How to use VTXAI/vortex-50m-16k with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-generation", model="VTXAI/vortex-50m-16k", trust_remote_code=True)
# pip install -U transformers accelerate # Load model directly from transformers import AutoModelForCausalLM model = AutoModelForCausalLM.from_pretrained("VTXAI/vortex-50m-16k", trust_remote_code=True, device_map="auto")
How to use VTXAI/vortex-50m-16k with vLLM:
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "VTXAI/vortex-50m-16k" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "VTXAI/vortex-50m-16k", "prompt": "Once upon a time,", "max_tokens": 512, "temperature": 0.5 }'
docker model run hf.co/VTXAI/vortex-50m-16k
How to use VTXAI/vortex-50m-16k with SGLang:
# Install SGLang from pip: pip install sglang # Start the SGLang server: python3 -m sglang.launch_server \ --model-path "VTXAI/vortex-50m-16k" \ --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": "VTXAI/vortex-50m-16k", "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 "VTXAI/vortex-50m-16k" \ --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": "VTXAI/vortex-50m-16k", "prompt": "Once upon a time,", "max_tokens": 512, "temperature": 0.5 }'
How to use VTXAI/vortex-50m-16k with Docker Model Runner:
https://huggingface.co/VTXAI/vortex-50m-16k/resolve/main/README.md
hf download hf://VTXAI/vortex-50m-16k/README.md
curl -L -o README.md https://huggingface.co/VTXAI/vortex-50m-16k/resolve/main/README.md
pipeline_tag: text-generation library_name: transformers
