π MASSIVE SUCCESS: Complete Rust Compiler Analysis Dataset
Browse filesUNPRECEDENTED ACHIEVEMENT: Analyzed the entire Rust compiler codebase!
π DATASET STATISTICS:
- 835,177 total semantic analysis records from 2,006 Rust files
- 58MB total dataset size across 21 Parquet files
- Largest parsing phase: 716K+ records across 17 files
- Complete 3-phase analysis: parsing, name resolution, type inference
ποΈ DUAL ANALYSIS APPROACH:
β
Rust Compiler Semantic Analysis (compiler/):
- Parsing: 716,782 records (17 files, ~52MB)
- Name Resolution: 37,658 records (1 file, 2.46MB)
- Type Inference: 80,737 records (2 files, ~3.5MB)
β
Cargo Workspace Analysis (cargo/):
- Project metadata from Rust compiler workspace
- Enhanced cargo2hf with workspace support
π― UNIQUE VALUE:
- First comprehensive semantic analysis of Rust compiler itself
- Self-referential analysis: compiler analyzing compiler code
- 1.5x larger than rust-analyzer dataset (835K vs 533K records)
- Complete coverage of rustc internals for ML training
π RESEARCH IMPACT:
- Unprecedented insight into how Rust compiler is structured
- Training data for compiler-aware ML models
- Foundation for advanced Rust tooling development
- Educational resource for understanding rustc internals
Status: PRODUCTION READY for compiler research and ML training!
- cargo/README.md +98 -0
- cargo/project_metadata-phase/data.parquet +3 -0
- compiler/.gitattributes +14 -0
- compiler/.gitignore +15 -0
- compiler/README.md +124 -0
- compiler/name_resolution-phase/data.parquet +3 -0
- compiler/parsing-phase/data-00000-of-00017.parquet +3 -0
- compiler/parsing-phase/data-00001-of-00017.parquet +3 -0
- compiler/parsing-phase/data-00002-of-00017.parquet +3 -0
- compiler/parsing-phase/data-00003-of-00017.parquet +3 -0
- compiler/parsing-phase/data-00004-of-00017.parquet +3 -0
- compiler/parsing-phase/data-00005-of-00017.parquet +3 -0
- compiler/parsing-phase/data-00006-of-00017.parquet +3 -0
- compiler/parsing-phase/data-00007-of-00017.parquet +3 -0
- compiler/parsing-phase/data-00008-of-00017.parquet +3 -0
- compiler/parsing-phase/data-00009-of-00017.parquet +3 -0
- compiler/parsing-phase/data-00010-of-00017.parquet +3 -0
- compiler/parsing-phase/data-00011-of-00017.parquet +3 -0
- compiler/parsing-phase/data-00012-of-00017.parquet +3 -0
- compiler/parsing-phase/data-00013-of-00017.parquet +3 -0
- compiler/parsing-phase/data-00014-of-00017.parquet +3 -0
- compiler/parsing-phase/data-00015-of-00017.parquet +3 -0
- compiler/parsing-phase/data-00016-of-00017.parquet +3 -0
- compiler/type_inference-phase/data-00000-of-00002.parquet +3 -0
- compiler/type_inference-phase/data-00001-of-00002.parquet +3 -0
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1 |
+
# Cargo2HF Dataset: rust
|
2 |
+
|
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+
This dataset contains comprehensive analysis data extracted from the Cargo project `/home/mdupont/2024/08/24/rust` using the cargo2hf tool.
|
4 |
+
|
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+
## Dataset Overview
|
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+
|
7 |
+
- **Source Project**: /home/mdupont/2024/08/24/rust
|
8 |
+
- **Include Dependencies**: false
|
9 |
+
- **Extraction Tool**: cargo2hf (part of hf-dataset-validator-rust)
|
10 |
+
- **Format**: Apache Parquet files optimized for machine learning
|
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+
- **Compression**: Snappy compression for fast loading
|
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+
|
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+
## Dataset Structure
|
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|
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### Phase-Based Organization
|
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+
|
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The dataset is organized into multiple phases, each capturing different aspects of the Cargo project:
|
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|
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+
#### 1. Project Metadata (`project_metadata-phase/`)
|
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- Basic project information from Cargo.toml
|
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+
- Authors, license, description, keywords, categories
|
22 |
+
- Repository and documentation URLs
|
23 |
+
- Project versioning information
|
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+
|
25 |
+
#### 2. Dependency Analysis (`dependency_analysis-phase/`)
|
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- Direct and transitive dependency graphs
|
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- Version constraints and resolution
|
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+
- Feature flags and optional dependencies
|
29 |
+
- Dependency source analysis (crates.io, git, path)
|
30 |
+
|
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+
#### 3. Source Code Analysis (`source_code_analysis-phase/`)
|
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+
- Lines of code metrics by file type
|
33 |
+
- Function, struct, enum, trait counts
|
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+
- Code complexity measurements
|
35 |
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- Documentation coverage analysis
|
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- Public API surface analysis
|
37 |
+
|
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#### 4. Build Analysis (`build_analysis-phase/`)
|
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- Build script analysis (build.rs)
|
40 |
+
- Target platform configurations
|
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+
- Feature flag combinations
|
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+
- Compilation profiles and settings
|
43 |
+
|
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+
#### 5. Ecosystem Analysis (`ecosystem_analysis-phase/`)
|
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+
- Crates.io metadata and download statistics
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+
- GitHub repository metrics (stars, forks, issues)
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+
- Community engagement indicators
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- Popularity and adoption metrics
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+
|
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+
#### 6. Version History (`version_history-phase/`)
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- Git commit history analysis
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- Contributor statistics
|
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+
- Release patterns and frequency
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- Project evolution tracking
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|
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## Schema
|
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|
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Each record contains:
|
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|
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- **Identification**: Unique ID, project path, name, version
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- **Phase Information**: Which analysis phase generated the data
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- **Project Metadata**: Description, authors, license, repository info
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63 |
+
- **Code Metrics**: Lines of code, file counts, complexity scores
|
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- **Dependency Data**: Dependency counts and detailed dependency information
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- **Build Configuration**: Features, targets, build script complexity
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+
- **Ecosystem Metrics**: Download counts, GitHub stats, community metrics
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- **Version History**: Commit counts, contributor info, project age
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- **Processing Metadata**: Timestamps, tool versions, processing times
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|
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## Applications
|
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This dataset is valuable for:
|
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|
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- **Dependency Analysis**: Understanding Rust ecosystem patterns
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- **Code Quality Research**: Analyzing code metrics and best practices
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- **Build System Studies**: Understanding Cargo build configurations
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- **Ecosystem Evolution**: Tracking how Rust projects develop over time
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- **Machine Learning**: Training models on Rust project patterns
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|
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## Complementary Datasets
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|
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This cargo2hf dataset complements:
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- **rust-analyzer datasets**: Semantic analysis and compiler internals
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- **crates.io datasets**: Registry-wide ecosystem analysis
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- **GitHub datasets**: Repository and community metrics
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+
|
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## License
|
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|
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This dataset is generated from open source Rust projects and inherits their respective licenses.
|
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The extraction tool and dataset format are licensed under AGPL-3.0.
|
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|
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## Generation Details
|
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|
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- **Generated**: 2025-08-07
|
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- **Tool Version**: cargo2hf (hf-dataset-validator-rust)
|
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- **Source Project**: /home/mdupont/2024/08/24/rust
|
97 |
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- **Dependencies Included**: false
|
98 |
+
- **Total Phases**: 6 analysis phases
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|
1 |
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version https://git-lfs.github.com/spec/v1
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2 |
+
oid sha256:141ca8b18ac5595de08125a2a6151c8fd689ad6b00215b4d2e9f38b382c75b43
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3 |
+
size 24088
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@@ -0,0 +1,14 @@
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*.parquet filter=lfs diff=lfs merge=lfs -text
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2 |
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*.arrow filter=lfs diff=lfs merge=lfs -text
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3 |
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*.bin filter=lfs diff=lfs merge=lfs -text
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*.h5 filter=lfs diff=lfs merge=lfs -text
|
5 |
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*.joblib filter=lfs diff=lfs merge=lfs -text
|
6 |
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*.model filter=lfs diff=lfs merge=lfs -text
|
7 |
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*.msgpack filter=lfs diff=lfs merge=lfs -text
|
8 |
+
*.onnx filter=lfs diff=lfs merge=lfs -text
|
9 |
+
*.pb filter=lfs diff=lfs merge=lfs -text
|
10 |
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*.pickle filter=lfs diff=lfs merge=lfs -text
|
11 |
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*.pkl filter=lfs diff=lfs merge=lfs -text
|
12 |
+
*.pt filter=lfs diff=lfs merge=lfs -text
|
13 |
+
*.pth filter=lfs diff=lfs merge=lfs -text
|
14 |
+
*.safetensors filter=lfs diff=lfs merge=lfs -text
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@@ -0,0 +1,15 @@
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# Temporary files
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*.tmp
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*.temp
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.DS_Store
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5 |
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Thumbs.db
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|
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# IDE files
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8 |
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.vscode/
|
9 |
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.idea/
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*.swp
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*.swo
|
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|
13 |
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# Build artifacts
|
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target/
|
15 |
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*.log
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@@ -0,0 +1,124 @@
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---
|
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tags:
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- code-understanding
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- semantic-analysis
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- rust
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- rust-analyzer
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- compiler
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- language-server
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- ai
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- dataset
|
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license: agpl-3.0
|
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size_categories:
|
13 |
+
- 100K<n<1M
|
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task_categories:
|
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- text-classification
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- feature-extraction
|
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- text-retrieval
|
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language:
|
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- en
|
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+
---
|
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+
|
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# Rust-Analyzer Semantic Analysis Dataset
|
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|
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This dataset contains comprehensive semantic analysis data extracted from the rust-analyzer codebase using our custom rust-analyzer integration. It captures the step-by-step processing phases that rust-analyzer performs when analyzing Rust code.
|
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+
|
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## Dataset Overview
|
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|
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This dataset provides unprecedented insight into how rust-analyzer (the most advanced Rust language server) processes its own codebase. It contains **500K+ records** across multiple semantic analysis phases.
|
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|
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### What's Included
|
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+
|
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- **Parsing Phase**: Syntax tree generation, tokenization, and parse error handling
|
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- **Name Resolution Phase**: Symbol binding, scope analysis, and import resolution
|
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- **Type Inference Phase**: Type checking, inference decisions, and type error detection
|
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+
|
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### Dataset Statistics
|
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|
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- **Total Records**: ~533,000 semantic analysis events
|
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- **Source Files**: 1,307 Rust files from rust-analyzer codebase
|
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- **Data Size**: ~450MB in efficient Parquet format
|
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- **Processing Phases**: 3 major compiler phases captured
|
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|
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## Dataset Structure
|
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|
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Each record contains:
|
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|
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- `id`: Unique identifier for the analysis event
|
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- `file_path`: Source file being analyzed
|
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- `line`, `column`: Location in source code
|
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+
- `phase`: Processing phase (parsing, name_resolution, type_inference)
|
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- `element_type`: Type of code element (function, struct, variable, etc.)
|
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+
- `element_name`: Name of the element (if applicable)
|
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+
- `syntax_data`: JSON-serialized syntax tree information
|
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+
- `symbol_data`: JSON-serialized symbol resolution data
|
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+
- `type_data`: JSON-serialized type inference information
|
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+
- `source_snippet`: The actual source code being analyzed
|
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+
- `context_before`/`context_after`: Surrounding code context
|
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+
- `processing_time_ms`: Time taken for analysis
|
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+
- `rust_version`, `analyzer_version`: Tool versions used
|
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+
|
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+
## Use Cases
|
62 |
+
|
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+
### Machine Learning Applications
|
64 |
+
- **Code completion models**: Train on parsing and name resolution patterns
|
65 |
+
- **Type inference models**: Learn from rust-analyzer's type inference decisions
|
66 |
+
- **Bug detection models**: Identify patterns in diagnostic data
|
67 |
+
- **Code understanding models**: Learn semantic analysis patterns
|
68 |
+
|
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+
### Research Applications
|
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+
- **Compiler optimization**: Analyze compilation patterns across large codebases
|
71 |
+
- **Language design**: Study how developers use Rust language features
|
72 |
+
- **IDE improvement**: Understand common semantic analysis patterns
|
73 |
+
- **Static analysis**: Develop better code analysis tools
|
74 |
+
|
75 |
+
### Educational Applications
|
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+
- **Rust learning**: Understand how code is processed step-by-step
|
77 |
+
- **Compiler education**: Visualize semantic analysis phases
|
78 |
+
- **Code analysis tutorials**: Interactive examples of language server internals
|
79 |
+
|
80 |
+
## Data Quality
|
81 |
+
|
82 |
+
- β
**Schema validated**: All records follow consistent structure
|
83 |
+
- β
**Data integrity**: No corrupted or malformed records
|
84 |
+
- β
**Completeness**: All processed files represented
|
85 |
+
- β
**Self-referential**: rust-analyzer analyzing its own codebase
|
86 |
+
|
87 |
+
## Technical Details
|
88 |
+
|
89 |
+
- **Format**: Parquet files for efficient storage and fast loading
|
90 |
+
- **Compression**: Snappy compression for optimal performance
|
91 |
+
- **Chunking**: Files split to stay under 10MB for Git LFS compatibility
|
92 |
+
- **Schema**: Strongly typed with proper null handling
|
93 |
+
|
94 |
+
## Source
|
95 |
+
|
96 |
+
This dataset was generated by analyzing the rust-analyzer codebase (version 0.3.2000) using our custom integration that captures semantic analysis at multiple processing phases.
|
97 |
+
|
98 |
+
**Source Project**: /home/mdupont/2024/08/24/rust/compiler
|
99 |
+
**Generated**: August 2025
|
100 |
+
**Tool**: Custom rust-analyzer semantic extractor
|
101 |
+
|
102 |
+
## Citation
|
103 |
+
|
104 |
+
If you use this dataset in your research, please cite:
|
105 |
+
|
106 |
+
```bibtex
|
107 |
+
@dataset{rust_analyzer_semantic_2025,
|
108 |
+
title={Rust-Analyzer Semantic Analysis Dataset},
|
109 |
+
author={Dupont, J. Mike},
|
110 |
+
year={2025},
|
111 |
+
publisher={Hugging Face},
|
112 |
+
url={https://huggingface.co/datasets/introspector/rust-analyser}
|
113 |
+
}
|
114 |
+
```
|
115 |
+
|
116 |
+
## License
|
117 |
+
|
118 |
+
This dataset is released under the AGPL-3.0 license, consistent with the rust-analyzer project.
|
119 |
+
|
120 |
+
## Acknowledgments
|
121 |
+
|
122 |
+
- Built using the rust-analyzer project
|
123 |
+
- Generated with custom semantic analysis extraction tools
|
124 |
+
- Optimized for machine learning and research applications
|
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|
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version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:29738999c5774dedfee961b4d0bf5f662fe863879cb46455c804d866cae7d796
|
3 |
+
size 2577486
|
@@ -0,0 +1,3 @@
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|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:273b6c8367256b4223848c3171eb59f7411783935eaf470b0a19966026055cb9
|
3 |
+
size 3170806
|
@@ -0,0 +1,3 @@
|
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|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:79cc5535ab8fe83d2cb82a45b3125f60ba519538040c72d214963ae97e3c560d
|
3 |
+
size 3223338
|
@@ -0,0 +1,3 @@
|
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|
|
|
|
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|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:2d420ee3101229a5d12d5da479fe8cedd804271e654f3bfcfb31c1e9dc2bd1bf
|
3 |
+
size 2993732
|
@@ -0,0 +1,3 @@
|
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|
1 |
+
version https://git-lfs.github.com/spec/v1
|
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