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[ODM] support aggregation for label join #435
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2796bc9
[ODM] support aggregation for label join
3549a59
support event label aggregations
afd876b
add test for final view
b3d881c
cleanup
5853507
api update
25a5b0d
data gen test
1d973b8
add more validations
73d61bf
rebase & remove labelHash
c17ba31
comments
a2b80f5
update offset
0cc9f07
doc update
0149559
lint
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59 changes: 59 additions & 0 deletions
59
api/py/test/sample/joins/sample_team/sample_label_join_with_agg.py
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,59 @@ | ||
| """ | ||
| Sample Label Join | ||
| """ | ||
| from sources import test_sources | ||
| from group_bys.sample_team import ( | ||
| event_sample_group_by, | ||
| entity_sample_group_by_from_module, | ||
| group_by_with_kwargs, | ||
| ) | ||
|
|
||
| from ai.chronon.join import Join, JoinPart, LabelPart | ||
| from ai.chronon.group_by import ( | ||
| GroupBy, | ||
| Aggregation, | ||
| Operation, | ||
| Window, | ||
| TimeUnit, | ||
| ) | ||
|
|
||
| label_part_group_by = GroupBy( | ||
| name="sample_label_group_by", | ||
| sources=test_sources.entity_source, | ||
| keys=["group_by_subject"], | ||
| aggregations=[ | ||
| Aggregation(input_column="group_by_subject", operation=Operation.SUM, windows=[Window(7, TimeUnit.DAYS)]), | ||
| ], | ||
| online=False, | ||
| ) | ||
|
|
||
| v1 = Join( | ||
| left=test_sources.event_source, | ||
| output_namespace="sample_namespace", | ||
| right_parts=[ | ||
| JoinPart( | ||
| group_by=event_sample_group_by.v1, | ||
| key_mapping={'subject': 'group_by_subject'}, | ||
| ), | ||
| JoinPart( | ||
| group_by=group_by_with_kwargs.v1, | ||
| key_mapping={'subject': 'group_by_subject'}, | ||
| ), | ||
| ], | ||
| label_part=LabelPart([ | ||
| JoinPart( | ||
| group_by=label_part_group_by | ||
| ), | ||
| ], | ||
| left_start_offset=7, | ||
| left_end_offset=7, | ||
| label_offline_schedule="@weekly" | ||
| ), | ||
| additional_args={ | ||
| 'custom_arg': 'custom_value' | ||
| }, | ||
| additional_env={ | ||
| 'custom_env': 'custom_env_value' | ||
| }, | ||
| online=False | ||
| ) |
249 changes: 249 additions & 0 deletions
249
api/py/test/sample/production/joins/sample_team/sample_label_join_with_agg.v1
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,249 @@ | ||
| { | ||
| "metaData": { | ||
| "name": "sample_team.sample_label_join_with_agg.v1", | ||
| "online": 0, | ||
| "production": 0, | ||
| "customJson": "{\"check_consistency\": false, \"lag\": 0, \"additional_args\": {\"custom_arg\": \"custom_value\"}, \"additional_env\": {\"custom_env\": \"custom_env_value\"}, \"join_tags\": null, \"join_part_tags\": {}}", | ||
| "dependencies": [ | ||
| "{\"name\": \"wait_for_sample_namespace.sample_table_group_by_ds\", \"spec\": \"sample_namespace.sample_table_group_by/ds={{ ds }}\", \"start\": \"2021-04-09\", \"end\": null}", | ||
| "{\"name\": \"wait_for_sample_namespace.sample_table_group_by_ds\", \"spec\": \"sample_namespace.sample_table_group_by/ds={{ ds }}\", \"start\": \"2021-03-01\", \"end\": \"2021-04-09\"}", | ||
| "{\"name\": \"wait_for_sample_namespace.another_sample_table_group_by_ds\", \"spec\": \"sample_namespace.another_sample_table_group_by/ds={{ ds }}\", \"start\": \"2021-03-01\", \"end\": null}" | ||
| ], | ||
| "tableProperties": { | ||
| "source": "chronon" | ||
| }, | ||
| "outputNamespace": "sample_namespace", | ||
| "team": "sample_team", | ||
| "samplePercent": 100.0, | ||
| "offlineSchedule": "@daily" | ||
| }, | ||
| "left": { | ||
| "events": { | ||
| "table": "sample_namespace.sample_table_group_by", | ||
| "query": { | ||
| "selects": { | ||
| "event": "event_expr", | ||
| "group_by_subject": "group_by_expr", | ||
| "ts": "ts" | ||
| }, | ||
| "startPartition": "2021-04-09", | ||
| "timeColumn": "ts", | ||
| "setups": [] | ||
| } | ||
| } | ||
| }, | ||
| "joinParts": [ | ||
| { | ||
| "groupBy": { | ||
| "metaData": { | ||
| "name": "sample_team.event_sample_group_by.v1", | ||
| "online": 1, | ||
| "customJson": "{\"lag\": 0, \"groupby_tags\": {\"TO_DEPRECATE\": true}, \"column_tags\": {\"event_sum_7d\": {\"DETAILED_TYPE\": \"CONTINUOUS\"}}}", | ||
| "dependencies": [ | ||
| "{\"name\": \"wait_for_sample_namespace.sample_table_group_by_ds\", \"spec\": \"sample_namespace.sample_table_group_by/ds={{ ds }}\", \"start\": \"2021-04-09\", \"end\": null}" | ||
| ], | ||
| "tableProperties": { | ||
| "source": "chronon" | ||
| }, | ||
| "outputNamespace": "sample_namespace", | ||
| "team": "sample_team", | ||
| "offlineSchedule": "@daily" | ||
| }, | ||
| "sources": [ | ||
| { | ||
| "events": { | ||
| "table": "sample_namespace.sample_table_group_by", | ||
| "query": { | ||
| "selects": { | ||
| "event": "event_expr", | ||
| "group_by_subject": "group_by_expr" | ||
| }, | ||
| "startPartition": "2021-04-09", | ||
| "timeColumn": "ts", | ||
| "setups": [] | ||
| } | ||
| } | ||
| } | ||
| ], | ||
| "keyColumns": [ | ||
| "group_by_subject" | ||
| ], | ||
| "aggregations": [ | ||
| { | ||
| "inputColumn": "event", | ||
| "operation": 7, | ||
| "argMap": {}, | ||
| "windows": [ | ||
| { | ||
| "length": 7, | ||
| "timeUnit": 1 | ||
| } | ||
| ] | ||
| }, | ||
| { | ||
| "inputColumn": "event", | ||
| "operation": 7, | ||
| "argMap": {} | ||
| }, | ||
| { | ||
| "inputColumn": "event", | ||
| "operation": 12, | ||
| "argMap": { | ||
| "k": "200", | ||
| "percentiles": "[0.99, 0.95, 0.5]" | ||
| } | ||
| } | ||
| ] | ||
| }, | ||
| "keyMapping": { | ||
| "subject": "group_by_subject" | ||
| } | ||
| }, | ||
| { | ||
| "groupBy": { | ||
| "metaData": { | ||
| "name": "sample_team.group_by_with_kwargs.v1", | ||
| "online": 1, | ||
| "customJson": "{\"additional_argument\": \"To be placed in customJson\", \"lag\": 0, \"groupby_tags\": null, \"column_tags\": {}}", | ||
| "dependencies": [ | ||
| "{\"name\": \"wait_for_sample_namespace.sample_table_group_by_ds\", \"spec\": \"sample_namespace.sample_table_group_by/ds={{ ds }}\", \"start\": \"2021-03-01\", \"end\": \"2021-04-09\"}", | ||
| "{\"name\": \"wait_for_sample_namespace.another_sample_table_group_by_ds\", \"spec\": \"sample_namespace.another_sample_table_group_by/ds={{ ds }}\", \"start\": \"2021-03-01\", \"end\": null}" | ||
| ], | ||
| "tableProperties": { | ||
| "source": "chronon" | ||
| }, | ||
| "outputNamespace": "chronon_db", | ||
| "team": "sample_team", | ||
| "offlineSchedule": "@daily" | ||
| }, | ||
| "sources": [ | ||
| { | ||
| "events": { | ||
| "table": "sample_namespace.sample_table_group_by", | ||
| "query": { | ||
| "selects": { | ||
| "group_by_subject": "group_by_subject_expr_old_version", | ||
| "event": "event_expr_old_version" | ||
| }, | ||
| "startPartition": "2021-03-01", | ||
| "endPartition": "2021-04-09", | ||
| "timeColumn": "UNIX_TIMESTAMP(ts) * 1000", | ||
| "setups": [] | ||
| } | ||
| } | ||
| }, | ||
| { | ||
| "events": { | ||
| "table": "sample_namespace.another_sample_table_group_by", | ||
| "query": { | ||
| "selects": { | ||
| "group_by_subject": "possibly_different_group_by_subject_expr", | ||
| "event": "possibly_different_event_expr" | ||
| }, | ||
| "startPartition": "2021-03-01", | ||
| "timeColumn": "__timestamp", | ||
| "setups": [] | ||
| } | ||
| } | ||
| } | ||
| ], | ||
| "keyColumns": [ | ||
| "group_by_subject" | ||
| ], | ||
| "aggregations": [ | ||
| { | ||
| "inputColumn": "event", | ||
| "operation": 7, | ||
| "argMap": {} | ||
| }, | ||
| { | ||
| "inputColumn": "event", | ||
| "operation": 12, | ||
| "argMap": { | ||
| "k": "128", | ||
| "percentiles": "[0.5]" | ||
| } | ||
| }, | ||
| { | ||
| "inputColumn": "event", | ||
| "operation": 7, | ||
| "argMap": {}, | ||
| "windows": [ | ||
| { | ||
| "length": 7, | ||
| "timeUnit": 1 | ||
| } | ||
| ] | ||
| } | ||
| ] | ||
| }, | ||
| "keyMapping": { | ||
| "subject": "group_by_subject" | ||
| } | ||
| } | ||
| ], | ||
| "labelPart": { | ||
| "labels": [ | ||
| { | ||
| "groupBy": { | ||
| "metaData": { | ||
| "name": "sample_label_group_by", | ||
| "online": 0, | ||
| "customJson": "{\"lag\": 0, \"groupby_tags\": null, \"column_tags\": {}}", | ||
| "dependencies": [ | ||
| "{\"name\": \"wait_for_sample_table.sample_entity_snapshot_ds\", \"spec\": \"sample_table.sample_entity_snapshot/ds={{ ds }}\", \"start\": \"2021-03-01\", \"end\": null}", | ||
| "{\"name\": \"wait_for_sample_table.sample_entity_mutations_ds\", \"spec\": \"sample_table.sample_entity_mutations/ds={{ ds }}/hr=00:00\", \"start\": \"2021-03-01\", \"end\": null}" | ||
| ], | ||
| "team": "sample_team", | ||
| "offlineSchedule": "@daily" | ||
| }, | ||
| "sources": [ | ||
| { | ||
| "entities": { | ||
| "snapshotTable": "sample_table.sample_entity_snapshot", | ||
| "mutationTable": "sample_table.sample_entity_mutations/hr=00:00", | ||
| "mutationTopic": "sample_topic", | ||
| "query": { | ||
| "selects": { | ||
| "group_by_subject": "group_by_subject_expr", | ||
| "entity": "entity_expr" | ||
| }, | ||
| "startPartition": "2021-03-01", | ||
| "timeColumn": "ts", | ||
| "setups": [] | ||
| } | ||
| } | ||
| } | ||
| ], | ||
| "keyColumns": [ | ||
| "group_by_subject" | ||
| ], | ||
| "aggregations": [ | ||
| { | ||
| "inputColumn": "group_by_subject", | ||
| "operation": 7, | ||
| "argMap": {}, | ||
| "windows": [ | ||
| { | ||
| "length": 7, | ||
| "timeUnit": 1 | ||
| } | ||
| ] | ||
| } | ||
| ] | ||
| } | ||
| } | ||
| ], | ||
| "leftStartOffset": 7, | ||
| "leftEndOffset": 7, | ||
| "metaData": { | ||
| "dependencies": [ | ||
| "{\"name\": \"wait_for_sample_namespace.sample_table_group_by_ds\", \"spec\": \"sample_namespace.sample_table_group_by/ds={{ ds }}\", \"start\": \"2021-04-09\", \"end\": null}", | ||
| "{\"name\": \"wait_for_sample_table.sample_entity_snapshot_ds\", \"spec\": \"sample_table.sample_entity_snapshot/ds={{ ds }}\", \"start\": \"2021-03-01\", \"end\": null}", | ||
| "{\"name\": \"wait_for_sample_table.sample_entity_mutations_ds\", \"spec\": \"sample_table.sample_entity_mutations/ds={{ ds }}/hr=00:00\", \"start\": \"2021-03-01\", \"end\": null}", | ||
| "{\"name\": \"wait_for_sample_namespace.sample_team_sample_label_join_with_agg_v1\", \"spec\": \"sample_namespace.sample_team_sample_label_join_with_agg_v1/ds={{ ds }}\"}" | ||
| ], | ||
| "offlineSchedule": "@weekly" | ||
| } | ||
| } | ||
| } |
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This file doesn't have label_ds defined. The label join is complicated, maybe add an example in your doc to explain these ds, offset.
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Good point will do