floread
基于情绪分析的E-书籍音乐推荐服务
贡献者
| AHN GEUN -WOO | kang在-woo中 | Yeomjinbong | Lee Seok -bum |
|---|---|---|---|
| Kgeunwo77 | Kiw331 | Jinbong-Yeom | Stonetiger0912 |
如何使用
后端
floread ./gradlew build //백그라운드 실행할경우 nohup java -jar floread -0.0.1-SNAPSHOT.jar & //그냥 실행할 경우 java -jar floread -0.0.1-SNAPSHOT.jar">cd ./ floread ./gradlew build //백그라운드 실행할경우 nohup java -jar floread -0.0.1-SNAPSHOT.jar & //그냥 실행할 경우 java -jar floread -0.0.1-SNAPSHOT.jar卡夫卡
//다른 환경에서 실행할 경우 환경변수 설정 후 cd kafka_path bin/zookeeper-server-start.sh -daemon config/zookeeper.properties bin/kafka-server-start.sh -daemon config/server.properties前端
floread/frontend/todo-react-app sudo npm run dev">cd ./ floread /frontend/todo-react-app sudo npm run dev模型
要求
- Kobert要求（拥抱面）
Python >= 3.6
PyTorch >= 1.8.1
transformers >= 4.8.2
sentencepiece >= 0.1.91
- 学习和运行本地
ve_kobert.ipynb
情感分析模型
数据：提供的AI-HUB
- 情绪对话
- 包含韩国评估信息的无远的对话数据集
- 连续对话数据集包含韩国评估信息
*学习数据处理课程： EDA和预处理
表现
| 模型 | 学习数据 | ACC | 尺寸（MB） | 笔记 |
|---|---|---|---|---|
| Kobert-V9 | 组合数据集-V5 | 0.702 | 351.81 | |
| Kobert-V6 | 组合数据集-V3 | 0.694 | 351.79 | |
| KCELECTRA-V3 | 组合数据集-V2 | 0.679 | 416.25 | |
| Kobert-V4 | 组合数据集-V2 | 0.681 | 351.79 | |
| Kclectra-V2 | 组合数据集 | 0.681 | 416.25 | |
| KCELECTRA-V1 | 情绪对话 | 0.584 | - | |
| Koelectra-V1 | 组合数据集 | 0.601 | - | |
| Kobert-V3 | 组合数据集 | 0.674 | 351.79 | |
| Kobert-V2 | 单个对话数据集 | 0.545 | 351.79 | |
| Kobert-V1 | 情绪对话 | 0.591 | 351.79 |
*通过将测试数据集分为4：1来衡量精度。
*可以在train_[모델이름].ipynb
执照
floread
Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:
The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software.
THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.">
The MIT License (MIT)
Copyright (c) 2023 floread
Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:
The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software.
THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.
参考
- 科伯特
- Koelectra
- 克莱克特拉
下载源码
通过命令行克隆项目:
git clone https://github.com/Bongwoo2lee/floread.git