Duplicate from autoevaluate/binary-classification
Browse filesCo-authored-by: Lewis Tunstall <lewtun@users.noreply.huggingface.co>
- .gitattributes +27 -0
- .gitignore +1 -0
- README.md +124 -0
- config.json +33 -0
- pytorch_model.bin +3 -0
- runs/May25_09-46-24_6bf2abbffa14/1653471998.854079/events.out.tfevents.1653471998.6bf2abbffa14.72.3 +3 -0
- runs/May25_09-46-24_6bf2abbffa14/events.out.tfevents.1653471998.6bf2abbffa14.72.2 +3 -0
- runs/May25_09-48-27_6bf2abbffa14/1653472114.0545518/events.out.tfevents.1653472114.6bf2abbffa14.72.5 +3 -0
- runs/May25_09-48-27_6bf2abbffa14/events.out.tfevents.1653472114.6bf2abbffa14.72.4 +3 -0
- runs/May25_09-48-27_6bf2abbffa14/events.out.tfevents.1653472536.6bf2abbffa14.72.6 +3 -0
- special_tokens_map.json +1 -0
- tokenizer.json +0 -0
- tokenizer_config.json +1 -0
- training_args.bin +3 -0
- vocab.txt +0 -0
.gitattributes
ADDED
@@ -0,0 +1,27 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
*.7z filter=lfs diff=lfs merge=lfs -text
|
2 |
+
*.arrow filter=lfs diff=lfs merge=lfs -text
|
3 |
+
*.bin filter=lfs diff=lfs merge=lfs -text
|
4 |
+
*.bz2 filter=lfs diff=lfs merge=lfs -text
|
5 |
+
*.ftz filter=lfs diff=lfs merge=lfs -text
|
6 |
+
*.gz filter=lfs diff=lfs merge=lfs -text
|
7 |
+
*.h5 filter=lfs diff=lfs merge=lfs -text
|
8 |
+
*.joblib filter=lfs diff=lfs merge=lfs -text
|
9 |
+
*.lfs.* filter=lfs diff=lfs merge=lfs -text
|
10 |
+
*.model filter=lfs diff=lfs merge=lfs -text
|
11 |
+
*.msgpack filter=lfs diff=lfs merge=lfs -text
|
12 |
+
*.onnx filter=lfs diff=lfs merge=lfs -text
|
13 |
+
*.ot filter=lfs diff=lfs merge=lfs -text
|
14 |
+
*.parquet filter=lfs diff=lfs merge=lfs -text
|
15 |
+
*.pb filter=lfs diff=lfs merge=lfs -text
|
16 |
+
*.pt filter=lfs diff=lfs merge=lfs -text
|
17 |
+
*.pth filter=lfs diff=lfs merge=lfs -text
|
18 |
+
*.rar filter=lfs diff=lfs merge=lfs -text
|
19 |
+
saved_model/**/* filter=lfs diff=lfs merge=lfs -text
|
20 |
+
*.tar.* filter=lfs diff=lfs merge=lfs -text
|
21 |
+
*.tflite filter=lfs diff=lfs merge=lfs -text
|
22 |
+
*.tgz filter=lfs diff=lfs merge=lfs -text
|
23 |
+
*.wasm filter=lfs diff=lfs merge=lfs -text
|
24 |
+
*.xz filter=lfs diff=lfs merge=lfs -text
|
25 |
+
*.zip filter=lfs diff=lfs merge=lfs -text
|
26 |
+
*.zstandard filter=lfs diff=lfs merge=lfs -text
|
27 |
+
*tfevents* filter=lfs diff=lfs merge=lfs -text
|
.gitignore
ADDED
@@ -0,0 +1 @@
|
|
|
|
|
1 |
+
checkpoint-*/
|
README.md
ADDED
@@ -0,0 +1,124 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
---
|
2 |
+
license: apache-2.0
|
3 |
+
tags:
|
4 |
+
- generated_from_trainer
|
5 |
+
datasets:
|
6 |
+
- glue
|
7 |
+
metrics:
|
8 |
+
- accuracy
|
9 |
+
model-index:
|
10 |
+
- name: autoevaluate-binary-classification
|
11 |
+
results:
|
12 |
+
- task:
|
13 |
+
type: text-classification
|
14 |
+
name: Text Classification
|
15 |
+
dataset:
|
16 |
+
name: glue
|
17 |
+
type: glue
|
18 |
+
args: sst2
|
19 |
+
metrics:
|
20 |
+
- type: accuracy
|
21 |
+
value: 0.8967889908256881
|
22 |
+
name: Accuracy
|
23 |
+
- task:
|
24 |
+
type: text-classification
|
25 |
+
name: Text Classification
|
26 |
+
dataset:
|
27 |
+
name: glue
|
28 |
+
type: glue
|
29 |
+
config: sst2
|
30 |
+
split: validation
|
31 |
+
metrics:
|
32 |
+
- type: accuracy
|
33 |
+
value: 0.8967889908256881
|
34 |
+
name: Accuracy
|
35 |
+
verified: true
|
36 |
+
verifyToken: >-
|
37 |
+
eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiYjQ3YmFiNmE0Y2FmNWUwZTQ2NDViMzEzMjk1ZWQyZTkyMDBmNzZkNzhmNWRmZDJiZjc0ZTEzODVhYTRlNmUxZSIsInZlcnNpb24iOjF9.qb-M6CZpsMnr7FGCaSL8vti0sh85bfzuwGqKM5nNW7fcbyi1SbIxDisDxVQ0SmZwl2Plif6lT3bBU9mer1NmCQ
|
38 |
+
- type: precision
|
39 |
+
value: 0.8898678414096917
|
40 |
+
name: Precision
|
41 |
+
verified: true
|
42 |
+
verifyToken: >-
|
43 |
+
eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiMjE1MmVmODU2OTYwMTNlZjE5ZjlmY2Y5NTM3M2E4YjQ1MmE5Yjc1OTAwYjIwYWRjNGI5ZmZlZjI5NTYwZWJlYiIsInZlcnNpb24iOjF9.yf-1IHvGFLLBUPwWXCvlxblTTyeTU_KLqRLuCWDKO2coWWFKvGl_dYteujY1bUGqqzX2Ig6geTt0tVi5MuX9Aw
|
44 |
+
- type: recall
|
45 |
+
value: 0.9099099099099099
|
46 |
+
name: Recall
|
47 |
+
verified: true
|
48 |
+
verifyToken: >-
|
49 |
+
eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiYTJlYTdlYWFkZDQzZjJjNjdhMDk1ZGYxYWUzNzczNGQ0MmRjMzdkNmQyYTI2YjA4N2RlNDEzN2Y4MDRmMWYwYyIsInZlcnNpb24iOjF9.Hw9PHkve1f8IiZTNAolCMmPpyyFiAOhZO7FhTxlQPGNJ3oUjzJi7S1wxVte0ZLOOXNa-jNfC-x6qOfHbJqbQDA
|
50 |
+
- type: auc
|
51 |
+
value: 0.9672186789593331
|
52 |
+
name: AUC
|
53 |
+
verified: true
|
54 |
+
verifyToken: >-
|
55 |
+
eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiMjhiNjBjYzQzNTg2ZDI0MDU4YWIyYjhlYzNjYjg0ODdkNTE5ZmUxNzk0OWQ0ZTFiNDY2OWMxNjVjMzk5ZTg0ZCIsInZlcnNpb24iOjF9.t9A1giBHzuGtEYs4KexQNWuj4QoSQppx30xmB6Thqhs4tE8JpglMyGB2P8KDhCquA-3a2gK2LiVT90VaHUcwAw
|
56 |
+
- type: f1
|
57 |
+
value: 0.8997772828507795
|
58 |
+
name: F1
|
59 |
+
verified: true
|
60 |
+
verifyToken: >-
|
61 |
+
eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiODM4ZWZlNmNmODI5NmI1NmEzYTQ3MDI4ZDUxNjQxZTczY2VmMmY5ODg3OWM3ZjhlZTRlYmJkOTVlZmNkYWMyZiIsInZlcnNpb24iOjF9.P_w0jtDB66s20puJ_hvpad7JPGGgvDHHBhMxhfqmxGKU1oxba_OXgREKOxNzogsPsbXGlq7xtCPoSQSdR9VyCw
|
62 |
+
- type: loss
|
63 |
+
value: 0.30092036724090576
|
64 |
+
name: loss
|
65 |
+
verified: true
|
66 |
+
verifyToken: >-
|
67 |
+
eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiNWVhNDQ4ZDEwNzg3NGY0MjdiNmRiZGQ2ZDM5ZTI0MzNlZGZjMTNkY2I2OWIwYjk4MmIyZDk0YjgxYTZmMWE5NSIsInZlcnNpb24iOjF9.5y2feXY4wZUF1xfADCM5JQ4SOqduuUtD_p0BZzkrV7iKoJOvYDtaIpeKcGLHuX6Ikj_Kwx_nPVqBVwK6ALdEAg
|
68 |
+
- type: matthews_correlation
|
69 |
+
value: 0.793630584795814
|
70 |
+
name: matthews_correlation
|
71 |
+
verified: true
|
72 |
+
verifyToken: >-
|
73 |
+
eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiMWQxMzk2MzM2NmJiOWMwMGIwZDlkNTNiZmI0MWU1NjBjNTViZjk3YjQxYzU2NTUxMmFkNmM4NTYyOTJjZDQwZCIsInZlcnNpb24iOjF9.Vb_ZGOXUXO2pD0F1UuUczgDr2DusYAMpQF0cm8xpVtPhPIYGQba6AKiDJh12MoeNZIKVMUwi3cmYO1erGsbUAQ
|
74 |
+
duplicated_from: autoevaluate/binary-classification
|
75 |
+
---
|
76 |
+
|
77 |
+
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
|
78 |
+
should probably proofread and complete it, then remove this comment. -->
|
79 |
+
|
80 |
+
# binary-classification
|
81 |
+
|
82 |
+
This model is a fine-tuned version of [distilbert-base-uncased](https://huggingface.co/distilbert-base-uncased) on the glue dataset.
|
83 |
+
It achieves the following results on the evaluation set:
|
84 |
+
- Loss: 0.3009
|
85 |
+
- Accuracy: 0.8968
|
86 |
+
|
87 |
+
## Model description
|
88 |
+
|
89 |
+
More information needed
|
90 |
+
|
91 |
+
## Intended uses & limitations
|
92 |
+
|
93 |
+
More information needed
|
94 |
+
|
95 |
+
## Training and evaluation data
|
96 |
+
|
97 |
+
More information needed
|
98 |
+
|
99 |
+
## Training procedure
|
100 |
+
|
101 |
+
### Training hyperparameters
|
102 |
+
|
103 |
+
The following hyperparameters were used during training:
|
104 |
+
- learning_rate: 2e-05
|
105 |
+
- train_batch_size: 16
|
106 |
+
- eval_batch_size: 16
|
107 |
+
- seed: 42
|
108 |
+
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
|
109 |
+
- lr_scheduler_type: linear
|
110 |
+
- num_epochs: 1
|
111 |
+
|
112 |
+
### Training results
|
113 |
+
|
114 |
+
| Training Loss | Epoch | Step | Validation Loss | Accuracy |
|
115 |
+
|:-------------:|:-----:|:----:|:---------------:|:--------:|
|
116 |
+
| 0.175 | 1.0 | 4210 | 0.3009 | 0.8968 |
|
117 |
+
|
118 |
+
|
119 |
+
### Framework versions
|
120 |
+
|
121 |
+
- Transformers 4.19.2
|
122 |
+
- Pytorch 1.11.0+cu113
|
123 |
+
- Datasets 2.2.2
|
124 |
+
- Tokenizers 0.12.1
|
config.json
ADDED
@@ -0,0 +1,33 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"_name_or_path": "autoevaluate/binary-classification",
|
3 |
+
"activation": "gelu",
|
4 |
+
"architectures": [
|
5 |
+
"DistilBertForSequenceClassification"
|
6 |
+
],
|
7 |
+
"attention_dropout": 0.1,
|
8 |
+
"dim": 768,
|
9 |
+
"dropout": 0.1,
|
10 |
+
"hidden_dim": 3072,
|
11 |
+
"id2label": {
|
12 |
+
"0": "negative",
|
13 |
+
"1": "positive"
|
14 |
+
},
|
15 |
+
"initializer_range": 0.02,
|
16 |
+
"label2id": {
|
17 |
+
"negative": 0,
|
18 |
+
"positive": 1
|
19 |
+
},
|
20 |
+
"max_position_embeddings": 512,
|
21 |
+
"model_type": "distilbert",
|
22 |
+
"n_heads": 12,
|
23 |
+
"n_layers": 6,
|
24 |
+
"pad_token_id": 0,
|
25 |
+
"problem_type": "single_label_classification",
|
26 |
+
"qa_dropout": 0.1,
|
27 |
+
"seq_classif_dropout": 0.2,
|
28 |
+
"sinusoidal_pos_embds": false,
|
29 |
+
"tie_weights_": true,
|
30 |
+
"torch_dtype": "float32",
|
31 |
+
"transformers_version": "4.19.2",
|
32 |
+
"vocab_size": 30522
|
33 |
+
}
|
pytorch_model.bin
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:963067aead7d42427a082cf1ba9c04992c734ab55a4707e1d9518c6011a6e10b
|
3 |
+
size 267854321
|
runs/May25_09-46-24_6bf2abbffa14/1653471998.854079/events.out.tfevents.1653471998.6bf2abbffa14.72.3
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:07e8b8ffad131b4a6e0749ef181a2b07c2e1bd246977f21579728ef92dfd4e22
|
3 |
+
size 5218
|
runs/May25_09-46-24_6bf2abbffa14/events.out.tfevents.1653471998.6bf2abbffa14.72.2
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:78a71efdecb95d064a94786931a233157cd4eb25ed51ecdaa854a50a9a689388
|
3 |
+
size 3813
|
runs/May25_09-48-27_6bf2abbffa14/1653472114.0545518/events.out.tfevents.1653472114.6bf2abbffa14.72.5
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:52520181277744ffc4ca22771c806209432d379c42e04029e3a7e82ea585fdc6
|
3 |
+
size 5218
|
runs/May25_09-48-27_6bf2abbffa14/events.out.tfevents.1653472114.6bf2abbffa14.72.4
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:86be6008cb24ccb1cfdad1758f474e2a34897e404e91644bfc27c4f13b454e2c
|
3 |
+
size 5432
|
runs/May25_09-48-27_6bf2abbffa14/events.out.tfevents.1653472536.6bf2abbffa14.72.6
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:b5eed4f7dbe77a5d23b35dc824dc585f9ac9148609156a531e19c5c157705033
|
3 |
+
size 363
|
special_tokens_map.json
ADDED
@@ -0,0 +1 @@
|
|
|
|
|
1 |
+
{"unk_token": "[UNK]", "sep_token": "[SEP]", "pad_token": "[PAD]", "cls_token": "[CLS]", "mask_token": "[MASK]"}
|
tokenizer.json
ADDED
The diff for this file is too large to render.
See raw diff
|
|
tokenizer_config.json
ADDED
@@ -0,0 +1 @@
|
|
|
|
|
1 |
+
{"do_lower_case": true, "unk_token": "[UNK]", "sep_token": "[SEP]", "pad_token": "[PAD]", "cls_token": "[CLS]", "mask_token": "[MASK]", "tokenize_chinese_chars": true, "strip_accents": null, "model_max_length": 512, "special_tokens_map_file": null, "name_or_path": "distilbert-base-uncased", "tokenizer_class": "DistilBertTokenizer"}
|
training_args.bin
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:b33780b2a72efeb8dffc41dafe7bf51ae167ca18264032115544bb99b6e124f9
|
3 |
+
size 3247
|
vocab.txt
ADDED
The diff for this file is too large to render.
See raw diff
|
|