "eval_steps_per_second": 35.605,
750
- "step": 11400
751
- },
752
- {
753
- "epoch": 6.42,
754
- "eval_accuracy": 0.8951428769113678,
755
- "eval_f1": 0.8970215166114972,
756
- "eval_loss": 0.2961738705635071,
757
- "eval_matthews_correlation": 0.8436724995526438,
758
- "eval_precision": 0.9039960508124899,
759
- "eval_recall": 0.8938297040688856,
760
- "eval_runtime": 6.3515,
761
- "eval_samples_per_second": 4551.073,
762
- "eval_steps_per_second": 35.582,
763
- "step": 11600
764
- },
765
- {
766
- "epoch": 6.53,
767
- "eval_accuracy": 0.8945201688230817,
768
- "eval_f1": 0.896067746079448,
769
- "eval_loss": 0.2976745069026947,
770
- "eval_matthews_correlation": 0.8422089454909583,
771
- "eval_precision": 0.900607068182845,
772
- "eval_recall": 0.8941007596668359,
773
- "eval_runtime": 6.3472,
774
- "eval_samples_per_second": 4554.135,
775
- "eval_steps_per_second": 35.606,
776
- "step": 11800
777
- },
778
- {
779
- "epoch": 6.64,
780
- "eval_accuracy": 0.8949699024423995,
781
- "eval_f1": 0.8966124169391811,
782
- "eval_loss": 0.3018077313899994,
783
- "eval_matthews_correlation": 0.843195325699096,
784
- "eval_precision": 0.9022254172778311,
785
- "eval_recall": 0.8942367845271998,
786
- "eval_runtime": 6.3482,
787
- "eval_samples_per_second": 4553.382,
788
- "eval_steps_per_second": 35.6,
789
- "step": 12000
790
- },
791
- {
792
- "epoch": 6.75,
793
- "eval_accuracy": 0.8965612675569086,
794
- "eval_f1": 0.8980147217678764,
795
- "eval_loss": 0.2901879847049713,
796
- "eval_matthews_correlation": 0.8460130614687257,
797
- "eval_precision": 0.9045943000787302,
798
- "eval_recall": 0.8955196899577702,
799
- "eval_runtime": 6.3504,
800
- "eval_samples_per_second": 4551.837,
801
- "eval_steps_per_second": 35.588,
802
- "step": 12200
803
- },
804
- {
805
- "epoch": 6.86,
806
- "eval_accuracy": 0.8952466615927489,
807
- "eval_f1": 0.8969830622390469,
808
- "eval_loss": 0.28876444697380066,
809
- "eval_matthews_correlation": 0.843325620330125,
810
- "eval_precision": 0.9020159665987951,
811
- "eval_recall": 0.8946102670938186,
812
- "eval_runtime": 6.3475,
813
- "eval_samples_per_second": 4553.949,
814
- "eval_steps_per_second": 35.605,
815
- "step": 12400
816
- },
817
- {
818
- "epoch": 6.97,
819
- "eval_accuracy": 0.8957655849996541,
820
- "eval_f1": 0.8975933967455741,
821
- "eval_loss": 0.29665452241897583,
822
- "eval_matthews_correlation": 0.8442236370657304,
823
- "eval_precision": 0.9033635307429947,
824
- "eval_recall": 0.8947879834373609,
825
- "eval_runtime": 6.35,
826
- "eval_samples_per_second": 4552.142,
827
- "eval_steps_per_second": 35.591,
828
- "step": 12600
829
- },
830
- {
831
- "epoch": 7.08,
832
- "eval_accuracy": 0.8939666505223829,
833
- "eval_f1": 0.8957790534277574,
834
- "eval_loss": 0.304647296667099,
835
- "eval_matthews_correlation": 0.8413818654606173,
836
- "eval_precision": 0.9007642360078177,
837
- "eval_recall": 0.8934286441944405,
838
- "eval_runtime": 6.3482,
839
- "eval_samples_per_second": 4553.44,
840
- "eval_steps_per_second": 35.601,
841
- "step": 12800
842
- },
843
- {
844
- "epoch": 7.19,
845
- "eval_accuracy": 0.8926174496644296,
846
- "eval_f1": 0.8949385390749803,
847
- "eval_loss": 0.3034723401069641,
848
- "eval_matthews_correlation": 0.8383426049270595,
849
- "eval_precision": 0.8967244149264713,
850
- "eval_recall": 0.8935341705656276,
851
- "eval_runtime": 6.3556,
852
- "eval_samples_per_second": 4548.082,
853
- "eval_steps_per_second": 35.559,
854
- "step": 13000
855
- },
856
- {
857
- "epoch": 7.3,
858
- "eval_accuracy": 0.8947969279734311,
859
- "eval_f1": 0.8965284578579703,
860
- "eval_loss": 0.30462202429771423,
861
- "eval_matthews_correlation": 0.8426157749546105,
862
- "eval_precision": 0.9013431538946532,
863
- "eval_recall": 0.8942934909424061,
864
- "eval_runtime": 6.3507,
865
- "eval_samples_per_second": 4551.603,
866
- "eval_steps_per_second": 35.586,
867
- "step": 13200
868
- },
869
- {
870
- "epoch": 7.42,
871
- "eval_accuracy": 0.8934477271154777,
872
- "eval_f1": 0.8958814405265977,
873
- "eval_loss": 0.299685001373291,
874
- "eval_matthews_correlation": 0.8396708845009517,
875
- "eval_precision": 0.8985110508247799,
876
- "eval_recall": 0.8939504661367766,
877
- "eval_runtime": 6.3494,
878
- "eval_samples_per_second": 4552.561,
879
- "eval_steps_per_second": 35.594,
880
- "step": 13400
881
- },
882
- {
883
- "epoch": 7.53,
884
- "eval_accuracy": 0.8938974607347956,
885
- "eval_f1": 0.8961079255659018,
886
- "eval_loss": 0.3028521239757538,
887
- "eval_matthews_correlation": 0.8405174595632917,
888
- "eval_precision": 0.8993065072128195,
889
- "eval_recall": 0.8939928380088323,
890
- "eval_runtime": 6.3445,
891
- "eval_samples_per_second": 4556.093,
892
- "eval_steps_per_second": 35.622,
893
- "step": 13600
894
- },
895
- {
896
- "epoch": 7.64,
897
- "eval_accuracy": 0.894278004566526,
898
- "eval_f1": 0.8962846524625201,
899
- "eval_loss": 0.3031056523323059,
900
- "eval_matthews_correlation": 0.8413679820721595,
901
- "eval_precision": 0.9000326135737255,
902
- "eval_recall": 0.8941623447064746,
903
- "eval_runtime": 6.347,
904
- "eval_samples_per_second": 4554.311,
905
- "eval_steps_per_second": 35.608,
906
- "step": 13800
907
- },
908
- {
909
- "epoch": 7.75,
910
- "eval_accuracy": 0.8944509790354943,
911
- "eval_f1": 0.896655360738317,
912
- "eval_loss": 0.30069831013679504,
913
- "eval_matthews_correlation": 0.8414004425422017,
914
- "eval_precision": 0.9000426273245656,
915
- "eval_recall": 0.8944645030033757,
916
- "eval_runtime": 6.3449,
917
- "eval_samples_per_second": 4555.813,
918
- "eval_steps_per_second": 35.619,
919
- "step": 14000
920
- },
921
- {
922
- "epoch": 7.86,
923
- "eval_accuracy": 0.8940012454161765,
924
- "eval_f1": 0.896075552743726,
925
- "eval_loss": 0.2992590367794037,
926
- "eval_matthews_correlation": 0.8408500391716258,
927
- "eval_precision": 0.8996765901137117,
928
- "eval_recall": 0.8939131985891992,
929
- "eval_runtime": 6.3468,
930
- "eval_samples_per_second": 4554.403,
931
- "eval_steps_per_second": 35.608,
932
- "step": 14200
933
- }
934
- ],
935
- "logging_steps": 100000,
936
- "max_steps": 14456,
937
- "num_train_epochs": 8,
938
- "save_steps": 200,
939
- "total_flos": 1.7090003677374054e+17,
940
- "trial_name": null,
941
- "trial_params": null
942
- }