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Job/MRTask/FJTask Overview | ||
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A GLM job gets broken down into MRTask2 tasks, and subsequently into | ||
Fork/Join tasks. FJ tasks are spread across the cluster in a | ||
logarithmic tree fashion with computation performed at the leaves and | ||
results rolled up to the top. | ||
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.. image:: PngGen/pictures/GLMAlgoMem.png | ||
:width: 90 % | ||
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Parse Overview | ||
============== | ||
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(Since HDFS is very popular, this example illustrates that data | ||
source. H2O does support other sources of data, however.) | ||
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The parse process typically moves data as much as twice during | ||
ingestion. | ||
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The first movement of the data occurs when the data is read from disk | ||
(an f-chunk in the diagram below) and copied across the network to the | ||
H2O node that requested the particular piece of data from the | ||
filesystem. | ||
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.. image:: PngGen/pictures/DataIngestion.png | ||
:width: 90 % | ||
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The data is then moved a second time from the H2O node where the raw | ||
data gets parsed to the H2O node where the compressed data will reside | ||
in a Fluid Vector chunk (a p-chunk in the diagram below). | ||
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.. image:: PngGen/pictures/Parse.png | ||
:width: 90 % | ||
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h2o_stack | ||
how_r_interacts_with_h2o | ||
parse | ||
mrtask |