End of training
Browse files- README.md +18 -18
- config.json +8 -3
- model.safetensors +2 -2
- tokenizer_config.json +2 -44
- training_args.bin +2 -2
README.md
CHANGED
|
@@ -18,9 +18,9 @@ should probably proofread and complete it, then remove this comment. -->
|
|
| 18 |
|
| 19 |
This model is a fine-tuned version of [google-bert/bert-base-uncased](https://huggingface.co/google-bert/bert-base-uncased) on an unknown dataset.
|
| 20 |
It achieves the following results on the evaluation set:
|
| 21 |
-
- Loss: 0.
|
| 22 |
-
- Accuracy: 0.
|
| 23 |
-
- Auc: 0.
|
| 24 |
|
| 25 |
## Model description
|
| 26 |
|
|
@@ -43,7 +43,7 @@ The following hyperparameters were used during training:
|
|
| 43 |
- train_batch_size: 8
|
| 44 |
- eval_batch_size: 8
|
| 45 |
- seed: 42
|
| 46 |
-
- optimizer: Use OptimizerNames.
|
| 47 |
- lr_scheduler_type: linear
|
| 48 |
- num_epochs: 10
|
| 49 |
|
|
@@ -51,21 +51,21 @@ The following hyperparameters were used during training:
|
|
| 51 |
|
| 52 |
| Training Loss | Epoch | Step | Validation Loss | Accuracy | Auc |
|
| 53 |
|:-------------:|:-----:|:----:|:---------------:|:--------:|:-----:|
|
| 54 |
-
| 0.
|
| 55 |
-
| 0.
|
| 56 |
-
| 0.
|
| 57 |
-
| 0.
|
| 58 |
-
| 0.
|
| 59 |
-
| 0.
|
| 60 |
-
| 0.
|
| 61 |
-
| 0.
|
| 62 |
-
| 0.
|
| 63 |
-
| 0.
|
| 64 |
|
| 65 |
|
| 66 |
### Framework versions
|
| 67 |
|
| 68 |
-
- Transformers
|
| 69 |
-
- Pytorch 2.
|
| 70 |
-
- Datasets
|
| 71 |
-
- Tokenizers 0.
|
|
|
|
| 18 |
|
| 19 |
This model is a fine-tuned version of [google-bert/bert-base-uncased](https://huggingface.co/google-bert/bert-base-uncased) on an unknown dataset.
|
| 20 |
It achieves the following results on the evaluation set:
|
| 21 |
+
- Loss: 0.2897
|
| 22 |
+
- Accuracy: 0.864
|
| 23 |
+
- Auc: 0.951
|
| 24 |
|
| 25 |
## Model description
|
| 26 |
|
|
|
|
| 43 |
- train_batch_size: 8
|
| 44 |
- eval_batch_size: 8
|
| 45 |
- seed: 42
|
| 46 |
+
- optimizer: Use OptimizerNames.ADAMW_TORCH_FUSED with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
|
| 47 |
- lr_scheduler_type: linear
|
| 48 |
- num_epochs: 10
|
| 49 |
|
|
|
|
| 51 |
|
| 52 |
| Training Loss | Epoch | Step | Validation Loss | Accuracy | Auc |
|
| 53 |
|:-------------:|:-----:|:----:|:---------------:|:--------:|:-----:|
|
| 54 |
+
| 0.5042 | 1.0 | 263 | 0.3865 | 0.813 | 0.912 |
|
| 55 |
+
| 0.4105 | 2.0 | 526 | 0.3380 | 0.847 | 0.931 |
|
| 56 |
+
| 0.3583 | 3.0 | 789 | 0.3148 | 0.856 | 0.939 |
|
| 57 |
+
| 0.3553 | 4.0 | 1052 | 0.3454 | 0.851 | 0.945 |
|
| 58 |
+
| 0.3511 | 5.0 | 1315 | 0.3450 | 0.86 | 0.948 |
|
| 59 |
+
| 0.3477 | 6.0 | 1578 | 0.2906 | 0.871 | 0.95 |
|
| 60 |
+
| 0.3346 | 7.0 | 1841 | 0.2879 | 0.876 | 0.95 |
|
| 61 |
+
| 0.3096 | 8.0 | 2104 | 0.2892 | 0.869 | 0.95 |
|
| 62 |
+
| 0.3153 | 9.0 | 2367 | 0.2841 | 0.88 | 0.951 |
|
| 63 |
+
| 0.3140 | 10.0 | 2630 | 0.2897 | 0.864 | 0.951 |
|
| 64 |
|
| 65 |
|
| 66 |
### Framework versions
|
| 67 |
|
| 68 |
+
- Transformers 5.0.0
|
| 69 |
+
- Pytorch 2.9.0+cu128
|
| 70 |
+
- Datasets 4.0.0
|
| 71 |
+
- Tokenizers 0.22.2
|
config.json
CHANGED
|
@@ -1,9 +1,13 @@
|
|
| 1 |
{
|
|
|
|
| 2 |
"architectures": [
|
| 3 |
"BertForSequenceClassification"
|
| 4 |
],
|
| 5 |
"attention_probs_dropout_prob": 0.1,
|
|
|
|
| 6 |
"classifier_dropout": null,
|
|
|
|
|
|
|
| 7 |
"gradient_checkpointing": false,
|
| 8 |
"hidden_act": "gelu",
|
| 9 |
"hidden_dropout_prob": 0.1,
|
|
@@ -14,6 +18,7 @@
|
|
| 14 |
},
|
| 15 |
"initializer_range": 0.02,
|
| 16 |
"intermediate_size": 3072,
|
|
|
|
| 17 |
"label2id": {
|
| 18 |
"Not Safe": 1,
|
| 19 |
"Safe": 0
|
|
@@ -26,9 +31,9 @@
|
|
| 26 |
"pad_token_id": 0,
|
| 27 |
"position_embedding_type": "absolute",
|
| 28 |
"problem_type": "single_label_classification",
|
| 29 |
-
"
|
| 30 |
-
"transformers_version": "
|
| 31 |
"type_vocab_size": 2,
|
| 32 |
-
"use_cache":
|
| 33 |
"vocab_size": 30522
|
| 34 |
}
|
|
|
|
| 1 |
{
|
| 2 |
+
"add_cross_attention": false,
|
| 3 |
"architectures": [
|
| 4 |
"BertForSequenceClassification"
|
| 5 |
],
|
| 6 |
"attention_probs_dropout_prob": 0.1,
|
| 7 |
+
"bos_token_id": null,
|
| 8 |
"classifier_dropout": null,
|
| 9 |
+
"dtype": "float32",
|
| 10 |
+
"eos_token_id": null,
|
| 11 |
"gradient_checkpointing": false,
|
| 12 |
"hidden_act": "gelu",
|
| 13 |
"hidden_dropout_prob": 0.1,
|
|
|
|
| 18 |
},
|
| 19 |
"initializer_range": 0.02,
|
| 20 |
"intermediate_size": 3072,
|
| 21 |
+
"is_decoder": false,
|
| 22 |
"label2id": {
|
| 23 |
"Not Safe": 1,
|
| 24 |
"Safe": 0
|
|
|
|
| 31 |
"pad_token_id": 0,
|
| 32 |
"position_embedding_type": "absolute",
|
| 33 |
"problem_type": "single_label_classification",
|
| 34 |
+
"tie_word_embeddings": true,
|
| 35 |
+
"transformers_version": "5.0.0",
|
| 36 |
"type_vocab_size": 2,
|
| 37 |
+
"use_cache": false,
|
| 38 |
"vocab_size": 30522
|
| 39 |
}
|
model.safetensors
CHANGED
|
@@ -1,3 +1,3 @@
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:
|
| 3 |
-
size
|
|
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:5420ca952cc43dc0d622129400eb0245c8e79708adefac6859ec5dcd5e4e4383
|
| 3 |
+
size 437958624
|
tokenizer_config.json
CHANGED
|
@@ -1,50 +1,8 @@
|
|
| 1 |
{
|
| 2 |
-
"
|
| 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": false,
|
| 45 |
"cls_token": "[CLS]",
|
| 46 |
"do_lower_case": true,
|
| 47 |
-
"
|
| 48 |
"mask_token": "[MASK]",
|
| 49 |
"model_max_length": 512,
|
| 50 |
"pad_token": "[PAD]",
|
|
|
|
| 1 |
{
|
| 2 |
+
"backend": "tokenizers",
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 3 |
"cls_token": "[CLS]",
|
| 4 |
"do_lower_case": true,
|
| 5 |
+
"is_local": false,
|
| 6 |
"mask_token": "[MASK]",
|
| 7 |
"model_max_length": 512,
|
| 8 |
"pad_token": "[PAD]",
|
training_args.bin
CHANGED
|
@@ -1,3 +1,3 @@
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:
|
| 3 |
-
size
|
|
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:4f59c3ead0ade00341beb61ed9e00321ae520b2f6f46fcfb3ac32e5e0f011b17
|
| 3 |
+
size 5201
|