Phase 3 implements automated OP2 extraction code generation using pyNastran documentation research. This completes the zero-manual-coding pipeline for FEA optimization workflows. Key Features: - PyNastranResearchAgent for automated OP2 code generation - Documentation research via WebFetch integration - 3 core extraction patterns (displacement, stress, force) - Knowledge base architecture for learned patterns - Successfully tested on real OP2 files Phase 2.9 Integration: - Updated HookGenerator with lifecycle hook generation - Added POST_CALCULATION hook point to hooks.py - Created post_calculation/ plugin directory - Generated hooks integrate seamlessly with HookManager New Files: - optimization_engine/pynastran_research_agent.py (600+ lines) - optimization_engine/hook_generator.py (800+ lines) - optimization_engine/inline_code_generator.py - optimization_engine/plugins/post_calculation/ - tests/test_lifecycle_hook_integration.py - docs/SESSION_SUMMARY_PHASE_3.md - docs/SESSION_SUMMARY_PHASE_2_9.md - docs/SESSION_SUMMARY_PHASE_2_8.md - docs/HOOK_ARCHITECTURE.md Modified Files: - README.md - Added Phase 3 completion status - optimization_engine/plugins/hooks.py - Added POST_CALCULATION hook Test Results: - Phase 3 research agent: PASSED - Real OP2 extraction: PASSED (max_disp=0.362mm) - Lifecycle hook integration: PASSED Generated with Claude Code Co-Authored-By: Claude <noreply@anthropic.com>
54 lines
1.2 KiB
JSON
54 lines
1.2 KiB
JSON
{
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"hooks": [
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{
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"name": "hook_weighted_objective_norm_stress_norm_disp.py",
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"type": "weighted_objective",
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"description": "Combine normalized stress (70%) and displacement (30%)",
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"inputs": [
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"norm_stress",
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"norm_disp"
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],
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"outputs": [
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"weighted_objective"
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]
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},
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{
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"name": "hook_custom_safety_factor.py",
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"type": "custom_formula",
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"description": "Calculate safety factor",
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"inputs": [
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"max_stress",
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"yield_strength"
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],
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"outputs": [
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"safety_factor"
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]
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},
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{
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"name": "hook_compare_min_to_avg_ratio.py",
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"type": "comparison",
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"description": "Compare min force to average",
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"inputs": [
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"min_force",
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"avg_force"
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],
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"outputs": [
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"min_to_avg_ratio"
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]
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},
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{
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"name": "hook_constraint_yield_constraint.py",
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"type": "constraint_check",
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"description": "Check if stress is below yield",
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"inputs": [
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"max_stress",
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"yield_strength"
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],
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"outputs": [
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"yield_constraint",
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"yield_constraint_satisfied",
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"yield_constraint_violation"
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]
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}
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]
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} |