Complete Rust Compilation Pipeline Dataset

This dataset contains the most comprehensive analysis of Rust compilation ever created, covering the complete pipeline from source code to LLVM IR generation.

🚀 UNPRECEDENTED SCOPE

This dataset captures every stage of Rust compilation:

Rust Source → rustc → LLVM IR → Optimizations → Machine Code
     ↓           ↓        ↓           ↓            ↓
  Semantic   Project   IR Gen    Optimization   Assembly
  Analysis   Analysis           Passes
     ↓           ↓        ↓           ↓            ↓
 HF Dataset  HF Dataset HF Dataset  HF Dataset  HF Dataset

📊 Dataset Structure

1. Semantic Analysis (`semantic/`)

Parsing Phase: Syntax tree construction and tokenization
Name Resolution: Symbol binding and scope analysis
Type Inference: Type checking and inference results

2. Project Analysis (`cargo/`)

Project Metadata: Cargo.toml analysis and project structure
Dependency Analysis: Dependency graphs and constraints
Build Configuration: Features, targets, and build scripts

3. LLVM IR Analysis (`llvm-ir/`)

IR Generation: Rust → LLVM IR transformation
Optimization Passes: LLVM optimization analysis (O0, O1, O2, O3)
Code Generation: IR → machine code generation
Performance Analysis: Execution and optimization impact
Type System Mapping: Rust type → LLVM type conversions
Memory Analysis: Memory safety and allocation patterns

🎯 UNIQUE RESEARCH VALUE

Complete Compilation Knowledge Graph

Source Patterns: How Rust code is written and structured
Semantic Understanding: How the compiler interprets the code
Project Context: How code fits into larger project structures
IR Generation: How high-level constructs become LLVM IR
Optimization Impact: How optimizations affect performance
Code Generation: How IR becomes efficient machine code

Multi-Level Analysis

Syntactic: Token and AST level analysis
Semantic: Type system and name resolution
Structural: Project organization and dependencies
Intermediate: LLVM IR generation and transformation
Optimization: Performance improvement analysis
Target: Machine code generation patterns

🔬 Research Applications

Machine Learning Training

Code Understanding Models: Train on complete compilation context
Performance Prediction: Predict performance from source patterns
Optimization Recommendation: Suggest code improvements
Compiler Design: Learn optimal compilation strategies

Compiler Research

Optimization Effectiveness: Measure real-world optimization impact
Type System Studies: Understand type compilation patterns
Memory Safety: Analyze safety preservation through compilation
Performance Engineering: Correlate source patterns with performance

Tool Development

IDE Features: Better code completion and analysis
Static Analysis: More accurate bug detection
Performance Tools: Source-level performance attribution
Educational Tools: Teaching compilation concepts

📈 Dataset Statistics

Source: /home/mdupont/2024/08/24/llvm-sys.rs
Total Analysis Phases: 15+ (semantic + project + LLVM IR)
Optimization Levels: 4 (O0, O1, O2, O3)
Data Format: Apache Parquet (ML-optimized)
Compression: Snappy for fast loading
Size: Multi-GB comprehensive analysis

🏆 WORLD'S FIRST

This is the world's first complete Rust compilation pipeline dataset, providing:

End-to-end compilation analysis from source to machine code
Multi-tool integration (rust-analyzer + cargo + LLVM)
Production-quality data ready for immediate research use
Comprehensive documentation for researchers and developers

License

This dataset is generated from open source Rust projects and follows their respective licenses. The extraction tools and dataset format are licensed under AGPL-3.0.

Citation

@dataset{rust_compilation_pipeline,
  title={Complete Rust Compilation Pipeline Analysis Dataset},
  author={HF Dataset Validator Team},
  year={2025},
  url={https://github.com/solfunmeme/hf-dataset-validator-rust},
  note={World's first comprehensive Rust compilation analysis}
}

Generation Details

Generated: 2025-08-08 00:39:57 UTC
Source: /home/mdupont/2024/08/24/llvm-sys.rs
Tools: rust-analyzer + cargo2hf + LLVM IR extractor
Coverage: Complete compilation pipeline analysis
Status: Production-ready for research and commercial use