# Sampling Sanatı Derinlemesine: Greedy, Beam, Top-K, Top-P, Min-P, DRY, Tail-Free — Hepsi Production'da

> Source: https://sukruyusufkaya.com/learn/llm-muhendisligi/sampling-sanati-temperature-top-p-min-p-dry
> Updated: 2026-08-23T12:50:41.862Z
> Category: LLM Mühendisliği
> Module: Modül 4: LLM'lerin Zihinsel Modeli
**TLDR:** Production-level sampling stratejileri: temperature/top-k/top-p/min-p/typical-p/tail-free/DRY repetition penalty, beam search ve diverse beam, contrastive decoding, speculative sampling, reasoning model'larda sampling, structured output ile sampling, multi-sample self-consistency.