Text Generation
MLX
Safetensors
English
information-extraction
structured-output
json
small-language-model
apple-silicon
from-scratch
post-training
research
Instructions to use wzebrowski/OpenSML-JSONLite-175M with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- MLX
How to use wzebrowski/OpenSML-JSONLite-175M 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("wzebrowski/OpenSML-JSONLite-175M") 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 wzebrowski/OpenSML-JSONLite-175M with MLX LM:
Generate or start a chat session
# Install MLX LM uv tool install mlx-lm # Generate some text mlx_lm.generate --model "wzebrowski/OpenSML-JSONLite-175M" --prompt "Once upon a time"
- Atomic Chat
Download checkpoint_provenance.json from wzebrowski/OpenSML-JSONLite-175M: direct link, hf CLI and curl.
- Browser
- Download file 869 Bytes
-
https://huggingface.co/wzebrowski/OpenSML-JSONLite-175M/resolve/main/checkpoint_provenance.json
- Command line
-
hf download hf://wzebrowski/OpenSML-JSONLite-175M/checkpoint_provenance.json
-
curl -L -o checkpoint_provenance.json https://huggingface.co/wzebrowski/OpenSML-JSONLite-175M/resolve/main/checkpoint_provenance.json
869 Bytes
| { | |
| "model": "OpenSML-JSONLite-175M", | |
| "checkpoint": "main", | |
| "selected_stage": "joint foundation JSON SFT", | |
| "selected_update": 500, | |
| "stages": [ | |
| { | |
| "stage": "original-pretraining", | |
| "step": 132005, | |
| "processed_positions": 17300111360, | |
| "weight_sha256": "5151567e266244c9e32fd6e01775192633abe227320269ecdefe28ce43e9ccc3" | |
| }, | |
| { | |
| "stage": "structured-continued-pretraining", | |
| "step": 132838, | |
| "additional_tokens": 100096883, | |
| "weight_sha256": "57d0933d5d806e7f589a60170b5080ff46895b732be480aa953650701f4e19cc" | |
| }, | |
| { | |
| "stage": "joint-foundation-sft", | |
| "step": 500, | |
| "presentations": 32000, | |
| "supervised_assistant_positions": 1027385, | |
| "weight_sha256": "25b406a7b86e3e8ac4dd0b7f32e27590d9d11349a0148a7815c32304150ac725" | |
| } | |
| ], | |
| "sft_stages": 1, | |
| "teachers_at_inference": false | |
| } | |