Text Classification
MLX
Safetensors
Laya
Polish
English
devops
decision-model
apple-silicon
experimental
synthetic-data
claude-code
litellm
Instructions to use tebebe/laya-devops-mlx with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- MLX
How to use tebebe/laya-devops-mlx with MLX:
# Download the model from the Hub pip install huggingface_hub[hf_xet] hf download tebebe/laya-devops-mlx --local-dir laya-devops-mlx
- Laya
How to use tebebe/laya-devops-mlx with Laya:
# No code snippets available yet for this library. # To use this model, check the repository files and the library's documentation. # Want to help? PRs adding snippets are welcome at: # https://github.com/huggingface/huggingface.js
- Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- LM Studio
- Atomic Chat
Download rl_agent_config.json from tebebe/laya-devops-mlx: direct link, hf CLI and curl.
- Browser
- Download file 886 Bytes
-
https://huggingface.co/tebebe/laya-devops-mlx/resolve/main/rl_agent_config.json
- Command line
-
hf download hf://tebebe/laya-devops-mlx/rl_agent_config.json
-
curl -L -o rl_agent_config.json https://huggingface.co/tebebe/laya-devops-mlx/resolve/main/rl_agent_config.json
886 Bytes
| { | |
| "encoder": "jhu-clsp/mmBERT-base", | |
| "head_layers": 2, | |
| "max_len": 1024, | |
| "head_max_len": 256, | |
| "max_prefixes": 6, | |
| "act_costs": { | |
| "escalate": 0.5 | |
| }, | |
| "cost_wrong_act": 3.0, | |
| "amp_dtype": "bf16", | |
| "model_name": "rl-agent", | |
| "temperature": [ | |
| 0.5, | |
| 1.0, | |
| 1.0 | |
| ], | |
| "temperature_by_options": { | |
| "choice:3-5": 0.5 | |
| }, | |
| "training": { | |
| "description": "Effective V29 sequential fine-tune only; inherited upstream counters omitted.", | |
| "sequential_chunks": 8, | |
| "epochs_per_chunk": 1, | |
| "updates": 23568, | |
| "elapsed_seconds": 40198 | |
| }, | |
| "fine_tuned": { | |
| "base_model": "local-checkpoint:devops-v29-p07-r1/model", | |
| "dataset_sha256": "df4380ef275ce62aff1ba744b1c418278f8bd18e088126de7aded18d9547cb36", | |
| "best_epoch": 1, | |
| "created": "2026-10-20T12:59:47", | |
| "method": "full", | |
| "objective": "ce", | |
| "tool": "laya-mlx finetune" | |
| } | |
| } | |