Instructions to use GeorgiaTechResearchInstitute/starcoder-gpteacher-code-instruct with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use GeorgiaTechResearchInstitute/starcoder-gpteacher-code-instruct with Transformers:

# Use a pipeline as a high-level helper
from transformers import pipeline

pipe = pipeline("text-generation", model="GeorgiaTechResearchInstitute/starcoder-gpteacher-code-instruct")

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("GeorgiaTechResearchInstitute/starcoder-gpteacher-code-instruct")
model = AutoModelForCausalLM.from_pretrained("GeorgiaTechResearchInstitute/starcoder-gpteacher-code-instruct")

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use GeorgiaTechResearchInstitute/starcoder-gpteacher-code-instruct with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "GeorgiaTechResearchInstitute/starcoder-gpteacher-code-instruct"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "GeorgiaTechResearchInstitute/starcoder-gpteacher-code-instruct",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Use Docker

docker model run hf.co/GeorgiaTechResearchInstitute/starcoder-gpteacher-code-instruct

SGLang

How to use GeorgiaTechResearchInstitute/starcoder-gpteacher-code-instruct 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 "GeorgiaTechResearchInstitute/starcoder-gpteacher-code-instruct" \
    --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": "GeorgiaTechResearchInstitute/starcoder-gpteacher-code-instruct",
		"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 "GeorgiaTechResearchInstitute/starcoder-gpteacher-code-instruct" \
        --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": "GeorgiaTechResearchInstitute/starcoder-gpteacher-code-instruct",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Docker Model Runner
How to use GeorgiaTechResearchInstitute/starcoder-gpteacher-code-instruct with Docker Model Runner:
```
docker model run hf.co/GeorgiaTechResearchInstitute/starcoder-gpteacher-code-instruct
```

blair-johnson commited on May 6, 2023

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@@ -155,7 +155,7 @@ The fine-tuning process makes the model more responsive to direct user input, ho
 # License
 The model is licensed under the BigCode OpenRAIL-M v1 license agreement. You can find the full agreement [here](https://huggingface.co/spaces/bigcode/bigcode-model-license-agreement). This model was also fine-tuned using outputs from OpenAI's GPT-4, and as such it is additionally subject to [OpenAI's terms of service.](https://openai.com/policies/terms-of-use)
-## Citation [optional]
 <!-- If there is a paper or blog post introducing the model, the APA and Bibtex information for that should go in this section. -->
 The base model HF repo can be found [here.](https://huggingface.co/bigcode/starcoder)

 # License
 The model is licensed under the BigCode OpenRAIL-M v1 license agreement. You can find the full agreement [here](https://huggingface.co/spaces/bigcode/bigcode-model-license-agreement). This model was also fine-tuned using outputs from OpenAI's GPT-4, and as such it is additionally subject to [OpenAI's terms of service.](https://openai.com/policies/terms-of-use)
+## Citation
 <!-- If there is a paper or blog post introducing the model, the APA and Bibtex information for that should go in this section. -->
 The base model HF repo can be found [here.](https://huggingface.co/bigcode/starcoder)