File size: 2,443 Bytes
ce4b83b |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 |
---
license: apache-2.0
base_model: https://huggingface.co/FlagAlpha/Llama3-Chinese-8B-Instruct
tags:
- chinese
- lora
- llama3
library_name: peft
language:
- zh
---
## 模型说明
基于 [FlagAlpha/Llama3-Chinese-8B-Instruct](https://huggingface.co/FlagAlpha/Llama3-Chinese-8B-Instruct) 微调而成的沐雪角色扮演模型，在主动对话上表现出一定的优势（固定Prompt）。使用本模型需要模型本体。
沐雪设定可参见：[Moemu/Muice-Chatbot](https://github.com/Moemu/Muice-Chatbot?tab=readme-ov-file#沐雪人设)
部分训练集参见：[Moemu/Muice-Dataset](https://huggingface.co/datasets/Moemu/Muice-Dataset)
## 对话示例
## System Prompt
在不同任务中，模型拥有不同的System Prompt。具体参见：[Muice-Chatbot/llm/utils/auto_system_prompt.py at main · Moemu/Muice-Chatbot](https://github.com/Moemu/Muice-Chatbot/blob/main/llm/utils/auto_system_prompt.py)
## 评估
| 模型名 | 新话题发起分数 | 直播对话性能 | 日常聊天性能 | 综合对话分数 |
| ----------------------------------------------- | -------------- | ------------ | ------------ | ------------ |
| Muice-2.3-chatglm2-6b-int4-pt-128-1e-2 | 2.80 | 4.00 | 4.33 | 3.45 |
| Muice-2.4-chatglm2-6b-int4-pt-128-1e-2 | 3.20 | 4.00 | 3.50 | 3.45 |
| Muice-2.4-Qwen2-1.5B-Instruct-GPTQ-Int4-2e-3 | 1.40 | 3.00 | 6.00 | 5.75 |
| Muice-2.5.3-Qwen2-1.5B-Instruct-GPTQ-Int4-2e-3 | 4.04 | 5.00 | 4.33 | 5.29 |
| Muice-2.6.2-Qwen-7B-Chat-Int4-5e-4 | 5.20 | 5.67 | 4.00 | 5.75 |
| Muice-2.7.0-Qwen-7B-Chat-Int4-1e-4 | 2.40 | 5.30 | 6.00 | \ |
| Muice-2.7.1-Qwen2.5-7B-Instruct-GPTQ-Int4-8e-4 | **5.40** | 4.60 | 4.50 | **6.76** |
| **Muice-2.7.1-Llama3_Chinese_8b_Instruct-8e-5** | 4.16 | **6.34** | **8.16** | 6.20 |
## 训练参数
- learning_rate: 8e-05
- train_batch_size: 4
- eval_batch_size: 4
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: cosine
- num_epochs: 5.0
- mixed_precision_training: Native AMP
|