Text Generation
MLX
Safetensors
English
pretraining
from-scratch
small-language-model
post-training
silicon
Instructions to use OpenSML/OpenSML-150M with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- MLX
How to use OpenSML/OpenSML-150M 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("OpenSML/OpenSML-150M") prompt = "Once upon a time in" text = generate(model, tokenizer, prompt=prompt, verbose=True) - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- LM Studio
- MLX LM
How to use OpenSML/OpenSML-150M with MLX LM:
Generate or start a chat session
# Install MLX LM uv tool install mlx-lm # Generate some text mlx_lm.generate --model "OpenSML/OpenSML-150M" --prompt "Once upon a time"
- Atomic Chat
Download INFERENCE_VERIFICATION.json from OpenSML/OpenSML-150M: direct link, hf CLI and curl.
- Browser
- Download file 887 Bytes
-
https://huggingface.co/OpenSML/OpenSML-150M/resolve/main/INFERENCE_VERIFICATION.json
- Command line
-
hf download hf://OpenSML/OpenSML-150M/INFERENCE_VERIFICATION.json
-
curl -L -o INFERENCE_VERIFICATION.json https://huggingface.co/OpenSML/OpenSML-150M/resolve/main/INFERENCE_VERIFICATION.json
887 Bytes
| { | |
| "model_name": "OpenSML-150M", | |
| "weights_sha256": "cbd3e3fb4ada74d7264371b79cee7598f513b7b950f1f141ef9f1a43bd2e1b4e", | |
| "strict_loading": "passed", | |
| "prompt": "Say hello in one sentence.", | |
| "generation": { | |
| "text": " I am a student.", | |
| "token_ids": [ | |
| 345, | |
| 768, | |
| 261, | |
| 2560, | |
| 17, | |
| 1 | |
| ], | |
| "stop_reason": "eos", | |
| "prompt_tokens": 13, | |
| "generated_tokens": 6 | |
| }, | |
| "precision": "FP32", | |
| "attention": "vanilla", | |
| "ffn": "reference", | |
| "scope": "Short local loading/generation check; no benchmark rerun or cross-framework parity claim.", | |
| "parameter_count": 150439168, | |
| "tested_mlx_runtime": "0.32.3.dev20260920+7241f12", | |
| "cached_full_prefix_argmax": "matched on checked prompt", | |
| "context_overflow": "rejected", | |
| "dependency_scope": "PyPI requirements are a baseline; smoke check used the recorded local development runtime." | |
| } | |