decoding strategies

Architect

Jul 1, 2023 · Artificial Intelligence

Comprehensive Guide to Text Generation Decoding Strategies with HuggingFace Transformers

This tutorial explores various text generation decoding methods—including greedy search, beam search, top‑k/top‑p sampling, sample‑and‑rank, and group beam search—explaining their principles, providing detailed Python code examples, and comparing their use in modern large language models.

HuggingFaceTransformersbeam search

0 likes · 59 min read

Comprehensive Guide to Text Generation Decoding Strategies with HuggingFace Transformers

Tencent Cloud Developer

Jun 1, 2023 · Artificial Intelligence

A Comprehensive Guide to Decoding Strategies for Text Generation with HuggingFace Transformers

This guide thoroughly explains the major decoding strategies for neural text generation in HuggingFace Transformers—including greedy, beam, diverse beam, sampling, top‑k, top‑p, sample‑and‑rank, beam sampling, and group beam search—detailing their principles, Python implementations with LogitsProcessor components, workflow diagrams, comparative analysis, and references to original research.

HuggingFaceNatural Language ProcessingTransformers

0 likes · 60 min read

A Comprehensive Guide to Decoding Strategies for Text Generation with HuggingFace Transformers