Hyperloglog sketch acceleration on fpga

Author: dimw

August undefined, 2024

WebThe engines were developed for execution on Field–Programmable Gate Array (FPGA) devices by exploring dataflow and wide-pipeline design approaches, and have the design … Web1 apr. 2024 · The post place-and-route results on a state-of-the-art FPGA show that the proposed generic architecture can accelerate both Count-min Sketch and K-ary Sketch …

Upgrade System Performance with FpPGA Hardware Acceleration

WebIn this paper, we explore how to implement Hyper-LogLog on an FPGA to benefit from the parallelism available and the ability to process data streams coming from high-speed networks. Our multi-pipelined high-cardinality HyperLogLog implementation delivers 1.8× higher throughput than an optimized HyperLogLog running on a dual-socket Intel Xeon … WebOur multi-pipelined high-cardinality HyperLogLog implementation delivers 1.8x higher throughput than the best-optimized multi-thread HyperLogLog running on a dual-socket … b line brookshire tx

HyperLogLog Sketch Acceleration on FPGA,arXiv - CS - Distributed ...

Web6 sep. 2024 · The configuration with FPGA resulted in almost 6 GB/s throughput and the power dissipation of slightly above 100 W. Also, still speaking of FPGA, the results for … Web4 sep. 2024 · HyperLogLog Sketch Acceleration on FPGA Abstract: Data sketches are a set of widely used approximated data summarizing techniques. Their fundamental … WebData sketches are a set of widely used approximated data summarizing techniques. Their fundamental property is sub-linear memory complexity on the in... bline bus 16

Hyperloglog sketch acceleration on fpga

Upgrade System Performance with FpPGA Hardware Acceleration

WebIn this paper, we explore how to implement HyperLogLog on an FPGA to benefit from the parallelism available and the ability to process data streams coming from high-speed … WebResearch and analysis on tags @ Stack Overflow. Contribute till lint0011/FYP_similartags development by creating an account on GitHub.

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Web{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2024,12,28]],"date-time":"2024-12-28T10:30:31Z","timestamp ... Web31 jul. 2024 · Using an Intel HLS compiler, a proposed optimized hardware version of the popular Count-Min sketch utilizing 80% of the embedded RAM in an Intel Arria 10 …

WebThat has inspired me to write a retrospective on the last 5 years of what we thought would be an FPGA acceleration boom. In 2016-2024, the major FPGA manufacturers have … http://oertl.github.io/hyperloglog-sketch-estimation-paper/paper/paper.pdf

WebThe following papers have been accepted for presentation at the International Conference on Field-Programmable Logic and Applications which will take place in … Web23 aug. 2024 · This article describes the techniques used to accelerate an image upscaling convolutional neural network on an FPGA using high-level synthesis (HLS). The …

WebIn this paper, we explore how to implement HyperLogLog on an FPGA to benefit from the parallelism available and the ability to process data streams coming from high-speed …

WebAt any time a (p;q)-HyperLogLog sketch can be reduced to a (p0;q0)-HyperLogLog data structure, if p0 p and p0+ q0 p+ q is satis ed (see Algorithm 3). This transformation is lossless in a sense that the resulting HyperLogLog sketch is the same as if all elements would have been recorded by a (p0;q0)-HyperLogLog sketch right from the beginning. fred hutchinson cancer research center deiWebFPGA a peer to the CPU from a memory access standpoint. Compared with conventional interconnect technologies (e.g., PCIe), cache-coherent interconnect eliminates the need … fred hutchinson cancer research center salaryWebFPGA Hardware Acceleration. FPGA hardware acceleration assures offloading of certain computational tasks within an application platform and gains higher efficiency than … bline bus 20WebHyperLogLog Functions¶. Velox implements the Presto’s approx_distinct() function using the HyperLogLog data structure.. Data Structures¶. Like Presto, Velox implements HyperLogLog data sketches as a set of 32-bit buckets which store a maximum hash.They can be stored sparsely (as a map from bucket ID to bucket), or densely (as a contiguous … bline bh-f12WebWe propose a novel optimistic sketching architecture for FPGAs that partitions a single sketch into multiple independent banks shared among ... Monica Chiosa, Thomas B. … fred hutchinson cancer research center einWeb27 mei 2024 · Our multi-pipelined high-cardinality HyperLogLog implementation delivers 1.8× higher throughput than an optimized HyperLogLog running on a dual-socket Intel … fred hutchinson cancer research center とはWeb22 jul. 2024 · We can observe that, compared with the CPU-based implementation after optimization, GPU-based implementation and our proposed FPGA-based hardware … b line body shop san jose ca