787 lines
20 KiB
Markdown
787 lines
20 KiB
Markdown
# RadixTree: Architecture for V to Rust Port
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## 1. Overview
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RadixTree is a space-optimized tree data structure that enables efficient string key operations with persistent storage. This document outlines the architecture for porting the RadixTree module from its original V implementation to Rust, maintaining all existing functionality while leveraging Rust's memory safety, performance, and ecosystem.
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The Rust implementation will integrate with the existing OurDB Rust implementation for persistent storage.
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```mermaid
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graph TD
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A[Client Code] --> B[RadixTree API]
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B --> C[Node Management]
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B --> D[Serialization]
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B --> E[Tree Operations]
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C --> F[OurDB]
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D --> F
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E --> C
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```
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## 2. Current Architecture (V Implementation)
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The current V implementation of RadixTree consists of the following components:
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### 2.1 Core Data Structures
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#### Node
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```v
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struct Node {
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mut:
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key_segment string // The segment of the key stored at this node
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value []u8 // Value stored at this node (empty if not a leaf)
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children []NodeRef // References to child nodes
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is_leaf bool // Whether this node is a leaf node
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}
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```
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#### NodeRef
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```v
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struct NodeRef {
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mut:
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key_part string // The key segment for this child
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node_id u32 // Database ID of the node
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}
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```
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#### RadixTree
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```v
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@[heap]
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pub struct RadixTree {
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mut:
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db &ourdb.OurDB // Database for persistent storage
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root_id u32 // Database ID of the root node
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}
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```
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### 2.2 Key Operations
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1. **new()**: Creates a new radix tree with a specified database path
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2. **set(key, value)**: Sets a key-value pair in the tree
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3. **get(key)**: Retrieves a value by key
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4. **update(prefix, new_value)**: Updates the value at a given key prefix
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5. **delete(key)**: Removes a key from the tree
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6. **list(prefix)**: Lists all keys with a given prefix
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7. **getall(prefix)**: Gets all values for keys with a given prefix
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### 2.3 Serialization
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The V implementation uses a custom binary serialization format for nodes:
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- Version byte (1 byte)
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- Key segment (string)
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- Value length (2 bytes) followed by value bytes
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- Children count (2 bytes) followed by children
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- Is leaf flag (1 byte)
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Each child is serialized as:
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- Key part (string)
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- Node ID (4 bytes)
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### 2.4 Integration with OurDB
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The RadixTree uses OurDB for persistent storage:
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- Each node is serialized and stored as a record in OurDB
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- Node references use OurDB record IDs
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- The tree maintains a root node ID for traversal
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## 3. Proposed Rust Architecture
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The Rust implementation will maintain the same overall architecture while leveraging Rust's type system, ownership model, and error handling.
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### 3.1 Core Data Structures
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#### Node
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```rust
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pub struct Node {
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key_segment: String,
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value: Vec<u8>,
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children: Vec<NodeRef>,
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is_leaf: bool,
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}
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```
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#### NodeRef
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```rust
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pub struct NodeRef {
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key_part: String,
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node_id: u32,
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}
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```
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#### RadixTree
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```rust
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pub struct RadixTree {
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db: ourdb::OurDB,
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root_id: u32,
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}
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```
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### 3.2 Public API
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```rust
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impl RadixTree {
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/// Creates a new radix tree with the specified database path
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pub fn new(path: &str, reset: bool) -> Result<Self, Error> {
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// Implementation
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}
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/// Sets a key-value pair in the tree
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pub fn set(&mut self, key: &str, value: Vec<u8>) -> Result<(), Error> {
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// Implementation
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}
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/// Gets a value by key from the tree
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pub fn get(&mut self, key: &str) -> Result<Vec<u8>, Error> {
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// Implementation
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}
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/// Updates the value at a given key prefix
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pub fn update(&mut self, prefix: &str, new_value: Vec<u8>) -> Result<(), Error> {
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// Implementation
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}
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/// Deletes a key from the tree
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pub fn delete(&mut self, key: &str) -> Result<(), Error> {
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// Implementation
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}
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/// Lists all keys with a given prefix
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pub fn list(&mut self, prefix: &str) -> Result<Vec<String>, Error> {
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// Implementation
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}
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/// Gets all values for keys with a given prefix
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pub fn getall(&mut self, prefix: &str) -> Result<Vec<Vec<u8>>, Error> {
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// Implementation
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}
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}
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```
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### 3.3 Error Handling
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```rust
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#[derive(Debug, thiserror::Error)]
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pub enum Error {
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#[error("OurDB error: {0}")]
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OurDB(#[from] ourdb::Error),
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#[error("Key not found: {0}")]
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KeyNotFound(String),
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#[error("Prefix not found: {0}")]
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PrefixNotFound(String),
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#[error("Serialization error: {0}")]
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Serialization(String),
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#[error("Deserialization error: {0}")]
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Deserialization(String),
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#[error("Invalid operation: {0}")]
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InvalidOperation(String),
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}
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```
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### 3.4 Serialization
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The Rust implementation will maintain the same binary serialization format for compatibility:
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```rust
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const VERSION: u8 = 1;
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impl Node {
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/// Serializes a node to bytes for storage
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fn serialize(&self) -> Vec<u8> {
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// Implementation
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}
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/// Deserializes bytes to a node
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fn deserialize(data: &[u8]) -> Result<Self, Error> {
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// Implementation
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}
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}
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```
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### 3.5 Integration with OurDB
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The Rust implementation will use the existing OurDB Rust implementation:
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```rust
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impl RadixTree {
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fn get_node(&mut self, node_id: u32) -> Result<Node, Error> {
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let data = self.db.get(node_id)?;
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Node::deserialize(&data)
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}
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fn save_node(&mut self, node_id: Option<u32>, node: &Node) -> Result<u32, Error> {
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let data = node.serialize();
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let args = ourdb::OurDBSetArgs {
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id: node_id,
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data: &data,
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};
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Ok(self.db.set(args)?)
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}
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}
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```
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## 4. Implementation Strategy
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### 4.1 Phase 1: Core Data Structures and Serialization
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1. Implement the `Node` and `NodeRef` structs
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2. Implement serialization and deserialization functions
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3. Implement the `Error` enum for error handling
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### 4.2 Phase 2: Basic Tree Operations
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1. Implement the `RadixTree` struct with OurDB integration
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2. Implement the `new()` function for creating a new tree
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3. Implement the `get()` and `set()` functions for basic operations
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### 4.3 Phase 3: Advanced Tree Operations
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1. Implement the `delete()` function for removing keys
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2. Implement the `update()` function for updating values
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3. Implement the `list()` and `getall()` functions for prefix operations
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### 4.4 Phase 4: Testing and Optimization
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1. Port existing tests from V to Rust
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2. Add new tests for Rust-specific functionality
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3. Benchmark and optimize performance
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4. Ensure compatibility with existing RadixTree data
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## 5. Implementation Considerations
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### 5.1 Memory Management
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Leverage Rust's ownership model for safe and efficient memory management:
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- Use `String` and `Vec<u8>` for data buffers instead of raw pointers
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- Use references and borrows to avoid unnecessary copying
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- Implement proper RAII for resource management
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### 5.2 Error Handling
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Use Rust's `Result` type for comprehensive error handling:
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- Define custom error types for RadixTree-specific errors
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- Propagate errors using the `?` operator
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- Provide detailed error messages
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- Implement proper error conversion using the `From` trait
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### 5.3 Performance Optimizations
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Identify opportunities for performance improvements:
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- Use efficient string operations for prefix matching
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- Minimize database operations by caching nodes when appropriate
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- Use iterators for efficient traversal
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- Consider using `Cow<str>` for string operations to avoid unnecessary cloning
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### 5.4 Compatibility
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Ensure compatibility with the V implementation:
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- Maintain the same serialization format
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- Ensure identical behavior for all operations
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- Support reading existing RadixTree data
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## 6. Testing Strategy
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### 6.1 Unit Tests
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Write comprehensive unit tests for each component:
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- Test `Node` serialization/deserialization
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- Test string operations (common prefix, etc.)
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- Test error handling
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### 6.2 Integration Tests
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Write integration tests for the complete system:
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- Test basic CRUD operations
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- Test prefix operations
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- Test edge cases (empty keys, very long keys, etc.)
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- Test with large datasets
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### 6.3 Compatibility Tests
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Ensure compatibility with existing RadixTree data:
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- Test reading existing V-created RadixTree data
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- Test writing data that can be read by the V implementation
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### 6.4 Performance Tests
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Benchmark performance against the V implementation:
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- Measure throughput for set/get operations
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- Measure latency for different operations
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- Test with different tree sizes and key distributions
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## 7. Project Structure
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```
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radixtree/
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├── Cargo.toml
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├── src/
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│ ├── lib.rs # Public API and re-exports
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│ ├── node.rs # Node and NodeRef implementations
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│ ├── serialize.rs # Serialization and deserialization
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│ ├── error.rs # Error types
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│ └── operations.rs # Tree operations implementation
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├── tests/
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│ ├── basic_test.rs # Basic operations tests
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│ ├── prefix_test.rs # Prefix operations tests
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│ └── edge_cases.rs # Edge case tests
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└── examples/
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├── basic.rs # Basic usage example
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├── prefix.rs # Prefix operations example
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└── performance.rs # Performance benchmark
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```
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## 8. Dependencies
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The Rust implementation will use the following dependencies:
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- `ourdb` for persistent storage
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- `thiserror` for error handling
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- `log` for logging
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- `criterion` for benchmarking (dev dependency)
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## 9. Compatibility Considerations
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To ensure compatibility with the V implementation:
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1. Maintain the same serialization format for nodes
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2. Ensure identical behavior for all operations
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3. Support reading existing RadixTree data
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4. Maintain the same performance characteristics
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## 10. Future Extensions
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Potential future extensions to consider:
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1. Async API for non-blocking operations
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2. Iterator interface for efficient traversal
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3. Batch operations for improved performance
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4. Custom serialization formats for specific use cases
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5. Compression support for values
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6. Concurrency support for parallel operations
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## 11. Conclusion
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This architecture provides a roadmap for porting RadixTree from V to Rust while maintaining compatibility and leveraging Rust's strengths. The implementation will follow a phased approach, starting with core data structures and gradually building up to the complete system.
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The Rust implementation aims to be:
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- **Safe**: Leveraging Rust's ownership model for memory safety
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- **Fast**: Maintaining or improving performance compared to V
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- **Compatible**: Working with existing RadixTree data
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- **Extensible**: Providing a foundation for future enhancements
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- **Well-tested**: Including comprehensive test coverage
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## 12. Implementation Files
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### 12.1 Cargo.toml
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```toml
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[package]
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name = "radixtree"
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version = "0.1.0"
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edition = "2021"
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description = "A persistent radix tree implementation using OurDB for storage"
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authors = ["OurWorld Team"]
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[dependencies]
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ourdb = { path = "../ourdb" }
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thiserror = "1.0.40"
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log = "0.4.17"
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[dev-dependencies]
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criterion = "0.5.1"
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[[bench]]
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name = "radixtree_benchmarks"
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harness = false
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[[example]]
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name = "basic_usage"
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path = "examples/basic_usage.rs"
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[[example]]
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name = "prefix_operations"
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path = "examples/prefix_operations.rs"
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```
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### 12.2 src/lib.rs
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```rust
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//! RadixTree is a space-optimized tree data structure that enables efficient string key operations
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//! with persistent storage using OurDB as a backend.
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//!
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//! This implementation provides a persistent radix tree that can be used for efficient
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//! prefix-based key operations, such as auto-complete, routing tables, and more.
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mod error;
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mod node;
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mod operations;
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mod serialize;
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pub use error::Error;
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pub use node::{Node, NodeRef};
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use ourdb::{OurDB, OurDBConfig, OurDBSetArgs};
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use std::path::PathBuf;
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/// RadixTree represents a radix tree data structure with persistent storage.
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pub struct RadixTree {
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db: OurDB,
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root_id: u32,
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}
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impl RadixTree {
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/// Creates a new radix tree with the specified database path.
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///
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/// # Arguments
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///
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/// * `path` - The path to the database directory
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/// * `reset` - Whether to reset the database if it exists
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///
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/// # Returns
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///
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/// A new `RadixTree` instance
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///
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/// # Errors
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///
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/// Returns an error if the database cannot be created or opened
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pub fn new(path: &str, reset: bool) -> Result<Self, Error> {
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// Implementation will go here
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unimplemented!()
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}
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/// Sets a key-value pair in the tree.
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///
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/// # Arguments
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///
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/// * `key` - The key to set
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/// * `value` - The value to set
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///
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/// # Errors
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///
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/// Returns an error if the operation fails
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pub fn set(&mut self, key: &str, value: Vec<u8>) -> Result<(), Error> {
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// Implementation will go here
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unimplemented!()
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}
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/// Gets a value by key from the tree.
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///
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/// # Arguments
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///
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/// * `key` - The key to get
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///
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/// # Returns
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///
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/// The value associated with the key
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///
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/// # Errors
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///
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/// Returns an error if the key is not found or the operation fails
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pub fn get(&mut self, key: &str) -> Result<Vec<u8>, Error> {
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// Implementation will go here
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unimplemented!()
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}
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/// Updates the value at a given key prefix.
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///
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/// # Arguments
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///
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/// * `prefix` - The key prefix to update
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/// * `new_value` - The new value to set
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///
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/// # Errors
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///
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/// Returns an error if the prefix is not found or the operation fails
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pub fn update(&mut self, prefix: &str, new_value: Vec<u8>) -> Result<(), Error> {
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// Implementation will go here
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unimplemented!()
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}
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/// Deletes a key from the tree.
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///
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/// # Arguments
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///
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/// * `key` - The key to delete
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///
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/// # Errors
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///
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/// Returns an error if the key is not found or the operation fails
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pub fn delete(&mut self, key: &str) -> Result<(), Error> {
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// Implementation will go here
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unimplemented!()
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}
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/// Lists all keys with a given prefix.
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///
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/// # Arguments
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///
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/// * `prefix` - The prefix to search for
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///
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/// # Returns
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///
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/// A list of keys that start with the given prefix
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///
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/// # Errors
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///
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/// Returns an error if the operation fails
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pub fn list(&mut self, prefix: &str) -> Result<Vec<String>, Error> {
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// Implementation will go here
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unimplemented!()
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}
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/// Gets all values for keys with a given prefix.
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///
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/// # Arguments
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///
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/// * `prefix` - The prefix to search for
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///
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/// # Returns
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///
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/// A list of values for keys that start with the given prefix
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///
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/// # Errors
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///
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/// Returns an error if the operation fails
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pub fn getall(&mut self, prefix: &str) -> Result<Vec<Vec<u8>>, Error> {
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// Implementation will go here
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unimplemented!()
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}
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}
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```
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### 12.3 src/error.rs
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```rust
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//! Error types for the RadixTree module.
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use thiserror::Error;
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/// Error type for RadixTree operations.
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#[derive(Debug, Error)]
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pub enum Error {
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/// Error from OurDB operations.
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#[error("OurDB error: {0}")]
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OurDB(#[from] ourdb::Error),
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/// Error when a key is not found.
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#[error("Key not found: {0}")]
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KeyNotFound(String),
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/// Error when a prefix is not found.
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#[error("Prefix not found: {0}")]
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PrefixNotFound(String),
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/// Error during serialization.
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#[error("Serialization error: {0}")]
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Serialization(String),
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/// Error during deserialization.
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#[error("Deserialization error: {0}")]
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Deserialization(String),
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/// Error for invalid operations.
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#[error("Invalid operation: {0}")]
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InvalidOperation(String),
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}
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```
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### 12.4 src/node.rs
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```rust
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//! Node types for the RadixTree module.
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|
|
/// Represents a node in the radix tree.
|
|
pub struct Node {
|
|
/// The segment of the key stored at this node.
|
|
pub key_segment: String,
|
|
|
|
/// Value stored at this node (empty if not a leaf).
|
|
pub value: Vec<u8>,
|
|
|
|
/// References to child nodes.
|
|
pub children: Vec<NodeRef>,
|
|
|
|
/// Whether this node is a leaf node.
|
|
pub is_leaf: bool,
|
|
}
|
|
|
|
/// Reference to a node in the database.
|
|
pub struct NodeRef {
|
|
/// The key segment for this child.
|
|
pub key_part: String,
|
|
|
|
/// Database ID of the node.
|
|
pub node_id: u32,
|
|
}
|
|
|
|
impl Node {
|
|
/// Creates a new node.
|
|
pub fn new(key_segment: String, value: Vec<u8>, is_leaf: bool) -> Self {
|
|
Self {
|
|
key_segment,
|
|
value,
|
|
children: Vec::new(),
|
|
is_leaf,
|
|
}
|
|
}
|
|
|
|
/// Creates a new root node.
|
|
pub fn new_root() -> Self {
|
|
Self {
|
|
key_segment: String::new(),
|
|
value: Vec::new(),
|
|
children: Vec::new(),
|
|
is_leaf: false,
|
|
}
|
|
}
|
|
}
|
|
|
|
impl NodeRef {
|
|
/// Creates a new node reference.
|
|
pub fn new(key_part: String, node_id: u32) -> Self {
|
|
Self {
|
|
key_part,
|
|
node_id,
|
|
}
|
|
}
|
|
}
|
|
```
|
|
|
|
### 12.5 src/serialize.rs
|
|
|
|
```rust
|
|
//! Serialization and deserialization for RadixTree nodes.
|
|
|
|
use crate::error::Error;
|
|
use crate::node::{Node, NodeRef};
|
|
|
|
/// Current binary format version.
|
|
const VERSION: u8 = 1;
|
|
|
|
impl Node {
|
|
/// Serializes a node to bytes for storage.
|
|
pub fn serialize(&self) -> Vec<u8> {
|
|
// Implementation will go here
|
|
unimplemented!()
|
|
}
|
|
|
|
/// Deserializes bytes to a node.
|
|
pub fn deserialize(data: &[u8]) -> Result<Self, Error> {
|
|
// Implementation will go here
|
|
unimplemented!()
|
|
}
|
|
}
|
|
```
|
|
|
|
### 12.6 src/operations.rs
|
|
|
|
```rust
|
|
//! Implementation of RadixTree operations.
|
|
|
|
use crate::error::Error;
|
|
use crate::node::{Node, NodeRef};
|
|
use crate::RadixTree;
|
|
|
|
impl RadixTree {
|
|
/// Helper function to get a node from the database.
|
|
pub(crate) fn get_node(&mut self, node_id: u32) -> Result<Node, Error> {
|
|
// Implementation will go here
|
|
unimplemented!()
|
|
}
|
|
|
|
/// Helper function to save a node to the database.
|
|
pub(crate) fn save_node(&mut self, node_id: Option<u32>, node: &Node) -> Result<u32, Error> {
|
|
// Implementation will go here
|
|
unimplemented!()
|
|
}
|
|
|
|
/// Helper function to find all keys with a given prefix.
|
|
fn find_keys_with_prefix(
|
|
&mut self,
|
|
node_id: u32,
|
|
current_path: &str,
|
|
prefix: &str,
|
|
result: &mut Vec<String>,
|
|
) -> Result<(), Error> {
|
|
// Implementation will go here
|
|
unimplemented!()
|
|
}
|
|
|
|
/// Helper function to recursively collect all keys under a node.
|
|
fn collect_all_keys(
|
|
&mut self,
|
|
node_id: u32,
|
|
current_path: &str,
|
|
result: &mut Vec<String>,
|
|
) -> Result<(), Error> {
|
|
// Implementation will go here
|
|
unimplemented!()
|
|
}
|
|
|
|
/// Helper function to get the common prefix of two strings.
|
|
fn get_common_prefix(a: &str, b: &str) -> String {
|
|
// Implementation will go here
|
|
unimplemented!()
|
|
}
|
|
}
|
|
```
|
|
|
|
### 12.7 examples/basic_usage.rs
|
|
|
|
```rust
|
|
//! Basic usage example for RadixTree.
|
|
|
|
use radixtree::RadixTree;
|
|
|
|
fn main() -> Result<(), radixtree::Error> {
|
|
// Create a temporary directory for the database
|
|
let db_path = std::env::temp_dir().join("radixtree_example");
|
|
std::fs::create_dir_all(&db_path)?;
|
|
|
|
println!("Creating radix tree at: {}", db_path.display());
|
|
|
|
// Create a new radix tree
|
|
let mut tree = RadixTree::new(db_path.to_str().unwrap(), true)?;
|
|
|
|
// Store some data
|
|
tree.set("hello", b"world".to_vec())?;
|
|
tree.set("help", b"me".to_vec())?;
|
|
tree.set("helicopter", b"flying".to_vec())?;
|
|
|
|
// Retrieve and print the data
|
|
let value = tree.get("hello")?;
|
|
println!("hello: {}", String::from_utf8_lossy(&value));
|
|
|
|
// List keys with prefix
|
|
let keys = tree.list("hel")?;
|
|
println!("Keys with prefix 'hel': {:?}", keys);
|
|
|
|
// Get all values with prefix
|
|
let values = tree.getall("hel")?;
|
|
println!("Values with prefix 'hel':");
|
|
for (i, value) in values.iter().enumerate() {
|
|
println!(" {}: {}", i, String::from_utf8_lossy(value));
|
|
}
|
|
|
|
// Delete a key
|
|
tree.delete("help")?;
|
|
println!("Deleted 'help'");
|
|
|
|
// Verify deletion
|
|
let keys_after = tree.list("hel")?;
|
|
println!("Keys with prefix 'hel' after deletion: {:?}", keys_after);
|
|
|
|
// Clean up (optional)
|
|
if std::env::var("KEEP_DB").is_err() {
|
|
std::fs::remove_dir_all(&db_path)?;
|
|
println!("Cleaned up database directory");
|
|
} else {
|
|
println!("Database kept at: {}", db_path.display());
|
|
}
|
|
|
|
Ok(())
|
|
}
|
|
``` |