LZ4 is lossless compression algorithm, providing compression speed > 500 MB/s per core, scalable with multi-cores CPU. It features an extremely fast decoder, with speed in multiple GB/s per core, typically reaching RAM speed limits on multi-core systems.Speed...
The algorithm is proposed to a register transfer level hardware design, permitting performance, power consumption, and area estimation. The cache compression is evaluated using full-system simulation and a range of benchmarks. It can be shown that compression can improve performance for memory-...
Note that this algorithm does not profile compression ratio. The above plot shows the same information as the previous plot, but also includes the compression ratio in that the left-most algorithm exhibits the highest compression ratio. Bro input The next figures show the same plot types for ...
In order to run a quantum algorithm on a NISQ device, it first needs to be synthesized into elementary 1- and 2-qubit gates. The original implementation of the FRQI5 required O(N2) elementary gates, while the more recent implementation by Khan7 reduced the complexity to O(64Nlog2N)...
nvCOMP provides a set of benchmarks for each of the formats in the low-level and high-level format. Figure 2 compares the performance of high-level and low-level on a few different datasets, with large contiguous buffers. The results were collected using the A100 GPU. ...
In addition to the AWS instance with T4s, we also tested the same benchmark on a four-GPU quad from a DGX-1. In such a system, each GPU has 125 GB/s total egress bandwidth to peer GPUs. On some columns, nvcomp compression improves all-gather bandwidth by 2-4x even for this tight...
compression algorithm for multi-component medical images, which can exactly reflect the fundamental structure of images. A general representation framework for image compression is also put forward and the results indicate that our developed soft compression algorithm can outperform the popular benchmarks ...
algorithm is proposed to reorder the test vectors and fill the unspecified bits in the pre-processing step.With a novel on-chip decoder,low test application time and low area overhead are obtained by hybrid run length codes.Finally,an experimental comparison on ISCAS 89 benchmark circuits ...
Extensive tests have shown that RNACompress is a universally efficient algorithm for the compression of RNA sequences with their secondary structures. RNACompress also serves as a good measurement of the informational complexity of RNA secondary structure, which can be used to study the functional ...
Figure 4. Maximum accuracy found at each iteration for different optimization algorithms across six experiments using NATS-Bench subsets. (a–f) corresponds to a specific dataset and training duration. Figure 5. Maximum accuracy against algorithm accumulated runtime for TetraOpt and other optimization ...