{"repo":"ucbrise/flor","free":true,"listed":false,"github":"https://github.com/ucbrise/flor","clone":"git clone https://github.com/ucbrise/flor.git","description":"FlorDB 🌻","language":"Jupyter Notebook","stars":161,"topics":["flor","logger","ml","pytorch","deep-learning","hindsight","logging","machine-learning","build"],"license":"Apache-2.0","category":"machine-learning","readme_excerpt":"FlorDB: Log-First Context Management for ML Practitioners FlorDB brings experiment tracking, provenance, and reproducibility to your ML workflow—using the one thing every engineer already writes: logs . Unlike heavyweight MLOps platforms, FlorDB doesn’t ask you to adopt a new UI, schema, or service. Just import it, log as you normally would, and gain full history, lineage, and replay capabilities across your training runs. 🚀 Why FlorDB? - Log-Driven Experiment Tracking No dashboards to configure or schemas to design. FlorDB turns your existing print() or log() calls into structured, queryable metadata. - Hindsight Logging & Replay Missed a metric? Add a log after the fact and replay past runs to capture it—no rerunning from scratch. - Reproducibility Without Friction Every run is versioned via Git, every hyperparameter is recorded, and every model checkpoint is linked and queryable—automatically. - Works With Your Stack Makefiles, Airflow, Slurm, HuggingFace, PyTorch—you don’t change your workflow. FlorDB fits in. 📦 Installation For contributors or bleeding-edge features: --- 📝 First Log in 30 Seconds Requires a Git repository for automatic versioning. Retrieve logs anytime: 🧪 Track Experiments with Zero Overhead Drop FlorDB into your existing training script: Change hyperparameters from the CLI: View metrics across runs: 🔍 Hindsight Logging: Fix It After You See It Forgot to log gradient norms? Just add the logging statement to the script and run: FlorDB replays only wh","default_branch":null,"files":null,"tree":[],"storefront":"/r/ucbrise","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/ucbrise/flor/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}