How to trigger a data refresh in shiny?

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遥遥无期
遥遥无期 2020-12-08 05:12

I have a shiny application that queries data from SQL into data frames, and then those data frames are referenced from my shinyServer() block. I\'ve been running it only in

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  • 2020-12-08 05:30

    You're looking for invalidateLater. Put this, with the appropriate interval, in the reactive expression that retrieves data from the the database.

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  • 2020-12-08 05:38

    I don't think either of these answers fully answers OP's question. Specifically

    whenever I needed new data I'd just restart the application and before the server loads it would grab all new data.

    which suggests that the global object needs to be refreshed. Using reactives inside the server function is not a great answer to that problem bc you have a race condition if multiple users are interacting with the app simultaneously ... all of them will try to update the object concurrently, which may or may not resolve itself well depending on what the update is (this is something I'm actively wrestling with).

    One possible solution I've explored is using the flock package to have each user attempt to acquire a lock on a global temp file, and the user successfully acquiring it would be tasked with doing the global update. This directly addresses the race condition. I haven't tested it fully enough to post it as a solution here, maybe someone else can run with that.

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  • 2020-12-08 05:45

    The smartest would probable be to use reactivePoll if you can make a fast query to detect if there is new data. This worked very well for me just today actually.

    reactivePoll shiny

    Reactive polling



    Description

    Used to create a reactive data source, which works by periodically polling a non-reactive data ource.

    Usage

    reactivePoll(intervalMillis, session, checkFunc, valueFunc)

    Arguments

    intervalMillis

    Approximate number of milliseconds to wait between calls to checkFunc. his an be either a numeric value, or a function that returns a numeric value.

    session

    The user session to associate this file reader with, or NULL if none. If non-null, he reader will automatically stop when the session ends.

    checkFunc A relatively cheap function whose values over time will be tested for equality; nequality indicates that the underlying value has changed and needs to be invalidated and re-ead using valueFunc. See Details.

    valueFunc

    A function that calculates the underlying value. See Details.

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