Hugging Face's logo

morten-j
/
fine_tuned_mBERT

Text Classification
Transformers
TensorBoard
Safetensors
bert
Generated from Trainer
Inference Endpoints
Model card Files Metrics Community
morten-j commited on
Commit
ddb52f9
•
1 Parent(s): a9c150a

mehdie/fine_tuned_mBERT

Browse files
Files changed (22) hide show
  1. README.md +73 -0
  2. config.json +40 -0
  3. model.safetensors +3 -0
  4. runs/Apr30_09-04-55_a256-a40-06.srv.aau.dk/events.out.tfevents.1714460696.a256-a40-06.srv.aau.dk.1177277.0 +3 -0
  5. runs/Apr30_09-04-55_a256-a40-06.srv.aau.dk/events.out.tfevents.1714460729.a256-a40-06.srv.aau.dk.1177277.1 +3 -0
  6. runs/Apr30_09-07-24_a256-a40-06.srv.aau.dk/events.out.tfevents.1714460845.a256-a40-06.srv.aau.dk.1177625.0 +3 -0
  7. runs/Apr30_09-07-24_a256-a40-06.srv.aau.dk/events.out.tfevents.1714460885.a256-a40-06.srv.aau.dk.1177625.1 +3 -0
  8. runs/Apr30_09-08-54_a256-a40-06.srv.aau.dk/events.out.tfevents.1714460935.a256-a40-06.srv.aau.dk.1177944.0 +3 -0
  9. runs/Apr30_09-08-54_a256-a40-06.srv.aau.dk/events.out.tfevents.1714460977.a256-a40-06.srv.aau.dk.1177944.1 +3 -0
  10. runs/Apr30_09-15-57_a256-a40-06.srv.aau.dk/events.out.tfevents.1714461358.a256-a40-06.srv.aau.dk.1178259.0 +3 -0
  11. runs/Apr30_09-15-57_a256-a40-06.srv.aau.dk/events.out.tfevents.1714461400.a256-a40-06.srv.aau.dk.1178259.1 +3 -0
  12. runs/Apr30_09-18-27_a256-a40-06.srv.aau.dk/events.out.tfevents.1714461508.a256-a40-06.srv.aau.dk.1178883.0 +3 -0
  13. runs/Apr30_09-18-27_a256-a40-06.srv.aau.dk/events.out.tfevents.1714461568.a256-a40-06.srv.aau.dk.1178883.1 +3 -0
  14. runs/Apr30_09-26-25_a256-a40-06.srv.aau.dk/events.out.tfevents.1714461986.a256-a40-06.srv.aau.dk.1179240.0 +3 -0
  15. runs/Apr30_09-26-25_a256-a40-06.srv.aau.dk/events.out.tfevents.1714462017.a256-a40-06.srv.aau.dk.1179240.1 +3 -0
  16. runs/Apr30_09-52-25_a256-a40-06.srv.aau.dk/events.out.tfevents.1714463546.a256-a40-06.srv.aau.dk.1179669.0 +3 -0
  17. runs/Apr30_09-52-25_a256-a40-06.srv.aau.dk/events.out.tfevents.1714463584.a256-a40-06.srv.aau.dk.1179669.1 +3 -0
  18. special_tokens_map.json +7 -0
  19. tokenizer.json +0 -0
  20. tokenizer_config.json +55 -0
  21. training_args.bin +3 -0
  22. vocab.txt +0 -0
README.md ADDED
@@ -0,0 +1,73 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ license: apache-2.0
3
+ base_model: google-bert/bert-base-multilingual-cased
4
+ tags:
5
+ - generated_from_trainer
6
+ metrics:
7
+ - f1
8
+ - precision
9
+ - recall
10
+ model-index:
11
+ - name: fine_tuned_mBERT
12
+ results: []
13
+ ---
14
+
15
+ <!-- This model card has been generated automatically according to the information the Trainer had access to. You
16
+ should probably proofread and complete it, then remove this comment. -->
17
+
18
+ # fine_tuned_mBERT
19
+
20
+ This model is a fine-tuned version of [google-bert/bert-base-multilingual-cased](https://huggingface.co/google-bert/bert-base-multilingual-cased) on an unknown dataset.
21
+ It achieves the following results on the evaluation set:
22
+ - Loss: 0.1592
23
+ - F1: 0.7805
24
+ - F5: 0.8186
25
+ - Precision: 0.6957
26
+ - Recall: 0.8889
27
+
28
+ ## Model description
29
+
30
+ More information needed
31
+
32
+ ## Intended uses & limitations
33
+
34
+ More information needed
35
+
36
+ ## Training and evaluation data
37
+
38
+ More information needed
39
+
40
+ ## Training procedure
41
+
42
+ ### Training hyperparameters
43
+
44
+ The following hyperparameters were used during training:
45
+ - learning_rate: 5e-05
46
+ - train_batch_size: 256
47
+ - eval_batch_size: 256
48
+ - seed: 42
49
+ - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
50
+ - lr_scheduler_type: linear
51
+ - num_epochs: 8
52
+ - mixed_precision_training: Native AMP
53
+
54
+ ### Training results
55
+
56
+ | Training Loss | Epoch | Step | Validation Loss | F1 | F5 | Precision | Recall |
57
+ |:-------------:|:-----:|:----:|:---------------:|:------:|:------:|:---------:|:------:|
58
+ | No log | 1.0 | 6 | 0.3289 | 0.0 | 0.0 | 0.0 | 0.0 |
59
+ | No log | 2.0 | 12 | 0.3095 | 0.0 | 0.0 | 0.0 | 0.0 |
60
+ | No log | 3.0 | 18 | 0.2680 | 0.3636 | 0.2925 | 1.0 | 0.2222 |
61
+ | No log | 4.0 | 24 | 0.2876 | 0.4 | 0.3424 | 0.7143 | 0.2778 |
62
+ | No log | 5.0 | 30 | 0.2680 | 0.6087 | 0.6638 | 0.5 | 0.7778 |
63
+ | No log | 6.0 | 36 | 0.2565 | 0.4615 | 0.4024 | 0.75 | 0.3333 |
64
+ | No log | 7.0 | 42 | 0.2320 | 0.6341 | 0.6651 | 0.5652 | 0.7222 |
65
+ | No log | 8.0 | 48 | 0.2251 | 0.6 | 0.5574 | 0.75 | 0.5 |
66
+
67
+
68
+ ### Framework versions
69
+
70
+ - Transformers 4.38.2
71
+ - Pytorch 2.3.0a0+ebedce2
72
+ - Datasets 2.17.1
73
+ - Tokenizers 0.15.2
config.json ADDED
@@ -0,0 +1,40 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "_name_or_path": "google-bert/bert-base-multilingual-cased",
3
+ "architectures": [
4
+ "BertForSequenceClassification"
5
+ ],
6
+ "attention_probs_dropout_prob": 0.1,
7
+ "classifier_dropout": null,
8
+ "directionality": "bidi",
9
+ "hidden_act": "gelu",
10
+ "hidden_dropout_prob": 0.1,
11
+ "hidden_size": 768,
12
+ "id2label": {
13
+ "0": "NO_MATCH",
14
+ "1": "MATCH"
15
+ },
16
+ "initializer_range": 0.02,
17
+ "intermediate_size": 3072,
18
+ "label2id": {
19
+ "MATCH": 1,
20
+ "NO_MATCH": 0
21
+ },
22
+ "layer_norm_eps": 1e-12,
23
+ "max_position_embeddings": 512,
24
+ "model_type": "bert",
25
+ "num_attention_heads": 12,
26
+ "num_hidden_layers": 12,
27
+ "pad_token_id": 0,
28
+ "pooler_fc_size": 768,
29
+ "pooler_num_attention_heads": 12,
30
+ "pooler_num_fc_layers": 3,
31
+ "pooler_size_per_head": 128,
32
+ "pooler_type": "first_token_transform",
33
+ "position_embedding_type": "absolute",
34
+ "problem_type": "single_label_classification",
35
+ "torch_dtype": "float32",
36
+ "transformers_version": "4.38.2",
37
+ "type_vocab_size": 2,
38
+ "use_cache": true,
39
+ "vocab_size": 119547
40
+ }
model.safetensors ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:177b1e40b192e786438df4797fe1bbb220b0d701d0effb7bcde1308040a7557b
3
+ size 711443456
runs/Apr30_09-04-55_a256-a40-06.srv.aau.dk/events.out.tfevents.1714460696.a256-a40-06.srv.aau.dk.1177277.0 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:dbe6e1b7f82749974e4179e80c4d6a15f30c6ee8026b0f158841bd4444b08919
3
+ size 8356
runs/Apr30_09-04-55_a256-a40-06.srv.aau.dk/events.out.tfevents.1714460729.a256-a40-06.srv.aau.dk.1177277.1 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:9dc6e03813857ef156ff17ab9aa4424e0d4438796d704b0aee7e874e16f85b1e
3
+ size 497
runs/Apr30_09-07-24_a256-a40-06.srv.aau.dk/events.out.tfevents.1714460845.a256-a40-06.srv.aau.dk.1177625.0 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:e0cc47c7b8761eaaf2c398b490d5012d7bd9b7ea08bc1c80d4f2b544c4d07212
3
+ size 9728
runs/Apr30_09-07-24_a256-a40-06.srv.aau.dk/events.out.tfevents.1714460885.a256-a40-06.srv.aau.dk.1177625.1 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:e31f2484d90dfc7de1532a4d42d1a9abe2f59b943a23bc4bee49eb9e55573302
3
+ size 497
runs/Apr30_09-08-54_a256-a40-06.srv.aau.dk/events.out.tfevents.1714460935.a256-a40-06.srv.aau.dk.1177944.0 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:d8c726c6dd28335d439479b324bea1425fb6b49b0aad966771c02cb4ec417a11
3
+ size 9728
runs/Apr30_09-08-54_a256-a40-06.srv.aau.dk/events.out.tfevents.1714460977.a256-a40-06.srv.aau.dk.1177944.1 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:ecd07554c34a2029be5ebf556d09406f15ca650338bf4f71dab2faed2007b6d3
3
+ size 497
runs/Apr30_09-15-57_a256-a40-06.srv.aau.dk/events.out.tfevents.1714461358.a256-a40-06.srv.aau.dk.1178259.0 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:19df10aad91e42b56410f069b1e6bdabc4f1366ca2db24e0d016f71632cad809
3
+ size 9728
runs/Apr30_09-15-57_a256-a40-06.srv.aau.dk/events.out.tfevents.1714461400.a256-a40-06.srv.aau.dk.1178259.1 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:a381e0d682669ed275241121c0c594d3cb6566e377ba1c0616248180d0b2a531
3
+ size 497
runs/Apr30_09-18-27_a256-a40-06.srv.aau.dk/events.out.tfevents.1714461508.a256-a40-06.srv.aau.dk.1178883.0 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:73e8a037a36cf8059866ea20dd55441897575f2e62f7219dc8e278ad84c71282
3
+ size 12013
runs/Apr30_09-18-27_a256-a40-06.srv.aau.dk/events.out.tfevents.1714461568.a256-a40-06.srv.aau.dk.1178883.1 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:dd00ce344e15ea51de80a19ccf1973af6577b872a1a373522aff73634ad74ce4
3
+ size 497
runs/Apr30_09-26-25_a256-a40-06.srv.aau.dk/events.out.tfevents.1714461986.a256-a40-06.srv.aau.dk.1179240.0 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:42a7b47a3e9f09aec7b8a924eee48761a36649715ee4fdd3f8d7437b16ff3997
3
+ size 8813
runs/Apr30_09-26-25_a256-a40-06.srv.aau.dk/events.out.tfevents.1714462017.a256-a40-06.srv.aau.dk.1179240.1 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:0636621560a42d24d25f0d36ed60a71a0c4564c60d823621a649516c6a8773b0
3
+ size 497
runs/Apr30_09-52-25_a256-a40-06.srv.aau.dk/events.out.tfevents.1714463546.a256-a40-06.srv.aau.dk.1179669.0 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:6157fc7bf61e7e378e04367952dad5adae2b695e4228c23fe2e142ef1aaab1d2
3
+ size 8813
runs/Apr30_09-52-25_a256-a40-06.srv.aau.dk/events.out.tfevents.1714463584.a256-a40-06.srv.aau.dk.1179669.1 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:21e51caae3efcd99817e4f0e45b12677686c6fa2443b10c671e164c16a94a6aa
3
+ size 497
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": false,
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": "BertTokenizer",
54
+ "unk_token": "[UNK]"
55
+ }
training_args.bin ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:775332cd258f5ef5a9150cb35f6c09aab31c33211b13531005b25a0386937956
3
+ size 4920
vocab.txt ADDED
The diff for this file is too large to render. See raw diff