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Writes are fast because data is written in cluster mode.
In cluster mode, the job is submitted to the ResourceManager which is then responsible for scheduling it to any compute nodes available.
Spark streaming measurements were conducted with the Test client, and Spark algorithms (Fig. 1), which were submitted to Spark's standalone cluster manager (in cluster mode) (details in Figs. 16, 17).
When in 'Cluster' mode, the software searches for a set of over/under-expressed consecutive genes.
In 'Cluster' mode the user may choose if statistical calculations are to be performed separately for each chromosome as it is possible in 'Map' mode.
In 'Cluster' mode, the software searches for a set of at least two successive genes, arranged according to the position indicated by their known transcription start site, and over/under-expressed in terms of inclusion of the gene expression value within the highest/lowest (n) user-defined percent of gene expression values.
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In the cluster mode, it currently supports Ethernet and Myrinet based interconnects and provide specialized communication devices for these networks.
In the cluster mode a few modifications were needed for execution of analytical queries.
In the cluster mode, a pool was utilized for multi-threading of connections to Cassandra (Fig. 2), which most probably led to the increased throughput.
In the 'Cluster' mode, all available genes including UniGene clusters of transcripts were selected to construct the map, and the Gap was set equal to 1.
In the 'Cluster' mode, the identified clusters included genes well known for being upregulated during megakaryocytopoiesis, as well as genes encoding leukocyte proteins expected to be down-regulated in the same context.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com