| --- | |
| { | |
| "title": "BITMAP_INTERSECT", | |
| "language": "en", | |
| "description": "Used to calculate the intersection of grouped Bitmaps. Common use case: calculating user retention." | |
| } | |
| --- | |
| ## Description | |
| Used to calculate the intersection of grouped Bitmaps. Common use case: calculating user retention. | |
| ## Syntax | |
| ```sql | |
| BITMAP_INTERSECT(BITMAP <value>) | |
| ``` | |
| ## Arguments | |
| | Argument | Description | | |
| | -- | -- | | |
| | `<value>` | Data type supporting Bitmap | | |
| ## Return Value | |
| Returns a value of Bitmap type. If there is no valid data in the group, returns NULL. | |
| ## Example | |
| ```sql | |
| -- setup | |
| CREATE TABLE user_tags ( | |
| tag VARCHAR(20), | |
| date DATETIME, | |
| user_id BITMAP bitmap_union | |
| ) AGGREGATE KEY(tag, date) DISTRIBUTED BY HASH(tag) BUCKETS 1 | |
| PROPERTIES ("replication_num" = "1"); | |
| INSERT INTO user_tags VALUES | |
| ('A', '2020-05-18', to_bitmap(1)), | |
| ('A', '2020-05-18', to_bitmap(2)), | |
| ('A', '2020-05-19', to_bitmap(2)), | |
| ('A', '2020-05-19', to_bitmap(3)), | |
| ('B', '2020-05-18', to_bitmap(4)), | |
| ('B', '2020-05-19', to_bitmap(4)), | |
| ('B', '2020-05-19', to_bitmap(5)); | |
| ``` | |
| ```sql | |
| select tag, bitmap_to_string(bitmap_intersect(user_id)) from ( | |
| select tag, date, bitmap_union(user_id) user_id from user_tags where date in ('2020-05-18', '2020-05-19') group by tag, date | |
| ) a group by tag; | |
| ``` | |
| Query the user retention for different tags between today and yesterday. | |
| ```text | |
| +------+---------------------------------------------+ | |
| | tag | bitmap_to_string(bitmap_intersect(user_id)) | | |
| +------+---------------------------------------------+ | |
| | A | 2 | | |
| | B | 4 | | |
| +------+---------------------------------------------+ | |
| ``` | |
| ```sql | |
| select bitmap_to_string(bitmap_intersect(user_id)) from user_tags where tag is null; | |
| ``` | |
| ```text | |
| +---------------------------------------------+ | |
| | bitmap_to_string(bitmap_intersect(user_id)) | | |
| +---------------------------------------------+ | |
| | | | |
| +---------------------------------------------+ | |
| ``` |