8cbdbcad78
## Protocol 13: Adaptive Multi-Objective Optimization - Iterative FEA + Neural Network surrogate workflow - Initial FEA sampling, NN training, NN-accelerated search - FEA validation of top NN predictions, retraining loop - adaptive_state.json tracks iteration history and best values - M1 mirror study (V11) with 103 FEA, 3000 NN trials ## Dashboard Visualization Enhancements - Added Plotly.js interactive charts (parallel coords, Pareto, convergence) - Lazy loading with React.lazy() for performance - Code splitting: plotly.js-basic-dist (~1MB vs 3.5MB) - Chart library toggle (Recharts default, Plotly on-demand) - ExpandableChart component for full-screen modal views - ConsoleOutput component for real-time log viewing ## Documentation - Protocol 13 detailed documentation - Dashboard visualization guide - Plotly components README - Updated run-optimization skill with Mode 5 (adaptive) ## Bug Fixes - Fixed TypeScript errors in dashboard components - Fixed Card component to accept ReactNode title - Removed unused imports across components 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude <noreply@anthropic.com>
29 lines
650 B
Python
29 lines
650 B
Python
"""
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Atomizer utilities module.
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NX Session Management:
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- ensure_nx_running(): Auto-starts NX if needed, tracks sessions
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- require_nx_or_exit(): Convenience wrapper for optimization scripts
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- NXSessionManager: Low-level session tracking
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"""
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from .nx_session_manager import (
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NXSessionManager,
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ensure_nx_running,
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get_session_manager,
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set_session_manager,
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validate_nx_running,
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require_nx_or_exit,
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DEFAULT_NX_PATHS,
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)
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__all__ = [
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'NXSessionManager',
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'ensure_nx_running',
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'get_session_manager',
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'set_session_manager',
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'validate_nx_running',
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'require_nx_or_exit',
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'DEFAULT_NX_PATHS',
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]
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