Imkaran commited on
Commit
0869044
·
verified ·
1 Parent(s): 5bb27f2

Saving model gmra_crest-data-systems/gitlab-mr-analysis-default-model_07112024T123200

Browse files
README.md ADDED
@@ -0,0 +1,85 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ library_name: transformers
3
+ license: apache-2.0
4
+ base_model: crest-data-systems/gitlab-mr-analysis-default-model
5
+ tags:
6
+ - generated_from_trainer
7
+ metrics:
8
+ - f1
9
+ model-index:
10
+ - name: gitlab-mr-analysis-default-model_07112024T123200
11
+ results: []
12
+ ---
13
+
14
+ <!-- This model card has been generated automatically according to the information the Trainer had access to. You
15
+ should probably proofread and complete it, then remove this comment. -->
16
+
17
+ # gitlab-mr-analysis-default-model_07112024T123200
18
+
19
+ This model is a fine-tuned version of [crest-data-systems/gitlab-mr-analysis-default-model](https://huggingface.co/crest-data-systems/gitlab-mr-analysis-default-model) on the None dataset.
20
+ It achieves the following results on the evaluation set:
21
+ - Loss: 2.1618
22
+ - F1: 0.6102
23
+ - Learning Rate: 0.0
24
+
25
+ ## Model description
26
+
27
+ More information needed
28
+
29
+ ## Intended uses & limitations
30
+
31
+ More information needed
32
+
33
+ ## Training and evaluation data
34
+
35
+ More information needed
36
+
37
+ ## Training procedure
38
+
39
+ ### Training hyperparameters
40
+
41
+ The following hyperparameters were used during training:
42
+ - learning_rate: 2e-05
43
+ - train_batch_size: 8
44
+ - eval_batch_size: 8
45
+ - seed: 42
46
+ - gradient_accumulation_steps: 4
47
+ - total_train_batch_size: 32
48
+ - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
49
+ - lr_scheduler_type: linear
50
+ - lr_scheduler_warmup_steps: 500
51
+ - num_epochs: 20
52
+ - mixed_precision_training: Native AMP
53
+
54
+ ### Training results
55
+
56
+ | Training Loss | Epoch | Step | Validation Loss | F1 | Rate |
57
+ |:-------------:|:-------:|:----:|:---------------:|:------:|:------:|
58
+ | No log | 0.9943 | 87 | 3.4729 | 0.1512 | 0.0000 |
59
+ | No log | 2.0 | 175 | 1.5854 | 0.2612 | 7e-06 |
60
+ | No log | 2.9943 | 262 | 1.3071 | 0.5194 | 0.0000 |
61
+ | No log | 4.0 | 350 | 1.1987 | 0.5696 | 0.0000 |
62
+ | No log | 4.9943 | 437 | 1.1969 | 0.5988 | 0.0000 |
63
+ | 1.988 | 6.0 | 525 | 1.2367 | 0.6025 | 0.0000 |
64
+ | 1.988 | 6.9943 | 612 | 1.2985 | 0.6065 | 0.0000 |
65
+ | 1.988 | 8.0 | 700 | 1.3981 | 0.6012 | 0.0000 |
66
+ | 1.988 | 8.9943 | 787 | 1.4878 | 0.6025 | 0.0000 |
67
+ | 1.988 | 10.0 | 875 | 1.6375 | 0.6039 | 0.0000 |
68
+ | 1.988 | 10.9943 | 962 | 1.6594 | 0.6116 | 0.0000 |
69
+ | 0.3297 | 12.0 | 1050 | 1.7861 | 0.6165 | 0.0000 |
70
+ | 0.3297 | 12.9943 | 1137 | 1.8770 | 0.6306 | 0.0000 |
71
+ | 0.3297 | 14.0 | 1225 | 1.9764 | 0.6021 | 0.0000 |
72
+ | 0.3297 | 14.9943 | 1312 | 2.0507 | 0.6134 | 0.0000 |
73
+ | 0.3297 | 16.0 | 1400 | 2.1181 | 0.6007 | 0.0000 |
74
+ | 0.3297 | 16.9943 | 1487 | 2.1135 | 0.6063 | 0.0000 |
75
+ | 0.0529 | 18.0 | 1575 | 2.1483 | 0.6024 | 0.0000 |
76
+ | 0.0529 | 18.9943 | 1662 | 2.1560 | 0.6138 | 0.0000 |
77
+ | 0.0529 | 19.8857 | 1740 | 2.1618 | 0.6102 | 0.0 |
78
+
79
+
80
+ ### Framework versions
81
+
82
+ - Transformers 4.44.2
83
+ - Pytorch 2.5.1+cu124
84
+ - Datasets 3.1.0
85
+ - Tokenizers 0.19.1
config.json ADDED
@@ -0,0 +1,41 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "_name_or_path": "crest-data-systems/gitlab-mr-analysis-default-model",
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": "acknowledgement",
13
+ "1": "change_request",
14
+ "2": "critical",
15
+ "3": "discussion_participation",
16
+ "4": "discussion_trigger",
17
+ "5": "reference"
18
+ },
19
+ "initializer_range": 0.02,
20
+ "label2id": {
21
+ "acknowledgement": 0,
22
+ "change_request": 1,
23
+ "critical": 2,
24
+ "discussion_participation": 3,
25
+ "discussion_trigger": 4,
26
+ "reference": 5
27
+ },
28
+ "max_position_embeddings": 512,
29
+ "model_type": "distilbert",
30
+ "n_heads": 12,
31
+ "n_layers": 6,
32
+ "pad_token_id": 0,
33
+ "problem_type": "single_label_classification",
34
+ "qa_dropout": 0.1,
35
+ "seq_classif_dropout": 0.2,
36
+ "sinusoidal_pos_embds": false,
37
+ "tie_weights_": true,
38
+ "torch_dtype": "float32",
39
+ "transformers_version": "4.44.2",
40
+ "vocab_size": 30522
41
+ }
model.safetensors ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:2b662a70e5cdaaf4d4ea965861240bec796ca5c212483053eec147707baa2462
3
+ size 267844872
runs/Nov07_07-02-00_d525db3baeb7/events.out.tfevents.1730962925.d525db3baeb7.1204.2 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:5161394ff3d5546699ea3267eb0c82fb4d204355bae1772451de069b2104d93f
3
+ size 13979
special_tokens_map.json ADDED
@@ -0,0 +1,37 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "cls_token": {
3
+ "content": "[CLS]",
4
+ "lstrip": false,
5
+ "normalized": false,
6
+ "rstrip": false,
7
+ "single_word": false
8
+ },
9
+ "mask_token": {
10
+ "content": "[MASK]",
11
+ "lstrip": false,
12
+ "normalized": false,
13
+ "rstrip": false,
14
+ "single_word": false
15
+ },
16
+ "pad_token": {
17
+ "content": "[PAD]",
18
+ "lstrip": false,
19
+ "normalized": false,
20
+ "rstrip": false,
21
+ "single_word": false
22
+ },
23
+ "sep_token": {
24
+ "content": "[SEP]",
25
+ "lstrip": false,
26
+ "normalized": false,
27
+ "rstrip": false,
28
+ "single_word": false
29
+ },
30
+ "unk_token": {
31
+ "content": "[UNK]",
32
+ "lstrip": false,
33
+ "normalized": false,
34
+ "rstrip": false,
35
+ "single_word": false
36
+ }
37
+ }
tokenizer.json ADDED
The diff for this file is too large to render. See raw diff
 
tokenizer_config.json ADDED
@@ -0,0 +1,62 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
+ "max_length": 512,
49
+ "model_max_length": 512,
50
+ "pad_to_multiple_of": null,
51
+ "pad_token": "[PAD]",
52
+ "pad_token_type_id": 0,
53
+ "padding_side": "right",
54
+ "sep_token": "[SEP]",
55
+ "stride": 0,
56
+ "strip_accents": null,
57
+ "tokenize_chinese_chars": true,
58
+ "tokenizer_class": "DistilBertTokenizer",
59
+ "truncation_side": "right",
60
+ "truncation_strategy": "longest_first",
61
+ "unk_token": "[UNK]"
62
+ }
training_args.bin ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:c1571d4db10d86322fd9ea440091eb1cce0c29f2a65a09427ccb7e1512f93533
3
+ size 5304
vocab.txt ADDED
The diff for this file is too large to render. See raw diff