…Training and refining such models, however, can be challenging on consumer hardware due to long runtimes and memory constraints, requiring careful attention to parameter selection. Therefore, we wanted a solution that enables…
By Intel® Neural Compressor is an open source Python* library designed to help quickly optimize inference solutions on popular deep learning frameworks (TensorFlow*, PyTorch, Open Neural Network Exchange [ONNX*] runtime, and MXNet…
…Hardware: Intel® Optane ™ DC Persistent memory and 2nd generation Intel® Xeon® Scalable processor Emulated: See How to Emulate Persistent Memory Using Dynamic Random-access Memory (DRAM) Software: (Programming Language, tool, IDE, Framework…
…SYCL adoption opens diverse hardware architecture sets, ensuring stable and consistent performance across the board and reducing development and software stack maintenance efforts. See the detailed report here . Technical University of Darmstadt…
…The expanded capacity of PCI Gen 5 allows for more compact hardware, which benefits everyone by reducing the need for additional hardware and lowering power consumption. However, as AI continues to scale…
…Cloud Storage with Intel Products Intel offers a number of hardware and software technologies that enhance cloud storage for both private and public infrastructure. Intel® Software Guard Extensions (Intel® SGX) provides hardware…
…Intel has contributed open source feature discovery and telemetry tools and offers performant hardware that enables organizations to get the most out of their containers. By Containerization is a methodology that is…
…Considerations and Recommendations for Inference Workloads Tips to Improve Performance for Popular Deep Learning Frameworks on CPUs TensorFlow Guide: Optimizing for CPU TensorFlow ConfigProto for TensorFlow 1.x TensorFlow config for TensorFlow…
…Starting at the foundational layer, Intel Distribution of Modin and Intel Extension for Scikit-learn accelerate computation for supported algorithms on Intel hardware. The domain tool layer contains easy-to-use utilities…
…The efficient calculation of population count is a well-researched topic, with multiple implementations that exist in hardware and software. Before our optimization work, a software and hardware implementation using SSE 4…