For an invertible measure-preserving system, a generating measurable partition has modulo null sets. Thus knowing the entire two-sided itinerary determines all measurable observations. A finite or countable finite-entropy generating partition computes the system entropy through the Kolmogorov-Sinai generator theorem.
A one-sided generator is a measurable partition with modulo null sets. Equivalently, every measurable set can be approximated in measure by unions of atoms of finite forward-name blocks. A one-sided coordinate partition generates a one-sided Bernoulli shift; for a nontrivial base distribution, it does not generate the two-sided version, whose negative coordinates are independent of the nonnegative ones.
If an invertible probability measure-preserving system has a finite one-sided generator , then its future sigma-algebra equals modulo null sets. Hence , and the infinite-future formula for partition entropy rate and Kolmogorov-Sinai generator theorem give . Invertibility matters: a fair binary one-sided Bernoulli shift has entropy and a finite one-sided generator.
For an invertible probability measure-preserving system with a finite or countable finite-entropy generating measurable partition , . For a noninvertible system the same conclusion holds for a finite-entropy one-sided generator. The finite-entropy hypothesis is part of this form of the theorem.

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