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granite-3b-code-instruct-Q4_K_M-GGUF

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metadata
license: apache-2.0
library_name: transformers
tags:
  - code
  - granite
  - llama-cpp
  - gguf-my-repo
base_model: ibm-granite/granite-3b-code-base
datasets:
  - bigcode/commitpackft
  - TIGER-Lab/MathInstruct
  - meta-math/MetaMathQA
  - glaiveai/glaive-code-assistant-v3
  - glaive-function-calling-v2
  - bugdaryan/sql-create-context-instruction
  - garage-bAInd/Open-Platypus
  - nvidia/HelpSteer
metrics:
  - code_eval
pipeline_tag: text-generation
inference: false
model-index:
  - name: granite-3b-code-instruct
    results:
      - task:
          type: text-generation
        dataset:
          name: HumanEvalSynthesis(Python)
          type: bigcode/humanevalpack
        metrics:
          - type: pass@1
            value: 51.2
            name: pass@1
          - type: pass@1
            value: 43.9
            name: pass@1
          - type: pass@1
            value: 41.5
            name: pass@1
          - type: pass@1
            value: 31.7
            name: pass@1
          - type: pass@1
            value: 40.2
            name: pass@1
          - type: pass@1
            value: 29.3
            name: pass@1
          - type: pass@1
            value: 39.6
            name: pass@1
          - type: pass@1
            value: 26.8
            name: pass@1
          - type: pass@1
            value: 39
            name: pass@1
          - type: pass@1
            value: 14
            name: pass@1
          - type: pass@1
            value: 23.8
            name: pass@1
          - type: pass@1
            value: 12.8
            name: pass@1
          - type: pass@1
            value: 26.8
            name: pass@1
          - type: pass@1
            value: 28
            name: pass@1
          - type: pass@1
            value: 33.5
            name: pass@1
          - type: pass@1
            value: 27.4
            name: pass@1
          - type: pass@1
            value: 31.7
            name: pass@1
          - type: pass@1
            value: 16.5
            name: pass@1

celek/granite-3b-code-instruct-Q4_K_M-GGUF

This model was converted to GGUF format from ibm-granite/granite-3b-code-instruct 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.

brew install ggerganov/ggerganov/llama.cpp

Invoke the llama.cpp server or the CLI.

CLI:

llama-cli --hf-repo celek/granite-3b-code-instruct-Q4_K_M-GGUF --model granite-3b-code-instruct.Q4_K_M.gguf -p "The meaning to life and the universe is"

Server:

llama-server --hf-repo celek/granite-3b-code-instruct-Q4_K_M-GGUF --model granite-3b-code-instruct.Q4_K_M.gguf -c 2048

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

git clone https://github.com/ggerganov/llama.cpp &&             cd llama.cpp &&             make &&             ./main -m granite-3b-code-instruct.Q4_K_M.gguf -n 128