# Rerun Camada de dados para equipes de Physical AI e robótica registrarem, visualizarem, consultarem, transformarem e treinarem com dados multimodais. - Findings24: - Site: - Preços: Freemium - Categorias: Visualização de dados com IA ## O que é Rerun? Rerun is a data layer for Physical AI and robotics workflows. It is built for multi-rate, multimodal data, with tools to log, store, query, visualize, transform, and train from the same underlying data model. The open-source SDK covers local development and analysis, while Rerun Hub adds a managed catalog and storage engine for teams that need persistent, single-tenant infrastructure over their own object storage. Together, they support a workflow that starts with a first recording and can scale to queryable datasets and training streams. ## O que Rerun pode fazer? ### Single data model across the loop Log, store, query, transform, visualize, and train on the same multi-rate, multimodal data model instead of moving between separate tools and formats. ### Interactive visualization Inspect synchronized robotics data in the Viewer, including cameras, joint states, and 3D motion, to debug episodes and review datasets. ### Query and reshape data Run SQL or dataframe queries across recordings, including columns, time ranges, and values inside the data itself, not just metadata. ### Recording and catalog storage Store recordings as column-chunks in \`.rrd\` files and register them into a catalog for queryable segments across one or many recordings. ### Training from queries Stream dataset mixes directly to training jobs with a column-aware, video-codec-aware dataloader that works from catalog queries. ### Local or managed deployment Use the platform either locally with the open-source SDK or with Rerun Hub for managed, single-tenant storage and retrieval in the cloud. ## Casos de uso ### Robot debugging and episode review Record sensor data from robotics systems, then review synchronized views of cameras, joints, and motion in the Viewer to understand what happened in an episode. ### Dataset analysis and transformation Query recordings with SQL or dataframe operations to inspect values across time ranges, columns, and segments, then derive new layers such as labels or scores. ### Importing existing data Convert data from existing formats such as MCAP, ROS 2, or Parquet into \`.rrd\`, then keep the whole workflow in one format and one catalog. ### Collaborative review and annotation Point a team at the same recordings through a shared viewer and catalog so they can annotate, investigate failures, and trace issues back to source data. ### Training from recorded data Build training batches directly from catalog queries so models learn from the same recordings that were logged and inspected, without a separate export format. ## Perguntas frequentes ### How do you get started with Rerun? Rerun’s SDK is installed with \`pip install rerun-sdk\`, and the quick-start docs also show an optional \`\[dataplatform, dataloader\]\` install for queries and training features. For Rust and C++, the site points to separate install and project setup docs. ### What workflow does Rerun support? The site says the SDK can log, query, transform, visualize, and train on multi-rate, multimodal data. The quick-start flow is to log or convert data into \`.rrd\`, register it in a catalog, and then visualize, query, or train from that catalog. ### What file formats can Rerun work with? The web viewer opens \`.rrd\` recordings directly in the browser, and the viewer page says it is for opening and exploring \`.rrd\` recordings online. The quick-start docs also note support for \`.mcap\` files and more. ### Is Rerun free to use? The pricing page separates the open-source SDK from Rerun Hub. The SDK is free and open source on your own machine, while Hub is a managed, single-tenant cloud offering that runs the same data layer at scale in your region. ## Informações rápidas - **Category**: Developer Tool - **Primary users**: Robotics and Physical AI teams - **Platform**: Desktop SDK plus web viewer - **Source domain**: rerun.io - **Pricing**: Open-source SDK is free; Hub uses contact sales - **Core workflow**: Log or convert data to \`.rrd\`, register it in a catalog, then visualize, query, and train