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granite-20b-code-instruct-Q5_K_M-GGUF

Text Generation
Transformers
GGUF
code
llama-cpp
gguf-my-repo
Eval Results
Inference Endpoints
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metadata
license: apache-2.0
library_name: transformers
tags:
  - code
  - llama-cpp
  - gguf-my-repo
base_model: ibm-granite/granite-20b-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: true
model-index:
  - name: granite-20b-code-instruct
    results:
      - task:
          type: text-generation
        dataset:
          name: HumanEvalSynthesis(Python)
          type: bigcode/humanevalpack
        metrics:
          - type: pass@1
            value: 60.4
            name: pass@1
          - type: pass@1
            value: 53.7
            name: pass@1
          - type: pass@1
            value: 58.5
            name: pass@1
          - type: pass@1
            value: 42.1
            name: pass@1
          - type: pass@1
            value: 45.7
            name: pass@1
          - type: pass@1
            value: 42.7
            name: pass@1
          - type: pass@1
            value: 44.5
            name: pass@1
          - type: pass@1
            value: 42.7
            name: pass@1
          - type: pass@1
            value: 49.4
            name: pass@1
          - type: pass@1
            value: 32.3
            name: pass@1
          - type: pass@1
            value: 42.1
            name: pass@1
          - type: pass@1
            value: 18.3
            name: pass@1
          - type: pass@1
            value: 43.9
            name: pass@1
          - type: pass@1
            value: 43.9
            name: pass@1
          - type: pass@1
            value: 45.7
            name: pass@1
          - type: pass@1
            value: 41.5
            name: pass@1
          - type: pass@1
            value: 41.5
            name: pass@1
          - type: pass@1
            value: 29.9
            name: pass@1

Wusul/granite-20b-code-instruct-Q5_K_M-GGUF

This model was converted to GGUF format from ibm-granite/granite-20b-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 Wusul/granite-20b-code-instruct-Q5_K_M-GGUF --model granite-20b-code-instruct.Q5_K_M.gguf -p "The meaning to life and the universe is"

Server:

llama-server --hf-repo Wusul/granite-20b-code-instruct-Q5_K_M-GGUF --model granite-20b-code-instruct.Q5_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-20b-code-instruct.Q5_K_M.gguf -n 128