"Another situation: let say that the partnership's return showed the end of the year the June 2021"
You are confusing two different things: End of Year (fiscal) and Short Year (special reporting).
The IRS explains it to you here:
https://www.irs.gov/businesses/small-businesses-self-employed/tax-years
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