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 provenance.json from tebebe/laya-devops-mlx: direct link, hf CLI and curl.
- Browser
- Download file 4.78 kB
-
https://huggingface.co/tebebe/laya-devops-mlx/resolve/main/provenance.json
- Command line
-
hf download hf://tebebe/laya-devops-mlx/provenance.json
-
curl -L -o provenance.json https://huggingface.co/tebebe/laya-devops-mlx/resolve/main/provenance.json
4.78 kB
| { | |
| "release": "Laya DevOps v29 early preview", | |
| "checkpoint": "devops-v29-p08-r1", | |
| "created_utc": "2026-10-20T13:00:52.266776+00:00", | |
| "source_weights_sha256": "39770ecfc0a5583102c6dccb68beb4fa2f9c3a7781a439aae9b3316c886cd353", | |
| "source_policy_sha256": "bcc864173e57be6f9db795635a982da614efa2114c1a4162f936f2e400a0f3a4", | |
| "upstream_mlx": { | |
| "repo_id": "aac6fef/laya-multilingual-mlx", | |
| "revision": "f2b4faf51023039425946074e2cf1361d2db11d5" | |
| }, | |
| "encoder": "jhu-clsp/mmBERT-base", | |
| "teacher_assistance": [ | |
| "Sol", | |
| "Astra" | |
| ], | |
| "teacher_role": "Synthetic data authoring, scenario design and development assistance; these are not checkpoint weight ancestors. Exact per-row teacher attribution was not independently recorded.", | |
| "effective_chunks": [ | |
| { | |
| "part": 1, | |
| "run_id": "devops-v29-p01-r1", | |
| "partial": false, | |
| "elapsed_seconds": 5085, | |
| "best_epoch": 1, | |
| "peak_memory_gb": 36.86 | |
| }, | |
| { | |
| "part": 2, | |
| "run_id": "devops-v29-p02-r2", | |
| "partial": false, | |
| "selection_metric": "last", | |
| "weights_sha256": "7c6a6fb4bedd6bdfdd76aeb7161773f2fa99088d48cbbcfa0499d539a494530d", | |
| "initial_weights_sha256": "e4e633deb5f5973d1debe45f1f29feeb690276bbbbf64ec89dc5af12281884c2", | |
| "elapsed_seconds": 5074, | |
| "best_epoch": 1, | |
| "peak_memory_gb": 36.86 | |
| }, | |
| { | |
| "part": 3, | |
| "run_id": "devops-v29-p03-r2", | |
| "partial": false, | |
| "selection_metric": "last", | |
| "weights_sha256": "4111cfe3430a7293be6f413b40880205a7152d830f16b8e6e133d51097aa6819", | |
| "initial_weights_sha256": "7c6a6fb4bedd6bdfdd76aeb7161773f2fa99088d48cbbcfa0499d539a494530d", | |
| "elapsed_seconds": 5055, | |
| "best_epoch": 1, | |
| "peak_memory_gb": 36.86 | |
| }, | |
| { | |
| "part": 4, | |
| "run_id": "devops-v29-p04-r1", | |
| "partial": false, | |
| "selection_metric": "last", | |
| "weights_sha256": "8491faf9a99b4aecc7fadb0635d0fda98e4264ffc689a029e78224cd2ee83521", | |
| "initial_weights_sha256": "4111cfe3430a7293be6f413b40880205a7152d830f16b8e6e133d51097aa6819", | |
| "elapsed_seconds": 5056, | |
| "best_epoch": 1, | |
| "peak_memory_gb": 35.98 | |
| }, | |
| { | |
| "part": 5, | |
| "run_id": "devops-v29-p05-r1", | |
| "partial": false, | |
| "selection_metric": "last", | |
| "weights_sha256": "63879c8a4c13c461d56595ebe50d39899efd297c193c43d74be2af28f8f35139", | |
| "initial_weights_sha256": "8491faf9a99b4aecc7fadb0635d0fda98e4264ffc689a029e78224cd2ee83521", | |
| "elapsed_seconds": 4965, | |
| "best_epoch": 1, | |
| "peak_memory_gb": 35.98 | |
| }, | |
| { | |
| "part": 6, | |
| "run_id": "devops-v29-p06-r1", | |
| "partial": false, | |
| "selection_metric": "last", | |
| "weights_sha256": "044e30a1d7b8ffb3ec07a08724354886cf2c46cbc1f652b8b6f4ea5caa09b7bc", | |
| "initial_weights_sha256": "63879c8a4c13c461d56595ebe50d39899efd297c193c43d74be2af28f8f35139", | |
| "elapsed_seconds": 5000, | |
| "best_epoch": 1, | |
| "peak_memory_gb": 37.75 | |
| }, | |
| { | |
| "part": 7, | |
| "run_id": "devops-v29-p07-r1", | |
| "partial": false, | |
| "selection_metric": "last", | |
| "weights_sha256": "8fa7e7978da86b32ab60b5801665ab8b511dacaded9eacd73874c34d552b3841", | |
| "initial_weights_sha256": "044e30a1d7b8ffb3ec07a08724354886cf2c46cbc1f652b8b6f4ea5caa09b7bc", | |
| "elapsed_seconds": 4954, | |
| "best_epoch": 1, | |
| "peak_memory_gb": 35.98 | |
| }, | |
| { | |
| "part": 8, | |
| "run_id": "devops-v29-p08-r1", | |
| "partial": false, | |
| "selection_metric": "last", | |
| "weights_sha256": "39770ecfc0a5583102c6dccb68beb4fa2f9c3a7781a439aae9b3316c886cd353", | |
| "initial_weights_sha256": "8fa7e7978da86b32ab60b5801665ab8b511dacaded9eacd73874c34d552b3841", | |
| "elapsed_seconds": 5009, | |
| "best_epoch": 1, | |
| "peak_memory_gb": 35.98 | |
| } | |
| ], | |
| "training_hyperparameters": { | |
| "method": "full", | |
| "objective": "ce", | |
| "epochs": 1, | |
| "batch_size": 16, | |
| "grad_accum": 1, | |
| "lr": 1e-06, | |
| "head_lr": 5e-07, | |
| "lora_rank": 16, | |
| "lora_alpha": 32, | |
| "lora_dropout": 0.05, | |
| "dora": false, | |
| "rslora": false, | |
| "loraplus_ratio": 1.0, | |
| "lora_layers": 0, | |
| "full_layers": 22, | |
| "head_dropout": 0.1, | |
| "weight_decay": 0.01, | |
| "warmup": 0.06, | |
| "max_grad_norm": 1.0, | |
| "shuffle_options": true, | |
| "class_weighting": "none", | |
| "patience": 2, | |
| "grad_checkpoint": "off", | |
| "precision": "bfloat16", | |
| "seed": 308, | |
| "selection_metric": "last", | |
| "false_allow_penalty": 1.0, | |
| "deadline_at": null, | |
| "pause_file": "[local-workspace]/workspace/chunk-stop-request" | |
| }, | |
| "total_parameters": 321908998, | |
| "trainable_parameters": 125101825, | |
| "dataset_rows": { | |
| "train": 377003, | |
| "validation": 40616, | |
| "test": 39096, | |
| "audit": 512 | |
| }, | |
| "metadata_sanitized": true, | |
| "original_checkpoint_unchanged": true | |
| } | |