Upload folder using huggingface_hub
Browse files- training_checkpoints/checkpoint-6720/added_tokens.json +3 -0
- training_checkpoints/checkpoint-6720/config.json +41 -0
- training_checkpoints/checkpoint-6720/model.safetensors +3 -0
- training_checkpoints/checkpoint-6720/optimizer.pt +3 -0
- training_checkpoints/checkpoint-6720/rng_state.pth +3 -0
- training_checkpoints/checkpoint-6720/scheduler.pt +3 -0
- training_checkpoints/checkpoint-6720/special_tokens_map.json +13 -0
- training_checkpoints/checkpoint-6720/tokenizer.json +0 -0
- training_checkpoints/checkpoint-6720/tokenizer_config.json +65 -0
- training_checkpoints/checkpoint-6720/trainer_state.json +772 -0
- training_checkpoints/checkpoint-6720/training_args.bin +3 -0
- training_checkpoints/checkpoint-6720/vocab.txt +0 -0
training_checkpoints/checkpoint-6720/added_tokens.json
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"<pad>": 30522
|
3 |
+
}
|
training_checkpoints/checkpoint-6720/config.json
ADDED
@@ -0,0 +1,41 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"_name_or_path": "law-ai/InLegalBERT",
|
3 |
+
"architectures": [
|
4 |
+
"BertForSequenceClassification"
|
5 |
+
],
|
6 |
+
"attention_probs_dropout_prob": 0.1,
|
7 |
+
"bos_token_id": 0,
|
8 |
+
"classifier_dropout": null,
|
9 |
+
"eos_token_ids": 0,
|
10 |
+
"hidden_act": "gelu",
|
11 |
+
"hidden_dropout_prob": 0.1,
|
12 |
+
"hidden_size": 768,
|
13 |
+
"id2label": {
|
14 |
+
"0": "positive",
|
15 |
+
"1": "negative",
|
16 |
+
"2": "neutral",
|
17 |
+
"3": "rel_by_party"
|
18 |
+
},
|
19 |
+
"initializer_range": 0.02,
|
20 |
+
"intermediate_size": 3072,
|
21 |
+
"label2id": {
|
22 |
+
"negative": 1,
|
23 |
+
"neutral": 2,
|
24 |
+
"positive": 0,
|
25 |
+
"rel_by_party": 3
|
26 |
+
},
|
27 |
+
"layer_norm_eps": 1e-12,
|
28 |
+
"max_position_embeddings": 512,
|
29 |
+
"model_type": "bert",
|
30 |
+
"num_attention_heads": 12,
|
31 |
+
"num_hidden_layers": 12,
|
32 |
+
"output_past": true,
|
33 |
+
"pad_token_id": 30522,
|
34 |
+
"position_embedding_type": "absolute",
|
35 |
+
"problem_type": "single_label_classification",
|
36 |
+
"torch_dtype": "float32",
|
37 |
+
"transformers_version": "4.39.3",
|
38 |
+
"type_vocab_size": 2,
|
39 |
+
"use_cache": true,
|
40 |
+
"vocab_size": 30523
|
41 |
+
}
|
training_checkpoints/checkpoint-6720/model.safetensors
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:681956eb351c6cac17d8bf1b119ba3254aae485be0d7b05f71077b96c6f036e5
|
3 |
+
size 437967872
|
training_checkpoints/checkpoint-6720/optimizer.pt
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:8907c87fbc3ac980044723e4d684c35fd4d64289e8a0feaa79340bc27cff7ded
|
3 |
+
size 876056826
|
training_checkpoints/checkpoint-6720/rng_state.pth
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:c051796db7a8fd8b691e9b0582ea1a4a65237504c907717d6f64624858c0cac1
|
3 |
+
size 14244
|
training_checkpoints/checkpoint-6720/scheduler.pt
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:fea6b06751fd544073018c634bf5756f794d308adb01dc2a1f8783d100304f96
|
3 |
+
size 1064
|
training_checkpoints/checkpoint-6720/special_tokens_map.json
ADDED
@@ -0,0 +1,13 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"cls_token": "[CLS]",
|
3 |
+
"mask_token": "[MASK]",
|
4 |
+
"pad_token": {
|
5 |
+
"content": "<pad>",
|
6 |
+
"lstrip": false,
|
7 |
+
"normalized": false,
|
8 |
+
"rstrip": false,
|
9 |
+
"single_word": false
|
10 |
+
},
|
11 |
+
"sep_token": "[SEP]",
|
12 |
+
"unk_token": "[UNK]"
|
13 |
+
}
|
training_checkpoints/checkpoint-6720/tokenizer.json
ADDED
The diff for this file is too large to render.
See raw diff
|
|
training_checkpoints/checkpoint-6720/tokenizer_config.json
ADDED
@@ -0,0 +1,65 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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 |
+
"100": {
|
12 |
+
"content": "[UNK]",
|
13 |
+
"lstrip": false,
|
14 |
+
"normalized": false,
|
15 |
+
"rstrip": false,
|
16 |
+
"single_word": false,
|
17 |
+
"special": true
|
18 |
+
},
|
19 |
+
"101": {
|
20 |
+
"content": "[CLS]",
|
21 |
+
"lstrip": false,
|
22 |
+
"normalized": false,
|
23 |
+
"rstrip": false,
|
24 |
+
"single_word": false,
|
25 |
+
"special": true
|
26 |
+
},
|
27 |
+
"102": {
|
28 |
+
"content": "[SEP]",
|
29 |
+
"lstrip": false,
|
30 |
+
"normalized": false,
|
31 |
+
"rstrip": false,
|
32 |
+
"single_word": false,
|
33 |
+
"special": true
|
34 |
+
},
|
35 |
+
"103": {
|
36 |
+
"content": "[MASK]",
|
37 |
+
"lstrip": false,
|
38 |
+
"normalized": false,
|
39 |
+
"rstrip": false,
|
40 |
+
"single_word": false,
|
41 |
+
"special": true
|
42 |
+
},
|
43 |
+
"30522": {
|
44 |
+
"content": "<pad>",
|
45 |
+
"lstrip": false,
|
46 |
+
"normalized": false,
|
47 |
+
"rstrip": false,
|
48 |
+
"single_word": false,
|
49 |
+
"special": true
|
50 |
+
}
|
51 |
+
},
|
52 |
+
"clean_up_tokenization_spaces": true,
|
53 |
+
"cls_token": "[CLS]",
|
54 |
+
"do_basic_tokenize": true,
|
55 |
+
"do_lower_case": true,
|
56 |
+
"mask_token": "[MASK]",
|
57 |
+
"model_max_length": 512,
|
58 |
+
"never_split": null,
|
59 |
+
"pad_token": "<pad>",
|
60 |
+
"sep_token": "[SEP]",
|
61 |
+
"strip_accents": null,
|
62 |
+
"tokenize_chinese_chars": true,
|
63 |
+
"tokenizer_class": "BertTokenizer",
|
64 |
+
"unk_token": "[UNK]"
|
65 |
+
}
|
training_checkpoints/checkpoint-6720/trainer_state.json
ADDED
@@ -0,0 +1,772 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"best_metric": 0.6690246389304302,
|
3 |
+
"best_model_checkpoint": "case-analysis-InLegalBERT/checkpoint-1344",
|
4 |
+
"epoch": 30.0,
|
5 |
+
"eval_steps": 500,
|
6 |
+
"global_step": 6720,
|
7 |
+
"is_hyper_param_search": false,
|
8 |
+
"is_local_process_zero": true,
|
9 |
+
"is_world_process_zero": true,
|
10 |
+
"log_history": [
|
11 |
+
{
|
12 |
+
"epoch": 1.0,
|
13 |
+
"eval_accuracy": 0.8017817371937639,
|
14 |
+
"eval_f1_macro": 0.5936102522033613,
|
15 |
+
"eval_f1_micro": 0.8017817371937639,
|
16 |
+
"eval_f1_weighted": 0.7819923339877444,
|
17 |
+
"eval_loss": 0.6545999050140381,
|
18 |
+
"eval_macro_fpr": 0.09781883735656886,
|
19 |
+
"eval_macro_sensitivity": 0.6106003826592061,
|
20 |
+
"eval_macro_specificity": 0.9112420642353884,
|
21 |
+
"eval_precision": 0.763240968439436,
|
22 |
+
"eval_precision_macro": 0.5776616905319997,
|
23 |
+
"eval_recall": 0.8017817371937639,
|
24 |
+
"eval_recall_macro": 0.6106003826592061,
|
25 |
+
"eval_runtime": 9.2925,
|
26 |
+
"eval_samples_per_second": 48.318,
|
27 |
+
"eval_steps_per_second": 6.134,
|
28 |
+
"eval_weighted_fpr": 0.07613344739093242,
|
29 |
+
"eval_weighted_sensitivity": 0.8017817371937639,
|
30 |
+
"eval_weighted_specificity": 0.84318651974779,
|
31 |
+
"step": 224
|
32 |
+
},
|
33 |
+
{
|
34 |
+
"epoch": 2.0,
|
35 |
+
"eval_accuracy": 0.8129175946547884,
|
36 |
+
"eval_f1_macro": 0.5995597405020452,
|
37 |
+
"eval_f1_micro": 0.8129175946547884,
|
38 |
+
"eval_f1_weighted": 0.7925821933419933,
|
39 |
+
"eval_loss": 0.6830806732177734,
|
40 |
+
"eval_macro_fpr": 0.0922965769071398,
|
41 |
+
"eval_macro_sensitivity": 0.615426637485461,
|
42 |
+
"eval_macro_specificity": 0.9170902440637451,
|
43 |
+
"eval_precision": 0.7732439444566204,
|
44 |
+
"eval_precision_macro": 0.5844969763606377,
|
45 |
+
"eval_recall": 0.8129175946547884,
|
46 |
+
"eval_recall_macro": 0.615426637485461,
|
47 |
+
"eval_runtime": 36.5377,
|
48 |
+
"eval_samples_per_second": 12.289,
|
49 |
+
"eval_steps_per_second": 1.56,
|
50 |
+
"eval_weighted_fpr": 0.07124681933842239,
|
51 |
+
"eval_weighted_sensitivity": 0.8129175946547884,
|
52 |
+
"eval_weighted_specificity": 0.8554433816001921,
|
53 |
+
"step": 448
|
54 |
+
},
|
55 |
+
{
|
56 |
+
"epoch": 2.23,
|
57 |
+
"grad_norm": 6.910687446594238,
|
58 |
+
"learning_rate": 4.6302083333333335e-05,
|
59 |
+
"loss": 0.607,
|
60 |
+
"step": 500
|
61 |
+
},
|
62 |
+
{
|
63 |
+
"epoch": 3.0,
|
64 |
+
"eval_accuracy": 0.8262806236080178,
|
65 |
+
"eval_f1_macro": 0.6362135046138226,
|
66 |
+
"eval_f1_micro": 0.8262806236080178,
|
67 |
+
"eval_f1_weighted": 0.8105096248986687,
|
68 |
+
"eval_loss": 0.7626442909240723,
|
69 |
+
"eval_macro_fpr": 0.0885057964533289,
|
70 |
+
"eval_macro_sensitivity": 0.6341414944356121,
|
71 |
+
"eval_macro_specificity": 0.9181782637863818,
|
72 |
+
"eval_precision": 0.8060163824047696,
|
73 |
+
"eval_precision_macro": 0.6772816989326722,
|
74 |
+
"eval_recall": 0.8262806236080178,
|
75 |
+
"eval_recall_macro": 0.6341414944356121,
|
76 |
+
"eval_runtime": 35.6726,
|
77 |
+
"eval_samples_per_second": 12.587,
|
78 |
+
"eval_steps_per_second": 1.598,
|
79 |
+
"eval_weighted_fpr": 0.0654911838790932,
|
80 |
+
"eval_weighted_sensitivity": 0.8262806236080178,
|
81 |
+
"eval_weighted_specificity": 0.8464324315375095,
|
82 |
+
"step": 672
|
83 |
+
},
|
84 |
+
{
|
85 |
+
"epoch": 4.0,
|
86 |
+
"eval_accuracy": 0.8084632516703786,
|
87 |
+
"eval_f1_macro": 0.6313839669673806,
|
88 |
+
"eval_f1_micro": 0.8084632516703786,
|
89 |
+
"eval_f1_weighted": 0.8017481865377005,
|
90 |
+
"eval_loss": 0.7839008569717407,
|
91 |
+
"eval_macro_fpr": 0.08961602877899306,
|
92 |
+
"eval_macro_sensitivity": 0.630579873226932,
|
93 |
+
"eval_macro_specificity": 0.9209618973154744,
|
94 |
+
"eval_precision": 0.7990879202460494,
|
95 |
+
"eval_precision_macro": 0.6390850934968582,
|
96 |
+
"eval_recall": 0.8084632516703786,
|
97 |
+
"eval_recall_macro": 0.630579873226932,
|
98 |
+
"eval_runtime": 33.6763,
|
99 |
+
"eval_samples_per_second": 13.333,
|
100 |
+
"eval_steps_per_second": 1.693,
|
101 |
+
"eval_weighted_fpr": 0.07319148936170213,
|
102 |
+
"eval_weighted_sensitivity": 0.8084632516703786,
|
103 |
+
"eval_weighted_specificity": 0.8753843375915193,
|
104 |
+
"step": 896
|
105 |
+
},
|
106 |
+
{
|
107 |
+
"epoch": 4.46,
|
108 |
+
"grad_norm": 0.3201627731323242,
|
109 |
+
"learning_rate": 4.258184523809524e-05,
|
110 |
+
"loss": 0.316,
|
111 |
+
"step": 1000
|
112 |
+
},
|
113 |
+
{
|
114 |
+
"epoch": 5.0,
|
115 |
+
"eval_accuracy": 0.8262806236080178,
|
116 |
+
"eval_f1_macro": 0.6513945578231293,
|
117 |
+
"eval_f1_micro": 0.8262806236080178,
|
118 |
+
"eval_f1_weighted": 0.8161065406117904,
|
119 |
+
"eval_loss": 0.9380576610565186,
|
120 |
+
"eval_macro_fpr": 0.08224137352531583,
|
121 |
+
"eval_macro_sensitivity": 0.6573161205514146,
|
122 |
+
"eval_macro_specificity": 0.9260657452373569,
|
123 |
+
"eval_precision": 0.8127349298285333,
|
124 |
+
"eval_precision_macro": 0.668810150869688,
|
125 |
+
"eval_recall": 0.8262806236080178,
|
126 |
+
"eval_recall_macro": 0.6573161205514146,
|
127 |
+
"eval_runtime": 34.3275,
|
128 |
+
"eval_samples_per_second": 13.08,
|
129 |
+
"eval_steps_per_second": 1.66,
|
130 |
+
"eval_weighted_fpr": 0.0654911838790932,
|
131 |
+
"eval_weighted_sensitivity": 0.8262806236080178,
|
132 |
+
"eval_weighted_specificity": 0.8779823573414097,
|
133 |
+
"step": 1120
|
134 |
+
},
|
135 |
+
{
|
136 |
+
"epoch": 6.0,
|
137 |
+
"eval_accuracy": 0.821826280623608,
|
138 |
+
"eval_f1_macro": 0.6690246389304302,
|
139 |
+
"eval_f1_micro": 0.821826280623608,
|
140 |
+
"eval_f1_weighted": 0.8159237291984361,
|
141 |
+
"eval_loss": 1.0433590412139893,
|
142 |
+
"eval_macro_fpr": 0.08967976675610558,
|
143 |
+
"eval_macro_sensitivity": 0.6533037047742931,
|
144 |
+
"eval_macro_specificity": 0.9186687903009794,
|
145 |
+
"eval_precision": 0.8145202780918083,
|
146 |
+
"eval_precision_macro": 0.6906556062141168,
|
147 |
+
"eval_recall": 0.821826280623608,
|
148 |
+
"eval_recall_macro": 0.6533037047742931,
|
149 |
+
"eval_runtime": 43.316,
|
150 |
+
"eval_samples_per_second": 10.366,
|
151 |
+
"eval_steps_per_second": 1.316,
|
152 |
+
"eval_weighted_fpr": 0.06739679865206402,
|
153 |
+
"eval_weighted_sensitivity": 0.821826280623608,
|
154 |
+
"eval_weighted_specificity": 0.8528488805803094,
|
155 |
+
"step": 1344
|
156 |
+
},
|
157 |
+
{
|
158 |
+
"epoch": 6.7,
|
159 |
+
"grad_norm": 0.028867056593298912,
|
160 |
+
"learning_rate": 3.8869047619047625e-05,
|
161 |
+
"loss": 0.1513,
|
162 |
+
"step": 1500
|
163 |
+
},
|
164 |
+
{
|
165 |
+
"epoch": 7.0,
|
166 |
+
"eval_accuracy": 0.8017817371937639,
|
167 |
+
"eval_f1_macro": 0.6374820990180032,
|
168 |
+
"eval_f1_micro": 0.8017817371937639,
|
169 |
+
"eval_f1_weighted": 0.8030061499337195,
|
170 |
+
"eval_loss": 1.2181551456451416,
|
171 |
+
"eval_macro_fpr": 0.09161393040768498,
|
172 |
+
"eval_macro_sensitivity": 0.6398633163339046,
|
173 |
+
"eval_macro_specificity": 0.9204902964282863,
|
174 |
+
"eval_precision": 0.8065681635796801,
|
175 |
+
"eval_precision_macro": 0.6382217224720973,
|
176 |
+
"eval_recall": 0.8017817371937639,
|
177 |
+
"eval_recall_macro": 0.6398633163339046,
|
178 |
+
"eval_runtime": 38.5257,
|
179 |
+
"eval_samples_per_second": 11.655,
|
180 |
+
"eval_steps_per_second": 1.48,
|
181 |
+
"eval_weighted_fpr": 0.07613344739093242,
|
182 |
+
"eval_weighted_sensitivity": 0.8017817371937639,
|
183 |
+
"eval_weighted_specificity": 0.8801794485193812,
|
184 |
+
"step": 1568
|
185 |
+
},
|
186 |
+
{
|
187 |
+
"epoch": 8.0,
|
188 |
+
"eval_accuracy": 0.8285077951002228,
|
189 |
+
"eval_f1_macro": 0.6375618771468077,
|
190 |
+
"eval_f1_micro": 0.8285077951002228,
|
191 |
+
"eval_f1_weighted": 0.8152450374079808,
|
192 |
+
"eval_loss": 1.3192639350891113,
|
193 |
+
"eval_macro_fpr": 0.08815434538353528,
|
194 |
+
"eval_macro_sensitivity": 0.6279757603287015,
|
195 |
+
"eval_macro_specificity": 0.9201548104191046,
|
196 |
+
"eval_precision": 0.8069973553326301,
|
197 |
+
"eval_precision_macro": 0.6565998635009741,
|
198 |
+
"eval_recall": 0.8285077951002228,
|
199 |
+
"eval_recall_macro": 0.6279757603287015,
|
200 |
+
"eval_runtime": 33.4932,
|
201 |
+
"eval_samples_per_second": 13.406,
|
202 |
+
"eval_steps_per_second": 1.702,
|
203 |
+
"eval_weighted_fpr": 0.06454316848281642,
|
204 |
+
"eval_weighted_sensitivity": 0.8285077951002228,
|
205 |
+
"eval_weighted_specificity": 0.8521114465761961,
|
206 |
+
"step": 1792
|
207 |
+
},
|
208 |
+
{
|
209 |
+
"epoch": 8.93,
|
210 |
+
"grad_norm": 0.008128850720822811,
|
211 |
+
"learning_rate": 3.514880952380952e-05,
|
212 |
+
"loss": 0.0491,
|
213 |
+
"step": 2000
|
214 |
+
},
|
215 |
+
{
|
216 |
+
"epoch": 9.0,
|
217 |
+
"eval_accuracy": 0.8329621380846325,
|
218 |
+
"eval_f1_macro": 0.6687059701183248,
|
219 |
+
"eval_f1_micro": 0.8329621380846325,
|
220 |
+
"eval_f1_weighted": 0.8234691462881575,
|
221 |
+
"eval_loss": 1.3168540000915527,
|
222 |
+
"eval_macro_fpr": 0.08276943574584078,
|
223 |
+
"eval_macro_sensitivity": 0.6554578833990599,
|
224 |
+
"eval_macro_specificity": 0.9245723745022232,
|
225 |
+
"eval_precision": 0.8179557632761028,
|
226 |
+
"eval_precision_macro": 0.6949834258114409,
|
227 |
+
"eval_recall": 0.8329621380846325,
|
228 |
+
"eval_recall_macro": 0.6554578833990599,
|
229 |
+
"eval_runtime": 36.7708,
|
230 |
+
"eval_samples_per_second": 12.211,
|
231 |
+
"eval_steps_per_second": 1.55,
|
232 |
+
"eval_weighted_fpr": 0.06265664160401002,
|
233 |
+
"eval_weighted_sensitivity": 0.8329621380846325,
|
234 |
+
"eval_weighted_specificity": 0.86532735992426,
|
235 |
+
"step": 2016
|
236 |
+
},
|
237 |
+
{
|
238 |
+
"epoch": 10.0,
|
239 |
+
"eval_accuracy": 0.8307349665924276,
|
240 |
+
"eval_f1_macro": 0.6397801007606054,
|
241 |
+
"eval_f1_micro": 0.8307349665924276,
|
242 |
+
"eval_f1_weighted": 0.8183915457597033,
|
243 |
+
"eval_loss": 1.4459574222564697,
|
244 |
+
"eval_macro_fpr": 0.08684003094467867,
|
245 |
+
"eval_macro_sensitivity": 0.6290898423251364,
|
246 |
+
"eval_macro_specificity": 0.9210102525156295,
|
247 |
+
"eval_precision": 0.8108965608714154,
|
248 |
+
"eval_precision_macro": 0.6584470636889992,
|
249 |
+
"eval_recall": 0.8307349665924276,
|
250 |
+
"eval_recall_macro": 0.6290898423251364,
|
251 |
+
"eval_runtime": 36.4367,
|
252 |
+
"eval_samples_per_second": 12.323,
|
253 |
+
"eval_steps_per_second": 1.564,
|
254 |
+
"eval_weighted_fpr": 0.06359832635983263,
|
255 |
+
"eval_weighted_sensitivity": 0.8307349665924276,
|
256 |
+
"eval_weighted_specificity": 0.8533060434700906,
|
257 |
+
"step": 2240
|
258 |
+
},
|
259 |
+
{
|
260 |
+
"epoch": 11.0,
|
261 |
+
"eval_accuracy": 0.8418708240534521,
|
262 |
+
"eval_f1_macro": 0.6463830564509832,
|
263 |
+
"eval_f1_micro": 0.8418708240534521,
|
264 |
+
"eval_f1_weighted": 0.8263008274936262,
|
265 |
+
"eval_loss": 1.4100018739700317,
|
266 |
+
"eval_macro_fpr": 0.08061341387649999,
|
267 |
+
"eval_macro_sensitivity": 0.6398590148590149,
|
268 |
+
"eval_macro_specificity": 0.9265216670805116,
|
269 |
+
"eval_precision": 0.8165947524130448,
|
270 |
+
"eval_precision_macro": 0.6717971143983426,
|
271 |
+
"eval_recall": 0.8418708240534521,
|
272 |
+
"eval_recall_macro": 0.6398590148590149,
|
273 |
+
"eval_runtime": 33.4877,
|
274 |
+
"eval_samples_per_second": 13.408,
|
275 |
+
"eval_steps_per_second": 1.702,
|
276 |
+
"eval_weighted_fpr": 0.05892116182572614,
|
277 |
+
"eval_weighted_sensitivity": 0.8418708240534521,
|
278 |
+
"eval_weighted_specificity": 0.8642158442685944,
|
279 |
+
"step": 2464
|
280 |
+
},
|
281 |
+
{
|
282 |
+
"epoch": 11.16,
|
283 |
+
"grad_norm": 0.002102190162986517,
|
284 |
+
"learning_rate": 3.143601190476191e-05,
|
285 |
+
"loss": 0.0148,
|
286 |
+
"step": 2500
|
287 |
+
},
|
288 |
+
{
|
289 |
+
"epoch": 12.0,
|
290 |
+
"eval_accuracy": 0.821826280623608,
|
291 |
+
"eval_f1_macro": 0.6469130501099637,
|
292 |
+
"eval_f1_micro": 0.821826280623608,
|
293 |
+
"eval_f1_weighted": 0.8136991543918022,
|
294 |
+
"eval_loss": 1.5364338159561157,
|
295 |
+
"eval_macro_fpr": 0.09029608603507376,
|
296 |
+
"eval_macro_sensitivity": 0.6339926634044281,
|
297 |
+
"eval_macro_specificity": 0.918073461922396,
|
298 |
+
"eval_precision": 0.810454717235043,
|
299 |
+
"eval_precision_macro": 0.6661052171615551,
|
300 |
+
"eval_recall": 0.821826280623608,
|
301 |
+
"eval_recall_macro": 0.6339926634044281,
|
302 |
+
"eval_runtime": 39.7939,
|
303 |
+
"eval_samples_per_second": 11.283,
|
304 |
+
"eval_steps_per_second": 1.432,
|
305 |
+
"eval_weighted_fpr": 0.06739679865206402,
|
306 |
+
"eval_weighted_sensitivity": 0.821826280623608,
|
307 |
+
"eval_weighted_specificity": 0.8504675670659761,
|
308 |
+
"step": 2688
|
309 |
+
},
|
310 |
+
{
|
311 |
+
"epoch": 13.0,
|
312 |
+
"eval_accuracy": 0.8307349665924276,
|
313 |
+
"eval_f1_macro": 0.640882554945055,
|
314 |
+
"eval_f1_micro": 0.8307349665924276,
|
315 |
+
"eval_f1_weighted": 0.8185461995317229,
|
316 |
+
"eval_loss": 1.5380131006240845,
|
317 |
+
"eval_macro_fpr": 0.08703201531958343,
|
318 |
+
"eval_macro_sensitivity": 0.6304267407208584,
|
319 |
+
"eval_macro_specificity": 0.9204826437177868,
|
320 |
+
"eval_precision": 0.8117655167499301,
|
321 |
+
"eval_precision_macro": 0.6596365191762517,
|
322 |
+
"eval_recall": 0.8307349665924276,
|
323 |
+
"eval_recall_macro": 0.6304267407208584,
|
324 |
+
"eval_runtime": 33.439,
|
325 |
+
"eval_samples_per_second": 13.427,
|
326 |
+
"eval_steps_per_second": 1.705,
|
327 |
+
"eval_weighted_fpr": 0.06359832635983263,
|
328 |
+
"eval_weighted_sensitivity": 0.8307349665924276,
|
329 |
+
"eval_weighted_specificity": 0.8511956082787195,
|
330 |
+
"step": 2912
|
331 |
+
},
|
332 |
+
{
|
333 |
+
"epoch": 13.39,
|
334 |
+
"grad_norm": 0.0014135402161628008,
|
335 |
+
"learning_rate": 2.771577380952381e-05,
|
336 |
+
"loss": 0.0031,
|
337 |
+
"step": 3000
|
338 |
+
},
|
339 |
+
{
|
340 |
+
"epoch": 14.0,
|
341 |
+
"eval_accuracy": 0.821826280623608,
|
342 |
+
"eval_f1_macro": 0.6395988579768073,
|
343 |
+
"eval_f1_micro": 0.821826280623608,
|
344 |
+
"eval_f1_weighted": 0.815862362792072,
|
345 |
+
"eval_loss": 1.6139171123504639,
|
346 |
+
"eval_macro_fpr": 0.08597973295573909,
|
347 |
+
"eval_macro_sensitivity": 0.6353312823901058,
|
348 |
+
"eval_macro_specificity": 0.9225779839960111,
|
349 |
+
"eval_precision": 0.8107609861928602,
|
350 |
+
"eval_precision_macro": 0.645071813948659,
|
351 |
+
"eval_recall": 0.821826280623608,
|
352 |
+
"eval_recall_macro": 0.6353312823901058,
|
353 |
+
"eval_runtime": 35.159,
|
354 |
+
"eval_samples_per_second": 12.771,
|
355 |
+
"eval_steps_per_second": 1.621,
|
356 |
+
"eval_weighted_fpr": 0.06739679865206402,
|
357 |
+
"eval_weighted_sensitivity": 0.821826280623608,
|
358 |
+
"eval_weighted_specificity": 0.8684856553604362,
|
359 |
+
"step": 3136
|
360 |
+
},
|
361 |
+
{
|
362 |
+
"epoch": 15.0,
|
363 |
+
"eval_accuracy": 0.8262806236080178,
|
364 |
+
"eval_f1_macro": 0.6528829170983883,
|
365 |
+
"eval_f1_micro": 0.8262806236080178,
|
366 |
+
"eval_f1_weighted": 0.8182677483705266,
|
367 |
+
"eval_loss": 1.6356003284454346,
|
368 |
+
"eval_macro_fpr": 0.08418800458446203,
|
369 |
+
"eval_macro_sensitivity": 0.6476601697189932,
|
370 |
+
"eval_macro_specificity": 0.9240743105590999,
|
371 |
+
"eval_precision": 0.8116961318417609,
|
372 |
+
"eval_precision_macro": 0.6625920024552541,
|
373 |
+
"eval_recall": 0.8262806236080178,
|
374 |
+
"eval_recall_macro": 0.6476601697189932,
|
375 |
+
"eval_runtime": 36.6347,
|
376 |
+
"eval_samples_per_second": 12.256,
|
377 |
+
"eval_steps_per_second": 1.556,
|
378 |
+
"eval_weighted_fpr": 0.0654911838790932,
|
379 |
+
"eval_weighted_sensitivity": 0.8262806236080178,
|
380 |
+
"eval_weighted_specificity": 0.870016618628382,
|
381 |
+
"step": 3360
|
382 |
+
},
|
383 |
+
{
|
384 |
+
"epoch": 15.62,
|
385 |
+
"grad_norm": 0.001976704690605402,
|
386 |
+
"learning_rate": 2.3995535714285717e-05,
|
387 |
+
"loss": 0.0043,
|
388 |
+
"step": 3500
|
389 |
+
},
|
390 |
+
{
|
391 |
+
"epoch": 16.0,
|
392 |
+
"eval_accuracy": 0.8240534521158129,
|
393 |
+
"eval_f1_macro": 0.6230761302189873,
|
394 |
+
"eval_f1_micro": 0.8240534521158129,
|
395 |
+
"eval_f1_weighted": 0.8107699279191485,
|
396 |
+
"eval_loss": 1.6745187044143677,
|
397 |
+
"eval_macro_fpr": 0.08839478151630284,
|
398 |
+
"eval_macro_sensitivity": 0.6229266891031597,
|
399 |
+
"eval_macro_specificity": 0.9195796367703915,
|
400 |
+
"eval_precision": 0.7994292873051225,
|
401 |
+
"eval_precision_macro": 0.6243675595238095,
|
402 |
+
"eval_recall": 0.8240534521158129,
|
403 |
+
"eval_recall_macro": 0.6229266891031597,
|
404 |
+
"eval_runtime": 36.8951,
|
405 |
+
"eval_samples_per_second": 12.17,
|
406 |
+
"eval_steps_per_second": 1.545,
|
407 |
+
"eval_weighted_fpr": 0.06644238856181665,
|
408 |
+
"eval_weighted_sensitivity": 0.8240534521158129,
|
409 |
+
"eval_weighted_specificity": 0.8542650949657526,
|
410 |
+
"step": 3584
|
411 |
+
},
|
412 |
+
{
|
413 |
+
"epoch": 17.0,
|
414 |
+
"eval_accuracy": 0.8084632516703786,
|
415 |
+
"eval_f1_macro": 0.6229483308619814,
|
416 |
+
"eval_f1_micro": 0.8084632516703786,
|
417 |
+
"eval_f1_weighted": 0.7995562278022648,
|
418 |
+
"eval_loss": 1.7866648435592651,
|
419 |
+
"eval_macro_fpr": 0.0906391329862678,
|
420 |
+
"eval_macro_sensitivity": 0.6335504717857658,
|
421 |
+
"eval_macro_specificity": 0.9190564535065532,
|
422 |
+
"eval_precision": 0.7946422596815907,
|
423 |
+
"eval_precision_macro": 0.6220543197936814,
|
424 |
+
"eval_recall": 0.8084632516703786,
|
425 |
+
"eval_recall_macro": 0.6335504717857658,
|
426 |
+
"eval_runtime": 45.6812,
|
427 |
+
"eval_samples_per_second": 9.829,
|
428 |
+
"eval_steps_per_second": 1.248,
|
429 |
+
"eval_weighted_fpr": 0.07319148936170213,
|
430 |
+
"eval_weighted_sensitivity": 0.8084632516703786,
|
431 |
+
"eval_weighted_specificity": 0.867762562355834,
|
432 |
+
"step": 3808
|
433 |
+
},
|
434 |
+
{
|
435 |
+
"epoch": 17.86,
|
436 |
+
"grad_norm": 0.006524547468870878,
|
437 |
+
"learning_rate": 2.027529761904762e-05,
|
438 |
+
"loss": 0.0008,
|
439 |
+
"step": 4000
|
440 |
+
},
|
441 |
+
{
|
442 |
+
"epoch": 18.0,
|
443 |
+
"eval_accuracy": 0.8151447661469933,
|
444 |
+
"eval_f1_macro": 0.6145391737322028,
|
445 |
+
"eval_f1_micro": 0.8151447661469933,
|
446 |
+
"eval_f1_weighted": 0.804610905907616,
|
447 |
+
"eval_loss": 1.751076102256775,
|
448 |
+
"eval_macro_fpr": 0.09007773933363768,
|
449 |
+
"eval_macro_sensitivity": 0.6215906510024157,
|
450 |
+
"eval_macro_specificity": 0.9198908245530938,
|
451 |
+
"eval_precision": 0.7971492204899776,
|
452 |
+
"eval_precision_macro": 0.6109523809523809,
|
453 |
+
"eval_recall": 0.8151447661469933,
|
454 |
+
"eval_recall_macro": 0.6215906510024157,
|
455 |
+
"eval_runtime": 38.3557,
|
456 |
+
"eval_samples_per_second": 11.706,
|
457 |
+
"eval_steps_per_second": 1.486,
|
458 |
+
"eval_weighted_fpr": 0.07027942421676546,
|
459 |
+
"eval_weighted_sensitivity": 0.8151447661469933,
|
460 |
+
"eval_weighted_specificity": 0.8644185320653821,
|
461 |
+
"step": 4032
|
462 |
+
},
|
463 |
+
{
|
464 |
+
"epoch": 19.0,
|
465 |
+
"eval_accuracy": 0.844097995545657,
|
466 |
+
"eval_f1_macro": 0.6311281016984356,
|
467 |
+
"eval_f1_micro": 0.844097995545657,
|
468 |
+
"eval_f1_weighted": 0.8249191682820878,
|
469 |
+
"eval_loss": 1.5909010171890259,
|
470 |
+
"eval_macro_fpr": 0.07919449683227583,
|
471 |
+
"eval_macro_sensitivity": 0.637408034466858,
|
472 |
+
"eval_macro_specificity": 0.9277706532935693,
|
473 |
+
"eval_precision": 0.807872223982319,
|
474 |
+
"eval_precision_macro": 0.6259502280219871,
|
475 |
+
"eval_recall": 0.844097995545657,
|
476 |
+
"eval_recall_macro": 0.637408034466858,
|
477 |
+
"eval_runtime": 36.5788,
|
478 |
+
"eval_samples_per_second": 12.275,
|
479 |
+
"eval_steps_per_second": 1.558,
|
480 |
+
"eval_weighted_fpr": 0.0579950289975145,
|
481 |
+
"eval_weighted_sensitivity": 0.844097995545657,
|
482 |
+
"eval_weighted_specificity": 0.8669846176286206,
|
483 |
+
"step": 4256
|
484 |
+
},
|
485 |
+
{
|
486 |
+
"epoch": 20.0,
|
487 |
+
"eval_accuracy": 0.8463251670378619,
|
488 |
+
"eval_f1_macro": 0.6547364441338015,
|
489 |
+
"eval_f1_micro": 0.8463251670378619,
|
490 |
+
"eval_f1_weighted": 0.8315565827780101,
|
491 |
+
"eval_loss": 1.5720769166946411,
|
492 |
+
"eval_macro_fpr": 0.07608631782920582,
|
493 |
+
"eval_macro_sensitivity": 0.654565757506934,
|
494 |
+
"eval_macro_specificity": 0.9304116223657872,
|
495 |
+
"eval_precision": 0.8212372897985063,
|
496 |
+
"eval_precision_macro": 0.6726868339007814,
|
497 |
+
"eval_recall": 0.8463251670378619,
|
498 |
+
"eval_recall_macro": 0.654565757506934,
|
499 |
+
"eval_runtime": 41.5006,
|
500 |
+
"eval_samples_per_second": 10.819,
|
501 |
+
"eval_steps_per_second": 1.373,
|
502 |
+
"eval_weighted_fpr": 0.05707196029776675,
|
503 |
+
"eval_weighted_sensitivity": 0.8463251670378619,
|
504 |
+
"eval_weighted_specificity": 0.8753213224252874,
|
505 |
+
"step": 4480
|
506 |
+
},
|
507 |
+
{
|
508 |
+
"epoch": 20.09,
|
509 |
+
"grad_norm": 0.0007016769959591329,
|
510 |
+
"learning_rate": 1.6555059523809523e-05,
|
511 |
+
"loss": 0.0039,
|
512 |
+
"step": 4500
|
513 |
+
},
|
514 |
+
{
|
515 |
+
"epoch": 21.0,
|
516 |
+
"eval_accuracy": 0.8396436525612472,
|
517 |
+
"eval_f1_macro": 0.6245224000790541,
|
518 |
+
"eval_f1_micro": 0.8396436525612472,
|
519 |
+
"eval_f1_weighted": 0.8198946368768828,
|
520 |
+
"eval_loss": 1.581870436668396,
|
521 |
+
"eval_macro_fpr": 0.08431444554533195,
|
522 |
+
"eval_macro_sensitivity": 0.6200274950274951,
|
523 |
+
"eval_macro_specificity": 0.9230817527274316,
|
524 |
+
"eval_precision": 0.805352891482989,
|
525 |
+
"eval_precision_macro": 0.6336598746081504,
|
526 |
+
"eval_recall": 0.8396436525612472,
|
527 |
+
"eval_recall_macro": 0.6200274950274951,
|
528 |
+
"eval_runtime": 40.6373,
|
529 |
+
"eval_samples_per_second": 11.049,
|
530 |
+
"eval_steps_per_second": 1.403,
|
531 |
+
"eval_weighted_fpr": 0.059850374064837904,
|
532 |
+
"eval_weighted_sensitivity": 0.8396436525612472,
|
533 |
+
"eval_weighted_specificity": 0.8526833583484795,
|
534 |
+
"step": 4704
|
535 |
+
},
|
536 |
+
{
|
537 |
+
"epoch": 22.0,
|
538 |
+
"eval_accuracy": 0.8485523385300668,
|
539 |
+
"eval_f1_macro": 0.6570090324388094,
|
540 |
+
"eval_f1_micro": 0.8485523385300668,
|
541 |
+
"eval_f1_weighted": 0.8332610613057768,
|
542 |
+
"eval_loss": 1.590599536895752,
|
543 |
+
"eval_macro_fpr": 0.07699645285854685,
|
544 |
+
"eval_macro_sensitivity": 0.6512226512226512,
|
545 |
+
"eval_macro_specificity": 0.9291429395829165,
|
546 |
+
"eval_precision": 0.8235592739775757,
|
547 |
+
"eval_precision_macro": 0.6814160825828637,
|
548 |
+
"eval_recall": 0.8485523385300668,
|
549 |
+
"eval_recall_macro": 0.6512226512226512,
|
550 |
+
"eval_runtime": 40.0378,
|
551 |
+
"eval_samples_per_second": 11.214,
|
552 |
+
"eval_steps_per_second": 1.424,
|
553 |
+
"eval_weighted_fpr": 0.05615194054500413,
|
554 |
+
"eval_weighted_sensitivity": 0.8485523385300668,
|
555 |
+
"eval_weighted_specificity": 0.8680194198015992,
|
556 |
+
"step": 4928
|
557 |
+
},
|
558 |
+
{
|
559 |
+
"epoch": 22.32,
|
560 |
+
"grad_norm": 0.0008124363957904279,
|
561 |
+
"learning_rate": 1.2834821428571428e-05,
|
562 |
+
"loss": 0.0005,
|
563 |
+
"step": 5000
|
564 |
+
},
|
565 |
+
{
|
566 |
+
"epoch": 23.0,
|
567 |
+
"eval_accuracy": 0.8262806236080178,
|
568 |
+
"eval_f1_macro": 0.6367361055170875,
|
569 |
+
"eval_f1_micro": 0.8262806236080178,
|
570 |
+
"eval_f1_weighted": 0.814300283167707,
|
571 |
+
"eval_loss": 1.7133090496063232,
|
572 |
+
"eval_macro_fpr": 0.08305536825615172,
|
573 |
+
"eval_macro_sensitivity": 0.6430558709970474,
|
574 |
+
"eval_macro_specificity": 0.9251990803757544,
|
575 |
+
"eval_precision": 0.8046809929872609,
|
576 |
+
"eval_precision_macro": 0.6403149200464413,
|
577 |
+
"eval_recall": 0.8262806236080178,
|
578 |
+
"eval_recall_macro": 0.6430558709970474,
|
579 |
+
"eval_runtime": 52.0234,
|
580 |
+
"eval_samples_per_second": 8.631,
|
581 |
+
"eval_steps_per_second": 1.096,
|
582 |
+
"eval_weighted_fpr": 0.0654911838790932,
|
583 |
+
"eval_weighted_sensitivity": 0.8262806236080178,
|
584 |
+
"eval_weighted_specificity": 0.8745156978949993,
|
585 |
+
"step": 5152
|
586 |
+
},
|
587 |
+
{
|
588 |
+
"epoch": 24.0,
|
589 |
+
"eval_accuracy": 0.8240534521158129,
|
590 |
+
"eval_f1_macro": 0.6347558645874186,
|
591 |
+
"eval_f1_micro": 0.8240534521158129,
|
592 |
+
"eval_f1_weighted": 0.810797465939838,
|
593 |
+
"eval_loss": 1.7812680006027222,
|
594 |
+
"eval_macro_fpr": 0.08937438461243138,
|
595 |
+
"eval_macro_sensitivity": 0.6290167172520114,
|
596 |
+
"eval_macro_specificity": 0.9182544571718577,
|
597 |
+
"eval_precision": 0.8021696990280875,
|
598 |
+
"eval_precision_macro": 0.6515469776148849,
|
599 |
+
"eval_recall": 0.8240534521158129,
|
600 |
+
"eval_recall_macro": 0.6290167172520114,
|
601 |
+
"eval_runtime": 37.1087,
|
602 |
+
"eval_samples_per_second": 12.1,
|
603 |
+
"eval_steps_per_second": 1.536,
|
604 |
+
"eval_weighted_fpr": 0.06644238856181665,
|
605 |
+
"eval_weighted_sensitivity": 0.8240534521158129,
|
606 |
+
"eval_weighted_specificity": 0.848964376571618,
|
607 |
+
"step": 5376
|
608 |
+
},
|
609 |
+
{
|
610 |
+
"epoch": 24.55,
|
611 |
+
"grad_norm": 0.00044807096128351986,
|
612 |
+
"learning_rate": 9.114583333333334e-06,
|
613 |
+
"loss": 0.0033,
|
614 |
+
"step": 5500
|
615 |
+
},
|
616 |
+
{
|
617 |
+
"epoch": 25.0,
|
618 |
+
"eval_accuracy": 0.821826280623608,
|
619 |
+
"eval_f1_macro": 0.6327917307584591,
|
620 |
+
"eval_f1_micro": 0.821826280623608,
|
621 |
+
"eval_f1_weighted": 0.8087513198727686,
|
622 |
+
"eval_loss": 1.7982960939407349,
|
623 |
+
"eval_macro_fpr": 0.09016628720802765,
|
624 |
+
"eval_macro_sensitivity": 0.6280514662867603,
|
625 |
+
"eval_macro_specificity": 0.9176017156574975,
|
626 |
+
"eval_precision": 0.80013123038614,
|
627 |
+
"eval_precision_macro": 0.6484922578565337,
|
628 |
+
"eval_recall": 0.821826280623608,
|
629 |
+
"eval_recall_macro": 0.6280514662867603,
|
630 |
+
"eval_runtime": 38.9568,
|
631 |
+
"eval_samples_per_second": 11.526,
|
632 |
+
"eval_steps_per_second": 1.463,
|
633 |
+
"eval_weighted_fpr": 0.06739679865206402,
|
634 |
+
"eval_weighted_sensitivity": 0.821826280623608,
|
635 |
+
"eval_weighted_specificity": 0.8485805820063818,
|
636 |
+
"step": 5600
|
637 |
+
},
|
638 |
+
{
|
639 |
+
"epoch": 26.0,
|
640 |
+
"eval_accuracy": 0.821826280623608,
|
641 |
+
"eval_f1_macro": 0.6327917307584591,
|
642 |
+
"eval_f1_micro": 0.821826280623608,
|
643 |
+
"eval_f1_weighted": 0.8087513198727686,
|
644 |
+
"eval_loss": 1.807039499282837,
|
645 |
+
"eval_macro_fpr": 0.09016628720802765,
|
646 |
+
"eval_macro_sensitivity": 0.6280514662867603,
|
647 |
+
"eval_macro_specificity": 0.9176017156574975,
|
648 |
+
"eval_precision": 0.80013123038614,
|
649 |
+
"eval_precision_macro": 0.6484922578565337,
|
650 |
+
"eval_recall": 0.821826280623608,
|
651 |
+
"eval_recall_macro": 0.6280514662867603,
|
652 |
+
"eval_runtime": 36.8299,
|
653 |
+
"eval_samples_per_second": 12.191,
|
654 |
+
"eval_steps_per_second": 1.548,
|
655 |
+
"eval_weighted_fpr": 0.06739679865206402,
|
656 |
+
"eval_weighted_sensitivity": 0.821826280623608,
|
657 |
+
"eval_weighted_specificity": 0.8485805820063818,
|
658 |
+
"step": 5824
|
659 |
+
},
|
660 |
+
{
|
661 |
+
"epoch": 26.79,
|
662 |
+
"grad_norm": 0.06853985786437988,
|
663 |
+
"learning_rate": 5.394345238095239e-06,
|
664 |
+
"loss": 0.0,
|
665 |
+
"step": 6000
|
666 |
+
},
|
667 |
+
{
|
668 |
+
"epoch": 27.0,
|
669 |
+
"eval_accuracy": 0.821826280623608,
|
670 |
+
"eval_f1_macro": 0.6335334678819144,
|
671 |
+
"eval_f1_micro": 0.821826280623608,
|
672 |
+
"eval_f1_weighted": 0.8105761794538233,
|
673 |
+
"eval_loss": 1.8198280334472656,
|
674 |
+
"eval_macro_fpr": 0.08902145853933485,
|
675 |
+
"eval_macro_sensitivity": 0.6295371957136663,
|
676 |
+
"eval_macro_specificity": 0.9190623344175122,
|
677 |
+
"eval_precision": 0.8023633868156814,
|
678 |
+
"eval_precision_macro": 0.6439485798270974,
|
679 |
+
"eval_recall": 0.821826280623608,
|
680 |
+
"eval_recall_macro": 0.6295371957136663,
|
681 |
+
"eval_runtime": 38.8069,
|
682 |
+
"eval_samples_per_second": 11.57,
|
683 |
+
"eval_steps_per_second": 1.469,
|
684 |
+
"eval_weighted_fpr": 0.06739679865206402,
|
685 |
+
"eval_weighted_sensitivity": 0.821826280623608,
|
686 |
+
"eval_weighted_specificity": 0.8544230570464407,
|
687 |
+
"step": 6048
|
688 |
+
},
|
689 |
+
{
|
690 |
+
"epoch": 28.0,
|
691 |
+
"eval_accuracy": 0.821826280623608,
|
692 |
+
"eval_f1_macro": 0.6335334678819144,
|
693 |
+
"eval_f1_micro": 0.821826280623608,
|
694 |
+
"eval_f1_weighted": 0.8105761794538233,
|
695 |
+
"eval_loss": 1.8243361711502075,
|
696 |
+
"eval_macro_fpr": 0.08902145853933485,
|
697 |
+
"eval_macro_sensitivity": 0.6295371957136663,
|
698 |
+
"eval_macro_specificity": 0.9190623344175122,
|
699 |
+
"eval_precision": 0.8023633868156814,
|
700 |
+
"eval_precision_macro": 0.6439485798270974,
|
701 |
+
"eval_recall": 0.821826280623608,
|
702 |
+
"eval_recall_macro": 0.6295371957136663,
|
703 |
+
"eval_runtime": 43.8782,
|
704 |
+
"eval_samples_per_second": 10.233,
|
705 |
+
"eval_steps_per_second": 1.299,
|
706 |
+
"eval_weighted_fpr": 0.06739679865206402,
|
707 |
+
"eval_weighted_sensitivity": 0.821826280623608,
|
708 |
+
"eval_weighted_specificity": 0.8544230570464407,
|
709 |
+
"step": 6272
|
710 |
+
},
|
711 |
+
{
|
712 |
+
"epoch": 29.0,
|
713 |
+
"eval_accuracy": 0.821826280623608,
|
714 |
+
"eval_f1_macro": 0.6335334678819144,
|
715 |
+
"eval_f1_micro": 0.821826280623608,
|
716 |
+
"eval_f1_weighted": 0.8105761794538233,
|
717 |
+
"eval_loss": 1.827745795249939,
|
718 |
+
"eval_macro_fpr": 0.08902145853933485,
|
719 |
+
"eval_macro_sensitivity": 0.6295371957136663,
|
720 |
+
"eval_macro_specificity": 0.9190623344175122,
|
721 |
+
"eval_precision": 0.8023633868156814,
|
722 |
+
"eval_precision_macro": 0.6439485798270974,
|
723 |
+
"eval_recall": 0.821826280623608,
|
724 |
+
"eval_recall_macro": 0.6295371957136663,
|
725 |
+
"eval_runtime": 32.6221,
|
726 |
+
"eval_samples_per_second": 13.764,
|
727 |
+
"eval_steps_per_second": 1.747,
|
728 |
+
"eval_weighted_fpr": 0.06739679865206402,
|
729 |
+
"eval_weighted_sensitivity": 0.821826280623608,
|
730 |
+
"eval_weighted_specificity": 0.8544230570464407,
|
731 |
+
"step": 6496
|
732 |
+
},
|
733 |
+
{
|
734 |
+
"epoch": 29.02,
|
735 |
+
"grad_norm": 0.00035208536428399384,
|
736 |
+
"learning_rate": 1.681547619047619e-06,
|
737 |
+
"loss": 0.0003,
|
738 |
+
"step": 6500
|
739 |
+
},
|
740 |
+
{
|
741 |
+
"epoch": 30.0,
|
742 |
+
"eval_accuracy": 0.821826280623608,
|
743 |
+
"eval_f1_macro": 0.6335334678819144,
|
744 |
+
"eval_f1_micro": 0.821826280623608,
|
745 |
+
"eval_f1_weighted": 0.8105761794538233,
|
746 |
+
"eval_loss": 1.82924485206604,
|
747 |
+
"eval_macro_fpr": 0.08902145853933485,
|
748 |
+
"eval_macro_sensitivity": 0.6295371957136663,
|
749 |
+
"eval_macro_specificity": 0.9190623344175122,
|
750 |
+
"eval_precision": 0.8023633868156814,
|
751 |
+
"eval_precision_macro": 0.6439485798270974,
|
752 |
+
"eval_recall": 0.821826280623608,
|
753 |
+
"eval_recall_macro": 0.6295371957136663,
|
754 |
+
"eval_runtime": 41.8213,
|
755 |
+
"eval_samples_per_second": 10.736,
|
756 |
+
"eval_steps_per_second": 1.363,
|
757 |
+
"eval_weighted_fpr": 0.06739679865206402,
|
758 |
+
"eval_weighted_sensitivity": 0.821826280623608,
|
759 |
+
"eval_weighted_specificity": 0.8544230570464407,
|
760 |
+
"step": 6720
|
761 |
+
}
|
762 |
+
],
|
763 |
+
"logging_steps": 500,
|
764 |
+
"max_steps": 6720,
|
765 |
+
"num_input_tokens_seen": 0,
|
766 |
+
"num_train_epochs": 30,
|
767 |
+
"save_steps": 500,
|
768 |
+
"total_flos": 1.414510433796096e+16,
|
769 |
+
"train_batch_size": 8,
|
770 |
+
"trial_name": null,
|
771 |
+
"trial_params": null
|
772 |
+
}
|
training_checkpoints/checkpoint-6720/training_args.bin
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:4168c8c84941deb81d05fe2d714c7e20c482e1e8b4900f8d6b307d6f8c3828dd
|
3 |
+
size 4984
|
training_checkpoints/checkpoint-6720/vocab.txt
ADDED
The diff for this file is too large to render.
See raw diff
|
|