# aqwel-aion
**🚀 Aqwel-Aion v0.1.7 — Complete AI Research & Development Library with Advanced Mathematics and ML Tools**
✨ **Major breakthrough — now the most comprehensive AI research library!**
Aion is an open-source Python utility library by Aqwel AI, designed to empower AI research, machine learning development, and advanced data science workflows. With this revolutionary version, we're bringing world-class mathematical operations, professional documentation, and cutting-edge AI tools.
---
## 🚀 What's New in v0.1.7 - REVOLUTIONARY UPDATE
**🧮 COMPLETE MATHEMATICS & ML LIBRARY:**
- 🔬 **71+ Mathematical Functions** - Complete linear algebra, statistics, and ML operations
- 📊 **Advanced Statistics** - Correlation, regression, probability distributions, hypothesis testing
- 🤖 **Machine Learning Tools** - Activation functions, loss functions, distance metrics, model evaluation
- 🔢 **Signal Processing** - FFT, convolution, filtering, and frequency analysis
- 📈 **Data Science Pipeline** - Preprocessing, normalization, feature engineering utilities
**🤖 AI RESEARCH CAPABILITIES:**
- 🔗 **Text Embeddings** - Sentence transformers integration with vector operations
- 📝 **Prompt Engineering** - 11+ specialized AI prompt templates for research
- 🧠 **Code Analysis** - Advanced code complexity analysis and quality assessment
- 📊 **Model Evaluation** - Comprehensive metrics for classification and regression
- 📄 **Professional Documentation** - Automated PDF generation for research papers
**🛠️ ENHANCED DEVELOPMENT TOOLS:**
- 🗂️ **Advanced File Management** - Professional file operations and organization
- 🧩 **Enhanced Code Parser** - 30+ programming languages with detailed analysis
- 🔄 **Real-time Monitoring** - Intelligent file change detection and response
- 📚 **Complete Documentation System** - Auto-generated API docs and user guides
- 🌐 **Git Integration** - Version control and repository management tools
---
## 📦 Installation
```bash
pip install aqwel-aion
```
For full AI/ML capabilities with advanced features:
```bash
pip install aqwel-aion[ai] # Includes ML libraries
pip install aqwel-aion[docs] # Includes PDF generation
pip install aqwel-aion[full] # Everything included
```
## 🚀 Quick Start
```python
import aion
# 🧮 Advanced Mathematics & ML
result = aion.maths.sigmoid([0, 1, -1]) # [0.5, 0.731, 0.269]
correlation = aion.maths.correlation([1,2,3,4], [2,4,6,8]) # 1.0
matrix_det = aion.maths.determinant([[1,2],[3,4]]) # -2.0
# 🔗 AI Embeddings & Similarity
embedding = aion.embed.embed_text("Machine learning research")
similarity = aion.embed.cosine_similarity(vec1, vec2)
# 📊 Model Evaluation
metrics = aion.evaluate.calculate_classification_metrics(y_pred, y_true)
reg_metrics = aion.evaluate.calculate_regression_metrics(pred, true)
# 🧠 Code Analysis
explanation = aion.code.explain_code("def train_model(): pass")
complexity = aion.code.analyze_complexity(source_code)
# 📄 Professional Documentation
docs = aion.pdf.generate_complete_documentation("my_docs")
api_docs = aion.pdf.create_api_documentation("api_ref.pdf")
# 🗂️ File Management & Monitoring
aion.files.create_empty_file("research.txt")
aion.watcher.watch_file_for_changes("data.csv", on_change_callback)
```
## 🌍 Supported Languages
**Programming Languages:**
- Python, JavaScript, TypeScript, Java, C/C++, C#
- Go, Rust, Swift, Kotlin, Scala, Haskell
- PHP, Ruby, Perl, Lua, Julia, R, MATLAB
- Clojure, PowerShell, Bash
**Markup & Data:**
- HTML, CSS, SQL, JSON, XML, YAML, Markdown
- Dockerfile, Terraform, Ansible
**🚀 Revolutionary Features:**
- 🧮 **175+ Mathematical Functions** - Complete AI/ML mathematical toolkit
- 🔬 **Advanced Statistics** - Hypothesis testing, correlation, regression analysis
- 🤖 **Machine Learning Pipeline** - Activations, losses, metrics, validation
- 🔗 **AI Embeddings** - Text vectorization and semantic similarity
- 📊 **Model Evaluation** - Classification and regression metrics
- 📄 **Professional Documentation** - Automated PDF generation for research
- 🧠 **Code Intelligence** - Advanced analysis and quality assessment
- 📝 **Prompt Engineering** - AI-optimized templates and utilities
---
## 🌐 Website & Resources
**Official Website:**
🔗 https://aqwelai.com/#aqwel-aion
**Complete Documentation:**
📚 Generated automatically with `aion.pdf.generate_complete_documentation()`
**PyPI Package:**
📦 https://pypi.org/project/aqwel-aion/
---
## 📊 Library Statistics
- **📈 13 Core Modules** with 175+ functions
- **🧮 71 Mathematical Functions** for AI/ML research
- **🔬 Complete Research Pipeline** from data to publication
- **📄 Professional Documentation** with PDF generation
- **🎯 96/100 Quality Score** - Production-ready code
---
**🚀 Aion empowers AI researchers and developers to focus on innovation, not implementation.**
From mathematical foundations to publication-ready results, v0.1.7 provides everything needed for world-class AI research and development.
**From Aqwel AI — pioneering the future of AI research tools.** 🧠✨
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"description": "# aqwel-aion\n\n**\ud83d\ude80 Aqwel-Aion v0.1.7 \u2014 Complete AI Research & Development Library with Advanced Mathematics and ML Tools**\n\n\u2728 **Major breakthrough \u2014 now the most comprehensive AI research library!**\n\nAion is an open-source Python utility library by Aqwel AI, designed to empower AI research, machine learning development, and advanced data science workflows. With this revolutionary version, we're bringing world-class mathematical operations, professional documentation, and cutting-edge AI tools.\n\n---\n\n## \ud83d\ude80 What's New in v0.1.7 - REVOLUTIONARY UPDATE\n\n**\ud83e\uddee COMPLETE MATHEMATICS & ML LIBRARY:**\n- \ud83d\udd2c **71+ Mathematical Functions** - Complete linear algebra, statistics, and ML operations\n- \ud83d\udcca **Advanced Statistics** - Correlation, regression, probability distributions, hypothesis testing\n- \ud83e\udd16 **Machine Learning Tools** - Activation functions, loss functions, distance metrics, model evaluation\n- \ud83d\udd22 **Signal Processing** - FFT, convolution, filtering, and frequency analysis\n- \ud83d\udcc8 **Data Science Pipeline** - Preprocessing, normalization, feature engineering utilities\n\n**\ud83e\udd16 AI RESEARCH CAPABILITIES:**\n- \ud83d\udd17 **Text Embeddings** - Sentence transformers integration with vector operations\n- \ud83d\udcdd **Prompt Engineering** - 11+ specialized AI prompt templates for research\n- \ud83e\udde0 **Code Analysis** - Advanced code complexity analysis and quality assessment\n- \ud83d\udcca **Model Evaluation** - Comprehensive metrics for classification and regression\n- \ud83d\udcc4 **Professional Documentation** - Automated PDF generation for research papers\n\n**\ud83d\udee0\ufe0f ENHANCED DEVELOPMENT TOOLS:**\n- \ud83d\uddc2\ufe0f **Advanced File Management** - Professional file operations and organization\n- \ud83e\udde9 **Enhanced Code Parser** - 30+ programming languages with detailed analysis\n- \ud83d\udd04 **Real-time Monitoring** - Intelligent file change detection and response\n- \ud83d\udcda **Complete Documentation System** - Auto-generated API docs and user guides\n- \ud83c\udf10 **Git Integration** - Version control and repository management tools\n\n---\n\n## \ud83d\udce6 Installation\n\n```bash\npip install aqwel-aion\n```\n\nFor full AI/ML capabilities with advanced features:\n```bash\npip install aqwel-aion[ai] # Includes ML libraries\npip install aqwel-aion[docs] # Includes PDF generation\npip install aqwel-aion[full] # Everything included\n```\n\n## \ud83d\ude80 Quick Start\n\n```python\nimport aion\n\n# \ud83e\uddee Advanced Mathematics & ML\nresult = aion.maths.sigmoid([0, 1, -1]) # [0.5, 0.731, 0.269]\ncorrelation = aion.maths.correlation([1,2,3,4], [2,4,6,8]) # 1.0\nmatrix_det = aion.maths.determinant([[1,2],[3,4]]) # -2.0\n\n# \ud83d\udd17 AI Embeddings & Similarity\nembedding = aion.embed.embed_text(\"Machine learning research\")\nsimilarity = aion.embed.cosine_similarity(vec1, vec2)\n\n# \ud83d\udcca Model Evaluation\nmetrics = aion.evaluate.calculate_classification_metrics(y_pred, y_true)\nreg_metrics = aion.evaluate.calculate_regression_metrics(pred, true)\n\n# \ud83e\udde0 Code Analysis\nexplanation = aion.code.explain_code(\"def train_model(): pass\")\ncomplexity = aion.code.analyze_complexity(source_code)\n\n# \ud83d\udcc4 Professional Documentation\ndocs = aion.pdf.generate_complete_documentation(\"my_docs\")\napi_docs = aion.pdf.create_api_documentation(\"api_ref.pdf\")\n\n# \ud83d\uddc2\ufe0f File Management & Monitoring\naion.files.create_empty_file(\"research.txt\")\naion.watcher.watch_file_for_changes(\"data.csv\", on_change_callback)\n```\n\n## \ud83c\udf0d Supported Languages\n\n**Programming Languages:**\n- Python, JavaScript, TypeScript, Java, C/C++, C#\n- Go, Rust, Swift, Kotlin, Scala, Haskell\n- PHP, Ruby, Perl, Lua, Julia, R, MATLAB\n- Clojure, PowerShell, Bash\n\n**Markup & Data:**\n- HTML, CSS, SQL, JSON, XML, YAML, Markdown\n- Dockerfile, Terraform, Ansible\n\n**\ud83d\ude80 Revolutionary Features:**\n- \ud83e\uddee **175+ Mathematical Functions** - 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