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UltraKV 1.0.4

dotnet add package UltraKV --version 1.0.4
 
 
NuGet\Install-Package UltraKV -Version 1.0.4
 
 
This command is intended to be used within the Package Manager Console in Visual Studio, as it uses the NuGet module's version of Install-Package.
<PackageReference Include="UltraKV" Version="1.0.4" />
 
 
For projects that support PackageReference, copy this XML node into the project file to reference the package.
<PackageVersion Include="UltraKV" Version="1.0.4" />
 
Directory.Packages.props
<PackageReference Include="UltraKV" />
 
Project file
For projects that support Central Package Management (CPM), copy this XML node into the solution Directory.Packages.props file to version the package.
paket add UltraKV --version 1.0.4
 
 
The NuGet Team does not provide support for this client. Please contact its maintainers for support.
#r "nuget: UltraKV, 1.0.4"
 
 
#r directive can be used in F# Interactive and Polyglot Notebooks. Copy this into the interactive tool or source code of the script to reference the package.
#:package UltraKV@1.0.4
 
 
#:package directive can be used in C# file-based apps starting in .NET 10 preview 4. Copy this into a .cs file before any lines of code to reference the package.
#addin nuget:?package=UltraKV&version=1.0.4
 
Install as a Cake Addin
#tool nuget:?package=UltraKV&version=1.0.4
 
Install as a Cake Tool
The NuGet Team does not provide support for this client. Please contact its maintainers for support.

๐Ÿš€ UltraKV - Lightning-Fast Key-Value Storage Engine

<div align="center">

๐Ÿ‘ MIT License
๐Ÿ‘ .NET 8.0
๐Ÿ‘ C#
๐Ÿ‘ Performance

An ultra-high performance, enterprise-grade key-value storage solution designed for the .NET ecosystem

|

</div>

๐ŸŽฏ Minimal Code, Maximum Performance

<div align="center">

๐Ÿš€ Less than 1,000 Lines of Code for a Complete Database Engine

Proving that simplicity and performance can coexist

</div>

One of the most remarkable aspects of UltraKV is achieving enterprise-grade database performance with an incredibly compact codebase. The entire UltraKV engine core is implemented in less than 1,000 lines of C# code, demonstrating the power of focused, efficient design.

๐Ÿ’ก Philosophy: "Perfect is the Enemy of Good"

UltraKV proves that:

  • Less code = Less bugs
  • Simple design = Better performance
  • Focused scope = Reliable execution
  • Clear logic = Easy maintenance

"The best code is no code at all. The second best is code so simple and efficient that it feels like no code."

Installation

More Document / WIKI

dotnet add package UltraKV

using var engine = new UltraKVEngine<string, string>("test.db");
engine.Set("key1", "value1");
var value = engine.Get("key1");
engine.Remove("key1");
engine.Flush();

๐Ÿ“‹ Table of Contents

๐ŸŒŸ Project Overview

UltraKV is a modern, single file, high-performance key-value storage system.

๐ŸŽฏ Design Goals

  • ๐Ÿš€ Extreme Performance: Supporting millions of ops/sec for read/write operations per instance
  • ๐Ÿ”’ Data Security: Enterprise-grade encryption, compression, and data integrity protection
  • ๐Ÿ›ก๏ธ High Reliability: Atomic transactions, data persistence, and fault recovery
  • โš™๏ธ Highly Configurable: Flexible configuration options for different application scenarios
  • ๐Ÿ“ˆ Scalable: Multi-engine management and horizontal scaling support

๐Ÿ”ฅ Key Features

๐ŸŽฏ UltraKV Engine Features

Feature Category Specific Functionality Description
๐Ÿš€ Performance Optimization In-Memory Index + Disk Storage Dual-guarantee high-performance architecture
Batch Operations Support Efficient batch read/write and delete operations
Smart Buffering Mechanism Configurable write buffer
Concurrency Control Thread-safe concurrent access
๐Ÿ’พ Storage Management Automatic Space Reclaim Intelligent disk space compaction
Multiple Update Modes Append mode and replace mode
Scheduled Persistence Configurable auto-flush strategy
Optimized File Format Compact binary storage format
๐Ÿ” Data Security Multiple Encryption Algorithms AES256-GCM, ChaCha20-Poly1305
Compression Support LZ4, Zstd, Snappy, Gzip, etc.
Data Integrity Verification Multiple hash algorithms for validation
Atomicity Guarantee Write locks ensure transaction atomicity

๐Ÿ—๏ธ File Storage Structure

UltraKV Storage Format
โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”
โ”‚ 1. Database Header (Fixed 64 bytes) โ”‚ โ† File Start โ”‚
โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค
โ”‚ 2. Value Data Area โ”‚
โ”‚ โ”œโ”€ Data Record 1 (Variable length) โ”‚
โ”‚ โ”œโ”€ Data Record 2 (Variable length) โ”‚
โ”‚ โ””โ”€ ... โ”‚
โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค
โ”‚ 3. Index Data Area [Start, End] โ”‚ โ† File End โ”‚
โ”‚ โ”œโ”€ Index Entry 1 (Key + Position info) โ”‚
โ”‚ โ”œโ”€ Index Entry 2 (Key + Position info) โ”‚
โ”‚ โ””โ”€ ... โ”‚
โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜

โšก Performance Benchmarks

๐Ÿ† UltraKV Performance Benchmark

Test Environment: .NET 8.0, Windows 11, SSD Storage

Operation Type Performance (ops/sec) Notes
Sequential Write 462,963 Optimized for high-frequency writes
Batch Insert 564,972 Enhanced batch operation performance
Random Read 632,911 Accelerated by in-memory index
Contains Check 25,000,000 Ultra-fast memory operations
Data Delete 833,333 Efficient delete operations
Batch Delete 1,562,500 Outstanding batch delete performance
Data Update 333,333 In-place update optimization
Random Access 500,000 Excellent random access performance
๐Ÿง  In-Memory Mode Performance

Test Environment: .NET 8.0, Windows 11, Average of 10 rounds, Memory mode operations

Operation Type Performance (ops/sec) Notes
Write Performance 1,958,190 Ultra-high speed memory writes
Read Performance 6,100,949 Lightning-fast memory reads
ContainsKey Performance 7,844,485 Optimized key existence checks
Delete Performance 5,984,823 Efficient memory deletions

Memory mode provides 3-8x performance improvement over file-based storage, ideal for cache and temporary data scenarios, Automatic timed persistence, and the memory mode can be turned off at any time

๐Ÿš€ Quick Start

๐Ÿ“ฆ Installation

<PackageReference Include="UltraKV" Version="1.0.0" />

๐Ÿ”ง Basic Usage

UltraKV Basic Example
using UltraKV;

// Create engine manager
using var manager = new UltraKVManager<string, string>("./data");

// Get engine instance
var engine = manager.GetEngine("my_database");

// Basic operations
engine.Set("user:1001", "John Doe");
engine.Set("user:1002", "Jane Smith");

// Read data
var user = engine.Get("user:1001"); // Returns: "John Doe"
var exists = engine.ContainsKey("user:1001"); // Returns: true

// Delete data
engine.Remove("user:1002");

// Batch operations
var batch = new Dictionary<string, string>
{
 ["product:1"] = "Laptop",
 ["product:2"] = "Mouse",
 ["product:3"] = "Keyboard"
};
engine.SetBatch(batch);

// Persist data
engine.Flush();
Advanced Configuration Example
// Create high-performance configuration
var config = new UltraKVConfig
{
 // Compression configuration
 CompressionType = CompressionType.LZ4,
 
 // Encryption configuration
 EncryptionType = EncryptionType.AES256GCM,
 EncryptionKey = "MySecureKey32BytesLong!@#$%^&*()",
 
 // Performance configuration
 FileStreamBufferSizeKB = 1024, // 1MB buffer
 WriteBufferSizeKB = 2048, // 2MB write buffer
 FlushInterval = 10, // 10-second auto-flush
 
 // Maintenance configuration
 AutoCompactEnabled = true, // Enable auto-compaction
 AutoCompactThreshold = 30, // 30% fragmentation triggers compaction
 
 // File update mode
 FileUpdateMode = FileUpdateMode.Append // Append mode for higher performance
};

var engine = manager.GetEngine("high_performance_db", config);

๐Ÿ“– Detailed Usage Guide

๐Ÿ”ง Configuration Options Explained

UltraKVConfig Core Configuration
public class UltraKVConfig
{
 // ๐ŸŽฏ Performance Related
 public bool EnableMemoryMode { get; set; } = false; // Memory mode
 public int FileStreamBufferSizeKB { get; set; } = 64; // File buffer
 public bool EnableWriteBuffer { get; set; } = true; // Write buffer
 public int WriteBufferSizeKB { get; set; } = 1024; // Buffer size
 
 // ๐Ÿ” Security Related
 public CompressionType CompressionType { get; set; } // Compression algorithm
 public EncryptionType EncryptionType { get; set; } // Encryption algorithm
 public HashType HashType { get; set; } = HashType.XXH3; // Hash algorithm
 public string? EncryptionKey { get; set; } // Encryption key
 
 // ๐Ÿ”„ Maintenance Related
 public bool AutoCompactEnabled { get; set; } = false; // Auto-compaction
 public byte AutoCompactThreshold { get; set; } = 50; // Compaction threshold
 public ushort FlushInterval { get; set; } = 5; // Flush interval
 public FileUpdateMode FileUpdateMode { get; set; } // Update mode
 
 // ๐Ÿ›ก๏ธ Validation Related
 public bool EnableUpdateValidation { get; set; } = false; // Update validation
 public int MaxKeyLength { get; set; } = 4096; // Maximum key length
}

๐Ÿ”„ Lifecycle Management

// Engine manager supports multiple engines
using var manager = new UltraKVManager<string, object>("./databases");

// Create engines for different purposes
var userEngine = manager.GetEngine("users", UltraKVConfig.Default);
var sessionEngine = manager.GetEngine("sessions", UltraKVConfig.Minimal);
var cacheEngine = manager.GetEngine("cache", new UltraKVConfig 
{ 
 FlushInterval = 30, // Cache data can flush less frequently
 EnableMemoryMode = true // Enable memory mode for cache
});

// Batch flush
manager.FlushAll();

// Close specific engine
manager.CloseEngine("cache");

// Get engine list
var engineNames = manager.GetEngineNames();

๐Ÿ“Š Performance Monitoring

// Get engine statistics
var stats = engine.GetStats();
Console.WriteLine($"Record Count: {stats.RecordCount}");
Console.WriteLine($"Deleted Count: {stats.DeletedCount}");
Console.WriteLine($"File Size: {stats.FileSize / 1024.0 / 1024.0:F2} MB");
Console.WriteLine($"Deletion Ratio: {stats.DeletionRatio:P1}");
Console.WriteLine($"Compaction Recommended: {stats.ShrinkRecommended}");

// Manually trigger compaction
if (engine.ShouldShrink())
{
 engine.Compact(fullRebuild: false);
}

๐Ÿ”ง Advanced Configuration

๐Ÿš€ Performance Optimization Configuration

High Throughput Write Scenarios
var highThroughputConfig = new UltraKVConfig
{
 FileUpdateMode = FileUpdateMode.Append, // Append mode for best performance
 WriteBufferSizeKB = 4096, // 4MB large buffer
 FileStreamBufferSizeKB = 2048, // 2MB file buffer
 FlushInterval = 30, // Longer flush interval
 AutoCompactThreshold = 70 // Higher compaction threshold
};
Low Latency Read Scenarios
var lowLatencyConfig = new UltraKVConfig
{
 EnableMemoryMode = true, // Memory mode for lowest latency
 FlushInterval = 5, // Frequent flushing for data safety
 EnableUpdateValidation = true // Enable validation for data correctness
};
Storage Space Sensitive Scenarios
var compactConfig = new UltraKVConfig
{
 CompressionType = CompressionType.Zstd, // Best compression ratio
 AutoCompactEnabled = true, // Enable auto-compaction
 AutoCompactThreshold = 20, // Low threshold triggers compaction
 FileUpdateMode = FileUpdateMode.Replace // Replace mode reduces fragmentation
};

๐Ÿ” Security Configuration Examples

Enterprise-Grade Security Configuration
var secureConfig = UltraKVConfig.Secure("MyEnterprise256BitSecretKey!@#");
// Equivalent to:
var secureConfig = new UltraKVConfig
{
 CompressionType = CompressionType.Gzip,
 EncryptionType = EncryptionType.AES256GCM,
 EncryptionKey = "MyEnterprise256BitSecretKey!@#",
 HashType = HashType.SHA256,
 EnableUpdateValidation = true
};
Debug and Development Configuration
var debugConfig = UltraKVConfig.Debug; // Enable all validation options

๐Ÿ”„ Compression Algorithm Selection Guide

Algorithm Compression Ratio Speed Use Case
LZ4 Medium Extremely Fast High-performance requirements
Zstd Excellent Fast Balance performance and compression
Snappy Medium Extremely Fast Google ecosystem
Gzip Good Medium General-purpose compression
Brotli Excellent Slower Web application optimization

๐Ÿ” Encryption Algorithm Selection Guide

Algorithm Security Level Performance Use Case
AES256-GCM Extremely High Excellent Enterprise applications
ChaCha20-Poly1305 Extremely High Excellent Mobile device optimization

๐Ÿ“Š Performance Testing

๐Ÿงช Built-in Performance Tests

The project includes a complete performance testing suite. You can run the following tests:

# Clone the project
git clone https://github.com/trueai-org/UltraKV.git
cd UltraKV

# Run UltraKV performance tests
dotnet run --project src/UltraKV --configuration Release

# Run comparison tests
dotnet test src/UltraKV.Tests --configuration Release

๐Ÿ“ˆ Custom Performance Testing

// Performance testing example
public async Task BenchmarkWritePerformance()
{
 using var manager = new UltraKVManager<string, string>("./benchmark");
 var engine = manager.GetEngine("test");
 
 const int iterations = 100_000;
 var stopwatch = Stopwatch.StartNew();
 
 for (int i = 0; i < iterations; i++)
 {
 engine.Set($"key_{i}", $"value_{i}");
 
 if (i % 1000 == 0) // Flush every 1000 operations
 {
 engine.Flush();
 }
 }
 
 engine.Flush();
 stopwatch.Stop();
 
 var opsPerSecond = iterations * 1000.0 / stopwatch.ElapsedMilliseconds;
 Console.WriteLine($"Write Performance: {opsPerSecond:N0} ops/sec");
}

๐Ÿ”„ Compaction Performance Testing

// Test compaction operation performance
public void BenchmarkCompactPerformance()
{
 using var engine = new UltraKVEngine<string, string>("./compact_test.db");
 
 // Write large amount of data
 for (int i = 0; i < 50_000; i++)
 {
 engine.Set($"key_{i}", new string('x', 1024)); // 1KB data
 }
 
 // Delete 50% of data to create fragmentation
 for (int i = 0; i < 50_000; i += 2)
 {
 engine.Remove($"key_{i}");
 }
 
 var beforeSize = new FileInfo("./compact_test.db").Length;
 var beforeStats = engine.GetStats();
 
 var stopwatch = Stopwatch.StartNew();
 engine.Compact(fullRebuild: false);
 stopwatch.Stop();
 
 var afterSize = new FileInfo("./compact_test.db").Length;
 var afterStats = engine.GetStats();
 
 Console.WriteLine($"Compaction Time: {stopwatch.ElapsedMilliseconds}ms");
 Console.WriteLine($"File Size: {beforeSize / 1024 / 1024}MB -> {afterSize / 1024 / 1024}MB");
 Console.WriteLine($"Space Saved: {(1 - (double)afterSize / beforeSize):P1}");
}

๐Ÿ” Security Features

๐Ÿ”’ Data Encryption

UltraKV supports industry-standard encryption algorithms:

  • AES256-GCM: Widely recognized enterprise-grade encryption standard
  • ChaCha20-Poly1305: Modern high-performance encryption algorithm
// Enable encrypted storage
var encryptedEngine = manager.GetEngine("secure_data", new UltraKVConfig
{
 EncryptionType = EncryptionType.AES256GCM,
 EncryptionKey = "MySecure32ByteEncryptionKey12345"
});

// Data will be automatically encrypted when stored
encryptedEngine.Set("sensitive_data", "confidential_information");

๐Ÿ“‹ Data Integrity

Multiple data integrity protection mechanisms:

var validatedConfig = new UltraKVConfig
{
 EnableUpdateValidation = true, // Enable write validation
 HashType = HashType.SHA256, // Use SHA256 for data verification
};

Supported hash algorithms:

  • XXH3: Ultra-fast hash, default choice
  • SHA256: Cryptographic-grade hash
  • BLAKE3: Modern high-performance hash
  • XXH128: 128-bit hash with low collision rate

๐Ÿ› ๏ธ Best Practices

๐Ÿ’ก Performance Optimization Recommendations

  1. Buffer Configuration
// Adjust buffer size based on memory availability
var config = new UltraKVConfig
{
 FileStreamBufferSizeKB = Environment.Is64BitProcess ? 1024 : 256,
 WriteBufferSizeKB = Environment.Is64BitProcess ? 4096 : 1024
};
  1. Batch Operation Optimization
// Use batch operations to improve performance
var batch = new Dictionary<string, string>();
for (int i = 0; i < 10000; i++)
{
 batch[$"key_{i}"] = $"value_{i}";
}
engine.SetBatch(batch); // Much faster than individual Set operations
  1. Reasonable Flush Strategy
// High-frequency write scenarios
var highWriteConfig = new UltraKVConfig
{
 FlushInterval = 30, // Flush every 30 seconds
 WriteBufferSizeKB = 8192 // 8MB buffer
};

// Low-latency scenarios
var lowLatencyConfig = new UltraKVConfig
{
 FlushInterval = 1, // Flush every 1 second
 EnableUpdateValidation = true // Enable validation
};

๐Ÿ”ง Maintenance and Monitoring

  1. Regular Statistics Monitoring
// Regularly check engine status
var timer = new Timer(async _ =>
{
 var stats = engine.GetStats();
 if (stats.DeletionRatio > 0.3) // Deletion ratio exceeds 30%
 {
 Console.WriteLine("Compaction operation recommended");
 if (engine.ShouldShrink())
 {
 engine.Compact();
 }
 }
}, null, TimeSpan.Zero, TimeSpan.FromMinutes(5));
  1. Graceful Shutdown Handling
// Ensure data safety when application shuts down
AppDomain.CurrentDomain.ProcessExit += (sender, e) =>
{
 manager.FlushAll(); // Flush all engines
 manager.Dispose(); // Release resources
};

๐Ÿšจ Error Handling

try
{
 engine.Set("key", "value");
}
catch (InvalidOperationException ex) when (ex.Message.Contains("disposed"))
{
 // Engine has been disposed
 Console.WriteLine("Engine is closed, please reinitialize");
}
catch (ArgumentException ex) when (ex.Message.Contains("EncryptionKey"))
{
 // Encryption configuration error
 Console.WriteLine("Encryption key configuration error");
}
catch (IOException ex)
{
 // Disk IO error
 Console.WriteLine($"Disk operation failed: {ex.Message}");
}

๐Ÿ”„ Data Migration and Backup

๐Ÿ“ค Data Export

// Export all data
public void ExportData(UltraKVEngine<string, string> engine, string backupFile)
{
 var allKeys = engine.GetAllKeys();
 var backup = new Dictionary<string, string>();
 
 foreach (var key in allKeys)
 {
 var value = engine.Get(key);
 if (value != null)
 {
 backup[key] = value;
 }
 }
 
 var json = JsonSerializer.Serialize(backup, new JsonSerializerOptions 
 { 
 WriteIndented = true 
 });
 File.WriteAllText(backupFile, json);
}

๐Ÿ“ฅ Data Import

// Restore data from backup
public void ImportData(UltraKVEngine<string, string> engine, string backupFile)
{
 var json = File.ReadAllText(backupFile);
 var backup = JsonSerializer.Deserialize<Dictionary<string, string>>(json);
 
 if (backup != null)
 {
 engine.SetBatch(backup);
 engine.Flush();
 }
}

๐ŸŒ Integration with Other Technologies

๐Ÿ”„ ASP.NET Core Integration

// Startup.cs or Program.cs
services.AddSingleton<UltraKVManager<string, object>>(provider =>
 new UltraKVManager<string, object>("./app_data"));

services.AddSingleton<IMemoryCache>(provider =>
{
 var manager = provider.GetService<UltraKVManager<string, object>>();
 return new UltraKVCache(manager.GetEngine("cache"));
});

๐Ÿ”ง Custom Cache Implementation

public class UltraKVCache : IMemoryCache
{
 private readonly UltraKVEngine<string, object> _engine;
 
 public UltraKVCache(UltraKVEngine<string, object> engine)
 {
 _engine = engine;
 }
 
 public bool TryGetValue(object key, out object value)
 {
 value = _engine.Get(key.ToString()!);
 return value != null;
 }
 
 public ICacheEntry CreateEntry(object key)
 {
 return new UltraKVCacheEntry(key.ToString()!, _engine);
 }
 
 // ... other interface implementations
}

๐Ÿค Contributing

We welcome all forms of contribution! Please read for detailed information.

๐Ÿ› Bug Reports

Before submitting an issue, please ensure:

  1. Search existing issues
  2. Provide detailed error information and reproduction steps
  3. Include environment information (.NET version, operating system, etc.)

๐Ÿ’ก Feature Requests

We welcome feature suggestions! Please describe in detail in the issue:

  1. Use case for the feature
  2. Expected behavior
  3. Possible implementation approaches

๐Ÿ”ง Development Environment Setup

# 1. Fork and clone the project
https://github.com/trueai-org/ultra-kv.git
cd ultra-kv

# 2. Install dependencies
dotnet restore

# 3. Run tests
dotnet test

# 4. Build project
dotnet build --configuration Release

๐Ÿ“š References

This project references the following excellent open-source projects:

๐Ÿ“Š Performance Comparison

Database Write (ops/s) Read (ops/s) Features
UltraKV UltraKV 462,963 632,911 Pure .NET, zero dependencies
FASTER ~400,000 ~1,000,000 Microsoft product, memory optimized
LevelDB (C++) ~100,000 ~200,000 Google product, battle-tested
SQLite ~50,000 ~100,000 Relational, feature-complete

Performance data based on benchmark tests on the same hardware environment. Actual performance varies by environment

๐Ÿ“ˆ Roadmap

๐ŸŽฏ Near-term Goals (v1.1)

  • Distributed support and cluster mode
  • More compression algorithm support
  • Performance monitoring and metrics export
  • Database repair tools

๐Ÿš€ Mid-term Goals (v2.0)

  • Support for complex queries and indexing
  • Plugin-based storage backends
  • Cloud-native support
  • Graphical management interface

๐ŸŒŸ Long-term Goals (v3.0)

  • Machine learning optimized performance tuning
  • Automated operations and fault recovery
  • Cross-platform mobile support

๐Ÿ“ฑ Community and Support

  • ๐Ÿ’ฌ Discussions - Technical discussions and Q&A
  • ๐Ÿ“ง - Official announcements and updates
  • ๐Ÿ› Issue Tracker - Bug reports and feature requests
  • ๐Ÿ“– Wiki - Detailed documentation and tutorials

๐Ÿ“„ License

This project is licensed under the .


<div align="center">

โญ If this project helps you, please give us a Star! โญ

๐Ÿ  Home โ€ข ๐Ÿ“š Documentation โ€ข ๐Ÿ› Report Issues โ€ข ๐Ÿ’ก Feature Requests

Copyright ยฉ 2024 TrueAI.org. All rights reserved.

</div>

Product Versions Compatible and additional computed target framework versions.
.NET net8.0 net8.0 is compatible.  net8.0-android net8.0-android was computed.  net8.0-browser net8.0-browser was computed.  net8.0-ios net8.0-ios was computed.  net8.0-maccatalyst net8.0-maccatalyst was computed.  net8.0-macos net8.0-macos was computed.  net8.0-tvos net8.0-tvos was computed.  net8.0-windows net8.0-windows was computed.  net9.0 net9.0 was computed.  net9.0-android net9.0-android was computed.  net9.0-browser net9.0-browser was computed.  net9.0-ios net9.0-ios was computed.  net9.0-maccatalyst net9.0-maccatalyst was computed.  net9.0-macos net9.0-macos was computed.  net9.0-tvos net9.0-tvos was computed.  net9.0-windows net9.0-windows was computed.  net10.0 net10.0 was computed.  net10.0-android net10.0-android was computed.  net10.0-browser net10.0-browser was computed.  net10.0-ios net10.0-ios was computed.  net10.0-maccatalyst net10.0-maccatalyst was computed.  net10.0-macos net10.0-macos was computed.  net10.0-tvos net10.0-tvos was computed.  net10.0-windows net10.0-windows was computed. 
Compatible target framework(s)
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