StenoType
Collection
Collection of models and datasets for TypeScript-related projects from Ming-Ho Yee's dissertation (https://doi.org/10.17760/D20653005). • 3 items • Updated
How to use nuprl/stenotype with Transformers:
# Use a pipeline as a high-level helper
from transformers import pipeline
pipe = pipeline("text-generation", model="nuprl/stenotype") # Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM
tokenizer = AutoTokenizer.from_pretrained("nuprl/stenotype")
model = AutoModelForCausalLM.from_pretrained("nuprl/stenotype")How to use nuprl/stenotype with vLLM:
# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "nuprl/stenotype"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/completions" \
-H "Content-Type: application/json" \
--data '{
"model": "nuprl/stenotype",
"prompt": "Once upon a time,",
"max_tokens": 512,
"temperature": 0.5
}'docker model run hf.co/nuprl/stenotype
How to use nuprl/stenotype with SGLang:
# Install SGLang from pip:
pip install sglang
# Start the SGLang server:
python3 -m sglang.launch_server \
--model-path "nuprl/stenotype" \
--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": "nuprl/stenotype",
"prompt": "Once upon a time,",
"max_tokens": 512,
"temperature": 0.5
}'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 "nuprl/stenotype" \
--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": "nuprl/stenotype",
"prompt": "Once upon a time,",
"max_tokens": 512,
"temperature": 0.5
}'How to use nuprl/stenotype with Docker Model Runner:
docker model run hf.co/nuprl/stenotype
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Type migration with large language models for code. Migrates JavaScript to TypeScript by predicting type annotations and generating type definitions.
This model is based on StarCoderBase-7b and fine-tuned on TypeScript examples derived from The Stack.
Please see the GitHub repository for more information.