Zero-Shot Classification
MLX
Safetensors
qwen3_5
clef
cloudflare
systemone
structured-output
classification
multimodal
custom-code
decision-model
Eval Results
4-bit precision
Instructions to use mlx-community/clef-flash-4bit with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- MLX
How to use mlx-community/clef-flash-4bit with MLX:
# Download the model from the Hub pip install huggingface_hub[hf_xet] hf download mlx-community/clef-flash-4bit --local-dir clef-flash-4bit
- Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- LM Studio
- Atomic Chat
Commit History
20 days ago
-
Add decision-model tag
Verified signatureHi MLX Community, This PR adds the `decision-model` tag to the model card metadata, so clef-flash-4bit shows up next to the other decision models on the Hub: https://huggingface.co/models?other=decision-model <img src="https://cdn-uploads.huggingface.co/production/uploads/noauth/gKtmJfAU6e4uyiBQRFjU7.png" alt="decision-model tag" width="500"> It's a one-line metadata change, nothing else in the card is touched.3fc2a15
25 days ago
-
clef_mlx.py: use the repo name (not the cache snapshot hash) as the default model name
Verified signature140bf7e -
clef_mlx.py: default --model works inside Hub cache snapshots (symlinked files)
Verified signature686174e -
clef_mlx.py: add 'predict' CLI and 'serve' (local POST /v1/systemone server); card: CLI and server docs
Verified signature7c95239 -
Card: zero-shot-classification tag, RAM guide for all variants, limitations, pinned mlx-vlm; clef_mlx: warn on untested mlx-vlm/mlx-lm versions
Verified signature6822f0f -
Add Decision Index quality check; clef_mlx: strict no-truncation mode (truncate=False)
Verified signatured9ec324
26 days ago
-
Add MLX 4-bit conversion of Cloudflare/clef-flash with joint schema head and clef_mlx.py loader
Verified signature7cec35c -
initial commit
Verified signature3a3b4b2