baihaqy commited on
Commit
bc32b98
·
verified ·
1 Parent(s): 2ae25fa

End of training

Browse files
README.md ADDED
@@ -0,0 +1,73 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ license: apache-2.0
3
+ base_model: distilbert-base-multilingual-cased
4
+ tags:
5
+ - generated_from_trainer
6
+ metrics:
7
+ - accuracy
8
+ - precision
9
+ - recall
10
+ - f1
11
+ model-index:
12
+ - name: distilbertmultilang
13
+ results: []
14
+ ---
15
+
16
+ <!-- This model card has been generated automatically according to the information the Trainer had access to. You
17
+ should probably proofread and complete it, then remove this comment. -->
18
+
19
+ # distilbertmultilang
20
+
21
+ This model is a fine-tuned version of [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased) on the None dataset.
22
+ It achieves the following results on the evaluation set:
23
+ - Loss: 1.4805
24
+ - Accuracy: 0.7379
25
+ - Precision: 0.7298
26
+ - Recall: 0.6589
27
+ - F1: 0.6655
28
+
29
+ ## Model description
30
+
31
+ More information needed
32
+
33
+ ## Intended uses & limitations
34
+
35
+ More information needed
36
+
37
+ ## Training and evaluation data
38
+
39
+ More information needed
40
+
41
+ ## Training procedure
42
+
43
+ ### Training hyperparameters
44
+
45
+ The following hyperparameters were used during training:
46
+ - learning_rate: 5e-05
47
+ - train_batch_size: 16
48
+ - eval_batch_size: 16
49
+ - seed: 42
50
+ - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
51
+ - lr_scheduler_type: linear
52
+ - num_epochs: 999
53
+
54
+ ### Training results
55
+
56
+ | Training Loss | Epoch | Step | Validation Loss | Accuracy | Precision | Recall | F1 |
57
+ |:-------------:|:-----:|:----:|:---------------:|:--------:|:---------:|:------:|:------:|
58
+ | 0.6716 | 1.0 | 761 | 0.6002 | 0.7350 | 0.7062 | 0.7171 | 0.7089 |
59
+ | 0.4098 | 2.0 | 1522 | 0.5889 | 0.7777 | 0.7491 | 0.7270 | 0.7333 |
60
+ | 0.0879 | 3.0 | 2283 | 0.6567 | 0.7813 | 0.7539 | 0.7370 | 0.7423 |
61
+ | 0.1553 | 4.0 | 3044 | 0.7680 | 0.7626 | 0.7367 | 0.7076 | 0.7163 |
62
+ | 0.0549 | 5.0 | 3805 | 0.9480 | 0.7646 | 0.7338 | 0.7245 | 0.7282 |
63
+ | 0.0034 | 6.0 | 4566 | 1.2325 | 0.7599 | 0.7300 | 0.7133 | 0.7185 |
64
+ | 0.558 | 7.0 | 5327 | 1.3659 | 0.7399 | 0.7091 | 0.7197 | 0.7121 |
65
+ | 0.0041 | 8.0 | 6088 | 1.4805 | 0.7379 | 0.7298 | 0.6589 | 0.6655 |
66
+
67
+
68
+ ### Framework versions
69
+
70
+ - Transformers 4.37.2
71
+ - Pytorch 2.1.0+cu121
72
+ - Datasets 2.17.1
73
+ - Tokenizers 0.15.2
config.json ADDED
@@ -0,0 +1,36 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "_name_or_path": "distilbert-base-multilingual-cased",
3
+ "activation": "tanh",
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": "positive",
13
+ "1": "negative",
14
+ "2": "neutral"
15
+ },
16
+ "initializer_range": 0.02,
17
+ "label2id": {
18
+ "LABEL_0": 0,
19
+ "LABEL_1": 1,
20
+ "LABEL_2": 2
21
+ },
22
+ "max_position_embeddings": 512,
23
+ "model_type": "distilbert",
24
+ "n_heads": 12,
25
+ "n_layers": 6,
26
+ "output_past": true,
27
+ "pad_token_id": 0,
28
+ "problem_type": "single_label_classification",
29
+ "qa_dropout": 0.1,
30
+ "seq_classif_dropout": 0.2,
31
+ "sinusoidal_pos_embds": false,
32
+ "tie_weights_": true,
33
+ "torch_dtype": "float32",
34
+ "transformers_version": "4.37.2",
35
+ "vocab_size": 119547
36
+ }
model.safetensors ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:96cb9704cf31c4ee19ad3deacc9f10d69ff71bfdb95c7ab2a3357df6804c7136
3
+ size 541320452
runs/Feb25_04-43-20_default/events.out.tfevents.1708836209.default.89.1 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:8d8974ba89cfb2a894ad57468a0785732fffea95ed42629692fc165780787329
3
+ size 964389
training_args.bin ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:0c43e68393d6f89f8a38793c7ae3e8f6f4b534bfb57006d4590c3e34386dcb27
3
+ size 4728