metadata

pipeline_tag: text-generation
base_model: bigcode/starcoder2-15b-instruct-v0.1
datasets:
  - bigcode/self-oss-instruct-sc2-exec-filter-50k
license: bigcode-openrail-m
library_name: transformers
tags:
  - code
  - llama-cpp
  - gguf-my-repo
model-index:
  - name: starcoder2-15b-instruct-v0.1
    results:
      - task:
          type: text-generation
        dataset:
          name: LiveCodeBench (code generation)
          type: livecodebench-codegeneration
        metrics:
          - type: pass@1
            value: 20.4
      - task:
          type: text-generation
        dataset:
          name: LiveCodeBench (self repair)
          type: livecodebench-selfrepair
        metrics:
          - type: pass@1
            value: 20.9
      - task:
          type: text-generation
        dataset:
          name: LiveCodeBench (test output prediction)
          type: livecodebench-testoutputprediction
        metrics:
          - type: pass@1
            value: 29.8
      - task:
          type: text-generation
        dataset:
          name: LiveCodeBench (code execution)
          type: livecodebench-codeexecution
        metrics:
          - type: pass@1
            value: 28.1
      - task:
          type: text-generation
        dataset:
          name: HumanEval
          type: humaneval
        metrics:
          - type: pass@1
            value: 72.6
      - task:
          type: text-generation
        dataset:
          name: HumanEval+
          type: humanevalplus
        metrics:
          - type: pass@1
            value: 63.4
      - task:
          type: text-generation
        dataset:
          name: MBPP
          type: mbpp
        metrics:
          - type: pass@1
            value: 75.2
      - task:
          type: text-generation
        dataset:
          name: MBPP+
          type: mbppplus
        metrics:
          - type: pass@1
            value: 61.2
      - task:
          type: text-generation
        dataset:
          name: DS-1000
          type: ds-1000
        metrics:
          - type: pass@1
            value: 40.6

jacobcarajo/starcoder2-15b-instruct-v0.1-Q5_K_M-GGUF

This model was converted to GGUF format from bigcode/starcoder2-15b-instruct-v0.1 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 jacobcarajo/starcoder2-15b-instruct-v0.1-Q5_K_M-GGUF --hf-file starcoder2-15b-instruct-v0.1-q5_k_m.gguf -p "The meaning to life and the universe is"

Server:

llama-server --hf-repo jacobcarajo/starcoder2-15b-instruct-v0.1-Q5_K_M-GGUF --hf-file starcoder2-15b-instruct-v0.1-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 jacobcarajo/starcoder2-15b-instruct-v0.1-Q5_K_M-GGUF --hf-file starcoder2-15b-instruct-v0.1-q5_k_m.gguf -p "The meaning to life and the universe is"

./llama-server --hf-repo jacobcarajo/starcoder2-15b-instruct-v0.1-Q5_K_M-GGUF --hf-file starcoder2-15b-instruct-v0.1-q5_k_m.gguf -c 2048