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2025-08-01 01:18:14 +08:00
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@@ -126,9 +126,6 @@
- [Efficient Inference with llama.cpp, ollama, vLLM](#efficient-inference-with-llamacpp-ollama-vllm)
- [Fine-tuning](#fine-tuning)
- [MiniCPM-V \& o Cookbook](#minicpm-v--o-cookbook)
- [Easy Usage Documentation](#easy-usage-documentation)
- [Broad User Spectrum](#broad-user-spectrum)
- [Versatile Deployment Scenarios](#versatile-deployment-scenarios)
- [Awesome work using MiniCPM-V \& MiniCPM-o](#awesome-work-using-minicpm-v--minicpm-o)
- [FAQs](#faqs)
- [Limitations](#limitations)
@@ -2572,12 +2569,12 @@ Best Practices：[MiniCPM-V 1.0](https://github.com/modelscope/swift/blob/main/d
Discover comprehensive, ready-to-deploy solutions for the MiniCPM-V and MiniCPM-o model series in our structured [Cookbook](https://github.com/OpenSQZ/MiniCPM-V-CookBook), which empowers developers to rapidly implement multimodal AI applications with integrated vision, speech, and live-streaming capabilities. Key features include:
### Easy Usage Documentation
**Easy Usage Documentation**
Our comprehensive [documentation website](https://minicpm-o.readthedocs.io/en/latest/index.html) presents every recipe in a clear, well-organized manner.
All features are displayed at a glance, making it easy for you to quickly find exactly what you need.
### Broad User Spectrum
**Broad User Spectrum**
We support a wide range of users, from individuals to enterprises and researchers.
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* **Enterprises**: Achieve high-throughput, scalable performance with [vLLM](https://github.com/OpenSQZ/MiniCPM-V-CookBook/blob/main/deployment/vllm/minicpm-v4_vllm.md) and [SGLang](https://github.com/OpenSQZ/MiniCPM-V-CookBook/blob/main/deployment/sglang/MiniCPM-v4_sglang.md).
* **Researchers**: Leverage advanced frameworks including [Transformers](https://github.com/OpenSQZ/MiniCPM-V-CookBook/blob/main/finetune/finetune_full.md), [LLaMA-Factory](https://github.com/OpenSQZ/MiniCPM-V-CookBook/blob/main/finetune/finetune_llamafactory.md), [SWIFT](https://github.com/OpenSQZ/MiniCPM-V-CookBook/blob/main/finetune/swift.md), and [Align-anything](https://github.com/OpenSQZ/MiniCPM-V-CookBook/blob/main/finetune/align_anything.md) to enable flexible model development and cutting-edge experimentation.
### Versatile Deployment Scenarios
**Versatile Deployment Scenarios**
Our ecosystem delivers optimal solution for a variety of hardware environments and deployment demands.