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	3e3357fd77
	
	
	
		
			
			* init * add readme * update readme * no use make * update readme * update fix code * fix editorconfig-checker * no change convert py * use clip_image_u8_free
		
			
				
	
	
		
			47 lines
		
	
	
		
			2.0 KiB
		
	
	
	
		
			Markdown
		
	
	
	
	
	
			
		
		
	
	
			47 lines
		
	
	
		
			2.0 KiB
		
	
	
	
		
			Markdown
		
	
	
	
	
	
| ## MiniCPM-o 2.6
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| Currently, this readme only supports minicpm-omni's image capabilities, and we will update the full-mode support as soon as possible.
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| 
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| ### Prepare models and code
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| 
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| Download [MiniCPM-o-2_6](https://huggingface.co/openbmb/MiniCPM-o-2_6) PyTorch model from huggingface to "MiniCPM-o-2_6" folder.
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| 
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| Clone llama.cpp:
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| ```bash
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| git clone git@github.com:OpenBMB/llama.cpp.git
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| cd llama.cpp
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| git checkout minicpm-omni
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| ```
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| 
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| ### Usage of MiniCPM-o 2.6
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| 
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| Convert PyTorch model to gguf files (You can also download the converted [gguf](https://huggingface.co/openbmb/MiniCPM-o-2_6-gguf) by us)
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| 
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| ```bash
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| python ./examples/llava/minicpmv-surgery.py -m ../MiniCPM-o-2_6
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| python ./examples/llava/minicpmv-convert-image-encoder-to-gguf.py -m ../MiniCPM-o-2_6 --minicpmv-projector ../MiniCPM-o-2_6/minicpmv.projector --output-dir ../MiniCPM-o-2_6/ --image-mean 0.5 0.5 0.5 --image-std 0.5 0.5 0.5 --minicpmv_version 4
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| python ./convert_hf_to_gguf.py ../MiniCPM-o-2_6/model
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| 
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| # quantize int4 version
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| ./llama-quantize ../MiniCPM-o-2_6/model/ggml-model-f16.gguf ../MiniCPM-o-2_6/model/ggml-model-Q4_K_M.gguf Q4_K_M
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| ```
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| 
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| Build llama.cpp using `CMake`:
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| https://github.com/ggerganov/llama.cpp/blob/master/docs/build.md
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| 
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| ```bash
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| cmake -B build
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| cmake --build build --config Release
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| ```
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| 
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| Inference on Linux or Mac
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| ```
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| # run f16 version
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| ./llama-minicpmv-cli -m ../MiniCPM-o-2_6/model/ggml-model-f16.gguf --mmproj ../MiniCPM-o-2_6/mmproj-model-f16.gguf -c 4096 --temp 0.7 --top-p 0.8 --top-k 100 --repeat-penalty 1.05 --image xx.jpg -p "What is in the image?"
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| 
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| # run quantized int4 version
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| ./llama-minicpmv-cli -m ../MiniCPM-o-2_6/model/ggml-model-Q4_K_M.gguf --mmproj ../MiniCPM-o-2_6/mmproj-model-f16.gguf -c 4096 --temp 0.7 --top-p 0.8 --top-k 100 --repeat-penalty 1.05 --image xx.jpg  -p "What is in the image?"
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| 
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| # or run in interactive mode
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| ./llama-minicpmv-cli -m ../MiniCPM-o-2_6/model/ggml-model-Q4_K_M.gguf --mmproj ../MiniCPM-o-2_6/mmproj-model-f16.gguf -c 4096 --temp 0.7 --top-p 0.8 --top-k 100 --repeat-penalty 1.05 --image xx.jpg -i
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| ```
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