#BENCHMARK ANALYTICS HOW TO#
However, in terms of detection accuracy, we found that in the process of realizing edge intelligence, how to better adapt a AI model to run on RPi + NCS2 is much more complex than the process of Jetson devices. It comprised of Benchmark Management System, First Sign Early Intervention system, and C.A.R.E. For example, the FPS of detected videos from RPi + NCS2 running YOLOv3-tiny is 7.6 times higher than that of YOLOv3. Benchmark Analytics is a company developing Benchmark Blueprint, an evidence-based platform for the law enforcement market. By comparing the inference performance of the three SBCs, the performance of RPi + NCS2 is more friendly to lightweight models. That means looking at key performance metrics across areas like operational and process excellence, product innovation, and workforce planning. We can use analytics to help you gain insights on how you measure up against your peers. And gain insight with data-driven performance metrics. Your traffic channels that are performing above industry standards display in green. This report uses the default Google Analytics channel grouping to measure your data against your industry. The first (and most useful) option in your benchmarking reports is to compare your traffic by channel.
#BENCHMARK ANALYTICS WINDOWS#
Different video contents with different input resize windows are detected and benchmarked by using four different versions of the YOLO model across the above three SBCs. Get a deeper understanding of your industry. Google Analytics benchmarking traffic channels. In this paper, we investigate the inference workflow and performance of the You Only Look Once (YOLO) network, which is the most popular object detection model, in three different accelerator-based SBCs, which are NVIDIA Jetson Nano, NVIDIA Jetson Xavier NX and Raspberry Pi 4B (RPi) with Intel Neural Compute Stick2 (NCS2).
SELECTĪND part_hier.level_name = 'MANUFACTURER'ĪND supplier_hier.level_name = 'SUPPLIER'ĪND part_hier.In the 5G intelligent edge scenario, more and more accelerator-based single-board computers (SBCs) with low power consumption and high performance are being used as edge devices to run the inferencing part of the artificial intelligence (AI) model to deploy intelligent applications. Performance Benchmarking: Performance benchmarking is the hardest process to improve as it involves learning about competitor performance metrics and procedures, and also making changes to processes within your business on the lower levels. Note that the analytic view is in the SSB schema. Use the following queries to query the analytic Sample SSB view. See how the top cloud data platforms stack up against each other in our 2021 Cloud Data Platform Benchmark Analysis. The SSB schema includes an analytic view and four hierarchies that use the tables of the star schema. Group by d_year, s_city, p_brand1 order by d_year, s_city, p_brand1 Īnalytic views make it easy to extend a star schema with a hierarchical business model, aggregation and measure calculation rules, presentation and application-specific metadata that can be used to enhance the content of a data set and to simplify the development of business intelligence applications. Select d_year, s_city, p_brand1, sum(lo_revenue - lo_supplycost) as profit Group by d_year, s_nation, p_category order by d_year, s_nation, p_category Select d_year, s_nation, p_category, sum(lo_revenue - lo_supplycost) as profit Select d_year, c_nation, sum(lo_revenue - lo_supplycost) as profitįrom ssb.dwdate, ssb.customer, ssb.supplier, ssb.part, ssb.lineorderĪnd (p_mfgr = 'MFGR#1' or p_mfgr = 'MFGR#2') Select c_city, s_city, d_year, sum(lo_revenue) as revenueįrom ssb.customer, ssb.lineorder, ssb.supplier, ssb.dwdateĪnd (c_city='UNITED KI1' or c_city='UNITED KI5')Īnd (s_city='UNITED KI1' or s_city='UNITED KI5') When you open benchmarking from your Audience tab, you will see 3 benchmarking filters that help you get separate overviews for different niches you want to look at.
Select sum(lo_extendedprice*lo_discount) as revenueĪnd lo_quantity = 1992 and d_year = 1992 and d_year = 1992 and d_year <= 1997 Google Analytics benchmarking reports allow you to dive deep into your data and gain insights from your performance within different contexts.
Star Schema Benchmark Queries select sum(lo_extendedprice*lo_discount) as revenue