jahb57 commited on
Commit
277e6ca
1 Parent(s): 4ba2f55

jahb57/gpt2-yelp

Browse files
Files changed (4) hide show
  1. README.md +77 -0
  2. config.json +55 -0
  3. pytorch_model.bin +3 -0
  4. training_args.bin +3 -0
README.md ADDED
@@ -0,0 +1,77 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ license: mit
3
+ base_model: gpt2
4
+ tags:
5
+ - generated_from_trainer
6
+ datasets:
7
+ - yelp_review_full
8
+ metrics:
9
+ - accuracy
10
+ model-index:
11
+ - name: test_trainer
12
+ results:
13
+ - task:
14
+ name: Text Classification
15
+ type: text-classification
16
+ dataset:
17
+ name: yelp_review_full
18
+ type: yelp_review_full
19
+ config: yelp_review_full
20
+ split: test
21
+ args: yelp_review_full
22
+ metrics:
23
+ - name: Accuracy
24
+ type: accuracy
25
+ value: 0.584
26
+ ---
27
+
28
+ <!-- This model card has been generated automatically according to the information the Trainer had access to. You
29
+ should probably proofread and complete it, then remove this comment. -->
30
+
31
+ # test_trainer
32
+
33
+ This model is a fine-tuned version of [gpt2](https://huggingface.co/gpt2) on the yelp_review_full dataset.
34
+ It achieves the following results on the evaluation set:
35
+ - Loss: 1.0617
36
+ - Accuracy: 0.584
37
+
38
+ ## Model description
39
+
40
+ More information needed
41
+
42
+ ## Intended uses & limitations
43
+
44
+ More information needed
45
+
46
+ ## Training and evaluation data
47
+
48
+ More information needed
49
+
50
+ ## Training procedure
51
+
52
+ ### Training hyperparameters
53
+
54
+ The following hyperparameters were used during training:
55
+ - learning_rate: 5e-05
56
+ - train_batch_size: 4
57
+ - eval_batch_size: 4
58
+ - seed: 42
59
+ - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
60
+ - lr_scheduler_type: linear
61
+ - num_epochs: 3.0
62
+
63
+ ### Training results
64
+
65
+ | Training Loss | Epoch | Step | Validation Loss | Accuracy |
66
+ |:-------------:|:-----:|:----:|:---------------:|:--------:|
67
+ | No log | 1.0 | 250 | 1.1204 | 0.515 |
68
+ | 1.2411 | 2.0 | 500 | 1.0231 | 0.57 |
69
+ | 1.2411 | 3.0 | 750 | 1.0617 | 0.584 |
70
+
71
+
72
+ ### Framework versions
73
+
74
+ - Transformers 4.34.1
75
+ - Pytorch 2.1.0+cu118
76
+ - Datasets 2.14.6
77
+ - Tokenizers 0.14.1
config.json ADDED
@@ -0,0 +1,55 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "_name_or_path": "gpt2",
3
+ "activation_function": "gelu_new",
4
+ "architectures": [
5
+ "GPT2ForSequenceClassification"
6
+ ],
7
+ "attn_pdrop": 0.1,
8
+ "bos_token_id": 50256,
9
+ "embd_pdrop": 0.1,
10
+ "eos_token_id": 50256,
11
+ "id2label": {
12
+ "0": "LABEL_0",
13
+ "1": "LABEL_1",
14
+ "2": "LABEL_2",
15
+ "3": "LABEL_3",
16
+ "4": "LABEL_4"
17
+ },
18
+ "initializer_range": 0.02,
19
+ "label2id": {
20
+ "LABEL_0": 0,
21
+ "LABEL_1": 1,
22
+ "LABEL_2": 2,
23
+ "LABEL_3": 3,
24
+ "LABEL_4": 4
25
+ },
26
+ "layer_norm_epsilon": 1e-05,
27
+ "model_type": "gpt2",
28
+ "n_ctx": 1024,
29
+ "n_embd": 768,
30
+ "n_head": 12,
31
+ "n_inner": null,
32
+ "n_layer": 12,
33
+ "n_positions": 1024,
34
+ "pad_token_id": 50256,
35
+ "problem_type": "single_label_classification",
36
+ "reorder_and_upcast_attn": false,
37
+ "resid_pdrop": 0.1,
38
+ "scale_attn_by_inverse_layer_idx": false,
39
+ "scale_attn_weights": true,
40
+ "summary_activation": null,
41
+ "summary_first_dropout": 0.1,
42
+ "summary_proj_to_labels": true,
43
+ "summary_type": "cls_index",
44
+ "summary_use_proj": true,
45
+ "task_specific_params": {
46
+ "text-generation": {
47
+ "do_sample": true,
48
+ "max_length": 50
49
+ }
50
+ },
51
+ "torch_dtype": "float32",
52
+ "transformers_version": "4.34.1",
53
+ "use_cache": true,
54
+ "vocab_size": 50257
55
+ }
pytorch_model.bin ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:776457dc7d806156770658e8457dcbd08a48384e69945a6e100acf3d84995449
3
+ size 497823262
training_args.bin ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:1217acbe75fdd119d4d8e84ed31d613c7fff2a8100b42149e418f47472072518
3
+ size 4536