majiayu000 Analyze Equations
Extract and parse mathematical equations from research papers to understand computational requirements and implementation details.
When to Use
- Converting paper formulas to code implementations
- Understanding algorithm mathematical foundation
- Identifying performance-critical computations
- Planning SIMD optimization strategies
Quick Reference
# Extract LaTeX equations from PDF
pdftotext -layout paper.pdf - | grep -E '\$\$|\\begin\{equation\}' | head -20
Workflow
- Extract equations: Identify and extract LaTeX/mathematical notation from source documents
- Parse components: Break down complex equations into primitive operations
- Identify variables: Document input parameters, intermediate values, output
- Determine data types: Specify scalar vs vector operations, precision requirements
- Map to implementation: Connect mathematical notation to code operations (matrix multiply, activation, etc.)
Output Format
Mathematical analysis document:
- Extracted equations (with source references)
- Component breakdown (operands, operations)
- Variable definitions and constraints
- Data type requirements (float32, float64, int32)
- Mojo implementation mapping
References
- See CLAUDE.md > Language Preference for Mojo ML implementations
- See
extract-algorithmskill for algorithmic interpretation - See
/notes/review/mojo-ml-patterns.mdfor Mojo tensor operations