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### 所有命令在 llama.cpp 根目录执行，模型位于根目录上级目录处 ## Instructions
### All command should be executed under the root path of llama.cpp repo. We assume the MiniCPM-V-2.5 model are put in its parent folder. Download model files from huggingface to "MiniCPM-V-2_5" folder.
Clone code
```bash
git clone -b minicpm-v2.5 https://github.com/OpenBMB/llama.cpp.git
cd llama.cpp
```
Prepare the model
```bash
python ./examples/minicpmv/minicpmv-surgery.py -m ../MiniCPM-V-2_5
python ./examples/minicpmv/minicpmv-convert-image-encoder-to-gguf.py -m ../MiniCPM-V-2_5 --minicpmv-projector ../MiniCPM-V-2_5/minicpmv.projector --output-dir ../MiniCPM-V-2_5/ --image-mean 0.5 0.5 0.5 --image-std 0.5 0.5 0.5
python ./convert.py ../MiniCPM-V-2_5/model --outtype f16 --vocab-type bpe
# quantize int4 version
./quantize ../MiniCPM-V-2_5/model/model-8B-F16.gguf ../MiniCPM-V-2_5/model/ggml-model-Q4_K_M.gguf Q4_K_M
```
Try to inference
```bash ```bash
make make
make minicpmv-cli make minicpmv-cli
python ./examples/minicpmv/minicpmv-surgery.py -m ../MiniCPM-V-2_5 # run quantize f16 version
python ./examples/minicpmv/minicpmv-convert-image-encoder-to-gguf.py -m ../MiniCPM-V-2_5 --minicpmv-projector ../MiniCPM-V-2_5/minicpmv.projector --output-dir ../MiniCPM-V-2_5/ --image-mean 0.5 0.5 0.5 --image-std 0.5 0.5 0.5
python ./convert.py ../MiniCPM-V-2_5/model --outtype f16 --vocab-type bpe
./minicpmv-cli -m ../MiniCPM-V-2_5/model/model-8B-F16.gguf --mmproj ../MiniCPM-V-2_5/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?" ./minicpmv-cli -m ../MiniCPM-V-2_5/model/model-8B-F16.gguf --mmproj ../MiniCPM-V-2_5/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?"
# or run quantize int4 version # run quantize int4 version
./quantize ../MiniCPM-V-2_5/model/model-8B-F16.gguf ../MiniCPM-V-2_5/model/ggml-model-Q4_K_M.gguf Q4_K_M
./minicpmv-cli -m ../MiniCPM-V-2_5/model/ggml-model-Q4_K_M.gguf --mmproj ../MiniCPM-V-2_5/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?" ./minicpmv-cli -m ../MiniCPM-V-2_5/model/ggml-model-Q4_K_M.gguf --mmproj ../MiniCPM-V-2_5/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?"
# or run in interactive mode # or run in interactive mode
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### Android ### Android
#### Build on Android using Termux #### Build for Android using Termux
[Termux](https://github.com/termux/termux-app#installation) is a method to execute `llama.cpp` on an Android device (no root required). [Termux](https://github.com/termux/termux-app#installation) is a method to execute `llama.cpp` on an Android device (no root required).
``` ```
apt update && apt upgrade -y apt update && apt upgrade -y