Hugging Face's logo

qgyd2021
/
similar_question_generation

Text Generation
Transformers
TensorBoard
Safetensors
gpt2
Generated from Trainer
text-generation-inference
Inference Endpoints
Model card Files Metrics Community
qgyd2021 commited on
Commit
5b8b57a
•
1 Parent(s): 8088914

Model save

Browse files
Files changed (12) hide show
  1. README.md +76 -0
  2. final/config.json +42 -0
  3. final/generation_config.json +6 -0
  4. final/model.safetensors +3 -0
  5. final/special_tokens_map.json +7 -0
  6. final/tokenizer.json +0 -0
  7. final/tokenizer_config.json +57 -0
  8. final/training_args.bin +3 -0
  9. final/vocab.txt +0 -0
  10. generation_config.json +6 -0
  11. model.safetensors +1 -1
  12. runs/Jan17_01-47-00_effb8e12ad95/events.out.tfevents.1705456023.effb8e12ad95.85.0 +2 -2
README.md ADDED
@@ -0,0 +1,76 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ base_model: uer/gpt2-chinese-cluecorpussmall
3
+ tags:
4
+ - generated_from_trainer
5
+ model-index:
6
+ - name: similar_question_generation
7
+ results: []
8
+ ---
9
+
10
+ <!-- This model card has been generated automatically according to the information the Trainer had access to. You
11
+ should probably proofread and complete it, then remove this comment. -->
12
+
13
+ # similar_question_generation
14
+
15
+ This model is a fine-tuned version of [uer/gpt2-chinese-cluecorpussmall](https://huggingface.co/uer/gpt2-chinese-cluecorpussmall) on the None dataset.
16
+ It achieves the following results on the evaluation set:
17
+ - Loss: 2.0045
18
+
19
+ ## Model description
20
+
21
+ More information needed
22
+
23
+ ## Intended uses & limitations
24
+
25
+ More information needed
26
+
27
+ ## Training and evaluation data
28
+
29
+ More information needed
30
+
31
+ ## Training procedure
32
+
33
+ ### Training hyperparameters
34
+
35
+ The following hyperparameters were used during training:
36
+ - learning_rate: 0.0002
37
+ - train_batch_size: 16
38
+ - eval_batch_size: 8
39
+ - seed: 42
40
+ - distributed_type: multi-GPU
41
+ - num_devices: 2
42
+ - gradient_accumulation_steps: 4
43
+ - total_train_batch_size: 128
44
+ - total_eval_batch_size: 16
45
+ - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
46
+ - lr_scheduler_type: linear
47
+ - lr_scheduler_warmup_steps: 1000
48
+ - num_epochs: 100.0
49
+ - mixed_precision_training: Native AMP
50
+
51
+ ### Training results
52
+
53
+ | Training Loss | Epoch | Step | Validation Loss |
54
+ |:-------------:|:-----:|:-----:|:---------------:|
55
+ | 2.2108 | 0.21 | 1000 | 2.0433 |
56
+ | 2.047 | 0.42 | 2000 | 2.0138 |
57
+ | 1.9859 | 0.63 | 3000 | 1.9939 |
58
+ | 1.9471 | 0.84 | 4000 | 1.9953 |
59
+ | 1.8932 | 1.05 | 5000 | 2.0034 |
60
+ | 1.8224 | 1.26 | 6000 | 1.9962 |
61
+ | 1.8131 | 1.47 | 7000 | 1.9886 |
62
+ | 1.8007 | 1.69 | 8000 | 1.9881 |
63
+ | 1.7948 | 1.9 | 9000 | 1.9825 |
64
+ | 1.7314 | 2.11 | 10000 | 2.0049 |
65
+ | 1.6901 | 2.32 | 11000 | 2.0029 |
66
+ | 1.6941 | 2.53 | 12000 | 2.0012 |
67
+ | 1.6921 | 2.74 | 13000 | 2.0024 |
68
+ | 1.6917 | 2.95 | 14000 | 2.0045 |
69
+
70
+
71
+ ### Framework versions
72
+
73
+ - Transformers 4.36.2
74
+ - Pytorch 2.0.0
75
+ - Datasets 2.1.0
76
+ - Tokenizers 0.15.0
final/config.json ADDED
@@ -0,0 +1,42 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "_name_or_path": "uer/gpt2-chinese-cluecorpussmall",
3
+ "activation_function": "gelu_new",
4
+ "architectures": [
5
+ "GPT2LMHeadModel"
6
+ ],
7
+ "attn_pdrop": 0.1,
8
+ "bos_token_id": 50256,
9
+ "embd_pdrop": 0.1,
10
+ "eos_token_id": 50256,
11
+ "gradient_checkpointing": false,
12
+ "initializer_range": 0.02,
13
+ "layer_norm_epsilon": 1e-05,
14
+ "model_type": "gpt2",
15
+ "n_ctx": 1024,
16
+ "n_embd": 768,
17
+ "n_head": 12,
18
+ "n_inner": null,
19
+ "n_layer": 12,
20
+ "n_positions": 1024,
21
+ "output_past": true,
22
+ "reorder_and_upcast_attn": false,
23
+ "resid_pdrop": 0.1,
24
+ "scale_attn_by_inverse_layer_idx": false,
25
+ "scale_attn_weights": true,
26
+ "summary_activation": null,
27
+ "summary_first_dropout": 0.1,
28
+ "summary_proj_to_labels": true,
29
+ "summary_type": "cls_index",
30
+ "summary_use_proj": true,
31
+ "task_specific_params": {
32
+ "text-generation": {
33
+ "do_sample": true,
34
+ "max_length": 320
35
+ }
36
+ },
37
+ "tokenizer_class": "BertTokenizer",
38
+ "torch_dtype": "float32",
39
+ "transformers_version": "4.36.2",
40
+ "use_cache": true,
41
+ "vocab_size": 21128
42
+ }
final/generation_config.json ADDED
@@ -0,0 +1,6 @@
 
 
 
 
 
 
 
1
+ {
2
+ "_from_model_config": true,
3
+ "bos_token_id": 50256,
4
+ "eos_token_id": 50256,
5
+ "transformers_version": "4.36.2"
6
+ }
final/model.safetensors ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:8ee36ae197687f52cea140ee2b32fc47def94ac9d3668d8731b2d8842587fa1e
3
+ size 408289920
final/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
+ }
final/tokenizer.json ADDED
The diff for this file is too large to render. See raw diff
 
final/tokenizer_config.json ADDED
@@ -0,0 +1,57 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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_basic_tokenize": true,
47
+ "do_lower_case": false,
48
+ "mask_token": "[MASK]",
49
+ "model_max_length": 1024,
50
+ "never_split": null,
51
+ "pad_token": "[PAD]",
52
+ "sep_token": "[SEP]",
53
+ "strip_accents": null,
54
+ "tokenize_chinese_chars": true,
55
+ "tokenizer_class": "BertTokenizer",
56
+ "unk_token": "[UNK]"
57
+ }
final/training_args.bin ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:69949dc1d002c110bdaf93d7f1112341b48640f3eb78497fffc8ae289415eb2c
3
+ size 4283
final/vocab.txt ADDED
The diff for this file is too large to render. See raw diff
 
generation_config.json ADDED
@@ -0,0 +1,6 @@
 
 
 
 
 
 
 
1
+ {
2
+ "_from_model_config": true,
3
+ "bos_token_id": 50256,
4
+ "eos_token_id": 50256,
5
+ "transformers_version": "4.36.2"
6
+ }
model.safetensors CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:27e410ee1302b051aac8bcac102c4d615eea19b90e51992564772090a46d1a29
3
  size 408289920
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:8ee36ae197687f52cea140ee2b32fc47def94ac9d3668d8731b2d8842587fa1e
3
  size 408289920
runs/Jan17_01-47-00_effb8e12ad95/events.out.tfevents.1705456023.effb8e12ad95.85.0 CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:4b22b043c94a78033b81bf86a0ae217ef05483f8c2eeabd79354e424478b33e4
3
- size 10293
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:1fdbbc1fd91fca2296e39d53b4f6a8699f9684cf8854dc70567fa07020927980
3
+ size 11075