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FPGA-Accelerated ML Suite

By: Latest Version: 1

Product Overview

InAccel FPGA-Accelerated ML (AML) suite provides a set of hardware accelerators for Amazon EC2 F1 instances. It is shipped as a fully integrated AMI/AFI bundle that can be used to accelerate the most popular machine learning techniques. InAccel's novel FPGA manager/runtime Docker container handles all the available FPGA hardware resources allowing the flawless scalability to multiple FPGAs.

The current version allows the acceleration of Logistic Regression and K-Means ML algorithms. AML suite exposes an easy-to-use Java API for the efficient utilization of the FPGA accelerators from high-level programming frameworks and applications. InAccel's accelerated hardware modules can achieve up to 12x speedup compared to SW-only execution on AWS.

InAccel also offers, as a solution example, a project that transparently integrates AML suite with Apache Spark ML library, requiring zero changes in user's original Spark code.




Operating System

Linux/Unix, Amazon Linux 2

Delivery Methods

  • Amazon Machine Image

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