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new:usr:SDK-415:Adding a spark command example #328

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99 changes: 99 additions & 0 deletions example/qds_spark_python_example.py
Original file line number Diff line number Diff line change
@@ -0,0 +1,99 @@
"""
The following code example submits a Spark program written in either Scala, Python or R using SparkCommand
command type.
The input program/script is made available using a local file path and the results are written to a temporary file.
"""
import logging

from qds_sdk.qubole import Qubole
from qds_sdk.commands import SparkCommand
import time


def get_results_filename(command_id):
"""
A helper method to generate a file name to write the downloaded result
:param command_id:
:return:
"""
return "/tmp/result_{}.tsv".format(command_id)


def get_content(script_file_path):
"""
Helper method to read a script file in the given location.
:param script_file_path:
:return:
"""
with open(script_file_path, 'r') as content_file:
content = content_file.read()
return content


def execute_script(cluster_label, cmd_to_run, language, user_program_arguments=None, arguments=None):
"""
Helper method to execute a script
:param cluster_label:
:param cmd_to_run:
:param language:
:param user_program_arguments:
:param arguments:
:return:
"""
if script is None or script == "":
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raise RuntimeError("script to be executed cannot be None or empty")

if not language:
raise RuntimeError("Language is a mandatory parameter. Please set the correct language for your script.")

# A python, R or scala command needs to be invoked in this fashion.
cmd = SparkCommand.create(label=cluster_label, program=cmd_to_run, language=language, arguments=arguments,
user_program_arguments=user_program_arguments)

while not SparkCommand.is_done(cmd.status):
logging.info("Waiting for completion of command : {}".format(cmd.id))
cmd = SparkCommand.find(cmd.id)
time.sleep(5)

if SparkCommand.is_success(cmd.status):
logging.info("\nCommand Executed: Completed successfully")
else:
raise RuntimeError("Command {} has failed. The following are the command logs {}".format(cmd.id, cmd.get_log()))
return cmd


def get_results(command):
"""
A helper method to get the results
:param command:
:return:
"""
if not command:
raise RuntimeError("Command cannot be None. Please provide a valid SparkCommand object")

results_file_name = get_results_filename(command.id)
fp = open(results_file_name, 'w')

command.get_results(fp, delim="\n")
logging.info("results are written to {}".format(results_file_name))


if __name__ == '__main__':
# Set the API token. If you are using any other environment other then api.qubole.com then set api_url to that url
# as <env_url>/api
Qubole.configure(api_token='<api_token>')
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# the following are mandatory parameters while submitting the SparkCommand
cluster_label = "<your cluster label>" # the label of the cluster on which the command will run
filename = "<path to the local script file containing Spark program>"
script_language = "<Set the language of the script here>" # Script language.. Python, R or scala
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# the following are optional parameters that can be supplied to a SparCommand
user_program_arguments = None # arguments for your script
arguments = None # spark configuration for your program for ex : "--conf spark.executor.memory=1024M"

# read the content of the script file into a variable.
script = get_content(filename)
command = execute_script(cluster_label, script, script_language, user_program_arguments=user_program_arguments,
arguments=arguments)
get_results(command)
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101 changes: 101 additions & 0 deletions example/qds_spark_scala_inline_example.py
Original file line number Diff line number Diff line change
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"""
The following code example submits a Spark program written in either Scala, Python or R using SparkCommand
command type.
The input program/script is made available inline and the results are written to a temporary file.
"""
import logging

from qds_sdk.qubole import Qubole
from qds_sdk.commands import SparkCommand
import time


def get_results_filename(command_id):
"""
A helper method to generate a file name to write the downloaded result
:param command_id:
:return:
"""
return "/tmp/result_{}.tsv".format(command_id)


def execute_script(cluster_label, cmd_to_run, language, user_program_arguments=None, arguments=None):
"""
Helper method to execute a script
:param cluster_label:
:param cmd_to_run:
:param language:
:param user_program_arguments:
:param arguments:
:return:
"""
if script is None or script == "":
raise RuntimeError("script cannot be None or empty")

if not language:
raise RuntimeError("Language is a mandatory parameter. Please set the correct language for your script.")

# A python, R or scala command needs to be invoked in this fashion.
cmd = SparkCommand.create(label=cluster_label, program=cmd_to_run, language=language, arguments=arguments,
user_program_arguments=user_program_arguments)

while not SparkCommand.is_done(cmd.status):
logging.info("Waiting for completion of command : {}".format(cmd.id))
cmd = SparkCommand.find(cmd.id)
time.sleep(5)

if SparkCommand.is_success(cmd.status):
logging.info("\nCommand Executed: Completed successfully")
else:
raise RuntimeError("Command {} has failed. The following are the command logs {}".format(cmd.id, cmd.get_log()))
return cmd


def get_results(command):
"""
A helper method to get the results
:param command:
:return:
"""
if not command:
raise RuntimeError("command cannot be None. Please provide a valid SparkCommand object")

results_file_name = get_results_filename(command.id)
fp = open(results_file_name, 'w')

command.get_results(fp, delim="\n")
logging.info("results are written to {}".format(results_file_name))


if __name__ == '__main__':
# Set the API token. If you are using any other environment other then api.qubole.com then set api_url to that url
# as <env_url>/api
Qubole.configure(api_token='<api_token>')

# the following are mandatory parameters while submitting the SparkCommand
cluster_label = "<your cluster label>" # the label of the cluster on which the command will run
script_language = "scala" # Script language.. Python, R or scala

# the following are optional parameters that can be supplied to a SparCommand
user_program_arguments = None # arguments for your script
arguments = None # spark configuration for your program for ex : "--conf spark.executor.memory=1024M"

# Running a python command. In case of scala or R get the script content and then set the langauage field to scala
# or R as required
script = """
import org.apache.spark.sql.SparkSession

object TestMergeBucketIdScenarios {
def main(args: Array[String]): Unit = {
val spark = SparkSession.builder().appName("Spark Example").getOrCreate()
val sampleData = Seq(("John" ,19), ("Smith", 29),("Adam", 35),("Henry", 50))

import spark.implicits._
val dataFrame = sampleData.toDF("name", "age")
val output = dataFrame.select("name").where("age < 30").collect
output.foreach(println)
}
}"""
command = execute_script(cluster_label, script, script_language, user_program_arguments=user_program_arguments,
arguments=arguments)
get_results(command)
76 changes: 76 additions & 0 deletions example/qds_spark_shell_command_example.py
Original file line number Diff line number Diff line change
@@ -0,0 +1,76 @@
"""
This is a sample code used for submitting a Shell script as a SparkCommand on a spark Cluster and getting the result.
"""
import logging

from qds_sdk.qubole import Qubole
from qds_sdk.commands import SparkCommand
import time


def get_results_filename(command_id):
"""
A helper method to generate a file name to write the downloaded result
:param command_id:
:return:
"""
return "/tmp/result_{}.tsv".format(command_id)


def execute_spark_shell_command(cluster_label, cmd_to_run):
"""
Helper method to execute a script
:param cluster_label:
:param cmd_to_run:
:return:
"""
if cmd_to_run is None or cmd_to_run == "":
raise RuntimeError("command to be executed cannot be None or empty")

# A Shell command needs to be invoked in this fashion
cmd = SparkCommand.create(label=cluster_label, cmdline=cmd_to_run)

while not SparkCommand.is_done(cmd.status):
logging.info("Waiting for completion of command : {}".format(cmd.id))
cmd = SparkCommand.find(cmd.id)
time.sleep(5)

if SparkCommand.is_success(cmd.status):
logging.info("\nCommand Executed: Completed successfully")
else:
raise RuntimeError("Command {} has failed. The following are the command logs {}".format(cmd.id, cmd.get_log()))
return cmd


def get_results(command):
"""
A helper method to get the results
:param command:
:return:
"""
if not command:
raise RuntimeError("command cannot be None. Please provide a valid SparkCommand object")

results_file_name = get_results_filename(command.id)
fp = open(results_file_name, 'w')

command.get_results(fp, delim="\n")
logging.info("results are written to {}".format(results_file_name))


if __name__ == '__main__':
# Set the API token. If you are using any other environment other then api.qubole.com then set api_url to that url
# as <env_url>/api
Qubole.configure(api_token='<api_token>')

# the following are mandatory parameters while submitting the SparkCommand
cluster_label = "<your cluster label>" # the label of the cluster on which the command will run

# the following are optional parameters that can be supplied to a SparCommand
arguments = None # spark configuration for your program for ex : "--conf spark.executor.memory=1024M"

# Running a shell command
script = "/usr/lib/spark/bin/spark-submit --class org.apache.spark.examples.SparkPi --master yarn " \
"--deploy-mode client /usr/lib/spark/spark-examples* 1"
command = execute_spark_shell_command(cluster_label, script)
get_results(command)
76 changes: 76 additions & 0 deletions example/qds_spark_sql_example.py
Original file line number Diff line number Diff line change
@@ -0,0 +1,76 @@
"""
This is a sample code used for submitting a SQL query as a SparkCommand and getting the result.
"""
import logging

from qds_sdk.qubole import Qubole
from qds_sdk.commands import SparkCommand
import time


def get_results_filename(command_id):
"""
A helper method to generate a file name to write the downloaded result
:param command_id:
:return:
"""
return "/tmp/result_{}.tsv".format(command_id)


def execute_sql_query(cluster_label, query, arguments=None):
"""
Helper method to execute a script
:param cluster_label:
:param query:
:param arguments:
:return:
"""
if query is None or query == "":
raise RuntimeError("Script to be executed cannot be None or empty")

# A SQL command needs to be invoked in this fashion
cmd = SparkCommand.create(label=cluster_label, sql=query, arguments=arguments)

while not SparkCommand.is_done(cmd.status):
logging.info("Waiting for completion of command : {}".format(cmd.id))
cmd = SparkCommand.find(cmd.id)
time.sleep(5)

if SparkCommand.is_success(cmd.status):
print("\nCommand Executed: Completed successfully")
else:
raise RuntimeError("Command {} has failed. The following are the command logs {}".format(cmd.id, cmd.get_log()))
return cmd


def get_results(command):
"""
A helper method to get the results
:param command:
:return:
"""
if not command:
raise RuntimeError("command cannot be None. Please provide a valid SparkCommand object")

results_file_name = get_results_filename(command.id)
fp = open(results_file_name, 'w')

command.get_results(fp, delim="\n")
logging.info("results are written to {}".format(results_file_name))


if __name__ == '__main__':
# Set the API token. If you are using any other environment other then api.qubole.com then set api_url to that url
# as <env_url>/api
Qubole.configure(api_token='<api_token>')

# the following are mandatory parameters while submitting the SparkCommand
cluster_label = "<your cluster label>" # the cluster on which the command will run

# the following are optional parameters that can be supplied to a SparCommand
arguments = None # spark configuration for your program for ex : "--conf spark.executor.memory=1024M"

# Running a SQL command
script = "show tables"
command = execute_sql_query(cluster_label, script, arguments=arguments)
get_results(command)