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bigcode
/
starcoderbase

Text Generation
Transformers
PyTorch
gpt_bigcode
code
Eval Results (legacy)
text-generation-inference
Model card Files Files and versions
xet
Community
17

Instructions to use bigcode/starcoderbase with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

  • Libraries
  • Transformers

    How to use bigcode/starcoderbase with Transformers:

    # Use a pipeline as a high-level helper
    from transformers import pipeline
    
    pipe = pipeline("text-generation", model="bigcode/starcoderbase")
    # Load model directly
    from transformers import AutoTokenizer, AutoModelForCausalLM
    
    tokenizer = AutoTokenizer.from_pretrained("bigcode/starcoderbase")
    model = AutoModelForCausalLM.from_pretrained("bigcode/starcoderbase")
  • Notebooks
  • Google Colab
  • Kaggle
  • Local Apps
  • vLLM

    How to use bigcode/starcoderbase with vLLM:

    Install from pip and serve model
    # Install vLLM from pip:
    pip install vllm
    # Start the vLLM server:
    vllm serve "bigcode/starcoderbase"
    # Call the server using curl (OpenAI-compatible API):
    curl -X POST "http://localhost:8000/v1/completions" \
    	-H "Content-Type: application/json" \
    	--data '{
    		"model": "bigcode/starcoderbase",
    		"prompt": "Once upon a time,",
    		"max_tokens": 512,
    		"temperature": 0.5
    	}'
    Use Docker
    docker model run hf.co/bigcode/starcoderbase
  • SGLang

    How to use bigcode/starcoderbase with SGLang:

    Install from pip and serve model
    # Install SGLang from pip:
    pip install sglang
    # Start the SGLang server:
    python3 -m sglang.launch_server \
        --model-path "bigcode/starcoderbase" \
        --host 0.0.0.0 \
        --port 30000
    # Call the server using curl (OpenAI-compatible API):
    curl -X POST "http://localhost:30000/v1/completions" \
    	-H "Content-Type: application/json" \
    	--data '{
    		"model": "bigcode/starcoderbase",
    		"prompt": "Once upon a time,",
    		"max_tokens": 512,
    		"temperature": 0.5
    	}'
    Use Docker images
    docker run --gpus all \
        --shm-size 32g \
        -p 30000:30000 \
        -v ~/.cache/huggingface:/root/.cache/huggingface \
        --env "HF_TOKEN=<secret>" \
        --ipc=host \
        lmsysorg/sglang:latest \
        python3 -m sglang.launch_server \
            --model-path "bigcode/starcoderbase" \
            --host 0.0.0.0 \
            --port 30000
    # Call the server using curl (OpenAI-compatible API):
    curl -X POST "http://localhost:30000/v1/completions" \
    	-H "Content-Type: application/json" \
    	--data '{
    		"model": "bigcode/starcoderbase",
    		"prompt": "Once upon a time,",
    		"max_tokens": 512,
    		"temperature": 0.5
    	}'
  • Docker Model Runner

    How to use bigcode/starcoderbase with Docker Model Runner:

    docker model run hf.co/bigcode/starcoderbase
New discussion
Resources
  • PR & discussions documentation
  • Code of Conduct
  • Hub documentation

Request Access

#18 opened 10 months ago by
dandelion793

Adding `safetensors` variant of this model

#17 opened about 2 years ago by
SFconvertbot

What are the 80+ languages that are used in the training database

1
#16 opened about 2 years ago by
Akki007k

This model could not be loaded by the inference API

👍 4
#15 opened almost 3 years ago by
noobmldude

git clone failed: Connection reset by peer

1
#14 opened almost 3 years ago by
AntGumu

Difference between starcoderbase and starcoder

4
#10 opened almost 3 years ago by
shailja

can not generate with mode: Fill-in-the-middle

2
#8 opened almost 3 years ago by
miraclezst
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