LakeSail is an open-source Rust framework designed to unify stream processing, batch processing, and compute-intensive (AI) workloads. It aims to provide a developer-friendly, interoperable, and observable platform for Big Data and AI, offering a seamless transition from Apache Spark. LakeSail features a drop-in replacement for Spark SQL and the Spark DataFrame API, promising significant performance improvements and cost savings.
Open-source Rust framework unifying stream, batch, and AI workloads for Big Data.
- Big Data processing for AI applications
- Replacing Apache Spark workloads for improved performance and reduced costs
- LakeSail can be used as a drop-in replacement for Spark SQL and the Spark DataFrame API. Installation is done via pip (pysail[spark]). A Sail server can be started and connected to from PySpark with minimal code changes. Kubernetes deployment is also supported.
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