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posthog/ee/clickhouse/sql/events.py
2020-10-26 09:18:11 -04:00

264 lines
6.5 KiB
Python

from ee.kafka_client.topics import KAFKA_EVENTS
from .clickhouse import KAFKA_COLUMNS, STORAGE_POLICY, kafka_engine, table_engine
DROP_EVENTS_TABLE_SQL = """
DROP TABLE events
"""
DROP_EVENTS_WITH_ARRAY_PROPS_TABLE_SQL = """
DROP TABLE events_with_array_props_view
"""
DROP_MAT_EVENTS_WITH_ARRAY_PROPS_TABLE_SQL = """
DROP TABLE events_with_array_props_mv
"""
DROP_MAT_EVENTS_PROP_TABLE_SQL = """
DROP TABLE events_properties_view
"""
EVENTS_TABLE = "events"
EVENTS_TABLE_BASE_SQL = """
CREATE TABLE {table_name}
(
uuid UUID,
event VARCHAR,
properties VARCHAR,
timestamp DateTime64(6, 'UTC'),
team_id Int64,
distinct_id VARCHAR,
elements_chain VARCHAR,
created_at DateTime64(6, 'UTC')
{extra_fields}
) ENGINE = {engine}
"""
EVENTS_TABLE_SQL = (
EVENTS_TABLE_BASE_SQL
+ """PARTITION BY toYYYYMM(timestamp)
ORDER BY (team_id, toDate(timestamp), distinct_id, uuid)
SAMPLE BY uuid
{storage_policy}
"""
).format(
table_name=EVENTS_TABLE,
engine=table_engine(EVENTS_TABLE, "_timestamp"),
extra_fields=KAFKA_COLUMNS,
storage_policy=STORAGE_POLICY,
)
KAFKA_EVENTS_TABLE_SQL = EVENTS_TABLE_BASE_SQL.format(
table_name="kafka_" + EVENTS_TABLE, engine=kafka_engine(topic=KAFKA_EVENTS), extra_fields=""
)
EVENTS_TABLE_MV_SQL = """
CREATE MATERIALIZED VIEW {table_name}_mv
TO {table_name}
AS SELECT
uuid,
event,
properties,
timestamp,
team_id,
distinct_id,
elements_chain,
created_at,
_timestamp,
_offset
FROM kafka_{table_name}
""".format(
table_name=EVENTS_TABLE
)
INSERT_EVENT_SQL = """
INSERT INTO events SELECT %(uuid)s, %(event)s, %(properties)s, %(timestamp)s, %(team_id)s, %(distinct_id)s, %(elements_chain)s, %(created_at)s, now(), 0
"""
GET_EVENTS_SQL = """
SELECT
ewap.uuid,
ewap.event,
ewap.properties,
ewap.timestamp,
ewap.team_id,
ewap.distinct_id,
ewap.elements_chain,
ewap.created_at
FROM events_with_array_props_view as ewap
"""
GET_EVENTS_BY_TEAM_SQL = """
SELECT
ewap.uuid,
ewap.event,
ewap.properties,
ewap.timestamp,
ewap.team_id,
ewap.distinct_id,
ewap.elements_chain,
ewap.created_at
FROM events_with_array_props_view as ewap WHERE team_id = %(team_id)s
"""
EVENTS_WITH_PROPS_TABLE_SQL = """
CREATE TABLE events_with_array_props_view
(
uuid UUID,
event VARCHAR,
properties VARCHAR,
timestamp DateTime64(6, 'UTC'),
team_id Int64,
distinct_id VARCHAR,
elements_chain VARCHAR,
created_at DateTime64,
array_property_keys Array(VARCHAR),
array_property_values Array(VARCHAR),
_timestamp UInt64,
_offset UInt64
) ENGINE = {engine}
PARTITION BY toYYYYMM(timestamp)
ORDER BY (team_id, toDate(timestamp), distinct_id, uuid)
SAMPLE BY uuid
{storage_policy}
""".format(
engine=table_engine("events_with_array_props_view", "_timestamp"), storage_policy=STORAGE_POLICY
)
MAT_EVENTS_WITH_PROPS_TABLE_SQL = """
CREATE MATERIALIZED VIEW events_with_array_props_mv
TO events_with_array_props_view
AS SELECT
uuid,
event,
properties,
timestamp,
team_id,
distinct_id,
elements_chain,
created_at,
arrayMap(k -> toString(k.1), JSONExtractKeysAndValuesRaw(properties)) array_property_keys,
arrayMap(k -> toString(k.2), JSONExtractKeysAndValuesRaw(properties)) array_property_values,
_timestamp,
_offset
FROM events
"""
MAT_EVENT_PROP_TABLE_SQL = """
CREATE MATERIALIZED VIEW events_properties_view
ENGINE = MergeTree()
ORDER BY (team_id, key, value, event_id)
AS SELECT uuid as event_id,
team_id,
array_property_keys as key,
array_property_values as value
from events_with_array_props_view
ARRAY JOIN array_property_keys, array_property_values
"""
SELECT_PROP_VALUES_SQL = """
SELECT DISTINCT trim(BOTH '\"' FROM value) FROM events_properties_view where key = %(key)s AND team_id = %(team_id)s LIMIT 50
"""
SELECT_PROP_VALUES_SQL_WITH_FILTER = """
SELECT DISTINCT trim(BOTH '\"' FROM value) FROM events_properties_view where key = %(key)s AND team_id = %(team_id)s AND trim(BOTH '\"' FROM value) LIKE %(value)s LIMIT 50
"""
SELECT_EVENT_WITH_ARRAY_PROPS_SQL = """
SELECT
ewap.uuid,
ewap.event,
ewap.properties,
ewap.timestamp,
ewap.team_id,
ewap.distinct_id,
ewap.elements_chain,
ewap.created_at
FROM
events_with_array_props_view ewap
where ewap.team_id = %(team_id)s
{conditions}
ORDER BY toDate(ewap.timestamp) DESC, ewap.timestamp DESC {limit}
"""
SELECT_EVENT_WITH_PROP_SQL = """
SELECT
ewap.uuid,
ewap.event,
ewap.properties,
ewap.timestamp,
ewap.team_id,
ewap.distinct_id,
ewap.elements_chain,
ewap.created_at
FROM events_with_array_props_view AS ewap
WHERE
team_id = %(team_id)s
{conditions}
{filters}
ORDER BY toDate(ewap.timestamp) DESC, ewap.timestamp DESC {limit}
"""
SELECT_ONE_EVENT_SQL = """
SELECT
ewap.uuid,
ewap.event,
ewap.properties,
ewap.timestamp,
ewap.team_id,
ewap.distinct_id,
ewap.elements_chain,
ewap.created_at
FROM events_with_array_props_view WHERE uuid = %(event_id)s AND team_id = %(team_id)s
"""
EVENT_PROP_CLAUSE = """
SELECT event_id
FROM events_properties_view AS ep
WHERE {filters} AND team_id = %(team_id)s
"""
GET_EARLIEST_TIMESTAMP_SQL = """
SELECT timestamp from events order by toDate(timestamp), timestamp limit 1
"""
NULL_SQL = """
SELECT toUInt16(0) AS total, {interval}(toDateTime('{date_to}') - number * {seconds_in_interval}) as day_start from numbers({num_intervals})
"""
NULL_BREAKDOWN_SQL = """
SELECT toUInt16(0) AS total, {interval}(toDateTime('{date_to}') - number * {seconds_in_interval}) as day_start, breakdown_value from numbers({num_intervals})
"""
EVENT_JOIN_PERSON_SQL = """
INNER JOIN (SELECT person_id, distinct_id FROM person_distinct_id WHERE team_id = %(team_id)s) as pid ON events.distinct_id = pid.distinct_id
"""
EVENT_JOIN_PROPERTY_WITH_KEY_SQL = """
INNER JOIN (SELECT event_id, toInt64OrNull(value) as value FROM events_properties_view WHERE team_id = %(team_id)s AND key = %(join_property_key)s AND value IS NOT NULL) as pid ON events.uuid = pid.event_id
"""
GET_EVENTS_WITH_PROPERTIES = """
SELECT * FROM events WHERE
team_id = %(team_id)s
{filters}
{order_by}
"""
EXTRACT_TAG_REGEX = "extract(elements_chain, '^(.*?)[.|:]')"
EXTRACT_TEXT_REGEX = "extract(elements_chain, 'text=\"(.*?)\"')"
ELEMENT_TAG_COUNT = """
SELECT concat('<', {tag_regex}, '> ', {text_regex}) AS tag_name,
events.elements_chain,
count(*) as tag_count
FROM events
WHERE events.team_id = %(team_id)s AND event = '$autocapture'
GROUP BY tag_name, elements_chain
ORDER BY tag_count desc, tag_name
LIMIT %(limit)s
""".format(
tag_regex=EXTRACT_TAG_REGEX, text_regex=EXTRACT_TEXT_REGEX
)