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@ -191,17 +191,27 @@ Instead of conducting in-depth optimization for deployment on mobile phones, we
|iPhone 12|iOS 17.2.1|A14|4|5.8| |iPhone 12|iOS 17.2.1|A14|4|5.8|
|iPhone 11|iOS 16.6|A13|4|4.6| |iPhone 11|iOS 16.6|A13|4|4.6|
![多模态样例](https://github.com/OpenBMB/OmniLMM/blob/main/assets/Snake_cn_Mushroom_en.gif)
## Demo & API ## Demo & API
#### Web-demo based on Gradio #### Web-demo based on Gradio
Launch gradio-based demo using the following command:
Using the following command can launch the gradio-based demo.
```shell ```shell
python demo/gradio_based_demo.py python demo/gradio_based_demo.py
``` ```
## Fine-tuning
* Parameter-efficient Tuning
* With parameter-efficient tuning, we can tune MiniCPM using one piece of NVIDIA GeForce GTX 1080/2080.
* [Code for Parameter-efficient Tuning](https://github.com/OpenBMB/MiniCPM/tree/main/finetune)
* Full-parameter Tuning
* Using [BMTrain](https://github.com/OpenBMB/BMTrain)，as well as checkpointing and ZeRO-3 (zero redundancy optimizer)，we can tune all parameters of MiniCPM using one piece of NVIDIA GeForce GTX 3090/4090.
* This code will be available soon.
##
## LICENSE ## LICENSE
@ -214,7 +224,6 @@ This repository is released under the [Apache-2.0](https://github.com/OpenBMB/Mi
The models and weights of MiniCPM are completely free for academic research. If you need to use MiniCPM for commercial purposes, feel free to contact cpm@modelbest.cn for obtaining written authorization. After registration, free commercial usage is also allowed. The models and weights of MiniCPM are completely free for academic research. If you need to use MiniCPM for commercial purposes, feel free to contact cpm@modelbest.cn for obtaining written authorization. After registration, free commercial usage is also allowed.
#### Disclaimer #### Disclaimer
<!-- 作为一个语言模型，MiniCPM 通过学习大量的文本来生成内容，但它无法理解、表达个人观点或价值判断，它所输出的任何内容都不代表模型开发者的观点和立场。 <!-- 作为一个语言模型，MiniCPM 通过学习大量的文本来生成内容，但它无法理解、表达个人观点或价值判断，它所输出的任何内容都不代表模型开发者的观点和立场。
@ -227,10 +236,9 @@ Users are responsible for the evaluation and verification of all generated conte
## Citation ## Citation
Please cite our [techinical report]() if you find our work valuable. Please cite our [techinical report]() if you find our work valuable.
``` ```
@inproceedings{han2022bminf, @inproceedings{minicpm2024,
title={MiniCPM: todo}, title={MiniCPM：Unveiling the Potential of End-side Large Language Models},
booktitle={OpenBMB Blog}, booktitle={OpenBMB Blog},
year={2024} year={2024}
} }