Benchmarking Hardware Network Strategy 
Scalegrid
JANUARY 25, 2024
Key metrics like throughput, request latency, and memory utilization are essential for assessing Redis health, with tools like the MONITOR command and Redis-benchmark for latency and throughput analysis and MEMORY USAGE/STATS commands for evaluating memory. It depends upon your application workload and its business logic.
The Morning Paper
JUNE 11, 2019
Beyond data and model parallelism for deep neural networks Jia et al., The goal here is to reduce the training times of DNNs by finding efficient parallel execution strategies, and even including its search time, FlexFlow is able to increase training throughput by up to 3.3x SysML’2019. compared to state-of-the-art approaches.
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Speed Curve
MARCH 7, 2022
But pages keep getting bigger and more complex year over year – and this increasing size and complexity is not fully mitigated by faster devices and networks, or by our hard-working browsers. And we need to have strategies in place to understand and manage our pages. Don't assume hardware and networks will mitigate page bloat.
Percona
JUNE 22, 2023
Defining high availability In general terms, high availability refers to the continuous operation of a system with little to no interruption to end users in the event of hardware or software failures, power outages, or other disruptions. If a primary server fails, a backup server can take over and continue to serve requests.
The Morning Paper
JUNE 27, 2019
Systems researchers are doing an excellent job improving the performance of 5-year old benchmarks, but gradually making it harder to explore innovative machine learning research ideas. Use transformation passes over the IR to lower it to a concrete common sub-expression elimination strategy, with layouts for each materialised intermediate.
Speed Curve
JULY 3, 2023
These numbers should not be taken as a benchmark for your own site. Amazon is a good example of a site that serves large, fast pages, as you can see in this recent look at our Retail Page Speed Benchmarks : In the waterfall chart for this test run , you can see why the Amazon home page ranks fastest for Start Render.
Alex Russell
OCTOBER 22, 2017
We constrain ourselves to a real-world baseline device + network configuration to measure progress. This rework delays launch which, in turn, delays gathering data about the viability of a PWA strategy. Budgets are scaled to a benchmark network & device. The median user is on a slow network. Where to start?
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