dkhanal commited on
Commit
45d1672
·
verified ·
1 Parent(s): 2d72c9f

Upload 13 files

Browse files
added_tokens.json ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ {
2
+ "[MASK]": 128000
3
+ }
config.json ADDED
@@ -0,0 +1,45 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "architectures": [
3
+ "DebertaV2ForSequenceClassification"
4
+ ],
5
+ "attention_probs_dropout_prob": 0.1,
6
+ "hidden_act": "gelu",
7
+ "hidden_dropout_prob": 0.1,
8
+ "hidden_size": 768,
9
+ "id2label": {
10
+ "0": "issue",
11
+ "1": "symptom",
12
+ "2": "fix"
13
+ },
14
+ "initializer_range": 0.02,
15
+ "intermediate_size": 3072,
16
+ "label2id": {
17
+ "fix": 2,
18
+ "issue": 0,
19
+ "symptom": 1
20
+ },
21
+ "layer_norm_eps": 1e-07,
22
+ "legacy": true,
23
+ "max_position_embeddings": 512,
24
+ "max_relative_positions": -1,
25
+ "model_type": "deberta-v2",
26
+ "norm_rel_ebd": "layer_norm",
27
+ "num_attention_heads": 12,
28
+ "num_hidden_layers": 12,
29
+ "pad_token_id": 0,
30
+ "pooler_dropout": 0,
31
+ "pooler_hidden_act": "gelu",
32
+ "pooler_hidden_size": 768,
33
+ "pos_att_type": [
34
+ "p2c",
35
+ "c2p"
36
+ ],
37
+ "position_biased_input": false,
38
+ "position_buckets": 256,
39
+ "relative_attention": true,
40
+ "share_att_key": true,
41
+ "torch_dtype": "float32",
42
+ "transformers_version": "4.52.4",
43
+ "type_vocab_size": 0,
44
+ "vocab_size": 128100
45
+ }
model.safetensors ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:9ea662fd1fcee4780eb1474a79426adbc9a19d493fa3cb45f150633781fbef16
3
+ size 737722356
optimizer.pt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:def67e5504cb9af0aa70de181ade38f3e0455a22e48e2a98cd24fd84d5d325b8
3
+ size 1475565003
rng_state.pth ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:c7b11355dc0869a31f784b85283fd78024a689960d240e4100873bfbb41919ed
3
+ size 14645
scaler.pt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:5bbeb17cae9279bcd1516d9870f8465924185888f2efcdfe87cef2478365ff6c
3
+ size 1383
scheduler.pt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:2759d85db0ab211dcd810d2d36191a9ec639a3802f52d4b57d750289e7b2687d
3
+ size 1465
special_tokens_map.json ADDED
@@ -0,0 +1,15 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "bos_token": "[CLS]",
3
+ "cls_token": "[CLS]",
4
+ "eos_token": "[SEP]",
5
+ "mask_token": "[MASK]",
6
+ "pad_token": "[PAD]",
7
+ "sep_token": "[SEP]",
8
+ "unk_token": {
9
+ "content": "[UNK]",
10
+ "lstrip": false,
11
+ "normalized": true,
12
+ "rstrip": false,
13
+ "single_word": false
14
+ }
15
+ }
spm.model ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:c679fbf93643d19aab7ee10c0b99e460bdbc02fedf34b92b05af343b4af586fd
3
+ size 2464616
tokenizer.json ADDED
The diff for this file is too large to render. See raw diff
 
tokenizer_config.json ADDED
@@ -0,0 +1,59 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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": "[CLS]",
13
+ "lstrip": false,
14
+ "normalized": false,
15
+ "rstrip": false,
16
+ "single_word": false,
17
+ "special": true
18
+ },
19
+ "2": {
20
+ "content": "[SEP]",
21
+ "lstrip": false,
22
+ "normalized": false,
23
+ "rstrip": false,
24
+ "single_word": false,
25
+ "special": true
26
+ },
27
+ "3": {
28
+ "content": "[UNK]",
29
+ "lstrip": false,
30
+ "normalized": true,
31
+ "rstrip": false,
32
+ "single_word": false,
33
+ "special": true
34
+ },
35
+ "128000": {
36
+ "content": "[MASK]",
37
+ "lstrip": false,
38
+ "normalized": false,
39
+ "rstrip": false,
40
+ "single_word": false,
41
+ "special": true
42
+ }
43
+ },
44
+ "bos_token": "[CLS]",
45
+ "clean_up_tokenization_spaces": false,
46
+ "cls_token": "[CLS]",
47
+ "do_lower_case": false,
48
+ "eos_token": "[SEP]",
49
+ "extra_special_tokens": {},
50
+ "mask_token": "[MASK]",
51
+ "model_max_length": 1000000000000000019884624838656,
52
+ "pad_token": "[PAD]",
53
+ "sep_token": "[SEP]",
54
+ "sp_model_kwargs": {},
55
+ "split_by_punct": false,
56
+ "tokenizer_class": "DebertaV2Tokenizer",
57
+ "unk_token": "[UNK]",
58
+ "vocab_type": "spm"
59
+ }
trainer_state.json ADDED
@@ -0,0 +1,1483 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "best_global_step": 2667,
3
+ "best_metric": 0.8418311044589408,
4
+ "best_model_checkpoint": "3class_classification_results/run_20250610_161638/checkpoints/checkpoint-2667",
5
+ "epoch": 10.0,
6
+ "eval_steps": 500,
7
+ "global_step": 8890,
8
+ "is_hyper_param_search": false,
9
+ "is_local_process_zero": true,
10
+ "is_world_process_zero": true,
11
+ "log_history": [
12
+ {
13
+ "epoch": 0.056274620146314014,
14
+ "grad_norm": 1.2899854183197021,
15
+ "learning_rate": 1.1023622047244096e-06,
16
+ "loss": 1.1147,
17
+ "step": 50
18
+ },
19
+ {
20
+ "epoch": 0.11254924029262803,
21
+ "grad_norm": 2.2132718563079834,
22
+ "learning_rate": 2.227221597300338e-06,
23
+ "loss": 1.0842,
24
+ "step": 100
25
+ },
26
+ {
27
+ "epoch": 0.16882386043894204,
28
+ "grad_norm": 2.2031383514404297,
29
+ "learning_rate": 3.3520809898762658e-06,
30
+ "loss": 0.9439,
31
+ "step": 150
32
+ },
33
+ {
34
+ "epoch": 0.22509848058525606,
35
+ "grad_norm": 2.492532730102539,
36
+ "learning_rate": 4.476940382452194e-06,
37
+ "loss": 0.7497,
38
+ "step": 200
39
+ },
40
+ {
41
+ "epoch": 0.28137310073157007,
42
+ "grad_norm": 5.415732383728027,
43
+ "learning_rate": 5.6017997750281215e-06,
44
+ "loss": 0.5953,
45
+ "step": 250
46
+ },
47
+ {
48
+ "epoch": 0.3376477208778841,
49
+ "grad_norm": 3.040374755859375,
50
+ "learning_rate": 6.726659167604051e-06,
51
+ "loss": 0.47,
52
+ "step": 300
53
+ },
54
+ {
55
+ "epoch": 0.3939223410241981,
56
+ "grad_norm": 2.420459747314453,
57
+ "learning_rate": 7.851518560179978e-06,
58
+ "loss": 0.4128,
59
+ "step": 350
60
+ },
61
+ {
62
+ "epoch": 0.4501969611705121,
63
+ "grad_norm": 2.526780128479004,
64
+ "learning_rate": 8.976377952755906e-06,
65
+ "loss": 0.3899,
66
+ "step": 400
67
+ },
68
+ {
69
+ "epoch": 0.5064715813168261,
70
+ "grad_norm": 6.837190628051758,
71
+ "learning_rate": 1.0101237345331833e-05,
72
+ "loss": 0.4092,
73
+ "step": 450
74
+ },
75
+ {
76
+ "epoch": 0.5627462014631401,
77
+ "grad_norm": 2.692833185195923,
78
+ "learning_rate": 1.1226096737907763e-05,
79
+ "loss": 0.3887,
80
+ "step": 500
81
+ },
82
+ {
83
+ "epoch": 0.6190208216094542,
84
+ "grad_norm": 1.8825379610061646,
85
+ "learning_rate": 1.2350956130483691e-05,
86
+ "loss": 0.3891,
87
+ "step": 550
88
+ },
89
+ {
90
+ "epoch": 0.6752954417557682,
91
+ "grad_norm": 3.277323007583618,
92
+ "learning_rate": 1.3453318335208101e-05,
93
+ "loss": 0.3878,
94
+ "step": 600
95
+ },
96
+ {
97
+ "epoch": 0.7315700619020822,
98
+ "grad_norm": 2.1386890411376953,
99
+ "learning_rate": 1.4578177727784028e-05,
100
+ "loss": 0.3823,
101
+ "step": 650
102
+ },
103
+ {
104
+ "epoch": 0.7878446820483962,
105
+ "grad_norm": 5.464720249176025,
106
+ "learning_rate": 1.5703037120359956e-05,
107
+ "loss": 0.3854,
108
+ "step": 700
109
+ },
110
+ {
111
+ "epoch": 0.8441193021947102,
112
+ "grad_norm": 2.195767402648926,
113
+ "learning_rate": 1.6827896512935883e-05,
114
+ "loss": 0.383,
115
+ "step": 750
116
+ },
117
+ {
118
+ "epoch": 0.9003939223410242,
119
+ "grad_norm": 3.1674859523773193,
120
+ "learning_rate": 1.7952755905511813e-05,
121
+ "loss": 0.3622,
122
+ "step": 800
123
+ },
124
+ {
125
+ "epoch": 0.9566685424873382,
126
+ "grad_norm": 2.137552499771118,
127
+ "learning_rate": 1.9077615298087743e-05,
128
+ "loss": 0.3679,
129
+ "step": 850
130
+ },
131
+ {
132
+ "epoch": 1.0,
133
+ "eval_accuracy": 0.8270935960591133,
134
+ "eval_f1_fix": 0.9979395604395604,
135
+ "eval_f1_issue": 0.8027574563871693,
136
+ "eval_f1_symptom": 0.77491961414791,
137
+ "eval_f1_weighted": 0.8262810094793769,
138
+ "eval_loss": 0.3870583176612854,
139
+ "eval_precision_fix": 0.9965706447187929,
140
+ "eval_precision_issue": 0.7557615894039735,
141
+ "eval_precision_symptom": 0.8347765846899896,
142
+ "eval_precision_weighted": 0.8313149571029931,
143
+ "eval_recall_fix": 0.9993122420907841,
144
+ "eval_recall_issue": 0.855985598559856,
145
+ "eval_recall_symptom": 0.723072307230723,
146
+ "eval_recall_weighted": 0.8270935960591133,
147
+ "eval_runtime": 50.1716,
148
+ "eval_samples_per_second": 161.845,
149
+ "eval_steps_per_second": 2.531,
150
+ "step": 889
151
+ },
152
+ {
153
+ "epoch": 1.012380416432189,
154
+ "grad_norm": 2.139568567276001,
155
+ "learning_rate": 1.9977502812148483e-05,
156
+ "loss": 0.3606,
157
+ "step": 900
158
+ },
159
+ {
160
+ "epoch": 1.068655036578503,
161
+ "grad_norm": 1.6121031045913696,
162
+ "learning_rate": 1.9852518435195604e-05,
163
+ "loss": 0.3454,
164
+ "step": 950
165
+ },
166
+ {
167
+ "epoch": 1.124929656724817,
168
+ "grad_norm": 2.136821985244751,
169
+ "learning_rate": 1.972753405824272e-05,
170
+ "loss": 0.3622,
171
+ "step": 1000
172
+ },
173
+ {
174
+ "epoch": 1.181204276871131,
175
+ "grad_norm": 2.97175669670105,
176
+ "learning_rate": 1.960254968128984e-05,
177
+ "loss": 0.3678,
178
+ "step": 1050
179
+ },
180
+ {
181
+ "epoch": 1.237478897017445,
182
+ "grad_norm": 2.862729549407959,
183
+ "learning_rate": 1.947756530433696e-05,
184
+ "loss": 0.3742,
185
+ "step": 1100
186
+ },
187
+ {
188
+ "epoch": 1.293753517163759,
189
+ "grad_norm": 1.6733105182647705,
190
+ "learning_rate": 1.935258092738408e-05,
191
+ "loss": 0.3575,
192
+ "step": 1150
193
+ },
194
+ {
195
+ "epoch": 1.350028137310073,
196
+ "grad_norm": 2.2922866344451904,
197
+ "learning_rate": 1.92275965504312e-05,
198
+ "loss": 0.3593,
199
+ "step": 1200
200
+ },
201
+ {
202
+ "epoch": 1.406302757456387,
203
+ "grad_norm": 1.7616901397705078,
204
+ "learning_rate": 1.9102612173478316e-05,
205
+ "loss": 0.371,
206
+ "step": 1250
207
+ },
208
+ {
209
+ "epoch": 1.4625773776027011,
210
+ "grad_norm": 3.089038610458374,
211
+ "learning_rate": 1.8977627796525436e-05,
212
+ "loss": 0.3577,
213
+ "step": 1300
214
+ },
215
+ {
216
+ "epoch": 1.5188519977490151,
217
+ "grad_norm": 2.3721745014190674,
218
+ "learning_rate": 1.8852643419572557e-05,
219
+ "loss": 0.3542,
220
+ "step": 1350
221
+ },
222
+ {
223
+ "epoch": 1.5751266178953292,
224
+ "grad_norm": 4.346639156341553,
225
+ "learning_rate": 1.8727659042619674e-05,
226
+ "loss": 0.3562,
227
+ "step": 1400
228
+ },
229
+ {
230
+ "epoch": 1.6314012380416432,
231
+ "grad_norm": 1.6947968006134033,
232
+ "learning_rate": 1.8602674665666794e-05,
233
+ "loss": 0.344,
234
+ "step": 1450
235
+ },
236
+ {
237
+ "epoch": 1.6876758581879572,
238
+ "grad_norm": 3.7869679927825928,
239
+ "learning_rate": 1.847769028871391e-05,
240
+ "loss": 0.3459,
241
+ "step": 1500
242
+ },
243
+ {
244
+ "epoch": 1.7439504783342712,
245
+ "grad_norm": 3.708456039428711,
246
+ "learning_rate": 1.835270591176103e-05,
247
+ "loss": 0.3502,
248
+ "step": 1550
249
+ },
250
+ {
251
+ "epoch": 1.8002250984805852,
252
+ "grad_norm": 1.927826166152954,
253
+ "learning_rate": 1.8227721534808152e-05,
254
+ "loss": 0.343,
255
+ "step": 1600
256
+ },
257
+ {
258
+ "epoch": 1.8564997186268992,
259
+ "grad_norm": 3.222015142440796,
260
+ "learning_rate": 1.810273715785527e-05,
261
+ "loss": 0.3358,
262
+ "step": 1650
263
+ },
264
+ {
265
+ "epoch": 1.9127743387732132,
266
+ "grad_norm": 2.057603597640991,
267
+ "learning_rate": 1.797775278090239e-05,
268
+ "loss": 0.3532,
269
+ "step": 1700
270
+ },
271
+ {
272
+ "epoch": 1.9690489589195272,
273
+ "grad_norm": 3.3761789798736572,
274
+ "learning_rate": 1.7852768403949506e-05,
275
+ "loss": 0.3392,
276
+ "step": 1750
277
+ },
278
+ {
279
+ "epoch": 2.0,
280
+ "eval_accuracy": 0.8397783251231528,
281
+ "eval_f1_fix": 0.9979395604395604,
282
+ "eval_f1_issue": 0.7946936197094125,
283
+ "eval_f1_symptom": 0.8147512864493996,
284
+ "eval_f1_weighted": 0.839320688806212,
285
+ "eval_loss": 0.3833693265914917,
286
+ "eval_precision_fix": 0.9965706447187929,
287
+ "eval_precision_issue": 0.8389463154384795,
288
+ "eval_precision_symptom": 0.778050778050778,
289
+ "eval_precision_weighted": 0.8421754963079828,
290
+ "eval_recall_fix": 0.9993122420907841,
291
+ "eval_recall_issue": 0.7548754875487549,
292
+ "eval_recall_symptom": 0.8550855085508551,
293
+ "eval_recall_weighted": 0.8397783251231528,
294
+ "eval_runtime": 51.072,
295
+ "eval_samples_per_second": 158.991,
296
+ "eval_steps_per_second": 2.487,
297
+ "step": 1778
298
+ },
299
+ {
300
+ "epoch": 2.024760832864378,
301
+ "grad_norm": 1.9975008964538574,
302
+ "learning_rate": 1.7727784026996627e-05,
303
+ "loss": 0.3269,
304
+ "step": 1800
305
+ },
306
+ {
307
+ "epoch": 2.081035453010692,
308
+ "grad_norm": 1.5703338384628296,
309
+ "learning_rate": 1.7602799650043747e-05,
310
+ "loss": 0.3253,
311
+ "step": 1850
312
+ },
313
+ {
314
+ "epoch": 2.137310073157006,
315
+ "grad_norm": 1.7055504322052002,
316
+ "learning_rate": 1.7477815273090864e-05,
317
+ "loss": 0.3076,
318
+ "step": 1900
319
+ },
320
+ {
321
+ "epoch": 2.19358469330332,
322
+ "grad_norm": 2.055391550064087,
323
+ "learning_rate": 1.7352830896137985e-05,
324
+ "loss": 0.3175,
325
+ "step": 1950
326
+ },
327
+ {
328
+ "epoch": 2.249859313449634,
329
+ "grad_norm": 2.3307132720947266,
330
+ "learning_rate": 1.72278465191851e-05,
331
+ "loss": 0.3166,
332
+ "step": 2000
333
+ },
334
+ {
335
+ "epoch": 2.306133933595948,
336
+ "grad_norm": 1.9831819534301758,
337
+ "learning_rate": 1.7102862142232222e-05,
338
+ "loss": 0.3272,
339
+ "step": 2050
340
+ },
341
+ {
342
+ "epoch": 2.362408553742262,
343
+ "grad_norm": 2.037224292755127,
344
+ "learning_rate": 1.6977877765279342e-05,
345
+ "loss": 0.3217,
346
+ "step": 2100
347
+ },
348
+ {
349
+ "epoch": 2.418683173888576,
350
+ "grad_norm": 2.2483575344085693,
351
+ "learning_rate": 1.6852893388326463e-05,
352
+ "loss": 0.3483,
353
+ "step": 2150
354
+ },
355
+ {
356
+ "epoch": 2.47495779403489,
357
+ "grad_norm": 2.124046564102173,
358
+ "learning_rate": 1.672790901137358e-05,
359
+ "loss": 0.3032,
360
+ "step": 2200
361
+ },
362
+ {
363
+ "epoch": 2.531232414181204,
364
+ "grad_norm": 2.424370288848877,
365
+ "learning_rate": 1.6602924634420697e-05,
366
+ "loss": 0.3173,
367
+ "step": 2250
368
+ },
369
+ {
370
+ "epoch": 2.587507034327518,
371
+ "grad_norm": 3.231492757797241,
372
+ "learning_rate": 1.6477940257467817e-05,
373
+ "loss": 0.3346,
374
+ "step": 2300
375
+ },
376
+ {
377
+ "epoch": 2.643781654473832,
378
+ "grad_norm": 1.850974440574646,
379
+ "learning_rate": 1.6355455568053996e-05,
380
+ "loss": 0.3341,
381
+ "step": 2350
382
+ },
383
+ {
384
+ "epoch": 2.700056274620146,
385
+ "grad_norm": 2.1213784217834473,
386
+ "learning_rate": 1.6230471191101113e-05,
387
+ "loss": 0.3137,
388
+ "step": 2400
389
+ },
390
+ {
391
+ "epoch": 2.75633089476646,
392
+ "grad_norm": 1.9203131198883057,
393
+ "learning_rate": 1.6105486814148233e-05,
394
+ "loss": 0.3434,
395
+ "step": 2450
396
+ },
397
+ {
398
+ "epoch": 2.812605514912774,
399
+ "grad_norm": 2.571561336517334,
400
+ "learning_rate": 1.598050243719535e-05,
401
+ "loss": 0.311,
402
+ "step": 2500
403
+ },
404
+ {
405
+ "epoch": 2.8688801350590882,
406
+ "grad_norm": 1.646263837814331,
407
+ "learning_rate": 1.585551806024247e-05,
408
+ "loss": 0.3265,
409
+ "step": 2550
410
+ },
411
+ {
412
+ "epoch": 2.9251547552054022,
413
+ "grad_norm": 3.992446184158325,
414
+ "learning_rate": 1.573053368328959e-05,
415
+ "loss": 0.3231,
416
+ "step": 2600
417
+ },
418
+ {
419
+ "epoch": 2.9814293753517163,
420
+ "grad_norm": 3.225480794906616,
421
+ "learning_rate": 1.5605549306336708e-05,
422
+ "loss": 0.3164,
423
+ "step": 2650
424
+ },
425
+ {
426
+ "epoch": 3.0,
427
+ "eval_accuracy": 0.8419950738916256,
428
+ "eval_f1_fix": 0.998282377189969,
429
+ "eval_f1_issue": 0.8020994133991973,
430
+ "eval_f1_symptom": 0.8133119252663845,
431
+ "eval_f1_weighted": 0.8418311044589408,
432
+ "eval_loss": 0.3592279255390167,
433
+ "eval_precision_fix": 0.997254632807138,
434
+ "eval_precision_issue": 0.8260731319554849,
435
+ "eval_precision_symptom": 0.7919272313814667,
436
+ "eval_precision_weighted": 0.8427097841260638,
437
+ "eval_recall_fix": 0.9993122420907841,
438
+ "eval_recall_issue": 0.7794779477947795,
439
+ "eval_recall_symptom": 0.8358835883588359,
440
+ "eval_recall_weighted": 0.8419950738916256,
441
+ "eval_runtime": 51.3031,
442
+ "eval_samples_per_second": 158.275,
443
+ "eval_steps_per_second": 2.475,
444
+ "step": 2667
445
+ },
446
+ {
447
+ "epoch": 3.037141249296567,
448
+ "grad_norm": 2.5545248985290527,
449
+ "learning_rate": 1.548056492938383e-05,
450
+ "loss": 0.3147,
451
+ "step": 2700
452
+ },
453
+ {
454
+ "epoch": 3.093415869442881,
455
+ "grad_norm": 1.628539800643921,
456
+ "learning_rate": 1.5355580552430946e-05,
457
+ "loss": 0.2979,
458
+ "step": 2750
459
+ },
460
+ {
461
+ "epoch": 3.1496904895891955,
462
+ "grad_norm": 1.9369264841079712,
463
+ "learning_rate": 1.5230596175478068e-05,
464
+ "loss": 0.2869,
465
+ "step": 2800
466
+ },
467
+ {
468
+ "epoch": 3.205965109735509,
469
+ "grad_norm": 2.5903725624084473,
470
+ "learning_rate": 1.5105611798525186e-05,
471
+ "loss": 0.272,
472
+ "step": 2850
473
+ },
474
+ {
475
+ "epoch": 3.2622397298818235,
476
+ "grad_norm": 2.560624361038208,
477
+ "learning_rate": 1.4980627421572305e-05,
478
+ "loss": 0.2914,
479
+ "step": 2900
480
+ },
481
+ {
482
+ "epoch": 3.3185143500281375,
483
+ "grad_norm": 3.008889675140381,
484
+ "learning_rate": 1.4855643044619424e-05,
485
+ "loss": 0.2858,
486
+ "step": 2950
487
+ },
488
+ {
489
+ "epoch": 3.3747889701744516,
490
+ "grad_norm": 2.466245651245117,
491
+ "learning_rate": 1.4730658667666542e-05,
492
+ "loss": 0.3021,
493
+ "step": 3000
494
+ },
495
+ {
496
+ "epoch": 3.4310635903207656,
497
+ "grad_norm": 2.1926143169403076,
498
+ "learning_rate": 1.4605674290713663e-05,
499
+ "loss": 0.2961,
500
+ "step": 3050
501
+ },
502
+ {
503
+ "epoch": 3.4873382104670796,
504
+ "grad_norm": 2.4998419284820557,
505
+ "learning_rate": 1.4480689913760782e-05,
506
+ "loss": 0.2851,
507
+ "step": 3100
508
+ },
509
+ {
510
+ "epoch": 3.5436128306133936,
511
+ "grad_norm": 2.801224946975708,
512
+ "learning_rate": 1.43557055368079e-05,
513
+ "loss": 0.3003,
514
+ "step": 3150
515
+ },
516
+ {
517
+ "epoch": 3.5998874507597076,
518
+ "grad_norm": 1.9596877098083496,
519
+ "learning_rate": 1.4230721159855019e-05,
520
+ "loss": 0.3019,
521
+ "step": 3200
522
+ },
523
+ {
524
+ "epoch": 3.6561620709060216,
525
+ "grad_norm": 1.780312418937683,
526
+ "learning_rate": 1.4105736782902138e-05,
527
+ "loss": 0.2962,
528
+ "step": 3250
529
+ },
530
+ {
531
+ "epoch": 3.7124366910523356,
532
+ "grad_norm": 3.569025754928589,
533
+ "learning_rate": 1.3980752405949258e-05,
534
+ "loss": 0.2923,
535
+ "step": 3300
536
+ },
537
+ {
538
+ "epoch": 3.7687113111986497,
539
+ "grad_norm": 2.3551599979400635,
540
+ "learning_rate": 1.3855768028996377e-05,
541
+ "loss": 0.3113,
542
+ "step": 3350
543
+ },
544
+ {
545
+ "epoch": 3.8249859313449637,
546
+ "grad_norm": 1.77907133102417,
547
+ "learning_rate": 1.3730783652043495e-05,
548
+ "loss": 0.3056,
549
+ "step": 3400
550
+ },
551
+ {
552
+ "epoch": 3.8812605514912777,
553
+ "grad_norm": 4.4045610427856445,
554
+ "learning_rate": 1.3605799275090614e-05,
555
+ "loss": 0.2942,
556
+ "step": 3450
557
+ },
558
+ {
559
+ "epoch": 3.9375351716375917,
560
+ "grad_norm": 1.8489115238189697,
561
+ "learning_rate": 1.3480814898137733e-05,
562
+ "loss": 0.3136,
563
+ "step": 3500
564
+ },
565
+ {
566
+ "epoch": 3.9938097917839057,
567
+ "grad_norm": 1.9342581033706665,
568
+ "learning_rate": 1.3355830521184853e-05,
569
+ "loss": 0.3061,
570
+ "step": 3550
571
+ },
572
+ {
573
+ "epoch": 4.0,
574
+ "eval_accuracy": 0.84064039408867,
575
+ "eval_f1_fix": 0.998282377189969,
576
+ "eval_f1_issue": 0.7974306752310826,
577
+ "eval_f1_symptom": 0.8142816009213936,
578
+ "eval_f1_weighted": 0.8403127577401992,
579
+ "eval_loss": 0.3966975510120392,
580
+ "eval_precision_fix": 0.997254632807138,
581
+ "eval_precision_issue": 0.8344262295081967,
582
+ "eval_precision_symptom": 0.782729034043731,
583
+ "eval_precision_weighted": 0.8423628977241568,
584
+ "eval_recall_fix": 0.9993122420907841,
585
+ "eval_recall_issue": 0.7635763576357636,
586
+ "eval_recall_symptom": 0.8484848484848485,
587
+ "eval_recall_weighted": 0.84064039408867,
588
+ "eval_runtime": 50.3322,
589
+ "eval_samples_per_second": 161.328,
590
+ "eval_steps_per_second": 2.523,
591
+ "step": 3556
592
+ },
593
+ {
594
+ "epoch": 4.049521665728756,
595
+ "grad_norm": 2.619023084640503,
596
+ "learning_rate": 1.3230846144231972e-05,
597
+ "loss": 0.2784,
598
+ "step": 3600
599
+ },
600
+ {
601
+ "epoch": 4.10579628587507,
602
+ "grad_norm": 2.1567516326904297,
603
+ "learning_rate": 1.310586176727909e-05,
604
+ "loss": 0.2836,
605
+ "step": 3650
606
+ },
607
+ {
608
+ "epoch": 4.162070906021384,
609
+ "grad_norm": 1.734316110610962,
610
+ "learning_rate": 1.298087739032621e-05,
611
+ "loss": 0.2725,
612
+ "step": 3700
613
+ },
614
+ {
615
+ "epoch": 4.218345526167698,
616
+ "grad_norm": 2.4064743518829346,
617
+ "learning_rate": 1.2855893013373328e-05,
618
+ "loss": 0.2674,
619
+ "step": 3750
620
+ },
621
+ {
622
+ "epoch": 4.274620146314012,
623
+ "grad_norm": 4.878196716308594,
624
+ "learning_rate": 1.2730908636420448e-05,
625
+ "loss": 0.2614,
626
+ "step": 3800
627
+ },
628
+ {
629
+ "epoch": 4.330894766460326,
630
+ "grad_norm": 3.776557683944702,
631
+ "learning_rate": 1.2605924259467567e-05,
632
+ "loss": 0.2759,
633
+ "step": 3850
634
+ },
635
+ {
636
+ "epoch": 4.38716938660664,
637
+ "grad_norm": 2.9769930839538574,
638
+ "learning_rate": 1.2480939882514686e-05,
639
+ "loss": 0.27,
640
+ "step": 3900
641
+ },
642
+ {
643
+ "epoch": 4.443444006752954,
644
+ "grad_norm": 2.369786500930786,
645
+ "learning_rate": 1.2355955505561805e-05,
646
+ "loss": 0.2661,
647
+ "step": 3950
648
+ },
649
+ {
650
+ "epoch": 4.499718626899268,
651
+ "grad_norm": 3.501908540725708,
652
+ "learning_rate": 1.2230971128608923e-05,
653
+ "loss": 0.2756,
654
+ "step": 4000
655
+ },
656
+ {
657
+ "epoch": 4.555993247045582,
658
+ "grad_norm": 3.2472310066223145,
659
+ "learning_rate": 1.2105986751656045e-05,
660
+ "loss": 0.2638,
661
+ "step": 4050
662
+ },
663
+ {
664
+ "epoch": 4.612267867191896,
665
+ "grad_norm": 1.875646710395813,
666
+ "learning_rate": 1.1981002374703164e-05,
667
+ "loss": 0.2455,
668
+ "step": 4100
669
+ },
670
+ {
671
+ "epoch": 4.66854248733821,
672
+ "grad_norm": 2.917334794998169,
673
+ "learning_rate": 1.1856017997750283e-05,
674
+ "loss": 0.2608,
675
+ "step": 4150
676
+ },
677
+ {
678
+ "epoch": 4.724817107484524,
679
+ "grad_norm": 2.597090482711792,
680
+ "learning_rate": 1.1731033620797401e-05,
681
+ "loss": 0.2565,
682
+ "step": 4200
683
+ },
684
+ {
685
+ "epoch": 4.781091727630838,
686
+ "grad_norm": 2.790834903717041,
687
+ "learning_rate": 1.160604924384452e-05,
688
+ "loss": 0.2724,
689
+ "step": 4250
690
+ },
691
+ {
692
+ "epoch": 4.837366347777152,
693
+ "grad_norm": 2.6425554752349854,
694
+ "learning_rate": 1.148106486689164e-05,
695
+ "loss": 0.2826,
696
+ "step": 4300
697
+ },
698
+ {
699
+ "epoch": 4.893640967923466,
700
+ "grad_norm": 2.039649486541748,
701
+ "learning_rate": 1.135608048993876e-05,
702
+ "loss": 0.2584,
703
+ "step": 4350
704
+ },
705
+ {
706
+ "epoch": 4.94991558806978,
707
+ "grad_norm": 3.3404409885406494,
708
+ "learning_rate": 1.1231096112985878e-05,
709
+ "loss": 0.2704,
710
+ "step": 4400
711
+ },
712
+ {
713
+ "epoch": 5.0,
714
+ "eval_accuracy": 0.8385467980295567,
715
+ "eval_f1_fix": 0.9986254295532646,
716
+ "eval_f1_issue": 0.7967101179391682,
717
+ "eval_f1_symptom": 0.8100493755445832,
718
+ "eval_f1_weighted": 0.8383412273832256,
719
+ "eval_loss": 0.3984265625476837,
720
+ "eval_precision_fix": 0.9979395604395604,
721
+ "eval_precision_issue": 0.825136612021858,
722
+ "eval_precision_symptom": 0.7849704475091472,
723
+ "eval_precision_weighted": 0.839592481563542,
724
+ "eval_recall_fix": 0.9993122420907841,
725
+ "eval_recall_issue": 0.7701770177017702,
726
+ "eval_recall_symptom": 0.8367836783678367,
727
+ "eval_recall_weighted": 0.8385467980295567,
728
+ "eval_runtime": 103.4526,
729
+ "eval_samples_per_second": 78.49,
730
+ "eval_steps_per_second": 1.228,
731
+ "step": 4445
732
+ },
733
+ {
734
+ "epoch": 5.0056274620146315,
735
+ "grad_norm": 1.412779688835144,
736
+ "learning_rate": 1.1106111736032997e-05,
737
+ "loss": 0.2558,
738
+ "step": 4450
739
+ },
740
+ {
741
+ "epoch": 5.0619020821609455,
742
+ "grad_norm": 3.5638949871063232,
743
+ "learning_rate": 1.0981127359080115e-05,
744
+ "loss": 0.2201,
745
+ "step": 4500
746
+ },
747
+ {
748
+ "epoch": 5.1181767023072595,
749
+ "grad_norm": 2.8439533710479736,
750
+ "learning_rate": 1.0856142982127236e-05,
751
+ "loss": 0.2406,
752
+ "step": 4550
753
+ },
754
+ {
755
+ "epoch": 5.1744513224535735,
756
+ "grad_norm": 3.5135629177093506,
757
+ "learning_rate": 1.0731158605174354e-05,
758
+ "loss": 0.2282,
759
+ "step": 4600
760
+ },
761
+ {
762
+ "epoch": 5.2307259425998875,
763
+ "grad_norm": 3.6669528484344482,
764
+ "learning_rate": 1.0606174228221473e-05,
765
+ "loss": 0.2266,
766
+ "step": 4650
767
+ },
768
+ {
769
+ "epoch": 5.287000562746202,
770
+ "grad_norm": 3.3074584007263184,
771
+ "learning_rate": 1.0481189851268592e-05,
772
+ "loss": 0.2635,
773
+ "step": 4700
774
+ },
775
+ {
776
+ "epoch": 5.343275182892516,
777
+ "grad_norm": 2.5459887981414795,
778
+ "learning_rate": 1.035620547431571e-05,
779
+ "loss": 0.2471,
780
+ "step": 4750
781
+ },
782
+ {
783
+ "epoch": 5.39954980303883,
784
+ "grad_norm": 3.6159589290618896,
785
+ "learning_rate": 1.0231221097362831e-05,
786
+ "loss": 0.2443,
787
+ "step": 4800
788
+ },
789
+ {
790
+ "epoch": 5.455824423185144,
791
+ "grad_norm": 4.78350830078125,
792
+ "learning_rate": 1.010623672040995e-05,
793
+ "loss": 0.2465,
794
+ "step": 4850
795
+ },
796
+ {
797
+ "epoch": 5.512099043331458,
798
+ "grad_norm": 3.147178888320923,
799
+ "learning_rate": 9.981252343457068e-06,
800
+ "loss": 0.2523,
801
+ "step": 4900
802
+ },
803
+ {
804
+ "epoch": 5.568373663477772,
805
+ "grad_norm": 3.182088613510132,
806
+ "learning_rate": 9.856267966504189e-06,
807
+ "loss": 0.2382,
808
+ "step": 4950
809
+ },
810
+ {
811
+ "epoch": 5.624648283624086,
812
+ "grad_norm": 4.077524662017822,
813
+ "learning_rate": 9.733783277090364e-06,
814
+ "loss": 0.2342,
815
+ "step": 5000
816
+ },
817
+ {
818
+ "epoch": 5.6809229037704,
819
+ "grad_norm": 4.5491509437561035,
820
+ "learning_rate": 9.608798900137485e-06,
821
+ "loss": 0.2438,
822
+ "step": 5050
823
+ },
824
+ {
825
+ "epoch": 5.737197523916714,
826
+ "grad_norm": 3.9461286067962646,
827
+ "learning_rate": 9.483814523184603e-06,
828
+ "loss": 0.2294,
829
+ "step": 5100
830
+ },
831
+ {
832
+ "epoch": 5.793472144063028,
833
+ "grad_norm": 2.644874095916748,
834
+ "learning_rate": 9.358830146231722e-06,
835
+ "loss": 0.2431,
836
+ "step": 5150
837
+ },
838
+ {
839
+ "epoch": 5.849746764209342,
840
+ "grad_norm": 3.191740036010742,
841
+ "learning_rate": 9.23384576927884e-06,
842
+ "loss": 0.2455,
843
+ "step": 5200
844
+ },
845
+ {
846
+ "epoch": 5.906021384355656,
847
+ "grad_norm": 2.2712607383728027,
848
+ "learning_rate": 9.10886139232596e-06,
849
+ "loss": 0.2407,
850
+ "step": 5250
851
+ },
852
+ {
853
+ "epoch": 5.96229600450197,
854
+ "grad_norm": 2.775583505630493,
855
+ "learning_rate": 8.98387701537308e-06,
856
+ "loss": 0.2551,
857
+ "step": 5300
858
+ },
859
+ {
860
+ "epoch": 6.0,
861
+ "eval_accuracy": 0.8370689655172414,
862
+ "eval_f1_fix": 0.9979395604395604,
863
+ "eval_f1_issue": 0.8008436275986743,
864
+ "eval_f1_symptom": 0.8029895366218236,
865
+ "eval_f1_weighted": 0.8370172484268523,
866
+ "eval_loss": 0.4547211527824402,
867
+ "eval_precision_fix": 0.9965706447187929,
868
+ "eval_precision_issue": 0.8042360060514372,
869
+ "eval_precision_symptom": 0.8001191540065534,
870
+ "eval_precision_weighted": 0.8369863874254196,
871
+ "eval_recall_fix": 0.9993122420907841,
872
+ "eval_recall_issue": 0.7974797479747975,
873
+ "eval_recall_symptom": 0.8058805880588059,
874
+ "eval_recall_weighted": 0.8370689655172414,
875
+ "eval_runtime": 52.2924,
876
+ "eval_samples_per_second": 155.281,
877
+ "eval_steps_per_second": 2.429,
878
+ "step": 5334
879
+ },
880
+ {
881
+ "epoch": 6.01800787844682,
882
+ "grad_norm": 2.528533697128296,
883
+ "learning_rate": 8.858892638420198e-06,
884
+ "loss": 0.2138,
885
+ "step": 5350
886
+ },
887
+ {
888
+ "epoch": 6.074282498593134,
889
+ "grad_norm": 5.1876091957092285,
890
+ "learning_rate": 8.733908261467317e-06,
891
+ "loss": 0.2319,
892
+ "step": 5400
893
+ },
894
+ {
895
+ "epoch": 6.130557118739448,
896
+ "grad_norm": 1.4345381259918213,
897
+ "learning_rate": 8.608923884514436e-06,
898
+ "loss": 0.2118,
899
+ "step": 5450
900
+ },
901
+ {
902
+ "epoch": 6.186831738885762,
903
+ "grad_norm": 6.736217021942139,
904
+ "learning_rate": 8.483939507561556e-06,
905
+ "loss": 0.2171,
906
+ "step": 5500
907
+ },
908
+ {
909
+ "epoch": 6.243106359032076,
910
+ "grad_norm": 3.6418821811676025,
911
+ "learning_rate": 8.358955130608675e-06,
912
+ "loss": 0.2339,
913
+ "step": 5550
914
+ },
915
+ {
916
+ "epoch": 6.299380979178391,
917
+ "grad_norm": 3.062988758087158,
918
+ "learning_rate": 8.233970753655794e-06,
919
+ "loss": 0.2121,
920
+ "step": 5600
921
+ },
922
+ {
923
+ "epoch": 6.355655599324704,
924
+ "grad_norm": 3.603121519088745,
925
+ "learning_rate": 8.108986376702912e-06,
926
+ "loss": 0.211,
927
+ "step": 5650
928
+ },
929
+ {
930
+ "epoch": 6.411930219471018,
931
+ "grad_norm": 3.1732518672943115,
932
+ "learning_rate": 7.984001999750031e-06,
933
+ "loss": 0.1988,
934
+ "step": 5700
935
+ },
936
+ {
937
+ "epoch": 6.468204839617332,
938
+ "grad_norm": 4.5081071853637695,
939
+ "learning_rate": 7.859017622797151e-06,
940
+ "loss": 0.2006,
941
+ "step": 5750
942
+ },
943
+ {
944
+ "epoch": 6.524479459763647,
945
+ "grad_norm": 3.192850112915039,
946
+ "learning_rate": 7.73403324584427e-06,
947
+ "loss": 0.2225,
948
+ "step": 5800
949
+ },
950
+ {
951
+ "epoch": 6.58075407990996,
952
+ "grad_norm": 4.354557514190674,
953
+ "learning_rate": 7.609048868891389e-06,
954
+ "loss": 0.2232,
955
+ "step": 5850
956
+ },
957
+ {
958
+ "epoch": 6.637028700056275,
959
+ "grad_norm": 2.804410934448242,
960
+ "learning_rate": 7.484064491938508e-06,
961
+ "loss": 0.2207,
962
+ "step": 5900
963
+ },
964
+ {
965
+ "epoch": 6.693303320202588,
966
+ "grad_norm": 4.296571731567383,
967
+ "learning_rate": 7.359080114985627e-06,
968
+ "loss": 0.21,
969
+ "step": 5950
970
+ },
971
+ {
972
+ "epoch": 6.749577940348903,
973
+ "grad_norm": 2.1833271980285645,
974
+ "learning_rate": 7.234095738032747e-06,
975
+ "loss": 0.2101,
976
+ "step": 6000
977
+ },
978
+ {
979
+ "epoch": 6.805852560495216,
980
+ "grad_norm": 4.7521138191223145,
981
+ "learning_rate": 7.109111361079865e-06,
982
+ "loss": 0.2263,
983
+ "step": 6050
984
+ },
985
+ {
986
+ "epoch": 6.862127180641531,
987
+ "grad_norm": 4.192446231842041,
988
+ "learning_rate": 6.984126984126984e-06,
989
+ "loss": 0.2127,
990
+ "step": 6100
991
+ },
992
+ {
993
+ "epoch": 6.918401800787844,
994
+ "grad_norm": 3.3775792121887207,
995
+ "learning_rate": 6.859142607174104e-06,
996
+ "loss": 0.2254,
997
+ "step": 6150
998
+ },
999
+ {
1000
+ "epoch": 6.974676420934159,
1001
+ "grad_norm": 3.5780911445617676,
1002
+ "learning_rate": 6.734158230221223e-06,
1003
+ "loss": 0.1976,
1004
+ "step": 6200
1005
+ },
1006
+ {
1007
+ "epoch": 7.0,
1008
+ "eval_accuracy": 0.8341133004926108,
1009
+ "eval_f1_fix": 0.998282377189969,
1010
+ "eval_f1_issue": 0.7951293759512937,
1011
+ "eval_f1_symptom": 0.8013019677467081,
1012
+ "eval_f1_weighted": 0.8340404242585783,
1013
+ "eval_loss": 0.45761045813560486,
1014
+ "eval_precision_fix": 0.997254632807138,
1015
+ "eval_precision_issue": 0.8069199876428792,
1016
+ "eval_precision_symptom": 0.7904261529480444,
1017
+ "eval_precision_weighted": 0.8342318870309269,
1018
+ "eval_recall_fix": 0.9993122420907841,
1019
+ "eval_recall_issue": 0.7836783678367837,
1020
+ "eval_recall_symptom": 0.8124812481248125,
1021
+ "eval_recall_weighted": 0.8341133004926108,
1022
+ "eval_runtime": 50.9303,
1023
+ "eval_samples_per_second": 159.433,
1024
+ "eval_steps_per_second": 2.494,
1025
+ "step": 6223
1026
+ },
1027
+ {
1028
+ "epoch": 7.0303882948790095,
1029
+ "grad_norm": 6.685973167419434,
1030
+ "learning_rate": 6.609173853268343e-06,
1031
+ "loss": 0.197,
1032
+ "step": 6250
1033
+ },
1034
+ {
1035
+ "epoch": 7.0866629150253235,
1036
+ "grad_norm": 3.8742218017578125,
1037
+ "learning_rate": 6.484189476315461e-06,
1038
+ "loss": 0.183,
1039
+ "step": 6300
1040
+ },
1041
+ {
1042
+ "epoch": 7.1429375351716375,
1043
+ "grad_norm": 5.564633846282959,
1044
+ "learning_rate": 6.35920509936258e-06,
1045
+ "loss": 0.2029,
1046
+ "step": 6350
1047
+ },
1048
+ {
1049
+ "epoch": 7.1992121553179516,
1050
+ "grad_norm": 4.8350677490234375,
1051
+ "learning_rate": 6.2342207224097e-06,
1052
+ "loss": 0.1889,
1053
+ "step": 6400
1054
+ },
1055
+ {
1056
+ "epoch": 7.255486775464266,
1057
+ "grad_norm": 2.719174385070801,
1058
+ "learning_rate": 6.109236345456818e-06,
1059
+ "loss": 0.2021,
1060
+ "step": 6450
1061
+ },
1062
+ {
1063
+ "epoch": 7.31176139561058,
1064
+ "grad_norm": 3.9081249237060547,
1065
+ "learning_rate": 5.984251968503938e-06,
1066
+ "loss": 0.1916,
1067
+ "step": 6500
1068
+ },
1069
+ {
1070
+ "epoch": 7.368036015756894,
1071
+ "grad_norm": 4.187448024749756,
1072
+ "learning_rate": 5.859267591551057e-06,
1073
+ "loss": 0.2077,
1074
+ "step": 6550
1075
+ },
1076
+ {
1077
+ "epoch": 7.424310635903208,
1078
+ "grad_norm": 2.6563658714294434,
1079
+ "learning_rate": 5.734283214598175e-06,
1080
+ "loss": 0.2,
1081
+ "step": 6600
1082
+ },
1083
+ {
1084
+ "epoch": 7.480585256049522,
1085
+ "grad_norm": 5.274929523468018,
1086
+ "learning_rate": 5.609298837645295e-06,
1087
+ "loss": 0.203,
1088
+ "step": 6650
1089
+ },
1090
+ {
1091
+ "epoch": 7.536859876195836,
1092
+ "grad_norm": 4.843599319458008,
1093
+ "learning_rate": 5.4843144606924135e-06,
1094
+ "loss": 0.1909,
1095
+ "step": 6700
1096
+ },
1097
+ {
1098
+ "epoch": 7.59313449634215,
1099
+ "grad_norm": 3.966811418533325,
1100
+ "learning_rate": 5.359330083739533e-06,
1101
+ "loss": 0.1953,
1102
+ "step": 6750
1103
+ },
1104
+ {
1105
+ "epoch": 7.649409116488464,
1106
+ "grad_norm": 3.038121461868286,
1107
+ "learning_rate": 5.234345706786652e-06,
1108
+ "loss": 0.2036,
1109
+ "step": 6800
1110
+ },
1111
+ {
1112
+ "epoch": 7.705683736634778,
1113
+ "grad_norm": 4.253869533538818,
1114
+ "learning_rate": 5.1093613298337705e-06,
1115
+ "loss": 0.1942,
1116
+ "step": 6850
1117
+ },
1118
+ {
1119
+ "epoch": 7.761958356781092,
1120
+ "grad_norm": 2.9078307151794434,
1121
+ "learning_rate": 4.984376952880891e-06,
1122
+ "loss": 0.1957,
1123
+ "step": 6900
1124
+ },
1125
+ {
1126
+ "epoch": 7.818232976927406,
1127
+ "grad_norm": 4.637989044189453,
1128
+ "learning_rate": 4.85939257592801e-06,
1129
+ "loss": 0.1803,
1130
+ "step": 6950
1131
+ },
1132
+ {
1133
+ "epoch": 7.87450759707372,
1134
+ "grad_norm": 4.39274787902832,
1135
+ "learning_rate": 4.734408198975128e-06,
1136
+ "loss": 0.2025,
1137
+ "step": 7000
1138
+ },
1139
+ {
1140
+ "epoch": 7.930782217220034,
1141
+ "grad_norm": 4.669205665588379,
1142
+ "learning_rate": 4.609423822022248e-06,
1143
+ "loss": 0.195,
1144
+ "step": 7050
1145
+ },
1146
+ {
1147
+ "epoch": 7.987056837366348,
1148
+ "grad_norm": 5.979293346405029,
1149
+ "learning_rate": 4.4844394450693665e-06,
1150
+ "loss": 0.1966,
1151
+ "step": 7100
1152
+ },
1153
+ {
1154
+ "epoch": 8.0,
1155
+ "eval_accuracy": 0.8283251231527093,
1156
+ "eval_f1_fix": 0.998282377189969,
1157
+ "eval_f1_issue": 0.7821735731039875,
1158
+ "eval_f1_symptom": 0.799538505912893,
1159
+ "eval_f1_weighted": 0.8279986374134825,
1160
+ "eval_loss": 0.5127028226852417,
1161
+ "eval_precision_fix": 0.997254632807138,
1162
+ "eval_precision_issue": 0.8167864141084259,
1163
+ "eval_precision_symptom": 0.7697861705081922,
1164
+ "eval_precision_weighted": 0.8298096872695525,
1165
+ "eval_recall_fix": 0.9993122420907841,
1166
+ "eval_recall_issue": 0.7503750375037503,
1167
+ "eval_recall_symptom": 0.8316831683168316,
1168
+ "eval_recall_weighted": 0.8283251231527093,
1169
+ "eval_runtime": 51.6048,
1170
+ "eval_samples_per_second": 157.35,
1171
+ "eval_steps_per_second": 2.461,
1172
+ "step": 7112
1173
+ },
1174
+ {
1175
+ "epoch": 8.042768711311199,
1176
+ "grad_norm": 4.806234836578369,
1177
+ "learning_rate": 4.359455068116486e-06,
1178
+ "loss": 0.1907,
1179
+ "step": 7150
1180
+ },
1181
+ {
1182
+ "epoch": 8.099043331457512,
1183
+ "grad_norm": 4.466273784637451,
1184
+ "learning_rate": 4.234470691163605e-06,
1185
+ "loss": 0.1822,
1186
+ "step": 7200
1187
+ },
1188
+ {
1189
+ "epoch": 8.155317951603827,
1190
+ "grad_norm": 6.873985767364502,
1191
+ "learning_rate": 4.1094863142107235e-06,
1192
+ "loss": 0.174,
1193
+ "step": 7250
1194
+ },
1195
+ {
1196
+ "epoch": 8.21159257175014,
1197
+ "grad_norm": 8.243498802185059,
1198
+ "learning_rate": 3.984501937257843e-06,
1199
+ "loss": 0.1684,
1200
+ "step": 7300
1201
+ },
1202
+ {
1203
+ "epoch": 8.267867191896455,
1204
+ "grad_norm": 4.151490211486816,
1205
+ "learning_rate": 3.859517560304963e-06,
1206
+ "loss": 0.1736,
1207
+ "step": 7350
1208
+ },
1209
+ {
1210
+ "epoch": 8.324141812042768,
1211
+ "grad_norm": 5.426071643829346,
1212
+ "learning_rate": 3.7345331833520813e-06,
1213
+ "loss": 0.1849,
1214
+ "step": 7400
1215
+ },
1216
+ {
1217
+ "epoch": 8.380416432189083,
1218
+ "grad_norm": 3.12210750579834,
1219
+ "learning_rate": 3.6095488063992e-06,
1220
+ "loss": 0.1703,
1221
+ "step": 7450
1222
+ },
1223
+ {
1224
+ "epoch": 8.436691052335396,
1225
+ "grad_norm": 4.037646770477295,
1226
+ "learning_rate": 3.4845644294463195e-06,
1227
+ "loss": 0.1632,
1228
+ "step": 7500
1229
+ },
1230
+ {
1231
+ "epoch": 8.492965672481711,
1232
+ "grad_norm": 3.56674861907959,
1233
+ "learning_rate": 3.3595800524934387e-06,
1234
+ "loss": 0.1709,
1235
+ "step": 7550
1236
+ },
1237
+ {
1238
+ "epoch": 8.549240292628024,
1239
+ "grad_norm": 4.258781433105469,
1240
+ "learning_rate": 3.234595675540558e-06,
1241
+ "loss": 0.1754,
1242
+ "step": 7600
1243
+ },
1244
+ {
1245
+ "epoch": 8.605514912774339,
1246
+ "grad_norm": 4.218986511230469,
1247
+ "learning_rate": 3.109611298587677e-06,
1248
+ "loss": 0.1683,
1249
+ "step": 7650
1250
+ },
1251
+ {
1252
+ "epoch": 8.661789532920652,
1253
+ "grad_norm": 4.169147491455078,
1254
+ "learning_rate": 2.984626921634796e-06,
1255
+ "loss": 0.1865,
1256
+ "step": 7700
1257
+ },
1258
+ {
1259
+ "epoch": 8.718064153066967,
1260
+ "grad_norm": 2.8161799907684326,
1261
+ "learning_rate": 2.8596425446819147e-06,
1262
+ "loss": 0.1877,
1263
+ "step": 7750
1264
+ },
1265
+ {
1266
+ "epoch": 8.77433877321328,
1267
+ "grad_norm": 3.580389976501465,
1268
+ "learning_rate": 2.734658167729034e-06,
1269
+ "loss": 0.1694,
1270
+ "step": 7800
1271
+ },
1272
+ {
1273
+ "epoch": 8.830613393359595,
1274
+ "grad_norm": 5.852592468261719,
1275
+ "learning_rate": 2.6096737907761534e-06,
1276
+ "loss": 0.1801,
1277
+ "step": 7850
1278
+ },
1279
+ {
1280
+ "epoch": 8.886888013505908,
1281
+ "grad_norm": 3.4175920486450195,
1282
+ "learning_rate": 2.484689413823272e-06,
1283
+ "loss": 0.1768,
1284
+ "step": 7900
1285
+ },
1286
+ {
1287
+ "epoch": 8.943162633652223,
1288
+ "grad_norm": 6.1865081787109375,
1289
+ "learning_rate": 2.3597050368703912e-06,
1290
+ "loss": 0.1811,
1291
+ "step": 7950
1292
+ },
1293
+ {
1294
+ "epoch": 8.999437253798536,
1295
+ "grad_norm": 5.233773708343506,
1296
+ "learning_rate": 2.2347206599175104e-06,
1297
+ "loss": 0.1829,
1298
+ "step": 8000
1299
+ },
1300
+ {
1301
+ "epoch": 9.0,
1302
+ "eval_accuracy": 0.8298029556650246,
1303
+ "eval_f1_fix": 0.9986254295532646,
1304
+ "eval_f1_issue": 0.7910425177787865,
1305
+ "eval_f1_symptom": 0.7948221990775183,
1306
+ "eval_f1_weighted": 0.8297645906222303,
1307
+ "eval_loss": 0.5134788751602173,
1308
+ "eval_precision_fix": 0.9979395604395604,
1309
+ "eval_precision_issue": 0.797924297924298,
1310
+ "eval_precision_symptom": 0.788370720188902,
1311
+ "eval_precision_weighted": 0.8298184010160612,
1312
+ "eval_recall_fix": 0.9993122420907841,
1313
+ "eval_recall_issue": 0.7842784278427842,
1314
+ "eval_recall_symptom": 0.8013801380138014,
1315
+ "eval_recall_weighted": 0.8298029556650246,
1316
+ "eval_runtime": 53.8444,
1317
+ "eval_samples_per_second": 150.805,
1318
+ "eval_steps_per_second": 2.359,
1319
+ "step": 8001
1320
+ },
1321
+ {
1322
+ "epoch": 9.055149127743388,
1323
+ "grad_norm": 3.5759809017181396,
1324
+ "learning_rate": 2.1097362829646295e-06,
1325
+ "loss": 0.1629,
1326
+ "step": 8050
1327
+ },
1328
+ {
1329
+ "epoch": 9.111423747889702,
1330
+ "grad_norm": 3.6214778423309326,
1331
+ "learning_rate": 1.987251593550806e-06,
1332
+ "loss": 0.1694,
1333
+ "step": 8100
1334
+ },
1335
+ {
1336
+ "epoch": 9.167698368036016,
1337
+ "grad_norm": 6.99995756149292,
1338
+ "learning_rate": 1.8622672165979255e-06,
1339
+ "loss": 0.1775,
1340
+ "step": 8150
1341
+ },
1342
+ {
1343
+ "epoch": 9.22397298818233,
1344
+ "grad_norm": 4.065187931060791,
1345
+ "learning_rate": 1.7372828396450444e-06,
1346
+ "loss": 0.182,
1347
+ "step": 8200
1348
+ },
1349
+ {
1350
+ "epoch": 9.280247608328644,
1351
+ "grad_norm": 2.9803073406219482,
1352
+ "learning_rate": 1.6122984626921637e-06,
1353
+ "loss": 0.168,
1354
+ "step": 8250
1355
+ },
1356
+ {
1357
+ "epoch": 9.336522228474958,
1358
+ "grad_norm": 5.370956897735596,
1359
+ "learning_rate": 1.4873140857392826e-06,
1360
+ "loss": 0.1493,
1361
+ "step": 8300
1362
+ },
1363
+ {
1364
+ "epoch": 9.392796848621272,
1365
+ "grad_norm": 5.8644890785217285,
1366
+ "learning_rate": 1.3623297087864017e-06,
1367
+ "loss": 0.1511,
1368
+ "step": 8350
1369
+ },
1370
+ {
1371
+ "epoch": 9.449071468767587,
1372
+ "grad_norm": 4.59880256652832,
1373
+ "learning_rate": 1.2373453318335209e-06,
1374
+ "loss": 0.1626,
1375
+ "step": 8400
1376
+ },
1377
+ {
1378
+ "epoch": 9.5053460889139,
1379
+ "grad_norm": 3.982597827911377,
1380
+ "learning_rate": 1.11236095488064e-06,
1381
+ "loss": 0.165,
1382
+ "step": 8450
1383
+ },
1384
+ {
1385
+ "epoch": 9.561620709060215,
1386
+ "grad_norm": 6.357668876647949,
1387
+ "learning_rate": 9.873765779277591e-07,
1388
+ "loss": 0.1659,
1389
+ "step": 8500
1390
+ },
1391
+ {
1392
+ "epoch": 9.617895329206528,
1393
+ "grad_norm": 8.072972297668457,
1394
+ "learning_rate": 8.623922009748782e-07,
1395
+ "loss": 0.186,
1396
+ "step": 8550
1397
+ },
1398
+ {
1399
+ "epoch": 9.674169949352843,
1400
+ "grad_norm": 4.884040832519531,
1401
+ "learning_rate": 7.374078240219973e-07,
1402
+ "loss": 0.1702,
1403
+ "step": 8600
1404
+ },
1405
+ {
1406
+ "epoch": 9.730444569499156,
1407
+ "grad_norm": 7.7868123054504395,
1408
+ "learning_rate": 6.124234470691164e-07,
1409
+ "loss": 0.1603,
1410
+ "step": 8650
1411
+ },
1412
+ {
1413
+ "epoch": 9.78671918964547,
1414
+ "grad_norm": 5.416253089904785,
1415
+ "learning_rate": 4.874390701162355e-07,
1416
+ "loss": 0.152,
1417
+ "step": 8700
1418
+ },
1419
+ {
1420
+ "epoch": 9.842993809791784,
1421
+ "grad_norm": 5.989937782287598,
1422
+ "learning_rate": 3.6245469316335464e-07,
1423
+ "loss": 0.1558,
1424
+ "step": 8750
1425
+ },
1426
+ {
1427
+ "epoch": 9.899268429938099,
1428
+ "grad_norm": 5.493338108062744,
1429
+ "learning_rate": 2.374703162104737e-07,
1430
+ "loss": 0.1645,
1431
+ "step": 8800
1432
+ },
1433
+ {
1434
+ "epoch": 9.955543050084412,
1435
+ "grad_norm": 6.584114074707031,
1436
+ "learning_rate": 1.124859392575928e-07,
1437
+ "loss": 0.1569,
1438
+ "step": 8850
1439
+ },
1440
+ {
1441
+ "epoch": 10.0,
1442
+ "eval_accuracy": 0.8299261083743842,
1443
+ "eval_f1_fix": 0.998282377189969,
1444
+ "eval_f1_issue": 0.7886029411764706,
1445
+ "eval_f1_symptom": 0.7975297750330834,
1446
+ "eval_f1_weighted": 0.8298131674335786,
1447
+ "eval_loss": 0.5292249321937561,
1448
+ "eval_precision_fix": 0.997254632807138,
1449
+ "eval_precision_issue": 0.8056338028169014,
1450
+ "eval_precision_symptom": 0.7820069204152249,
1451
+ "eval_precision_weighted": 0.8302481239697359,
1452
+ "eval_recall_fix": 0.9993122420907841,
1453
+ "eval_recall_issue": 0.7722772277227723,
1454
+ "eval_recall_symptom": 0.8136813681368137,
1455
+ "eval_recall_weighted": 0.8299261083743842,
1456
+ "eval_runtime": 51.5276,
1457
+ "eval_samples_per_second": 157.585,
1458
+ "eval_steps_per_second": 2.465,
1459
+ "step": 8890
1460
+ }
1461
+ ],
1462
+ "logging_steps": 50,
1463
+ "max_steps": 8890,
1464
+ "num_input_tokens_seen": 0,
1465
+ "num_train_epochs": 10,
1466
+ "save_steps": 500,
1467
+ "stateful_callbacks": {
1468
+ "TrainerControl": {
1469
+ "args": {
1470
+ "should_epoch_stop": false,
1471
+ "should_evaluate": false,
1472
+ "should_log": false,
1473
+ "should_save": true,
1474
+ "should_training_stop": true
1475
+ },
1476
+ "attributes": {}
1477
+ }
1478
+ },
1479
+ "total_flos": 3.73930339431168e+16,
1480
+ "train_batch_size": 32,
1481
+ "trial_name": null,
1482
+ "trial_params": null
1483
+ }
training_args.bin ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:ce56ab1da77e9276db469f6da075eed136c005951bc4ce468d1e08ad19e8c618
3
+ size 5777