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* adds image generation capability * add todo * readded cache * wip * fix content str bugs * removed todo: delete imshow * wip * fix circular imports * add notebook * improve prompt * improved text analyzer + notebook * notebook update * improve notebook * smaller notebook size * made changes to the wrong branch :( * resolve comments + 1 * adds doc strings * adds cache doc string * adds doc string to add_to_agent * adds doc string to ImageGeneration * instructions are not configurable * removed unnecessary imports * changed doc string location * more doc strings * improves testability * adds tests * adds cache test * added test to github workflow * compatible llm config format * configurable reply function position * skip_openai + better comments * fix test * fix test? * please fix test? * last fix test? * remove type hint * skip cache test * adds mock api key * dalle-2 test * fix dalle config * use apu key function --------- Co-authored-by: Chi Wang <wang.chi@microsoft.com>