{"repo":"alonfnt/notata","free":true,"listed":false,"github":"https://github.com/alonfnt/notata","clone":"git clone https://github.com/alonfnt/notata.git","description":"A lightweight Python library for saving simulation results in a standardized, reproducible format..","language":"Python","stars":35,"topics":["logging","python","scientific-computing"],"license":"MIT","category":"dashboards-admin","readme_excerpt":"notata Structured filesystem logging for scientific runs notata is a minimal library for structured filesystem logging of scientific runs . Each Logbook creates a run directory with parameters, arrays, plots, artifacts, metadata, and a timestamped log. Explicit. Reproducible. Grep-friendly . Unlike ML logging tools (e.g. W&B, TensorBoard, MLflow), notata is built for scientific workflows such as simulations, solvers, and numerical experiments, where file-based logging matters more than dashboards. No servers, no setup, no reinventing the wheel for each new project. Installation Quick Start Context Manager Logs a single simulation run to log / , including arrays, metadata, and messages. This creates a structured folder with logs, parameters, and output arrays for reproducibility. Manual Lifecycle For full control, create a Logbook manually and mark it complete when you're done. Parameter sweeps with Experiment Automatically log multiple runs, each in its own directory, with structured metadata and failure tracking: Each run creates a log / folder and appends a row to index.csv with parameters, status, and final metrics: run\\ id dt status final\\ height final\\ speed ----------------------- ---- -------- ------------- ------------ falling\\ ball\\ dt\\ 0.01 0.01 complete 95.04595 9.81 falling\\ ball\\ dt\\ 0.5 0.5 missing Using ExperimentReader Since notata log dirs are somewhat verbose, we also provided a utility wrapper to load and read the data. This makes it more intuitive when you","default_branch":null,"files":null,"tree":[],"storefront":"/r/alonfnt","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/alonfnt/notata/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."}