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PySpark Notebook から Treasure Data にクエリを投げる
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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"! \\\n", | |
"TD_SPARK_JAR_URL='https://s3.amazonaws.com/td-spark/td-spark-assembly-latest.jar'; \\\n", | |
"TD_SPARK_JAR_PATH=\"${SPARK_HOME}/jars/td-spark.jar\"; \\\n", | |
"[ -f \"${TD_SPARK_JAR_PATH}\" ] || wget ${TD_SPARK_JAR_URL} -O ${TD_SPARK_JAR_PATH}" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"! \\\n", | |
"TD_API_KEY='TD_API_KEY'; \\\n", | |
"SPARK_CONF_PATH=\"${SPARK_HOME}/conf/spark-defaults.conf\"; \\\n", | |
"[ -z $(grep spark.td.apikey ${SPARK_CONF_PATH} 2>/dev/null) ] && echo \"spark.td.apikey=${TD_API_KEY}\" >> ${SPARK_CONF_PATH}" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"from pyspark.context import SparkContext\n", | |
"from pyspark.sql.session import SparkSession\n", | |
"\n", | |
"sc = SparkContext()\n", | |
"spark = SparkSession(sc)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"+----+---------------+--------------------+--------------------+----+--------------------+----+------+----------+\n", | |
"|user| host| path| referer|code| agent|size|method| time|\n", | |
"+----+---------------+--------------------+--------------------+----+--------------------+----+------+----------+\n", | |
"|null| 224.225.147.72|/category/books?f...| /item/games/2018| 200|Mozilla/4.0 (comp...| 135| GET|1412377189|\n", | |
"|null|136.204.225.125| /category/health| /category/games| 200|Mozilla/5.0 (comp...| 136| GET|1412377179|\n", | |
"|null| 32.57.104.68| /category/office| /category/computers| 200|Mozilla/5.0 (comp...| 113| GET|1412377169|\n", | |
"|null| 144.138.86.216| /category/software| -| 200|Mozilla/4.0 (comp...| 135| GET|1412377158|\n", | |
"|null| 200.69.132.222| /item/software/1166| -| 200|Mozilla/5.0 (Wind...| 47| GET|1412377148|\n", | |
"|null| 200.81.68.44| /category/cameras|/category/electro...| 200|Mozilla/5.0 (comp...| 81| GET|1412377137|\n", | |
"|null| 44.90.70.114| /category/office| -| 200|Mozilla/5.0 (Wind...| 68| GET|1412377127|\n", | |
"|null| 108.75.69.24|/category/electro...| -| 200|Mozilla/5.0 (comp...| 40| GET|1412377117|\n", | |
"|null| 216.177.45.198| /category/toys| /item/books/3472| 200|Mozilla/5.0 (iPho...| 62| GET|1412377106|\n", | |
"|null|184.189.183.181| /category/cameras|/item/giftcards/3836| 200|Mozilla/4.0 (comp...| 133| GET|1412377096|\n", | |
"+----+---------------+--------------------+--------------------+----+--------------------+----+------+----------+\n", | |
"\n" | |
] | |
} | |
], | |
"source": [ | |
"df = spark.read.format(\"com.treasuredata.spark\") \\\n", | |
" .options(sql=\"SELECT * FROM www_access LIMIT 10\", engine=\"presto\") \\\n", | |
" .load(\"sample_datasets\")\n", | |
"df.show()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "Python 3", | |
"language": "python", | |
"name": "python3" | |
}, | |
"language_info": { | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 3 | |
}, | |
"file_extension": ".py", | |
"mimetype": "text/x-python", | |
"name": "python", | |
"nbconvert_exporter": "python", | |
"pygments_lexer": "ipython3", | |
"version": "3.6.5" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 2 | |
} |
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