Smooth connection between cylinder's ends

The file you posted appears to be empty.
You could cap the ends, boolean union them all together, then fillet the seams to smooth it.
Because it looks like the lower cylinder is larger than the union of the branches, you might also need to include some additional geometry in the union to connect them, such as a sphere or a cone.

For a relaxed geometry version, you can also look at this thread.

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