# HuggingFace Tokenizers Rust + Production Pipeline: Üretim-Kalite Tokenizer'ı Sıfırdan Eğitmek

> Source: https://sukruyusufkaya.com/learn/llm-muhendisligi/huggingface-tokenizers-rust-production-pipeline
> Updated: 2026-08-19T21:41:56.070Z
> Category: LLM Mühendisliği
> Module: Modül 6: Tokenization Mikro-Cerrahisi
**TLDR:** HuggingFace tokenizers crate'inin Rust mimarisi, 6 katmanlı pipeline (Normalizer → PreTokenizer → Model → PostProcessor → Decoder → Trainer), tokenizer.json format anatomisi, Türkçe production-grade end-to-end training, Rust internals (parallel processing, SIMD, ahash, mmap), tiktoken/SentencePiece conversion, threading + caching + FFI overhead, benchmarklar.