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bigquery: add simple benchmark (#4273)
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# BigQuery Benchmark | ||
This directory contains benchmarks for BigQuery client. | ||
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## Usage | ||
`python benchmark.py queries.json` | ||
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BigQuery service caches requests so the benchmark should be run | ||
at least twice, disregarding the first result. |
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from google.cloud import bigquery | ||
from datetime import datetime | ||
import json | ||
import sys | ||
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if len(sys.argv) < 2: | ||
raise Exception('need query file, usage: python {0} <queries.json>'.format(sys.argv[0])) | ||
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with open(sys.argv[1], 'r') as f: | ||
queries = json.loads(f.read()) | ||
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client = bigquery.Client() | ||
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for query in queries: | ||
start_time = datetime.now() | ||
job = client.query(query) | ||
rows = job.result() | ||
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num_rows = 0 | ||
num_cols = None | ||
first_byte_time = None | ||
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for row in rows: | ||
if num_rows == 0: | ||
num_cols = len(row) | ||
first_byte_time = datetime.now() - start_time | ||
elif num_cols != len(row): | ||
raise Exception('found {0} columsn, expected {1}'.format(len(row), num_cols)) | ||
num_rows += 1 | ||
total_time = datetime.now() - start_time | ||
print "query {0}: {1} rows, {2} cols, first byte {3} sec, total {4} sec"\ | ||
.format(query, num_rows, num_cols, first_byte_time.total_seconds(), total_time.total_seconds()) |
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[ | ||
"SELECT * FROM `nyc-tlc.yellow.trips` LIMIT 10000", | ||
"SELECT * FROM `nyc-tlc.yellow.trips` LIMIT 100000", | ||
"SELECT * FROM `nyc-tlc.yellow.trips` LIMIT 1000000", | ||
"SELECT title FROM `bigquery-public-data.samples.wikipedia` ORDER BY title LIMIT 1000", | ||
"SELECT title, id, timestamp, contributor_ip FROM `bigquery-public-data.samples.wikipedia` WHERE title like 'Blo%' ORDER BY id", | ||
"SELECT * FROM `bigquery-public-data.baseball.games_post_wide` ORDER BY gameId", | ||
"SELECT * FROM `bigquery-public-data.samples.github_nested` WHERE repository.has_downloads ORDER BY repository.created_at LIMIT 10000", | ||
"SELECT repo_name, path FROM `bigquery-public-data.github_repos.files` WHERE path LIKE '%.java' ORDER BY id LIMIT 1000000" | ||
] |