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Tag reading throughput is critical while scanning tagged items in a large-scale RFID application.
The amount of tweets per reading operation was varied Fig. 5 Reading throughput with Cassandra's Java driver.
Fig. 6 Reading throughput with word count algorithm.
Fig. 7 Reading throughput, when sentiment analysis is performed.
Fig. 4 Reading throughput with Cassandra Spark connector.
The target reading throughput was varied.
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The key-value store should optimize read throughput by accessing data concurrently from multiple replicas.
For distributed storage, the read throughput can be improved using caching, however, the write throughput is limited by both disk and network bandwidth due to data replication for fault-tolerance.
This solution takes up 4Us of rack space and delivers 17 GB/s of read throughput and 1.5 million IOPS at latency under 3ms.
The ever increasing reads throughput permits to analyze high complex samples [ 2, 3].
This situation will be aggravated in the future by the ever increasing reads throughput.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com