Commit Graph

3 Commits

Author SHA1 Message Date
be3b9ee5d5 feat: Add complete optimization runner pipeline
Implement core optimization engine with:
- OptimizationRunner class with Optuna integration
- NXParameterUpdater for updating .prt file expressions
- Result extractor wrappers for OP2 files
- Complete end-to-end example workflow

Features:
- runner.py: Main optimization loop, multi-objective support, constraint handling
- nx_updater.py: Binary .prt file parameter updates (tested successfully)
- extractors.py: Wrappers for mass/stress/displacement extraction
- run_optimization.py: Complete example showing full workflow

NX Updater tested with bracket example:
- Successfully found 4 expressions (support_angle, tip_thickness, p3, support_blend_radius)
- Updated support_angle 30.0 -> 33.0 and verified

Next steps:
- Install pyNastran for OP2 extraction
- Integrate NX solver execution
- Replace dummy extractors with real OP2 readers

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>
2025-11-15 10:29:33 -05:00
Claude
16cddd5243 feat: Comprehensive expression extraction and OP2 result extractor example
Enhanced expression extraction to find ALL named expressions in .prt files,
not just specific format. Added pyNastran-based result extraction example.

Expression Extraction Improvements:
- Updated regex to handle all NX expression format variations:
  * #(Type [units]) name: value;
  * (Type [units]) name: value;
  * *(Type [units]) name: value;
  * ((Type [units]) name: value;
- Added Root:expression_name: pattern detection
- Finds expressions even when value is not immediately available
- Deduplication to avoid duplicates
- Filters out NX internal names

Test Results with Bracket.prt:
- Previously: 1 expression (tip_thickness only)
- Now: 5 expressions found:
  * support_angle = 30.0 degrees
  * tip_thickness = 20.0 mm
  * p3 = 10.0 mm
  * support_blend_radius = 10.0 mm
  * p11 (reference found, value unknown)

OP2 Result Extraction (pyNastran):
- Created example extractor: op2_extractor_example.py
- Functions for common optimization metrics:
  * extract_max_displacement() - max displacement magnitude on any node
  * extract_max_stress() - von Mises or max principal stress
  * extract_mass() - total mass and center of gravity
- Handles multiple element types (CQUAD4, CTRIA3, CTETRA, etc.)
- Returns structured JSON for optimization engine integration
- Command-line tool for testing with real OP2 files

Usage:
  python optimization_engine/result_extractors/op2_extractor_example.py <file.op2>

Integration Ready:
- pyNastran already in requirements.txt
- Result extractor pattern established
- Can be used as template for custom metrics

Next Steps:
- Integrate result extractors into MCP tool framework
- Add safety factor calculations
- Support for thermal, modal results
2025-11-15 13:49:16 +00:00
aa3dafbe4b Initial commit: NX OptiMaster project structure
- Set up Python package structure with pyproject.toml
- Created MCP server, optimization engine, and NX journals modules
- Added configuration templates
- Implemented pluggable result extractor architecture
- Comprehensive README with architecture overview
- Project ready for GitHub push

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>
2025-11-15 07:56:35 -05:00