{"repo":"Point72/raydar","free":true,"listed":false,"github":"https://github.com/Point72/raydar","clone":"git clone https://github.com/Point72/raydar.git","description":"A perspective powered, user editable ray dashboard via ray serve","language":"Python","stars":63,"topics":["dashboard","observability","python","ray","scheduler","tracing"],"license":"Apache-2.0","category":"analytics","readme_excerpt":"A perspective powered, user editable ray dashboard via ray serve. Ray offers powerful metrics visualizations powered by graphana and prometheus. Although useful, the setup can take time - and customizations can be challenging. Raydar, enables out-of-the-box live cluster metrics and user visualizations for Ray workflows with just a simple pip install. It helps unlock distributed machine learning visualizations on Anyscale clusters, runs live and at scale, is easily customizable, and enables all the in-browser aggregations that perspective has to offer. Features - Convenience wrappers for the tracking and persistence of ray GCS task metadata. Can scale beyond the existing ray dashboard / GCS task tracking limitations. - Serves a UI through ray serve for the visualization of perspective tables. - A python interface to create and update perspective tables from within ray tasks. More information is available in our wiki Installation raydar can be installed via pip or conda, the two primary package managers for the Python ecosystem. See our wiki for more information. Launching The UI, Tracking Tasks, Creating/Updating Custom Tables The raydar module provides an actor which can process collections of ray object references on your behalf, and can serve a perspective dashboard in which to visualize that data. Passing collections of object references to this actor's process method causes those references to be tracked in an internal polars dataframe, as they finish running. The perspec","default_branch":null,"files":null,"tree":[],"storefront":"/r/Point72","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/Point72/raydar/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."}