aiforge-engine 0.0.17

Intelligent Intent Adaptive Execution Engine - 智能意图自适应执行引擎

🚀 AIForge - Intelligent Intent Adaptive Execution Engine

Transform natural language instructions into executable code with AI-powered automation

🚀 Quick Start • 🧠 Core Features • ⚡ Installation • 🌐 Ecosystem

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🎯 What is AIForge?

🚧 Project Status: We are currently in full development, with quite frequent version updates. Please stay tuned!

AIForge is an intelligent execution engine that bridges the gap between natural language instructions and code execution. Through advanced instruction analysis and adaptive execution architecture, AIForge provides:

• 🧠 Deep Understanding - Multi-dimensional instruction parsing with precise intent capture
• ⚡ Instant Execution - Rapid code generation with real-time environment interaction
• 🔮 Smart Caching - Semantic similarity-based intelligent code reuse
• 🌊 Self-Evolution - Continuous learning optimization with error self-healing
• 🎭 Multi-Provider - OpenAI、DeepSeek、OpenRouter、Ollama

✨ Core Features

🏗️ Multi-Interface Architecture

• CLI Interface - Command-line tool for direct execution
• Python API - Programmatic integration for applications
• Web API - FastAPI-based REST interface
• Desktop GUI - Desktop app gui

🤖 LLM Provider Support

• OpenAI - GPT models integration
• DeepSeek - Cost-effective AI provider
• OpenRouter - Multi-model access platform
• Ollama - Local model execution

🔧 Advanced Execution Management

• Docker Deployment - Supports both deployment methods
• Template System - Domain-specific execution templates
• Search Integration - Multi-engine search capabilities (Baidu, Bing, 360, Sogou)
• Content Generation - Specialized content creation workflows

🌍 Multi-Language Support

• Global Instruction Processing - Natural language instruction recognition in 12 major languages
• Localized Keywords - Chinese, English, Arabic, German, Spanish, French, Hindi, Japanese, Korean, Portuguese, Russian, Vietnamese
• Smart Language Detection - Automatic language detection with corresponding keyword library matching
• Cross-Language Compatibility - Maintains English keyword universality while providing localized experience

🛡️ Enterprise-Ready Features

• Progress Tracking - Real-time execution status indicators
• Error Handling - Comprehensive exception management and retry logic
• Configuration Management - Flexible TOML-based configuration system

🔐 Enterprise Security Features

AIForge provides multi-layer security for safe AI code execution:

• Sandbox Isolation: Process-level isolation with resource limits
• Network Security: Four-tier policy control with smart domain filtering
• Code Analysis: Dangerous pattern detection and safe module imports
• Unified Middleware: Extensible security validation framework

🚀 Quick Start

Installation & Deployment

• Product(Package)

pip install aiforge-engine    
  
# With optional dependencies    
pip install "aiforge-engine[all]"  # All features    
pip install "aiforge-engine[gui]"  # Terminal GUI support    
pip install "aiforge-engine[web]"  # Web API support  
pip install "aiforge-engine[deploy]"  # Deploy support    
pip install "aiforge-engine[web,deploy]" # Web + deploy

• Develop（Source Code）

git clone https://github.com/iniwap/AIForge.git  
cd AIForge

uv venv --python 3.10  
source .venv/bin/activate  # macOS/Linux  
# .venv\Scripts\activate  # Windows

uv sync --all-extras

Basic Usage

• Product(Package)

# Direct
from aiforge import AIForgeEngine    
print(AIForgeEngine(api_key="your-openrouter-apikey").("Search for the latest global stock market trends and write an investment analysis"))

# CLI 
aiforge "Search for the latest global stock market trends and write an investment analysis" --api-key sk-or-v1-xxx
  
# Web 
aiforge web --api-key sk-or-v1-xxx  # open http://localhost:8000  

# Web Docker
export OPENROUTER_API_KEY="your-key-here"
aiforge-deploy docker start --searxng

# Desktop GUI
aiforge gui --api-key sk-or-v1-xxx

• Develop（Source Code）

# Direct
from aiforge import AIForgeEngine    
print(AIForgeEngine(api_key="your-openrouter-apikey").("Search for the latest global stock market trends and write an investment analysis"))

# CLI
./aiforge-dev.sh "Search for the latest global stock market trends and write an investment analysis" --api-key sk-or-v1-xxx # win:./aiforge-dev.bat
  
# Web 
./aiforge-dev.sh web --api-key sk-or-v1-xxx  # open http://localhost:8000  

# Web Docker
export OPENROUTER_API_KEY="your-key-here"
./aiforge-dev.sh docker start --searxng --dev

# Desktop GUI
./aiforge-dev.sh gui # --api-key sk-or-v1-xxx --debug

Command List

• AIForge Command Usage Comparison Table

Feature	Development Mode	Package Mode	Core Parameters
Web Service	./aiforge-dev.sh web	aiforge web	--host 0.0.0.0 --port 8000 --reload --debug --api-key --provider
GUI Application	./aiforge-dev.sh gui	aiforge gui	--theme dark --remote-url --width 1200 --height 800 --debug --api-key --provider
GUI Remote	./aiforge-dev.sh gui --remote URL	aiforge gui --remote-url URL	--remote-url http://server:port
GUI Auto Remote	./aiforge-dev.sh gui --auto-remote	-	--auto-remote --api-key (Development mode only)
Docker Deployment	./aiforge-dev.sh deploy docker start	aiforge-deploy docker start	--dev --searxng --mode web --host --port --deep
K8S Deployment	./aiforge-dev.sh deploy k8s deploy	aiforge-deploy k8s deploy	--namespace aiforge --replicas 1
AWS Cloud Deploy	./aiforge-dev.sh deploy cloud aws deploy	aiforge-deploy cloud aws deploy	--region us-west-2 --instance-type t3.medium
Azure Cloud Deploy	./aiforge-dev.sh deploy cloud azure deploy	aiforge-deploy cloud azure deploy	--region eastus --instance-type
GCP Cloud Deploy	./aiforge-dev.sh deploy cloud gcp deploy	aiforge-deploy cloud gcp deploy	--region us-central1-a --instance-type
Aliyun Cloud Deploy	./aiforge-dev.sh deploy cloud aliyun deploy	aiforge-deploy cloud aliyun deploy	--region cn-hangzhou --instance-type
Direct Execution	python -m aiforge.cli.main "instruction"	aiforge "instruction"	--provider openrouter --config --api-key
CLI Mode	python -m aiforge.cli.main cli "instruction"	aiforge cli "instruction"	--provider --config --api-key

• Common Parameters

Parameter Category	Parameter	Description	Default Value
Authentication	--api-key	LLM provider API key	Environment variable
Configuration	--provider	LLM provider (openrouter/deepseek/ollama)	openrouter
Configuration	--config	Configuration file path	-
Debug	--debug	Enable debug mode	false
Debug	--verbose, -v	Verbose output	false

• Environment Variable Support

Environment Variable	Description	Example
OPENROUTER_API_KEY	OpenRouter API key	sk-or-v1-xxx
DEEPSEEK_API_KEY	DeepSeek API key	sk-xxx
AIFORGE_API_KEY	AIForge universal API key	-
AIFORGE_LOCALE	Interface language	zh/en
AIFORGE_DOCKER_MODE	Docker mode identifier	true

Advanced Configuration

# Provider-specific configuration  
forge = AIForgeEngine(  
    api_key="your-deepseek-key",  
    provider="deepseek",  
    locale="en", # ar|de|en|es|fr|hi|ja|ko|pt|ru|vi|zh
    max_rounds=5,
)  

# Complex task execution  
result = forge.run(  
    "Build a real-time data monitoring system",  
    system_prompt="You are a senior software architect"  
)  

Configuration File Setup

# aiforge.toml  
max_tokens = 4096  
max_rounds = 5  
default_llm_provider = "openrouter"  

[llm.openrouter]  
type = "openai"  
model = "deepseek/deepseek-chat-v3-0324:free"  
api_key = "your-key"  
base_url = "https://openrouter.ai/api/v1"  
timeout = 30  
max_tokens = 8192  

# Load from configuration file  
forge = AIForgeEngine(config_file="aiforge.toml")  

🎭 Use Cases

💼 Business Intelligence

• Market Analysis - Real-time data mining and trend prediction
• Risk Assessment - Multi-dimensional risk model construction
• Decision Support - Data-driven intelligent decision engines

🔬 Research & Development

• Data Science - Automated experiment design and analysis
• Model Training - Intelligent hyperparameter optimization
• Research Assistance - Data visualization and presentation

🛠️ Development Acceleration

• Prototype Validation - Rapid MVP construction
• API Integration - Intelligent interface adaptation
• DevOps Automation - System monitoring and maintenance

🎨 Creative Implementation

• Content Generation - Multimedia content intelligent creation
• Data Art - Transform data into visual art
• Interactive Design - Smart UI/UX prototype generation

🤝 Development & Contributing

# Developer setup  
git clone https://github.com/iniwap/AIForge.git  
cd AIForge  
pip install -e ".[dev]"  

# Run tests  
pytest tests/  

📞 Connect & Support

• 🌐 Website: aiforge.dev
• 💬 Community: Discord
• 📧 Contact: [e-mail]
• 🐦 Updates: @AIForge
• 📦 PyPI: aiforge-engine

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🌟 Redefining the Boundaries of Possibility 🌟

AIForge - Where Intelligence Meets Execution

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