Model Registry: HuggingFace Hub Private Repo + MLflow + S3 Layout + Versioning

1. Cookbook Model Registry Hiyerarşisi#

HuggingFace Hub (privat repo): kompanyam/llm-models
  ├── llama-3.1-8b-tr-instruct-v1.0/        # Stable baseline
  ├── llama-3.1-8b-tr-instruct-v1.1/        # Minor improvement
  ├── llama-3.1-8b-tr-instruct-v2.0/        # Major retrain
  ├── llama-3.1-8b-tr-customer-support-v1.0/  # Domain variant
  └── ...

Her repo içinde:
  - adapter_model.safetensors             # LoRA weights
  - adapter_config.json                    # PEFT config
  - tokenizer.json / tokenizer_config.json
  - README.md                              # model card (zorunlu)
  - eval_results.json                      # benchmark sonuçlar
  - training_config.yaml                   # reproducible
  - WANDB_RUN_URL                          # full training telemetry

• _git_sha
  — kod versiyonu
• _data_sha256
  — dataset versiyonu
• _wandb_run_id
  — eğitim run ID