Boost Web Performance: Mastering SSR AI Integration for Instant Personalization

6 days ago 高效码农

First Paint, First Thought: How to Make Web Pages Feel Smart Before They Finish Loading A plain-language guide for developers who want Server-Side Rendering + AI to deliver instant, personal experiences ❝ “When the browser stops spinning, the user should already feel understood.” ❞ 1 The Problem We’re Solving Users no longer measure a web app only by how 「fast」 it is. They also ask: Does it 「speak my language」 on arrival? Does it 「know what I came for」 before I click? Does it 「feel human」, not robotic? Traditional 「Server-Side Rendering」 (SSR) gives us speed. Large Language Models (LLMs) give …

Unveiling RPython’s GC Secrets: Turbocharged Object Allocation Performance

1 months ago 高效码农

Deep Dive into RPython GC Object Allocation Performance In the realm of software development, the performance of garbage collection (GC) mechanisms plays a pivotal role in shaping the overall behavior of programs. RPython, a restricted variant of Python designed specifically for the PyPy project, boasts an impressive garbage collection component that excels in object allocation speed and memory management efficiency. I. Setting Up the Testing Environment for RPython GC A. Writing the Test Code To explore the object allocation speed of RPython GC, we first crafted a basic test script: class A(object): pass def run(loops): # Initial test code for …