Search:
Match:
2 results

TokenDagger: Faster Tokenizer than OpenAI's Tiktoken

Published:Jun 30, 2025 12:33
1 min read
Hacker News

Analysis

TokenDagger offers a significant speed improvement over OpenAI's Tiktoken, a crucial component for LLMs. The project's focus on performance, achieved through a faster regex engine and algorithm simplification, is noteworthy. The provided benchmarks highlight substantial gains in both single-thread tokenization and throughput. The project's open-source nature and drop-in replacement capability make it a valuable contribution to the LLM community.
Reference

The project's focus on raw speed and the use of a faster regex engine are key to its performance gains. The drop-in replacement capability is also a significant advantage.

Research#llm👥 CommunityAnalyzed: Jan 3, 2026 16:17

Tiktoken: OpenAI’s Tokenizer

Published:Dec 16, 2022 02:22
1 min read
Hacker News

Analysis

The article introduces Tiktoken, OpenAI's tokenizer. This is a fundamental component for understanding how large language models (LLMs) process and generate text. The focus is likely on the technical aspects of tokenization, such as how text is broken down into tokens, the vocabulary used, and the impact on model performance and cost.
Reference

The summary simply states 'Tiktoken: OpenAI’s Tokenizer'. This suggests a concise introduction to the topic, likely followed by a more detailed explanation in the full article.