Text Generation
Transformers
Safetensors
MLX
English
llama
supra
chimera
50m
small
open
open-source
cpu
tiny
slm
reasoning
think
thinking
mlx-my-repo
text-generation-inference
4-bit precision
Instructions to use usermma/Supra-50M-Reasoning-mlx-4Bit with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use usermma/Supra-50M-Reasoning-mlx-4Bit with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-generation", model="usermma/Supra-50M-Reasoning-mlx-4Bit")# Load model directly from transformers import AutoTokenizer, AutoModelForMultimodalLM tokenizer = AutoTokenizer.from_pretrained("usermma/Supra-50M-Reasoning-mlx-4Bit") model = AutoModelForMultimodalLM.from_pretrained("usermma/Supra-50M-Reasoning-mlx-4Bit") - MLX
How to use usermma/Supra-50M-Reasoning-mlx-4Bit with MLX:
# Make sure mlx-lm is installed # pip install --upgrade mlx-lm # if on a CUDA device, also pip install mlx[cuda] # Generate text with mlx-lm from mlx_lm import load, generate model, tokenizer = load("usermma/Supra-50M-Reasoning-mlx-4Bit") prompt = "Once upon a time in" text = generate(model, tokenizer, prompt=prompt, verbose=True) - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- LM Studio
- vLLM
How to use usermma/Supra-50M-Reasoning-mlx-4Bit with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "usermma/Supra-50M-Reasoning-mlx-4Bit" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "usermma/Supra-50M-Reasoning-mlx-4Bit", "prompt": "Once upon a time,", "max_tokens": 512, "temperature": 0.5 }'Use Docker
docker model run hf.co/usermma/Supra-50M-Reasoning-mlx-4Bit
- SGLang
How to use usermma/Supra-50M-Reasoning-mlx-4Bit 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 "usermma/Supra-50M-Reasoning-mlx-4Bit" \ --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": "usermma/Supra-50M-Reasoning-mlx-4Bit", "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 "usermma/Supra-50M-Reasoning-mlx-4Bit" \ --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": "usermma/Supra-50M-Reasoning-mlx-4Bit", "prompt": "Once upon a time,", "max_tokens": 512, "temperature": 0.5 }' - MLX LM
How to use usermma/Supra-50M-Reasoning-mlx-4Bit with MLX LM:
Generate or start a chat session
# Install MLX LM uv tool install mlx-lm # Generate some text mlx_lm.generate --model "usermma/Supra-50M-Reasoning-mlx-4Bit" --prompt "Once upon a time"
- Docker Model Runner
How to use usermma/Supra-50M-Reasoning-mlx-4Bit with Docker Model Runner:
docker model run hf.co/usermma/Supra-50M-Reasoning-mlx-4Bit
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