chathuru commited on
Commit
51bf70f
1 Parent(s): 6712d26

cicids2018-distilbert

Browse files
README.md CHANGED
@@ -3,6 +3,9 @@ license: apache-2.0
3
  base_model: distilbert-base-uncased
4
  tags:
5
  - generated_from_trainer
 
 
 
6
  model-index:
7
  - name: cicids2018-distilbert
8
  results: []
@@ -14,6 +17,10 @@ should probably proofread and complete it, then remove this comment. -->
14
  # cicids2018-distilbert
15
 
16
  This model is a fine-tuned version of [distilbert-base-uncased](https://huggingface.co/distilbert-base-uncased) on an unknown dataset.
 
 
 
 
17
 
18
  ## Model description
19
 
@@ -40,9 +47,17 @@ The following hyperparameters were used during training:
40
  - lr_scheduler_type: linear
41
  - num_epochs: 2
42
 
 
 
 
 
 
 
 
 
43
  ### Framework versions
44
 
45
- - Transformers 4.35.2
46
- - Pytorch 2.1.1+cu118
47
  - Datasets 2.15.0
48
  - Tokenizers 0.15.0
 
3
  base_model: distilbert-base-uncased
4
  tags:
5
  - generated_from_trainer
6
+ metrics:
7
+ - accuracy
8
+ - f1
9
  model-index:
10
  - name: cicids2018-distilbert
11
  results: []
 
17
  # cicids2018-distilbert
18
 
19
  This model is a fine-tuned version of [distilbert-base-uncased](https://huggingface.co/distilbert-base-uncased) on an unknown dataset.
20
+ It achieves the following results on the evaluation set:
21
+ - Loss: 0.3903
22
+ - Accuracy: 1.0
23
+ - F1: 1.0
24
 
25
  ## Model description
26
 
 
47
  - lr_scheduler_type: linear
48
  - num_epochs: 2
49
 
50
+ ### Training results
51
+
52
+ | Training Loss | Epoch | Step | Validation Loss | Accuracy | F1 |
53
+ |:-------------:|:-----:|:----:|:---------------:|:--------:|:------:|
54
+ | No log | 1.0 | 6 | 0.4998 | 0.9167 | 0.9231 |
55
+ | No log | 2.0 | 12 | 0.3903 | 1.0 | 1.0 |
56
+
57
+
58
  ### Framework versions
59
 
60
+ - Transformers 4.36.2
61
+ - Pytorch 2.1.2+cu118
62
  - Datasets 2.15.0
63
  - Tokenizers 0.15.0
config.json CHANGED
@@ -22,11 +22,12 @@
22
  "n_heads": 12,
23
  "n_layers": 6,
24
  "pad_token_id": 0,
 
25
  "qa_dropout": 0.1,
26
  "seq_classif_dropout": 0.2,
27
  "sinusoidal_pos_embds": false,
28
  "tie_weights_": true,
29
  "torch_dtype": "float32",
30
- "transformers_version": "4.35.2",
31
  "vocab_size": 30522
32
  }
 
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": "4.36.2",
32
  "vocab_size": 30522
33
  }
model.safetensors CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:99fc238fcc06104edb812c139b21fb88c157d81314c5b73a8ca91cf2e3f9b46a
3
  size 267832560
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:78c58a04eef610aa9a1de563022bf0db5df9f2bc8bf4dd94f10e7ea3a132503e
3
  size 267832560
runs/Dec20_18-26-10_48e1c717875a/events.out.tfevents.1703096786.48e1c717875a.172.0 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:cf79f75f3f682c7627abad86e7514448cf27fcb0d713ad3a3d7ba058290003fe
3
+ size 5438
training_args.bin CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:4126c5b5b90ade449eebd6f20307161fd202a64b00f7297a6c4fa2cb976a6379
3
- size 4536
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:b8d551fc5eb223c1e88318756f349f415cf34cc27e5c5e1dfdfabdc1af5f5fdf
3
+ size 4728