Query completions
Methods, systems, and apparatus, including computer programs encoded on computer storage media, for ranking query completions based on activity session data. One of the methods includes receiving a query prefix from a user. A reference parameter for the user is obtained. One or more likely queries that are likely to co-occur with the reference parameter in user activity sessions are identified, wherein each likely query has an associated prediction score. A ranking of the one or more likely queries is provided in response to receiving the query prefix.
1. A computer-implemented method, comprising:
receiving, at a first time and via a user interface of a search system, a first query prefix input, the first query prefix input being received from a first user and not yet submitted by the first user to the search system;
in response to receiving the first query prefix input,
causing the search system to identify a first set of query completions based on content of the first query prefix input and a most recently submitted query submitted by the first user to the search system prior to the first query prefix input, and
causing one or more of the first set of query completions to be rendered to the first user;
receiving, at a second time subsequent to the first time, a second query prefix input, the second query prefix input being received from a second user and not yet submitted by the second user to the search system,
in response to receiving the second query prefix input,
causing the search system to identify a second set of query completions based on a content of the second query prefix input and a most recently submitted query submitted by the second user to the search system prior to the second query prefix input, and
causing one or more of the second set of query completions to be rendered to the second user,
wherein the content of the first query prefix input is identical as the content of the second query prefix,
wherein the most recently submitted query submitted by the second user to the search system prior to the second query prefix input is different from the most recently submitted query submitted by the first user to the search system prior to the first query prefix input, and
wherein the first set of query completions is different from the second set of query completions.
2. The method of claim 1 , wherein causing the search system to identify the first set of query completions is further based on a second most recently submitted query submitted by the first user to the search system prior to the first query prefix input.
3. The method of claim 1 , wherein causing the search system to identify the first set of query completions is further based on other queries that were submitted by the first user to the search system, within a threshold number of queries prior to the first query prefix input.
4. The method of claim 1 , wherein causing the search system to identify the first set of query completions comprises:
performing, based on the content of the first query prefix input, a search of a cache that includes a plurality of entries, the plurality of entries including a first entry storing the most recently submitted query.
5. The method of claim 4 , wherein the plurality of entries including one or more additional entries respectively storing one or more additional queries submitted by the first user to the search system prior to the first query prefix input.
6. The method of claim 1 , wherein the first set of query completions are each identified based on a prediction score that indicates a correlation between a respective query completion from the first set and the most recently submitted query.
7. The method of claim 6 , wherein causing the one or more of the first set of query completions to be rendered to the first user comprises:
determining a ranking order for the one or more likely query completions based on the prediction score for each query completion from the first set of query completions; and
providing, based on the ranking order, the one or more of the first set of query completions for display.
8. The method of claim 1 , wherein the first set of query completions includes at least one query completion that is different from query completions from the second set of query completions.
9. A system comprising one or more computers and one or more storage devices storing instructions that are operable, and when executed by the one or more computers, causes the one or more computers to:
receive, at a first time and via a user interface of a search system, a first query prefix input, the first query prefix input being received from a first user and not yet submitted by the first user to the search system;
in response to receiving the first query prefix input,
cause the search system to identify a first set of query completions based on content of the first query prefix input and a most recently submitted query submitted by the first user to the search system prior to the first query prefix input, and
cause one or more of the first set of query completions to be rendered to the first user;
receive, at a second time subsequent to the first time, a second query prefix input, the second query prefix input being received from a second user and not yet submitted by the second user to the search system,
in response to receiving the second query prefix input,
cause the search system to identify a second set of query completions based on a content of the second query prefix input and a most recently submitted query submitted by the second user to the search system prior to the second query prefix input, and
cause one or more of the second set of query completions to be rendered to the second user,
wherein the content of the first query prefix input is identical as the content of the second query prefix,
wherein the most recently submitted query submitted by the second user to the search system prior to the second query prefix input is different from the most recently submitted query submitted by the first user to the search system prior to the first query prefix input, and
wherein the first set of query completions is different from the second set of query completions.
10. The system of claim 9 , further comprising additional instructions that, when executed by the one or more computers, causes the search system to identify the first set of query completions further based on a second most recently submitted query submitted by the first user to the search system prior to the first query prefix input.
11. The system of claim 9 , further comprising additional instructions that, when executed by the one or more computers, causes the search system to identify the first set of query completions further based on other queries that were submitted by the first user to the search system, within a threshold number of queries prior to the first query prefix input.
12. The system of claim 9 , further comprising additional instructions that, when executed by the one or more computers, causes the search system to identify the first set of query completions by:
performing, based on the content of the first query prefix input, a search of a cache that includes a plurality of entries, the plurality of entries including a first entry storing the most recently submitted query.
13. The system of claim 12 , wherein the plurality of entries including one or more additional entries respectively storing one or more additional queries submitted by the first user to the search system prior to the first query prefix input.
14. The system of claim 9 , wherein the first set of query completions are each identified based on a prediction score that indicates a correlation between a respective query completion from the first set and the most recently submitted query.
15. The system of claim 14 , further comprising additional instructions that, when executed by the one or more computers, causes the one or more of the first set of query completions to be rendered to the first user by:
determining a ranking order for the one or more likely query completions based on the prediction score for each query completion from the first set of query completions; and
providing, based on the ranking order, the one or more of the first set of query completions for display.
16. The system of claim 9 , wherein the first set of query completions includes at least one query completion that is different from query completions from the second set of query completions.
17. A computer-implemented method, comprising:
receiving, at a first time and via a user interface of a search system, a first query prefix input, the first query prefix input being received from a first user and not yet submitted by the first user to the search system;
in response to receiving the first query prefix input,
causing the search system to identify a first set of query completions based on content of the first query prefix input and one or more queries recently submitted by the first user to the search system prior to the first query prefix input, and
causing one or more of the first set of query completions to be rendered to the first user;
receiving, at a second time subsequent to the first time, a second query prefix input, the second query prefix input being received from a second user and not yet submitted by the second user to the search system,
in response to receiving the second query prefix input,
causing the search system to identify a second set of query completions based on a content of the second query prefix input and one or more queries recently submitted by the second user to the search system prior to the second query prefix input, and
causing one or more of the second set of query completions to be rendered to the second user,
wherein the content of the first query prefix input is identical as the content of the second query prefix,
wherein the one or more queries recently submitted by the first user to the search system and the one or more queries recently submitted by the second user to the search system are at least partially different, and
wherein the first set of query completions is different from the second set of query completions.
18. The method of claim 17 , wherein the one or more queries recently submitted by the first user to the search system prior to the first query prefix input includes a most recently submitted query submitted by the first user to the search system prior to the first query prefix input.
19. The method of claim 18 , wherein the one or more queries recently submitted by the first user to the search system prior to the first query prefix input includes a second most recently submitted query submitted by the first user to the search system prior to the first query prefix input and prior to the most recently submitted query.
20. The method of claim 17 , wherein the first user is different from the second user.