SOL on Dr.-Ing. Nicolas Weber https://www.mergian.de/tags/sol/ Recent content in SOL on Dr.-Ing. Nicolas Weber Hugo -- gohugo.io Fri, 11 Apr 2025 00:00:00 +0000 Facilitate high-performance hardware integration into AI Frameworks with the NEC SOL AI compiler https://www.mergian.de/2025/iwapt-sol/ Fri, 11 Apr 2025 00:00:00 +0000 https://www.mergian.de/2025/iwapt-sol/ AI development has become increasingly driven by powerful frameworks like PyTorch and TensorFlow, supported by major tech companies. However, the rapid release cycles of these frameworks – every 3-6 months – pose a challenge for new hardware vendors. They struggle to develop the necessary AI functionality and keep pace with frequent updates. In this talk, we introduce NEC’s SOL AI compiler, which seamlessly integrates with PyTorch, TensorFlow, ONNX, Numpy, and soon JAX. COMBINATION OF MULTIPLE DATA PROCSSING AND MACHINE LEARNING FRAMEWORKS FOR A TARGET HARDWARE https://www.mergian.de/2024/patent-multitarget/ Tue, 27 Feb 2024 00:00:00 +0000 https://www.mergian.de/2024/patent-multitarget/ ACCELERATION OF NEURAL NETWORKS USING DEPTH - FIRST PROCESSING https://www.mergian.de/2022/patent-brainslug/ Tue, 30 Aug 2022 00:00:00 +0000 https://www.mergian.de/2022/patent-brainslug/ SOL: Reducing the Maintenance Overhead for Integrating Hardware Support into AI Frameworks https://www.mergian.de/2022/sxaurora-sol/ Sun, 01 May 2022 00:00:00 +0000 https://www.mergian.de/2022/sxaurora-sol/ The increased interest in Artificial Intelligence (AI) raised the need for highly optimized and sophisticated AI frameworks. Starting with the Lua-based Torch many frameworks have emerged over time, such as Theano, Caffe, Chainer, CNTK, MxNet, PyTorch, DL4J, or TensorFlow. All of these provide a high level scripting API that allows users to easily design neural networks and run these on various kinds of hardware. What the user usually does not see is the high effort put into these frameworks to provide peak execution performance. SOL: Single middleware for optimized multi-architecture AI training and deployment https://www.mergian.de/2022/nug-sol/ Sat, 01 Jan 2022 00:00:00 +0000 https://www.mergian.de/2022/nug-sol/ NEC User Group Meeting SOL: Transparent Neural Network Acceleration on NEC SX-Aurora TSUBASA https://www.mergian.de/2020/icm-sol/ Tue, 01 Sep 2020 00:00:00 +0000 https://www.mergian.de/2020/icm-sol/ Slides SOL: Effortless Device Support for AI Frameworks without Source Code Changes https://www.mergian.de/2020/hpml-sol/ Fri, 01 May 2020 00:00:00 +0000 https://www.mergian.de/2020/hpml-sol/ High Performance Machine Learning (HPML)‘20 SOL4VE: Bringing Deep Neural Networks to the NEC SX-Aurora TSUBASA https://www.mergian.de/2020/nug-sol/ Wed, 01 Jan 2020 00:00:00 +0000 https://www.mergian.de/2020/nug-sol/ NEC User Group Meeting SOL4VE: Running Deep Neural Networks on the NEC SX-Aurora Tsubasa https://www.mergian.de/2020/auroraforum-sol/ Wed, 01 Jan 2020 00:00:00 +0000 https://www.mergian.de/2020/auroraforum-sol/ BrainSlug: Transparent Acceleration of Deep Learning Through Depth-First Parallelism https://www.mergian.de/2018/arxiv-brainslug/ Tue, 01 May 2018 00:00:00 +0000 https://www.mergian.de/2018/arxiv-brainslug/ BrainSlug: Transparent Acceleration of Deep Learning Through Depth-First Parallelism https://www.mergian.de/2018/deepmobile-sol/ Tue, 01 May 2018 00:00:00 +0000 https://www.mergian.de/2018/deepmobile-sol/ International Workshop on Embedded and Mobile Deep Learning Sol: Transparent Neural Network Acceleration Platform https://www.mergian.de/2018/sc-sol/ Mon, 01 Jan 2018 00:00:00 +0000 https://www.mergian.de/2018/sc-sol/ SuperComputing (SC), Poster