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@@ -4,6 +4,7 @@ base_model:
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  - inclusionAI/Ring-mini-2.0
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  ---
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  ## Introduction
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  Use https://github.com/im0qianqian/llama.cpp to quantize.
@@ -12,10 +13,15 @@ For model inference, please download our release package from this url https://g
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- Let's look forward to the following PR being merged:
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- - [#16063 model : add BailingMoeV2 support](https://github.com/ggml-org/llama.cpp/pull/16063)
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- - [#16028 Add support for Ling v2](https://github.com/ggml-org/llama.cpp/pull/16028)
 
 
 
 
 
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  ## Demo
@@ -23,3 +29,11 @@ Let's look forward to the following PR being merged:
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  ![image/png](https://cdn-uploads.huggingface.co/production/uploads/5fde26773930f07f74aaf912/MC4h9G33YjvpboRA4LPfO.png)
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  ![image/png](https://cdn-uploads.huggingface.co/production/uploads/5fde26773930f07f74aaf912/0YcuTJFLs6k9K4Sgzd-UD.png)
 
 
 
 
 
 
 
 
 
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  - inclusionAI/Ring-mini-2.0
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  ---
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+
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  ## Introduction
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  Use https://github.com/im0qianqian/llama.cpp to quantize.
 
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+ ## Quick start
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+ ```bash
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+ # Use a local model file
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+ llama-cli -m my_model.gguf
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+
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+ # Launch OpenAI-compatible API server
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+ llama-server -m my_model.gguf
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+ ```
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  ## Demo
 
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  ![image/png](https://cdn-uploads.huggingface.co/production/uploads/5fde26773930f07f74aaf912/MC4h9G33YjvpboRA4LPfO.png)
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  ![image/png](https://cdn-uploads.huggingface.co/production/uploads/5fde26773930f07f74aaf912/0YcuTJFLs6k9K4Sgzd-UD.png)
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+
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+ ## PR
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+
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+ Let's look forward to the following PR being merged:
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+
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+ - [#16063 model : add BailingMoeV2 support](https://github.com/ggml-org/llama.cpp/pull/16063)
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+ - [#16028 Add support for Ling v2](https://github.com/ggml-org/llama.cpp/pull/16028)