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Atomizer/studies/simple_beam_optimization/1_setup/benchmarking/BENCHMARK_REPORT.md

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feat: Implement Study Organization System (Organization v2.0) Reorganized simple_beam_optimization study and created templates for future studies following best practices for clarity, chronology, and self-documentation. ## Study Reorganization (simple_beam_optimization) **New Directory Structure**: ``` studies/simple_beam_optimization/ ├── 1_setup/ # Pre-optimization setup │ ├── model/ # Reference CAD/FEM model │ └── benchmarking/ # Baseline validation results ├── 2_substudies/ # Optimization runs (numbered chronologically) │ ├── 01_initial_exploration/ │ ├── 02_validation_3d_3trials/ │ ├── 03_validation_4d_3trials/ │ └── 04_full_optimization_50trials/ └── 3_reports/ # Study-level analysis └── COMPREHENSIVE_BENCHMARK_RESULTS.md ``` **Key Changes**: 1. **Numbered Substudies**: 01_, 02_, 03_, 04_ indicate chronological order 2. **Reorganized Setup**: model/ and benchmarking/ moved to 1_setup/ 3. **Centralized Reports**: Study-level docs moved to 3_reports/ 4. **Substudy Documentation**: Each substudy has README.md explaining purpose/results ## Updated Metadata **study_metadata.json** (v2.0): - Tracks all 4 substudies with creation date, status, purpose - Includes result summaries (best objective, feasible count) - Documents new organization version **Substudies Documented**: - 01_initial_exploration - Initial design space exploration - 02_validation_3d_3trials - Validate 3D parameter updates - 03_validation_4d_3trials - Validate 4D updates including hole_count - 04_full_optimization_50trials - Full 50-trial optimization ## Templates for Future Studies **templates/study_template/** - Complete study structure: - README.md template with study overview format - study_metadata.json template with v2.0 schema - Pre-created 1_setup/, 2_substudies/, 3_reports/ directories **templates/substudy_README_template.md** - Standardized substudy documentation: - Purpose and hypothesis - Configuration changes from previous run - Expected vs actual results - Validation checklist - Lessons learned - Next steps **templates/HOW_TO_CREATE_A_STUDY.md** - Complete guide: - Quick start (9 steps from template to first run) - Substudy workflow - Directory structure reference - Naming conventions - Best practices - Troubleshooting guide - Examples ## Benefits **Clarity**: - Numbered substudies show chronological progression (01 → 02 → 03 → 04) - Clear separation: setup vs. optimization runs vs. analysis - Self-documenting via substudy READMEs **Discoverability**: - study_metadata.json provides complete substudy registry - Each substudy README explains what was tested and why - Easy to find results for specific runs **Scalability**: - Works for small studies (3 substudies) or large studies (50+) - Chronological numbering scales to 99 substudies - Template system makes new studies quick to set up **Reproducibility**: - Each substudy documents configuration changes - Purpose and results clearly stated - Lessons learned captured for future reference ## Implementation Details **reorganize_study.py** - Migration script: - Handles locked files gracefully - Moves files to new structure - Provides clear progress reporting - Safe to run multiple times **Organization Version**: 2.0 - Tracked in study_metadata.json - Future studies will use this structure by default - Existing studies can migrate or keep current structure ## Files Added - templates/study_template/ - Complete study template - templates/substudy_README_template.md - Substudy documentation template - templates/HOW_TO_CREATE_A_STUDY.md - Comprehensive creation guide - reorganize_study.py - Migration script for existing studies ## Files Reorganized (simple_beam_optimization) **Moved to 1_setup/**: - model/ → 1_setup/model/ (CAD/FEM reference files) - substudies/benchmarking/ → 1_setup/benchmarking/ - baseline_validation.json → 1_setup/ **Renamed and Moved to 2_substudies/**: - substudies/initial_exploration/ → 2_substudies/01_initial_exploration/ - substudies/validation_3trials/ → 2_substudies/02_validation_3d_3trials/ - substudies/validation_4d_3trials/ → 2_substudies/03_validation_4d_3trials/ - substudies/full_optimization_50trials/ → 2_substudies/04_full_optimization_50trials/ **Moved to 3_reports/**: - COMPREHENSIVE_BENCHMARK_RESULTS.md → 3_reports/ **Substudy-Specific Docs** (moved to substudy directories): - OPTIMIZATION_RESULTS_50TRIALS.md → 2_substudies/04_full_optimization_50trials/OPTIMIZATION_RESULTS.md ## Documentation Created Each substudy now has README.md documenting: - **01_initial_exploration**: Initial exploration purpose - **02_validation_3d_3trials**: 3D parameter update validation - **03_validation_4d_3trials**: hole_count validation success - **04_full_optimization_50trials**: Full results, no feasible designs found ## Next Steps **For Future Studies**: 1. Copy templates/study_template/ 2. Follow templates/HOW_TO_CREATE_A_STUDY.md 3. Use numbered substudies (01_, 02_, ...) 4. Document each substudy with README.md **For Existing Studies**: - Can migrate using reorganize_study.py - Or apply organization v2.0 to new substudies only - See docs/STUDY_ORGANIZATION.md for migration guide 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude <noreply@anthropic.com>
2025-11-17 19:20:45 -05:00
# Benchmarking Report
**Study**: simple_beam_optimization
**Date**: 2025-11-17T11:18:28.329069
**Validation**: ✅ PASSED
## Model Introspection
**Expressions Found**: 30
| Expression | Value | Units |
|------------|-------|-------|
| Pattern_p7 | None | |
| Pattern_p8 | 444.444444444444 | MilliMeter |
| Pattern_p9 | None | MilliMeter |
| Pattern_p10 | 1.0 | |
| Pattern_p11 | 10.0 | MilliMeter |
| Pattern_p12 | 0.0 | MilliMeter |
| beam_face_thickness | 20.0 | MilliMeter |
| beam_half_core_thickness | 20.0 | MilliMeter |
| beam_half_height | 250.0 | MilliMeter |
| beam_half_width | 150.0 | MilliMeter |
| beam_lenght | 5000.0 | MilliMeter |
| hole_count | 10.0 | |
| holes_diameter | 300.0 | MilliMeter |
| p4 | None | MilliMeter |
| p5 | 0.0 | MilliMeter |
| p6 | 4000.0 | MilliMeter |
| p13 | 0.0 | Degrees |
| p19 | 4000.0 | MilliMeter |
| p34 | 4000.0 | MilliMeter |
| p50 | 4000.0 | MilliMeter |
| p119 | 4000.0 | MilliMeter |
| p130 | 10.0 | |
| p132 | 444.444444444444 | MilliMeter |
| p134 | 4000.0 | MilliMeter |
| p135 | 4000.0 | MilliMeter |
| p137 | 1.0 | |
| p139 | 10.0 | MilliMeter |
| p141 | 0.0 | MilliMeter |
| p143 | 0.0 | Degrees |
| p173 | 973.968443678471 | Kilogram |
## OP2 Analysis
- **Element Types**: CQUAD4
- **Result Types**: displacement, stress
- **Subcases**: [1]
- **Nodes**: 0
- **Elements**: 0
## Baseline Performance
*No baseline results extracted*
## Configuration Proposals
### Proposed Design Variables
- **Pattern_p7**: ±20% of None
- **Pattern_p8**: ±20% of 444.444444444444 MilliMeter
- **Pattern_p9**: ±20% of None MilliMeter
- **Pattern_p10**: ±20% of 1.0
- **Pattern_p11**: ±20% of 10.0 MilliMeter
- **Pattern_p12**: ±20% of 0.0 MilliMeter
- **beam_face_thickness**: ±20% of 20.0 MilliMeter
- **beam_half_core_thickness**: ±20% of 20.0 MilliMeter
- **beam_half_height**: ±20% of 250.0 MilliMeter
- **beam_half_width**: ±20% of 150.0 MilliMeter
- **beam_lenght**: ±20% of 5000.0 MilliMeter
- **hole_count**: ±20% of 10.0
- **holes_diameter**: ±20% of 300.0 MilliMeter
- **p4**: ±20% of None MilliMeter
- **p5**: ±20% of 0.0 MilliMeter
- **p6**: ±20% of 4000.0 MilliMeter
- **p13**: ±20% of 0.0 Degrees
- **p19**: ±20% of 4000.0 MilliMeter
- **p34**: ±20% of 4000.0 MilliMeter
- **p50**: ±20% of 4000.0 MilliMeter
- **p119**: ±20% of 4000.0 MilliMeter
- **p130**: ±20% of 10.0
- **p132**: ±20% of 444.444444444444 MilliMeter
- **p134**: ±20% of 4000.0 MilliMeter
- **p135**: ±20% of 4000.0 MilliMeter
- **p137**: ±20% of 1.0
- **p139**: ±20% of 10.0 MilliMeter
- **p141**: ±20% of 0.0 MilliMeter
- **p143**: ±20% of 0.0 Degrees
- **p173**: ±20% of 973.968443678471 Kilogram
### Proposed Extractors
- **extract_displacement**: Extract displacement results from OP2 file
- **extract_solid_stress**: Extract stress from CQUAD4 elements
### Proposed Objectives
- max_displacement (minimize or maximize)
- max_von_mises (minimize for safety)
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