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Model: IDEA-CCNL/Wenzhong-GPT2-110M Source: Original Platform
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README.md
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README.md
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---
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language:
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- zh
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inference:
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parameters:
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temperature: 0.7
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top_p: 0.6
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repetition_penalty: 1.1
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max_new_tokens: 128
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num_return_sequences: 3
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do_sample: true
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license: apache-2.0
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tags:
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- generate
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- gpt2
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widget:
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- 北京是中国的
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- 西湖的景色
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---
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# Wenzhong-GPT2-110M
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- Main Page:[Fengshenbang](https://fengshenbang-lm.com/)
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- Github: [Fengshenbang-LM](https://github.com/IDEA-CCNL/Fengshenbang-LM)
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## 简介 Brief Introduction
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善于处理NLG任务,中文版的GPT2-Small。
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Focused on handling NLG tasks, Chinese GPT2-Small.
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## 模型分类 Model Taxonomy
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| 需求 Demand | 任务 Task | 系列 Series | 模型 Model | 参数 Parameter | 额外 Extra |
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| :----: | :----: | :----: | :----: | :----: | :----: |
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| 通用 General | 自然语言生成 NLG | 闻仲 Wenzhong | GPT2 | 110M | 中文 Chinese |
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## 模型信息 Model Information
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类似于Wenzhong2.0-GPT2-3.5B-chinese,我们实现了一个small版本的12层的Wenzhong-GPT2-110M,并且在悟道(300G版本)上面进行预训练。
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Similar to Wenzhong2.0-GPT2-3.5B-chinese, we implement a small size Wenzhong-GPT2-110M with 12 layers, which is pre-trained on Wudao Corpus (300G version).
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## 使用 Usage
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### 加载模型 Loading Models
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```python
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from transformers import GPT2Tokenizer,GPT2LMHeadModel
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hf_model_path = 'IDEA-CCNL/Wenzhong-GPT2-110M'
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tokenizer = GPT2Tokenizer.from_pretrained(hf_model_path)
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model = GPT2LMHeadModel.from_pretrained(hf_model_path)
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```
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### 使用示例 Usage Examples
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```python
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question = "北京是中国的"
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inputs = tokenizer(question,return_tensors='pt')
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generation_output = model.generate(**inputs,
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return_dict_in_generate=True,
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output_scores=True,
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max_length=150,
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# max_new_tokens=80,
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do_sample=True,
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top_p = 0.6,
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# num_beams=5,
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eos_token_id=50256,
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pad_token_id=0,
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num_return_sequences = 5)
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for idx,sentence in enumerate(generation_output.sequences):
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print('next sentence %d:\n'%idx,
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tokenizer.decode(sentence).split('<|endoftext|>')[0])
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print('*'*40)
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```
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## 引用 Citation
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如果您在您的工作中使用了我们的模型,可以引用我们的[论文](https://arxiv.org/abs/2209.02970):
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If you are using the resource for your work, please cite the our [paper](https://arxiv.org/abs/2209.02970):
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```text
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@article{fengshenbang,
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author = {Jiaxing Zhang and Ruyi Gan and Junjie Wang and Yuxiang Zhang and Lin Zhang and Ping Yang and Xinyu Gao and Ziwei Wu and Xiaoqun Dong and Junqing He and Jianheng Zhuo and Qi Yang and Yongfeng Huang and Xiayu Li and Yanghan Wu and Junyu Lu and Xinyu Zhu and Weifeng Chen and Ting Han and Kunhao Pan and Rui Wang and Hao Wang and Xiaojun Wu and Zhongshen Zeng and Chongpei Chen},
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title = {Fengshenbang 1.0: Being the Foundation of Chinese Cognitive Intelligence},
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journal = {CoRR},
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volume = {abs/2209.02970},
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year = {2022}
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}
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```
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也可以引用我们的[网站](https://github.com/IDEA-CCNL/Fengshenbang-LM/):
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You can also cite our [website](https://github.com/IDEA-CCNL/Fengshenbang-LM/):
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```text
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@misc{Fengshenbang-LM,
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title={Fengshenbang-LM},
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author={IDEA-CCNL},
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year={2021},
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howpublished={\url{https://github.com/IDEA-CCNL/Fengshenbang-LM}},
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}
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```
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config.json
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config.json
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{
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"activation_function": "gelu_fast",
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"architectures": [
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"GPT2LMHeadModel"
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],
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"attn_pdrop": 0.1,
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"bos_token_id": 50256,
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"embd_pdrop": 0.1,
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"eos_token_id": 50256,
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"initializer_range": 0.02,
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"layer_norm_epsilon": 1e-05,
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"model_type": "gpt2",
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"n_ctx": 1024,
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"n_embd": 768,
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"n_head": 12,
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"n_inner": 3072,
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"n_layer": 12,
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"n_positions": 1024,
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"reorder_and_upcast_attn": false,
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"resid_pdrop": 0.1,
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"scale_attn_by_inverse_layer_idx": false,
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"scale_attn_weights": true,
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"summary_activation": null,
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"summary_first_dropout": 0.1,
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"summary_proj_to_labels": true,
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"summary_type": "cls_index",
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"summary_use_proj": true,
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"tokenizer_class": "GPT2TokenizerFast",
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"transformers_version": "4.12.3",
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"use_cache": true,
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"vocab_size": 50304
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}
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model.safetensors
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special_tokens_map.json
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{"bos_token": "<|endoftext|>", "eos_token": "<|endoftext|>", "unk_token": "<|endoftext|>"}
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tokenizer_config.json
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{"unk_token": "<|endoftext|>", "bos_token": "<|endoftext|>", "eos_token": "<|endoftext|>", "add_prefix_space": false, "model_max_length": 1024, "special_tokens_map_file": null, "name_or_path": "gpt2", "tokenizer_class": "GPT2Tokenizer"}
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vocab.json
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