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**BETA** ParallelCopyGCSDirectoryIntoHDFSSpark

Parallel copy a file or directory from Google Cloud Storage into the HDFS file system used by Spark

Category Other


Overview

Parallel copy a file or directory from Google Cloud Storage into the HDFS file system used by Spark

This tool uses a Spark cluster to do a parallel copy of either a single file or a directory from Google Cloud Storage (GCS) into the HDFS file system used by Spark to support Resilient Distributed Datasets (RDDs). Files are divided into chunks of size equal to the HDFS block size (with the exception of the final chunk) and each Spark task is responsible for copying one chunk. To copy all of the files in a GCS directory, provide the GCS directory path, including the trailing slash. Directory copies are non-recursive so subdirectories will be skipped. Within directories each file is divided into chunks independently (so this will be inefficient if you have lots of files smaller than the block size). After all chunks are copied, the HDFS concat method is used to stitch together chunks into single files without re-copying them.

This functionality is used by the structural variation workflow to copy reference data when a Spark cluster is created, and may also be used to copy sample data to a Spark cluster.

Inputs

  • An gcs input file or directory.

Output

  • A copy of the input as HDFS output.

Usage example

   gatk ParallelCopyGCSDirectoryIntoHDFSSpark \
     --input-gcs-path gs://bucket_name/input_reads.bam \
     --output-hdfs-directory hdfs://cluster-name-m:8020/directory/input_reads.bam \
     -- \
     --spark-runner GCS \
     --cluster my-dataproc-cluster
 

ParallelCopyGCSDirectoryIntoHDFSSpark specific arguments

This table summarizes the command-line arguments that are specific to this tool. For more details on each argument, see the list further down below the table or click on an argument name to jump directly to that entry in the list.

Argument name(s) Default value Summary
Required Arguments
--input-gcs-path
null input GCS file path (add trailing slash when specifying a directory)
--output-hdfs-directory
null output directory on HDFS to into which to transfer the data (will be created by the tool)
Optional Tool Arguments
--arguments_file
[] read one or more arguments files and add them to the command line
--bam-partition-size
0 maximum number of bytes to read from a file into each partition of reads. Setting this higher will result in fewer partitions. Note that this will not be equal to the size of the partition in memory. Defaults to 0, which uses the default split size (determined by the Hadoop input format, typically the size of one HDFS block).
--conf
[] spark properties to set on the spark context in the format =
--disable-sequence-dictionary-validation
false If specified, do not check the sequence dictionaries from our inputs for compatibility. Use at your own risk!
--gcs-max-retries
 -gcs-retries
20 If the GCS bucket channel errors out, how many times it will attempt to re-initiate the connection
--help
 -h
false display the help message
--input-file-glob
* optional wildcard glob to subset files in the input directory to copy
--interval-merging-rule
 -imr
ALL Interval merging rule for abutting intervals
--intervals
 -L
[] One or more genomic intervals over which to operate
--num-reducers
0 For tools that shuffle data or write an output, sets the number of reducers. Defaults to 0, which gives one partition per 10MB of input.
--program-name
null Name of the program running
--reference
 -R
null Reference sequence
--sharded-output
false For tools that write an output, write the output in multiple pieces (shards)
--spark-master
local[*] URL of the Spark Master to submit jobs to when using the Spark pipeline runner.
--version
false display the version number for this tool
Optional Common Arguments
--disable-read-filter
 -DF
[] Read filters to be disabled before analysis
--disable-tool-default-read-filters
false Disable all tool default read filters (WARNING: many tools will not function correctly without their default read filters on)
--exclude-intervals
 -XL
[] One or more genomic intervals to exclude from processing
--gatk-config-file
null A configuration file to use with the GATK.
--input
 -I
[] BAM/SAM/CRAM file containing reads
--interval-exclusion-padding
 -ixp
0 Amount of padding (in bp) to add to each interval you are excluding.
--interval-padding
 -ip
0 Amount of padding (in bp) to add to each interval you are including.
--interval-set-rule
 -isr
UNION Set merging approach to use for combining interval inputs
--QUIET
false Whether to suppress job-summary info on System.err.
--read-filter
 -RF
[] Read filters to be applied before analysis
--read-index
[] Indices to use for the read inputs. If specified, an index must be provided for every read input and in the same order as the read inputs. If this argument is not specified, the path to the index for each input will be inferred automatically.
--read-validation-stringency
 -VS
SILENT Validation stringency for all SAM/BAM/CRAM/SRA files read by this program. The default stringency value SILENT can improve performance when processing a BAM file in which variable-length data (read, qualities, tags) do not otherwise need to be decoded.
--TMP_DIR
[] Undocumented option
--use-jdk-deflater
 -jdk-deflater
false Whether to use the JdkDeflater (as opposed to IntelDeflater)
--use-jdk-inflater
 -jdk-inflater
false Whether to use the JdkInflater (as opposed to IntelInflater)
--verbosity
INFO Control verbosity of logging.
Advanced Arguments
--showHidden
false display hidden arguments

Argument details

Arguments in this list are specific to this tool. Keep in mind that other arguments are available that are shared with other tools (e.g. command-line GATK arguments); see Inherited arguments above.


--arguments_file / NA

read one or more arguments files and add them to the command line

List[File]  []


--bam-partition-size / NA

maximum number of bytes to read from a file into each partition of reads. Setting this higher will result in fewer partitions. Note that this will not be equal to the size of the partition in memory. Defaults to 0, which uses the default split size (determined by the Hadoop input format, typically the size of one HDFS block).

long  0  [ [ -∞  ∞ ] ]


--conf / -conf

spark properties to set on the spark context in the format =

List[String]  []


--disable-read-filter / -DF

Read filters to be disabled before analysis

List[String]  []


--disable-sequence-dictionary-validation / -disable-sequence-dictionary-validation

If specified, do not check the sequence dictionaries from our inputs for compatibility. Use at your own risk!

boolean  false


--disable-tool-default-read-filters / -disable-tool-default-read-filters

Disable all tool default read filters (WARNING: many tools will not function correctly without their default read filters on)

boolean  false


--exclude-intervals / -XL

One or more genomic intervals to exclude from processing
Use this argument to exclude certain parts of the genome from the analysis (like -L, but the opposite). This argument can be specified multiple times. You can use samtools-style intervals either explicitly on the command line (e.g. -XL 1 or -XL 1:100-200) or by loading in a file containing a list of intervals (e.g. -XL myFile.intervals).

List[String]  []


--gatk-config-file / NA

A configuration file to use with the GATK.

String  null


--gcs-max-retries / -gcs-retries

If the GCS bucket channel errors out, how many times it will attempt to re-initiate the connection

int  20  [ [ -∞  ∞ ] ]


--help / -h

display the help message

boolean  false


--input / -I

BAM/SAM/CRAM file containing reads

List[String]  []


--input-file-glob / NA

optional wildcard glob to subset files in the input directory to copy

String  *


--input-gcs-path / NA

input GCS file path (add trailing slash when specifying a directory)

R String  null


--interval-exclusion-padding / -ixp

Amount of padding (in bp) to add to each interval you are excluding.
Use this to add padding to the intervals specified using -XL. For example, '-XL 1:100' with a padding value of 20 would turn into '-XL 1:80-120'. This is typically used to add padding around targets when analyzing exomes.

int  0  [ [ -∞  ∞ ] ]


--interval-merging-rule / -imr

Interval merging rule for abutting intervals
By default, the program merges abutting intervals (i.e. intervals that are directly side-by-side but do not actually overlap) into a single continuous interval. However you can change this behavior if you want them to be treated as separate intervals instead.

The --interval-merging-rule argument is an enumerated type (IntervalMergingRule), which can have one of the following values:

ALL
OVERLAPPING_ONLY

IntervalMergingRule  ALL


--interval-padding / -ip

Amount of padding (in bp) to add to each interval you are including.
Use this to add padding to the intervals specified using -L. For example, '-L 1:100' with a padding value of 20 would turn into '-L 1:80-120'. This is typically used to add padding around targets when analyzing exomes.

int  0  [ [ -∞  ∞ ] ]


--interval-set-rule / -isr

Set merging approach to use for combining interval inputs
By default, the program will take the UNION of all intervals specified using -L and/or -XL. However, you can change this setting for -L, for example if you want to take the INTERSECTION of the sets instead. E.g. to perform the analysis only on chromosome 1 exomes, you could specify -L exomes.intervals -L 1 --interval-set-rule INTERSECTION. However, it is not possible to modify the merging approach for intervals passed using -XL (they will always be merged using UNION). Note that if you specify both -L and -XL, the -XL interval set will be subtracted from the -L interval set.

The --interval-set-rule argument is an enumerated type (IntervalSetRule), which can have one of the following values:

UNION
Take the union of all intervals
INTERSECTION
Take the intersection of intervals (the subset that overlaps all intervals specified)

IntervalSetRule  UNION


--intervals / -L

One or more genomic intervals over which to operate

List[String]  []


--num-reducers / NA

For tools that shuffle data or write an output, sets the number of reducers. Defaults to 0, which gives one partition per 10MB of input.

int  0  [ [ -∞  ∞ ] ]


--output-hdfs-directory / NA

output directory on HDFS to into which to transfer the data (will be created by the tool)

R String  null


--program-name / NA

Name of the program running

String  null


--QUIET / NA

Whether to suppress job-summary info on System.err.

Boolean  false


--read-filter / -RF

Read filters to be applied before analysis

List[String]  []


--read-index / -read-index

Indices to use for the read inputs. If specified, an index must be provided for every read input and in the same order as the read inputs. If this argument is not specified, the path to the index for each input will be inferred automatically.

List[String]  []


--read-validation-stringency / -VS

Validation stringency for all SAM/BAM/CRAM/SRA files read by this program. The default stringency value SILENT can improve performance when processing a BAM file in which variable-length data (read, qualities, tags) do not otherwise need to be decoded.

The --read-validation-stringency argument is an enumerated type (ValidationStringency), which can have one of the following values:

STRICT
LENIENT
SILENT

ValidationStringency  SILENT


--reference / -R

Reference sequence

String  null


--sharded-output / NA

For tools that write an output, write the output in multiple pieces (shards)

boolean  false


--showHidden / -showHidden

display hidden arguments

boolean  false


--spark-master / NA

URL of the Spark Master to submit jobs to when using the Spark pipeline runner.

String  local[*]


--TMP_DIR / NA

Undocumented option

List[File]  []


--use-jdk-deflater / -jdk-deflater

Whether to use the JdkDeflater (as opposed to IntelDeflater)

boolean  false


--use-jdk-inflater / -jdk-inflater

Whether to use the JdkInflater (as opposed to IntelInflater)

boolean  false


--verbosity / -verbosity

Control verbosity of logging.

The --verbosity argument is an enumerated type (LogLevel), which can have one of the following values:

ERROR
WARNING
INFO
DEBUG

LogLevel  INFO


--version / NA

display the version number for this tool

boolean  false


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GATK version 4.0.4.0 built at 23-40-2018 11:40:56.