Imagine you are given a sequence of activities as live streaming.
At each window, you get the current activity label, and your goal is to output a timely detection of whether, at the current time, a specific type of event happens.
Each activity label is sampled every 5 seconds, so you can think of each label as the activity that happens during this 5-second time window.
To help you better understand the problem, I give you an example input below, which is a live-streaming list of activities:
['walk', 'sit', 'sit', 'sit', 'sit', 'sit', 'sit', 'sit', 'sit', 'flush_toilet', 'flush_toilet', 'wash', 'wash', 'wash', 'wash', 'wash', 'wash', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk']
And here are all the useful activities that you will encounter: ['rush_teeth', 'click_mouse', 'drink', 'eat', 'flush_toilet', 'sit', 'type', 'walk', 'wash']
Now, we are interested in the complex event “workspace sanitary protocol violation”, which is defined as:
“A person starts working without washing hands for at least 20 seconds after they use the restroom. The hand washing should at least last for 20 seconds consecutively. Each time when a violation happens, trigger an alert immediately at that window and then reset the system.”
The event label for this complex event is 1.
Please mimic a real-time detector that can output the corresponding event label when you discover the event takes place; otherwise, 0.
That said, your output sequence should be the same length as the input activity sequence.
Now consider this example:
Input: $AE_SEQUENCE$
# Think step by step, and do not write codes. Your answer should follow this format, using plain text without any formatting:
Output: []
To use the prompt above, replace $AE_SEQUENCE$ with a sequence of activity labels. For example, try with
['walk', 'walk', 'walk', 'walk', 'sit', 'sit', 'flush_toilet', 'walk', 'walk', 'sit', 'sit', 'sit', 'sit', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'sit', 'sit', 'sit', 'sit', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'type', 'type', 'click_mouse', 'click_mouse', 'type', 'click_mouse', 'click_mouse', 'click_mouse', 'click_mouse', 'sit', 'sit', 'sit']
The output should be:
[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]
Imagine you are given a sequence of activities as live streaming.
At each window, you get the current activity label, and your goal is to output a timely detection of whether, at the current time, a specific type of event happens.
Each activity label is sampled every 5 seconds, so you can think of each label as the activity that happens during this 5-second time window.
To help you better understand the problem, I give you an example input below, which is a live-streaming list of activities:
['walk', 'sit', 'sit', 'sit', 'sit', 'sit', 'sit', 'sit', 'sit', 'flush_toilet', 'flush_toilet', 'wash', 'wash', 'wash', 'wash', 'wash', 'wash', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk']
And here are all the useful activities that you will encounter: ['rush_teeth', 'click_mouse', 'drink', 'eat', 'flush_toilet', 'sit', 'type', 'walk', 'wash']
Now, we are interested in the complex event “workspace sanitary protocol violation”, which is defined as:
“A person starts working without washing hands for at least 20 seconds after they use the restroom. The hand washing should at least last for 20 seconds consecutively. Each time when a violation happens, trigger an alert immediately at that window and then reset the system.”
The event label for this complex event is 1.
Please mimic a real-time detector that can output the corresponding event label when you discover the event takes place; otherwise, 0.
That said, your output sequence should be the same length as the input activity sequence.
Example 1:
Input: ['walk', 'walk', 'walk', 'walk', 'sit', 'sit', 'flush_toilet', 'walk', 'walk', 'sit', 'sit', 'sit', 'sit', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'sit', 'sit', 'sit', 'sit', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'type', 'type', 'click_mouse', 'click_mouse', 'type', 'click_mouse', 'click_mouse', 'click_mouse', 'click_mouse', 'sit', 'sit', 'sit']
Output: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]
Example 2:
Input: ['walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'sit', 'sit', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'sit', 'sit', 'sit', 'sit', 'sit', 'type', 'sit', 'sit', 'sit', 'type', 'type', 'type', 'sit', 'sit', 'type']
Output: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]
Example 3:
Input: ['walk', 'walk', 'sit', 'sit', 'flush_toilet', 'flush_toilet', 'walk', 'wash', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'sit', 'sit', 'sit', 'sit', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'sit', 'sit', 'walk', 'sit', 'sit', 'sit', 'sit', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'walk', 'type', 'sit', 'sit', 'sit', 'sit', 'click_mouse', 'click_mouse', 'click_mouse']
Output: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0]
Now consider this new data:
Input: $AE_SEQUENCE$
# Think step by step, and do not write codes. Your answer should follow this format, using plain text without any formatting:
Output: []
To use the prompt above, replace $AE_SEQUENCE$ with a sequence of activity labels.