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What you want to use is PushPullInputAdapter which "pulls" the data until realtime kicks in, and then "pushes" the data after.
We have an example use of it in this notebook: https://github.com/Point72/csp/blob/8c19928d57fb224795e45c5df10e3f80d97bc3a7/examples/07_end_to_end/earthquake.ipynb

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@mizuse-emiya
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@AdamGlustein
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@timkpaine
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