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# EmoLLM - Large Languge Model for Mental Health # EmoLLM - Large Language Model for Mental Health
<!-- PROJECT SHIELDS --> <!-- PROJECT SHIELDS -->
[![Contributors][contributors-shield]][contributors-url] [![Contributors][contributors-shield]][contributors-url]
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<!-- 本篇README.md面向开发者 --> <!-- 本篇README.md面向开发者 -->
**EmoLLM** is a series of large language models designed to understand, support and help customers in mental health counseling. It is fine-tuned from the LLM instructions. We really appreciate it if you can give it a star~⭐⭐. The open-sourced configuration is as follows: **EmoLLM** is a series of large language models designed to understand, support and help customers in mental health counseling. It is fine-tuned from the LLM instructions. We really appreciate it if you could give it a star~⭐⭐. The open-sourced configuration is as follows:
| model | type | | model | type |
| :-------------------: | :------: | | :-------------------: | :------: |
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Everyone is welcome to contribute to this project ~ Everyone is welcome to contribute to this project ~
--- ---
The Model is aimed at fully understanding and promoting the mental health of individuals, groups, and society. This model typically includes the following key components: The Model aims to fully understand and promote the mental health of individuals, groups, and society. This model typically includes the following key components:
- Cognitive factors: Involving an individual's thought patterns, belief systems, cognitive biases, and problem-solving abilities. Cognitive factors significantly impact mental health as they affect how individuals interpret and respond to life events. - Cognitive factors: Involving an individual's thought patterns, belief systems, cognitive biases, and problem-solving abilities. Cognitive factors significantly impact mental health as they affect how individuals interpret and respond to life events.
- Emotional factors: Including emotion regulation, emotional expression, and emotional experiences. Emotional health is a crucial part of mental health, involving how individuals manage and express their emotions and how they recover from negative emotions. - Emotional factors: Including emotion regulation, emotional expression, and emotional experiences. Emotional health is a crucial part of mental health, involving how individuals manage and express their emotions and how they recover from negative emotions.
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- Prevention and intervention measures: The Mental Health Grand Model also includes strategies for preventing psychological issues and promoting mental health, such as psychological education, counseling, therapy, and social support systems. - Prevention and intervention measures: The Mental Health Grand Model also includes strategies for preventing psychological issues and promoting mental health, such as psychological education, counseling, therapy, and social support systems.
- Assessment and diagnostic tools: Effective promotion of mental health requires scientific tools to assess individuals' psychological states and diagnose potential psychological issues. - Assessment and diagnostic tools: Effective promotion of mental health requires scientific tools to assess individuals' psychological states and diagnose potential psychological issues.
### Recent Updates ### Recent Updates
- 【2024.3.9】 **EmoLLM V2.0 is greatly improved in all scores compared to EmoLLM V1.0. Surpasses the performance of Role-playing ChatGPT on counseling tasks!**
- 【2024.3.9】 New concurrency feature speeds up QA pair generation - 【2024.3.9】 New concurrency feature speeds up QA pair generation
- 【2024.3.3】 [Based on InternLM2-7B-chat full amount of fine-tuned version of open source](https://openxlab.org.cn/models/detail/ajupyter/EmoLLM_internlm2_7b_full), need two A100*80G, update professional evaluation, see [evaluate](./evaluate/), update PaddleOCR-based PDF to txt tool scripts, see [scripts](./scripts/). - 【2024.3.3】 [Based on InternLM2-7B-chat full fine-tuned version EmoLLM V2.0 open sourced](https://openxlab.org.cn/models/detail/ajupyter/EmoLLM_internlm2_7b_full), need two A100*80G, update professional evaluation, see [evaluate](./evaluate/), update PaddleOCR-based PDF to txt tool scripts, see [scripts](./scripts/).
- 【2024.2.29】 Updated objective assessment calculations, see [evaluate](./evaluate/) for details. A series of datasets have also been updated, see [datasets](./datasets/) for details. - 【2024.2.29】 Updated objective assessment calculations, see [evaluate](./evaluate/) for details. A series of datasets have also been updated, see [datasets](./datasets/) for details.
- 【2024.2.27】 Updated English README and a series of datasets (licking dogs and one-round dialogue) - 【2024.2.27】 Updated English README and a series of datasets (licking dogs and one-round dialogue)
- 【2024.2.23】The "Gentle Lady Psychologist Ai Wei" based on InternLM2_7B_chat_qlora was launched. [Click here to obtain the model weights](https://openxlab.org.cn/models/detail/ajupyter/EmoLLM_aiwei), [configuration file](xtuner_config/aiwei-internlm2_chat_7b_qlora.py), [online experience link](https://openxlab.org.cn/apps/detail/ajupyter/EmoLLM-aiwei) - 【2024.2.23】The "Gentle Lady Psychologist Ai Wei" based on InternLM2_7B_chat_qlora was launched. [Click here to obtain the model weights](https://openxlab.org.cn/models/detail/ajupyter/EmoLLM_aiwei), [configuration file](xtuner_config/aiwei-internlm2_chat_7b_qlora.py), [online experience link](https://openxlab.org.cn/apps/detail/ajupyter/EmoLLM-aiwei)
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- 【2024.2.3】 [Project Vedio](https://www.bilibili.com/video/BV1N7421N76X/) at bilibili 😊 - 【2024.2.3】 [Project Vedio](https://www.bilibili.com/video/BV1N7421N76X/) at bilibili 😊
- 【2024.1.27】 Complete data construction documentation, fine-tuning guide, deployment guide, Readme, and other related documents 👏 - 【2024.1.27】 Complete data construction documentation, fine-tuning guide, deployment guide, Readme, and other related documents 👏
- 【2024.1.25】 Complete the first version of EmoLLM and deploy it online https://openxlab.org.cn/apps/detail/jujimeizuo/EmoLLM 😀 - 【2024.1.25】 EmoLLM V1.0 has deployed online https://openxlab.org.cn/apps/detail/jujimeizuo/EmoLLM 😀
</details> </details>
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## Contents ## Contents
- [EmoLLM - Large Languge Model for Mental Health](#emollm---large-languge-model-for-mental-health) - [EmoLLM - Large Language Model for Mental Health](#emollm---large-language-model-for-mental-health)
- [Everyone is welcome to contribute to this project ~](#everyone-is-welcome-to-contribute-to-this-project-) - [Everyone is welcome to contribute to this project ~](#everyone-is-welcome-to-contribute-to-this-project-)
- [Recent Updates](#recent-updates) - [Recent Updates](#recent-updates)
- [Contents](#contents) - [Contents](#contents)
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### File Directory Explanation ### File Directory Explanation
``` ```
├─assets：Image Resources ├─assets: Image Resources
├─datasets：Dataset ├─datasets: Dataset
├─demo：demo scripts ├─demo: demo scripts
├─generate_data：Data Generation Guide ├─generate_data: Data Generation Guide
│ └─xinghuo │ └─xinghuo
├─scripts：Some Available Tools ├─scripts: Some Available Tools
└─xtuner_config：Fine-tuning Guide └─xtuner_config：Fine-tuning Guide
└─images └─images
``` ```
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### Version control ### Version control
This project uses Git for version control. You can see the current available versions in the repository. This project uses Git for version control. You can see the currently available versions in the repository.
</details> </details>
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[ZhouXinAo](https://github.com/zxazys)@Master's student at Nankai University [ZhouXinAo](https://github.com/zxazys)@Master's student at Nankai University
[MING_X](https://github.com/MING-ZCH) @Undergraduate at Huazhong University of Science and Technology [MING_X](https://github.com/MING-ZCH) @Undergraduate student at Huazhong University of Science and Technology
[Z_L](https://github.com/JasonLLLLLLLLLLL)@swufe [Z_L](https://github.com/JasonLLLLLLLLLLL)@swufe