Retrieval-Augmented Generation (RAG) has become a key technology in the field of artificial intelligence, enhancing the output quality of large language models by incorporating external knowledge bases. In RAG systems, document chunking strategies are seemingly simple yet crucial components that directly impact retrieval accuracy and overall system efficiency. This article explores how various chunking strategies work, their advantages and disadvantages, and suitable application scenarios to help you choose the best solution for specific use cases.
Recently, I was developing a website using Astro 5.7 + React 19. Everything worked perfectly in local development, but when deploying to Cloudflare Pages, I encountered this error: "Error: Failed to publish your Function. Got error: Uncaught ReferenceError: MessageChannel is not defined". Here’s the specific log:
typscript
Error: Failed to publish your Function. Got error: Uncaught ReferenceError: MessageChannel is not defined at renderers.mjs:6804:16 in requireReactDomServer_browser_production at renderers.mjs:13074:8 in requireServer_browser at renderers.
This blog post will guide you step-by-step through the entire process from project preparation to successful publication on PyPI, including modern packaging tools and best practices such as using pyproject.toml, the build tool, and testing safely with TestPyPI.
Core tools: pyproject.toml, setuptools, build, twine, uv (or pip)
Step 1: Plan Your Project StructureA clear project structure is the foundation for successful packaging. The recommended src layout effectively isolates your actual package code from other project files (such as tests, documentation, configuration files).
Recently while reviewing a website in Ahrefs, I encountered an SEO error: “Orphan pages of a website have no incoming internal links.” This notification typically indicates that “orphan pages on your website have no internal links pointing to them. Website visitors cannot access these pages from any other page on your site, and search engine crawlers can only discover them through sitemaps or external backlinks.”
Orphan pages can significantly impact your website’s search engine optimization (SEO) performance and user experience.
In modern software development, maintaining a well-structured and easily navigable commit history is crucial for project success. A standardized commit message format not only enhances codebase readability but also streamlines project progress tracking and team collaboration. This guide introduces the widely-adopted AngularJS commit convention, which has become the de facto standard for many open-source projects and development teams.
Understanding Commit Message StructureA well-formatted commit message consists of three distinct sections, separated by blank lines:
In Next.js (version 13 and above), the introduction of Server Components and Client Components (use client directive) has brought new concepts that originated from React 18.0. Without a clear understanding of these components, developers often encounter the error “cannot use both ‘use client’ and export function generateStaticParams()”. This article will analyze the root cause of this conflict and, more importantly, provide guidance on proper code organization to avoid such issues.
Doubao Text-to-Image PromptsThis article introduces a carefully curated collection of Doubao text-to-image prompt templates to help you quickly generate high-quality, stylistically diverse images. These templates cover a wide range of artistic styles and scenes, from cozy and healing to minimalist art, from traditional ink wash to modern design, all of which can be personalized through simple adjustments. We hope this article helps you quickly generate the images you want.
