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Adding query generator to test table equivalence
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Adding TableEquivalenceQueryGenerator which generates sets of queries
that can be executed to test whether two tables contain equivalent data.
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mtlynch committed Dec 22, 2015
1 parent 125ca84 commit d30cdc0
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121 changes: 121 additions & 0 deletions bigsanity/query_construct.py
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# Copyright 2015 Measurement Lab
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.

import datetime
import re

import constants
import table_names


def _construct_equivalence_query(tables, conditions):
"""Constructs BigQuery SQL to be used in a table equivalence check.
Args:
tables: A list of BigQuery table names to query.
conditions: A list of BigQuery WHERE clauses to apply to the query.
Returns:
A BigQuery SQL query corresponding to the provided parameters.
"""
return """
SELECT
test_id
FROM
{tables}
WHERE
{conditions}
ORDER BY
test_id""".format(tables=',\n\t'.join(tables),
conditions='\n AND '.join(conditions)).strip()


def _format_project_condition(project):
return 'project = %d' % project


def _to_unix_timestamp(dt):
"""Converts a datetime to Unix timestamp."""
return int((dt - datetime.datetime(1970, 1, 1)).total_seconds())


def _to_human_readable_date(dt):
"""Converts a datetime to a human readable date of the form YYYY-MM-DD."""
return dt.strftime('%Y-%m-%d')


def _project_has_intermediate_snapshots(project):
# TODO(mtlynch): This should just be applied to all web100 projects, but
# there is currently a bug with SideStream where snapshots are
# incorrectly marked as intermediate snapshots.
return (project == constants.PROJECT_ID_NDT or
project == constants.PROJECT_ID_NPAD)


class TableEquivalenceQueryGenerator(object):
"""Generates queries to test the equivalence of two M-Lab tables."""

def __init__(self, project, time_range_start, time_range_end):
"""Creates a new TableEquivalenceQueryGenerator.
Args:
project: Numerical ID of M-Lab project in BigQuery (e.g. NDT = 0).
time_range_start: Start of window (inclusive) for which to generate
query (as datetime).
time_range_start: End of time window (not inclusive) for which to
generate query (as datetime).
"""
self._project = project
self._time_range_start = time_range_start
self._time_range_end = time_range_end

def generate_queries(self):
"""Generate two or more equivalance queries.
Generates two or more equivalence queries. That is, distinct queries
that should yield the exact same resulting data.
Returns:
A tuple of BigQuery SQL query strings.
"""
return (self._generate_legacy_per_month_query(),
self._generate_per_project_query())

def _generate_legacy_per_month_query(self):
conditions = []
conditions.append(_format_project_condition(self._project))
if _project_has_intermediate_snapshots(self._project):
conditions.append('web100_log_entry.is_last_entry = True')
conditions.append(self._format_time_range_condition())
tables = table_names.legacy_monthly_tables(self._time_range_start,
self._time_range_end)
return _construct_equivalence_query(tables, conditions)

def _generate_per_project_query(self):
tables = [table_names.per_project_table(self._project)]
conditions = [self._format_time_range_condition()]
return _construct_equivalence_query(tables, conditions)

def _format_time_range_condition(self):
start_time = _to_unix_timestamp(self._time_range_start)
start_time_human = _to_human_readable_date(self._time_range_start)
end_time = _to_unix_timestamp(self._time_range_end)
end_time_human = _to_human_readable_date(self._time_range_end)
return (
'((web100_log_entry.log_time >= {start_time}) AND\t-- {start_time_human}'
'\n\t (web100_log_entry.log_time < {end_time}))\t-- {end_time_human}'
).format(start_time=start_time,
start_time_human=start_time_human,
end_time=end_time,
end_time_human=end_time_human)

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