stuser2023 commited on
Commit
d07b069
1 Parent(s): cf5c679

End of training

Browse files
README.md CHANGED
@@ -1,3 +1,79 @@
1
  ---
2
  license: apache-2.0
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3
  ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
  ---
2
  license: apache-2.0
3
+ base_model: distilbert-base-uncased
4
+ tags:
5
+ - generated_from_trainer
6
+ datasets:
7
+ - glue
8
+ metrics:
9
+ - matthews_correlation
10
+ model-index:
11
+ - name: distilbert-base-uncased-finetuned-cola
12
+ results:
13
+ - task:
14
+ name: Text Classification
15
+ type: text-classification
16
+ dataset:
17
+ name: glue
18
+ type: glue
19
+ config: cola
20
+ split: validation
21
+ args: cola
22
+ metrics:
23
+ - name: Matthews Correlation
24
+ type: matthews_correlation
25
+ value: 0.5383825234212567
26
  ---
27
+
28
+ <!-- This model card has been generated automatically according to the information the Trainer had access to. You
29
+ should probably proofread and complete it, then remove this comment. -->
30
+
31
+ # distilbert-base-uncased-finetuned-cola
32
+
33
+ This model is a fine-tuned version of [distilbert-base-uncased](https://huggingface.co/distilbert-base-uncased) on the glue dataset.
34
+ It achieves the following results on the evaluation set:
35
+ - Loss: 1.1576
36
+ - Matthews Correlation: 0.5384
37
+
38
+ ## Model description
39
+
40
+ More information needed
41
+
42
+ ## Intended uses & limitations
43
+
44
+ More information needed
45
+
46
+ ## Training and evaluation data
47
+
48
+ More information needed
49
+
50
+ ## Training procedure
51
+
52
+ ### Training hyperparameters
53
+
54
+ The following hyperparameters were used during training:
55
+ - learning_rate: 2e-05
56
+ - train_batch_size: 16
57
+ - eval_batch_size: 16
58
+ - seed: 42
59
+ - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
60
+ - lr_scheduler_type: linear
61
+ - num_epochs: 5
62
+
63
+ ### Training results
64
+
65
+ | Training Loss | Epoch | Step | Validation Loss | Matthews Correlation |
66
+ |:-------------:|:-----:|:----:|:---------------:|:--------------------:|
67
+ | 0.1317 | 1.0 | 535 | 0.9153 | 0.5159 |
68
+ | 0.091 | 2.0 | 1070 | 1.0238 | 0.4934 |
69
+ | 0.0741 | 3.0 | 1605 | 1.0645 | 0.5224 |
70
+ | 0.0551 | 4.0 | 2140 | 1.1498 | 0.5321 |
71
+ | 0.0588 | 5.0 | 2675 | 1.1576 | 0.5384 |
72
+
73
+
74
+ ### Framework versions
75
+
76
+ - Transformers 4.35.2
77
+ - Pytorch 2.1.0+cu118
78
+ - Datasets 2.15.0
79
+ - Tokenizers 0.15.0
config.json ADDED
@@ -0,0 +1,25 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "_name_or_path": "distilbert-base-uncased",
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
+ "initializer_range": 0.02,
12
+ "max_position_embeddings": 512,
13
+ "model_type": "distilbert",
14
+ "n_heads": 12,
15
+ "n_layers": 6,
16
+ "pad_token_id": 0,
17
+ "problem_type": "single_label_classification",
18
+ "qa_dropout": 0.1,
19
+ "seq_classif_dropout": 0.2,
20
+ "sinusoidal_pos_embds": false,
21
+ "tie_weights_": true,
22
+ "torch_dtype": "float32",
23
+ "transformers_version": "4.35.2",
24
+ "vocab_size": 30522
25
+ }
model.safetensors ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:437d056c6e8ade8a0271aa1675945ae49b7cac7f37feb1c4b22dfcbf1ec5d6d2
3
+ size 267832560
runs/Nov17_02-13-37_faa202bf7ecf/events.out.tfevents.1700187249.faa202bf7ecf.336.0 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:c2c83881f294c8a78bd1d8ebf5ce6b2a5681488ab88120f7be57e913d1424e9c
3
+ size 6989
runs/Nov17_02-13-37_faa202bf7ecf/events.out.tfevents.1700187931.faa202bf7ecf.336.1 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:ccc868d7cf08a95db4742617d1c0b050415e02330951f70c057bd4aa1691ad2c
3
+ size 423
runs/Nov17_02-44-27_faa202bf7ecf/events.out.tfevents.1700189078.faa202bf7ecf.336.2 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:0d11351dc7162233f303aa31c388ca9e0cb029c616d621854af8c7017415a648
3
+ size 7126
runs/Nov17_02-44-27_faa202bf7ecf/events.out.tfevents.1700189281.faa202bf7ecf.336.3 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:0877bc026a67c4cc213d288b5aebbde404f7d8a61d6b44b102da2b5f3df32eea
3
+ size 423
special_tokens_map.json ADDED
@@ -0,0 +1,7 @@
 
 
 
 
 
 
 
 
1
+ {
2
+ "cls_token": "[CLS]",
3
+ "mask_token": "[MASK]",
4
+ "pad_token": "[PAD]",
5
+ "sep_token": "[SEP]",
6
+ "unk_token": "[UNK]"
7
+ }
tokenizer.json ADDED
The diff for this file is too large to render. See raw diff
 
tokenizer_config.json ADDED
@@ -0,0 +1,55 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
+ },
44
+ "clean_up_tokenization_spaces": true,
45
+ "cls_token": "[CLS]",
46
+ "do_lower_case": true,
47
+ "mask_token": "[MASK]",
48
+ "model_max_length": 512,
49
+ "pad_token": "[PAD]",
50
+ "sep_token": "[SEP]",
51
+ "strip_accents": null,
52
+ "tokenize_chinese_chars": true,
53
+ "tokenizer_class": "DistilBertTokenizer",
54
+ "unk_token": "[UNK]"
55
+ }
training_args.bin ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:c75c64c5fed93844e631b36091cb5da5223c5469421ad5676aaa132315e3649f
3
+ size 4664
vocab.txt ADDED
The diff for this file is too large to render. See raw diff