FICO Achieves Massive Speedups in Optimization Using NVIDIA GPUs
FICO Achieves Massive Speedups in Optimization Using NVIDIA GPUs
FICO® Xpress 9.8 leverages NVIDIA AI infrastructure and CUDA-X to accelerate the hybrid gradient algorithm up to 50x
BOZEMAN, Mont.--(BUSINESS WIRE)--FICO (NYSE: FICO):
"By leveraging NVIDIA CUDA-X libraries, FICO Xpress 9.8 is helping customers achieve breakthroughs in speed and scale, transforming operational efficiency and decision making.” Alex Fender, Director of Decision Optimization at NVIDIA
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Highlights:
- FICO Xpress 9.8 features a GPU-accelerated implementation of the hybrid gradient algorithm, yielding up to 50x speedups for very large optimization problems
- FICO Xpress Optimization has the widest breadth of industry-leading optimization algorithms and technologies
- A complimentary 60-day trial license of FICO Xpress 9.8 is available
Global analytics software leader FICO (NYSE: FICO) today announced that the latest release of its FICO® Xpress Optimization suite includes the integration of NVIDIA CUDA-X libraries to help solve massive computational problems in a fraction of the time. FICO Xpress 9.8 features a GPU-accelerated implementation of the hybrid gradient algorithm, yielding up to 50x speedups.
The hybrid gradient algorithm is useful for getting faster solutions to extremely large, dense problems — those featuring tens or hundreds of millions of non-zeros in the problem matrix — due to its lower memory overhead. NVIDIA CUDA-X is a suite of GPU-accelerated libraries and frameworks for building applications that deliver dramatically higher performance than CPU alternatives across data processing, AI, and high-performance computing.
"With more than 40 years of continuous innovation in the optimization solver industry, FICO Xpress continues to evolve by integrating cutting-edge technologies that address our customers' need for solving larger, more complex problems at unprecedented speed," said Bill Waid, chief product and technology officer at FICO. "The GPU-accelerated hybrid gradient algorithm represents an important addition to Xpress's comprehensive suite of optimization algorithms, enabling organizations to solve large-scale problems faster and unlock new possibilities for data-driven decision making."
“NVIDIA CUDA-X libraries and accelerated computing can help enterprises solve the world's largest, most complex optimization problems,” said Alex Fender, Director of Decision Optimization at NVIDIA. “The ecosystem has quickly embraced GPU solvers, and by leveraging NVIDIA CUDA-X libraries, FICO Xpress 9.8 is helping customers achieve breakthroughs in speed and scale, transforming operational efficiency and decision making.”
GPU acceleration for the hybrid gradient algorithm is a beta feature in FICO® Xpress 9.8, which is available now. Any NVIDIA GPU with NVIDIA CUDA Compute Capability 7.5 or later is supported. For more information, see here.
The new GPU-accelerated algorithm is just one of a much broader set of industry-leading optimization algorithms available to FICO® Xpress users. FICO Xpress 9.8 also features performance enhancements to the mixed-integer programming engine, making it 14% faster overall than last year and 24% faster on models that require at least 100 seconds; and to the global solver, which is now 68% faster overall and 5.3x faster for models that take at least 100s. Operations research professionals can learn more in the Optimization Community.
FICO® Xpress Optimization enables businesses to rapidly deploy advanced analytic models into end-user applications powered by robust and scalable optimization engines. Users formulate models in easy-to-understand terms to account for trade-offs and sensitivities, share results with peers, run what-if scenario analyses, and compare the impact of different strategies to optimize decision workflows. It includes FICO® Xpress Solver, which contains the broadest set of industry-leading optimization algorithms and technologies to solve linear, mixed integer, and nonlinear problems, helping users solve their most difficult and complex challenges. FICO offers a 60-day trial version of the FICO Xpress Optimization Suite.
About FICO
FICO (NYSE: FICO) powers decisions that help people and businesses around the world prosper. Founded in 1956, the company is a pioneer in the use of predictive analytics and data science to improve operational decisions. FICO holds more than 200 US and foreign patents on technologies that increase profitability, customer satisfaction, and growth for businesses in financial services, insurance, telecommunications, health care, retail, and many other industries. Using FICO solutions, businesses in more than 80 countries do everything from protecting four billion payment cards from fraud to improving financial inclusion to increasing supply chain resiliency. The FICO® Score, used by 90% of top US lenders, is the standard measure of consumer credit risk in the US and has been made available in over 40 other countries, improving risk management, credit access, and transparency.
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