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127 lines
3.8 KiB
Markdown
127 lines
3.8 KiB
Markdown
---
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slug: /en/getting-started/example-datasets/amplab-benchmark
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sidebar_label: AMPLab Big Data Benchmark
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description: A benchmark dataset used for comparing the performance of data warehousing solutions.
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---
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# AMPLab Big Data Benchmark
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See https://amplab.cs.berkeley.edu/benchmark/
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Sign up for a free account at https://aws.amazon.com. It requires a credit card, email, and phone number. Get a new access key at https://console.aws.amazon.com/iam/home?nc2=h_m_sc#security_credential
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Run the following in the console:
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``` bash
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$ sudo apt-get install s3cmd
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$ mkdir tiny; cd tiny;
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$ s3cmd sync s3://big-data-benchmark/pavlo/text-deflate/tiny/ .
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$ cd ..
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$ mkdir 1node; cd 1node;
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$ s3cmd sync s3://big-data-benchmark/pavlo/text-deflate/1node/ .
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$ cd ..
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$ mkdir 5nodes; cd 5nodes;
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$ s3cmd sync s3://big-data-benchmark/pavlo/text-deflate/5nodes/ .
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$ cd ..
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```
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Run the following ClickHouse queries:
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``` sql
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CREATE TABLE rankings_tiny
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(
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pageURL String,
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pageRank UInt32,
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avgDuration UInt32
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) ENGINE = Log;
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CREATE TABLE uservisits_tiny
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(
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sourceIP String,
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destinationURL String,
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visitDate Date,
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adRevenue Float32,
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UserAgent String,
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cCode FixedString(3),
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lCode FixedString(6),
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searchWord String,
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duration UInt32
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) ENGINE = MergeTree(visitDate, visitDate, 8192);
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CREATE TABLE rankings_1node
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(
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pageURL String,
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pageRank UInt32,
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avgDuration UInt32
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) ENGINE = Log;
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CREATE TABLE uservisits_1node
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(
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sourceIP String,
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destinationURL String,
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visitDate Date,
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adRevenue Float32,
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UserAgent String,
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cCode FixedString(3),
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lCode FixedString(6),
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searchWord String,
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duration UInt32
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) ENGINE = MergeTree(visitDate, visitDate, 8192);
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CREATE TABLE rankings_5nodes_on_single
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(
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pageURL String,
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pageRank UInt32,
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avgDuration UInt32
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) ENGINE = Log;
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CREATE TABLE uservisits_5nodes_on_single
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(
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sourceIP String,
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destinationURL String,
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visitDate Date,
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adRevenue Float32,
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UserAgent String,
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cCode FixedString(3),
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lCode FixedString(6),
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searchWord String,
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duration UInt32
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) ENGINE = MergeTree(visitDate, visitDate, 8192);
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```
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Go back to the console:
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``` bash
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$ for i in tiny/rankings/*.deflate; do echo $i; zlib-flate -uncompress < $i | clickhouse-client --host=example-perftest01j --query="INSERT INTO rankings_tiny FORMAT CSV"; done
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$ for i in tiny/uservisits/*.deflate; do echo $i; zlib-flate -uncompress < $i | clickhouse-client --host=example-perftest01j --query="INSERT INTO uservisits_tiny FORMAT CSV"; done
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$ for i in 1node/rankings/*.deflate; do echo $i; zlib-flate -uncompress < $i | clickhouse-client --host=example-perftest01j --query="INSERT INTO rankings_1node FORMAT CSV"; done
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$ for i in 1node/uservisits/*.deflate; do echo $i; zlib-flate -uncompress < $i | clickhouse-client --host=example-perftest01j --query="INSERT INTO uservisits_1node FORMAT CSV"; done
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$ for i in 5nodes/rankings/*.deflate; do echo $i; zlib-flate -uncompress < $i | clickhouse-client --host=example-perftest01j --query="INSERT INTO rankings_5nodes_on_single FORMAT CSV"; done
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$ for i in 5nodes/uservisits/*.deflate; do echo $i; zlib-flate -uncompress < $i | clickhouse-client --host=example-perftest01j --query="INSERT INTO uservisits_5nodes_on_single FORMAT CSV"; done
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```
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Queries for obtaining data samples:
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``` sql
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SELECT pageURL, pageRank FROM rankings_1node WHERE pageRank > 1000
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SELECT substring(sourceIP, 1, 8), sum(adRevenue) FROM uservisits_1node GROUP BY substring(sourceIP, 1, 8)
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SELECT
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sourceIP,
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sum(adRevenue) AS totalRevenue,
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avg(pageRank) AS pageRank
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FROM rankings_1node ALL INNER JOIN
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(
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SELECT
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sourceIP,
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destinationURL AS pageURL,
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adRevenue
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FROM uservisits_1node
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WHERE (visitDate > '1980-01-01') AND (visitDate < '1980-04-01')
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) USING pageURL
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GROUP BY sourceIP
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ORDER BY totalRevenue DESC
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LIMIT 1
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```
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