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new:usr:SDK-415:Adding a spark command example #328
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,115 @@ | ||
| """ | ||
| This is a sample code used for submitting a Spark script (SparkCommand) and getting the result. | ||
| """ | ||
|
|
||
| from qds_sdk.qubole import Qubole | ||
| from qds_sdk.commands import SparkCommand | ||
| import time | ||
|
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|
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| 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) | ||
|
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| 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 | ||
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| def execute_query(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 == "": | ||
| print("script cannot be None or empty") | ||
| return None | ||
|
|
||
| if not language: | ||
| print("language cannot be None or empty") | ||
| return | ||
|
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| if language in ["command_line"]: | ||
| # A Shell command needs to be invoked in this fashion | ||
| cmd = SparkCommand.create(label=cluster_label, cmdline=cmd_to_run, arguments=arguments, | ||
| user_program_arguments=user_program_arguments) | ||
| elif language == "sql": | ||
| # A SQL command needs to be invoked in this fashion | ||
| cmd = SparkCommand.create(label=cluster_label, sql=cmd_to_run, arguments=arguments) | ||
| else: | ||
| # 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) | ||
|
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||
| while not SparkCommand.is_done(cmd.status): | ||
| print("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: | ||
| print("\nCommand Executed: Failed!!!. The status returned is: {}".format(cmd.status)) | ||
| print(cmd.get_log()) | ||
| return cmd | ||
|
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|
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| def get_results(command): | ||
| """ | ||
| A helper method to get the results | ||
| :param command: | ||
| :return: | ||
| """ | ||
| if command is None: | ||
| return None | ||
|
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| results_file_name = get_results_filename(command.id) | ||
| fp = open(results_file_name, 'w') | ||
|
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| command.get_results(fp, delim="\n") | ||
| print("results are written to {}".format(results_file_name)) | ||
|
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| 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='<auth_token>') | ||
|
|
||
| filename = "<your script location>" | ||
| user_program_arguments = None # arguments for your script | ||
| arguments = None # spark configuration for your program for ex : "--conf spark.executor.memory=1024M" | ||
| cluster_label = "<your cluster label>" # the cluster on which the command will run | ||
|
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||
| # 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 = get_content(filename) | ||
| command = execute_query(cluster_label, script, "python", user_program_arguments=user_program_arguments, | ||
| arguments=arguments) | ||
| get_results(command) | ||
|
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||
| # Running a SQL command | ||
| script = "show tables" | ||
| command = execute_query(cluster_label, script, "sql", arguments=arguments) | ||
| get_results(command) | ||
|
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||
| # 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_query(cluster_label, script, "command_line", arguments=arguments) | ||
| get_results(command) | ||
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