select-video/README.md

Select video

author: Chen Zhang

Description

This operator select input list by simply aggregating, sorting and then filtering it.

Code Example

For two input lists: video urls and scores, aggregate url by reduce_function, then sort aggregated scores, then select top k results.

import towhee

towhee.dc['video_urls', 'scores']([[['a', 'a', 'c', 'a', 'b', 'b', 'c', 'c'], [2, 8, 9.3, 5, 2, 1, 0, -1]]])\
.video_copy_detection.select_video[('video_urls','scores'), 'res'](top_k=2, reduce_function='mean', reverse=True)\
.show()

import towhee

towhee.dc['video_urls', 'scores']([[['a', 'a', 'c', 'a', 'b', 'b', 'c', 'c'], [2, 8, 9.3, 5, 2, 1, 0, -1]]])\
.video_copy_detection.select_video[('video_urls','scores'), 'res'](top_k=2, reduce_function='sum', reverse=True)\
.show()

import towhee

towhee.dc['video_urls', 'scores']([[['a', 'a', 'c', 'a', 'b', 'b', 'c', 'c'], [2, 8, 9.3, 5, 2, 1, 0, -1]]])\
.video_copy_detection.select_video[('video_urls','scores'), 'res'](top_k=2, reduce_function='max', reverse=True)\
.show()

import towhee

towhee.dc['video_urls', 'scores']([[['a', 'a', 'c', 'a', 'b', 'b', 'c', 'c'], [2, 8, 9.3, 5, 2, 1, 0, -1]]])\
.video_copy_detection.select_video[('video_urls','scores'), 'res'](top_k=2, reduce_function='min', reverse=True)\
.show()

Factory Constructor

Create the operator via the following factory method

select_video(top_k: int, reduce_function: str, reverse: bool)

Parameters:

​ top_k: int

​ Select top k result.

​ reduce_function: str

​ Aggregate function name, support name:

• sum
• mean
• max
• min

​ reverse: bool

​ Whether sorted result is reversed.

Interface

Parameters:

​ video_urls: List[str]

​ Video urls.

​ scores: List[float]

​ Every video scores.

Returns: List[str]

​ Selected video url results.