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metadata
base_model: bigcode/starcoder
datasets:
  - bigcode/the-stack-dedup
library_name: transformers
license: bigcode-openrail-m
metrics:
  - code_eval
pipeline_tag: text-generation
tags:
  - code
  - llama-cpp
  - gguf-my-repo
inference: true
widget:
  - text: 'def print_hello_world():'
    example_title: Hello world
    group: Python
extra_gated_prompt: >-
  ## Model License Agreement

  Please read the BigCode [OpenRAIL-M
  license](https://huggingface.co/spaces/bigcode/bigcode-model-license-agreement)
  agreement before accepting it.
    
extra_gated_fields:
  I accept the above license agreement, and will use the Model complying with the set of use restrictions and sharing requirements: checkbox
model-index:
  - name: StarCoder
    results:
      - task:
          type: text-generation
        dataset:
          name: HumanEval (Prompted)
          type: openai_humaneval
        metrics:
          - type: pass@1
            value: 0.408
            name: pass@1
            verified: false
          - type: pass@1
            value: 0.336
            name: pass@1
            verified: false
      - task:
          type: text-generation
        dataset:
          name: MBPP
          type: mbpp
        metrics:
          - type: pass@1
            value: 0.527
            name: pass@1
            verified: false
      - task:
          type: text-generation
        dataset:
          name: DS-1000 (Overall Completion)
          type: ds1000
        metrics:
          - type: pass@1
            value: 0.26
            name: pass@1
            verified: false
      - task:
          type: text-generation
        dataset:
          name: MultiPL-HumanEval (C++)
          type: nuprl/MultiPL-E
        metrics:
          - type: pass@1
            value: 0.3155
            name: pass@1
            verified: false
          - type: pass@1
            value: 0.2101
            name: pass@1
            verified: false
          - type: pass@1
            value: 0.1357
            name: pass@1
            verified: false
          - type: pass@1
            value: 0.1761
            name: pass@1
            verified: false
          - type: pass@1
            value: 0.3022
            name: pass@1
            verified: false
          - type: pass@1
            value: 0.2302
            name: pass@1
            verified: false
          - type: pass@1
            value: 0.3079
            name: pass@1
            verified: false
          - type: pass@1
            value: 0.2389
            name: pass@1
            verified: false
          - type: pass@1
            value: 0.2608
            name: pass@1
            verified: false
          - type: pass@1
            value: 0.1734
            name: pass@1
            verified: false
          - type: pass@1
            value: 0.3357
            name: pass@1
            verified: false
          - type: pass@1
            value: 0.155
            name: pass@1
            verified: false
          - type: pass@1
            value: 0.0124
            name: pass@1
            verified: false
          - type: pass@1
            value: 0.0007
            name: pass@1
            verified: false
          - type: pass@1
            value: 0.2184
            name: pass@1
            verified: false
          - type: pass@1
            value: 0.2761
            name: pass@1
            verified: false
          - type: pass@1
            value: 0.1046
            name: pass@1
            verified: false
          - type: pass@1
            value: 0.2274
            name: pass@1
            verified: false
          - type: pass@1
            value: 0.3229
            name: pass@1
            verified: false

osukhoroslov-hw/starcoder-Q5_K_M-GGUF

This model was converted to GGUF format from bigcode/starcoder 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 osukhoroslov-hw/starcoder-Q5_K_M-GGUF --hf-file starcoder-q5_k_m.gguf -p "The meaning to life and the universe is"

Server:

llama-server --hf-repo osukhoroslov-hw/starcoder-Q5_K_M-GGUF --hf-file starcoder-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.

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 osukhoroslov-hw/starcoder-Q5_K_M-GGUF --hf-file starcoder-q5_k_m.gguf -p "The meaning to life and the universe is"

or

./llama-server --hf-repo osukhoroslov-hw/starcoder-Q5_K_M-GGUF --hf-file starcoder-q5_k_m.gguf -c 2048