Systems and methods for a search tool of code snippets
The present application generally relates to search engines, and more specifically to systems and methods for a search tool for code snippets. Embodiment described herein provide a customized code search system that generates code search results from customized data sources, extract code snippets from the code search results, and presents the code snippets via a user interface. In one embodiment, the search system adopts a machine learning module to generate and highlight search results from different data sources that include code examples, e.g., in a programming language. To improve search efficiency, in response to a code search query, the search system may extract code snippets from search results from relevant sources in a user interface element, such as user selectable panels.
1. A processor-implemented method of performing a real-time code search, the method comprising:
receiving, from a user device and at a search server, a user input relating to a code program;
generating, by a neural network based prediction model implemented on one or more hardware processors at the search server, a code search query based at least in part on the user input;
transmitting, via a first search application programming interface (API) over a network, a first search input customized from the code search query to a first data source that has been pre-categorized for code search;
receiving, from the first search API, a first search result including a first link to a first webpage containing a first code snippet in response to the code search query;
extracting the first code snippet from the first webpage following the first link; and
transmitting, to the user device, the extracted first code snippet taking a format that is to be directly incorporated into a coding environment.
2. The method of claim 1 , wherein the user input comprises a text description describing the code program.
3. The method of claim 1 , wherein the user input comprises one or more user entered code segments in the coding environment.
4. The method of claim 1 , wherein the user input comprises real-time user coding activities within the coding environment, and wherein the code search query is generated further in response to detecting a user activity event indicative of a user intention for the code search from the real-time user coding activities, wherein the user activity event comprises one or more of:
a pause in user input;
a scrolling movement around at least a segment of the one or more user entered code segments; and
an error detection within the one or more user entered code segments.
5. The method of claim 1 , wherein the transmitting, to the user device, the extracted first code snippet causes a display of a first user-engageable widget displaying the first code snippet at the user device.
6. The method of claim 4 , further comprising:
transmitting, via a second search application programming interface (API) and over the network, a second search input customized from the code search query to a second data source that has been pre-categorized for code search;
receiving, from the second search API, a second search result including a second link to a second webpage containing a second code snippet in response to the code search query;
extracting the second code snippet from the second webpage following the second link;
ranking, by a ranker model, the first search result and the second search result; and
causing a display of the first user-engageable widget displaying the first code snippet and a second user-engageable widget displaying the second code snippet according to the ranking at a user interface of the user device.
7. The method of claim 5 , wherein the first user-engageable widget includes a visual element indicating the first data source.
8. The method of claim 1 , wherein the transmitting, to the user device, the extracted first code snippet causes an integration of the extracted first code snippet into the coding environment.
9. A system for performing a real-time code search, the system comprising:
a communication interface that receives, from a user device, a user input relating to a code program;
a memory storing neural network based models and a plurality of processor-executable instructions; and
one or more processors executing the instructions to perform operations comprising:
generating, by a neural network based prediction model implemented on one or more hardware processors at the search server, a code search query based at least in part on the user input;
transmitting, via a first search application programming interface (API) over a network, a first search input customized from the code search query to a first data source that has been pre-categorized for code search;
receiving, from the first search API, a first search result including a first link to a first webpage containing a first code snippet in response to the code search query;
extracting the first code snippet from the first webpage following the first link; and
wherein the communication interface transmits, to the user device, the extracted first code snippet taking a format that is to be directly incorporated into a coding environment.
10. The system of claim 9 , wherein the user input comprises a text description describing the code program.
11. The system of claim 9 , wherein the user input comprises one or more user entered code segments in the coding environment.
12. The system of claim 9 , wherein the user input comprises real-time user coding activities within the coding environment, and wherein the code search query is generated further in response to detecting a user activity event indicative of a user intention for the code search from the real-time user coding activities, wherein the user activity event comprises one or more of:
a pause in user input;
a scrolling movement around at least a segment of the one or more user entered code segments; and
an error detection within the one or more user entered code segments.
13. The system of claim 9 , wherein the operation of transmitting, to the user device, the extracted first code snippet causes a display of a first user-engageable widget displaying the first code snippet at the user device.
14. The system of claim 13 , wherein the operations further comprise:
transmitting, via a second search application programming interface (API) and over the network, a second search input customized from the code search query to a second data source that has been pre-categorized for code search;
receiving, from the second search API, a second search result including a second link to a second webpage containing a second code snippet in response to the code search query;
extracting the second code snippet from the second webpage following the second link;
ranking, by a ranker model, the first search result and the second search result; and
causing a display of the first user-engageable widget displaying the first code snippet and a second user-engageable widget displaying the second code snippet according to the ranking at a user interface of the user device.
15. The system of claim 13 , wherein the first user-engageable widget includes a visual element indicating the first data source.
16. The system of claim 9 , wherein the operation of transmitting, to the user device, the extracted first code snippet causes an integration of the extracted first code snippet into the coding environment.
17. A processor-readable non-transitory storage medium storing a plurality of processor-executable instructions for performing a real-time code search, the instructions being executed by one or more processors to perform operations comprising:
receiving, from a user device and at a search server, a user input relating to a code program;
generating, by a neural network based prediction model implemented on one or more hardware processors at the search server, a code search query based at least in part on the user input;
transmitting, via a first search application programming interface (API) over a network, a first search input customized from the code search query to a first data source that has been pre-categorized for code search;
receiving, from the first search API, a first search result including a first link to a first webpage containing a first code snippet in response to the code search query;
extracting the first code snippet from the first webpage following the first link; and
transmitting, to the user device, the extracted first code snippet taking a format that is to be directly incorporated into a coding environment.
18. The medium of claim 17 , wherein the user input comprises a text description describing the code program.
19. The medium of claim 17 , wherein the user input comprises one or more user entered code segments in the coding environment.
20. The medium of claim 17 , wherein the user input comprises real-time user coding activities within the coding environment, and wherein the code search query is generated further in response to detecting a user activity event indicative of a user intention for the code search from the real-time user coding activities, wherein the user activity event comprises one or more of:
a pause in user input;
a scrolling movement around at least a segment of the one or more user entered code segments; and
an error detection within the one or more user entered code segments.