Upload folder using huggingface_hub
Browse files- config.json +30 -0
- merges.txt +0 -0
- model.safetensors +3 -0
- optimizer.pt +3 -0
- rng_state.pth +3 -0
- scheduler.pt +3 -0
- special_tokens_map.json +15 -0
- tokenizer.json +0 -0
- tokenizer_config.json +57 -0
- trainer_state.json +982 -0
- training_args.bin +3 -0
- vocab.json +0 -0
config.json
ADDED
@@ -0,0 +1,30 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"_name_or_path": "FacebookAI/roberta-base",
|
3 |
+
"architectures": [
|
4 |
+
"RobertaForPromptBasedMaskedLM"
|
5 |
+
],
|
6 |
+
"attention_probs_dropout_prob": 0.1,
|
7 |
+
"bos_token_id": 0,
|
8 |
+
"classifier_dropout": null,
|
9 |
+
"eos_token_id": 2,
|
10 |
+
"hidden_act": "gelu",
|
11 |
+
"hidden_dropout_prob": 0.1,
|
12 |
+
"hidden_size": 768,
|
13 |
+
"initializer_range": 0.02,
|
14 |
+
"intermediate_size": 3072,
|
15 |
+
"label_no": 117,
|
16 |
+
"label_yes": 4420,
|
17 |
+
"layer_norm_eps": 1e-05,
|
18 |
+
"mask_token_id": 50264,
|
19 |
+
"max_position_embeddings": 514,
|
20 |
+
"model_type": "roberta",
|
21 |
+
"num_attention_heads": 12,
|
22 |
+
"num_hidden_layers": 12,
|
23 |
+
"pad_token_id": 1,
|
24 |
+
"position_embedding_type": "absolute",
|
25 |
+
"torch_dtype": "float32",
|
26 |
+
"transformers_version": "4.39.1",
|
27 |
+
"type_vocab_size": 1,
|
28 |
+
"use_cache": true,
|
29 |
+
"vocab_size": 50265
|
30 |
+
}
|
merges.txt
ADDED
The diff for this file is too large to render.
See raw diff
|
|
model.safetensors
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:a7c75d446326cc4975520c68e71fb94851c5a7db737789e8556e0c774bf4b351
|
3 |
+
size 498813948
|
optimizer.pt
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:db5286950968693c0b249ac8534351b302ffd83069f619aa0c0c271dde0739c9
|
3 |
+
size 997748346
|
rng_state.pth
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:380cf0998f0477b2aef8b53857d5d105c844a6860cffca7a866e1365f5770c2c
|
3 |
+
size 14180
|
scheduler.pt
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:ed72818eec59ff3fff91411ab558b4d4769f66989dcb0544dfcf05c77a40ede6
|
3 |
+
size 1064
|
special_tokens_map.json
ADDED
@@ -0,0 +1,15 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"bos_token": "<s>",
|
3 |
+
"cls_token": "<s>",
|
4 |
+
"eos_token": "</s>",
|
5 |
+
"mask_token": {
|
6 |
+
"content": "<mask>",
|
7 |
+
"lstrip": true,
|
8 |
+
"normalized": false,
|
9 |
+
"rstrip": false,
|
10 |
+
"single_word": false
|
11 |
+
},
|
12 |
+
"pad_token": "<pad>",
|
13 |
+
"sep_token": "</s>",
|
14 |
+
"unk_token": "<unk>"
|
15 |
+
}
|
tokenizer.json
ADDED
The diff for this file is too large to render.
See raw diff
|
|
tokenizer_config.json
ADDED
@@ -0,0 +1,57 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"add_prefix_space": false,
|
3 |
+
"added_tokens_decoder": {
|
4 |
+
"0": {
|
5 |
+
"content": "<s>",
|
6 |
+
"lstrip": false,
|
7 |
+
"normalized": true,
|
8 |
+
"rstrip": false,
|
9 |
+
"single_word": false,
|
10 |
+
"special": true
|
11 |
+
},
|
12 |
+
"1": {
|
13 |
+
"content": "<pad>",
|
14 |
+
"lstrip": false,
|
15 |
+
"normalized": true,
|
16 |
+
"rstrip": false,
|
17 |
+
"single_word": false,
|
18 |
+
"special": true
|
19 |
+
},
|
20 |
+
"2": {
|
21 |
+
"content": "</s>",
|
22 |
+
"lstrip": false,
|
23 |
+
"normalized": true,
|
24 |
+
"rstrip": false,
|
25 |
+
"single_word": false,
|
26 |
+
"special": true
|
27 |
+
},
|
28 |
+
"3": {
|
29 |
+
"content": "<unk>",
|
30 |
+
"lstrip": false,
|
31 |
+
"normalized": true,
|
32 |
+
"rstrip": false,
|
33 |
+
"single_word": false,
|
34 |
+
"special": true
|
35 |
+
},
|
36 |
+
"50264": {
|
37 |
+
"content": "<mask>",
|
38 |
+
"lstrip": true,
|
39 |
+
"normalized": false,
|
40 |
+
"rstrip": false,
|
41 |
+
"single_word": false,
|
42 |
+
"special": true
|
43 |
+
}
|
44 |
+
},
|
45 |
+
"bos_token": "<s>",
|
46 |
+
"clean_up_tokenization_spaces": true,
|
47 |
+
"cls_token": "<s>",
|
48 |
+
"eos_token": "</s>",
|
49 |
+
"errors": "replace",
|
50 |
+
"mask_token": "<mask>",
|
51 |
+
"model_max_length": 512,
|
52 |
+
"pad_token": "<pad>",
|
53 |
+
"sep_token": "</s>",
|
54 |
+
"tokenizer_class": "RobertaTokenizer",
|
55 |
+
"trim_offsets": true,
|
56 |
+
"unk_token": "<unk>"
|
57 |
+
}
|
trainer_state.json
ADDED
@@ -0,0 +1,982 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"best_metric": 0.9205694310134601,
|
3 |
+
"best_model_checkpoint": "./saved_models/roberta_prompt_sbdh_gpt4_v2_0/checkpoint-744",
|
4 |
+
"epoch": 31.0,
|
5 |
+
"eval_steps": 500,
|
6 |
+
"global_step": 744,
|
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 |
+
"grad_norm": 1.8722108602523804,
|
14 |
+
"learning_rate": 2.5e-06,
|
15 |
+
"loss": 0.7199,
|
16 |
+
"step": 24
|
17 |
+
},
|
18 |
+
{
|
19 |
+
"epoch": 1.0,
|
20 |
+
"eval_acc_macro": 0.07035287889134419,
|
21 |
+
"eval_acc_micro": 0.15675280351047888,
|
22 |
+
"eval_auc_macro": 0.663313870197172,
|
23 |
+
"eval_auc_micro": 0.6559659079771284,
|
24 |
+
"eval_f1_at_5": 0.2619950790125531,
|
25 |
+
"eval_f1_at_8": 0.24094809864446162,
|
26 |
+
"eval_f1_macro": 0.11929565026205535,
|
27 |
+
"eval_f1_micro": 0.2710221285563637,
|
28 |
+
"eval_loss": 0.3433417081832886,
|
29 |
+
"eval_prec_at_5": 0.1684931506849315,
|
30 |
+
"eval_prec_at_8": 0.14169520547945205,
|
31 |
+
"eval_prec_macro": 0.11362671803403451,
|
32 |
+
"eval_prec_micro": 0.18168974286521103,
|
33 |
+
"eval_rec_at_5": 0.5886605783866058,
|
34 |
+
"eval_rec_at_8": 0.8044140030441401,
|
35 |
+
"eval_rec_macro": 0.3442251461985764,
|
36 |
+
"eval_rec_micro": 0.5331674958540188,
|
37 |
+
"eval_runtime": 6.2217,
|
38 |
+
"eval_samples_per_second": 140.798,
|
39 |
+
"eval_steps_per_second": 17.68,
|
40 |
+
"step": 24
|
41 |
+
},
|
42 |
+
{
|
43 |
+
"epoch": 2.0,
|
44 |
+
"grad_norm": 5.086896896362305,
|
45 |
+
"learning_rate": 5e-06,
|
46 |
+
"loss": 0.3297,
|
47 |
+
"step": 48
|
48 |
+
},
|
49 |
+
{
|
50 |
+
"epoch": 2.0,
|
51 |
+
"eval_acc_macro": 0.5110805606565244,
|
52 |
+
"eval_acc_micro": 0.543895747599414,
|
53 |
+
"eval_auc_macro": 0.9371959387131173,
|
54 |
+
"eval_auc_micro": 0.9373504192626666,
|
55 |
+
"eval_f1_at_5": 0.4096411096246807,
|
56 |
+
"eval_f1_at_8": 0.2899510119744706,
|
57 |
+
"eval_f1_macro": 0.6473524785746846,
|
58 |
+
"eval_f1_micro": 0.7045757441136646,
|
59 |
+
"eval_loss": 0.1864374279975891,
|
60 |
+
"eval_prec_at_5": 0.2621004566210046,
|
61 |
+
"eval_prec_at_8": 0.1703767123287671,
|
62 |
+
"eval_prec_macro": 0.8055450466236987,
|
63 |
+
"eval_prec_micro": 0.7588516746410757,
|
64 |
+
"eval_rec_at_5": 0.9372146118721462,
|
65 |
+
"eval_rec_at_8": 0.9724124809741247,
|
66 |
+
"eval_rec_macro": 0.6042332875883025,
|
67 |
+
"eval_rec_micro": 0.6575456053067448,
|
68 |
+
"eval_runtime": 6.2474,
|
69 |
+
"eval_samples_per_second": 140.219,
|
70 |
+
"eval_steps_per_second": 17.607,
|
71 |
+
"step": 48
|
72 |
+
},
|
73 |
+
{
|
74 |
+
"epoch": 3.0,
|
75 |
+
"grad_norm": 1.4806246757507324,
|
76 |
+
"learning_rate": 7.500000000000001e-06,
|
77 |
+
"loss": 0.1717,
|
78 |
+
"step": 72
|
79 |
+
},
|
80 |
+
{
|
81 |
+
"epoch": 3.0,
|
82 |
+
"eval_acc_macro": 0.7353572773142955,
|
83 |
+
"eval_acc_micro": 0.7442348008385224,
|
84 |
+
"eval_auc_macro": 0.9820663738220755,
|
85 |
+
"eval_auc_micro": 0.9835785967362127,
|
86 |
+
"eval_f1_at_5": 0.42686614175859805,
|
87 |
+
"eval_f1_at_8": 0.2922793659426448,
|
88 |
+
"eval_f1_macro": 0.841220323579556,
|
89 |
+
"eval_f1_micro": 0.8533653846153163,
|
90 |
+
"eval_loss": 0.1064019426703453,
|
91 |
+
"eval_prec_at_5": 0.2732876712328767,
|
92 |
+
"eval_prec_at_8": 0.17180365296803654,
|
93 |
+
"eval_prec_macro": 0.8250237186513111,
|
94 |
+
"eval_prec_micro": 0.8255813953487732,
|
95 |
+
"eval_rec_at_5": 0.9745053272450532,
|
96 |
+
"eval_rec_at_8": 0.978310502283105,
|
97 |
+
"eval_rec_macro": 0.8662646242524481,
|
98 |
+
"eval_rec_micro": 0.8830845771143546,
|
99 |
+
"eval_runtime": 6.1744,
|
100 |
+
"eval_samples_per_second": 141.876,
|
101 |
+
"eval_steps_per_second": 17.815,
|
102 |
+
"step": 72
|
103 |
+
},
|
104 |
+
{
|
105 |
+
"epoch": 4.0,
|
106 |
+
"grad_norm": 1.224611759185791,
|
107 |
+
"learning_rate": 1e-05,
|
108 |
+
"loss": 0.0995,
|
109 |
+
"step": 96
|
110 |
+
},
|
111 |
+
{
|
112 |
+
"epoch": 4.0,
|
113 |
+
"eval_acc_macro": 0.801538415253349,
|
114 |
+
"eval_acc_micro": 0.8093126385808714,
|
115 |
+
"eval_auc_macro": 0.989204170129788,
|
116 |
+
"eval_auc_micro": 0.9911075755259093,
|
117 |
+
"eval_f1_at_5": 0.4288655829720509,
|
118 |
+
"eval_f1_at_8": 0.29274329072668936,
|
119 |
+
"eval_f1_macro": 0.8875969325055185,
|
120 |
+
"eval_f1_micro": 0.8946078431371818,
|
121 |
+
"eval_loss": 0.07651617377996445,
|
122 |
+
"eval_prec_at_5": 0.27465753424657535,
|
123 |
+
"eval_prec_at_8": 0.1720890410958904,
|
124 |
+
"eval_prec_macro": 0.881843938607854,
|
125 |
+
"eval_prec_micro": 0.8816425120772237,
|
126 |
+
"eval_rec_at_5": 0.9779299847792998,
|
127 |
+
"eval_rec_at_8": 0.9794520547945206,
|
128 |
+
"eval_rec_macro": 0.8961158899484207,
|
129 |
+
"eval_rec_micro": 0.9079601990048998,
|
130 |
+
"eval_runtime": 6.2178,
|
131 |
+
"eval_samples_per_second": 140.886,
|
132 |
+
"eval_steps_per_second": 17.691,
|
133 |
+
"step": 96
|
134 |
+
},
|
135 |
+
{
|
136 |
+
"epoch": 5.0,
|
137 |
+
"grad_norm": 1.1437005996704102,
|
138 |
+
"learning_rate": 9.722222222222223e-06,
|
139 |
+
"loss": 0.0805,
|
140 |
+
"step": 120
|
141 |
+
},
|
142 |
+
{
|
143 |
+
"epoch": 5.0,
|
144 |
+
"eval_acc_macro": 0.8121493747200438,
|
145 |
+
"eval_acc_micro": 0.8208841463414008,
|
146 |
+
"eval_auc_macro": 0.991491527290926,
|
147 |
+
"eval_auc_micro": 0.9929716878748317,
|
148 |
+
"eval_f1_at_5": 0.4291987915672543,
|
149 |
+
"eval_f1_at_8": 0.29274329072668936,
|
150 |
+
"eval_f1_macro": 0.8934495150714268,
|
151 |
+
"eval_f1_micro": 0.9016324822100543,
|
152 |
+
"eval_loss": 0.06796517223119736,
|
153 |
+
"eval_prec_at_5": 0.27488584474885847,
|
154 |
+
"eval_prec_at_8": 0.1720890410958904,
|
155 |
+
"eval_prec_macro": 0.901996461034861,
|
156 |
+
"eval_prec_micro": 0.9103972950126027,
|
157 |
+
"eval_rec_at_5": 0.9785007610350076,
|
158 |
+
"eval_rec_at_8": 0.9794520547945206,
|
159 |
+
"eval_rec_macro": 0.8880403796830154,
|
160 |
+
"eval_rec_micro": 0.8930348258705727,
|
161 |
+
"eval_runtime": 6.2151,
|
162 |
+
"eval_samples_per_second": 140.947,
|
163 |
+
"eval_steps_per_second": 17.699,
|
164 |
+
"step": 120
|
165 |
+
},
|
166 |
+
{
|
167 |
+
"epoch": 6.0,
|
168 |
+
"grad_norm": 2.1739773750305176,
|
169 |
+
"learning_rate": 9.444444444444445e-06,
|
170 |
+
"loss": 0.0718,
|
171 |
+
"step": 144
|
172 |
+
},
|
173 |
+
{
|
174 |
+
"epoch": 6.0,
|
175 |
+
"eval_acc_macro": 0.828523573268117,
|
176 |
+
"eval_acc_micro": 0.8335843373493348,
|
177 |
+
"eval_auc_macro": 0.9925057744832354,
|
178 |
+
"eval_auc_micro": 0.9937106144896979,
|
179 |
+
"eval_f1_at_5": 0.4291987915672543,
|
180 |
+
"eval_f1_at_8": 0.2925113305987028,
|
181 |
+
"eval_f1_macro": 0.9041659334919602,
|
182 |
+
"eval_f1_micro": 0.9092402464064961,
|
183 |
+
"eval_loss": 0.06353675574064255,
|
184 |
+
"eval_prec_at_5": 0.27488584474885847,
|
185 |
+
"eval_prec_at_8": 0.17194634703196346,
|
186 |
+
"eval_prec_macro": 0.8956330448729077,
|
187 |
+
"eval_prec_micro": 0.9007323026850366,
|
188 |
+
"eval_rec_at_5": 0.9785007610350076,
|
189 |
+
"eval_rec_at_8": 0.9788812785388128,
|
190 |
+
"eval_rec_macro": 0.9145914149826037,
|
191 |
+
"eval_rec_micro": 0.9179104477611179,
|
192 |
+
"eval_runtime": 6.2166,
|
193 |
+
"eval_samples_per_second": 140.913,
|
194 |
+
"eval_steps_per_second": 17.695,
|
195 |
+
"step": 144
|
196 |
+
},
|
197 |
+
{
|
198 |
+
"epoch": 7.0,
|
199 |
+
"grad_norm": 1.558062195777893,
|
200 |
+
"learning_rate": 9.166666666666666e-06,
|
201 |
+
"loss": 0.0669,
|
202 |
+
"step": 168
|
203 |
+
},
|
204 |
+
{
|
205 |
+
"epoch": 7.0,
|
206 |
+
"eval_acc_macro": 0.8323133875195107,
|
207 |
+
"eval_acc_micro": 0.8400918133128661,
|
208 |
+
"eval_auc_macro": 0.9934557716722295,
|
209 |
+
"eval_auc_micro": 0.9948184252460742,
|
210 |
+
"eval_f1_at_5": 0.4291987915672543,
|
211 |
+
"eval_f1_at_8": 0.29274329072668936,
|
212 |
+
"eval_f1_macro": 0.9059398386358487,
|
213 |
+
"eval_f1_micro": 0.913097713097637,
|
214 |
+
"eval_loss": 0.06089127063751221,
|
215 |
+
"eval_prec_at_5": 0.27488584474885847,
|
216 |
+
"eval_prec_at_8": 0.1720890410958904,
|
217 |
+
"eval_prec_macro": 0.9108588887690331,
|
218 |
+
"eval_prec_micro": 0.9157631359465458,
|
219 |
+
"eval_rec_at_5": 0.9785007610350076,
|
220 |
+
"eval_rec_at_8": 0.9794520547945206,
|
221 |
+
"eval_rec_macro": 0.9032889716188378,
|
222 |
+
"eval_rec_micro": 0.9104477611939543,
|
223 |
+
"eval_runtime": 6.2143,
|
224 |
+
"eval_samples_per_second": 140.965,
|
225 |
+
"eval_steps_per_second": 17.701,
|
226 |
+
"step": 168
|
227 |
+
},
|
228 |
+
{
|
229 |
+
"epoch": 8.0,
|
230 |
+
"grad_norm": 1.132032871246338,
|
231 |
+
"learning_rate": 8.888888888888888e-06,
|
232 |
+
"loss": 0.0611,
|
233 |
+
"step": 192
|
234 |
+
},
|
235 |
+
{
|
236 |
+
"epoch": 8.0,
|
237 |
+
"eval_acc_macro": 0.8399125580413327,
|
238 |
+
"eval_acc_micro": 0.8451563691837647,
|
239 |
+
"eval_auc_macro": 0.9939843717869511,
|
240 |
+
"eval_auc_micro": 0.9950275486953798,
|
241 |
+
"eval_f1_at_5": 0.4291987915672543,
|
242 |
+
"eval_f1_at_8": 0.29274329072668936,
|
243 |
+
"eval_f1_macro": 0.9107249879766437,
|
244 |
+
"eval_f1_micro": 0.916081025216956,
|
245 |
+
"eval_loss": 0.06228514760732651,
|
246 |
+
"eval_prec_at_5": 0.27488584474885847,
|
247 |
+
"eval_prec_at_8": 0.1720890410958904,
|
248 |
+
"eval_prec_macro": 0.9075154035613321,
|
249 |
+
"eval_prec_micro": 0.913437757625646,
|
250 |
+
"eval_rec_at_5": 0.9785007610350076,
|
251 |
+
"eval_rec_at_8": 0.9794520547945206,
|
252 |
+
"eval_rec_macro": 0.9155563129570495,
|
253 |
+
"eval_rec_micro": 0.9187396351574694,
|
254 |
+
"eval_runtime": 6.1966,
|
255 |
+
"eval_samples_per_second": 141.368,
|
256 |
+
"eval_steps_per_second": 17.752,
|
257 |
+
"step": 192
|
258 |
+
},
|
259 |
+
{
|
260 |
+
"epoch": 9.0,
|
261 |
+
"grad_norm": 0.9028905034065247,
|
262 |
+
"learning_rate": 8.611111111111112e-06,
|
263 |
+
"loss": 0.0561,
|
264 |
+
"step": 216
|
265 |
+
},
|
266 |
+
{
|
267 |
+
"epoch": 9.0,
|
268 |
+
"eval_acc_macro": 0.8453726969988299,
|
269 |
+
"eval_acc_micro": 0.850689127105601,
|
270 |
+
"eval_auc_macro": 0.9944939772465632,
|
271 |
+
"eval_auc_micro": 0.9954155898635628,
|
272 |
+
"eval_f1_at_5": 0.4291987915672543,
|
273 |
+
"eval_f1_at_8": 0.29274329072668936,
|
274 |
+
"eval_f1_macro": 0.914643073353695,
|
275 |
+
"eval_f1_micro": 0.9193214729002135,
|
276 |
+
"eval_loss": 0.05663854256272316,
|
277 |
+
"eval_prec_at_5": 0.27488584474885847,
|
278 |
+
"eval_prec_at_8": 0.1720890410958904,
|
279 |
+
"eval_prec_macro": 0.9126789502644125,
|
280 |
+
"eval_prec_micro": 0.9174236168455063,
|
281 |
+
"eval_rec_at_5": 0.9785007610350076,
|
282 |
+
"eval_rec_at_8": 0.9794520547945206,
|
283 |
+
"eval_rec_macro": 0.9185389204843853,
|
284 |
+
"eval_rec_micro": 0.9212271973465239,
|
285 |
+
"eval_runtime": 6.145,
|
286 |
+
"eval_samples_per_second": 142.554,
|
287 |
+
"eval_steps_per_second": 17.901,
|
288 |
+
"step": 216
|
289 |
+
},
|
290 |
+
{
|
291 |
+
"epoch": 10.0,
|
292 |
+
"grad_norm": 1.0204308032989502,
|
293 |
+
"learning_rate": 8.333333333333334e-06,
|
294 |
+
"loss": 0.0535,
|
295 |
+
"step": 240
|
296 |
+
},
|
297 |
+
{
|
298 |
+
"epoch": 10.0,
|
299 |
+
"eval_acc_macro": 0.8498863755077791,
|
300 |
+
"eval_acc_micro": 0.858365758754797,
|
301 |
+
"eval_auc_macro": 0.9946638093104078,
|
302 |
+
"eval_auc_micro": 0.9956081402572352,
|
303 |
+
"eval_f1_at_5": 0.4291987915672543,
|
304 |
+
"eval_f1_at_8": 0.29274329072668936,
|
305 |
+
"eval_f1_macro": 0.916676493616951,
|
306 |
+
"eval_f1_micro": 0.9237855946397886,
|
307 |
+
"eval_loss": 0.05517387017607689,
|
308 |
+
"eval_prec_at_5": 0.27488584474885847,
|
309 |
+
"eval_prec_at_8": 0.1720890410958904,
|
310 |
+
"eval_prec_macro": 0.9255652453336515,
|
311 |
+
"eval_prec_micro": 0.9331641285955217,
|
312 |
+
"eval_rec_at_5": 0.9785007610350076,
|
313 |
+
"eval_rec_at_8": 0.9794520547945206,
|
314 |
+
"eval_rec_macro": 0.9088352191837838,
|
315 |
+
"eval_rec_micro": 0.9145936981757119,
|
316 |
+
"eval_runtime": 6.1446,
|
317 |
+
"eval_samples_per_second": 142.564,
|
318 |
+
"eval_steps_per_second": 17.902,
|
319 |
+
"step": 240
|
320 |
+
},
|
321 |
+
{
|
322 |
+
"epoch": 11.0,
|
323 |
+
"grad_norm": 1.0917142629623413,
|
324 |
+
"learning_rate": 8.055555555555557e-06,
|
325 |
+
"loss": 0.0501,
|
326 |
+
"step": 264
|
327 |
+
},
|
328 |
+
{
|
329 |
+
"epoch": 11.0,
|
330 |
+
"eval_acc_macro": 0.8493708087290419,
|
331 |
+
"eval_acc_micro": 0.8584758942456564,
|
332 |
+
"eval_auc_macro": 0.9949027930572298,
|
333 |
+
"eval_auc_micro": 0.9961340229150117,
|
334 |
+
"eval_f1_at_5": 0.4295319911779049,
|
335 |
+
"eval_f1_at_8": 0.29274329072668936,
|
336 |
+
"eval_f1_macro": 0.9165770410883837,
|
337 |
+
"eval_f1_micro": 0.92384937238486,
|
338 |
+
"eval_loss": 0.05478766933083534,
|
339 |
+
"eval_prec_at_5": 0.2751141552511416,
|
340 |
+
"eval_prec_at_8": 0.1720890410958904,
|
341 |
+
"eval_prec_macro": 0.9246420093584519,
|
342 |
+
"eval_prec_micro": 0.9324324324323536,
|
343 |
+
"eval_rec_at_5": 0.9790715372907153,
|
344 |
+
"eval_rec_at_8": 0.9794520547945206,
|
345 |
+
"eval_rec_macro": 0.9096237229214146,
|
346 |
+
"eval_rec_micro": 0.9154228855720634,
|
347 |
+
"eval_runtime": 6.1786,
|
348 |
+
"eval_samples_per_second": 141.779,
|
349 |
+
"eval_steps_per_second": 17.803,
|
350 |
+
"step": 264
|
351 |
+
},
|
352 |
+
{
|
353 |
+
"epoch": 12.0,
|
354 |
+
"grad_norm": 1.1021435260772705,
|
355 |
+
"learning_rate": 7.77777777777778e-06,
|
356 |
+
"loss": 0.0474,
|
357 |
+
"step": 288
|
358 |
+
},
|
359 |
+
{
|
360 |
+
"epoch": 12.0,
|
361 |
+
"eval_acc_macro": 0.8453196602235581,
|
362 |
+
"eval_acc_micro": 0.856143079315641,
|
363 |
+
"eval_auc_macro": 0.9949355514759608,
|
364 |
+
"eval_auc_micro": 0.9959768461938463,
|
365 |
+
"eval_f1_at_5": 0.4291987915672543,
|
366 |
+
"eval_f1_at_8": 0.29274329072668936,
|
367 |
+
"eval_f1_macro": 0.9135326281320886,
|
368 |
+
"eval_f1_micro": 0.9224968579806515,
|
369 |
+
"eval_loss": 0.05536971986293793,
|
370 |
+
"eval_prec_at_5": 0.27488584474885847,
|
371 |
+
"eval_prec_at_8": 0.1720890410958904,
|
372 |
+
"eval_prec_macro": 0.9280234523786058,
|
373 |
+
"eval_prec_micro": 0.9322607959355688,
|
374 |
+
"eval_rec_at_5": 0.9785007610350076,
|
375 |
+
"eval_rec_at_8": 0.9794520547945206,
|
376 |
+
"eval_rec_macro": 0.9026177068383121,
|
377 |
+
"eval_rec_micro": 0.9129353233830089,
|
378 |
+
"eval_runtime": 6.2635,
|
379 |
+
"eval_samples_per_second": 139.858,
|
380 |
+
"eval_steps_per_second": 17.562,
|
381 |
+
"step": 288
|
382 |
+
},
|
383 |
+
{
|
384 |
+
"epoch": 13.0,
|
385 |
+
"grad_norm": 1.661024570465088,
|
386 |
+
"learning_rate": 7.500000000000001e-06,
|
387 |
+
"loss": 0.0456,
|
388 |
+
"step": 312
|
389 |
+
},
|
390 |
+
{
|
391 |
+
"epoch": 13.0,
|
392 |
+
"eval_acc_macro": 0.8539896866112132,
|
393 |
+
"eval_acc_micro": 0.8623924941359763,
|
394 |
+
"eval_auc_macro": 0.9951266438356762,
|
395 |
+
"eval_auc_micro": 0.9960736114541555,
|
396 |
+
"eval_f1_at_5": 0.42918048633589306,
|
397 |
+
"eval_f1_at_8": 0.29274329072668936,
|
398 |
+
"eval_f1_macro": 0.9193621316490773,
|
399 |
+
"eval_f1_micro": 0.9261125104953043,
|
400 |
+
"eval_loss": 0.05397089943289757,
|
401 |
+
"eval_prec_at_5": 0.27488584474885847,
|
402 |
+
"eval_prec_at_8": 0.1720890410958904,
|
403 |
+
"eval_prec_macro": 0.9310933950333862,
|
404 |
+
"eval_prec_micro": 0.9379251700679474,
|
405 |
+
"eval_rec_at_5": 0.978310502283105,
|
406 |
+
"eval_rec_at_8": 0.9794520547945206,
|
407 |
+
"eval_rec_macro": 0.9090157207820031,
|
408 |
+
"eval_rec_micro": 0.9145936981757119,
|
409 |
+
"eval_runtime": 6.188,
|
410 |
+
"eval_samples_per_second": 141.564,
|
411 |
+
"eval_steps_per_second": 17.776,
|
412 |
+
"step": 312
|
413 |
+
},
|
414 |
+
{
|
415 |
+
"epoch": 14.0,
|
416 |
+
"grad_norm": 1.8844163417816162,
|
417 |
+
"learning_rate": 7.222222222222223e-06,
|
418 |
+
"loss": 0.0448,
|
419 |
+
"step": 336
|
420 |
+
},
|
421 |
+
{
|
422 |
+
"epoch": 14.0,
|
423 |
+
"eval_acc_macro": 0.8471019101615411,
|
424 |
+
"eval_acc_micro": 0.8584831899921143,
|
425 |
+
"eval_auc_macro": 0.9954775103594954,
|
426 |
+
"eval_auc_micro": 0.9964240959398153,
|
427 |
+
"eval_f1_at_5": 0.4295319911779049,
|
428 |
+
"eval_f1_at_8": 0.29274329072668936,
|
429 |
+
"eval_f1_macro": 0.9145784925942765,
|
430 |
+
"eval_f1_micro": 0.9238535969708941,
|
431 |
+
"eval_loss": 0.05232784524559975,
|
432 |
+
"eval_prec_at_5": 0.2751141552511416,
|
433 |
+
"eval_prec_at_8": 0.1720890410958904,
|
434 |
+
"eval_prec_macro": 0.9310832701535142,
|
435 |
+
"eval_prec_micro": 0.937660119555855,
|
436 |
+
"eval_rec_at_5": 0.9790715372907153,
|
437 |
+
"eval_rec_at_8": 0.9794520547945206,
|
438 |
+
"eval_rec_macro": 0.900954322532269,
|
439 |
+
"eval_rec_micro": 0.9104477611939543,
|
440 |
+
"eval_runtime": 6.196,
|
441 |
+
"eval_samples_per_second": 141.382,
|
442 |
+
"eval_steps_per_second": 17.753,
|
443 |
+
"step": 336
|
444 |
+
},
|
445 |
+
{
|
446 |
+
"epoch": 15.0,
|
447 |
+
"grad_norm": 1.3576740026474,
|
448 |
+
"learning_rate": 6.944444444444445e-06,
|
449 |
+
"loss": 0.0425,
|
450 |
+
"step": 360
|
451 |
+
},
|
452 |
+
{
|
453 |
+
"epoch": 15.0,
|
454 |
+
"eval_acc_macro": 0.8512337950118664,
|
455 |
+
"eval_acc_micro": 0.8615863141523435,
|
456 |
+
"eval_auc_macro": 0.9951475121132285,
|
457 |
+
"eval_auc_micro": 0.9962107846753767,
|
458 |
+
"eval_f1_at_5": 0.4295319911779049,
|
459 |
+
"eval_f1_at_8": 0.29274329072668936,
|
460 |
+
"eval_f1_macro": 0.9173794915227328,
|
461 |
+
"eval_f1_micro": 0.925647451963164,
|
462 |
+
"eval_loss": 0.053657278418540955,
|
463 |
+
"eval_prec_at_5": 0.2751141552511416,
|
464 |
+
"eval_prec_at_8": 0.1720890410958904,
|
465 |
+
"eval_prec_macro": 0.9267018062985609,
|
466 |
+
"eval_prec_micro": 0.9326599326598541,
|
467 |
+
"eval_rec_at_5": 0.9790715372907153,
|
468 |
+
"eval_rec_at_8": 0.9794520547945206,
|
469 |
+
"eval_rec_macro": 0.9096846119468953,
|
470 |
+
"eval_rec_micro": 0.9187396351574694,
|
471 |
+
"eval_runtime": 6.1516,
|
472 |
+
"eval_samples_per_second": 142.402,
|
473 |
+
"eval_steps_per_second": 17.882,
|
474 |
+
"step": 360
|
475 |
+
},
|
476 |
+
{
|
477 |
+
"epoch": 16.0,
|
478 |
+
"grad_norm": 0.7812018990516663,
|
479 |
+
"learning_rate": 6.666666666666667e-06,
|
480 |
+
"loss": 0.0402,
|
481 |
+
"step": 384
|
482 |
+
},
|
483 |
+
{
|
484 |
+
"epoch": 16.0,
|
485 |
+
"eval_acc_macro": 0.8482275698613361,
|
486 |
+
"eval_acc_micro": 0.861502347417773,
|
487 |
+
"eval_auc_macro": 0.9952181846925838,
|
488 |
+
"eval_auc_micro": 0.9963574918587093,
|
489 |
+
"eval_f1_at_5": 0.4298468624753246,
|
490 |
+
"eval_f1_at_8": 0.29274329072668936,
|
491 |
+
"eval_f1_macro": 0.9150689476603097,
|
492 |
+
"eval_f1_micro": 0.9255989911726837,
|
493 |
+
"eval_loss": 0.055027130991220474,
|
494 |
+
"eval_prec_at_5": 0.2753424657534247,
|
495 |
+
"eval_prec_at_8": 0.1720890410958904,
|
496 |
+
"eval_prec_macro": 0.9321798187054336,
|
497 |
+
"eval_prec_micro": 0.9386189258311219,
|
498 |
+
"eval_rec_at_5": 0.9794520547945206,
|
499 |
+
"eval_rec_at_8": 0.9794520547945206,
|
500 |
+
"eval_rec_macro": 0.9015047595626373,
|
501 |
+
"eval_rec_micro": 0.9129353233830089,
|
502 |
+
"eval_runtime": 6.1964,
|
503 |
+
"eval_samples_per_second": 141.373,
|
504 |
+
"eval_steps_per_second": 17.752,
|
505 |
+
"step": 384
|
506 |
+
},
|
507 |
+
{
|
508 |
+
"epoch": 17.0,
|
509 |
+
"grad_norm": 0.6827139854431152,
|
510 |
+
"learning_rate": 6.3888888888888885e-06,
|
511 |
+
"loss": 0.0388,
|
512 |
+
"step": 408
|
513 |
+
},
|
514 |
+
{
|
515 |
+
"epoch": 17.0,
|
516 |
+
"eval_acc_macro": 0.8515875486589554,
|
517 |
+
"eval_acc_micro": 0.8601236476042612,
|
518 |
+
"eval_auc_macro": 0.9951263473453763,
|
519 |
+
"eval_auc_micro": 0.9961734953002022,
|
520 |
+
"eval_f1_at_5": 0.4295136788854873,
|
521 |
+
"eval_f1_at_8": 0.29274329072668936,
|
522 |
+
"eval_f1_macro": 0.9176542506423578,
|
523 |
+
"eval_f1_micro": 0.9248026589114312,
|
524 |
+
"eval_loss": 0.05326356366276741,
|
525 |
+
"eval_prec_at_5": 0.2751141552511416,
|
526 |
+
"eval_prec_at_8": 0.1720890410958904,
|
527 |
+
"eval_prec_macro": 0.9224814917404568,
|
528 |
+
"eval_prec_micro": 0.9267277268941776,
|
529 |
+
"eval_rec_at_5": 0.9788812785388128,
|
530 |
+
"eval_rec_at_8": 0.9794520547945206,
|
531 |
+
"eval_rec_macro": 0.9138993691616202,
|
532 |
+
"eval_rec_micro": 0.922885572139227,
|
533 |
+
"eval_runtime": 6.2448,
|
534 |
+
"eval_samples_per_second": 140.276,
|
535 |
+
"eval_steps_per_second": 17.615,
|
536 |
+
"step": 408
|
537 |
+
},
|
538 |
+
{
|
539 |
+
"epoch": 18.0,
|
540 |
+
"grad_norm": 2.072528123855591,
|
541 |
+
"learning_rate": 6.111111111111112e-06,
|
542 |
+
"loss": 0.0379,
|
543 |
+
"step": 432
|
544 |
+
},
|
545 |
+
{
|
546 |
+
"epoch": 18.0,
|
547 |
+
"eval_acc_macro": 0.8504993062436726,
|
548 |
+
"eval_acc_micro": 0.8585780525501655,
|
549 |
+
"eval_auc_macro": 0.9950323486570704,
|
550 |
+
"eval_auc_micro": 0.9961765247834898,
|
551 |
+
"eval_f1_at_5": 0.4298468624753246,
|
552 |
+
"eval_f1_at_8": 0.29274329072668936,
|
553 |
+
"eval_f1_macro": 0.917328682822007,
|
554 |
+
"eval_f1_micro": 0.923908523908447,
|
555 |
+
"eval_loss": 0.05443555489182472,
|
556 |
+
"eval_prec_at_5": 0.2753424657534247,
|
557 |
+
"eval_prec_at_8": 0.1720890410958904,
|
558 |
+
"eval_prec_macro": 0.9227209928734593,
|
559 |
+
"eval_prec_micro": 0.9266055045870787,
|
560 |
+
"eval_rec_at_5": 0.9794520547945206,
|
561 |
+
"eval_rec_at_8": 0.9794520547945206,
|
562 |
+
"eval_rec_macro": 0.9127347764028103,
|
563 |
+
"eval_rec_micro": 0.9212271973465239,
|
564 |
+
"eval_runtime": 6.1606,
|
565 |
+
"eval_samples_per_second": 142.194,
|
566 |
+
"eval_steps_per_second": 17.855,
|
567 |
+
"step": 432
|
568 |
+
},
|
569 |
+
{
|
570 |
+
"epoch": 19.0,
|
571 |
+
"grad_norm": 1.0216673612594604,
|
572 |
+
"learning_rate": 5.833333333333334e-06,
|
573 |
+
"loss": 0.0367,
|
574 |
+
"step": 456
|
575 |
+
},
|
576 |
+
{
|
577 |
+
"epoch": 19.0,
|
578 |
+
"eval_acc_macro": 0.8491462024293238,
|
579 |
+
"eval_acc_micro": 0.8604832424005564,
|
580 |
+
"eval_auc_macro": 0.9952033636321062,
|
581 |
+
"eval_auc_micro": 0.9961533581465836,
|
582 |
+
"eval_f1_at_5": 0.42918048633589306,
|
583 |
+
"eval_f1_at_8": 0.29274329072668936,
|
584 |
+
"eval_f1_macro": 0.9162533148683757,
|
585 |
+
"eval_f1_micro": 0.9250104733974928,
|
586 |
+
"eval_loss": 0.053822897374629974,
|
587 |
+
"eval_prec_at_5": 0.27488584474885847,
|
588 |
+
"eval_prec_at_8": 0.1720890410958904,
|
589 |
+
"eval_prec_macro": 0.9302531226804523,
|
590 |
+
"eval_prec_micro": 0.9348010160879818,
|
591 |
+
"eval_rec_at_5": 0.978310502283105,
|
592 |
+
"eval_rec_at_8": 0.9794520547945206,
|
593 |
+
"eval_rec_macro": 0.9044133701637805,
|
594 |
+
"eval_rec_micro": 0.9154228855720634,
|
595 |
+
"eval_runtime": 6.2679,
|
596 |
+
"eval_samples_per_second": 139.759,
|
597 |
+
"eval_steps_per_second": 17.55,
|
598 |
+
"step": 456
|
599 |
+
},
|
600 |
+
{
|
601 |
+
"epoch": 20.0,
|
602 |
+
"grad_norm": 0.8565398454666138,
|
603 |
+
"learning_rate": 5.555555555555557e-06,
|
604 |
+
"loss": 0.035,
|
605 |
+
"step": 480
|
606 |
+
},
|
607 |
+
{
|
608 |
+
"epoch": 20.0,
|
609 |
+
"eval_acc_macro": 0.8539275510220851,
|
610 |
+
"eval_acc_micro": 0.8656832298135974,
|
611 |
+
"eval_auc_macro": 0.9953444620919104,
|
612 |
+
"eval_auc_micro": 0.9962831804157093,
|
613 |
+
"eval_f1_at_5": 0.4288472848093916,
|
614 |
+
"eval_f1_at_8": 0.29274329072668936,
|
615 |
+
"eval_f1_macro": 0.9186680652840996,
|
616 |
+
"eval_f1_micro": 0.9280066583436597,
|
617 |
+
"eval_loss": 0.05500434711575508,
|
618 |
+
"eval_prec_at_5": 0.27465753424657535,
|
619 |
+
"eval_prec_at_8": 0.1720890410958904,
|
620 |
+
"eval_prec_macro": 0.9265469458942642,
|
621 |
+
"eval_prec_micro": 0.9314954051795379,
|
622 |
+
"eval_rec_at_5": 0.9777397260273972,
|
623 |
+
"eval_rec_at_8": 0.9794520547945206,
|
624 |
+
"eval_rec_macro": 0.9134436001515955,
|
625 |
+
"eval_rec_micro": 0.92454394693193,
|
626 |
+
"eval_runtime": 6.1331,
|
627 |
+
"eval_samples_per_second": 142.831,
|
628 |
+
"eval_steps_per_second": 17.935,
|
629 |
+
"step": 480
|
630 |
+
},
|
631 |
+
{
|
632 |
+
"epoch": 21.0,
|
633 |
+
"grad_norm": 0.8573027849197388,
|
634 |
+
"learning_rate": 5.2777777777777785e-06,
|
635 |
+
"loss": 0.034,
|
636 |
+
"step": 504
|
637 |
+
},
|
638 |
+
{
|
639 |
+
"epoch": 21.0,
|
640 |
+
"eval_acc_macro": 0.8487139365583213,
|
641 |
+
"eval_acc_micro": 0.8599071207429675,
|
642 |
+
"eval_auc_macro": 0.9952593352184999,
|
643 |
+
"eval_auc_micro": 0.99623096638022,
|
644 |
+
"eval_f1_at_5": 0.4295136788854873,
|
645 |
+
"eval_f1_at_8": 0.29274329072668936,
|
646 |
+
"eval_f1_macro": 0.9158985967502566,
|
647 |
+
"eval_f1_micro": 0.9246774864751622,
|
648 |
+
"eval_loss": 0.05316817760467529,
|
649 |
+
"eval_prec_at_5": 0.2751141552511416,
|
650 |
+
"eval_prec_at_8": 0.1720890410958904,
|
651 |
+
"eval_prec_macro": 0.9212276417335067,
|
652 |
+
"eval_prec_micro": 0.9281537176273242,
|
653 |
+
"eval_rec_at_5": 0.9788812785388128,
|
654 |
+
"eval_rec_at_8": 0.9794520547945206,
|
655 |
+
"eval_rec_macro": 0.9117274622825242,
|
656 |
+
"eval_rec_micro": 0.9212271973465239,
|
657 |
+
"eval_runtime": 6.2044,
|
658 |
+
"eval_samples_per_second": 141.191,
|
659 |
+
"eval_steps_per_second": 17.729,
|
660 |
+
"step": 504
|
661 |
+
},
|
662 |
+
{
|
663 |
+
"epoch": 22.0,
|
664 |
+
"grad_norm": 0.6982609033584595,
|
665 |
+
"learning_rate": 5e-06,
|
666 |
+
"loss": 0.0321,
|
667 |
+
"step": 528
|
668 |
+
},
|
669 |
+
{
|
670 |
+
"epoch": 22.0,
|
671 |
+
"eval_acc_macro": 0.8491707056123833,
|
672 |
+
"eval_acc_micro": 0.8597986057319241,
|
673 |
+
"eval_auc_macro": 0.995166189612911,
|
674 |
+
"eval_auc_micro": 0.9962029882110331,
|
675 |
+
"eval_f1_at_5": 0.42918048633589306,
|
676 |
+
"eval_f1_at_8": 0.29274329072668936,
|
677 |
+
"eval_f1_macro": 0.9161030038339234,
|
678 |
+
"eval_f1_micro": 0.9246147438566493,
|
679 |
+
"eval_loss": 0.056650497019290924,
|
680 |
+
"eval_prec_at_5": 0.27488584474885847,
|
681 |
+
"eval_prec_at_8": 0.1720890410958904,
|
682 |
+
"eval_prec_macro": 0.9201734731045618,
|
683 |
+
"eval_prec_micro": 0.9288702928869516,
|
684 |
+
"eval_rec_at_5": 0.978310502283105,
|
685 |
+
"eval_rec_at_8": 0.9794520547945206,
|
686 |
+
"eval_rec_macro": 0.9130204494213245,
|
687 |
+
"eval_rec_micro": 0.9203980099501724,
|
688 |
+
"eval_runtime": 6.2454,
|
689 |
+
"eval_samples_per_second": 140.262,
|
690 |
+
"eval_steps_per_second": 17.613,
|
691 |
+
"step": 528
|
692 |
+
},
|
693 |
+
{
|
694 |
+
"epoch": 23.0,
|
695 |
+
"grad_norm": 0.7926116585731506,
|
696 |
+
"learning_rate": 4.722222222222222e-06,
|
697 |
+
"loss": 0.0303,
|
698 |
+
"step": 552
|
699 |
+
},
|
700 |
+
{
|
701 |
+
"epoch": 23.0,
|
702 |
+
"eval_acc_macro": 0.8491868722119115,
|
703 |
+
"eval_acc_micro": 0.8571428571427916,
|
704 |
+
"eval_auc_macro": 0.9953682041367656,
|
705 |
+
"eval_auc_micro": 0.9962074433335152,
|
706 |
+
"eval_f1_at_5": 0.42918048633589306,
|
707 |
+
"eval_f1_at_8": 0.29274329072668936,
|
708 |
+
"eval_f1_macro": 0.9157423579975225,
|
709 |
+
"eval_f1_micro": 0.9230769230768471,
|
710 |
+
"eval_loss": 0.056672144681215286,
|
711 |
+
"eval_prec_at_5": 0.27488584474885847,
|
712 |
+
"eval_prec_at_8": 0.1720890410958904,
|
713 |
+
"eval_prec_macro": 0.9083006225839708,
|
714 |
+
"eval_prec_micro": 0.9159183673468639,
|
715 |
+
"eval_rec_at_5": 0.978310502283105,
|
716 |
+
"eval_rec_at_8": 0.9794520547945206,
|
717 |
+
"eval_rec_macro": 0.9239908582927064,
|
718 |
+
"eval_rec_micro": 0.9303482587063905,
|
719 |
+
"eval_runtime": 6.2236,
|
720 |
+
"eval_samples_per_second": 140.755,
|
721 |
+
"eval_steps_per_second": 17.675,
|
722 |
+
"step": 552
|
723 |
+
},
|
724 |
+
{
|
725 |
+
"epoch": 24.0,
|
726 |
+
"grad_norm": 1.125510573387146,
|
727 |
+
"learning_rate": 4.444444444444444e-06,
|
728 |
+
"loss": 0.0301,
|
729 |
+
"step": 576
|
730 |
+
},
|
731 |
+
{
|
732 |
+
"epoch": 24.0,
|
733 |
+
"eval_acc_macro": 0.8485250231781508,
|
734 |
+
"eval_acc_micro": 0.8570318570317904,
|
735 |
+
"eval_auc_macro": 0.9952185441458874,
|
736 |
+
"eval_auc_micro": 0.9962312336875689,
|
737 |
+
"eval_f1_at_5": 0.42918048633589306,
|
738 |
+
"eval_f1_at_8": 0.29274329072668936,
|
739 |
+
"eval_f1_macro": 0.9157383370149551,
|
740 |
+
"eval_f1_micro": 0.923012552301178,
|
741 |
+
"eval_loss": 0.06080281734466553,
|
742 |
+
"eval_prec_at_5": 0.27488584474885847,
|
743 |
+
"eval_prec_at_8": 0.1720890410958904,
|
744 |
+
"eval_prec_macro": 0.9252875267591651,
|
745 |
+
"eval_prec_micro": 0.9315878378377591,
|
746 |
+
"eval_rec_at_5": 0.978310502283105,
|
747 |
+
"eval_rec_at_8": 0.9794520547945206,
|
748 |
+
"eval_rec_macro": 0.9073331635314181,
|
749 |
+
"eval_rec_micro": 0.9145936981757119,
|
750 |
+
"eval_runtime": 6.1671,
|
751 |
+
"eval_samples_per_second": 142.044,
|
752 |
+
"eval_steps_per_second": 17.837,
|
753 |
+
"step": 576
|
754 |
+
},
|
755 |
+
{
|
756 |
+
"epoch": 25.0,
|
757 |
+
"grad_norm": 1.347324013710022,
|
758 |
+
"learning_rate": 4.166666666666667e-06,
|
759 |
+
"loss": 0.0282,
|
760 |
+
"step": 600
|
761 |
+
},
|
762 |
+
{
|
763 |
+
"epoch": 25.0,
|
764 |
+
"eval_acc_macro": 0.842166168753605,
|
765 |
+
"eval_acc_micro": 0.8551068883609774,
|
766 |
+
"eval_auc_macro": 0.9949314011679055,
|
767 |
+
"eval_auc_micro": 0.9960538307103354,
|
768 |
+
"eval_f1_at_5": 0.4288472848093916,
|
769 |
+
"eval_f1_at_8": 0.29274329072668936,
|
770 |
+
"eval_f1_macro": 0.9119808094359786,
|
771 |
+
"eval_f1_micro": 0.9218950064019699,
|
772 |
+
"eval_loss": 0.056968480348587036,
|
773 |
+
"eval_prec_at_5": 0.27465753424657535,
|
774 |
+
"eval_prec_at_8": 0.1720890410958904,
|
775 |
+
"eval_prec_macro": 0.9426243208291692,
|
776 |
+
"eval_prec_micro": 0.9498680738785444,
|
777 |
+
"eval_rec_at_5": 0.9777397260273972,
|
778 |
+
"eval_rec_at_8": 0.9794520547945206,
|
779 |
+
"eval_rec_macro": 0.8854364498112819,
|
780 |
+
"eval_rec_micro": 0.8955223880596273,
|
781 |
+
"eval_runtime": 6.2218,
|
782 |
+
"eval_samples_per_second": 140.795,
|
783 |
+
"eval_steps_per_second": 17.68,
|
784 |
+
"step": 600
|
785 |
+
},
|
786 |
+
{
|
787 |
+
"epoch": 26.0,
|
788 |
+
"grad_norm": 0.7992838025093079,
|
789 |
+
"learning_rate": 3.88888888888889e-06,
|
790 |
+
"loss": 0.0271,
|
791 |
+
"step": 624
|
792 |
+
},
|
793 |
+
{
|
794 |
+
"epoch": 26.0,
|
795 |
+
"eval_acc_macro": 0.850448503713554,
|
796 |
+
"eval_acc_micro": 0.8584544758989396,
|
797 |
+
"eval_auc_macro": 0.994964877927155,
|
798 |
+
"eval_auc_micro": 0.9959627234555783,
|
799 |
+
"eval_f1_at_5": 0.42851407428878907,
|
800 |
+
"eval_f1_at_8": 0.29274329072668936,
|
801 |
+
"eval_f1_macro": 0.916988259808195,
|
802 |
+
"eval_f1_micro": 0.923836969946404,
|
803 |
+
"eval_loss": 0.062447551637887955,
|
804 |
+
"eval_prec_at_5": 0.27442922374429224,
|
805 |
+
"eval_prec_at_8": 0.1720890410958904,
|
806 |
+
"eval_prec_macro": 0.9094336920398504,
|
807 |
+
"eval_prec_micro": 0.9174161896973902,
|
808 |
+
"eval_rec_at_5": 0.9771689497716894,
|
809 |
+
"eval_rec_at_8": 0.9794520547945206,
|
810 |
+
"eval_rec_macro": 0.9249848527276295,
|
811 |
+
"eval_rec_micro": 0.9303482587063905,
|
812 |
+
"eval_runtime": 6.205,
|
813 |
+
"eval_samples_per_second": 141.177,
|
814 |
+
"eval_steps_per_second": 17.728,
|
815 |
+
"step": 624
|
816 |
+
},
|
817 |
+
{
|
818 |
+
"epoch": 27.0,
|
819 |
+
"grad_norm": 0.7699769735336304,
|
820 |
+
"learning_rate": 3.6111111111111115e-06,
|
821 |
+
"loss": 0.0264,
|
822 |
+
"step": 648
|
823 |
+
},
|
824 |
+
{
|
825 |
+
"epoch": 27.0,
|
826 |
+
"eval_acc_macro": 0.8509862309003138,
|
827 |
+
"eval_acc_micro": 0.857365549493308,
|
828 |
+
"eval_auc_macro": 0.9948429133410858,
|
829 |
+
"eval_auc_micro": 0.9958119175595623,
|
830 |
+
"eval_f1_at_5": 0.42851407428878907,
|
831 |
+
"eval_f1_at_8": 0.29274329072668936,
|
832 |
+
"eval_f1_macro": 0.9178276987832569,
|
833 |
+
"eval_f1_micro": 0.9232060428031118,
|
834 |
+
"eval_loss": 0.06019788607954979,
|
835 |
+
"eval_prec_at_5": 0.27442922374429224,
|
836 |
+
"eval_prec_at_8": 0.1720890410958904,
|
837 |
+
"eval_prec_macro": 0.9247554610597524,
|
838 |
+
"eval_prec_micro": 0.9345794392522571,
|
839 |
+
"eval_rec_at_5": 0.9771689497716894,
|
840 |
+
"eval_rec_at_8": 0.9794520547945206,
|
841 |
+
"eval_rec_macro": 0.9123211173889221,
|
842 |
+
"eval_rec_micro": 0.9121061359866574,
|
843 |
+
"eval_runtime": 6.199,
|
844 |
+
"eval_samples_per_second": 141.314,
|
845 |
+
"eval_steps_per_second": 17.745,
|
846 |
+
"step": 648
|
847 |
+
},
|
848 |
+
{
|
849 |
+
"epoch": 28.0,
|
850 |
+
"grad_norm": 0.8111199736595154,
|
851 |
+
"learning_rate": 3.3333333333333333e-06,
|
852 |
+
"loss": 0.0247,
|
853 |
+
"step": 672
|
854 |
+
},
|
855 |
+
{
|
856 |
+
"epoch": 28.0,
|
857 |
+
"eval_acc_macro": 0.8539050124448745,
|
858 |
+
"eval_acc_micro": 0.8599397590360798,
|
859 |
+
"eval_auc_macro": 0.9949311017267249,
|
860 |
+
"eval_auc_micro": 0.9958826649045767,
|
861 |
+
"eval_f1_at_5": 0.4288472848093916,
|
862 |
+
"eval_f1_at_8": 0.29274329072668936,
|
863 |
+
"eval_f1_macro": 0.9187578667846501,
|
864 |
+
"eval_f1_micro": 0.9246963562752287,
|
865 |
+
"eval_loss": 0.06124128773808479,
|
866 |
+
"eval_prec_at_5": 0.27465753424657535,
|
867 |
+
"eval_prec_at_8": 0.1720890410958904,
|
868 |
+
"eval_prec_macro": 0.898554094667798,
|
869 |
+
"eval_prec_micro": 0.9034810126581564,
|
870 |
+
"eval_rec_at_5": 0.9777397260273972,
|
871 |
+
"eval_rec_at_8": 0.9794520547945206,
|
872 |
+
"eval_rec_macro": 0.9403712267485004,
|
873 |
+
"eval_rec_micro": 0.9469320066334206,
|
874 |
+
"eval_runtime": 6.2175,
|
875 |
+
"eval_samples_per_second": 140.893,
|
876 |
+
"eval_steps_per_second": 17.692,
|
877 |
+
"step": 672
|
878 |
+
},
|
879 |
+
{
|
880 |
+
"epoch": 29.0,
|
881 |
+
"grad_norm": 0.8091293573379517,
|
882 |
+
"learning_rate": 3.055555555555556e-06,
|
883 |
+
"loss": 0.0236,
|
884 |
+
"step": 696
|
885 |
+
},
|
886 |
+
{
|
887 |
+
"epoch": 29.0,
|
888 |
+
"eval_acc_macro": 0.8515123078962853,
|
889 |
+
"eval_acc_micro": 0.8605182926828612,
|
890 |
+
"eval_auc_macro": 0.9949441815288761,
|
891 |
+
"eval_auc_micro": 0.9957389426533069,
|
892 |
+
"eval_f1_at_5": 0.42918048633589306,
|
893 |
+
"eval_f1_at_8": 0.2925113305987028,
|
894 |
+
"eval_f1_macro": 0.9176180291221252,
|
895 |
+
"eval_f1_micro": 0.9250307251125829,
|
896 |
+
"eval_loss": 0.06163506582379341,
|
897 |
+
"eval_prec_at_5": 0.27488584474885847,
|
898 |
+
"eval_prec_at_8": 0.17194634703196346,
|
899 |
+
"eval_prec_macro": 0.9064412973486995,
|
900 |
+
"eval_prec_micro": 0.9141700404857559,
|
901 |
+
"eval_rec_at_5": 0.978310502283105,
|
902 |
+
"eval_rec_at_8": 0.9788812785388128,
|
903 |
+
"eval_rec_macro": 0.9296481224485932,
|
904 |
+
"eval_rec_micro": 0.936152570480851,
|
905 |
+
"eval_runtime": 6.2226,
|
906 |
+
"eval_samples_per_second": 140.776,
|
907 |
+
"eval_steps_per_second": 17.677,
|
908 |
+
"step": 696
|
909 |
+
},
|
910 |
+
{
|
911 |
+
"epoch": 30.0,
|
912 |
+
"grad_norm": 0.7638717889785767,
|
913 |
+
"learning_rate": 2.7777777777777783e-06,
|
914 |
+
"loss": 0.0242,
|
915 |
+
"step": 720
|
916 |
+
},
|
917 |
+
{
|
918 |
+
"epoch": 30.0,
|
919 |
+
"eval_acc_macro": 0.8514782533320497,
|
920 |
+
"eval_acc_micro": 0.8610897927858127,
|
921 |
+
"eval_auc_macro": 0.9950854271410213,
|
922 |
+
"eval_auc_micro": 0.9960944168761464,
|
923 |
+
"eval_f1_at_5": 0.4295136788854873,
|
924 |
+
"eval_f1_at_8": 0.29274329072668936,
|
925 |
+
"eval_f1_macro": 0.9177801984021922,
|
926 |
+
"eval_f1_micro": 0.9253608247421917,
|
927 |
+
"eval_loss": 0.06092337146401405,
|
928 |
+
"eval_prec_at_5": 0.2751141552511416,
|
929 |
+
"eval_prec_at_8": 0.1720890410958904,
|
930 |
+
"eval_prec_macro": 0.9134538753515611,
|
931 |
+
"eval_prec_micro": 0.920426579163173,
|
932 |
+
"eval_rec_at_5": 0.9788812785388128,
|
933 |
+
"eval_rec_at_8": 0.9794520547945206,
|
934 |
+
"eval_rec_macro": 0.9227004606245881,
|
935 |
+
"eval_rec_micro": 0.9303482587063905,
|
936 |
+
"eval_runtime": 6.1492,
|
937 |
+
"eval_samples_per_second": 142.457,
|
938 |
+
"eval_steps_per_second": 17.888,
|
939 |
+
"step": 720
|
940 |
+
},
|
941 |
+
{
|
942 |
+
"epoch": 31.0,
|
943 |
+
"grad_norm": 0.9947636127471924,
|
944 |
+
"learning_rate": 2.5e-06,
|
945 |
+
"loss": 0.023,
|
946 |
+
"step": 744
|
947 |
+
},
|
948 |
+
{
|
949 |
+
"epoch": 31.0,
|
950 |
+
"eval_acc_macro": 0.8560068706371594,
|
951 |
+
"eval_acc_micro": 0.8637770897832149,
|
952 |
+
"eval_auc_macro": 0.9947951862441506,
|
953 |
+
"eval_auc_micro": 0.9958837341339722,
|
954 |
+
"eval_f1_at_5": 0.4295136788854873,
|
955 |
+
"eval_f1_at_8": 0.29274329072668936,
|
956 |
+
"eval_f1_macro": 0.9205694310134601,
|
957 |
+
"eval_f1_micro": 0.9269102990032453,
|
958 |
+
"eval_loss": 0.06532252579927444,
|
959 |
+
"eval_prec_at_5": 0.2751141552511416,
|
960 |
+
"eval_prec_at_8": 0.1720890410958904,
|
961 |
+
"eval_prec_macro": 0.9201882436524288,
|
962 |
+
"eval_prec_micro": 0.9284525790348644,
|
963 |
+
"eval_rec_at_5": 0.9788812785388128,
|
964 |
+
"eval_rec_at_8": 0.9794520547945206,
|
965 |
+
"eval_rec_macro": 0.9217575019308203,
|
966 |
+
"eval_rec_micro": 0.9253731343282815,
|
967 |
+
"eval_runtime": 6.1427,
|
968 |
+
"eval_samples_per_second": 142.608,
|
969 |
+
"eval_steps_per_second": 17.907,
|
970 |
+
"step": 744
|
971 |
+
}
|
972 |
+
],
|
973 |
+
"logging_steps": 500,
|
974 |
+
"max_steps": 960,
|
975 |
+
"num_input_tokens_seen": 0,
|
976 |
+
"num_train_epochs": 40,
|
977 |
+
"save_steps": 500,
|
978 |
+
"total_flos": 2.503865168315597e+16,
|
979 |
+
"train_batch_size": 32,
|
980 |
+
"trial_name": null,
|
981 |
+
"trial_params": null
|
982 |
+
}
|
training_args.bin
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:c9ccbc95b8b2ee50380681dc01c600b9283cb323ef4f186375685f7b198b03fe
|
3 |
+
size 5048
|
vocab.json
ADDED
The diff for this file is too large to render.
See raw diff
|
|