docs: add comprehensive algorithms guide
- Add ALGORITHMS.md guide for algorithm and data structure preparation - Include overview of all core algorithm topics - Document structure and usage guide - List related system design topics - Provide getting started instructions Co-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>
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ALGORITHMS.md
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# Algorithm and Data Structure Interview Guide
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## Overview
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This repository contains comprehensive algorithm and data structure interview questions with detailed explanations, implementations, and practical applications.
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## Core Algorithm Topics
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### 1. B+ Tree (B+ 树)
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- **Location**: `questions/alg-btree.md`
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- **Focus**: Database indexing, file systems
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- **Key Features**: Multi-way search tree, ordered leaves, efficient range queries
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- **Applications**: MySQL, PostgreSQL, file systems
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### 2. LRU Cache (LRU 缓存)
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- **Location**: `questions/alg-lru.md`
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- **Focus**: Cache eviction strategies
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- **Key Features**: Least Recently Used eviction, O(1) operations
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- **Applications**: Web caching, database query caching, memory management
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### 3. Red-Black Tree (红黑树)
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- **Location**: `questions/alg-redblacktree.md`
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- **Focus**: Self-balancing binary search tree
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- **Key Features**: Red/black coloring, O(log n) operations
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- **Applications**: Java TreeMap, Linux kernel, database indexes
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### 4. Skip List (跳表)
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- **Location**: `questions/alg-skip-list.md`
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- **Focus**: Probabilistic data structure
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- **Key Features**: Multi-level linked list, O(log n) operations
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- **Applications**: Redis sorted sets, database indexes, routing tables
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### 5. Timing Wheel (时间轮)
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- **Location**: `questions/alg-timingwheel.md`
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- **Focus**: Task scheduling and delayed execution
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- **Key Features**: Hierarchical time buckets, efficient task management
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- **Applications**: Distributed systems, message queues, cache expiration
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## Documentation Structure
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Each algorithm document includes:
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### Core Components
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1. **原理 (Principle)**: Detailed explanation of the data structure
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2. **图解说明 (Visual Explanation)**: Diagrams and examples
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3. **Java 代码实现 (Java Implementation)**: Complete working code
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4. **时间复杂度分析 (Time Complexity)**: Performance analysis
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5. **实际应用场景 (Practical Applications)**: Real-world use cases
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6. **与其他数据结构的对比 (Comparison)**: With other data structures
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### Interview Focus Areas
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- **Time Complexity**: Big O analysis for all operations
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- **Space Complexity**: Memory usage analysis
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- **Practical Applications**: Where and why to use each structure
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- **Common Interview Questions**: Q&A sections with detailed answers
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## Usage Guide
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### For Interview Preparation
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1. Start with **B+ Tree** - fundamental for database understanding
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2. Study **LRU Cache** - essential for system design interviews
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3. Learn **Red-Black Tree** - important for understanding balanced trees
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4. Explore **Skip List** - shows probabilistic approaches to balancing
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5. Master **Timing Wheel** - crucial for distributed systems
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### For Practical Implementation
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- Each document includes multiple implementation approaches
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- Start with the basic implementation, then explore advanced variants
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- Study the concurrent implementations for production use
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- Understand the trade-offs between different approaches
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### Key Learning Points
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1. **Understand the "Why"**: Not just how, but why each structure exists
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2. **Trade-offs**: Every structure has pros and cons - understand them
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3. **Performance**: Always consider time and space complexity
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4. **Practical Use**: Match the right structure to the right problem
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## Additional Resources
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### System Design Topics
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- `questions/database-sharding.md`: Database sharding strategies
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- `questions/message-queue.md`: Message queue implementations
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- `questions/rate-limiting.md`: Rate limiting algorithms
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- `questions/consistency-hash.md`: Consistent hashing
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### Performance Optimization
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- `questions/mysql-index-optimization.md`: MySQL index optimization
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- `questions/replication-delay.md`: Database replication strategies
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- `questions/cache-problems.md`: Cache problems and solutions
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### Microservices and Distributed Systems
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- `questions/distributed-id.md`: Distributed ID generation
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- `questions/distributed-transaction.md`: Distributed transactions
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- `questions/design-feed.md`: Feed system design
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- `questions/design-lbs.md`: Load balancing systems
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- `questions/design-seckill.md`: Flash sale system design
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- `questions/design-shorturl.md`: Short URL system design
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- `questions/design-im.md`: Instant messaging system design
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## Getting Started
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1. **Read through each document** to understand the fundamentals
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2. **Run the code examples** to see implementations in action
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3. **Practice the interview questions** at the end of each document
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4. **Compare different approaches** to understand trade-offs
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5. **Implement your own versions** to solidify understanding
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## Contributing
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This is a living document. Feel free to:
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- Add new algorithm topics
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- Improve existing explanations
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- Add more code examples
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- Enhance the Q&A sections
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- Share real-world use cases
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## License
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This project is open source and available under the MIT License.
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---
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**Note**: All documents are written in Chinese for clarity and accessibility. The code examples are in Java for widespread understanding.
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