![]() ![]() We’re open to exploring collaboration opportunities and would love to work with you. Stay connected for further updates on our exciting new innovations! We’re also excited to introduce an array of new hardware-architected devices in the pipeline. We’re committed to pushing the boundaries of innovation and are eager to showcase the range of state-of-the-art, memory-intensive applications running on our system. Our software and hardware IPs are seamlessly integrated with TensorFlow, which allows for effective management of training and servicing with ease. During our demonstration, we were able to assign all embedding features to the remote-side CXL memory expansion without the need for an assistant module. We’re excited to share that we’ve successfully validated the system with the latest Linux full stack and have proven its capabilities in large-scale deep learning and machine learning-based recommendation systems. It’s designed to work seamlessly with multi-CPUs, CXL switches, and CXL memory expanders, offering a versatile option that can be easily integrated into any tech setup. Our team has successfully expanded memory by over a dozen terabytes, making it the largest CXL (Compute Express Link) hardware and software solution in the world. Stay tuned for more exciting updates from the conference.ĬXL-based Terabytes Memory Expansion Platform The full details of ExPAND and its advantages will be presented at HotStorage 2023. continues to solidify its reputation as a frontrunner in data storage solutions, pushing the boundaries of technology and driving the industry forward. This breakthrough reduces the reliance on CXL-SSDs and enables most data to access the host cache directly.Įarly tests are already showing promise: Panmnesia’s ExPAND has been shown to enhance the performance of graph applications by a staggering 2.8 times, surpassing CXL-SSD pools with a variety of prefetching strategies.ĮxPAND’s acceptance into HotStorage 2023 underscores its potential to revolutionize the way we manage and access data. ![]() The system also allows for detailed examination of prefetch timeliness, paving the way for more accurate latency estimations.įurthermore, ExPAND’s unique feature lies in its awareness of CXL multi-tiered switching, providing end-to-end latency for each CXL-SSD, as well as precise prefetch timeliness estimations. The cornerstone of Panmnesia’s ExPAND is its novel use of a heterogeneous prediction algorithm for prefetching, which ensures data consistency with CXL sub-protocols. Although this technology currently operates at slower speeds than DRAMs, ExPAND mitigates this by offloading last-level cache (LLC) prefetching from the host CPU to the CXL-SSDs, which dramatically improves performance. Panmnesia’s ExPAND is a groundbreaking development that integrates Compute Express Link (CXL) with SSDs, allowing for scalable access to large memory. Panmnesia, Inc., the industry leader in data memory and storage solutions, is thrilled to announce that their cutting-edge SSD technology, Panmnesia’s ExPAND, has been accepted for presentation at the prestigious HotStorage 2023 conference, to be held in Boston this July. Panmnesia's CXL Prefetcher for Next Generation CXL-SSD We’re looking forward to more such opportunities! Keep an eye out for our future endeavors! With a sophisticated checkpointing technique that updates model parameters and embeddings across training batches, we’ve seen a significant boost in training performance and energy savings. It harnesses CXL to integrate persistent memory and graphics processing units seamlessly, enabling direct memory access without software intervention. Secondly, we presented a robust system for managing large recommendation datasets. It employs innovative strategies and utilizes all available hardware, outperforming current platforms in query latency. This solution uses CXL to separate memory from host resources and optimize search performance despite CXL’s distant memory characteristics. During our presentation, we shed light on two significant applications of the advanced Compute Express Link (CXL) technology.įirstly, we discussed a combined software-hardware system that enhances search capabilities for approximate nearest neighbors. Panmnesia had the pleasure of being invited by Professor Byung-Gon Chun, the CEO of FriendliAI at Seoul National University, to present at his seminar. ![]() Special Seminar on Harnessing the Potential of CXL with Panmnesia ![]()
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