Live Breaking News & Updates on Ocean Logic Pty

Stay updated with breaking news from Ocean logic pty. Get real-time updates on events, politics, business, and more. Visit us for reliable news and exclusive interviews.

From a Lossless (~1.5:1) Compression Algorithm for Llama2 7B Weights to Variable Precision, Variable Range, Compressed Numeric Data Types for CNNs and LLMs

This paper attempts to address and reconcile two different issues: the existence of multiple numerical data formats (such as int8, bfloat16, fp8, etc., often non optimal for the application and not directly compatible with one another) and the necessity to reduce their bandwidth requirements, especially in the case of power hungry and slow DRAM. ....

Tim Dettmers , Ruslan Svirschevski , Tim Dettimers , Jarek Duka , Furu Wei , Alexander Borzunov , Shuming Ma , John Gustafson , Vincenzo Liguori , Zhongyu Wang , Artix Ultrascale , Kintex Ultrascale , Eric Winsor , Beren Millidge , Foundation Models , Connections For Efficient Neural Networks , Ocean Logic Pty Ltd , Ocean Logic Pty , Large Language Model , Asymmetrical Numeral Systems , Flexible Numerical Data , Bit Layer Multiply Accumulator , Inference Example , Weight Compression , Open Foundation , Their Own Game ,

Efficient FIR filtering with Bit Layer Multiply Accumulator

Bit Layer Multiplier Accumulator (BLMAC) is an efficient method to perform dot products without multiplications that exploits the bit level sparsity of the weights. A total of 1,980,000 low, high, band pass and band stop type I FIR filters were generated by systematically sweeping through the cut off frequencies and by varying the number of taps from 55 to 255. ....

Brandy Yates , Vincenzo Liguori , Artix Ultrascale , Kintex Ultrascale , Convolutional Neural Networks Cnns , Connections For Efficient Neural Networks , Ocean Logic Pty Ltd , Ocean Logic Pty , Layer Multiplier Accumulator , Convolutional Neural Networks , Layer Multiply , Multiply Accumulators , Bit Layer , End Of Run , Neural Inference Processor Supporting Compressed , Variable Precision , Efficient Neural ,

An 800 Mpixels/s, ~260 LUTs Implementation of the QOI Lossless Image Compression Algorithm and its Improvement through Hilbert Scanning

This paper discusses the hardware implementation of an encoder and a decoder for the QOI lossless RGB image format. Some results are given for the AMD/Xilinx architecture, reaching over 800 Mpixels/s in Ultrascale+ and more than 4K@30 in Artix-7. A compression improvement up to ~15% is also observed when natural images are scanned along a Hilbert curve instead of the normal raster order. ....

Kintex Ultrascale , Vincenzo Liguori , Ocean Logic Pty Ltd , Ocean Logic Pty , Low Hanging , Test Image , Hilbert Nxn , Ocean Logic , Non Volatile Memory ,