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Add static cache #19

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fiedorowicz1
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Add static KV cache and automatic switching between static and dynamic cache.

@bvanessen
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@fiedorowicz1 @tbennun Can we add a informational statement to indicate that if the model is not compiled and cached and needs to take a moment to do that, maybe it can tell the use via the server or client so that we know that the long pause is due to compilation.

@bvanessen
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@fiedorowicz1 Can we have the model indicate when it is switching between the static and dynamic cache?

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Yes, we can do that. I do log that for testing purposes, but it may not be committed yet.

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