High-performance computing (HPC) is the ability to process data and perform complex calculations at high speeds. Today's data scientists have to deal with two major factors that keep ML from mainstream adoption. The rationale for adding machine and deep learning to Apache Ignite is quite simple. Read More Machine Learning and High-Performance ComputingĪpache Ignite Machine Learning is a set of simple, scalable, and efficient tools that allow building predictive machine learning models without costly data transfers. Ignite supports all DML commands, including SELECT, UPDATE, INSERT, and DELETE queries as well as a subset of DDL commands relevant for distributed systems.
Ignite transactions work across the network and can span multiple servers.Īpache Ignite comes with a ANSI-99 compliant, horizontally scalable, and fault-tolerant SQL engine that allows you to interact with Ignite as with a regular SQL database using JDBC, ODBC drivers, or native SQL APIs available for Java, C#, C++, Python, and other programming languages. The native persistence integrates into the Ignite multi-tier storage as a disk tier that can be turned on to let Ignite store more data on disk than it can cache in memory and to enable fast cluster restarts.ĭata stored in Ignite is ACID-compliant both in memory and on disk, making Ignite a strongly consistent system. SSD, Flash, HDD, or Intel Optane operating in the AppDirect Mode can be used as a storage device.Įven though Apache Ignite is broadly used as a caching layer on top of external databases, it comes with its native persistence - a distributed, ACID, and SQL-compliant disk-based store. The disk tier is optional with the support of two options - you can persist data in an external database or keep it in the Ignite native persistence. The memory tier allows using DRAM and Intel® Optane™ operating in the Memory Mode for data storage and processing needs. Apache Ignite is a distributed database for high-performance computing with in-memory speed.Īpache Ignite is designed to work with memory, disk, and Intel Optane as active storage tiers.
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