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* sequila.py * Latest fixes * Adding CI/CD for sequila.py
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{ | ||
"cells": [ | ||
{ | ||
"cell_type": "markdown", | ||
"metadata": {}, | ||
"source": [ | ||
"import os\n", | ||
"os.getcwd()\n", | ||
"import sys\n", | ||
"sys.path.append(\"/Users/marek/.virtualenvs/bdg-sequila/lib/python3.7/site-packages\")\n", | ||
"sys.path.append(\"/Users/marek/git/forks/bdg-sequila/python\")" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": 10, | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"import findspark\n", | ||
"from pyspark.sql import SparkSession, DataFrame, SQLContext\n", | ||
"findspark.init()" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"from pyspark.sql import SparkSession\n", | ||
"spark = SparkSession \\\n", | ||
".builder \\\n", | ||
".config('spark.ui.enabled','false') \\\n", | ||
".config('spark.driver.memory','2g') \\\n", | ||
".config('spark.driver.bindAddress', 'localhost') \\\n", | ||
".config('spark.driver.host', 'localhost') \\\n", | ||
".appName('SeQuiLa') \\\n", | ||
".config('spark.jars','/Users/marek/git/forks/bdg-sequila/target/scala-2.11/bdg-sequila-assembly-0.5.6-spark-2.4.3.jar') \\\n", | ||
".getOrCreate()" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"#config paths\n", | ||
"bamPath = '/Users/marek/git/forks/bdg-sequila/src/test/resources/NA12878.slice.bam'\n", | ||
"vcfPath = '/Users/marek/git/forks/bdg-sequila/src/test/resources/vcf/test.vcf'" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": 12, | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"#register sequila.py\n", | ||
"from sequila import SequilaSession\n", | ||
"ss = SequilaSession(spark)" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": 13, | ||
"metadata": {}, | ||
"outputs": [ | ||
{ | ||
"data": { | ||
"text/plain": [ | ||
"DataFrame[]" | ||
] | ||
}, | ||
"execution_count": 13, | ||
"metadata": {}, | ||
"output_type": "execute_result" | ||
} | ||
], | ||
"source": [ | ||
"# create table\n", | ||
"tableNameBAM = 'test'\n", | ||
"ss.sql(f'CREATE TABLE {tableNameBAM} \\\n", | ||
"USING org.biodatageeks.datasources.BAM.BAMDataSource \\\n", | ||
"OPTIONS(path \"{bamPath}\")')" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": 14, | ||
"metadata": {}, | ||
"outputs": [ | ||
{ | ||
"name": "stdout", | ||
"output_type": "stream", | ||
"text": [ | ||
"+--------+----------+-----+---+-----+----+--------------------+--------------------+-----+----------+---------+\n", | ||
"|sampleId|contigName|start|end|cigar|mapq| baseq| sequence|flags|materefind|SAMRecord|\n", | ||
"+--------+----------+-----+---+-----+----+--------------------+--------------------+-----+----------+---------+\n", | ||
"| NA12878| chr1| 34|109| 76M| 2|ACCCADEFFECEFGGFD...|CCCTAACCCTAACCCTA...| 99| 1| null|\n", | ||
"+--------+----------+-----+---+-----+----+--------------------+--------------------+-----+----------+---------+\n", | ||
"\n" | ||
] | ||
} | ||
], | ||
"source": [ | ||
"# query table\n", | ||
"ss.sql(f\"SELECT * FROM {tableNameBAM} LIMIT 1\").show()" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": 15, | ||
"metadata": {}, | ||
"outputs": [ | ||
{ | ||
"name": "stdout", | ||
"output_type": "stream", | ||
"text": [ | ||
"+--------+---------+-----------+\n", | ||
"|database|tableName|isTemporary|\n", | ||
"+--------+---------+-----------+\n", | ||
"| default| test| false|\n", | ||
"+--------+---------+-----------+\n", | ||
"\n", | ||
"+--------+----------+-----+---+-----+----+--------------------+--------------------+-----+----------+---------+\n", | ||
"|sampleId|contigName|start|end|cigar|mapq| baseq| sequence|flags|materefind|SAMRecord|\n", | ||
"+--------+----------+-----+---+-----+----+--------------------+--------------------+-----+----------+---------+\n", | ||
"| NA12878| chr1| 34|109| 76M| 2|ACCCADEFFECEFGGFD...|CCCTAACCCTAACCCTA...| 99| 1| null|\n", | ||
"+--------+----------+-----+---+-----+----+--------------------+--------------------+-----+----------+---------+\n", | ||
"\n" | ||
] | ||
} | ||
], | ||
"source": [ | ||
"ss.sql(\"show tables\").show()\n", | ||
"ss.sql(f\"SELECT * FROM {tableNameBAM} LIMIT 1\").show()" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": 16, | ||
"metadata": {}, | ||
"outputs": [ | ||
{ | ||
"name": "stdout", | ||
"output_type": "stream", | ||
"text": [ | ||
"+----------+-----+---+--------+\n", | ||
"|contigName|start|end|coverage|\n", | ||
"+----------+-----+---+--------+\n", | ||
"| chr1| 34| 34| 1|\n", | ||
"| chr1| 35| 35| 2|\n", | ||
"| chr1| 36| 37| 3|\n", | ||
"| chr1| 38| 40| 4|\n", | ||
"| chr1| 41| 49| 5|\n", | ||
"+----------+-----+---+--------+\n", | ||
"\n" | ||
] | ||
} | ||
], | ||
"source": [ | ||
"ss.sql(f\"SELECT * FROM bdg_coverage('{tableNameBAM}','NA12878', 'blocks') LIMIT 5\").show()" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": 17, | ||
"metadata": {}, | ||
"outputs": [ | ||
{ | ||
"data": { | ||
"text/plain": [ | ||
"DataFrame[]" | ||
] | ||
}, | ||
"execution_count": 17, | ||
"metadata": {}, | ||
"output_type": "execute_result" | ||
} | ||
], | ||
"source": [ | ||
"tableNameVCF = 'test_vcf'\n", | ||
"ss.sql(f'CREATE TABLE {tableNameVCF} \\\n", | ||
"USING org.biodatageeks.datasources.VCF.VCFDataSource \\\n", | ||
"OPTIONS(path \"{vcfPath}\")')" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": 18, | ||
"metadata": {}, | ||
"outputs": [ | ||
{ | ||
"name": "stdout", | ||
"output_type": "stream", | ||
"text": [ | ||
"+------+-----+-----+-----+---------+---+---+----+------+--------------------+---+---+---+-----+---------+\n", | ||
"|contig| pos|start| stop| id|ref|alt|qual|filter| info| gt| gq| dp| hq|sample_id|\n", | ||
"+------+-----+-----+-----+---------+---+---+----+------+--------------------+---+---+---+-----+---------+\n", | ||
"| 20|14370|14369|14370|rs6054257| G| A| 29| PASS|[ns -> 3, db -> D...|0|0| 48| 1|51,51| NA00001|\n", | ||
"| 20|14370|14369|14370|rs6054257| G| A| 29| PASS|[ns -> 3, db -> D...|1|0| 48| 8|51,51| NA00002|\n", | ||
"| 20|14370|14369|14370|rs6054257| G| A| 29| PASS|[ns -> 3, db -> D...|1/1| 43| 5| .,.| NA00003|\n", | ||
"| 20|17330|17329|17330| .| T| A| 3| q10|[ns -> 3, dp -> 1...|0|0| 49| 3|58,50| NA00001|\n", | ||
"| 20|17330|17329|17330| .| T| A| 3| q10|[ns -> 3, dp -> 1...|0|1| 3| 5| 65,3| NA00002|\n", | ||
"+------+-----+-----+-----+---------+---+---+----+------+--------------------+---+---+---+-----+---------+\n", | ||
"\n" | ||
] | ||
} | ||
], | ||
"source": [ | ||
"ss.sql(f\"SELECT * FROM {tableNameVCF} LIMIT 5\").show()" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": 8, | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"ss.stop()" | ||
] | ||
} | ||
], | ||
"metadata": { | ||
"kernelspec": { | ||
"display_name": "bdg-sequila", | ||
"language": "python", | ||
"name": "bdg-sequila" | ||
}, | ||
"language_info": { | ||
"codemirror_mode": { | ||
"name": "ipython", | ||
"version": 3 | ||
}, | ||
"file_extension": ".py", | ||
"mimetype": "text/x-python", | ||
"name": "python", | ||
"nbconvert_exporter": "python", | ||
"pygments_lexer": "ipython3", | ||
"version": "3.6.8" | ||
} | ||
}, | ||
"nbformat": 4, | ||
"nbformat_minor": 2 | ||
} |
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name: sequila | ||
dependencies: | ||
- python=3.7 | ||
- pytest | ||
- pip | ||
- pip: | ||
- findspark | ||
- pyspark==2.4.3 | ||
- setuptools==41.2.0 # Python packaging | ||
- typeguard==2.5.0 | ||
- twine==2.0.0 # Pypi publishing |
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from sequila.sequila import * |
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from pyspark.sql import SparkSession | ||
from typeguard import check_argument_types | ||
|
||
|
||
def register(session: SparkSession): | ||
""" | ||
register(session) | ||
Register SQL extensions for a Spark session. | ||
:param session: Spark session | ||
""" | ||
assert check_argument_types() | ||
sparkSession = session._jvm.org.apache.spark.sql.SparkSession.builder().enableHiveSupport().getOrCreate() | ||
ss = session._jvm.org.apache.spark.sql.SequilaSession(sparkSession) | ||
session._jvm.org.biodatageeks.utils.SequilaRegister.register(ss) | ||
session._jvm.org.biodatageeks.utils.UDFRegister.register(ss) | ||
return | ||
|
||
|
||
class SequilaSession (SparkSession): | ||
def __init__(self, session: SparkSession, jsparkSession=None): | ||
"""Creates a new SequilaSession. | ||
""" | ||
ss = session._jvm.org.apache.spark.sql.SequilaSession(session._jsparkSession) | ||
session._jvm.org.biodatageeks.utils.SequilaRegister.register(ss) | ||
session._jvm.org.biodatageeks.utils.UDFRegister.register(ss) | ||
session._jvm.SequilaSession.setDefaultSession(ss) | ||
sequilaSession = SequilaSession._instantiatedSession | ||
from pyspark.sql.context import SQLContext | ||
self._sc = sequilaSession._sc | ||
self._jsc = self._sc._jsc | ||
self._jvm = session._jvm | ||
if jsparkSession is None: | ||
if self._jvm.SequilaSession.getDefaultSession().isDefined() \ | ||
and not self._jvm.SequilaSession.getDefaultSession().get() \ | ||
.sparkContext().isStopped(): | ||
jsparkSession = self._jvm.SequilaSession.getDefaultSession().get() | ||
else: | ||
jsparkSession = self._jvm.SequilaSession(self._jsc.sc()) | ||
self._jsparkSession = jsparkSession | ||
self._jwrapped = self._jsparkSession.sqlContext() | ||
self._wrapped = SQLContext(self._sc, self, self._jwrapped) | ||
if SequilaSession._instantiatedSession is None \ | ||
or SequilaSession._instantiatedSession._sc._jsc is None: | ||
SequilaSession._instantiatedSession = self | ||
self._jvm.SparkSession.setDefaultSession(self._jsparkSession) |
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from setuptools import setup | ||
|
||
setup( | ||
name='sequila.py', | ||
version='0.1.0', | ||
packages=['sequila'], | ||
install_requires=[ | ||
'typeguard==2.5.0', | ||
'pyspark==2.4.3', | ||
'findspark' | ||
], | ||
author='biodatageeks.org', | ||
description='A SQL-based solution for large-scale genomic analysis', | ||
long_description=open('README.rst').read(), | ||
long_description_content_type='text/x-rst', | ||
license='Apache License 2.0', | ||
classifiers=[ | ||
'Intended Audience :: Developers', | ||
'Programming Language :: Python :: 3.6', | ||
], | ||
url='https://github.com/ZSI-Bio/bdg-sequila' | ||
) |