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| 功能分类 | | | | | | | ||
|:--------:|:------:|:--------------:|:--------:|:-------:|:-----------:|:-----------:|:--------:|:-----------:|
| 推理 | [Transformers](https://github.com/OpenBMB/MiniCPM-V/blob/main/docs/inference_on_multiple_gpus.md) | [ollama](https://github.com/OpenBMB/ollama/tree/minicpm-v2.5/examples/minicpm-v2.5) | [SWIFT](./docs/swift_train_and_infer.md) | [Llama.cpp](https://github.com/OpenBMB/llama.cpp/blob/minicpm-v2.5/examples/minicpmv/README.md) | [Xinfrence](./docs/xinference_infer.md) | [Gradio](./web_demo_2.5.py) | [Streamlit](./web_demo_streamlit-2_5.py) |[vLLM](#vllm)
| 微调 | [Finetune](./finetune/readme.md) | [LoRA](./finetune/readme.md) | [SWIFT](./docs/swift_train_and_infer.md) | | | | | |
| 安卓部署 | [apk安装](http://minicpm.modelbest.cn/android/modelbest-release-20240528_182155.apk) | [Llama.cpp](https://github.com/OpenBMB/llama.cpp/blob/minicpm-v2.5/examples/minicpmv/README.md) | | | | | | |
| 量化 | [Bnb量化](./quantize/bnb_quantize.py) |
| 推理 | [Transformers](https://github.com/OpenBMB/MiniCPM-V/blob/main/docs/inference_on_multiple_gpus.md) | [ollama](https://github.com/OpenBMB/ollama/tree/minicpm-v2.5/examples/minicpm-v2.5) | [SWIFT](./docs/swift_train_and_infer.md) | [llama.cpp](https://github.com/OpenBMB/llama.cpp/blob/minicpm-v2.5/examples/minicpmv/README.md) | [Xinfrence](./docs/xinference_infer.md) | [Gradio](./web_demo_2.5.py) | [Streamlit](./web_demo_streamlit-2_5.py) |[vLLM](#vllm)
| 微调 | [Full-parameter](./finetune/readme.md) | [LoRA](./finetune/readme.md) | [SWIFT](./docs/swift_train_and_infer.md) | | | | | |
| 安卓部署 | [apk](http://minicpm.modelbest.cn/android/modelbest-release-20240528_182155.apk) | [llama.cpp](https://github.com/OpenBMB/llama.cpp/blob/minicpm-v2.5/examples/minicpmv/README.md) | | | | | | |
| 量化 | [Bnb](./quantize/bnb_quantize.py) |
## MiniCPM-Llama3-V 2.5