This article systematically presents ten large‑model training and fine‑tuning methods—from full‑parameter finetuning to parameter‑efficient PEFT—detailing their principles, suitable scenarios, step‑by‑step workflows, code examples, and practical selection guidance for AI product managers.
The Mamba-Adaptor introduces a dual‑module adapter that overcomes causal computation limits, long‑range memory decay, and spatial structure loss in state‑space models, delivering state‑of‑the‑art results on ImageNet, COCO, and various downstream visual tasks with minimal overhead.
This article explains how low‑rank adaptation (LoRA) and its quantized variant (QLoRA) compress large language model weights, reduce training cost, and enable flexible adapter switching, while detailing matrix decomposition, training mechanics, and trade‑offs with concrete examples and quantitative analysis.
This article explains four essential PHP design patterns—Singleton, Factory, Observer, and Adapter—detailing their purpose, implementation with code examples, and how they help developers write more maintainable, extensible, and flexible backend applications.
Fine‑tuning transforms a general‑purpose large language model into a domain‑specific expert by training on a small, labeled dataset, and this guide explains its background, core concepts, technical mechanisms, various methods—including full‑parameter, LoRA, adapters, and prompt tuning—plus practical use cases, advantages, challenges, and best‑practice recommendations.
This article introduces five essential design patterns—Observer, Strategy, Builder, Facade, and Adapter—explaining their concepts, typical roles, UML diagrams, and providing complete Java code demos that illustrate how each pattern can be applied to improve software design and maintainability.
This paper introduces a lightweight Diffusion Restoration Adapter that integrates into pre‑trained diffusion priors such as StableDiffusion XL and StableDiffusion 3, dramatically reduces parameter overhead compared with ControNet, and delivers superior quantitative and visual results on real‑world image restoration benchmarks through a novel sampling strategy.
The ScaleOT framework introduces a privacy‑preserving offsite‑tuning pipeline for large language models that combines importance‑aware dynamic layer replacement with selective rank compression, enabling flexible model compression, near‑lossless fine‑tuning, and strong privacy guarantees across diverse downstream tasks.
This article provides a comprehensive, code‑first guide to the most common design patterns—including Strategy, Simple Factory, Singleton, Proxy, Factory Method, Observer, Template Method and Adapter—explaining their concepts, real‑world use cases, and complete Java implementations with Spring Boot integration.
This article introduces design patterns, lists the most common patterns such as Strategy, Factory, Singleton, Proxy, Factory Method, Observer, Template Method, and Adapter, and walks through concrete Java code examples, step‑by‑step explanations, and practical scenarios that demonstrate how each pattern solves specific design problems.
This article dissects MyBatis's source code, revealing how more than ten classic design patterns—such as Factory, Singleton, Builder, Adapter, Proxy, Composite, Decorator, Template, Strategy, and Iterator—are applied to decouple complex scenarios, improve extensibility, and streamline ORM operations.
This article introduces four essential design patterns—Singleton, Factory, Observer, and Adapter—explaining their concepts and providing complete PHP code examples to demonstrate how each pattern can be implemented to create maintainable, extensible, and flexible applications.
This article explains core object‑oriented concepts such as encapsulation, abstraction, inheritance and polymorphism, then details common design principles and a wide range of design patterns—including factory, builder, bridge, singleton, strategy, adapter, and proxy—illustrated with complete Java code examples and usage guidelines.
This article introduces parameter‑efficient fine‑tuning (PEFT) techniques—including additive adapters, soft‑prompt methods, selection‑based BitFit, and re‑parameterization approaches like LoRA and AdaLoRA—explains their architectures, experimental results, and provides end‑to‑end code for fine‑tuning ChatGLM2‑6B on a Chinese medical QA dataset.
The article examines how MyBatis applies a variety of creational, structural, and behavioral design patterns—such as Factory, Singleton, Builder, Adapter, Proxy, Composite, Decorator, Template, Strategy, and Iterator—to decouple its over‑twenty‑thousand‑line codebase, improve modularity, and handle complex ORM tasks efficiently.
This article introduces JavaScript design patterns—covering creational, structural, and behavioral categories—and provides clear explanations and complete code examples for patterns such as Factory Method, Abstract Factory, Singleton, Builder, Prototype, Adapter, Decorator, Proxy, Facade, Bridge, Composite, Flyweight, Strategy, Template Method, Observer, Iterator, Chain of Responsibility, Command, Memento, State, Visitor, Mediator and Interpreter, helping developers write cleaner, more maintainable code.
This article explains how Spring applies classic design patterns such as Simple Factory, Factory Method, Singleton, Adapter, Decorator, Proxy, Observer, Strategy, and Template Method, illustrating each pattern with implementation details, core code snippets, and their significance for loose coupling and extensibility in backend development.
Everright FormEditor is a Vue3 visual form editor built on element‑plus and Vant that offers flexible drag‑and‑drop, a rich set of field types, layout containers, internationalization, dual modes, and an internal architecture comprising Fields, Canvas, Selection, Config panels, adapters, and a Node.js backend for persistence.
This article presents a comprehensive overview of lightweight adaptation methods—including language, domain, and optimization‑goal adapters and structured prompts—to overcome language mismatch, low domain fit, and objective differences when deploying open‑source multimodal large models in real‑world AI applications.
This article walks through creating a Chrome QR‑code extension using Svelte, covering project setup with SvelteKit, manifest configuration for MV3, component development, reactive logic, download handling, custom adapter creation to satisfy CSP, build steps, debugging, and the final result.
This article demonstrates how to simplify and decouple a complex Android RecyclerView adapter by extracting view‑holder logic into a sealed BaseVH class, automatically registering subclasses via Kotlin reflection, and optionally replacing the whole approach with Jetpack Compose.
This article humorously explains 23 classic software design patterns—such as Factory Method, Builder, Abstract Factory, Prototype, Singleton, Adapter, Bridge, Composite, Decorator, Facade, Flyweight, Proxy, Chain of Responsibility, Command, Interpreter, Iterator, Mediator, Memento, Observer, State, Strategy, Template Method, and Visitor—using everyday dating analogies to illustrate their intent and structure.
This article provides a comprehensive analysis of Axios, covering its core directory structure, internal request/response flow, interceptor mechanism, data transformation, adapter handling, and ways to customize or replace default behavior, illustrated with extensive source code excerpts.
This article outlines the most commonly used Keycloak adapter configuration properties for Spring Security integration, explaining each setting such as realm, resource, auth-server-url, SSL requirements, CORS, bearer-only mode, and client credentials, and provides guidance on when and how to apply them.
This article humorously illustrates 23 classic software design patterns—such as Factory Method, Builder, Abstract Factory, Prototype, Singleton, Adapter, Bridge, Composite, Decorator, Facade, Flyweight, Proxy, Chain of Responsibility, Command, Interpreter, Iterator, Mediator, Memento, Observer, State, Strategy, Template Method, and Visitor—by mapping each to everyday relationship scenarios.
Fish‑Redux 2.0 introduces the unified FlowAdapter, which combines static and dynamic adapters into a callback‑driven architecture that enables runtime component re‑ordering, server‑controlled A/B testing, and modular data handling, dramatically improving page flexibility, reducing code redundancy, and accelerating complex Xianyu business scenarios.
This article provides a comprehensive overview of key structural design patterns—including Proxy, Adapter, Bridge, Decorator, Facade, Flyweight, and Composite—explaining their definitions, advantages, structure, real‑world scenarios, and complete Java implementations with code snippets and diagrams.
This article presents Alibaba's comprehensive research on multilingual neural machine translation, covering motivations, model architectures, intermediate language modules, data‑augmentation strategies such as repair translation, integration of pre‑trained models with adapters, and engineering optimizations that enable a production‑ready system supporting over 200 languages.
This article presents a playful yet informative walkthrough of twenty‑three classic software design patterns—Factory Method, Builder, Abstract Factory, Prototype, Singleton, Adapter, Bridge, Composite, Decorator, Facade, Flyweight, Proxy, Chain of Responsibility, Command, Interpreter, Iterator, Mediator, Memento, Observer, State, Strategy, Template Method and Visitor—using everyday analogies to illustrate their intent and structure.
This article humorously explains 23 classic software design patterns—such as Factory Method, Builder, Abstract Factory, Prototype, Singleton, Adapter, Bridge, Composite, Decorator, Facade, Flyweight, Proxy, Chain of Responsibility, Command, Interpreter, Iterator, Mediator, Memento, Observer, State, Strategy, Template Method, and Visitor—by comparing each pattern to everyday dating scenarios.
This article provides a comprehensive overview of the design patterns used in the Spring framework—including Simple Factory, Factory Method, Singleton, Adapter, Decorator, Proxy, Observer, Strategy, and Template Method—explaining their implementation, underlying principles, and practical significance with code examples.
This article humorously explains 22 classic software design patterns—such as Factory Method, Builder, Abstract Factory, Prototype, Singleton, Adapter, Bridge, Composite, Decorator, Facade, Flyweight, Proxy, Chain of Responsibility, Command, Interpreter, Iterator, Mediator, Memento, Observer, State, Strategy, Template Method, and Visitor—by likening each to everyday dating and food scenarios, making the concepts easy to grasp.
This article walks through the complete process of adding a RecyclerView to an Android project, including the required support library dependency, creating the layout and item XML files, implementing a custom Adapter with ViewHolder, overriding the essential methods, and updating the view with a dynamic data source such as recorded audio file paths.
This article introduces common PHP design patterns—including Singleton, Factory, Registry, Adapter, and Observer—explaining their purpose, structure, typical use cases, and providing complete code examples for each pattern to illustrate how they can be implemented in object‑oriented applications.
This article examines how MyBatis implements numerous classic design patterns—including Builder, Factory, Singleton, Proxy, Composite, Template Method, Adapter, Decorator, and Iterator—through its source code, explaining each pattern's role, related classes, and code examples to deepen developers' understanding of backend architecture.
This article explains the background, architecture, implementation details, performance evaluation, and practical usage of Kbone—a solution that adapts Vue‑based web applications to run as WeChat mini‑programs by simulating DOM, using custom components, and providing a compatible event system.
Kbone is an open-source framework by WeChat enabling Vue apps to compile to both web and mini‑programs via a fake DOM adapter, allowing reuse of Vue code, custom components, and minimal changes, with performance acceptable for typical mini‑program pages.
This article explains how Spring implements nine classic design patterns—including Simple Factory, Factory Method, Singleton, Adapter, Decorator, Proxy, Observer, Strategy, and Template Method—through configuration examples and Java code, illustrating their roles in building flexible, maintainable backend applications.
This article walks through nine commonly used design patterns in Spring, such as Simple Factory, Factory Method, Singleton, Adapter, Wrapper, Proxy, Observer, Strategy, and Template Method, providing clear explanations, XML configurations, and Java code examples to illustrate each pattern in practice.
This article introduces an open‑source Android library that eliminates the need for custom RecyclerView adapters by using a ViewHolderManager system to handle multiple item types, headers, footers, click listeners, load‑more pagination, and animations, with complete code examples and usage guidelines.
This article provides a comprehensive guide to Android's RecyclerView, covering its core concepts, differences from ListView, standard implementation steps, custom adapters, item decorations, layout managers, animators, header/footer integration, empty views, drag-and-swipe handling, nested scrolling, and performance optimizations, with code examples and diagrams.
This article introduces six fundamental design patterns—Singleton, Adapter, Observer, Simple Factory, Factory Method, and Abstract Factory—explaining their concepts, class diagrams, and providing complete Java code examples to illustrate each pattern's practical implementation.
This article introduces several core Java design patterns—including Singleton, Adapter, Observer, Simple Factory, Factory Method, and Abstract Factory—explaining their concepts, class diagrams, and providing complete code examples for each implementation variant.
