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+ ## MiniCPM-V 2.6
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+
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+ ### Prepare models and code
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+
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+ Download [MiniCPM-V-2_6](https://huggingface.co/openbmb/MiniCPM-V-2_6) PyTorch model from huggingface to "MiniCPM-V-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 minicpmv-main
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+ ```
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+
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+ ### Usage of MiniCPM-V 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-V-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-V-2_6
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+ python ./examples/llava/minicpmv-convert-image-encoder-to-gguf.py -m ../MiniCPM-V-2_6 --minicpmv-projector ../MiniCPM-V-2_6/minicpmv.projector --output-dir ../MiniCPM-V-2_6/ --image-mean 0.5 0.5 0.5 --image-std 0.5 0.5 0.5 --minicpmv_version 3
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+ python ./convert_hf_to_gguf.py ../MiniCPM-V-2_6/model
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+
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+ # quantize int4 version
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+ ./llama-quantize ../MiniCPM-V-2_6/model/ggml-model-f16.gguf ../MiniCPM-V-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 for Linux or Mac
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+
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+ ```bash
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+ make
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+ make llama-minicpmv-cli
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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-V-2_6/model/ggml-model-f16.gguf --mmproj ../MiniCPM-V-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-V-2_6/model/ggml-model-Q4_K_M.gguf --mmproj ../MiniCPM-V-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-V-2_6/model/ggml-model-Q4_K_M.gguf --mmproj ../MiniCPM-V-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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+ ```