How to use 0xideas/rustral with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-generation", model="0xideas/rustral")
# pip install -U transformers accelerate # Load model directly from transformers import AutoTokenizer, AutoModelForCausalLM tokenizer = AutoTokenizer.from_pretrained("0xideas/rustral") model = AutoModelForCausalLM.from_pretrained("0xideas/rustral", device_map="auto")
How to use 0xideas/rustral with vLLM:
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "0xideas/rustral" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "0xideas/rustral", "prompt": "Once upon a time,", "max_tokens": 512, "temperature": 0.5 }'
docker model run hf.co/0xideas/rustral
How to use 0xideas/rustral with SGLang:
# Install SGLang from pip: pip install sglang # Start the SGLang server: python3 -m sglang.launch_server \ --model-path "0xideas/rustral" \ --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": "0xideas/rustral", "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 "0xideas/rustral" \ --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": "0xideas/rustral", "prompt": "Once upon a time,", "max_tokens": 512, "temperature": 0.5 }'
How to use 0xideas/rustral with Docker Model Runner:
https://huggingface.co/0xideas/rustral/resolve/main/tokenizer.json
hf download hf://0xideas/rustral/tokenizer.json
curl -L -o tokenizer.json https://huggingface.co/0xideas/rustral/resolve/main/tokenizer.json
