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metadata
license: mit
language:
  - en
tags:
  - multimodal
  - vision-language
  - reasoning
  - math
  - ocr
  - gui-grounding
  - computer-use
  - chain-of-thought
  - llama-cpp
  - gguf-my-repo
base_model: microsoft/Phi-4-reasoning-vision-15B
pipeline_tag: image-text-to-text
model-index:
  - name: Phi-4-Reasoning-Vision-15B
    results:
      - task:
          type: visual-question-answering
        dataset:
          name: AI2D
          type: ai2d
        metrics:
          - type: accuracy
            value: 84.8
      - task:
          type: visual-question-answering
        dataset:
          name: ChartQA
          type: chartqa
        metrics:
          - type: accuracy
            value: 83.3
      - task:
          type: visual-question-answering
        dataset:
          name: MathVista (MINI)
          type: mathvista
        metrics:
          - type: accuracy
            value: 75.2
      - task:
          type: visual-question-answering
        dataset:
          name: MMMU
          type: mmmu
        metrics:
          - type: accuracy
            value: 54.3
      - task:
          type: visual-question-answering
        dataset:
          name: OCRBench
          type: ocrbench
        metrics:
          - type: accuracy
            value: 76
      - task:
          type: visual-question-answering
        dataset:
          name: ScreenSpot-V2
          type: screenspot-v2
        metrics:
          - type: accuracy
            value: 88.2

gaoqianshen/Phi-4-reasoning-vision-15B-Q8_0-GGUF

This model was converted to GGUF format from microsoft/Phi-4-reasoning-vision-15B using llama.cpp via the ggml.ai's GGUF-my-repo space. Refer to the original model card for more details on the model.

Use with llama.cpp

Install llama.cpp through brew (works on Mac and Linux)

brew install llama.cpp

Invoke the llama.cpp server or the CLI.

CLI:

llama-cli --hf-repo gaoqianshen/Phi-4-reasoning-vision-15B-Q8_0-GGUF --hf-file phi-4-reasoning-vision-15b-q8_0.gguf -p "The meaning to life and the universe is"

Server:

llama-server --hf-repo gaoqianshen/Phi-4-reasoning-vision-15B-Q8_0-GGUF --hf-file phi-4-reasoning-vision-15b-q8_0.gguf -c 2048

Note: You can also use this checkpoint directly through the usage steps listed in the Llama.cpp repo as well.

Step 1: Clone llama.cpp from GitHub.

git clone https://github.com/ggerganov/llama.cpp

Step 2: Move into the llama.cpp folder and build it with LLAMA_CURL=1 flag along with other hardware-specific flags (for ex: LLAMA_CUDA=1 for Nvidia GPUs on Linux).

cd llama.cpp && LLAMA_CURL=1 make

Step 3: Run inference through the main binary.

./llama-cli --hf-repo gaoqianshen/Phi-4-reasoning-vision-15B-Q8_0-GGUF --hf-file phi-4-reasoning-vision-15b-q8_0.gguf -p "The meaning to life and the universe is"

or

./llama-server --hf-repo gaoqianshen/Phi-4-reasoning-vision-15B-Q8_0-GGUF --hf-file phi-4-reasoning-vision-15b-q8_0.gguf -c 2048