root
commited on
Commit
•
3f66fdf
1
Parent(s):
a58e7a9
First version of the bgc-accession model and tokenizer.
Browse files- checkpoint-1000/config.json +35 -0
- checkpoint-1000/optimizer.pt +3 -0
- checkpoint-1000/pytorch_model.bin +3 -0
- checkpoint-1000/rng_state.pth +3 -0
- checkpoint-1000/scheduler.pt +3 -0
- checkpoint-1000/trainer_state.json +28 -0
- checkpoint-1000/training_args.bin +3 -0
- checkpoint-2000/config.json +35 -0
- checkpoint-2000/optimizer.pt +3 -0
- checkpoint-2000/pytorch_model.bin +3 -0
- checkpoint-2000/rng_state.pth +3 -0
- checkpoint-2000/scheduler.pt +3 -0
- checkpoint-2000/trainer_state.json +40 -0
- checkpoint-2000/training_args.bin +3 -0
- checkpoint-3000/config.json +35 -0
- checkpoint-3000/optimizer.pt +3 -0
- checkpoint-3000/pytorch_model.bin +3 -0
- checkpoint-3000/rng_state.pth +3 -0
- checkpoint-3000/scheduler.pt +3 -0
- checkpoint-3000/trainer_state.json +52 -0
- checkpoint-3000/training_args.bin +3 -0
- checkpoint-4000/config.json +35 -0
- checkpoint-4000/optimizer.pt +3 -0
- checkpoint-4000/pytorch_model.bin +3 -0
- checkpoint-4000/rng_state.pth +3 -0
- checkpoint-4000/scheduler.pt +3 -0
- checkpoint-4000/trainer_state.json +64 -0
- checkpoint-4000/training_args.bin +3 -0
- checkpoint-5000/config.json +35 -0
- checkpoint-5000/optimizer.pt +3 -0
- checkpoint-5000/pytorch_model.bin +3 -0
- checkpoint-5000/rng_state.pth +3 -0
- checkpoint-5000/scheduler.pt +3 -0
- checkpoint-5000/trainer_state.json +76 -0
- checkpoint-5000/training_args.bin +3 -0
- config.json +35 -0
- eval_results.txt +9 -0
- pytorch_model.bin +3 -0
- special_tokens_map.json +1 -0
- test_predictions.txt +0 -0
- test_results.txt +8 -0
- tokenizer_config.json +1 -0
- training_args.bin +3 -0
- vocab.txt +0 -0
checkpoint-1000/config.json
ADDED
@@ -0,0 +1,35 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"_name_or_path": "/nfs/production/literature/maaly/emerald-master/ml/pretrain/bert/train/biomed/models/pytorch/biobert_v1.0_pubmed_pmc",
|
3 |
+
"architectures": [
|
4 |
+
"BertForTokenClassification"
|
5 |
+
],
|
6 |
+
"attention_probs_dropout_prob": 0.1,
|
7 |
+
"classifier_dropout": null,
|
8 |
+
"hidden_act": "gelu",
|
9 |
+
"hidden_dropout_prob": 0.1,
|
10 |
+
"hidden_size": 768,
|
11 |
+
"id2label": {
|
12 |
+
"0": "B-bgc-accession",
|
13 |
+
"1": "I-bgc-accession",
|
14 |
+
"2": "O"
|
15 |
+
},
|
16 |
+
"initializer_range": 0.02,
|
17 |
+
"intermediate_size": 3072,
|
18 |
+
"label2id": {
|
19 |
+
"B-bgc-accession": 0,
|
20 |
+
"I-bgc-accession": 1,
|
21 |
+
"O": 2
|
22 |
+
},
|
23 |
+
"layer_norm_eps": 1e-12,
|
24 |
+
"max_position_embeddings": 512,
|
25 |
+
"model_type": "bert",
|
26 |
+
"num_attention_heads": 12,
|
27 |
+
"num_hidden_layers": 12,
|
28 |
+
"pad_token_id": 0,
|
29 |
+
"position_embedding_type": "absolute",
|
30 |
+
"torch_dtype": "float32",
|
31 |
+
"transformers_version": "4.16.0.dev0",
|
32 |
+
"type_vocab_size": 2,
|
33 |
+
"use_cache": true,
|
34 |
+
"vocab_size": 28996
|
35 |
+
}
|
checkpoint-1000/optimizer.pt
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:e76bb6003f2a4d7cbb4f8565ea262d2bb404db66d6b6cb7e0d8038f347836094
|
3 |
+
size 861895213
|
checkpoint-1000/pytorch_model.bin
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:8422e8f8702d140d70154547fd50eeddaffec3af7784a0280388a5d4b1e80402
|
3 |
+
size 430973751
|
checkpoint-1000/rng_state.pth
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:4ac14aebf521681dcbc5f118b331d2d5a5cccd682ac27537f6273c9d3150efec
|
3 |
+
size 13560
|
checkpoint-1000/scheduler.pt
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:e0ddc65aa7491c6d0ff1c766a97b779ef5cb7c61e769feff86b222261ee5b327
|
3 |
+
size 623
|
checkpoint-1000/trainer_state.json
ADDED
@@ -0,0 +1,28 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"best_metric": null,
|
3 |
+
"best_model_checkpoint": null,
|
4 |
+
"epoch": 5.555555555555555,
|
5 |
+
"global_step": 1000,
|
6 |
+
"is_hyper_param_search": false,
|
7 |
+
"is_local_process_zero": true,
|
8 |
+
"is_world_process_zero": true,
|
9 |
+
"log_history": [
|
10 |
+
{
|
11 |
+
"epoch": 2.78,
|
12 |
+
"learning_rate": 3.62962962962963e-05,
|
13 |
+
"loss": 0.0119,
|
14 |
+
"step": 500
|
15 |
+
},
|
16 |
+
{
|
17 |
+
"epoch": 5.56,
|
18 |
+
"learning_rate": 3.259259259259259e-05,
|
19 |
+
"loss": 0.0015,
|
20 |
+
"step": 1000
|
21 |
+
}
|
22 |
+
],
|
23 |
+
"max_steps": 5400,
|
24 |
+
"num_train_epochs": 30,
|
25 |
+
"total_flos": 2082227355360000.0,
|
26 |
+
"trial_name": null,
|
27 |
+
"trial_params": null
|
28 |
+
}
|
checkpoint-1000/training_args.bin
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:22235e2810fda58e2bc6ed9964bb6cee8e7251edd8674b13e9557da2f6b0c79a
|
3 |
+
size 3183
|
checkpoint-2000/config.json
ADDED
@@ -0,0 +1,35 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"_name_or_path": "/nfs/production/literature/maaly/emerald-master/ml/pretrain/bert/train/biomed/models/pytorch/biobert_v1.0_pubmed_pmc",
|
3 |
+
"architectures": [
|
4 |
+
"BertForTokenClassification"
|
5 |
+
],
|
6 |
+
"attention_probs_dropout_prob": 0.1,
|
7 |
+
"classifier_dropout": null,
|
8 |
+
"hidden_act": "gelu",
|
9 |
+
"hidden_dropout_prob": 0.1,
|
10 |
+
"hidden_size": 768,
|
11 |
+
"id2label": {
|
12 |
+
"0": "B-bgc-accession",
|
13 |
+
"1": "I-bgc-accession",
|
14 |
+
"2": "O"
|
15 |
+
},
|
16 |
+
"initializer_range": 0.02,
|
17 |
+
"intermediate_size": 3072,
|
18 |
+
"label2id": {
|
19 |
+
"B-bgc-accession": 0,
|
20 |
+
"I-bgc-accession": 1,
|
21 |
+
"O": 2
|
22 |
+
},
|
23 |
+
"layer_norm_eps": 1e-12,
|
24 |
+
"max_position_embeddings": 512,
|
25 |
+
"model_type": "bert",
|
26 |
+
"num_attention_heads": 12,
|
27 |
+
"num_hidden_layers": 12,
|
28 |
+
"pad_token_id": 0,
|
29 |
+
"position_embedding_type": "absolute",
|
30 |
+
"torch_dtype": "float32",
|
31 |
+
"transformers_version": "4.16.0.dev0",
|
32 |
+
"type_vocab_size": 2,
|
33 |
+
"use_cache": true,
|
34 |
+
"vocab_size": 28996
|
35 |
+
}
|
checkpoint-2000/optimizer.pt
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:3f477e7dde3858f639399705f359c159fa17855f1f3d2e85b31606f3d15758b9
|
3 |
+
size 861895213
|
checkpoint-2000/pytorch_model.bin
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:a4d372e47ae63fe6daf92429f35e085b6a534703d020091519389be277f476e7
|
3 |
+
size 430973751
|
checkpoint-2000/rng_state.pth
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:acd54eadddf5ceb12f6a1678c2073ecf1fc474bb45ce842281bc3a5476671abf
|
3 |
+
size 13560
|
checkpoint-2000/scheduler.pt
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:7ad13aef0dea48755ebce331c82f081f7b9623a8b2cd1d417ef311ca9428100d
|
3 |
+
size 623
|
checkpoint-2000/trainer_state.json
ADDED
@@ -0,0 +1,40 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"best_metric": null,
|
3 |
+
"best_model_checkpoint": null,
|
4 |
+
"epoch": 11.11111111111111,
|
5 |
+
"global_step": 2000,
|
6 |
+
"is_hyper_param_search": false,
|
7 |
+
"is_local_process_zero": true,
|
8 |
+
"is_world_process_zero": true,
|
9 |
+
"log_history": [
|
10 |
+
{
|
11 |
+
"epoch": 2.78,
|
12 |
+
"learning_rate": 3.62962962962963e-05,
|
13 |
+
"loss": 0.0119,
|
14 |
+
"step": 500
|
15 |
+
},
|
16 |
+
{
|
17 |
+
"epoch": 5.56,
|
18 |
+
"learning_rate": 3.259259259259259e-05,
|
19 |
+
"loss": 0.0015,
|
20 |
+
"step": 1000
|
21 |
+
},
|
22 |
+
{
|
23 |
+
"epoch": 8.33,
|
24 |
+
"learning_rate": 2.888888888888889e-05,
|
25 |
+
"loss": 0.0007,
|
26 |
+
"step": 1500
|
27 |
+
},
|
28 |
+
{
|
29 |
+
"epoch": 11.11,
|
30 |
+
"learning_rate": 2.5185185185185187e-05,
|
31 |
+
"loss": 0.0003,
|
32 |
+
"step": 2000
|
33 |
+
}
|
34 |
+
],
|
35 |
+
"max_steps": 5400,
|
36 |
+
"num_train_epochs": 30,
|
37 |
+
"total_flos": 4162821591225600.0,
|
38 |
+
"trial_name": null,
|
39 |
+
"trial_params": null
|
40 |
+
}
|
checkpoint-2000/training_args.bin
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:22235e2810fda58e2bc6ed9964bb6cee8e7251edd8674b13e9557da2f6b0c79a
|
3 |
+
size 3183
|
checkpoint-3000/config.json
ADDED
@@ -0,0 +1,35 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"_name_or_path": "/nfs/production/literature/maaly/emerald-master/ml/pretrain/bert/train/biomed/models/pytorch/biobert_v1.0_pubmed_pmc",
|
3 |
+
"architectures": [
|
4 |
+
"BertForTokenClassification"
|
5 |
+
],
|
6 |
+
"attention_probs_dropout_prob": 0.1,
|
7 |
+
"classifier_dropout": null,
|
8 |
+
"hidden_act": "gelu",
|
9 |
+
"hidden_dropout_prob": 0.1,
|
10 |
+
"hidden_size": 768,
|
11 |
+
"id2label": {
|
12 |
+
"0": "B-bgc-accession",
|
13 |
+
"1": "I-bgc-accession",
|
14 |
+
"2": "O"
|
15 |
+
},
|
16 |
+
"initializer_range": 0.02,
|
17 |
+
"intermediate_size": 3072,
|
18 |
+
"label2id": {
|
19 |
+
"B-bgc-accession": 0,
|
20 |
+
"I-bgc-accession": 1,
|
21 |
+
"O": 2
|
22 |
+
},
|
23 |
+
"layer_norm_eps": 1e-12,
|
24 |
+
"max_position_embeddings": 512,
|
25 |
+
"model_type": "bert",
|
26 |
+
"num_attention_heads": 12,
|
27 |
+
"num_hidden_layers": 12,
|
28 |
+
"pad_token_id": 0,
|
29 |
+
"position_embedding_type": "absolute",
|
30 |
+
"torch_dtype": "float32",
|
31 |
+
"transformers_version": "4.16.0.dev0",
|
32 |
+
"type_vocab_size": 2,
|
33 |
+
"use_cache": true,
|
34 |
+
"vocab_size": 28996
|
35 |
+
}
|
checkpoint-3000/optimizer.pt
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:547126905ed53f164251271a63c9edac21cca5750786f642bfaefde9cde77115
|
3 |
+
size 861895213
|
checkpoint-3000/pytorch_model.bin
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:a4e2bd62772304de4d0b5533ae02e66be3361112aac40eaaab5a738eae48d4ce
|
3 |
+
size 430973751
|
checkpoint-3000/rng_state.pth
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:26457ada75904aa7d7ee5217f086421dec1b5d79eba61e9059ce5e7e407fa2b7
|
3 |
+
size 13560
|
checkpoint-3000/scheduler.pt
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:c4834dde0389df834113d4ad90cbda17ddeddce27c3193d69db74822a3348efa
|
3 |
+
size 623
|
checkpoint-3000/trainer_state.json
ADDED
@@ -0,0 +1,52 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"best_metric": null,
|
3 |
+
"best_model_checkpoint": null,
|
4 |
+
"epoch": 16.666666666666668,
|
5 |
+
"global_step": 3000,
|
6 |
+
"is_hyper_param_search": false,
|
7 |
+
"is_local_process_zero": true,
|
8 |
+
"is_world_process_zero": true,
|
9 |
+
"log_history": [
|
10 |
+
{
|
11 |
+
"epoch": 2.78,
|
12 |
+
"learning_rate": 3.62962962962963e-05,
|
13 |
+
"loss": 0.0119,
|
14 |
+
"step": 500
|
15 |
+
},
|
16 |
+
{
|
17 |
+
"epoch": 5.56,
|
18 |
+
"learning_rate": 3.259259259259259e-05,
|
19 |
+
"loss": 0.0015,
|
20 |
+
"step": 1000
|
21 |
+
},
|
22 |
+
{
|
23 |
+
"epoch": 8.33,
|
24 |
+
"learning_rate": 2.888888888888889e-05,
|
25 |
+
"loss": 0.0007,
|
26 |
+
"step": 1500
|
27 |
+
},
|
28 |
+
{
|
29 |
+
"epoch": 11.11,
|
30 |
+
"learning_rate": 2.5185185185185187e-05,
|
31 |
+
"loss": 0.0003,
|
32 |
+
"step": 2000
|
33 |
+
},
|
34 |
+
{
|
35 |
+
"epoch": 13.89,
|
36 |
+
"learning_rate": 2.1481481481481485e-05,
|
37 |
+
"loss": 0.0002,
|
38 |
+
"step": 2500
|
39 |
+
},
|
40 |
+
{
|
41 |
+
"epoch": 16.67,
|
42 |
+
"learning_rate": 1.7777777777777777e-05,
|
43 |
+
"loss": 0.0001,
|
44 |
+
"step": 3000
|
45 |
+
}
|
46 |
+
],
|
47 |
+
"max_steps": 5400,
|
48 |
+
"num_train_epochs": 30,
|
49 |
+
"total_flos": 6245048946585600.0,
|
50 |
+
"trial_name": null,
|
51 |
+
"trial_params": null
|
52 |
+
}
|
checkpoint-3000/training_args.bin
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:22235e2810fda58e2bc6ed9964bb6cee8e7251edd8674b13e9557da2f6b0c79a
|
3 |
+
size 3183
|
checkpoint-4000/config.json
ADDED
@@ -0,0 +1,35 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"_name_or_path": "/nfs/production/literature/maaly/emerald-master/ml/pretrain/bert/train/biomed/models/pytorch/biobert_v1.0_pubmed_pmc",
|
3 |
+
"architectures": [
|
4 |
+
"BertForTokenClassification"
|
5 |
+
],
|
6 |
+
"attention_probs_dropout_prob": 0.1,
|
7 |
+
"classifier_dropout": null,
|
8 |
+
"hidden_act": "gelu",
|
9 |
+
"hidden_dropout_prob": 0.1,
|
10 |
+
"hidden_size": 768,
|
11 |
+
"id2label": {
|
12 |
+
"0": "B-bgc-accession",
|
13 |
+
"1": "I-bgc-accession",
|
14 |
+
"2": "O"
|
15 |
+
},
|
16 |
+
"initializer_range": 0.02,
|
17 |
+
"intermediate_size": 3072,
|
18 |
+
"label2id": {
|
19 |
+
"B-bgc-accession": 0,
|
20 |
+
"I-bgc-accession": 1,
|
21 |
+
"O": 2
|
22 |
+
},
|
23 |
+
"layer_norm_eps": 1e-12,
|
24 |
+
"max_position_embeddings": 512,
|
25 |
+
"model_type": "bert",
|
26 |
+
"num_attention_heads": 12,
|
27 |
+
"num_hidden_layers": 12,
|
28 |
+
"pad_token_id": 0,
|
29 |
+
"position_embedding_type": "absolute",
|
30 |
+
"torch_dtype": "float32",
|
31 |
+
"transformers_version": "4.16.0.dev0",
|
32 |
+
"type_vocab_size": 2,
|
33 |
+
"use_cache": true,
|
34 |
+
"vocab_size": 28996
|
35 |
+
}
|
checkpoint-4000/optimizer.pt
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:a5035bbd7b8b3db4e2a3837e92a770c18e1bdc5bf7afa72025bb1cb27e71887b
|
3 |
+
size 861895213
|
checkpoint-4000/pytorch_model.bin
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:a2eb9f554f7db8ee9e940a7d1135852210c2ae79313f43675118cd1cfa7b9a53
|
3 |
+
size 430973751
|
checkpoint-4000/rng_state.pth
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:24169d778c0ffdfcf3507fdeecb5182ae8497009174925b7b27d8c30e1b064a6
|
3 |
+
size 13560
|
checkpoint-4000/scheduler.pt
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:f9dcbf32fad32c44756c4e51d79f8f48f1fd0f93f5d72e0178779ead46918f9d
|
3 |
+
size 623
|
checkpoint-4000/trainer_state.json
ADDED
@@ -0,0 +1,64 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"best_metric": null,
|
3 |
+
"best_model_checkpoint": null,
|
4 |
+
"epoch": 22.22222222222222,
|
5 |
+
"global_step": 4000,
|
6 |
+
"is_hyper_param_search": false,
|
7 |
+
"is_local_process_zero": true,
|
8 |
+
"is_world_process_zero": true,
|
9 |
+
"log_history": [
|
10 |
+
{
|
11 |
+
"epoch": 2.78,
|
12 |
+
"learning_rate": 3.62962962962963e-05,
|
13 |
+
"loss": 0.0119,
|
14 |
+
"step": 500
|
15 |
+
},
|
16 |
+
{
|
17 |
+
"epoch": 5.56,
|
18 |
+
"learning_rate": 3.259259259259259e-05,
|
19 |
+
"loss": 0.0015,
|
20 |
+
"step": 1000
|
21 |
+
},
|
22 |
+
{
|
23 |
+
"epoch": 8.33,
|
24 |
+
"learning_rate": 2.888888888888889e-05,
|
25 |
+
"loss": 0.0007,
|
26 |
+
"step": 1500
|
27 |
+
},
|
28 |
+
{
|
29 |
+
"epoch": 11.11,
|
30 |
+
"learning_rate": 2.5185185185185187e-05,
|
31 |
+
"loss": 0.0003,
|
32 |
+
"step": 2000
|
33 |
+
},
|
34 |
+
{
|
35 |
+
"epoch": 13.89,
|
36 |
+
"learning_rate": 2.1481481481481485e-05,
|
37 |
+
"loss": 0.0002,
|
38 |
+
"step": 2500
|
39 |
+
},
|
40 |
+
{
|
41 |
+
"epoch": 16.67,
|
42 |
+
"learning_rate": 1.7777777777777777e-05,
|
43 |
+
"loss": 0.0001,
|
44 |
+
"step": 3000
|
45 |
+
},
|
46 |
+
{
|
47 |
+
"epoch": 19.44,
|
48 |
+
"learning_rate": 1.4074074074074075e-05,
|
49 |
+
"loss": 0.0001,
|
50 |
+
"step": 3500
|
51 |
+
},
|
52 |
+
{
|
53 |
+
"epoch": 22.22,
|
54 |
+
"learning_rate": 1.037037037037037e-05,
|
55 |
+
"loss": 0.0001,
|
56 |
+
"step": 4000
|
57 |
+
}
|
58 |
+
],
|
59 |
+
"max_steps": 5400,
|
60 |
+
"num_train_epochs": 30,
|
61 |
+
"total_flos": 8325643182451200.0,
|
62 |
+
"trial_name": null,
|
63 |
+
"trial_params": null
|
64 |
+
}
|
checkpoint-4000/training_args.bin
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:22235e2810fda58e2bc6ed9964bb6cee8e7251edd8674b13e9557da2f6b0c79a
|
3 |
+
size 3183
|
checkpoint-5000/config.json
ADDED
@@ -0,0 +1,35 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"_name_or_path": "/nfs/production/literature/maaly/emerald-master/ml/pretrain/bert/train/biomed/models/pytorch/biobert_v1.0_pubmed_pmc",
|
3 |
+
"architectures": [
|
4 |
+
"BertForTokenClassification"
|
5 |
+
],
|
6 |
+
"attention_probs_dropout_prob": 0.1,
|
7 |
+
"classifier_dropout": null,
|
8 |
+
"hidden_act": "gelu",
|
9 |
+
"hidden_dropout_prob": 0.1,
|
10 |
+
"hidden_size": 768,
|
11 |
+
"id2label": {
|
12 |
+
"0": "B-bgc-accession",
|
13 |
+
"1": "I-bgc-accession",
|
14 |
+
"2": "O"
|
15 |
+
},
|
16 |
+
"initializer_range": 0.02,
|
17 |
+
"intermediate_size": 3072,
|
18 |
+
"label2id": {
|
19 |
+
"B-bgc-accession": 0,
|
20 |
+
"I-bgc-accession": 1,
|
21 |
+
"O": 2
|
22 |
+
},
|
23 |
+
"layer_norm_eps": 1e-12,
|
24 |
+
"max_position_embeddings": 512,
|
25 |
+
"model_type": "bert",
|
26 |
+
"num_attention_heads": 12,
|
27 |
+
"num_hidden_layers": 12,
|
28 |
+
"pad_token_id": 0,
|
29 |
+
"position_embedding_type": "absolute",
|
30 |
+
"torch_dtype": "float32",
|
31 |
+
"transformers_version": "4.16.0.dev0",
|
32 |
+
"type_vocab_size": 2,
|
33 |
+
"use_cache": true,
|
34 |
+
"vocab_size": 28996
|
35 |
+
}
|
checkpoint-5000/optimizer.pt
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:ae2fdc6bdf89c1f7d6a3f233f26d1fcb152f295681723c0976f70cc3d71f948b
|
3 |
+
size 861895213
|
checkpoint-5000/pytorch_model.bin
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:24a75bcec321d838d5fb64761632489413d95c1b2c7207d9fb3d91087da8c4ea
|
3 |
+
size 430973751
|
checkpoint-5000/rng_state.pth
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:cfd7c270b1a0b468409bf2caa82bf1607500607b1a0c7805b4e4e5ceb5f7acd8
|
3 |
+
size 13560
|
checkpoint-5000/scheduler.pt
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:d99386f621cfe069e8b21f2cc84479a4cb8839dcc46b9fa0ec1ca55e95655dbc
|
3 |
+
size 623
|
checkpoint-5000/trainer_state.json
ADDED
@@ -0,0 +1,76 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"best_metric": null,
|
3 |
+
"best_model_checkpoint": null,
|
4 |
+
"epoch": 27.77777777777778,
|
5 |
+
"global_step": 5000,
|
6 |
+
"is_hyper_param_search": false,
|
7 |
+
"is_local_process_zero": true,
|
8 |
+
"is_world_process_zero": true,
|
9 |
+
"log_history": [
|
10 |
+
{
|
11 |
+
"epoch": 2.78,
|
12 |
+
"learning_rate": 3.62962962962963e-05,
|
13 |
+
"loss": 0.0119,
|
14 |
+
"step": 500
|
15 |
+
},
|
16 |
+
{
|
17 |
+
"epoch": 5.56,
|
18 |
+
"learning_rate": 3.259259259259259e-05,
|
19 |
+
"loss": 0.0015,
|
20 |
+
"step": 1000
|
21 |
+
},
|
22 |
+
{
|
23 |
+
"epoch": 8.33,
|
24 |
+
"learning_rate": 2.888888888888889e-05,
|
25 |
+
"loss": 0.0007,
|
26 |
+
"step": 1500
|
27 |
+
},
|
28 |
+
{
|
29 |
+
"epoch": 11.11,
|
30 |
+
"learning_rate": 2.5185185185185187e-05,
|
31 |
+
"loss": 0.0003,
|
32 |
+
"step": 2000
|
33 |
+
},
|
34 |
+
{
|
35 |
+
"epoch": 13.89,
|
36 |
+
"learning_rate": 2.1481481481481485e-05,
|
37 |
+
"loss": 0.0002,
|
38 |
+
"step": 2500
|
39 |
+
},
|
40 |
+
{
|
41 |
+
"epoch": 16.67,
|
42 |
+
"learning_rate": 1.7777777777777777e-05,
|
43 |
+
"loss": 0.0001,
|
44 |
+
"step": 3000
|
45 |
+
},
|
46 |
+
{
|
47 |
+
"epoch": 19.44,
|
48 |
+
"learning_rate": 1.4074074074074075e-05,
|
49 |
+
"loss": 0.0001,
|
50 |
+
"step": 3500
|
51 |
+
},
|
52 |
+
{
|
53 |
+
"epoch": 22.22,
|
54 |
+
"learning_rate": 1.037037037037037e-05,
|
55 |
+
"loss": 0.0001,
|
56 |
+
"step": 4000
|
57 |
+
},
|
58 |
+
{
|
59 |
+
"epoch": 25.0,
|
60 |
+
"learning_rate": 6.666666666666667e-06,
|
61 |
+
"loss": 0.0,
|
62 |
+
"step": 4500
|
63 |
+
},
|
64 |
+
{
|
65 |
+
"epoch": 27.78,
|
66 |
+
"learning_rate": 2.962962962962963e-06,
|
67 |
+
"loss": 0.0,
|
68 |
+
"step": 5000
|
69 |
+
}
|
70 |
+
],
|
71 |
+
"max_steps": 5400,
|
72 |
+
"num_train_epochs": 30,
|
73 |
+
"total_flos": 1.04078705378112e+16,
|
74 |
+
"trial_name": null,
|
75 |
+
"trial_params": null
|
76 |
+
}
|
checkpoint-5000/training_args.bin
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:22235e2810fda58e2bc6ed9964bb6cee8e7251edd8674b13e9557da2f6b0c79a
|
3 |
+
size 3183
|
config.json
ADDED
@@ -0,0 +1,35 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"_name_or_path": "/nfs/production/literature/maaly/emerald-master/ml/pretrain/bert/train/biomed/models/pytorch/biobert_v1.0_pubmed_pmc",
|
3 |
+
"architectures": [
|
4 |
+
"BertForTokenClassification"
|
5 |
+
],
|
6 |
+
"attention_probs_dropout_prob": 0.1,
|
7 |
+
"classifier_dropout": null,
|
8 |
+
"hidden_act": "gelu",
|
9 |
+
"hidden_dropout_prob": 0.1,
|
10 |
+
"hidden_size": 768,
|
11 |
+
"id2label": {
|
12 |
+
"0": "B-bgc-accession",
|
13 |
+
"1": "I-bgc-accession",
|
14 |
+
"2": "O"
|
15 |
+
},
|
16 |
+
"initializer_range": 0.02,
|
17 |
+
"intermediate_size": 3072,
|
18 |
+
"label2id": {
|
19 |
+
"B-bgc-accession": 0,
|
20 |
+
"I-bgc-accession": 1,
|
21 |
+
"O": 2
|
22 |
+
},
|
23 |
+
"layer_norm_eps": 1e-12,
|
24 |
+
"max_position_embeddings": 512,
|
25 |
+
"model_type": "bert",
|
26 |
+
"num_attention_heads": 12,
|
27 |
+
"num_hidden_layers": 12,
|
28 |
+
"pad_token_id": 0,
|
29 |
+
"position_embedding_type": "absolute",
|
30 |
+
"torch_dtype": "float32",
|
31 |
+
"transformers_version": "4.16.0.dev0",
|
32 |
+
"type_vocab_size": 2,
|
33 |
+
"use_cache": true,
|
34 |
+
"vocab_size": 28996
|
35 |
+
}
|
eval_results.txt
ADDED
@@ -0,0 +1,9 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
eval_loss = 0.002289790892973542
|
2 |
+
eval_accuracy_score = 0.9997590941941701
|
3 |
+
eval_precision = 0.9591836734693877
|
4 |
+
eval_recall = 0.9894736842105263
|
5 |
+
eval_f1 = 0.9740932642487047
|
6 |
+
eval_runtime = 96.9005
|
7 |
+
eval_samples_per_second = 6.491
|
8 |
+
eval_steps_per_second = 0.815
|
9 |
+
epoch = 30.0
|
pytorch_model.bin
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:27378008f8a40b3c0c8d702436b190a73d1666c74f1fdcf8c7996949780d1c15
|
3 |
+
size 430973751
|
special_tokens_map.json
ADDED
@@ -0,0 +1 @@
|
|
|
|
|
1 |
+
{"unk_token": "[UNK]", "sep_token": "[SEP]", "pad_token": "[PAD]", "cls_token": "[CLS]", "mask_token": "[MASK]"}
|
test_predictions.txt
ADDED
The diff for this file is too large to render.
See raw diff
|
|
test_results.txt
ADDED
@@ -0,0 +1,8 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
test_loss = 0.002289790892973542
|
2 |
+
test_accuracy_score = 0.9997590941941701
|
3 |
+
test_precision = 0.9591836734693877
|
4 |
+
test_recall = 0.9894736842105263
|
5 |
+
test_f1 = 0.9740932642487047
|
6 |
+
test_runtime = 93.9318
|
7 |
+
test_samples_per_second = 6.696
|
8 |
+
test_steps_per_second = 0.841
|
tokenizer_config.json
ADDED
@@ -0,0 +1 @@
|
|
|
|
|
1 |
+
{"do_lower_case": true, "do_basic_tokenize": true, "never_split": null, "unk_token": "[UNK]", "sep_token": "[SEP]", "pad_token": "[PAD]", "cls_token": "[CLS]", "mask_token": "[MASK]", "tokenize_chinese_chars": true, "strip_accents": null, "special_tokens_map_file": null, "tokenizer_file": null, "name_or_path": "/nfs/production/literature/maaly/emerald-master/ml/pretrain/bert/train/biomed/models/pytorch/biobert_v1.0_pubmed_pmc", "tokenizer_class": "BertTokenizer"}
|
training_args.bin
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:22235e2810fda58e2bc6ed9964bb6cee8e7251edd8674b13e9557da2f6b0c79a
|
3 |
+
size 3183
|
vocab.txt
ADDED
The diff for this file is too large to render.
See raw diff
|
|