初始化项目,由ModelHub XC社区提供模型
Model: bookbot/gpt2-indo-small-kids-stories Source: Original Platform
This commit is contained in:
28
.gitattributes
vendored
Normal file
28
.gitattributes
vendored
Normal file
@@ -0,0 +1,28 @@
|
||||
*.7z filter=lfs diff=lfs merge=lfs -text
|
||||
*.arrow filter=lfs diff=lfs merge=lfs -text
|
||||
*.bin filter=lfs diff=lfs merge=lfs -text
|
||||
*.bin.* filter=lfs diff=lfs merge=lfs -text
|
||||
*.bz2 filter=lfs diff=lfs merge=lfs -text
|
||||
*.ftz filter=lfs diff=lfs merge=lfs -text
|
||||
*.gz filter=lfs diff=lfs merge=lfs -text
|
||||
*.h5 filter=lfs diff=lfs merge=lfs -text
|
||||
*.joblib filter=lfs diff=lfs merge=lfs -text
|
||||
*.lfs.* filter=lfs diff=lfs merge=lfs -text
|
||||
*.model filter=lfs diff=lfs merge=lfs -text
|
||||
*.msgpack filter=lfs diff=lfs merge=lfs -text
|
||||
*.onnx filter=lfs diff=lfs merge=lfs -text
|
||||
*.ot filter=lfs diff=lfs merge=lfs -text
|
||||
*.parquet filter=lfs diff=lfs merge=lfs -text
|
||||
*.pb filter=lfs diff=lfs merge=lfs -text
|
||||
*.pt filter=lfs diff=lfs merge=lfs -text
|
||||
*.pth filter=lfs diff=lfs merge=lfs -text
|
||||
*.rar filter=lfs diff=lfs merge=lfs -text
|
||||
saved_model/**/* filter=lfs diff=lfs merge=lfs -text
|
||||
*.tar.* filter=lfs diff=lfs merge=lfs -text
|
||||
*.tflite filter=lfs diff=lfs merge=lfs -text
|
||||
*.tgz filter=lfs diff=lfs merge=lfs -text
|
||||
*.xz filter=lfs diff=lfs merge=lfs -text
|
||||
*.zip filter=lfs diff=lfs merge=lfs -text
|
||||
*.zstandard filter=lfs diff=lfs merge=lfs -text
|
||||
*tfevents* filter=lfs diff=lfs merge=lfs -text
|
||||
model.safetensors filter=lfs diff=lfs merge=lfs -text
|
||||
79
README.md
Normal file
79
README.md
Normal file
@@ -0,0 +1,79 @@
|
||||
---
|
||||
language: id
|
||||
tags:
|
||||
- gpt2-indo-small-kids-stories
|
||||
license: mit
|
||||
widget:
|
||||
- text: "Archie sedang mengendarai roket ke planet Mars."
|
||||
---
|
||||
|
||||
## GPT-2 Indonesian Small Kids Stories
|
||||
|
||||
GPT-2 Indonesian Small Kids Stories is a causal language model based on the [OpenAI GPT-2](https://cdn.openai.com/better-language-models/language_models_are_unsupervised_multitask_learners.pdf) model. The model was originally the pre-trained [GPT2 Small Indonesian](https://huggingface.co/flax-community/gpt2-small-indonesian) model, which was then fine-tuned on Indonesian kids' stories from [Room To Read](https://literacycloud.org/) and [Let's Read](https://reader.letsreadasia.org/).
|
||||
|
||||
10% of the dataset was kept for evaluation purposes. The pre-trained model was fine-tuned and achieved an evaluation loss of 3.777 and an evaluation perplexity of 43.68.
|
||||
|
||||
Hugging Face's `Trainer` class from the [Transformers](https://huggingface.co/transformers) library was used to train the model. PyTorch was used as the backend framework during training, but the model remains compatible with other frameworks nonetheless.
|
||||
|
||||
## Model
|
||||
|
||||
| Model | #params | Arch. | Training/Validation data (text) |
|
||||
| ------------------------------ | ------- | ---------- | --------------------------------- |
|
||||
| `gpt2-indo-small-kids-stories` | 124M | GPT2 Small | Indonesian Kids' Stories (860 KB) |
|
||||
|
||||
## Evaluation Results
|
||||
|
||||
The model was fine-tuned for 10 epochs.
|
||||
|
||||
| Epoch | Training Loss | Validation Loss |
|
||||
| ----- | ------------- | --------------- |
|
||||
| 1 | 4.259600 | 4.020201 |
|
||||
| 2 | 3.979100 | 3.911295 |
|
||||
| 3 | 3.818300 | 3.849313 |
|
||||
| 4 | 3.691600 | 3.809931 |
|
||||
| 5 | 3.589300 | 3.789201 |
|
||||
| 6 | 3.506200 | 3.778665 |
|
||||
| 7 | 3.439200 | 3.774871 |
|
||||
| 8 | 3.387600 | 3.774859 |
|
||||
| 9 | 3.351300 | 3.776672 |
|
||||
| 10 | 3.330100 | 3.776935 |
|
||||
|
||||
## How to Use (PyTorch)
|
||||
|
||||
### As Causal Language Model
|
||||
|
||||
```python
|
||||
from transformers import pipeline
|
||||
|
||||
pretrained_name = "bookbot/gpt2-indo-small-kids-stories"
|
||||
|
||||
nlp = pipeline(
|
||||
"text-generation",
|
||||
model=pretrained_name,
|
||||
tokenizer=pretrained_name
|
||||
)
|
||||
|
||||
nlp("Archie sedang mengendarai roket ke planet Mars.")
|
||||
```
|
||||
|
||||
### Feature Extraction in PyTorch
|
||||
|
||||
```python
|
||||
from transformers import GPT2LMHeadModel, GPT2TokenizerFast
|
||||
|
||||
pretrained_name = "bookbot/gpt2-indo-small-kids-stories"
|
||||
model = GPT2LMHeadModel.from_pretrained(pretrained_name)
|
||||
tokenizer = GPT2TokenizerFast.from_pretrained(pretrained_name)
|
||||
|
||||
prompt = "Archie sedang mengendarai roket ke planet Mars."
|
||||
encoded_input = tokenizer(prompt, return_tensors='pt')
|
||||
output = model(**encoded_input)
|
||||
```
|
||||
|
||||
## Disclaimer
|
||||
|
||||
Do consider the biases which come from both the pre-trained GPT-2 model and the Indonesian Kids' Stories dataset that may be carried over into the results of this model.
|
||||
|
||||
## Author
|
||||
|
||||
GPT-2 Indonesian Small Kids Stories was trained and evaluated by [Wilson Wongso](https://w11wo.github.io/). All computation and development are done on Google Colaboratory using their free GPU access.
|
||||
39
config.json
Normal file
39
config.json
Normal file
@@ -0,0 +1,39 @@
|
||||
{
|
||||
"_name_or_path": "flax-community/gpt2-small-indonesian",
|
||||
"activation_function": "gelu_new",
|
||||
"architectures": [
|
||||
"GPT2LMHeadModel"
|
||||
],
|
||||
"attn_pdrop": 0.0,
|
||||
"bos_token_id": 50256,
|
||||
"embd_pdrop": 0.0,
|
||||
"eos_token_id": 50256,
|
||||
"gradient_checkpointing": false,
|
||||
"initializer_range": 0.02,
|
||||
"layer_norm_epsilon": 1e-05,
|
||||
"model_type": "gpt2",
|
||||
"n_ctx": 1024,
|
||||
"n_embd": 768,
|
||||
"n_head": 12,
|
||||
"n_inner": null,
|
||||
"n_layer": 12,
|
||||
"n_positions": 1024,
|
||||
"pad_token_id": 50256,
|
||||
"resid_pdrop": 0.0,
|
||||
"scale_attn_weights": true,
|
||||
"summary_activation": null,
|
||||
"summary_first_dropout": 0.1,
|
||||
"summary_proj_to_labels": true,
|
||||
"summary_type": "cls_index",
|
||||
"summary_use_proj": true,
|
||||
"task_specific_params": {
|
||||
"text-generation": {
|
||||
"do_sample": true,
|
||||
"max_length": 50
|
||||
}
|
||||
},
|
||||
"torch_dtype": "float32",
|
||||
"transformers_version": "4.9.2",
|
||||
"use_cache": true,
|
||||
"vocab_size": 50257
|
||||
}
|
||||
49996
merges.txt
Normal file
49996
merges.txt
Normal file
File diff suppressed because it is too large
Load Diff
3
model.safetensors
Normal file
3
model.safetensors
Normal file
@@ -0,0 +1,3 @@
|
||||
version https://git-lfs.github.com/spec/v1
|
||||
oid sha256:6904b176dcae21f2dc5efa74b11b16e7d35e40f784adaf84989779cf0fe4d4ec
|
||||
size 510359600
|
||||
3
pytorch_model.bin
Normal file
3
pytorch_model.bin
Normal file
@@ -0,0 +1,3 @@
|
||||
version https://git-lfs.github.com/spec/v1
|
||||
oid sha256:bd115fdebe8d5c34b8ad59c4c883afb5bf0058907cbf84441dc3b5eb310be309
|
||||
size 510403817
|
||||
1
special_tokens_map.json
Normal file
1
special_tokens_map.json
Normal file
@@ -0,0 +1 @@
|
||||
{"bos_token": "<|endoftext|>", "eos_token": "<|endoftext|>", "unk_token": "<|endoftext|>", "pad_token": "<|endoftext|>"}
|
||||
1
tokenizer.json
Normal file
1
tokenizer.json
Normal file
File diff suppressed because one or more lines are too long
1
tokenizer_config.json
Normal file
1
tokenizer_config.json
Normal file
@@ -0,0 +1 @@
|
||||
{"unk_token": "<|endoftext|>", "bos_token": "<|endoftext|>", "eos_token": "<|endoftext|>", "add_prefix_space": false, "special_tokens_map_file": null, "name_or_path": "flax-community/gpt2-small-indonesian", "tokenizer_class": "GPT2Tokenizer"}
|
||||
1
vocab.json
Normal file
1
vocab.json
Normal file
File diff suppressed because one or more lines are too long
Reference in New Issue
Block a user