2020-12-11 16:27:45 +01:00
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import json
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2021-01-06 12:30:57 +01:00
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from datetime import timedelta
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2020-10-01 15:47:35 +02:00
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from typing import Any, Dict, List, Optional
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2020-09-09 05:13:54 +02:00
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2021-01-06 12:30:57 +01:00
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from django.utils.timezone import now
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2020-09-09 05:13:54 +02:00
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from rest_framework.decorators import action
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from rest_framework.request import Request
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from rest_framework.response import Response
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from ee.clickhouse.client import sync_execute
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2020-10-23 17:29:59 +02:00
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from ee.clickhouse.models.action import format_action_filter
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2020-09-09 05:13:54 +02:00
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from ee.clickhouse.models.event import ClickhouseEventSerializer, determine_event_conditions
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2020-10-02 19:30:05 +02:00
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from ee.clickhouse.models.person import get_persons_by_distinct_ids
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2020-10-02 20:31:53 +02:00
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from ee.clickhouse.models.property import get_property_values_for_key, parse_prop_clauses
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2020-10-28 21:22:16 +01:00
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from ee.clickhouse.queries.clickhouse_session_recording import SessionRecording
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2021-01-15 00:53:28 +01:00
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from ee.clickhouse.queries.sessions.list import ClickhouseSessionsList
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2021-01-13 15:05:06 +01:00
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from ee.clickhouse.sql.events import (
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GET_CUSTOM_EVENTS,
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SELECT_EVENT_WITH_ARRAY_PROPS_SQL,
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SELECT_EVENT_WITH_PROP_SQL,
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SELECT_ONE_EVENT_SQL,
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)
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"Clickhouse Features V2 (#1565)" (#1750)
* initial
* migration command
* migrations working
* add modelless views for clickhouse
* initial testing structure
* use test factory
* scaffold for all tests
* add insight and person api
* add basic readme
* add client
* change how migrations are run
* add base tables
* ingesting events
* restore delay
* remove print
* updated testing flow
* changed sessions tests
* update tests
* reorganized sql
* parametrize strings
* element list query
* change to seralizer
* add values endpoint
* retrieve with filter
* pruned code to prepare for staged merge
* working ingestion again
* tests for ee
* undo unneeded tests right now
* fix linting
* more typing errors
* fix tests
* add clickhouse image to workflow
* move to right job
* remove django_clickhouse
* return database url
* run super
* remove keepdb
* reordered calls
* fix type
* fractional seconds
* fix type error
* add checks
* remove retention sql
* fix tests
* add property storage and tests
* merge master
* fix tests
* fix tests
* .
* remove keepdb
* format python files
* update CI env vars
* Override defaults and insecure tests
* Update how ClickHouse database gets evaluated
* remove bootstrapping clickhouse database routine
* Don't initialize the clickhouse connection unless we say it's primary
* .
* fixed id generation
* remove dump
* black settings
* empty client
* add param
* move docker-compose for ch to ee dir
* Add _public_ key to repo for verifying self signed cert on server
* update ee compose file for ee dir
* fix a few issues with tls in migrations
* update migrations to be flexible about storage profile and engine
* black settings
* add elements prop tables
* add elements prop tables
* working filter
* refactored
* better url handling
* add mapping table
* add processing to worker task
* working cohort with actions
* add cohort property filtering
* add cohort property filtering
* reformat and add cohort processing
* prop clauses
* add util
* add more util
* add clickhouse modifier
* Clickhouse Sessions (#1623)
* sessions sql
* skeleton
* add endpoint
* better tests
* sessions list
* merge clickhouse-actions
* added session endpoint
* sessions sql working again
* add clickhouse modifier
* session avg with props working
* add dist
* tests working (no list)
* list working
* add formatting
* more formatting
* fix tests
* dummy commit
* fix types
* remove unnecessary improt
* ignore type when importing from ee in task
* fix test running
* Clickhouse Trends Base (#1609)
* initial working
* date param almost working
* fix date range and labels
* fixed monthly math
* handle compare
* change table
* using new event ingestion
* direct query actions working
* remove interface
* fix date range
* properties initial working
* handle operator
* handle operator
* move timestamp parse
* move more to util
* inital breaking down working
* working cohort breakdown
* some tests running
* fix sessions
* cohort tests
* action and interval test
* reorder cohort filtering
* rename retention test
* fix inits
* change multitenancy tests
* fix types
* fix optional types
* replace ch_client.execute with sync_execute
* replace ch_client.execute with sync_execute, part 2
* Clickhouse Stickiness + Process Event (#1654)
* generate clickhouse uuid script
* set CLICKHOUSE_SECURE=False by default if running in TEST or DEBUG
* convert person_id to UUID, make adding `person_id` optional, add distinct_ids already in the `create_person` function
* Fix test_process_event_ee.py, remove all calls to Person.objects.*
* add back util
* fix broken imports
* improve process_event test clickhouse queries
* Basic stickiness query
* Clickhouse Stickiness tests
* stickiness test [WIP, actions fail]
* generate clickhouse uuid script
* change default test runner if PRIMARY_DB=clickhouse
* fix stickiness test for actions
* fix merge bug
* remove _create_person stub; cohort person_id is UUID now
* fix typing
* Clickhouse trends process math (#1660)
* most of process math works
* all process math
* fix ordering issue
* unusued imports
* update property comparison for process_event_ee
* indentation wrong missing calls
* demo users and events (#1661)
* finish breakdown filtering tests and reformat label function
* add increment to demo_data
* update demo data populating
* Add people endpoint for ch (#1670)
* add people endpoint for ch
* stickiness people
* fix value padding
* add process math to breakdown and
* add limit
* fix tests
* condensed code
* converted test to factory
* add people tests
* add month handling
* add typing fix
* change people test handling
* fix tests
* Clickhouse funnels 2 (#1668)
* add elements to create_event
* WIP closes #1663 Add funnels to clickhouse
* Make funnels work
* Clean up
* Move filtering around
* Add mypy tests and fix
* Performance improvements
* fix person tests again
* add people for funnel endpoint
* fix prop numbering
Co-authored-by: Marius Andra <marius.andra@gmail.com>
Co-authored-by: Eric <eeoneric@gmail.com>
* merge master
* add retention
* update types
* more typing errors
* fix types
* bug with kafka payload, elements insert, and demo data
* Clickhouse Paths (#1657)
* paths clickhouse test (fails)
* add elements to create_event
* make this fail for clickhouse
* hardcoded query that returns good results for $pageviews, no filters yet
* clean up queries
* bound by time, fix 30min new session boundary
* support screen and custom events
* add properties filter
* paths url
* filter by path start
* better path start test
* even better path start test
* start from the first "path start" in a group
* test for person_id in paths
* partition by person_id for POSTGRES paths
* partition by person_id for Clickhouse paths
* clean up order in paths test
* clean up order in paths test
* join elements
* force element order on element group creation
* remove "order" when creating elements in tests and demo
* get list of elements for paths
* add limit to paths query
* use materialized view
* rename "element_hash" to "elements_hash" (no change in db)
* cull rows that are definitely unused
* simplify query
* New highly optimized paths clickhouse query
* start_point for $autocapture paths
* extract event property values from clickhouse
* prevent crash
* select one element sql
* get elements for event
* remove lodash
* remove host from $pageview path elements if same domain as incoming path
* show metadata based on loaded paths filter, not in flight filter
* fix order (all soures and targets in order, not all sources first, then all targets after) - makes for a better looking graph
* add test that makes the Postgres paths query fail
* fix postgres paths --> no fuzzy matching, breaks "starts with" for urls and gives too many incorrect start points
* create automatic /demo urls that match the real urls (no ending /)
* fix elements queries
* path element joins
* create persons via postgres in paths test
* change serializers back to id
* fix tests with uuid
* fix demo
* more bugs
* fix type
* change now to timezone aware
* [clickhouse] retention filters (#1725)
* implemented target entity and prop filtering
* add insight view override
* fix endpoint and filters
* include tests
* fix tests
* add period filtering
* .
* fix pg param name
* add filtering params to both queries in retention sql
* fix param again
* change to todatetime
* change tz to timezone
* add back timezone in model/event
* [clickhouse] feature flag endpoint requests (#1731)
* add feature flags to endpoints
* add flags to endpoints that check on request
* remove magic strings and fill in missing flags
* fix types
* add missing flag
* change from iso
* fix more timestamps and comparator
* change _people to get_people in actions view
* remove action and cohort populating
* change inheritance
* "Clickhouse Features V2 (#1565)"
This reverts commit 0b371d43eca149cd3632410ea5653b85b2173e39.
* fix types
* change to super
* change to super x2
Co-authored-by: Eric <eeoneric@gmail.com>
Co-authored-by: Marius Andra <marius.andra@gmail.com>
Co-authored-by: Tim Glaser <tim.glaser@hiberly.com>
2020-09-29 16:17:26 +02:00
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from posthog.api.event import EventViewSet
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2020-10-22 11:05:37 +02:00
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from posthog.models import Filter, Person, Team
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2020-10-23 17:29:59 +02:00
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from posthog.models.action import Action
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2020-12-11 10:01:14 +01:00
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from posthog.models.filters.sessions_filter import SessionsFilter
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2021-01-21 08:42:00 +01:00
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from posthog.models.session_recording_event import SessionRecordingViewed
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2020-12-11 16:27:45 +01:00
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from posthog.utils import convert_property_value, flatten
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2020-09-09 05:13:54 +02:00
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2020-11-24 23:26:28 +01:00
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class ClickhouseEventsViewSet(EventViewSet):
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2020-10-02 19:30:05 +02:00
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def _get_people(self, query_result: List[Dict], team: Team) -> Dict[str, Any]:
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distinct_ids = [event[5] for event in query_result]
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persons = get_persons_by_distinct_ids(team.pk, distinct_ids)
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2020-10-22 11:05:37 +02:00
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distinct_to_person: Dict[str, Person] = {}
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2020-10-02 19:30:05 +02:00
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for person in persons:
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2020-10-22 11:05:37 +02:00
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for distinct_id in person.distinct_ids:
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2020-10-02 19:30:05 +02:00
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distinct_to_person[distinct_id] = person
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return distinct_to_person
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2021-01-06 18:35:27 +01:00
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def _query_events_list(self, filter: Filter, team: Team, request: Request, long_date_from: bool = False) -> List:
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2020-10-01 18:13:32 +02:00
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limit = "LIMIT 101"
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2021-01-06 20:36:35 +01:00
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conditions, condition_params = determine_event_conditions(
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2021-01-06 23:09:17 +01:00
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{
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"after": (now() - timedelta(days=1)).isoformat(),
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"before": (now() + timedelta(seconds=5)).isoformat(),
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**request.GET.dict(),
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},
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long_date_from,
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2021-01-06 20:36:35 +01:00
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)
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2020-11-12 12:54:45 +01:00
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prop_filters, prop_filter_params = parse_prop_clauses(filter.properties, team.pk)
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2021-01-06 18:35:27 +01:00
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2020-10-23 17:29:59 +02:00
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if request.GET.get("action_id"):
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2021-02-05 21:38:15 +01:00
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try:
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action = Action.objects.get(pk=request.GET["action_id"], team_id=team.pk)
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except Action.DoesNotExist:
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return []
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2020-10-26 20:35:38 +01:00
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if action.steps.count() == 0:
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2021-01-06 18:35:27 +01:00
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return []
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2020-10-23 17:29:59 +02:00
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action_query, params = format_action_filter(action)
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2020-11-03 16:06:25 +01:00
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prop_filters += " AND {}".format(action_query)
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2020-10-23 17:29:59 +02:00
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prop_filter_params = {**prop_filter_params, **params}
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2020-09-09 05:13:54 +02:00
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2020-10-01 15:47:35 +02:00
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if prop_filters != "":
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2021-01-06 18:35:27 +01:00
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return sync_execute(
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2020-09-09 05:13:54 +02:00
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SELECT_EVENT_WITH_PROP_SQL.format(conditions=conditions, limit=limit, filters=prop_filters),
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{"team_id": team.pk, **condition_params, **prop_filter_params},
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)
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else:
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2021-01-06 18:35:27 +01:00
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return sync_execute(
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2020-09-09 05:13:54 +02:00
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SELECT_EVENT_WITH_ARRAY_PROPS_SQL.format(conditions=conditions, limit=limit),
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{"team_id": team.pk, **condition_params},
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)
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2021-01-06 18:35:27 +01:00
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def list(self, request: Request, *args: Any, **kwargs: Any) -> Response:
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team = self.team
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filter = Filter(request=request)
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query_result = self._query_events_list(filter, team, request)
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# Retry the query without the 1 day optimization
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if len(query_result) < 100 and not request.GET.get("after"):
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query_result = self._query_events_list(filter, team, request, long_date_from=True)
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2020-10-01 15:47:35 +02:00
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result = ClickhouseEventSerializer(
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2020-10-20 10:37:42 +02:00
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query_result[0:100], many=True, context={"people": self._get_people(query_result, team),},
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2020-10-01 15:47:35 +02:00
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).data
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if len(query_result) > 100:
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path = request.get_full_path()
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reverse = request.GET.get("orderBy", "-timestamp") != "-timestamp"
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next_url: Optional[str] = request.build_absolute_uri(
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"{}{}{}={}".format(
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path,
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"&" if "?" in path else "?",
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"after" if reverse else "before",
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query_result[99][3].strftime("%Y-%m-%dT%H:%M:%S.%fZ"),
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)
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)
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else:
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next_url = None
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2020-09-09 05:13:54 +02:00
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2020-10-01 15:47:35 +02:00
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return Response({"next": next_url, "results": result})
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2020-09-09 05:13:54 +02:00
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2020-10-01 15:47:35 +02:00
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def retrieve(self, request: Request, pk: Optional[int] = None, *args: Any, **kwargs: Any) -> Response:
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2021-01-05 16:11:24 +01:00
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query_result = sync_execute(SELECT_ONE_EVENT_SQL, {"team_id": self.team.pk, "event_id": pk},)
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"Clickhouse Features V2 (#1565)" (#1750)
* initial
* migration command
* migrations working
* add modelless views for clickhouse
* initial testing structure
* use test factory
* scaffold for all tests
* add insight and person api
* add basic readme
* add client
* change how migrations are run
* add base tables
* ingesting events
* restore delay
* remove print
* updated testing flow
* changed sessions tests
* update tests
* reorganized sql
* parametrize strings
* element list query
* change to seralizer
* add values endpoint
* retrieve with filter
* pruned code to prepare for staged merge
* working ingestion again
* tests for ee
* undo unneeded tests right now
* fix linting
* more typing errors
* fix tests
* add clickhouse image to workflow
* move to right job
* remove django_clickhouse
* return database url
* run super
* remove keepdb
* reordered calls
* fix type
* fractional seconds
* fix type error
* add checks
* remove retention sql
* fix tests
* add property storage and tests
* merge master
* fix tests
* fix tests
* .
* remove keepdb
* format python files
* update CI env vars
* Override defaults and insecure tests
* Update how ClickHouse database gets evaluated
* remove bootstrapping clickhouse database routine
* Don't initialize the clickhouse connection unless we say it's primary
* .
* fixed id generation
* remove dump
* black settings
* empty client
* add param
* move docker-compose for ch to ee dir
* Add _public_ key to repo for verifying self signed cert on server
* update ee compose file for ee dir
* fix a few issues with tls in migrations
* update migrations to be flexible about storage profile and engine
* black settings
* add elements prop tables
* add elements prop tables
* working filter
* refactored
* better url handling
* add mapping table
* add processing to worker task
* working cohort with actions
* add cohort property filtering
* add cohort property filtering
* reformat and add cohort processing
* prop clauses
* add util
* add more util
* add clickhouse modifier
* Clickhouse Sessions (#1623)
* sessions sql
* skeleton
* add endpoint
* better tests
* sessions list
* merge clickhouse-actions
* added session endpoint
* sessions sql working again
* add clickhouse modifier
* session avg with props working
* add dist
* tests working (no list)
* list working
* add formatting
* more formatting
* fix tests
* dummy commit
* fix types
* remove unnecessary improt
* ignore type when importing from ee in task
* fix test running
* Clickhouse Trends Base (#1609)
* initial working
* date param almost working
* fix date range and labels
* fixed monthly math
* handle compare
* change table
* using new event ingestion
* direct query actions working
* remove interface
* fix date range
* properties initial working
* handle operator
* handle operator
* move timestamp parse
* move more to util
* inital breaking down working
* working cohort breakdown
* some tests running
* fix sessions
* cohort tests
* action and interval test
* reorder cohort filtering
* rename retention test
* fix inits
* change multitenancy tests
* fix types
* fix optional types
* replace ch_client.execute with sync_execute
* replace ch_client.execute with sync_execute, part 2
* Clickhouse Stickiness + Process Event (#1654)
* generate clickhouse uuid script
* set CLICKHOUSE_SECURE=False by default if running in TEST or DEBUG
* convert person_id to UUID, make adding `person_id` optional, add distinct_ids already in the `create_person` function
* Fix test_process_event_ee.py, remove all calls to Person.objects.*
* add back util
* fix broken imports
* improve process_event test clickhouse queries
* Basic stickiness query
* Clickhouse Stickiness tests
* stickiness test [WIP, actions fail]
* generate clickhouse uuid script
* change default test runner if PRIMARY_DB=clickhouse
* fix stickiness test for actions
* fix merge bug
* remove _create_person stub; cohort person_id is UUID now
* fix typing
* Clickhouse trends process math (#1660)
* most of process math works
* all process math
* fix ordering issue
* unusued imports
* update property comparison for process_event_ee
* indentation wrong missing calls
* demo users and events (#1661)
* finish breakdown filtering tests and reformat label function
* add increment to demo_data
* update demo data populating
* Add people endpoint for ch (#1670)
* add people endpoint for ch
* stickiness people
* fix value padding
* add process math to breakdown and
* add limit
* fix tests
* condensed code
* converted test to factory
* add people tests
* add month handling
* add typing fix
* change people test handling
* fix tests
* Clickhouse funnels 2 (#1668)
* add elements to create_event
* WIP closes #1663 Add funnels to clickhouse
* Make funnels work
* Clean up
* Move filtering around
* Add mypy tests and fix
* Performance improvements
* fix person tests again
* add people for funnel endpoint
* fix prop numbering
Co-authored-by: Marius Andra <marius.andra@gmail.com>
Co-authored-by: Eric <eeoneric@gmail.com>
* merge master
* add retention
* update types
* more typing errors
* fix types
* bug with kafka payload, elements insert, and demo data
* Clickhouse Paths (#1657)
* paths clickhouse test (fails)
* add elements to create_event
* make this fail for clickhouse
* hardcoded query that returns good results for $pageviews, no filters yet
* clean up queries
* bound by time, fix 30min new session boundary
* support screen and custom events
* add properties filter
* paths url
* filter by path start
* better path start test
* even better path start test
* start from the first "path start" in a group
* test for person_id in paths
* partition by person_id for POSTGRES paths
* partition by person_id for Clickhouse paths
* clean up order in paths test
* clean up order in paths test
* join elements
* force element order on element group creation
* remove "order" when creating elements in tests and demo
* get list of elements for paths
* add limit to paths query
* use materialized view
* rename "element_hash" to "elements_hash" (no change in db)
* cull rows that are definitely unused
* simplify query
* New highly optimized paths clickhouse query
* start_point for $autocapture paths
* extract event property values from clickhouse
* prevent crash
* select one element sql
* get elements for event
* remove lodash
* remove host from $pageview path elements if same domain as incoming path
* show metadata based on loaded paths filter, not in flight filter
* fix order (all soures and targets in order, not all sources first, then all targets after) - makes for a better looking graph
* add test that makes the Postgres paths query fail
* fix postgres paths --> no fuzzy matching, breaks "starts with" for urls and gives too many incorrect start points
* create automatic /demo urls that match the real urls (no ending /)
* fix elements queries
* path element joins
* create persons via postgres in paths test
* change serializers back to id
* fix tests with uuid
* fix demo
* more bugs
* fix type
* change now to timezone aware
* [clickhouse] retention filters (#1725)
* implemented target entity and prop filtering
* add insight view override
* fix endpoint and filters
* include tests
* fix tests
* add period filtering
* .
* fix pg param name
* add filtering params to both queries in retention sql
* fix param again
* change to todatetime
* change tz to timezone
* add back timezone in model/event
* [clickhouse] feature flag endpoint requests (#1731)
* add feature flags to endpoints
* add flags to endpoints that check on request
* remove magic strings and fill in missing flags
* fix types
* add missing flag
* change from iso
* fix more timestamps and comparator
* change _people to get_people in actions view
* remove action and cohort populating
* change inheritance
* "Clickhouse Features V2 (#1565)"
This reverts commit 0b371d43eca149cd3632410ea5653b85b2173e39.
* fix types
* change to super
* change to super x2
Co-authored-by: Eric <eeoneric@gmail.com>
Co-authored-by: Marius Andra <marius.andra@gmail.com>
Co-authored-by: Tim Glaser <tim.glaser@hiberly.com>
2020-09-29 16:17:26 +02:00
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result = ClickhouseEventSerializer(query_result[0], many=False).data
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return Response(result)
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2020-09-09 05:13:54 +02:00
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@action(methods=["GET"], detail=False)
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2020-11-24 23:26:28 +01:00
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def values(self, request: Request, **kwargs) -> Response:
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2020-09-09 05:13:54 +02:00
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key = request.GET.get("key")
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2020-11-24 23:26:28 +01:00
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team = self.team
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2020-09-09 05:13:54 +02:00
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result = []
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2020-12-11 16:27:45 +01:00
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flattened = []
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2021-01-13 15:05:06 +01:00
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if key == "custom_event":
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events = sync_execute(GET_CUSTOM_EVENTS, {"team_id": team.pk})
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return Response([{"name": event[0]} for event in events])
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elif key:
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2020-10-01 15:47:35 +02:00
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result = get_property_values_for_key(key, team, value=request.GET.get("value"))
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2020-12-11 16:27:45 +01:00
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for value in result:
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try:
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# Try loading as json for dicts or arrays
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flattened.append(json.loads(value[0]))
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except json.decoder.JSONDecodeError:
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flattened.append(value[0])
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return Response([{"name": convert_property_value(value)} for value in flatten(flattened)])
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2020-10-28 21:22:16 +01:00
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2020-12-11 10:01:14 +01:00
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@action(methods=["GET"], detail=False)
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def sessions(self, request: Request, *args: Any, **kwargs: Any) -> Response:
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filter = SessionsFilter(request=request)
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2021-01-15 00:53:28 +01:00
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sessions, pagination = ClickhouseSessionsList().run(team=self.team, filter=filter)
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2020-12-11 10:01:14 +01:00
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if filter.distinct_id:
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try:
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2021-01-15 00:53:28 +01:00
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person_ids = get_persons_by_distinct_ids(self.team.pk, [filter.distinct_id])[0].distinct_ids
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sessions = [session for i, session in enumerate(sessions) if session["distinct_id"] in person_ids]
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2020-12-11 10:01:14 +01:00
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except IndexError:
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2021-01-15 00:53:28 +01:00
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sessions = []
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2020-12-11 10:01:14 +01:00
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2021-01-15 00:53:28 +01:00
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return Response({"result": sessions, "pagination": pagination})
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2020-12-11 10:01:14 +01:00
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2020-10-28 21:22:16 +01:00
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# ******************************************
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# /event/session_recording
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# params:
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# - session_recording_id: (string) id of the session recording
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2021-01-21 08:42:00 +01:00
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# - save_view: (boolean) save view of the recording
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2020-10-28 21:22:16 +01:00
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# ******************************************
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@action(methods=["GET"], detail=False)
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def session_recording(self, request: Request, *args: Any, **kwargs: Any) -> Response:
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2020-11-26 15:06:50 +01:00
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session_recording = SessionRecording().run(
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2020-12-10 09:26:47 +01:00
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team=self.team, filter=Filter(request=request), session_recording_id=request.GET["session_recording_id"]
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2020-10-28 21:22:16 +01:00
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)
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2021-01-21 08:42:00 +01:00
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if request.GET.get("save_view"):
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SessionRecordingViewed.objects.get_or_create(
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team=self.team, user=request.user, session_id=request.GET["session_recording_id"]
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)
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2020-11-26 15:06:50 +01:00
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return Response({"result": session_recording})
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