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What is the best way to deploy Tifa-Deepsex-14b-CoT on Android devices?

2025-09-10 3.6 K

Efficient Deployment Guide for Android

Running the 14B parametric model on a mobile device requires special attention to the following key points:

  • Version Selection Priority::
    1. Q4_K_M.gguf (best balance)
    2. IQ3_XS.gguf (Extreme Edition)
    3. Avoid using the F16 version
  • Specific operation process::
    1. Download the adapted GGUF model file via HuggingFace (<8GB recommended)
    2. Install termux and configure the Linux environment:
      pkg install clang make cmake
    3. Compile the llama.cpp branch that adapts Android:
      git clone -b android https://github.com/ggerganov/llama.cpp
    4. utilization--n-gpu-layers 20Parameters section to enable GPU acceleration
  • Performance Optimization Tips::
    • set up--threads 4Match the number of CPU cores of the device
    • increase--mlockPreventing Memory Swapping
    • utilization--prompt-cacheCache Common Cue Words
  • Official APK Alternative: If manual deployment is difficult, a pre-built APK can be downloaded from HuggingFace, but note that only certain model versions are supported!

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