Training in progress, epoch 17
Browse filesThis view is limited to 50 files because it contains too many changes.
See raw diff
- checkpoint-1050/added_tokens.json +1 -0
- checkpoint-1050/bpe.codes +0 -0
- checkpoint-1050/config.json +30 -0
- checkpoint-1050/optimizer.pt +3 -0
- checkpoint-1050/pytorch_model.bin +3 -0
- checkpoint-1050/rng_state.pth +3 -0
- checkpoint-1050/scaler.pt +3 -0
- checkpoint-1050/scheduler.pt +3 -0
- checkpoint-1050/special_tokens_map.json +1 -0
- checkpoint-1050/tokenizer_config.json +1 -0
- checkpoint-1050/trainer_state.json +256 -0
- checkpoint-1050/training_args.bin +3 -0
- checkpoint-1050/vocab.txt +0 -0
- checkpoint-1120/added_tokens.json +1 -0
- checkpoint-1120/bpe.codes +0 -0
- checkpoint-1120/config.json +30 -0
- checkpoint-1120/optimizer.pt +3 -0
- checkpoint-1120/pytorch_model.bin +3 -0
- checkpoint-1120/rng_state.pth +3 -0
- checkpoint-1120/scaler.pt +3 -0
- checkpoint-1120/scheduler.pt +3 -0
- checkpoint-1120/special_tokens_map.json +1 -0
- checkpoint-1120/tokenizer_config.json +1 -0
- checkpoint-1120/trainer_state.json +272 -0
- checkpoint-1120/training_args.bin +3 -0
- checkpoint-1120/vocab.txt +0 -0
- checkpoint-1190/added_tokens.json +1 -0
- checkpoint-1190/bpe.codes +0 -0
- checkpoint-1190/config.json +30 -0
- checkpoint-1190/optimizer.pt +3 -0
- checkpoint-1190/pytorch_model.bin +3 -0
- checkpoint-1190/rng_state.pth +3 -0
- checkpoint-1190/scaler.pt +3 -0
- checkpoint-1190/scheduler.pt +3 -0
- checkpoint-1190/special_tokens_map.json +1 -0
- checkpoint-1190/tokenizer_config.json +1 -0
- checkpoint-1190/trainer_state.json +288 -0
- checkpoint-1190/training_args.bin +3 -0
- checkpoint-1190/vocab.txt +0 -0
- checkpoint-1260/added_tokens.json +1 -0
- checkpoint-1260/bpe.codes +0 -0
- checkpoint-1260/config.json +30 -0
- checkpoint-1260/optimizer.pt +3 -0
- checkpoint-1260/pytorch_model.bin +3 -0
- checkpoint-1260/rng_state.pth +3 -0
- checkpoint-1260/scaler.pt +3 -0
- checkpoint-1260/scheduler.pt +3 -0
- checkpoint-1260/special_tokens_map.json +1 -0
- checkpoint-1260/tokenizer_config.json +1 -0
- checkpoint-1260/trainer_state.json +304 -0
checkpoint-1050/added_tokens.json
ADDED
@@ -0,0 +1 @@
|
|
|
|
|
1 |
+
{"<mask>": 64000}
|
checkpoint-1050/bpe.codes
ADDED
The diff for this file is too large to render.
See raw diff
|
|
checkpoint-1050/config.json
ADDED
@@ -0,0 +1,30 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"_name_or_path": "vinai/bertweet-covid19-base-cased",
|
3 |
+
"architectures": [
|
4 |
+
"RobertaForSequenceClassification"
|
5 |
+
],
|
6 |
+
"attention_probs_dropout_prob": 0.1,
|
7 |
+
"bos_token_id": 0,
|
8 |
+
"classifier_dropout": null,
|
9 |
+
"eos_token_id": 2,
|
10 |
+
"gradient_checkpointing": false,
|
11 |
+
"hidden_act": "gelu",
|
12 |
+
"hidden_dropout_prob": 0.1,
|
13 |
+
"hidden_size": 768,
|
14 |
+
"initializer_range": 0.02,
|
15 |
+
"intermediate_size": 3072,
|
16 |
+
"layer_norm_eps": 1e-05,
|
17 |
+
"max_position_embeddings": 130,
|
18 |
+
"model_type": "roberta",
|
19 |
+
"num_attention_heads": 12,
|
20 |
+
"num_hidden_layers": 12,
|
21 |
+
"pad_token_id": 1,
|
22 |
+
"position_embedding_type": "absolute",
|
23 |
+
"problem_type": "multi_label_classification",
|
24 |
+
"tokenizer_class": "BertweetTokenizer",
|
25 |
+
"torch_dtype": "float32",
|
26 |
+
"transformers_version": "4.17.0",
|
27 |
+
"type_vocab_size": 1,
|
28 |
+
"use_cache": true,
|
29 |
+
"vocab_size": 64001
|
30 |
+
}
|
checkpoint-1050/optimizer.pt
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:b7911cd567ab511491c6299851d8cb66af7ca7788368bd1bcf6d93c106988e4b
|
3 |
+
size 1079327581
|
checkpoint-1050/pytorch_model.bin
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:25763a96bb92ea91dc3a79172ae02e19a0ea09f4935cab69482c556da4f00d32
|
3 |
+
size 539689325
|
checkpoint-1050/rng_state.pth
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:d6c44ea0a08ec86d4d03e40936e5c7e6be59950b9da13794ec1694ea93d56384
|
3 |
+
size 14503
|
checkpoint-1050/scaler.pt
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:08d3ec0fc505eb43f1aea57486dd352332ebfcc33c0609c58410bbc294cdec9c
|
3 |
+
size 559
|
checkpoint-1050/scheduler.pt
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:eb8ea2d7c3e0fc3b6aaa6a1cf43c7e781ad1d8322108700f014969533b6f40cf
|
3 |
+
size 623
|
checkpoint-1050/special_tokens_map.json
ADDED
@@ -0,0 +1 @@
|
|
|
|
|
1 |
+
{"bos_token": "<s>", "eos_token": "</s>", "unk_token": "<unk>", "sep_token": "</s>", "pad_token": "<pad>", "cls_token": "<s>", "mask_token": "<mask>"}
|
checkpoint-1050/tokenizer_config.json
ADDED
@@ -0,0 +1 @@
|
|
|
|
|
1 |
+
{"normalization": true, "bos_token": "<s>", "eos_token": "</s>", "sep_token": "</s>", "cls_token": "<s>", "unk_token": "<unk>", "pad_token": "<pad>", "mask_token": "<mask>", "special_tokens_map_file": null, "name_or_path": "vinai/bertweet-covid19-base-cased", "tokenizer_class": "BertweetTokenizer"}
|
checkpoint-1050/trainer_state.json
ADDED
@@ -0,0 +1,256 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"best_metric": 0.7634995650797087,
|
3 |
+
"best_model_checkpoint": "outputs/bertweet/checkpoint-980",
|
4 |
+
"epoch": 14.99290780141844,
|
5 |
+
"global_step": 1050,
|
6 |
+
"is_hyper_param_search": false,
|
7 |
+
"is_local_process_zero": true,
|
8 |
+
"is_world_process_zero": true,
|
9 |
+
"log_history": [
|
10 |
+
{
|
11 |
+
"epoch": 0.99,
|
12 |
+
"learning_rate": 9.666666666666666e-07,
|
13 |
+
"loss": 0.6925,
|
14 |
+
"step": 70
|
15 |
+
},
|
16 |
+
{
|
17 |
+
"epoch": 0.99,
|
18 |
+
"eval_accuracy": 0.573,
|
19 |
+
"eval_f1": 0.3642720915448188,
|
20 |
+
"eval_loss": 0.6826930046081543,
|
21 |
+
"eval_runtime": 2.9877,
|
22 |
+
"eval_samples_per_second": 334.703,
|
23 |
+
"eval_steps_per_second": 41.838,
|
24 |
+
"step": 70
|
25 |
+
},
|
26 |
+
{
|
27 |
+
"epoch": 1.99,
|
28 |
+
"learning_rate": 9.333333333333333e-07,
|
29 |
+
"loss": 0.6823,
|
30 |
+
"step": 140
|
31 |
+
},
|
32 |
+
{
|
33 |
+
"epoch": 1.99,
|
34 |
+
"eval_accuracy": 0.573,
|
35 |
+
"eval_f1": 0.3642720915448188,
|
36 |
+
"eval_loss": 0.6736124753952026,
|
37 |
+
"eval_runtime": 3.0497,
|
38 |
+
"eval_samples_per_second": 327.901,
|
39 |
+
"eval_steps_per_second": 40.988,
|
40 |
+
"step": 140
|
41 |
+
},
|
42 |
+
{
|
43 |
+
"epoch": 2.99,
|
44 |
+
"learning_rate": 9e-07,
|
45 |
+
"loss": 0.6713,
|
46 |
+
"step": 210
|
47 |
+
},
|
48 |
+
{
|
49 |
+
"epoch": 2.99,
|
50 |
+
"eval_accuracy": 0.587,
|
51 |
+
"eval_f1": 0.39928932873127865,
|
52 |
+
"eval_loss": 0.656767725944519,
|
53 |
+
"eval_runtime": 3.0012,
|
54 |
+
"eval_samples_per_second": 333.2,
|
55 |
+
"eval_steps_per_second": 41.65,
|
56 |
+
"step": 210
|
57 |
+
},
|
58 |
+
{
|
59 |
+
"epoch": 3.99,
|
60 |
+
"learning_rate": 8.666666666666667e-07,
|
61 |
+
"loss": 0.6468,
|
62 |
+
"step": 280
|
63 |
+
},
|
64 |
+
{
|
65 |
+
"epoch": 3.99,
|
66 |
+
"eval_accuracy": 0.7,
|
67 |
+
"eval_f1": 0.6707623826267894,
|
68 |
+
"eval_loss": 0.6210379600524902,
|
69 |
+
"eval_runtime": 3.0442,
|
70 |
+
"eval_samples_per_second": 328.492,
|
71 |
+
"eval_steps_per_second": 41.062,
|
72 |
+
"step": 280
|
73 |
+
},
|
74 |
+
{
|
75 |
+
"epoch": 4.99,
|
76 |
+
"learning_rate": 8.333333333333333e-07,
|
77 |
+
"loss": 0.6047,
|
78 |
+
"step": 350
|
79 |
+
},
|
80 |
+
{
|
81 |
+
"epoch": 4.99,
|
82 |
+
"eval_accuracy": 0.732,
|
83 |
+
"eval_f1": 0.7285955019767969,
|
84 |
+
"eval_loss": 0.5784569382667542,
|
85 |
+
"eval_runtime": 3.0658,
|
86 |
+
"eval_samples_per_second": 326.18,
|
87 |
+
"eval_steps_per_second": 40.773,
|
88 |
+
"step": 350
|
89 |
+
},
|
90 |
+
{
|
91 |
+
"epoch": 5.99,
|
92 |
+
"learning_rate": 8e-07,
|
93 |
+
"loss": 0.5648,
|
94 |
+
"step": 420
|
95 |
+
},
|
96 |
+
{
|
97 |
+
"epoch": 5.99,
|
98 |
+
"eval_accuracy": 0.733,
|
99 |
+
"eval_f1": 0.7318671386608421,
|
100 |
+
"eval_loss": 0.5537055730819702,
|
101 |
+
"eval_runtime": 3.061,
|
102 |
+
"eval_samples_per_second": 326.692,
|
103 |
+
"eval_steps_per_second": 40.836,
|
104 |
+
"step": 420
|
105 |
+
},
|
106 |
+
{
|
107 |
+
"epoch": 6.99,
|
108 |
+
"learning_rate": 7.666666666666667e-07,
|
109 |
+
"loss": 0.536,
|
110 |
+
"step": 490
|
111 |
+
},
|
112 |
+
{
|
113 |
+
"epoch": 6.99,
|
114 |
+
"eval_accuracy": 0.739,
|
115 |
+
"eval_f1": 0.7381492469031885,
|
116 |
+
"eval_loss": 0.5406165719032288,
|
117 |
+
"eval_runtime": 3.3555,
|
118 |
+
"eval_samples_per_second": 298.016,
|
119 |
+
"eval_steps_per_second": 37.252,
|
120 |
+
"step": 490
|
121 |
+
},
|
122 |
+
{
|
123 |
+
"epoch": 7.99,
|
124 |
+
"learning_rate": 7.333333333333332e-07,
|
125 |
+
"loss": 0.5175,
|
126 |
+
"step": 560
|
127 |
+
},
|
128 |
+
{
|
129 |
+
"epoch": 7.99,
|
130 |
+
"eval_accuracy": 0.744,
|
131 |
+
"eval_f1": 0.7430750702529104,
|
132 |
+
"eval_loss": 0.5307690501213074,
|
133 |
+
"eval_runtime": 3.1364,
|
134 |
+
"eval_samples_per_second": 318.842,
|
135 |
+
"eval_steps_per_second": 39.855,
|
136 |
+
"step": 560
|
137 |
+
},
|
138 |
+
{
|
139 |
+
"epoch": 8.99,
|
140 |
+
"learning_rate": 7e-07,
|
141 |
+
"loss": 0.5018,
|
142 |
+
"step": 630
|
143 |
+
},
|
144 |
+
{
|
145 |
+
"epoch": 8.99,
|
146 |
+
"eval_accuracy": 0.751,
|
147 |
+
"eval_f1": 0.7504007121097755,
|
148 |
+
"eval_loss": 0.5235322117805481,
|
149 |
+
"eval_runtime": 2.9996,
|
150 |
+
"eval_samples_per_second": 333.377,
|
151 |
+
"eval_steps_per_second": 41.672,
|
152 |
+
"step": 630
|
153 |
+
},
|
154 |
+
{
|
155 |
+
"epoch": 9.99,
|
156 |
+
"learning_rate": 6.666666666666666e-07,
|
157 |
+
"loss": 0.4874,
|
158 |
+
"step": 700
|
159 |
+
},
|
160 |
+
{
|
161 |
+
"epoch": 9.99,
|
162 |
+
"eval_accuracy": 0.749,
|
163 |
+
"eval_f1": 0.7478681802611924,
|
164 |
+
"eval_loss": 0.5145103931427002,
|
165 |
+
"eval_runtime": 3.1795,
|
166 |
+
"eval_samples_per_second": 314.515,
|
167 |
+
"eval_steps_per_second": 39.314,
|
168 |
+
"step": 700
|
169 |
+
},
|
170 |
+
{
|
171 |
+
"epoch": 10.99,
|
172 |
+
"learning_rate": 6.333333333333332e-07,
|
173 |
+
"loss": 0.4749,
|
174 |
+
"step": 770
|
175 |
+
},
|
176 |
+
{
|
177 |
+
"epoch": 10.99,
|
178 |
+
"eval_accuracy": 0.754,
|
179 |
+
"eval_f1": 0.7533330124657072,
|
180 |
+
"eval_loss": 0.510367751121521,
|
181 |
+
"eval_runtime": 3.0347,
|
182 |
+
"eval_samples_per_second": 329.518,
|
183 |
+
"eval_steps_per_second": 41.19,
|
184 |
+
"step": 770
|
185 |
+
},
|
186 |
+
{
|
187 |
+
"epoch": 11.99,
|
188 |
+
"learning_rate": 6e-07,
|
189 |
+
"loss": 0.4666,
|
190 |
+
"step": 840
|
191 |
+
},
|
192 |
+
{
|
193 |
+
"epoch": 11.99,
|
194 |
+
"eval_accuracy": 0.761,
|
195 |
+
"eval_f1": 0.760515042961998,
|
196 |
+
"eval_loss": 0.5052358508110046,
|
197 |
+
"eval_runtime": 3.0155,
|
198 |
+
"eval_samples_per_second": 331.615,
|
199 |
+
"eval_steps_per_second": 41.452,
|
200 |
+
"step": 840
|
201 |
+
},
|
202 |
+
{
|
203 |
+
"epoch": 12.99,
|
204 |
+
"learning_rate": 5.666666666666666e-07,
|
205 |
+
"loss": 0.456,
|
206 |
+
"step": 910
|
207 |
+
},
|
208 |
+
{
|
209 |
+
"epoch": 12.99,
|
210 |
+
"eval_accuracy": 0.761,
|
211 |
+
"eval_f1": 0.7604247798965316,
|
212 |
+
"eval_loss": 0.5017005205154419,
|
213 |
+
"eval_runtime": 2.9976,
|
214 |
+
"eval_samples_per_second": 333.599,
|
215 |
+
"eval_steps_per_second": 41.7,
|
216 |
+
"step": 910
|
217 |
+
},
|
218 |
+
{
|
219 |
+
"epoch": 13.99,
|
220 |
+
"learning_rate": 5.333333333333333e-07,
|
221 |
+
"loss": 0.4489,
|
222 |
+
"step": 980
|
223 |
+
},
|
224 |
+
{
|
225 |
+
"epoch": 13.99,
|
226 |
+
"eval_accuracy": 0.764,
|
227 |
+
"eval_f1": 0.7634995650797087,
|
228 |
+
"eval_loss": 0.49855634570121765,
|
229 |
+
"eval_runtime": 3.0658,
|
230 |
+
"eval_samples_per_second": 326.176,
|
231 |
+
"eval_steps_per_second": 40.772,
|
232 |
+
"step": 980
|
233 |
+
},
|
234 |
+
{
|
235 |
+
"epoch": 14.99,
|
236 |
+
"learning_rate": 5e-07,
|
237 |
+
"loss": 0.4375,
|
238 |
+
"step": 1050
|
239 |
+
},
|
240 |
+
{
|
241 |
+
"epoch": 14.99,
|
242 |
+
"eval_accuracy": 0.764,
|
243 |
+
"eval_f1": 0.7624798711755234,
|
244 |
+
"eval_loss": 0.49321362376213074,
|
245 |
+
"eval_runtime": 3.1634,
|
246 |
+
"eval_samples_per_second": 316.111,
|
247 |
+
"eval_steps_per_second": 39.514,
|
248 |
+
"step": 1050
|
249 |
+
}
|
250 |
+
],
|
251 |
+
"max_steps": 2100,
|
252 |
+
"num_train_epochs": 30,
|
253 |
+
"total_flos": 1.33199971776e+16,
|
254 |
+
"trial_name": null,
|
255 |
+
"trial_params": null
|
256 |
+
}
|
checkpoint-1050/training_args.bin
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:8be60ed58549fe1b3185c4d116e2ed7593eafbe162cc3300999b64c649675d04
|
3 |
+
size 3119
|
checkpoint-1050/vocab.txt
ADDED
The diff for this file is too large to render.
See raw diff
|
|
checkpoint-1120/added_tokens.json
ADDED
@@ -0,0 +1 @@
|
|
|
|
|
1 |
+
{"<mask>": 64000}
|
checkpoint-1120/bpe.codes
ADDED
The diff for this file is too large to render.
See raw diff
|
|
checkpoint-1120/config.json
ADDED
@@ -0,0 +1,30 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"_name_or_path": "vinai/bertweet-covid19-base-cased",
|
3 |
+
"architectures": [
|
4 |
+
"RobertaForSequenceClassification"
|
5 |
+
],
|
6 |
+
"attention_probs_dropout_prob": 0.1,
|
7 |
+
"bos_token_id": 0,
|
8 |
+
"classifier_dropout": null,
|
9 |
+
"eos_token_id": 2,
|
10 |
+
"gradient_checkpointing": false,
|
11 |
+
"hidden_act": "gelu",
|
12 |
+
"hidden_dropout_prob": 0.1,
|
13 |
+
"hidden_size": 768,
|
14 |
+
"initializer_range": 0.02,
|
15 |
+
"intermediate_size": 3072,
|
16 |
+
"layer_norm_eps": 1e-05,
|
17 |
+
"max_position_embeddings": 130,
|
18 |
+
"model_type": "roberta",
|
19 |
+
"num_attention_heads": 12,
|
20 |
+
"num_hidden_layers": 12,
|
21 |
+
"pad_token_id": 1,
|
22 |
+
"position_embedding_type": "absolute",
|
23 |
+
"problem_type": "multi_label_classification",
|
24 |
+
"tokenizer_class": "BertweetTokenizer",
|
25 |
+
"torch_dtype": "float32",
|
26 |
+
"transformers_version": "4.17.0",
|
27 |
+
"type_vocab_size": 1,
|
28 |
+
"use_cache": true,
|
29 |
+
"vocab_size": 64001
|
30 |
+
}
|
checkpoint-1120/optimizer.pt
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:57fff22f878bc7e842721ace7f8a044ec05501b7c7cac181b82fd99e62812438
|
3 |
+
size 1079327581
|
checkpoint-1120/pytorch_model.bin
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:41458d63568117e3a3cb3a40530988b134f5356acbfa40ce8dc4cd8f4fa6383e
|
3 |
+
size 539689325
|
checkpoint-1120/rng_state.pth
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:8d58041073228172b2a631300e55144d82cddb74dce40180e107f56a330dc801
|
3 |
+
size 14503
|
checkpoint-1120/scaler.pt
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:42d35741ec7486d6059354505c96f0475b65b6b78149a641dd2eb9af92c7a55f
|
3 |
+
size 559
|
checkpoint-1120/scheduler.pt
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:ef1976fef24e579a74d6efc3ce5925af8a3b26526fd2bf1322076ad2aed883c4
|
3 |
+
size 623
|
checkpoint-1120/special_tokens_map.json
ADDED
@@ -0,0 +1 @@
|
|
|
|
|
1 |
+
{"bos_token": "<s>", "eos_token": "</s>", "unk_token": "<unk>", "sep_token": "</s>", "pad_token": "<pad>", "cls_token": "<s>", "mask_token": "<mask>"}
|
checkpoint-1120/tokenizer_config.json
ADDED
@@ -0,0 +1 @@
|
|
|
|
|
1 |
+
{"normalization": true, "bos_token": "<s>", "eos_token": "</s>", "sep_token": "</s>", "cls_token": "<s>", "unk_token": "<unk>", "pad_token": "<pad>", "mask_token": "<mask>", "special_tokens_map_file": null, "name_or_path": "vinai/bertweet-covid19-base-cased", "tokenizer_class": "BertweetTokenizer"}
|
checkpoint-1120/trainer_state.json
ADDED
@@ -0,0 +1,272 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"best_metric": 0.7634995650797087,
|
3 |
+
"best_model_checkpoint": "outputs/bertweet/checkpoint-980",
|
4 |
+
"epoch": 15.99290780141844,
|
5 |
+
"global_step": 1120,
|
6 |
+
"is_hyper_param_search": false,
|
7 |
+
"is_local_process_zero": true,
|
8 |
+
"is_world_process_zero": true,
|
9 |
+
"log_history": [
|
10 |
+
{
|
11 |
+
"epoch": 0.99,
|
12 |
+
"learning_rate": 9.666666666666666e-07,
|
13 |
+
"loss": 0.6925,
|
14 |
+
"step": 70
|
15 |
+
},
|
16 |
+
{
|
17 |
+
"epoch": 0.99,
|
18 |
+
"eval_accuracy": 0.573,
|
19 |
+
"eval_f1": 0.3642720915448188,
|
20 |
+
"eval_loss": 0.6826930046081543,
|
21 |
+
"eval_runtime": 2.9877,
|
22 |
+
"eval_samples_per_second": 334.703,
|
23 |
+
"eval_steps_per_second": 41.838,
|
24 |
+
"step": 70
|
25 |
+
},
|
26 |
+
{
|
27 |
+
"epoch": 1.99,
|
28 |
+
"learning_rate": 9.333333333333333e-07,
|
29 |
+
"loss": 0.6823,
|
30 |
+
"step": 140
|
31 |
+
},
|
32 |
+
{
|
33 |
+
"epoch": 1.99,
|
34 |
+
"eval_accuracy": 0.573,
|
35 |
+
"eval_f1": 0.3642720915448188,
|
36 |
+
"eval_loss": 0.6736124753952026,
|
37 |
+
"eval_runtime": 3.0497,
|
38 |
+
"eval_samples_per_second": 327.901,
|
39 |
+
"eval_steps_per_second": 40.988,
|
40 |
+
"step": 140
|
41 |
+
},
|
42 |
+
{
|
43 |
+
"epoch": 2.99,
|
44 |
+
"learning_rate": 9e-07,
|
45 |
+
"loss": 0.6713,
|
46 |
+
"step": 210
|
47 |
+
},
|
48 |
+
{
|
49 |
+
"epoch": 2.99,
|
50 |
+
"eval_accuracy": 0.587,
|
51 |
+
"eval_f1": 0.39928932873127865,
|
52 |
+
"eval_loss": 0.656767725944519,
|
53 |
+
"eval_runtime": 3.0012,
|
54 |
+
"eval_samples_per_second": 333.2,
|
55 |
+
"eval_steps_per_second": 41.65,
|
56 |
+
"step": 210
|
57 |
+
},
|
58 |
+
{
|
59 |
+
"epoch": 3.99,
|
60 |
+
"learning_rate": 8.666666666666667e-07,
|
61 |
+
"loss": 0.6468,
|
62 |
+
"step": 280
|
63 |
+
},
|
64 |
+
{
|
65 |
+
"epoch": 3.99,
|
66 |
+
"eval_accuracy": 0.7,
|
67 |
+
"eval_f1": 0.6707623826267894,
|
68 |
+
"eval_loss": 0.6210379600524902,
|
69 |
+
"eval_runtime": 3.0442,
|
70 |
+
"eval_samples_per_second": 328.492,
|
71 |
+
"eval_steps_per_second": 41.062,
|
72 |
+
"step": 280
|
73 |
+
},
|
74 |
+
{
|
75 |
+
"epoch": 4.99,
|
76 |
+
"learning_rate": 8.333333333333333e-07,
|
77 |
+
"loss": 0.6047,
|
78 |
+
"step": 350
|
79 |
+
},
|
80 |
+
{
|
81 |
+
"epoch": 4.99,
|
82 |
+
"eval_accuracy": 0.732,
|
83 |
+
"eval_f1": 0.7285955019767969,
|
84 |
+
"eval_loss": 0.5784569382667542,
|
85 |
+
"eval_runtime": 3.0658,
|
86 |
+
"eval_samples_per_second": 326.18,
|
87 |
+
"eval_steps_per_second": 40.773,
|
88 |
+
"step": 350
|
89 |
+
},
|
90 |
+
{
|
91 |
+
"epoch": 5.99,
|
92 |
+
"learning_rate": 8e-07,
|
93 |
+
"loss": 0.5648,
|
94 |
+
"step": 420
|
95 |
+
},
|
96 |
+
{
|
97 |
+
"epoch": 5.99,
|
98 |
+
"eval_accuracy": 0.733,
|
99 |
+
"eval_f1": 0.7318671386608421,
|
100 |
+
"eval_loss": 0.5537055730819702,
|
101 |
+
"eval_runtime": 3.061,
|
102 |
+
"eval_samples_per_second": 326.692,
|
103 |
+
"eval_steps_per_second": 40.836,
|
104 |
+
"step": 420
|
105 |
+
},
|
106 |
+
{
|
107 |
+
"epoch": 6.99,
|
108 |
+
"learning_rate": 7.666666666666667e-07,
|
109 |
+
"loss": 0.536,
|
110 |
+
"step": 490
|
111 |
+
},
|
112 |
+
{
|
113 |
+
"epoch": 6.99,
|
114 |
+
"eval_accuracy": 0.739,
|
115 |
+
"eval_f1": 0.7381492469031885,
|
116 |
+
"eval_loss": 0.5406165719032288,
|
117 |
+
"eval_runtime": 3.3555,
|
118 |
+
"eval_samples_per_second": 298.016,
|
119 |
+
"eval_steps_per_second": 37.252,
|
120 |
+
"step": 490
|
121 |
+
},
|
122 |
+
{
|
123 |
+
"epoch": 7.99,
|
124 |
+
"learning_rate": 7.333333333333332e-07,
|
125 |
+
"loss": 0.5175,
|
126 |
+
"step": 560
|
127 |
+
},
|
128 |
+
{
|
129 |
+
"epoch": 7.99,
|
130 |
+
"eval_accuracy": 0.744,
|
131 |
+
"eval_f1": 0.7430750702529104,
|
132 |
+
"eval_loss": 0.5307690501213074,
|
133 |
+
"eval_runtime": 3.1364,
|
134 |
+
"eval_samples_per_second": 318.842,
|
135 |
+
"eval_steps_per_second": 39.855,
|
136 |
+
"step": 560
|
137 |
+
},
|
138 |
+
{
|
139 |
+
"epoch": 8.99,
|
140 |
+
"learning_rate": 7e-07,
|
141 |
+
"loss": 0.5018,
|
142 |
+
"step": 630
|
143 |
+
},
|
144 |
+
{
|
145 |
+
"epoch": 8.99,
|
146 |
+
"eval_accuracy": 0.751,
|
147 |
+
"eval_f1": 0.7504007121097755,
|
148 |
+
"eval_loss": 0.5235322117805481,
|
149 |
+
"eval_runtime": 2.9996,
|
150 |
+
"eval_samples_per_second": 333.377,
|
151 |
+
"eval_steps_per_second": 41.672,
|
152 |
+
"step": 630
|
153 |
+
},
|
154 |
+
{
|
155 |
+
"epoch": 9.99,
|
156 |
+
"learning_rate": 6.666666666666666e-07,
|
157 |
+
"loss": 0.4874,
|
158 |
+
"step": 700
|
159 |
+
},
|
160 |
+
{
|
161 |
+
"epoch": 9.99,
|
162 |
+
"eval_accuracy": 0.749,
|
163 |
+
"eval_f1": 0.7478681802611924,
|
164 |
+
"eval_loss": 0.5145103931427002,
|
165 |
+
"eval_runtime": 3.1795,
|
166 |
+
"eval_samples_per_second": 314.515,
|
167 |
+
"eval_steps_per_second": 39.314,
|
168 |
+
"step": 700
|
169 |
+
},
|
170 |
+
{
|
171 |
+
"epoch": 10.99,
|
172 |
+
"learning_rate": 6.333333333333332e-07,
|
173 |
+
"loss": 0.4749,
|
174 |
+
"step": 770
|
175 |
+
},
|
176 |
+
{
|
177 |
+
"epoch": 10.99,
|
178 |
+
"eval_accuracy": 0.754,
|
179 |
+
"eval_f1": 0.7533330124657072,
|
180 |
+
"eval_loss": 0.510367751121521,
|
181 |
+
"eval_runtime": 3.0347,
|
182 |
+
"eval_samples_per_second": 329.518,
|
183 |
+
"eval_steps_per_second": 41.19,
|
184 |
+
"step": 770
|
185 |
+
},
|
186 |
+
{
|
187 |
+
"epoch": 11.99,
|
188 |
+
"learning_rate": 6e-07,
|
189 |
+
"loss": 0.4666,
|
190 |
+
"step": 840
|
191 |
+
},
|
192 |
+
{
|
193 |
+
"epoch": 11.99,
|
194 |
+
"eval_accuracy": 0.761,
|
195 |
+
"eval_f1": 0.760515042961998,
|
196 |
+
"eval_loss": 0.5052358508110046,
|
197 |
+
"eval_runtime": 3.0155,
|
198 |
+
"eval_samples_per_second": 331.615,
|
199 |
+
"eval_steps_per_second": 41.452,
|
200 |
+
"step": 840
|
201 |
+
},
|
202 |
+
{
|
203 |
+
"epoch": 12.99,
|
204 |
+
"learning_rate": 5.666666666666666e-07,
|
205 |
+
"loss": 0.456,
|
206 |
+
"step": 910
|
207 |
+
},
|
208 |
+
{
|
209 |
+
"epoch": 12.99,
|
210 |
+
"eval_accuracy": 0.761,
|
211 |
+
"eval_f1": 0.7604247798965316,
|
212 |
+
"eval_loss": 0.5017005205154419,
|
213 |
+
"eval_runtime": 2.9976,
|
214 |
+
"eval_samples_per_second": 333.599,
|
215 |
+
"eval_steps_per_second": 41.7,
|
216 |
+
"step": 910
|
217 |
+
},
|
218 |
+
{
|
219 |
+
"epoch": 13.99,
|
220 |
+
"learning_rate": 5.333333333333333e-07,
|
221 |
+
"loss": 0.4489,
|
222 |
+
"step": 980
|
223 |
+
},
|
224 |
+
{
|
225 |
+
"epoch": 13.99,
|
226 |
+
"eval_accuracy": 0.764,
|
227 |
+
"eval_f1": 0.7634995650797087,
|
228 |
+
"eval_loss": 0.49855634570121765,
|
229 |
+
"eval_runtime": 3.0658,
|
230 |
+
"eval_samples_per_second": 326.176,
|
231 |
+
"eval_steps_per_second": 40.772,
|
232 |
+
"step": 980
|
233 |
+
},
|
234 |
+
{
|
235 |
+
"epoch": 14.99,
|
236 |
+
"learning_rate": 5e-07,
|
237 |
+
"loss": 0.4375,
|
238 |
+
"step": 1050
|
239 |
+
},
|
240 |
+
{
|
241 |
+
"epoch": 14.99,
|
242 |
+
"eval_accuracy": 0.764,
|
243 |
+
"eval_f1": 0.7624798711755234,
|
244 |
+
"eval_loss": 0.49321362376213074,
|
245 |
+
"eval_runtime": 3.1634,
|
246 |
+
"eval_samples_per_second": 316.111,
|
247 |
+
"eval_steps_per_second": 39.514,
|
248 |
+
"step": 1050
|
249 |
+
},
|
250 |
+
{
|
251 |
+
"epoch": 15.99,
|
252 |
+
"learning_rate": 4.6666666666666666e-07,
|
253 |
+
"loss": 0.4319,
|
254 |
+
"step": 1120
|
255 |
+
},
|
256 |
+
{
|
257 |
+
"epoch": 15.99,
|
258 |
+
"eval_accuracy": 0.762,
|
259 |
+
"eval_f1": 0.7608280574816602,
|
260 |
+
"eval_loss": 0.4916852116584778,
|
261 |
+
"eval_runtime": 3.0371,
|
262 |
+
"eval_samples_per_second": 329.257,
|
263 |
+
"eval_steps_per_second": 41.157,
|
264 |
+
"step": 1120
|
265 |
+
}
|
266 |
+
],
|
267 |
+
"max_steps": 2100,
|
268 |
+
"num_train_epochs": 30,
|
269 |
+
"total_flos": 1.420799698944e+16,
|
270 |
+
"trial_name": null,
|
271 |
+
"trial_params": null
|
272 |
+
}
|
checkpoint-1120/training_args.bin
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:8be60ed58549fe1b3185c4d116e2ed7593eafbe162cc3300999b64c649675d04
|
3 |
+
size 3119
|
checkpoint-1120/vocab.txt
ADDED
The diff for this file is too large to render.
See raw diff
|
|
checkpoint-1190/added_tokens.json
ADDED
@@ -0,0 +1 @@
|
|
|
|
|
1 |
+
{"<mask>": 64000}
|
checkpoint-1190/bpe.codes
ADDED
The diff for this file is too large to render.
See raw diff
|
|
checkpoint-1190/config.json
ADDED
@@ -0,0 +1,30 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"_name_or_path": "vinai/bertweet-covid19-base-cased",
|
3 |
+
"architectures": [
|
4 |
+
"RobertaForSequenceClassification"
|
5 |
+
],
|
6 |
+
"attention_probs_dropout_prob": 0.1,
|
7 |
+
"bos_token_id": 0,
|
8 |
+
"classifier_dropout": null,
|
9 |
+
"eos_token_id": 2,
|
10 |
+
"gradient_checkpointing": false,
|
11 |
+
"hidden_act": "gelu",
|
12 |
+
"hidden_dropout_prob": 0.1,
|
13 |
+
"hidden_size": 768,
|
14 |
+
"initializer_range": 0.02,
|
15 |
+
"intermediate_size": 3072,
|
16 |
+
"layer_norm_eps": 1e-05,
|
17 |
+
"max_position_embeddings": 130,
|
18 |
+
"model_type": "roberta",
|
19 |
+
"num_attention_heads": 12,
|
20 |
+
"num_hidden_layers": 12,
|
21 |
+
"pad_token_id": 1,
|
22 |
+
"position_embedding_type": "absolute",
|
23 |
+
"problem_type": "multi_label_classification",
|
24 |
+
"tokenizer_class": "BertweetTokenizer",
|
25 |
+
"torch_dtype": "float32",
|
26 |
+
"transformers_version": "4.17.0",
|
27 |
+
"type_vocab_size": 1,
|
28 |
+
"use_cache": true,
|
29 |
+
"vocab_size": 64001
|
30 |
+
}
|
checkpoint-1190/optimizer.pt
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:4e1f85ece455acf2acdce08cd4784fcac553cb2660df2f1cc263cdb1a73a0b63
|
3 |
+
size 1079327581
|
checkpoint-1190/pytorch_model.bin
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:460fffbb0360c4d6a07e2e273900eade32d98b10ae2e4e2a0dd4c0d17df301fa
|
3 |
+
size 539689325
|
checkpoint-1190/rng_state.pth
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:3bc922b26f729c64c54c9c8023bb52709723b611809e8c896abc7024f3d4c5f9
|
3 |
+
size 14503
|
checkpoint-1190/scaler.pt
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:d30d4f2a4b11767fb0d5cc10faec1af916f74ca709a980b8614b01d9dbd3f8f2
|
3 |
+
size 559
|
checkpoint-1190/scheduler.pt
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:94706be21f1b5a5109dd58c170e94a065330d48cf747e57e4a365f8e33524116
|
3 |
+
size 623
|
checkpoint-1190/special_tokens_map.json
ADDED
@@ -0,0 +1 @@
|
|
|
|
|
1 |
+
{"bos_token": "<s>", "eos_token": "</s>", "unk_token": "<unk>", "sep_token": "</s>", "pad_token": "<pad>", "cls_token": "<s>", "mask_token": "<mask>"}
|
checkpoint-1190/tokenizer_config.json
ADDED
@@ -0,0 +1 @@
|
|
|
|
|
1 |
+
{"normalization": true, "bos_token": "<s>", "eos_token": "</s>", "sep_token": "</s>", "cls_token": "<s>", "unk_token": "<unk>", "pad_token": "<pad>", "mask_token": "<mask>", "special_tokens_map_file": null, "name_or_path": "vinai/bertweet-covid19-base-cased", "tokenizer_class": "BertweetTokenizer"}
|
checkpoint-1190/trainer_state.json
ADDED
@@ -0,0 +1,288 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"best_metric": 0.7693273585776123,
|
3 |
+
"best_model_checkpoint": "outputs/bertweet/checkpoint-1190",
|
4 |
+
"epoch": 16.99290780141844,
|
5 |
+
"global_step": 1190,
|
6 |
+
"is_hyper_param_search": false,
|
7 |
+
"is_local_process_zero": true,
|
8 |
+
"is_world_process_zero": true,
|
9 |
+
"log_history": [
|
10 |
+
{
|
11 |
+
"epoch": 0.99,
|
12 |
+
"learning_rate": 9.666666666666666e-07,
|
13 |
+
"loss": 0.6925,
|
14 |
+
"step": 70
|
15 |
+
},
|
16 |
+
{
|
17 |
+
"epoch": 0.99,
|
18 |
+
"eval_accuracy": 0.573,
|
19 |
+
"eval_f1": 0.3642720915448188,
|
20 |
+
"eval_loss": 0.6826930046081543,
|
21 |
+
"eval_runtime": 2.9877,
|
22 |
+
"eval_samples_per_second": 334.703,
|
23 |
+
"eval_steps_per_second": 41.838,
|
24 |
+
"step": 70
|
25 |
+
},
|
26 |
+
{
|
27 |
+
"epoch": 1.99,
|
28 |
+
"learning_rate": 9.333333333333333e-07,
|
29 |
+
"loss": 0.6823,
|
30 |
+
"step": 140
|
31 |
+
},
|
32 |
+
{
|
33 |
+
"epoch": 1.99,
|
34 |
+
"eval_accuracy": 0.573,
|
35 |
+
"eval_f1": 0.3642720915448188,
|
36 |
+
"eval_loss": 0.6736124753952026,
|
37 |
+
"eval_runtime": 3.0497,
|
38 |
+
"eval_samples_per_second": 327.901,
|
39 |
+
"eval_steps_per_second": 40.988,
|
40 |
+
"step": 140
|
41 |
+
},
|
42 |
+
{
|
43 |
+
"epoch": 2.99,
|
44 |
+
"learning_rate": 9e-07,
|
45 |
+
"loss": 0.6713,
|
46 |
+
"step": 210
|
47 |
+
},
|
48 |
+
{
|
49 |
+
"epoch": 2.99,
|
50 |
+
"eval_accuracy": 0.587,
|
51 |
+
"eval_f1": 0.39928932873127865,
|
52 |
+
"eval_loss": 0.656767725944519,
|
53 |
+
"eval_runtime": 3.0012,
|
54 |
+
"eval_samples_per_second": 333.2,
|
55 |
+
"eval_steps_per_second": 41.65,
|
56 |
+
"step": 210
|
57 |
+
},
|
58 |
+
{
|
59 |
+
"epoch": 3.99,
|
60 |
+
"learning_rate": 8.666666666666667e-07,
|
61 |
+
"loss": 0.6468,
|
62 |
+
"step": 280
|
63 |
+
},
|
64 |
+
{
|
65 |
+
"epoch": 3.99,
|
66 |
+
"eval_accuracy": 0.7,
|
67 |
+
"eval_f1": 0.6707623826267894,
|
68 |
+
"eval_loss": 0.6210379600524902,
|
69 |
+
"eval_runtime": 3.0442,
|
70 |
+
"eval_samples_per_second": 328.492,
|
71 |
+
"eval_steps_per_second": 41.062,
|
72 |
+
"step": 280
|
73 |
+
},
|
74 |
+
{
|
75 |
+
"epoch": 4.99,
|
76 |
+
"learning_rate": 8.333333333333333e-07,
|
77 |
+
"loss": 0.6047,
|
78 |
+
"step": 350
|
79 |
+
},
|
80 |
+
{
|
81 |
+
"epoch": 4.99,
|
82 |
+
"eval_accuracy": 0.732,
|
83 |
+
"eval_f1": 0.7285955019767969,
|
84 |
+
"eval_loss": 0.5784569382667542,
|
85 |
+
"eval_runtime": 3.0658,
|
86 |
+
"eval_samples_per_second": 326.18,
|
87 |
+
"eval_steps_per_second": 40.773,
|
88 |
+
"step": 350
|
89 |
+
},
|
90 |
+
{
|
91 |
+
"epoch": 5.99,
|
92 |
+
"learning_rate": 8e-07,
|
93 |
+
"loss": 0.5648,
|
94 |
+
"step": 420
|
95 |
+
},
|
96 |
+
{
|
97 |
+
"epoch": 5.99,
|
98 |
+
"eval_accuracy": 0.733,
|
99 |
+
"eval_f1": 0.7318671386608421,
|
100 |
+
"eval_loss": 0.5537055730819702,
|
101 |
+
"eval_runtime": 3.061,
|
102 |
+
"eval_samples_per_second": 326.692,
|
103 |
+
"eval_steps_per_second": 40.836,
|
104 |
+
"step": 420
|
105 |
+
},
|
106 |
+
{
|
107 |
+
"epoch": 6.99,
|
108 |
+
"learning_rate": 7.666666666666667e-07,
|
109 |
+
"loss": 0.536,
|
110 |
+
"step": 490
|
111 |
+
},
|
112 |
+
{
|
113 |
+
"epoch": 6.99,
|
114 |
+
"eval_accuracy": 0.739,
|
115 |
+
"eval_f1": 0.7381492469031885,
|
116 |
+
"eval_loss": 0.5406165719032288,
|
117 |
+
"eval_runtime": 3.3555,
|
118 |
+
"eval_samples_per_second": 298.016,
|
119 |
+
"eval_steps_per_second": 37.252,
|
120 |
+
"step": 490
|
121 |
+
},
|
122 |
+
{
|
123 |
+
"epoch": 7.99,
|
124 |
+
"learning_rate": 7.333333333333332e-07,
|
125 |
+
"loss": 0.5175,
|
126 |
+
"step": 560
|
127 |
+
},
|
128 |
+
{
|
129 |
+
"epoch": 7.99,
|
130 |
+
"eval_accuracy": 0.744,
|
131 |
+
"eval_f1": 0.7430750702529104,
|
132 |
+
"eval_loss": 0.5307690501213074,
|
133 |
+
"eval_runtime": 3.1364,
|
134 |
+
"eval_samples_per_second": 318.842,
|
135 |
+
"eval_steps_per_second": 39.855,
|
136 |
+
"step": 560
|
137 |
+
},
|
138 |
+
{
|
139 |
+
"epoch": 8.99,
|
140 |
+
"learning_rate": 7e-07,
|
141 |
+
"loss": 0.5018,
|
142 |
+
"step": 630
|
143 |
+
},
|
144 |
+
{
|
145 |
+
"epoch": 8.99,
|
146 |
+
"eval_accuracy": 0.751,
|
147 |
+
"eval_f1": 0.7504007121097755,
|
148 |
+
"eval_loss": 0.5235322117805481,
|
149 |
+
"eval_runtime": 2.9996,
|
150 |
+
"eval_samples_per_second": 333.377,
|
151 |
+
"eval_steps_per_second": 41.672,
|
152 |
+
"step": 630
|
153 |
+
},
|
154 |
+
{
|
155 |
+
"epoch": 9.99,
|
156 |
+
"learning_rate": 6.666666666666666e-07,
|
157 |
+
"loss": 0.4874,
|
158 |
+
"step": 700
|
159 |
+
},
|
160 |
+
{
|
161 |
+
"epoch": 9.99,
|
162 |
+
"eval_accuracy": 0.749,
|
163 |
+
"eval_f1": 0.7478681802611924,
|
164 |
+
"eval_loss": 0.5145103931427002,
|
165 |
+
"eval_runtime": 3.1795,
|
166 |
+
"eval_samples_per_second": 314.515,
|
167 |
+
"eval_steps_per_second": 39.314,
|
168 |
+
"step": 700
|
169 |
+
},
|
170 |
+
{
|
171 |
+
"epoch": 10.99,
|
172 |
+
"learning_rate": 6.333333333333332e-07,
|
173 |
+
"loss": 0.4749,
|
174 |
+
"step": 770
|
175 |
+
},
|
176 |
+
{
|
177 |
+
"epoch": 10.99,
|
178 |
+
"eval_accuracy": 0.754,
|
179 |
+
"eval_f1": 0.7533330124657072,
|
180 |
+
"eval_loss": 0.510367751121521,
|
181 |
+
"eval_runtime": 3.0347,
|
182 |
+
"eval_samples_per_second": 329.518,
|
183 |
+
"eval_steps_per_second": 41.19,
|
184 |
+
"step": 770
|
185 |
+
},
|
186 |
+
{
|
187 |
+
"epoch": 11.99,
|
188 |
+
"learning_rate": 6e-07,
|
189 |
+
"loss": 0.4666,
|
190 |
+
"step": 840
|
191 |
+
},
|
192 |
+
{
|
193 |
+
"epoch": 11.99,
|
194 |
+
"eval_accuracy": 0.761,
|
195 |
+
"eval_f1": 0.760515042961998,
|
196 |
+
"eval_loss": 0.5052358508110046,
|
197 |
+
"eval_runtime": 3.0155,
|
198 |
+
"eval_samples_per_second": 331.615,
|
199 |
+
"eval_steps_per_second": 41.452,
|
200 |
+
"step": 840
|
201 |
+
},
|
202 |
+
{
|
203 |
+
"epoch": 12.99,
|
204 |
+
"learning_rate": 5.666666666666666e-07,
|
205 |
+
"loss": 0.456,
|
206 |
+
"step": 910
|
207 |
+
},
|
208 |
+
{
|
209 |
+
"epoch": 12.99,
|
210 |
+
"eval_accuracy": 0.761,
|
211 |
+
"eval_f1": 0.7604247798965316,
|
212 |
+
"eval_loss": 0.5017005205154419,
|
213 |
+
"eval_runtime": 2.9976,
|
214 |
+
"eval_samples_per_second": 333.599,
|
215 |
+
"eval_steps_per_second": 41.7,
|
216 |
+
"step": 910
|
217 |
+
},
|
218 |
+
{
|
219 |
+
"epoch": 13.99,
|
220 |
+
"learning_rate": 5.333333333333333e-07,
|
221 |
+
"loss": 0.4489,
|
222 |
+
"step": 980
|
223 |
+
},
|
224 |
+
{
|
225 |
+
"epoch": 13.99,
|
226 |
+
"eval_accuracy": 0.764,
|
227 |
+
"eval_f1": 0.7634995650797087,
|
228 |
+
"eval_loss": 0.49855634570121765,
|
229 |
+
"eval_runtime": 3.0658,
|
230 |
+
"eval_samples_per_second": 326.176,
|
231 |
+
"eval_steps_per_second": 40.772,
|
232 |
+
"step": 980
|
233 |
+
},
|
234 |
+
{
|
235 |
+
"epoch": 14.99,
|
236 |
+
"learning_rate": 5e-07,
|
237 |
+
"loss": 0.4375,
|
238 |
+
"step": 1050
|
239 |
+
},
|
240 |
+
{
|
241 |
+
"epoch": 14.99,
|
242 |
+
"eval_accuracy": 0.764,
|
243 |
+
"eval_f1": 0.7624798711755234,
|
244 |
+
"eval_loss": 0.49321362376213074,
|
245 |
+
"eval_runtime": 3.1634,
|
246 |
+
"eval_samples_per_second": 316.111,
|
247 |
+
"eval_steps_per_second": 39.514,
|
248 |
+
"step": 1050
|
249 |
+
},
|
250 |
+
{
|
251 |
+
"epoch": 15.99,
|
252 |
+
"learning_rate": 4.6666666666666666e-07,
|
253 |
+
"loss": 0.4319,
|
254 |
+
"step": 1120
|
255 |
+
},
|
256 |
+
{
|
257 |
+
"epoch": 15.99,
|
258 |
+
"eval_accuracy": 0.762,
|
259 |
+
"eval_f1": 0.7608280574816602,
|
260 |
+
"eval_loss": 0.4916852116584778,
|
261 |
+
"eval_runtime": 3.0371,
|
262 |
+
"eval_samples_per_second": 329.257,
|
263 |
+
"eval_steps_per_second": 41.157,
|
264 |
+
"step": 1120
|
265 |
+
},
|
266 |
+
{
|
267 |
+
"epoch": 16.99,
|
268 |
+
"learning_rate": 4.3333333333333335e-07,
|
269 |
+
"loss": 0.427,
|
270 |
+
"step": 1190
|
271 |
+
},
|
272 |
+
{
|
273 |
+
"epoch": 16.99,
|
274 |
+
"eval_accuracy": 0.77,
|
275 |
+
"eval_f1": 0.7693273585776123,
|
276 |
+
"eval_loss": 0.4917564392089844,
|
277 |
+
"eval_runtime": 3.011,
|
278 |
+
"eval_samples_per_second": 332.114,
|
279 |
+
"eval_steps_per_second": 41.514,
|
280 |
+
"step": 1190
|
281 |
+
}
|
282 |
+
],
|
283 |
+
"max_steps": 2100,
|
284 |
+
"num_train_epochs": 30,
|
285 |
+
"total_flos": 1.509599680128e+16,
|
286 |
+
"trial_name": null,
|
287 |
+
"trial_params": null
|
288 |
+
}
|
checkpoint-1190/training_args.bin
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:8be60ed58549fe1b3185c4d116e2ed7593eafbe162cc3300999b64c649675d04
|
3 |
+
size 3119
|
checkpoint-1190/vocab.txt
ADDED
The diff for this file is too large to render.
See raw diff
|
|
checkpoint-1260/added_tokens.json
ADDED
@@ -0,0 +1 @@
|
|
|
|
|
1 |
+
{"<mask>": 64000}
|
checkpoint-1260/bpe.codes
ADDED
The diff for this file is too large to render.
See raw diff
|
|
checkpoint-1260/config.json
ADDED
@@ -0,0 +1,30 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"_name_or_path": "vinai/bertweet-covid19-base-cased",
|
3 |
+
"architectures": [
|
4 |
+
"RobertaForSequenceClassification"
|
5 |
+
],
|
6 |
+
"attention_probs_dropout_prob": 0.1,
|
7 |
+
"bos_token_id": 0,
|
8 |
+
"classifier_dropout": null,
|
9 |
+
"eos_token_id": 2,
|
10 |
+
"gradient_checkpointing": false,
|
11 |
+
"hidden_act": "gelu",
|
12 |
+
"hidden_dropout_prob": 0.1,
|
13 |
+
"hidden_size": 768,
|
14 |
+
"initializer_range": 0.02,
|
15 |
+
"intermediate_size": 3072,
|
16 |
+
"layer_norm_eps": 1e-05,
|
17 |
+
"max_position_embeddings": 130,
|
18 |
+
"model_type": "roberta",
|
19 |
+
"num_attention_heads": 12,
|
20 |
+
"num_hidden_layers": 12,
|
21 |
+
"pad_token_id": 1,
|
22 |
+
"position_embedding_type": "absolute",
|
23 |
+
"problem_type": "multi_label_classification",
|
24 |
+
"tokenizer_class": "BertweetTokenizer",
|
25 |
+
"torch_dtype": "float32",
|
26 |
+
"transformers_version": "4.17.0",
|
27 |
+
"type_vocab_size": 1,
|
28 |
+
"use_cache": true,
|
29 |
+
"vocab_size": 64001
|
30 |
+
}
|
checkpoint-1260/optimizer.pt
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:c3e5632d9ec4ec3d65528417f7e9deeb9ea9d67d4cd674e1c1afa320d32271ca
|
3 |
+
size 1079327581
|
checkpoint-1260/pytorch_model.bin
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:d14aea96ff46f726646a9200e26373b4f044b97a164cc958f561999955a0c893
|
3 |
+
size 539689325
|
checkpoint-1260/rng_state.pth
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:3cdb0ed6c8462b849bdac95d6406388eaf167af8da04e83156c968c9eb71e687
|
3 |
+
size 14503
|
checkpoint-1260/scaler.pt
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:abfe40649951da5240ce767573f927b69c80c7975ad7b2e7236fa42179ea6708
|
3 |
+
size 559
|
checkpoint-1260/scheduler.pt
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:56f548686da981b8d99a4790b4b2c31689f9945348b65a87a864c2ea11316859
|
3 |
+
size 623
|
checkpoint-1260/special_tokens_map.json
ADDED
@@ -0,0 +1 @@
|
|
|
|
|
1 |
+
{"bos_token": "<s>", "eos_token": "</s>", "unk_token": "<unk>", "sep_token": "</s>", "pad_token": "<pad>", "cls_token": "<s>", "mask_token": "<mask>"}
|
checkpoint-1260/tokenizer_config.json
ADDED
@@ -0,0 +1 @@
|
|
|
|
|
1 |
+
{"normalization": true, "bos_token": "<s>", "eos_token": "</s>", "sep_token": "</s>", "cls_token": "<s>", "unk_token": "<unk>", "pad_token": "<pad>", "mask_token": "<mask>", "special_tokens_map_file": null, "name_or_path": "vinai/bertweet-covid19-base-cased", "tokenizer_class": "BertweetTokenizer"}
|
checkpoint-1260/trainer_state.json
ADDED
@@ -0,0 +1,304 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"best_metric": 0.7711201859949647,
|
3 |
+
"best_model_checkpoint": "outputs/bertweet/checkpoint-1260",
|
4 |
+
"epoch": 17.99290780141844,
|
5 |
+
"global_step": 1260,
|
6 |
+
"is_hyper_param_search": false,
|
7 |
+
"is_local_process_zero": true,
|
8 |
+
"is_world_process_zero": true,
|
9 |
+
"log_history": [
|
10 |
+
{
|
11 |
+
"epoch": 0.99,
|
12 |
+
"learning_rate": 9.666666666666666e-07,
|
13 |
+
"loss": 0.6925,
|
14 |
+
"step": 70
|
15 |
+
},
|
16 |
+
{
|
17 |
+
"epoch": 0.99,
|
18 |
+
"eval_accuracy": 0.573,
|
19 |
+
"eval_f1": 0.3642720915448188,
|
20 |
+
"eval_loss": 0.6826930046081543,
|
21 |
+
"eval_runtime": 2.9877,
|
22 |
+
"eval_samples_per_second": 334.703,
|
23 |
+
"eval_steps_per_second": 41.838,
|
24 |
+
"step": 70
|
25 |
+
},
|
26 |
+
{
|
27 |
+
"epoch": 1.99,
|
28 |
+
"learning_rate": 9.333333333333333e-07,
|
29 |
+
"loss": 0.6823,
|
30 |
+
"step": 140
|
31 |
+
},
|
32 |
+
{
|
33 |
+
"epoch": 1.99,
|
34 |
+
"eval_accuracy": 0.573,
|
35 |
+
"eval_f1": 0.3642720915448188,
|
36 |
+
"eval_loss": 0.6736124753952026,
|
37 |
+
"eval_runtime": 3.0497,
|
38 |
+
"eval_samples_per_second": 327.901,
|
39 |
+
"eval_steps_per_second": 40.988,
|
40 |
+
"step": 140
|
41 |
+
},
|
42 |
+
{
|
43 |
+
"epoch": 2.99,
|
44 |
+
"learning_rate": 9e-07,
|
45 |
+
"loss": 0.6713,
|
46 |
+
"step": 210
|
47 |
+
},
|
48 |
+
{
|
49 |
+
"epoch": 2.99,
|
50 |
+
"eval_accuracy": 0.587,
|
51 |
+
"eval_f1": 0.39928932873127865,
|
52 |
+
"eval_loss": 0.656767725944519,
|
53 |
+
"eval_runtime": 3.0012,
|
54 |
+
"eval_samples_per_second": 333.2,
|
55 |
+
"eval_steps_per_second": 41.65,
|
56 |
+
"step": 210
|
57 |
+
},
|
58 |
+
{
|
59 |
+
"epoch": 3.99,
|
60 |
+
"learning_rate": 8.666666666666667e-07,
|
61 |
+
"loss": 0.6468,
|
62 |
+
"step": 280
|
63 |
+
},
|
64 |
+
{
|
65 |
+
"epoch": 3.99,
|
66 |
+
"eval_accuracy": 0.7,
|
67 |
+
"eval_f1": 0.6707623826267894,
|
68 |
+
"eval_loss": 0.6210379600524902,
|
69 |
+
"eval_runtime": 3.0442,
|
70 |
+
"eval_samples_per_second": 328.492,
|
71 |
+
"eval_steps_per_second": 41.062,
|
72 |
+
"step": 280
|
73 |
+
},
|
74 |
+
{
|
75 |
+
"epoch": 4.99,
|
76 |
+
"learning_rate": 8.333333333333333e-07,
|
77 |
+
"loss": 0.6047,
|
78 |
+
"step": 350
|
79 |
+
},
|
80 |
+
{
|
81 |
+
"epoch": 4.99,
|
82 |
+
"eval_accuracy": 0.732,
|
83 |
+
"eval_f1": 0.7285955019767969,
|
84 |
+
"eval_loss": 0.5784569382667542,
|
85 |
+
"eval_runtime": 3.0658,
|
86 |
+
"eval_samples_per_second": 326.18,
|
87 |
+
"eval_steps_per_second": 40.773,
|
88 |
+
"step": 350
|
89 |
+
},
|
90 |
+
{
|
91 |
+
"epoch": 5.99,
|
92 |
+
"learning_rate": 8e-07,
|
93 |
+
"loss": 0.5648,
|
94 |
+
"step": 420
|
95 |
+
},
|
96 |
+
{
|
97 |
+
"epoch": 5.99,
|
98 |
+
"eval_accuracy": 0.733,
|
99 |
+
"eval_f1": 0.7318671386608421,
|
100 |
+
"eval_loss": 0.5537055730819702,
|
101 |
+
"eval_runtime": 3.061,
|
102 |
+
"eval_samples_per_second": 326.692,
|
103 |
+
"eval_steps_per_second": 40.836,
|
104 |
+
"step": 420
|
105 |
+
},
|
106 |
+
{
|
107 |
+
"epoch": 6.99,
|
108 |
+
"learning_rate": 7.666666666666667e-07,
|
109 |
+
"loss": 0.536,
|
110 |
+
"step": 490
|
111 |
+
},
|
112 |
+
{
|
113 |
+
"epoch": 6.99,
|
114 |
+
"eval_accuracy": 0.739,
|
115 |
+
"eval_f1": 0.7381492469031885,
|
116 |
+
"eval_loss": 0.5406165719032288,
|
117 |
+
"eval_runtime": 3.3555,
|
118 |
+
"eval_samples_per_second": 298.016,
|
119 |
+
"eval_steps_per_second": 37.252,
|
120 |
+
"step": 490
|
121 |
+
},
|
122 |
+
{
|
123 |
+
"epoch": 7.99,
|
124 |
+
"learning_rate": 7.333333333333332e-07,
|
125 |
+
"loss": 0.5175,
|
126 |
+
"step": 560
|
127 |
+
},
|
128 |
+
{
|
129 |
+
"epoch": 7.99,
|
130 |
+
"eval_accuracy": 0.744,
|
131 |
+
"eval_f1": 0.7430750702529104,
|
132 |
+
"eval_loss": 0.5307690501213074,
|
133 |
+
"eval_runtime": 3.1364,
|
134 |
+
"eval_samples_per_second": 318.842,
|
135 |
+
"eval_steps_per_second": 39.855,
|
136 |
+
"step": 560
|
137 |
+
},
|
138 |
+
{
|
139 |
+
"epoch": 8.99,
|
140 |
+
"learning_rate": 7e-07,
|
141 |
+
"loss": 0.5018,
|
142 |
+
"step": 630
|
143 |
+
},
|
144 |
+
{
|
145 |
+
"epoch": 8.99,
|
146 |
+
"eval_accuracy": 0.751,
|
147 |
+
"eval_f1": 0.7504007121097755,
|
148 |
+
"eval_loss": 0.5235322117805481,
|
149 |
+
"eval_runtime": 2.9996,
|
150 |
+
"eval_samples_per_second": 333.377,
|
151 |
+
"eval_steps_per_second": 41.672,
|
152 |
+
"step": 630
|
153 |
+
},
|
154 |
+
{
|
155 |
+
"epoch": 9.99,
|
156 |
+
"learning_rate": 6.666666666666666e-07,
|
157 |
+
"loss": 0.4874,
|
158 |
+
"step": 700
|
159 |
+
},
|
160 |
+
{
|
161 |
+
"epoch": 9.99,
|
162 |
+
"eval_accuracy": 0.749,
|
163 |
+
"eval_f1": 0.7478681802611924,
|
164 |
+
"eval_loss": 0.5145103931427002,
|
165 |
+
"eval_runtime": 3.1795,
|
166 |
+
"eval_samples_per_second": 314.515,
|
167 |
+
"eval_steps_per_second": 39.314,
|
168 |
+
"step": 700
|
169 |
+
},
|
170 |
+
{
|
171 |
+
"epoch": 10.99,
|
172 |
+
"learning_rate": 6.333333333333332e-07,
|
173 |
+
"loss": 0.4749,
|
174 |
+
"step": 770
|
175 |
+
},
|
176 |
+
{
|
177 |
+
"epoch": 10.99,
|
178 |
+
"eval_accuracy": 0.754,
|
179 |
+
"eval_f1": 0.7533330124657072,
|
180 |
+
"eval_loss": 0.510367751121521,
|
181 |
+
"eval_runtime": 3.0347,
|
182 |
+
"eval_samples_per_second": 329.518,
|
183 |
+
"eval_steps_per_second": 41.19,
|
184 |
+
"step": 770
|
185 |
+
},
|
186 |
+
{
|
187 |
+
"epoch": 11.99,
|
188 |
+
"learning_rate": 6e-07,
|
189 |
+
"loss": 0.4666,
|
190 |
+
"step": 840
|
191 |
+
},
|
192 |
+
{
|
193 |
+
"epoch": 11.99,
|
194 |
+
"eval_accuracy": 0.761,
|
195 |
+
"eval_f1": 0.760515042961998,
|
196 |
+
"eval_loss": 0.5052358508110046,
|
197 |
+
"eval_runtime": 3.0155,
|
198 |
+
"eval_samples_per_second": 331.615,
|
199 |
+
"eval_steps_per_second": 41.452,
|
200 |
+
"step": 840
|
201 |
+
},
|
202 |
+
{
|
203 |
+
"epoch": 12.99,
|
204 |
+
"learning_rate": 5.666666666666666e-07,
|
205 |
+
"loss": 0.456,
|
206 |
+
"step": 910
|
207 |
+
},
|
208 |
+
{
|
209 |
+
"epoch": 12.99,
|
210 |
+
"eval_accuracy": 0.761,
|
211 |
+
"eval_f1": 0.7604247798965316,
|
212 |
+
"eval_loss": 0.5017005205154419,
|
213 |
+
"eval_runtime": 2.9976,
|
214 |
+
"eval_samples_per_second": 333.599,
|
215 |
+
"eval_steps_per_second": 41.7,
|
216 |
+
"step": 910
|
217 |
+
},
|
218 |
+
{
|
219 |
+
"epoch": 13.99,
|
220 |
+
"learning_rate": 5.333333333333333e-07,
|
221 |
+
"loss": 0.4489,
|
222 |
+
"step": 980
|
223 |
+
},
|
224 |
+
{
|
225 |
+
"epoch": 13.99,
|
226 |
+
"eval_accuracy": 0.764,
|
227 |
+
"eval_f1": 0.7634995650797087,
|
228 |
+
"eval_loss": 0.49855634570121765,
|
229 |
+
"eval_runtime": 3.0658,
|
230 |
+
"eval_samples_per_second": 326.176,
|
231 |
+
"eval_steps_per_second": 40.772,
|
232 |
+
"step": 980
|
233 |
+
},
|
234 |
+
{
|
235 |
+
"epoch": 14.99,
|
236 |
+
"learning_rate": 5e-07,
|
237 |
+
"loss": 0.4375,
|
238 |
+
"step": 1050
|
239 |
+
},
|
240 |
+
{
|
241 |
+
"epoch": 14.99,
|
242 |
+
"eval_accuracy": 0.764,
|
243 |
+
"eval_f1": 0.7624798711755234,
|
244 |
+
"eval_loss": 0.49321362376213074,
|
245 |
+
"eval_runtime": 3.1634,
|
246 |
+
"eval_samples_per_second": 316.111,
|
247 |
+
"eval_steps_per_second": 39.514,
|
248 |
+
"step": 1050
|
249 |
+
},
|
250 |
+
{
|
251 |
+
"epoch": 15.99,
|
252 |
+
"learning_rate": 4.6666666666666666e-07,
|
253 |
+
"loss": 0.4319,
|
254 |
+
"step": 1120
|
255 |
+
},
|
256 |
+
{
|
257 |
+
"epoch": 15.99,
|
258 |
+
"eval_accuracy": 0.762,
|
259 |
+
"eval_f1": 0.7608280574816602,
|
260 |
+
"eval_loss": 0.4916852116584778,
|
261 |
+
"eval_runtime": 3.0371,
|
262 |
+
"eval_samples_per_second": 329.257,
|
263 |
+
"eval_steps_per_second": 41.157,
|
264 |
+
"step": 1120
|
265 |
+
},
|
266 |
+
{
|
267 |
+
"epoch": 16.99,
|
268 |
+
"learning_rate": 4.3333333333333335e-07,
|
269 |
+
"loss": 0.427,
|
270 |
+
"step": 1190
|
271 |
+
},
|
272 |
+
{
|
273 |
+
"epoch": 16.99,
|
274 |
+
"eval_accuracy": 0.77,
|
275 |
+
"eval_f1": 0.7693273585776123,
|
276 |
+
"eval_loss": 0.4917564392089844,
|
277 |
+
"eval_runtime": 3.011,
|
278 |
+
"eval_samples_per_second": 332.114,
|
279 |
+
"eval_steps_per_second": 41.514,
|
280 |
+
"step": 1190
|
281 |
+
},
|
282 |
+
{
|
283 |
+
"epoch": 17.99,
|
284 |
+
"learning_rate": 4e-07,
|
285 |
+
"loss": 0.4226,
|
286 |
+
"step": 1260
|
287 |
+
},
|
288 |
+
{
|
289 |
+
"epoch": 17.99,
|
290 |
+
"eval_accuracy": 0.772,
|
291 |
+
"eval_f1": 0.7711201859949647,
|
292 |
+
"eval_loss": 0.48886075615882874,
|
293 |
+
"eval_runtime": 2.9854,
|
294 |
+
"eval_samples_per_second": 334.968,
|
295 |
+
"eval_steps_per_second": 41.871,
|
296 |
+
"step": 1260
|
297 |
+
}
|
298 |
+
],
|
299 |
+
"max_steps": 2100,
|
300 |
+
"num_train_epochs": 30,
|
301 |
+
"total_flos": 1.598399661312e+16,
|
302 |
+
"trial_name": null,
|
303 |
+
"trial_params": null
|
304 |
+
}
|