Index _ | A | B | C | D | E | F | G | H | I | J | L | M | N | O | P | Q | R | S | T | U | V | W | X | Y _ __call__() (nlsq.CallbackBase method) (nlsq.CallbackChain method) (nlsq.callbacks.CallbackBase method) (nlsq.callbacks.CallbackChain method) (nlsq.callbacks.EarlyStopping method) (nlsq.callbacks.IterationLogger method) (nlsq.callbacks.ProgressBar method) (nlsq.EarlyStopping method) (nlsq.IterationLogger method) (nlsq.precision.parameter_normalizer.NormalizedModelWrapper method) (nlsq.ProgressBar method) __del__() (nlsq.CallbackChain method) (nlsq.callbacks.CallbackChain method) (nlsq.callbacks.IterationLogger method) (nlsq.callbacks.ProgressBar method) (nlsq.IterationLogger method) (nlsq.ProgressBar method) __enter__() (nlsq.CompilationCache method) (nlsq.MemoryPool method) __exit__() (nlsq.CompilationCache method) (nlsq.MemoryPool method) __getattr__() (nlsq.FallbackResult method) (nlsq.stability.fallback.FallbackResult method) __init__() (nlsq.AdaptiveHybridStreamingOptimizer method) (nlsq.AlgorithmSelector method) (nlsq.BoundsInference method) (nlsq.caching.memory_manager.MemoryManager method) (nlsq.CallbackChain method) (nlsq.callbacks.CallbackChain method) (nlsq.callbacks.EarlyStopping method) (nlsq.callbacks.IterationLogger method) (nlsq.callbacks.ProgressBar method) (nlsq.cli.errors.CLIError method) (nlsq.cli.errors.CLILogger method) (nlsq.cli.errors.ColoredConsoleFormatter method) (nlsq.cli.errors.ConfigError method) (nlsq.cli.errors.DataLoadError method) (nlsq.cli.errors.FitError method) (nlsq.cli.errors.ModelError method) (nlsq.CompilationCache method) (nlsq.ConvergenceMonitor method) (nlsq.core.adapters.CurveFitAdapter method) (nlsq.core.factories.ConfiguredOptimizer method) (nlsq.core.factories.OptimizerConfig method) (nlsq.core.feature_flags.FeatureFlags method) (nlsq.core.orchestration.covariance_computer.CovarianceComputer method) (nlsq.core.orchestration.CovarianceComputer method) (nlsq.core.orchestration.streaming_coordinator.StreamingCoordinator method) (nlsq.core.orchestration.StreamingCoordinator method) (nlsq.core.profiler.TRFProfiler method) (nlsq.core.trf_jit.TrustRegionJITFunctions method) (nlsq.CurveFit method) (nlsq.diagnostics.AnalysisResult method) (nlsq.diagnostics.DiagnosticLevel method) (nlsq.diagnostics.DiagnosticPlugin method) (nlsq.diagnostics.DiagnosticsConfig method) (nlsq.diagnostics.DiagnosticsReport method) (nlsq.diagnostics.GradientHealthReport method) (nlsq.diagnostics.GradientMonitor method) (nlsq.diagnostics.HealthStatus method) (nlsq.diagnostics.IdentifiabilityAnalyzer method) (nlsq.diagnostics.IdentifiabilityReport method) (nlsq.diagnostics.IssueCategory method) (nlsq.diagnostics.IssueSeverity method) (nlsq.diagnostics.ModelHealthIssue method) (nlsq.diagnostics.ModelHealthReport method) (nlsq.diagnostics.ParameterSensitivityAnalyzer method) (nlsq.diagnostics.ParameterSensitivityReport method) (nlsq.diagnostics.PluginResult method) (nlsq.EarlyStopping method) (nlsq.FallbackOrchestrator method) (nlsq.FallbackResult method) (nlsq.FallbackStrategy method) (nlsq.global_optimization.BIPOPRestarter method), [1] (nlsq.global_optimization.CMAESConfig method), [1] (nlsq.global_optimization.CMAESDiagnostics method), [1] (nlsq.global_optimization.CMAESOptimizer method), [1] (nlsq.global_optimization.config.GlobalOptimizationConfig method) (nlsq.global_optimization.GlobalOptimizationConfig method) (nlsq.global_optimization.MethodSelector method), [1] (nlsq.global_optimization.MultiStartOrchestrator method) (nlsq.global_optimization.TournamentSelector method) (nlsq.HybridStreamingConfig method) (nlsq.InputValidator method) (nlsq.interfaces.orchestration_protocol.CovarianceResult method) (nlsq.interfaces.orchestration_protocol.OptimizationConfig method) (nlsq.interfaces.orchestration_protocol.PreprocessedData method) (nlsq.interfaces.orchestration_protocol.StreamingDecision method) (nlsq.IterationLogger method) (nlsq.LargeDatasetFitter method) (nlsq.LDMemoryConfig method) (nlsq.LeastSquares method) (nlsq.MemoryBudget method) (nlsq.MemoryBudgetSelector method) (nlsq.MemoryManager method) (nlsq.MemoryPool method) (nlsq.OptimizationDiagnostics method) (nlsq.OptimizationRecovery method) (nlsq.PerformanceProfiler method) (nlsq.precision.bound_inference.BoundsInference method) (nlsq.precision.parameter_normalizer.NormalizedModelWrapper method) (nlsq.precision.parameter_normalizer.ParameterNormalizer method) (nlsq.ProfileMetrics method) (nlsq.ProfilerVisualization method) (nlsq.ProfilingDashboard method) (nlsq.ProgressBar method) (nlsq.RobustDecomposition method) (nlsq.SmartCache method) (nlsq.SparseJacobianComputer method) (nlsq.SparseOptimizer method) (nlsq.stability.fallback.AddParameterBoundsStrategy method) (nlsq.stability.fallback.AdjustTolerancesStrategy method) (nlsq.stability.fallback.AlternativeMethodStrategy method) (nlsq.stability.fallback.FallbackOrchestrator method) (nlsq.stability.fallback.FallbackResult method) (nlsq.stability.fallback.FallbackStrategy method) (nlsq.stability.fallback.PerturbInitialGuessStrategy method) (nlsq.stability.fallback.RescaleProblemStrategy method) (nlsq.stability.fallback.UseRobustLossStrategy method) (nlsq.stability.guard.NumericalStabilityGuard method), [1], [2] (nlsq.stability.recovery.OptimizationRecovery method) (nlsq.streaming.adaptive_hybrid.AdaptiveHybridStreamingOptimizer method) (nlsq.streaming.adaptive_hybrid.DefenseLayerTelemetry method) (nlsq.streaming.large_dataset.LargeDatasetFitter method) (nlsq.streaming.phases.CheckpointManager method) (nlsq.streaming.phases.CheckpointState method) (nlsq.streaming.phases.GaussNewtonPhase method) (nlsq.streaming.phases.GNResult method) (nlsq.streaming.phases.PhaseOrchestrator method) (nlsq.streaming.phases.PhaseOrchestratorResult method) (nlsq.streaming.phases.WarmupPhase method) (nlsq.streaming.phases.WarmupResult method) (nlsq.streaming.telemetry.DefenseLayerTelemetry method) (nlsq.TRFMemoryPool method) (nlsq.utils.diagnostics.ConvergenceMonitor method), [1] (nlsq.utils.diagnostics.OptimizationDiagnostics method), [1] (nlsq.utils.validators.InputValidator method) (notebook_utils.pipeline.TransformationPipeline method) (notebook_utils.tracking.ProcessingTracker method) __post_init__() (nlsq.core.feature_flags.FeatureFlags method) (nlsq.diagnostics.DiagnosticsConfig method) (nlsq.diagnostics.DiagnosticsReport method) (nlsq.diagnostics.ModelHealthIssue method) (nlsq.global_optimization.CMAESConfig method), [1] (nlsq.global_optimization.config.GlobalOptimizationConfig method) (nlsq.global_optimization.GlobalOptimizationConfig method) (nlsq.HybridStreamingConfig method) __str__() (nlsq.diagnostics.DiagnosticsReport method) (nlsq.diagnostics.GradientHealthReport method) (nlsq.diagnostics.IdentifiabilityReport method) (nlsq.diagnostics.ModelHealthReport method) _func_hash_cache (nlsq.CompilationCache attribute) _session_id (nlsq.core.feature_flags.FeatureFlags attribute) A absolute_sigma (nlsq.interfaces.orchestration_protocol.CovarianceResult attribute), [1] active_switching_criteria (nlsq.HybridStreamingConfig attribute) AdaptiveHybridStreamingOptimizer (class in nlsq) (class in nlsq.streaming.adaptive_hybrid) add_iteration() (nlsq.ConvergenceMonitor method) (nlsq.utils.diagnostics.ConvergenceMonitor method), [1] add_profile() (nlsq.ProfilingDashboard method) add_transformer() (notebook_utils.pipeline.TransformationPipeline method) AddParameterBoundsStrategy (class in nlsq.stability.fallback) adj1d (nlsq.LeastSquares attribute) adj2d (nlsq.LeastSquares attribute) adjn (nlsq.LeastSquares attribute) AdjustTolerancesStrategy (class in nlsq.stability.fallback) affected_parameters (nlsq.diagnostics.ModelHealthIssue attribute), [1] aggressive() (nlsq.HybridStreamingConfig class method) AlgorithmSelector (class in nlsq) all() (nlsq.diagnostics.PluginRegistry class method) all_issues (nlsq.diagnostics.ModelHealthReport attribute), [1] allocate() (nlsq.MemoryPool method) allocate_array() (nlsq.caching.memory_manager.MemoryManager method) (nlsq.MemoryManager method) allocated (nlsq.MemoryPool attribute) allocation_history (nlsq.caching.memory_manager.MemoryManager attribute) (nlsq.MemoryManager attribute) AlternativeMethodStrategy (class in nlsq.stability.fallback) AnalysisResult (class in nlsq.diagnostics) analyze (nlsq.diagnostics.DiagnosticPlugin attribute) analyze() (nlsq.diagnostics.DiagnosticPlugin method) (nlsq.diagnostics.IdentifiabilityAnalyzer method) (nlsq.diagnostics.ParameterSensitivityAnalyzer method) analyze_from_fim() (nlsq.diagnostics.IdentifiabilityAnalyzer method) (nlsq.diagnostics.ParameterSensitivityAnalyzer method) analyze_problem() (nlsq.AlgorithmSelector method) apply() (nlsq.FallbackStrategy method) (nlsq.stability.fallback.AddParameterBoundsStrategy method) (nlsq.stability.fallback.AdjustTolerancesStrategy method) (nlsq.stability.fallback.AlternativeMethodStrategy method) (nlsq.stability.fallback.FallbackStrategy method) (nlsq.stability.fallback.PerturbInitialGuessStrategy method) (nlsq.stability.fallback.RescaleProblemStrategy method) (nlsq.stability.fallback.UseRobustLossStrategy method) apply_automatic_fixes() (in module nlsq) (in module nlsq.stability.guard), [1] autdiff_jac() (nlsq.LeastSquares method) auto_configure_cmaes_memory() (in module nlsq.global_optimization), [1] auto_initial_guess() (nlsq.core.orchestration.optimization_selector.OptimizationSelector method) (nlsq.core.orchestration.OptimizationSelector method) auto_select_algorithm() (in module nlsq) available (nlsq.diagnostics.AnalysisResult attribute), [1] (nlsq.diagnostics.PluginResult attribute), [1] available_gb (nlsq.MemoryBudget attribute), [1] available_memory_mb (nlsq.interfaces.orchestration_protocol.StreamingDecision attribute), [1] B backend (nlsq.ProfileMetrics attribute) base_popsize (nlsq.global_optimization.BIPOPRestarter attribute), [1] BASIC (nlsq.diagnostics.DiagnosticLevel attribute), [1] batches_per_round (nlsq.global_optimization.config.GlobalOptimizationConfig attribute) (nlsq.global_optimization.GlobalOptimizationConfig attribute) (nlsq.HybridStreamingConfig attribute) best_cost_global (nlsq.streaming.phases.CheckpointState attribute), [1] best_fitness (nlsq.global_optimization.BIPOPRestarter attribute), [1] (nlsq.global_optimization.BIPOPRestarter property), [1] (nlsq.global_optimization.CMAESDiagnostics attribute), [1], [2], [3] best_params_global (nlsq.streaming.phases.CheckpointState attribute), [1] best_solution (nlsq.global_optimization.BIPOPRestarter attribute), [1] (nlsq.global_optimization.BIPOPRestarter property), [1] BIPOPRestarter (class in nlsq.global_optimization), [1] BLUE (nlsq.cli.errors.Colors attribute) BOLD (nlsq.cli.errors.Colors attribute) bounds (nlsq.interfaces.orchestration_protocol.OptimizationConfig attribute), [1] BoundsInference (class in nlsq) (class in nlsq.precision.bound_inference) C c_ctimes (nlsq.core.profiler.TRFProfiler attribute), [1] cache (nlsq.CompilationCache attribute) cache_dir (nlsq.SmartCache attribute) cache_key() (nlsq.SmartCache method) cache_stats (nlsq.SmartCache attribute) cached_function() (in module nlsq) cached_jacobian() (in module nlsq) cached_jit() (in module nlsq) callback_frequency (nlsq.HybridStreamingConfig attribute) CallbackBase (class in nlsq) (class in nlsq.callbacks) CallbackChain (class in nlsq) (class in nlsq.callbacks) category (nlsq.diagnostics.ModelHealthIssue attribute), [1] cell_contains_pattern() (in module notebook_utils.cells) cell_type (notebook_utils.types.NotebookCell attribute) cells_modified (notebook_utils.types.NotebookStats attribute) center_on_p0 (nlsq.global_optimization.config.GlobalOptimizationConfig attribute) (nlsq.global_optimization.GlobalOptimizationConfig attribute) (nlsq.HybridStreamingConfig attribute) center_samples_around_p0() (in module nlsq.global_optimization) (in module nlsq.global_optimization.sampling) cg_absolute_tolerance (nlsq.HybridStreamingConfig attribute) cg_max_iterations (nlsq.HybridStreamingConfig attribute) cg_param_threshold (nlsq.HybridStreamingConfig attribute) cg_relative_tolerance (nlsq.HybridStreamingConfig attribute) check_and_fix_jacobian() (nlsq.stability.guard.NumericalStabilityGuard method), [1], [2] check_gpu_availability() (in module nlsq.device) check_gradient() (nlsq.stability.guard.NumericalStabilityGuard method), [1], [2] check_memory_availability() (nlsq.caching.memory_manager.MemoryManager method) (nlsq.MemoryManager method) check_parameters() (nlsq.stability.guard.NumericalStabilityGuard method), [1], [2] check_plugin_conflicts() (in module nlsq.device) check_problem_stability() (in module nlsq) (in module nlsq.stability.guard), [1], [2] check_residuals() (nlsq.stability.guard.NumericalStabilityGuard method), [1], [2] check_stagnation() (nlsq.global_optimization.BIPOPRestarter method), [1] checkpoint_dir (nlsq.HybridStreamingConfig attribute) checkpoint_frequency (nlsq.HybridStreamingConfig attribute) CheckpointManager (class in nlsq.streaming.phases) CheckpointState (class in nlsq.streaming.phases) cholesky() (nlsq.RobustDecomposition method) chunk_size (nlsq.HybridStreamingConfig attribute) (nlsq.interfaces.orchestration_protocol.StreamingDecision attribute), [1] clear() (nlsq.CompilationCache method) (nlsq.diagnostics.PluginRegistry class method) (nlsq.MemoryPool method) (nlsq.PerformanceProfiler method) (notebook_utils.tracking.ProcessingTracker method) clear_all_caches() (in module nlsq) clear_cache() (nlsq.AdaptiveHybridStreamingOptimizer method) (nlsq.streaming.adaptive_hybrid.AdaptiveHybridStreamingOptimizer method) clear_compilation_cache() (in module nlsq) clear_global_pool() (in module nlsq) clear_memory_pool() (in module nlsq) (in module nlsq.caching.memory_manager) clear_pool() (nlsq.caching.memory_manager.MemoryManager method) (nlsq.MemoryManager method) clear_profiling_data() (in module nlsq) CLIError CLILogger (class in nlsq.cli.errors) close() (nlsq.CallbackBase method) (nlsq.CallbackChain method) (nlsq.callbacks.CallbackBase method) (nlsq.callbacks.CallbackChain method) (nlsq.callbacks.IterationLogger method) (nlsq.callbacks.ProgressBar method) (nlsq.IterationLogger method) (nlsq.ProgressBar method) CMAESConfig (class in nlsq.global_optimization), [1] CMAESDiagnostics (class in nlsq.global_optimization), [1] CMAESOptimizer (class in nlsq.global_optimization), [1] code (nlsq.diagnostics.ModelHealthIssue attribute), [1] ColoredConsoleFormatter (class in nlsq.cli.errors) Colors (class in nlsq.cli.errors) compare_profiles() (nlsq.PerformanceProfiler method) CompilationCache (class in nlsq) compile() (nlsq.CompilationCache method) computation_time_ms (nlsq.diagnostics.AnalysisResult attribute), [1] (nlsq.diagnostics.DiagnosticsReport attribute), [1] (nlsq.diagnostics.ModelHealthReport attribute), [1] (nlsq.diagnostics.PluginResult attribute), [1] compute() (nlsq.core.orchestration.covariance_computer.CovarianceComputer method) (nlsq.core.orchestration.CovarianceComputer method) (nlsq.MemoryBudget class method) compute_condition_number() (nlsq.core.orchestration.covariance_computer.CovarianceComputer method) (nlsq.core.orchestration.CovarianceComputer method) compute_default_popsize() (in module nlsq.global_optimization) compute_scale_ratio() (nlsq.global_optimization.MethodSelector method), [1] compute_sparse_jacobian() (nlsq.SparseJacobianComputer method) compute_svd_with_fallback() (in module nlsq.stability.svd_fallback) condition_number (nlsq.diagnostics.IdentifiabilityReport attribute), [1] (nlsq.interfaces.orchestration_protocol.CovarianceResult attribute), [1] condition_threshold (in module nlsq.stability.guard) (nlsq.diagnostics.DiagnosticsConfig attribute), [1] (nlsq.stability.guard.NumericalStabilityGuard attribute), [1], [2], [3], [4] CONDITIONING (nlsq.diagnostics.IssueCategory attribute), [1] confidence_band() (CurveFitResult method) config (nlsq.AdaptiveHybridStreamingOptimizer attribute) (nlsq.diagnostics.GradientMonitor attribute), [1] (nlsq.diagnostics.IdentifiabilityAnalyzer attribute) (nlsq.diagnostics.ModelHealthReport attribute), [1] (nlsq.diagnostics.ParameterSensitivityAnalyzer attribute) (nlsq.global_optimization.CMAESOptimizer attribute), [1] (nlsq.global_optimization.MultiStartOrchestrator attribute) (nlsq.LargeDatasetFitter attribute) (nlsq.streaming.adaptive_hybrid.AdaptiveHybridStreamingOptimizer attribute) (nlsq.streaming.large_dataset.LargeDatasetFitter attribute) (nlsq.streaming.phases.CheckpointManager attribute) (nlsq.streaming.phases.GaussNewtonPhase attribute) (nlsq.streaming.phases.PhaseOrchestrator attribute) (nlsq.streaming.phases.WarmupPhase attribute) ConfigError configure_curve_fit() (in module nlsq.core.factories) configure_for_large_datasets() (in module nlsq) configure_hybrid() (nlsq.core.orchestration.streaming_coordinator.StreamingCoordinator method) (nlsq.core.orchestration.StreamingCoordinator method) ConfiguredOptimizer (class in nlsq.core.factories) ConfigValidationError conservative() (nlsq.HybridStreamingConfig class method) context (nlsq.cli.errors.CLIError attribute) converged (nlsq.streaming.phases.GNResult attribute), [1] (nlsq.streaming.phases.WarmupResult attribute), [1] CONVERGENCE (nlsq.diagnostics.IssueCategory attribute), [1] convergence_reason (nlsq.global_optimization.CMAESDiagnostics attribute), [1], [2], [3] ConvergenceMonitor (class in nlsq) (class in nlsq.utils.diagnostics), [1] CORRELATION (nlsq.diagnostics.IssueCategory attribute), [1] correlation_matrix (nlsq.diagnostics.IdentifiabilityReport attribute), [1] correlation_threshold (nlsq.diagnostics.DiagnosticsConfig attribute), [1] cost (nlsq.streaming.phases.GNResult attribute), [1] (nlsq.streaming.phases.PhaseOrchestratorResult attribute), [1] (nlsq.streaming.phases.WarmupResult attribute), [1] cost_history (nlsq.streaming.phases.WarmupResult attribute), [1] cost_increase_tolerance (nlsq.HybridStreamingConfig attribute) cost_reduction (nlsq.ProfileMetrics attribute) cov (nlsq.streaming.phases.GNResult attribute), [1] covariance_impl (nlsq.core.feature_flags.FeatureFlags attribute), [1] CovarianceComputer (class in nlsq.core.orchestration) (class in nlsq.core.orchestration.covariance_computer) CovarianceResult (class in nlsq.interfaces.orchestration_protocol) create_callback() (nlsq.diagnostics.GradientMonitor method) create_cmaes_optimizer() (nlsq.facades.optimization_facade.OptimizationFacade method) (nlsq.facades.OptimizationFacade method) create_convergence_monitor() (nlsq.facades.diagnostics_facade.DiagnosticsFacade method) (nlsq.facades.DiagnosticsFacade method) create_covariance_svd() (nlsq.CurveFit method) create_diagnostics_config() (nlsq.facades.diagnostics_facade.DiagnosticsFacade method) (nlsq.facades.DiagnosticsFacade method) create_health_report() (in module nlsq.diagnostics) create_ipython_display_import_cell() (in module notebook_utils.cells) create_matplotlib_config_cell() (in module notebook_utils.cells) create_multistart_orchestrator() (nlsq.facades.optimization_facade.OptimizationFacade method) (nlsq.facades.OptimizationFacade method) create_optimizer() (in module nlsq.core.factories) create_parser() (in module nlsq.cli.main) create_recovery_handler() (nlsq.facades.stability_facade.StabilityFacade method) (nlsq.facades.StabilityFacade method) create_sigma_transform() (nlsq.core.orchestration.covariance_computer.CovarianceComputer method) (nlsq.core.orchestration.CovarianceComputer method) create_sigma_transform_funcs() (nlsq.CurveFit method) create_stability_guard() (nlsq.facades.stability_facade.StabilityFacade method) (nlsq.facades.StabilityFacade method) CRITICAL (nlsq.diagnostics.HealthStatus attribute), [1] (nlsq.diagnostics.IssueSeverity attribute), [1] critical() (nlsq.cli.errors.CLILogger method) ctimes (nlsq.core.profiler.TRFProfiler attribute), [1] cumulative_losses (nlsq.global_optimization.TournamentSelector attribute) current_phase (nlsq.AdaptiveHybridStreamingOptimizer attribute) (nlsq.streaming.adaptive_hybrid.AdaptiveHybridStreamingOptimizer attribute) (nlsq.streaming.phases.CheckpointState attribute), [1] current_round (nlsq.global_optimization.TournamentSelector attribute) curve_fit (nlsq.global_optimization.MultiStartOrchestrator attribute) curve_fit() (in module nlsq) (nlsq.core.adapters.CurveFitAdapter method) curve_fit_large() (in module nlsq) curve_fitter (nlsq.LargeDatasetFitter attribute) (nlsq.streaming.large_dataset.LargeDatasetFitter attribute) CurveFit (class in nlsq) CurveFitAdapter (class in nlsq.core.adapters) CYAN (nlsq.cli.errors.Colors attribute) D data (nlsq.diagnostics.PluginResult attribute), [1] data_chunk_size (nlsq.global_optimization.CMAESConfig attribute), [1], [2], [3] data_dimension (nlsq.ProfileMetrics attribute) data_fits (nlsq.MemoryBudget property) data_gb (nlsq.MemoryBudget attribute), [1] DataLoadError DataPreprocessor (class in nlsq.core.orchestration) (class in nlsq.core.orchestration.data_preprocessor) debug() (nlsq.cli.errors.CLILogger method) decide() (nlsq.core.orchestration.streaming_coordinator.StreamingCoordinator method) (nlsq.core.orchestration.StreamingCoordinator method) DEFAULT_SLOPPY_DETECTION_ORDERS (nlsq.diagnostics.ParameterSensitivityAnalyzer attribute) DEFAULT_STRATEGIES (nlsq.FallbackOrchestrator attribute) (nlsq.stability.fallback.FallbackOrchestrator attribute) defense_disabled() (nlsq.HybridStreamingConfig class method) defense_relaxed() (nlsq.HybridStreamingConfig class method) defense_strict() (nlsq.HybridStreamingConfig class method) DefenseLayerTelemetry (class in nlsq.streaming.adaptive_hybrid) (class in nlsq.streaming.telemetry) denormalize() (nlsq.precision.parameter_normalizer.ParameterNormalizer method) describe() (notebook_utils.pipeline.TransformationPipeline method) description() (notebook_utils.transformations.base.NotebookTransformer method) (notebook_utils.transformations.imports.IPythonDisplayImportTransformer method) (notebook_utils.transformations.matplotlib.MatplotlibInlineTransformer method) (notebook_utils.transformations.plt_show.PltShowReplacementTransformer method) details (nlsq.diagnostics.ModelHealthIssue attribute), [1] detect_collinearity() (in module nlsq) (in module nlsq.stability.guard), [1] detect_divergence() (nlsq.ConvergenceMonitor method) (nlsq.utils.diagnostics.ConvergenceMonitor method), [1] detect_jacobian_sparsity() (in module nlsq) detect_numerical_issues() (nlsq.stability.guard.NumericalStabilityGuard method), [1], [2] detect_oscillation() (nlsq.ConvergenceMonitor method) (nlsq.utils.diagnostics.ConvergenceMonitor method), [1] detect_parameter_count() (nlsq.core.orchestration.optimization_selector.OptimizationSelector method) (nlsq.core.orchestration.OptimizationSelector method) detect_parameter_scale_mismatch() (in module nlsq) (in module nlsq.stability.guard), [1] detect_sparsity_pattern() (nlsq.SparseJacobianComputer method) detect_stagnation() (nlsq.ConvergenceMonitor method) (nlsq.utils.diagnostics.ConvergenceMonitor method), [1] DiagnosticLevel (class in nlsq.diagnostics) DiagnosticPlugin (class in nlsq.diagnostics) diagnostics (nlsq.OptimizationRecovery attribute) (nlsq.stability.recovery.OptimizationRecovery attribute) DiagnosticsConfig (class in nlsq.diagnostics) DiagnosticsFacade (class in nlsq.facades) (class in nlsq.facades.diagnostics_facade) DiagnosticsReport (class in nlsq.diagnostics) disk_cache_enabled (nlsq.SmartCache attribute) E EarlyStopping (class in nlsq) (class in nlsq.callbacks) effective_dimensionality (nlsq.diagnostics.ParameterSensitivityReport attribute), [1] eigenvalue_range (nlsq.diagnostics.ParameterSensitivityReport attribute), [1] eigenvalues (nlsq.diagnostics.ParameterSensitivityReport attribute), [1] eigenvectors (nlsq.diagnostics.ParameterSensitivityReport attribute), [1] elimination_fraction (nlsq.global_optimization.config.GlobalOptimizationConfig attribute) (nlsq.global_optimization.GlobalOptimizationConfig attribute) (nlsq.HybridStreamingConfig attribute) elimination_rounds (nlsq.global_optimization.config.GlobalOptimizationConfig attribute) (nlsq.global_optimization.GlobalOptimizationConfig attribute) (nlsq.HybridStreamingConfig attribute) emit_warnings (nlsq.diagnostics.DiagnosticsConfig attribute), [1] enable_adaptive_warmup_lr (nlsq.HybridStreamingConfig attribute) enable_checkpoints (nlsq.HybridStreamingConfig attribute) enable_cost_guard (nlsq.HybridStreamingConfig attribute) enable_diagnostics (nlsq.core.factories.OptimizerConfig attribute), [1] enable_fault_tolerance (nlsq.HybridStreamingConfig attribute) enable_global (nlsq.core.factories.OptimizerConfig attribute), [1] enable_group_variance_regularization (nlsq.HybridStreamingConfig attribute) enable_multi_device (nlsq.HybridStreamingConfig attribute) enable_multistart (nlsq.HybridStreamingConfig attribute) enable_recovery (nlsq.core.factories.OptimizerConfig attribute), [1] enable_residual_weighting (nlsq.HybridStreamingConfig attribute) enable_step_clipping (nlsq.HybridStreamingConfig attribute) enable_warm_start_detection (nlsq.HybridStreamingConfig attribute) end_profile() (nlsq.PerformanceProfiler method) eps (in module nlsq.stability.guard) (nlsq.stability.guard.NumericalStabilityGuard attribute), [1], [2], [3], [4] error() (nlsq.cli.errors.CLILogger method) error_message (nlsq.diagnostics.AnalysisResult attribute), [1] (nlsq.diagnostics.PluginResult attribute), [1] estimate_chunking_strategy() (nlsq.caching.memory_manager.MemoryManager method) (nlsq.MemoryManager method) estimate_cmaes_memory_gb() (in module nlsq.global_optimization), [1] estimate_condition_number() (in module nlsq) (in module nlsq.stability.guard), [1] estimate_memory() (nlsq.core.orchestration.streaming_coordinator.StreamingCoordinator method) (nlsq.core.orchestration.StreamingCoordinator method) estimate_memory_requirements() (in module nlsq) (in module nlsq.streaming.large_dataset) estimate_memory_usage() (nlsq.SparseJacobianComputer method) estimate_requirements() (nlsq.LargeDatasetFitter method) (nlsq.streaming.large_dataset.LargeDatasetFitter method) estimated_memory_mb (nlsq.interfaces.orchestration_protocol.StreamingDecision attribute), [1] evaluate_starting_points() (nlsq.global_optimization.MultiStartOrchestrator method) exception() (nlsq.cli.errors.CLILogger method) execution_count (notebook_utils.types.NotebookCell attribute) exhausted (nlsq.global_optimization.BIPOPRestarter attribute), [1] (nlsq.global_optimization.BIPOPRestarter property), [1] exponential_decay() (in module nlsq.core.functions) exponential_growth() (in module nlsq.core.functions) export_csv() (nlsq.ProfilerVisualization method) export_json() (nlsq.ProfilerVisualization method) export_metrics() (nlsq.streaming.adaptive_hybrid.DefenseLayerTelemetry method) (nlsq.streaming.telemetry.DefenseLayerTelemetry method) export_to_dict() (nlsq.PerformanceProfiler method) extra_kwargs (nlsq.core.factories.OptimizerConfig attribute) F f (nlsq.LeastSquares attribute) fallback_chain (nlsq.RobustDecomposition attribute) FallbackOrchestrator (class in nlsq) (class in nlsq.stability.fallback) FallbackResult (class in nlsq) (class in nlsq.stability.fallback) FallbackStrategy (class in nlsq) (class in nlsq.stability.fallback) FeatureFlags (class in nlsq.core.feature_flags) final_cost (nlsq.ProfileMetrics attribute) final_gradient_norm (nlsq.diagnostics.GradientHealthReport attribute), [1] (nlsq.ProfileMetrics attribute) final_sigma (nlsq.global_optimization.CMAESDiagnostics attribute), [1], [2], [3] find_cell_with_pattern() (in module notebook_utils.cells) find_figure_variable() (in module notebook_utils.transformations.plt_show) find_first_code_cell_index() (in module notebook_utils.cells) fit() (in module nlsq) (nlsq.core.factories.ConfiguredOptimizer method) (nlsq.global_optimization.CMAESOptimizer method), [1] (nlsq.global_optimization.MultiStartOrchestrator method) (nlsq.streaming.adaptive_hybrid.AdaptiveHybridStreamingOptimizer method) (nlsq.streaming.large_dataset.LargeDatasetFitter method) fit_history (nlsq.LargeDatasetFitter attribute) fit_large_dataset() (in module nlsq) (in module nlsq.streaming.large_dataset) fit_with_fallback() (nlsq.FallbackOrchestrator method) (nlsq.stability.fallback.FallbackOrchestrator method) fit_with_progress() (nlsq.LargeDatasetFitter method) (nlsq.streaming.large_dataset.LargeDatasetFitter method) FitError fitness_history (nlsq.global_optimization.CMAESDiagnostics attribute), [1], [2], [3] fits_in_memory (nlsq.MemoryBudget property) flength (nlsq.CurveFit attribute) format() (nlsq.cli.errors.ColoredConsoleFormatter method) (nlsq.cli.errors.JsonFormatter method) free_array() (nlsq.caching.memory_manager.MemoryManager method) (nlsq.MemoryManager method) from_checkpoint() (nlsq.global_optimization.TournamentSelector class method) from_dict() (nlsq.global_optimization.CMAESDiagnostics class method), [1] (nlsq.global_optimization.config.GlobalOptimizationConfig class method) (nlsq.global_optimization.GlobalOptimizationConfig class method) from_env() (nlsq.core.feature_flags.FeatureFlags class method) from_preset() (nlsq.global_optimization.CMAESConfig class method), [1] (nlsq.global_optimization.CMAESOptimizer class method), [1] (nlsq.global_optimization.config.GlobalOptimizationConfig class method) (nlsq.global_optimization.GlobalOptimizationConfig class method) (nlsq.global_optimization.MultiStartOrchestrator class method) ftimes (nlsq.core.profiler.TRFProfiler attribute), [1] ftol (nlsq.interfaces.orchestration_protocol.OptimizationConfig attribute), [1] FULL (nlsq.diagnostics.DiagnosticLevel attribute), [1] function_evals_per_second() (nlsq.ProfileMetrics method) G g_ctimes (nlsq.core.profiler.TRFProfiler attribute), [1] gauss_newton_max_iterations (nlsq.HybridStreamingConfig attribute) gauss_newton_tol (nlsq.HybridStreamingConfig attribute) gaussian() (in module nlsq.core.functions) GaussNewtonPhase (class in nlsq.streaming.phases) gc_chunk_interval (nlsq.HybridStreamingConfig attribute) (nlsq.LDMemoryConfig attribute), [1] gc_threshold (nlsq.caching.memory_manager.MemoryManager attribute) (nlsq.MemoryManager attribute) generate_comparison_report() (nlsq.ProfilingDashboard method) generate_html_report() (nlsq.ProfilerVisualization method) generate_report() (nlsq.OptimizationDiagnostics method) (nlsq.utils.diagnostics.OptimizationDiagnostics method), [1] get() (nlsq.diagnostics.PluginRegistry class method) (nlsq.SmartCache method) get_algorithm_explanation() (nlsq.AlgorithmSelector method) get_available_memory() (nlsq.caching.memory_manager.MemoryManager method) (nlsq.core.orchestration.streaming_coordinator.StreamingCoordinator method) (nlsq.core.orchestration.StreamingCoordinator method) (nlsq.MemoryManager method) get_best() (nlsq.global_optimization.BIPOPRestarter method), [1] get_best_cost() (nlsq.streaming.phases.PhaseOrchestrator method) get_best_params() (nlsq.streaming.phases.PhaseOrchestrator method) get_bipop_optimizer() (nlsq.facades.optimization_facade.OptimizationFacade method) (nlsq.facades.OptimizationFacade method) get_cmaes_optimizer() (nlsq.facades.optimization_facade.OptimizationFacade method) (nlsq.facades.OptimizationFacade method) get_condition_monitor() (nlsq.facades.stability_facade.StabilityFacade method) (nlsq.facades.StabilityFacade method) get_convergence_monitor() (nlsq.facades.diagnostics_facade.DiagnosticsFacade method) (nlsq.facades.DiagnosticsFacade method) get_convergence_rate() (nlsq.ConvergenceMonitor method) (nlsq.global_optimization.CMAESDiagnostics method), [1] (nlsq.utils.diagnostics.ConvergenceMonitor method), [1] get_defense_telemetry() (in module nlsq.streaming.adaptive_hybrid) (in module nlsq.streaming.telemetry) get_device_info() (in module nlsq.device) get_diagnostic_level() (nlsq.facades.diagnostics_facade.DiagnosticsFacade method) (nlsq.facades.DiagnosticsFacade method) get_diagnostics() (in module nlsq.utils.diagnostics), [1] (nlsq.global_optimization.TournamentSelector method) get_diagnostics_config() (nlsq.facades.diagnostics_facade.DiagnosticsFacade method) (nlsq.facades.DiagnosticsFacade method) get_fallback_orchestrator() (nlsq.facades.stability_facade.StabilityFacade method) (nlsq.facades.StabilityFacade method) get_fallback_svd() (nlsq.facades.stability_facade.StabilityFacade method) (nlsq.facades.StabilityFacade method) get_fitness_improvement() (nlsq.global_optimization.CMAESDiagnostics method), [1] get_global_cache() (in module nlsq) get_global_compilation_cache() (in module nlsq) get_global_pool() (in module nlsq) get_global_profiler() (in module nlsq) get_gpu_info() (in module nlsq.device) get_gradient_buffer() (nlsq.TRFMemoryPool method) get_impl() (nlsq.core.feature_flags.FeatureFlags method) get_jacobian_buffer() (nlsq.TRFMemoryPool method) get_jit_cache() (in module nlsq) get_large_dataset_config() (in module nlsq) get_logger() (in module nlsq.cli.errors) get_memory_config() (in module nlsq) get_memory_manager() (in module nlsq) (in module nlsq.caching.memory_manager) get_memory_recommendations() (nlsq.LargeDatasetFitter method) (nlsq.streaming.large_dataset.LargeDatasetFitter method) get_memory_stats() (in module nlsq) (in module nlsq.caching.memory_manager) (nlsq.caching.memory_manager.MemoryManager method) (nlsq.MemoryManager method) get_memory_usage_bytes() (nlsq.caching.memory_manager.MemoryManager method) (nlsq.MemoryManager method) get_memory_usage_fraction() (nlsq.caching.memory_manager.MemoryManager method) (nlsq.MemoryManager method) get_method_selector() (nlsq.facades.optimization_facade.OptimizationFacade method) (nlsq.facades.OptimizationFacade method) get_metrics() (nlsq.PerformanceProfiler method) get_multistart_optimizer() (nlsq.facades.optimization_facade.OptimizationFacade method) (nlsq.facades.OptimizationFacade method) get_next_popsize() (nlsq.global_optimization.BIPOPRestarter method), [1] get_or_compile() (nlsq.CompilationCache method) get_phase_history() (nlsq.streaming.phases.PhaseOrchestrator method) get_recent_events() (nlsq.streaming.adaptive_hybrid.DefenseLayerTelemetry method) (nlsq.streaming.telemetry.DefenseLayerTelemetry method) get_recommendation() (in module nlsq.diagnostics) get_recommended_package() (in module nlsq.device) get_recovery_handler() (nlsq.facades.stability_facade.StabilityFacade method) (nlsq.facades.StabilityFacade method) get_report() (nlsq.diagnostics.GradientMonitor method) (nlsq.PerformanceProfiler method) get_residual_buffer() (nlsq.TRFMemoryPool method) get_safety_telemetry() (nlsq.caching.memory_manager.MemoryManager method) (nlsq.MemoryManager method) get_sampler() (in module nlsq.global_optimization) (in module nlsq.global_optimization.sampling) get_sloppy_combinations() (nlsq.diagnostics.ParameterSensitivityReport method) get_stability_guard() (nlsq.facades.stability_facade.StabilityFacade method) (nlsq.facades.StabilityFacade method) get_statistics() (nlsq.FallbackOrchestrator method) (nlsq.stability.fallback.FallbackOrchestrator method) get_stats() (nlsq.CompilationCache method) (nlsq.MemoryPool method) (nlsq.SmartCache method) (notebook_utils.tracking.ProcessingTracker method) get_step_buffer() (nlsq.TRFMemoryPool method) get_summary() (nlsq.PerformanceProfiler method) (nlsq.streaming.adaptive_hybrid.DefenseLayerTelemetry method) (nlsq.streaming.telemetry.DefenseLayerTelemetry method) get_summary_statistics() (nlsq.OptimizationDiagnostics method) (nlsq.utils.diagnostics.OptimizationDiagnostics method), [1] get_system_cuda_version() (in module nlsq.device) get_timing_data() (nlsq.core.profiler.NullProfiler method) (nlsq.core.profiler.TRFProfiler method) get_top_candidates() (nlsq.global_optimization.TournamentSelector method) get_transformers() (notebook_utils.pipeline.TransformationPipeline method) get_trigger_rates() (nlsq.streaming.adaptive_hybrid.DefenseLayerTelemetry method) (nlsq.streaming.telemetry.DefenseLayerTelemetry method) get_x_buffer() (nlsq.TRFMemoryPool method) GlobalOptimizationConfig (class in nlsq.global_optimization) (class in nlsq.global_optimization.config) gn_phase (nlsq.streaming.phases.PhaseOrchestrator attribute) gn_result (nlsq.streaming.phases.PhaseOrchestratorResult attribute), [1] GNResult (class in nlsq.streaming.phases) GRADIENT (nlsq.diagnostics.IssueCategory attribute), [1] gradient_clip_value (nlsq.HybridStreamingConfig attribute) gradient_health (nlsq.diagnostics.DiagnosticsReport attribute), [1] (nlsq.diagnostics.ModelHealthReport attribute), [1] gradient_norm_threshold (nlsq.HybridStreamingConfig attribute) gradient_window_size (nlsq.diagnostics.DiagnosticsConfig attribute), [1] GradientHealthReport (class in nlsq.diagnostics) GradientMonitor (class in nlsq.diagnostics) GREEN (nlsq.cli.errors.Colors attribute) group_variance_indices (nlsq.HybridStreamingConfig attribute) group_variance_lambda (nlsq.HybridStreamingConfig attribute) gtimes (nlsq.core.profiler.TRFProfiler attribute), [1] gtimes2 (nlsq.core.profiler.TRFProfiler attribute), [1] gtol (nlsq.interfaces.orchestration_protocol.OptimizationConfig attribute), [1] H halton_sample() (in module nlsq.global_optimization) (in module nlsq.global_optimization.sampling) handle_batch() (in module nlsq.cli.main) handle_config() (in module nlsq.cli.main) handle_fit() (in module nlsq.cli.main) handle_gui() (in module nlsq.cli.main) handle_info() (in module nlsq.cli.main) has_infs_removed (nlsq.interfaces.orchestration_protocol.PreprocessedData attribute), [1] has_ipython_display_import() (in module notebook_utils.cells) has_matplotlib_magic() (in module notebook_utils.cells) has_nans_removed (nlsq.interfaces.orchestration_protocol.PreprocessedData attribute), [1] has_numerical_issues (nlsq.diagnostics.GradientHealthReport attribute), [1] health_score (nlsq.diagnostics.GradientHealthReport attribute), [1] (nlsq.diagnostics.ModelHealthReport attribute), [1] health_status (nlsq.diagnostics.GradientHealthReport attribute), [1] (nlsq.diagnostics.IdentifiabilityReport attribute), [1] (nlsq.diagnostics.ParameterSensitivityReport attribute), [1] HealthStatus (class in nlsq.diagnostics) HEALTHY (nlsq.diagnostics.HealthStatus attribute), [1] highly_correlated_pairs (nlsq.diagnostics.IdentifiabilityReport attribute), [1] hybrid_config (nlsq.interfaces.orchestration_protocol.StreamingDecision attribute), [1] HybridStreamingConfig (class in nlsq) I identifiability (nlsq.diagnostics.DiagnosticsReport attribute), [1] IDENTIFIABILITY (nlsq.diagnostics.IssueCategory attribute), [1] identifiability (nlsq.diagnostics.ModelHealthReport attribute), [1] IdentifiabilityAnalyzer (class in nlsq.diagnostics) IdentifiabilityReport (class in nlsq.diagnostics) imbalance_detected (nlsq.diagnostics.GradientHealthReport attribute), [1] imbalance_threshold (nlsq.diagnostics.DiagnosticsConfig attribute), [1] infer() (nlsq.BoundsInference method) (nlsq.precision.bound_inference.BoundsInference method) infer_bounds() (in module nlsq) (in module nlsq.precision.bound_inference) INFO (nlsq.diagnostics.IssueSeverity attribute), [1] info() (nlsq.cli.errors.CLILogger method) initial_cost (nlsq.ProfileMetrics attribute) initialize_phases() (nlsq.streaming.phases.PhaseOrchestrator method) InputValidator (class in nlsq) (class in nlsq.utils.validators) invalidate() (nlsq.SmartCache method) ipython_display_import_added (notebook_utils.types.NotebookStats attribute) IPythonDisplayImportTransformer (class in notebook_utils.transformations.imports) is_evosax_available() (in module nlsq.global_optimization) is_jax_array() (in module nlsq.utils.async_logger) is_multistart_enabled (nlsq.global_optimization.config.GlobalOptimizationConfig property) (nlsq.global_optimization.GlobalOptimizationConfig property) is_padded (nlsq.interfaces.orchestration_protocol.PreprocessedData attribute), [1] is_singular (nlsq.interfaces.orchestration_protocol.CovarianceResult attribute), [1] is_sloppy (nlsq.diagnostics.ParameterSensitivityReport attribute), [1] is_terminal() (nlsq.cli.errors.Colors class method) IssueCategory (class in nlsq.diagnostics) issues (nlsq.diagnostics.GradientHealthReport attribute), [1] (nlsq.diagnostics.IdentifiabilityReport attribute), [1] (nlsq.diagnostics.ParameterSensitivityReport attribute), [1] (nlsq.diagnostics.PluginResult attribute), [1] IssueSeverity (class in nlsq.diagnostics) iteration_count (nlsq.diagnostics.GradientMonitor attribute), [1] IterationLogger (class in nlsq) (class in nlsq.callbacks) iterations (nlsq.streaming.phases.GNResult attribute), [1] (nlsq.streaming.phases.WarmupResult attribute), [1] iterations_per_second() (nlsq.ProfileMetrics method) J jac (nlsq.interfaces.orchestration_protocol.OptimizationConfig attribute), [1] (nlsq.LeastSquares attribute) jacobian (nlsq.streaming.phases.GNResult attribute), [1] jacobian_gb (nlsq.MemoryBudget attribute), [1] jacobian_time (nlsq.ProfileMetrics attribute) jit_compile_time (nlsq.ProfileMetrics attribute) JsonFormatter (class in nlsq.cli.errors) jtimes (nlsq.core.profiler.TRFProfiler attribute), [1] L large_dataset_context() (in module nlsq) LargeDatasetFitter (class in nlsq) (class in nlsq.streaming.large_dataset) last_stats (nlsq.LargeDatasetFitter attribute) latin_hypercube_sample() (in module nlsq.global_optimization) (in module nlsq.global_optimization.sampling) layer1_warm_start_triggers (nlsq.streaming.adaptive_hybrid.DefenseLayerTelemetry attribute) (nlsq.streaming.telemetry.DefenseLayerTelemetry attribute) layer2_lr_mode_counts (nlsq.streaming.adaptive_hybrid.DefenseLayerTelemetry attribute) (nlsq.streaming.telemetry.DefenseLayerTelemetry attribute) layer3_cost_guard_triggers (nlsq.streaming.adaptive_hybrid.DefenseLayerTelemetry attribute) (nlsq.streaming.telemetry.DefenseLayerTelemetry attribute) layer4_clip_triggers (nlsq.streaming.adaptive_hybrid.DefenseLayerTelemetry attribute) (nlsq.streaming.telemetry.DefenseLayerTelemetry attribute) lbfgs_exploration_step_size (nlsq.HybridStreamingConfig attribute) lbfgs_history_size (nlsq.HybridStreamingConfig attribute) lbfgs_initial_step_size (nlsq.HybridStreamingConfig attribute) lbfgs_line_search (nlsq.HybridStreamingConfig attribute) lbfgs_refinement_step_size (nlsq.HybridStreamingConfig attribute) LDMemoryConfig (class in nlsq) least_squares() (nlsq.LeastSquares method) LeastSquares (class in nlsq) level (nlsq.diagnostics.DiagnosticsConfig attribute), [1] LEVEL_COLORS (nlsq.cli.errors.ColoredConsoleFormatter attribute) linear() (in module nlsq.core.functions) load() (nlsq.streaming.phases.CheckpointManager method) log_convergence_async() (in module nlsq.utils.async_logger) log_frequency (nlsq.HybridStreamingConfig attribute) log_iteration_async() (in module nlsq.utils.async_logger) logger (nlsq.CurveFit attribute) (nlsq.global_optimization.MultiStartOrchestrator attribute) (nlsq.LargeDatasetFitter attribute) (nlsq.LeastSquares attribute) (nlsq.RobustDecomposition attribute) (nlsq.streaming.large_dataset.LargeDatasetFitter attribute) loop_strategy (nlsq.HybridStreamingConfig attribute) lorentzian() (in module nlsq.core.functions) loss_plateau_threshold (nlsq.HybridStreamingConfig attribute) lr_schedule_decay_steps (nlsq.HybridStreamingConfig attribute) lr_schedule_end_value (nlsq.HybridStreamingConfig attribute) lr_schedule_warmup_steps (nlsq.HybridStreamingConfig attribute) ls (nlsq.LeastSquares attribute) M MAGENTA (nlsq.cli.errors.Colors attribute) main() (in module nlsq.cli.main) mark_processed() (notebook_utils.tracking.ProcessingTracker method) mask (nlsq.interfaces.orchestration_protocol.PreprocessedData attribute), [1] matplotlib_magic_added (notebook_utils.types.NotebookStats attribute) MatplotlibInlineTransformer (class in notebook_utils.transformations.matplotlib) max_cache_size (nlsq.CompilationCache attribute) max_chunk_size (nlsq.LDMemoryConfig attribute), [1] max_exp_arg (nlsq.stability.guard.NumericalStabilityGuard attribute), [1], [2] max_float (in module nlsq.stability.guard) (nlsq.stability.guard.NumericalStabilityGuard attribute), [1], [2], [3], [4] max_generations (nlsq.global_optimization.CMAESConfig attribute), [1], [2], [3] max_imbalance_ratio (nlsq.diagnostics.GradientHealthReport attribute), [1] max_jacobian_elements_for_svd (nlsq.stability.guard.NumericalStabilityGuard attribute), [1], [2] max_memory_items (nlsq.SmartCache attribute) max_nfev (nlsq.interfaces.orchestration_protocol.OptimizationConfig attribute), [1] max_pool_size (nlsq.MemoryPool attribute) max_restarts (nlsq.global_optimization.BIPOPRestarter attribute), [1] (nlsq.global_optimization.CMAESConfig attribute), [1], [2], [3] max_retries (nlsq.OptimizationRecovery attribute) (nlsq.stability.recovery.OptimizationRecovery attribute) max_retries_per_batch (nlsq.HybridStreamingConfig attribute) max_warmup_iterations (nlsq.HybridStreamingConfig attribute) max_warmup_step_size (nlsq.HybridStreamingConfig attribute) mean_gradient_magnitudes (nlsq.diagnostics.GradientHealthReport attribute), [1] mean_gradient_norm (nlsq.diagnostics.GradientHealthReport attribute), [1] memory_cache (nlsq.SmartCache attribute) memory_context() (in module nlsq) memory_guard() (nlsq.caching.memory_manager.MemoryManager method) (nlsq.MemoryManager method) memory_limit_gb (nlsq.LDMemoryConfig attribute), [1] memory_monitor() (nlsq.LargeDatasetFitter method) (nlsq.streaming.large_dataset.LargeDatasetFitter method) memory_optimized() (nlsq.HybridStreamingConfig class method) memory_pool (nlsq.caching.memory_manager.MemoryManager attribute) (nlsq.MemoryManager attribute) memory_pressure (nlsq.interfaces.orchestration_protocol.StreamingDecision attribute), [1] MemoryBudget (class in nlsq) MemoryBudgetSelector (class in nlsq) MemoryManager (class in nlsq) (class in nlsq.caching.memory_manager) MemoryPool (class in nlsq) merge_bounds() (in module nlsq) (in module nlsq.precision.bound_inference) message (nlsq.cli.errors.CLIError attribute) (nlsq.diagnostics.ModelHealthIssue attribute), [1] metadata (nlsq.ProfileMetrics attribute) (notebook_utils.types.NotebookCell attribute) method (nlsq.interfaces.orchestration_protocol.CovarianceResult attribute), [1] (nlsq.interfaces.orchestration_protocol.OptimizationConfig attribute), [1] (nlsq.ProfileMetrics attribute) MethodSelector (class in nlsq.global_optimization), [1] min_chunk_size (nlsq.LDMemoryConfig attribute), [1] min_exp_arg (nlsq.stability.guard.NumericalStabilityGuard attribute), [1], [2] min_fitness_spread (nlsq.global_optimization.BIPOPRestarter attribute), [1] min_float (in module nlsq.stability.guard) (nlsq.stability.guard.NumericalStabilityGuard attribute), [1], [2], [3], [4] min_success_rate (nlsq.HybridStreamingConfig attribute) (nlsq.LDMemoryConfig attribute), [1] ModelError ModelHealthIssue (class in nlsq.diagnostics) ModelHealthReport (class in nlsq.diagnostics) module nlsq nlsq.cli.commands nlsq.cli.errors nlsq.cli.main nlsq.core.adapters nlsq.core.factories nlsq.core.functions nlsq.core.orchestration nlsq.core.orchestration.covariance_computer nlsq.core.orchestration.data_preprocessor nlsq.core.orchestration.optimization_selector nlsq.core.orchestration.streaming_coordinator nlsq.core.profiler nlsq.core.trf_jit nlsq.facades nlsq.facades.diagnostics_facade nlsq.facades.optimization_facade nlsq.facades.stability_facade nlsq.global_optimization nlsq.global_optimization.config nlsq.global_optimization.sampling nlsq.stability.guard nlsq.streaming.phases nlsq.streaming.telemetry nlsq.streaming.validators nlsq.utils.async_logger nlsq.utils.diagnostics notebook_utils.cells notebook_utils.core notebook_utils.pipeline notebook_utils.tracking notebook_utils.transformations.base notebook_utils.transformations.imports notebook_utils.transformations.matplotlib notebook_utils.transformations.plt_show notebook_utils.types multistart_candidates (nlsq.streaming.phases.CheckpointState attribute), [1] multistart_sampler (nlsq.HybridStreamingConfig attribute) MultiStartOrchestrator (class in nlsq.global_optimization) N n_candidates (nlsq.global_optimization.TournamentSelector attribute) n_chunks (nlsq.interfaces.orchestration_protocol.StreamingDecision attribute), [1] n_data_points (nlsq.ProfileMetrics attribute) n_function_evals (nlsq.ProfileMetrics attribute) n_iterations (nlsq.diagnostics.GradientHealthReport attribute), [1] (nlsq.ProfileMetrics attribute) n_jacobian_evals (nlsq.ProfileMetrics attribute) n_parameters (nlsq.ProfileMetrics attribute) n_params (nlsq.diagnostics.IdentifiabilityReport attribute), [1] (nlsq.global_optimization.BIPOPRestarter attribute), [1] (nlsq.global_optimization.TournamentSelector attribute) (nlsq.interfaces.orchestration_protocol.OptimizationConfig attribute), [1] n_points (nlsq.interfaces.orchestration_protocol.PreprocessedData attribute), [1] n_starts (nlsq.core.factories.OptimizerConfig attribute), [1] (nlsq.global_optimization.config.GlobalOptimizationConfig attribute) (nlsq.global_optimization.GlobalOptimizationConfig attribute) (nlsq.HybridStreamingConfig attribute) n_survivors (nlsq.global_optimization.TournamentSelector property) name (nlsq.diagnostics.DiagnosticPlugin attribute) (nlsq.diagnostics.DiagnosticPlugin property) name() (notebook_utils.transformations.base.NotebookTransformer method) (notebook_utils.transformations.imports.IPythonDisplayImportTransformer method) (notebook_utils.transformations.matplotlib.MatplotlibInlineTransformer method) (notebook_utils.transformations.plt_show.PltShowReplacementTransformer method) needs_processing() (notebook_utils.tracking.ProcessingTracker method) nlsq module nlsq.cli.commands module nlsq.cli.errors module nlsq.cli.main module nlsq.core.adapters module nlsq.core.factories module nlsq.core.functions module nlsq.core.orchestration module nlsq.core.orchestration.covariance_computer module nlsq.core.orchestration.data_preprocessor module nlsq.core.orchestration.optimization_selector module nlsq.core.orchestration.streaming_coordinator module nlsq.core.profiler module nlsq.core.trf_jit module nlsq.facades module nlsq.facades.diagnostics_facade module nlsq.facades.optimization_facade module nlsq.facades.stability_facade module nlsq.global_optimization module nlsq.global_optimization.config module nlsq.global_optimization.sampling module nlsq.stability.guard module nlsq.streaming.phases module nlsq.streaming.telemetry module nlsq.streaming.validators module nlsq.utils.async_logger module nlsq.utils.diagnostics module nlsq_refinement (nlsq.global_optimization.CMAESDiagnostics attribute), [1], [2], [3] normalization_jacobian (nlsq.AdaptiveHybridStreamingOptimizer attribute) (nlsq.precision.parameter_normalizer.ParameterNormalizer attribute) (nlsq.streaming.adaptive_hybrid.AdaptiveHybridStreamingOptimizer attribute) normalization_strategy (nlsq.HybridStreamingConfig attribute) normalize (nlsq.HybridStreamingConfig attribute) normalize() (nlsq.precision.parameter_normalizer.ParameterNormalizer method) normalized_bounds (nlsq.AdaptiveHybridStreamingOptimizer attribute) (nlsq.streaming.adaptive_hybrid.AdaptiveHybridStreamingOptimizer attribute) (nlsq.streaming.phases.GaussNewtonPhase attribute) normalized_model (nlsq.AdaptiveHybridStreamingOptimizer attribute) (nlsq.streaming.adaptive_hybrid.AdaptiveHybridStreamingOptimizer attribute) (nlsq.streaming.phases.GaussNewtonPhase attribute) (nlsq.streaming.phases.WarmupPhase attribute) normalized_params (nlsq.AdaptiveHybridStreamingOptimizer attribute) (nlsq.streaming.adaptive_hybrid.AdaptiveHybridStreamingOptimizer attribute) (nlsq.streaming.phases.CheckpointState attribute), [1] (nlsq.streaming.phases.PhaseOrchestratorResult attribute), [1] NormalizedModelWrapper (class in nlsq.precision.parameter_normalizer) normalizer (nlsq.AdaptiveHybridStreamingOptimizer attribute) (nlsq.streaming.adaptive_hybrid.AdaptiveHybridStreamingOptimizer attribute) (nlsq.streaming.phases.CheckpointState attribute), [1] notebook_utils.cells module notebook_utils.core module notebook_utils.pipeline module notebook_utils.tracking module notebook_utils.transformations.base module notebook_utils.transformations.imports module notebook_utils.transformations.matplotlib module notebook_utils.transformations.plt_show module notebook_utils.types module NotebookCell (class in notebook_utils.types) NotebookError NotebookReadError NotebookStats (class in notebook_utils.types) NotebookTransformer (class in notebook_utils.transformations.base) NotebookValidationError NotebookWriteError NullProfiler (class in nlsq.core.profiler) numerical_rank (nlsq.diagnostics.IdentifiabilityReport attribute), [1] NumericalStabilityGuard (class in nlsq.stability.guard), [1], [2] O offsets (nlsq.precision.parameter_normalizer.ParameterNormalizer attribute) optimization_time (nlsq.ProfileMetrics attribute) OptimizationConfig (class in nlsq.interfaces.orchestration_protocol) OptimizationDiagnostics (class in nlsq) (class in nlsq.utils.diagnostics), [1] OptimizationFacade (class in nlsq.facades) (class in nlsq.facades.optimization_facade) OptimizationRecovery (class in nlsq) (class in nlsq.stability.recovery) OptimizationSelector (class in nlsq.core.orchestration) (class in nlsq.core.orchestration.optimization_selector) optimize_cache() (nlsq.SmartCache method) optimize_memory_pool() (nlsq.caching.memory_manager.MemoryManager method) (nlsq.MemoryManager method) optimize_with_sparsity() (nlsq.SparseOptimizer method) OptimizerConfig (class in nlsq.core.factories) OptimizeResult (class in nlsq) OptimizeWarning original_bounds (nlsq.precision.parameter_normalizer.ParameterNormalizer attribute) original_length (nlsq.interfaces.orchestration_protocol.PreprocessedData attribute), [1] outputs (notebook_utils.types.NotebookCell attribute) overall_status (nlsq.diagnostics.DiagnosticsReport attribute), [1] P p0 (nlsq.interfaces.orchestration_protocol.OptimizationConfig attribute), [1] p_ctimes (nlsq.core.profiler.TRFProfiler attribute), [1] pad_fit_data() (nlsq.CurveFit method) ParameterNormalizer (class in nlsq.precision.parameter_normalizer) ParameterSensitivityAnalyzer (class in nlsq.diagnostics) ParameterSensitivityReport (class in nlsq.diagnostics) params (nlsq.streaming.phases.GNResult attribute), [1] (nlsq.streaming.phases.PhaseOrchestratorResult attribute), [1] (nlsq.streaming.phases.WarmupResult attribute), [1] pcov (nlsq.interfaces.orchestration_protocol.CovarianceResult attribute), [1] peak_gb (nlsq.MemoryBudget attribute), [1] PerformanceProfiler (class in nlsq) perr (nlsq.interfaces.orchestration_protocol.CovarianceResult attribute), [1] PerturbInitialGuessStrategy (class in nlsq.stability.fallback) phase1_optimizer_state (nlsq.streaming.phases.CheckpointState attribute), [1] phase2_JTJ_accumulator (nlsq.streaming.phases.CheckpointState attribute), [1] (nlsq.streaming.phases.GaussNewtonPhase attribute) phase2_JTr_accumulator (nlsq.streaming.phases.CheckpointState attribute), [1] (nlsq.streaming.phases.GaussNewtonPhase attribute) phase_history (nlsq.AdaptiveHybridStreamingOptimizer attribute) (nlsq.streaming.adaptive_hybrid.AdaptiveHybridStreamingOptimizer attribute) (nlsq.streaming.phases.CheckpointState attribute), [1] (nlsq.streaming.phases.PhaseOrchestrator attribute) (nlsq.streaming.phases.PhaseOrchestratorResult attribute), [1] phase_start_time (nlsq.AdaptiveHybridStreamingOptimizer attribute) (nlsq.streaming.adaptive_hybrid.AdaptiveHybridStreamingOptimizer attribute) phase_status (nlsq.AdaptiveHybridStreamingOptimizer property) (nlsq.streaming.adaptive_hybrid.AdaptiveHybridStreamingOptimizer property) PhaseOrchestrator (class in nlsq.streaming.phases) PhaseOrchestratorResult (class in nlsq.streaming.phases) plot() (CurveFitResult method) plot_all_comparisons() (nlsq.ProfilingDashboard method) plot_convergence() (nlsq.OptimizationDiagnostics method) (nlsq.utils.diagnostics.OptimizationDiagnostics method), [1] plot_timing_comparison() (nlsq.ProfilerVisualization method) plot_timing_distribution() (nlsq.ProfilerVisualization method) plot_timing_series() (nlsq.ProfilerVisualization method) plt_show_replaced (notebook_utils.types.NotebookStats attribute) PltShowReplacementTransformer (class in notebook_utils.transformations.plt_show) plugin_name (nlsq.diagnostics.PluginResult attribute), [1] plugin_results (nlsq.diagnostics.ModelHealthReport attribute), [1] PluginRegistry (class in nlsq.diagnostics) PluginResult (class in nlsq.diagnostics) polynomial() (in module nlsq.core.functions) pools (nlsq.MemoryPool attribute) popsize (nlsq.global_optimization.CMAESConfig attribute), [1], [2], [3] population_batch_size (nlsq.global_optimization.CMAESConfig attribute), [1], [2], [3] power_law() (in module nlsq.core.functions) predict_memory_requirement() (nlsq.caching.memory_manager.MemoryManager method) (nlsq.MemoryManager method) prepare_bounds() (in module nlsq.core.orchestration.optimization_selector) preprocess() (nlsq.core.orchestration.data_preprocessor.DataPreprocessor method) (nlsq.core.orchestration.DataPreprocessor method) PreprocessedData (class in nlsq.interfaces.orchestration_protocol) preprocessor_impl (nlsq.core.feature_flags.FeatureFlags attribute), [1] preset (nlsq.global_optimization.config.GlobalOptimizationConfig property) (nlsq.global_optimization.GlobalOptimizationConfig property) PRESETS (in module nlsq.global_optimization) print_statistics() (nlsq.FallbackOrchestrator method) (nlsq.stability.fallback.FallbackOrchestrator method) ProcessingTracker (class in notebook_utils.tracking) profile() (nlsq.PerformanceProfiler method) ProfileMetrics (class in nlsq) ProfilerVisualization (class in nlsq) ProfilingDashboard (class in nlsq) ProgressBar (class in nlsq) (class in nlsq.callbacks) Protocol (nlsq.diagnostics.DiagnosticPlugin attribute) ptimes (nlsq.core.profiler.TRFProfiler attribute), [1] Q qr() (nlsq.RobustDecomposition method) R read_notebook() (in module notebook_utils.core) reason (nlsq.interfaces.orchestration_protocol.StreamingDecision attribute), [1] recommendation (nlsq.diagnostics.ModelHealthIssue attribute), [1] RECOMMENDATIONS (in module nlsq.diagnostics) record_event() (nlsq.OptimizationDiagnostics method) (nlsq.utils.diagnostics.OptimizationDiagnostics method), [1] record_gradient() (nlsq.diagnostics.GradientMonitor method) record_iteration() (nlsq.OptimizationDiagnostics method) (nlsq.utils.diagnostics.OptimizationDiagnostics method), [1] record_layer1_trigger() (nlsq.streaming.adaptive_hybrid.DefenseLayerTelemetry method) (nlsq.streaming.telemetry.DefenseLayerTelemetry method) record_layer2_lr_mode() (nlsq.streaming.adaptive_hybrid.DefenseLayerTelemetry method) (nlsq.streaming.telemetry.DefenseLayerTelemetry method) record_layer3_trigger() (nlsq.streaming.adaptive_hybrid.DefenseLayerTelemetry method) (nlsq.streaming.telemetry.DefenseLayerTelemetry method) record_layer4_clip() (nlsq.streaming.adaptive_hybrid.DefenseLayerTelemetry method) (nlsq.streaming.telemetry.DefenseLayerTelemetry method) record_lbfgs_history_fill() (nlsq.streaming.adaptive_hybrid.DefenseLayerTelemetry method) (nlsq.streaming.telemetry.DefenseLayerTelemetry method) record_lbfgs_line_search_failure() (nlsq.streaming.adaptive_hybrid.DefenseLayerTelemetry method) (nlsq.streaming.telemetry.DefenseLayerTelemetry method) record_timing() (nlsq.PerformanceProfiler method) record_warmup_start() (nlsq.streaming.adaptive_hybrid.DefenseLayerTelemetry method) (nlsq.streaming.telemetry.DefenseLayerTelemetry method) recover_from_failure() (nlsq.OptimizationRecovery method) (nlsq.stability.recovery.OptimizationRecovery method) RED (nlsq.cli.errors.Colors attribute) refine_with_nlsq (nlsq.global_optimization.CMAESConfig attribute), [1], [2], [3] register() (nlsq.diagnostics.PluginRegistry class method) register_restart() (nlsq.global_optimization.BIPOPRestarter method), [1] regularization_factor (in module nlsq.stability.guard) (nlsq.HybridStreamingConfig attribute) (nlsq.stability.guard.NumericalStabilityGuard attribute), [1], [2], [3], [4] regularize_hessian() (nlsq.stability.guard.NumericalStabilityGuard method), [1], [2] release() (nlsq.MemoryPool method) remove_profile() (nlsq.ProfilingDashboard method) replace_plt_show() (in module notebook_utils.transformations.plt_show) RescaleProblemStrategy (class in nlsq.stability.fallback) RESET (nlsq.cli.errors.Colors attribute) reset() (nlsq.diagnostics.GradientMonitor method) (nlsq.global_optimization.BIPOPRestarter method), [1] (nlsq.streaming.adaptive_hybrid.DefenseLayerTelemetry method) (nlsq.streaming.telemetry.DefenseLayerTelemetry method) (nlsq.TRFMemoryPool method) reset_defense_telemetry() (in module nlsq.streaming.adaptive_hybrid) (in module nlsq.streaming.telemetry) reset_diagnostics() (in module nlsq.utils.diagnostics), [1] residual_weights (nlsq.HybridStreamingConfig attribute) restart_count (nlsq.global_optimization.BIPOPRestarter attribute), [1], [2], [3] restart_history (nlsq.global_optimization.CMAESDiagnostics attribute), [1], [2], [3] restart_strategy (nlsq.global_optimization.CMAESConfig attribute), [1], [2], [3] resume_from_checkpoint (nlsq.HybridStreamingConfig attribute) RobustDecomposition (class in nlsq) rollout_percent (nlsq.core.feature_flags.FeatureFlags attribute), [1] round_history (nlsq.global_optimization.TournamentSelector attribute) run() (nlsq.streaming.phases.GaussNewtonPhase method) (nlsq.streaming.phases.PhaseOrchestrator method) (nlsq.streaming.phases.WarmupPhase method) (notebook_utils.pipeline.TransformationPipeline method) run_desktop() (in module nlsq.gui_qt) run_plugins() (in module nlsq.diagnostics) run_tournament() (nlsq.global_optimization.TournamentSelector method) S safe_divide() (nlsq.stability.guard.NumericalStabilityGuard method), [1], [2] safe_exp() (nlsq.stability.guard.NumericalStabilityGuard method), [1], [2] safe_log() (nlsq.stability.guard.NumericalStabilityGuard method), [1], [2] safe_norm() (nlsq.stability.guard.NumericalStabilityGuard method), [1], [2] safe_power() (nlsq.stability.guard.NumericalStabilityGuard method), [1], [2] safe_sqrt() (nlsq.stability.guard.NumericalStabilityGuard method), [1], [2] safety_factor (nlsq.caching.memory_manager.MemoryManager attribute) (nlsq.LDMemoryConfig attribute), [1] (nlsq.MemoryManager attribute) sampler (nlsq.global_optimization.config.GlobalOptimizationConfig attribute) (nlsq.global_optimization.GlobalOptimizationConfig attribute) save() (nlsq.streaming.phases.CheckpointManager method) save_dashboard() (nlsq.ProfilingDashboard method) save_diagnostics (nlsq.LDMemoryConfig attribute), [1] scale_factor (nlsq.global_optimization.config.GlobalOptimizationConfig attribute) (nlsq.global_optimization.GlobalOptimizationConfig attribute) (nlsq.HybridStreamingConfig attribute) scale_samples_to_bounds() (in module nlsq.global_optimization) (in module nlsq.global_optimization.sampling) scale_threshold (nlsq.global_optimization.MethodSelector attribute), [1] scales (nlsq.precision.parameter_normalizer.ParameterNormalizer attribute) scientific_default() (nlsq.HybridStreamingConfig class method) seed (nlsq.global_optimization.CMAESConfig attribute), [1], [2], [3] select() (nlsq.core.orchestration.optimization_selector.OptimizationSelector method) (nlsq.core.orchestration.OptimizationSelector method) (nlsq.global_optimization.MethodSelector method), [1] (nlsq.MemoryBudgetSelector method) select_algorithm() (nlsq.AlgorithmSelector method) selector_impl (nlsq.core.feature_flags.FeatureFlags attribute), [1] SENSITIVITY (nlsq.diagnostics.IssueCategory attribute), [1] set() (nlsq.SmartCache method) set_cost_fn() (nlsq.streaming.phases.GaussNewtonPhase method) set_jacobian_fn() (nlsq.streaming.phases.GaussNewtonPhase method) set_memory_limits() (in module nlsq) set_residual_weights() (nlsq.AdaptiveHybridStreamingOptimizer method) (nlsq.streaming.adaptive_hybrid.AdaptiveHybridStreamingOptimizer method) (nlsq.streaming.phases.WarmupPhase method) setup_logging() (in module nlsq.cli.errors) setup_logging_from_config() (in module nlsq.cli.errors) setup_sigma_transform() (nlsq.core.orchestration.covariance_computer.CovarianceComputer method) (nlsq.core.orchestration.CovarianceComputer method) severity (nlsq.diagnostics.ModelHealthIssue attribute), [1] should_apply() (notebook_utils.transformations.base.NotebookTransformer method) (notebook_utils.transformations.imports.IPythonDisplayImportTransformer method) (notebook_utils.transformations.matplotlib.MatplotlibInlineTransformer method) should_use_new() (nlsq.core.feature_flags.FeatureFlags method) should_use_sparse() (nlsq.SparseOptimizer method) sigma (nlsq.global_optimization.CMAESConfig attribute), [1], [2], [3] (nlsq.interfaces.orchestration_protocol.PreprocessedData attribute), [1] sigma_used (nlsq.interfaces.orchestration_protocol.CovarianceResult attribute), [1] sigmoid() (in module nlsq.core.functions) sloppy_indices (nlsq.diagnostics.ParameterSensitivityReport attribute), [1] sloppy_model (nlsq.diagnostics.ModelHealthReport attribute), [1] SLOPPY_RATIO_THRESHOLD (nlsq.diagnostics.ParameterSensitivityAnalyzer attribute) sloppy_threshold (nlsq.diagnostics.DiagnosticsConfig attribute), [1] SmartCache (class in nlsq) sobol_sample() (in module nlsq.global_optimization) (in module nlsq.global_optimization.sampling) solve_least_squares() (nlsq.RobustDecomposition method) solve_with_cholesky_fallback() (in module nlsq.stability.guard), [1] source (notebook_utils.types.NotebookCell attribute) sparse_matrix_vector_product() (nlsq.SparseJacobianComputer method) sparse_normal_equations() (nlsq.SparseJacobianComputer method) SparseJacobianComputer (class in nlsq) SparseOptimizer (class in nlsq) speedup_vs_scipy() (nlsq.ProfileMetrics method) stability_guard (in module nlsq.stability.guard) (nlsq.OptimizationRecovery attribute) (nlsq.stability.recovery.OptimizationRecovery attribute) StabilityFacade (class in nlsq.facades) (class in nlsq.facades.stability_facade) stagnation_detected (nlsq.diagnostics.GradientHealthReport attribute), [1] stagnation_tolerance (nlsq.diagnostics.DiagnosticsConfig attribute), [1] stagnation_window (nlsq.diagnostics.DiagnosticsConfig attribute), [1] start_optimization() (nlsq.OptimizationDiagnostics method) (nlsq.utils.diagnostics.OptimizationDiagnostics method), [1] start_profile() (nlsq.PerformanceProfiler method) stats (nlsq.CompilationCache attribute) (nlsq.MemoryPool attribute) status (nlsq.diagnostics.ModelHealthReport attribute), [1] stiff_indices (nlsq.diagnostics.ParameterSensitivityReport attribute), [1] STIFF_RATIO_THRESHOLD (nlsq.diagnostics.ParameterSensitivityAnalyzer attribute) StopOptimization, [1] strategies (nlsq.FallbackOrchestrator attribute) (nlsq.OptimizationRecovery attribute) (nlsq.stability.fallback.FallbackOrchestrator attribute) (nlsq.stability.recovery.OptimizationRecovery attribute) strategy (nlsq.interfaces.orchestration_protocol.StreamingDecision attribute), [1] (nlsq.precision.parameter_normalizer.ParameterNormalizer attribute) streaming_batch_size (nlsq.LDMemoryConfig attribute), [1] streaming_impl (nlsq.core.feature_flags.FeatureFlags attribute), [1] streaming_max_epochs (nlsq.LDMemoryConfig attribute), [1] StreamingCoordinator (class in nlsq.core.orchestration) (class in nlsq.core.orchestration.streaming_coordinator) StreamingDecision (class in nlsq.interfaces.orchestration_protocol) success (nlsq.ProfileMetrics attribute) successful_strategies (nlsq.FallbackOrchestrator attribute), [1] (nlsq.stability.fallback.FallbackOrchestrator attribute) suggestion (nlsq.cli.errors.CLIError attribute) summary() (nlsq.diagnostics.DiagnosticsReport method) (nlsq.diagnostics.GradientHealthReport method) (nlsq.diagnostics.IdentifiabilityReport method) (nlsq.diagnostics.ModelHealthReport method) (nlsq.global_optimization.CMAESDiagnostics method), [1] survival_mask (nlsq.global_optimization.TournamentSelector attribute) svd() (nlsq.RobustDecomposition method) svd_ctimes (nlsq.core.profiler.TRFProfiler attribute), [1] svd_times (nlsq.core.profiler.TRFProfiler attribute), [1] T temporary_allocation() (nlsq.caching.memory_manager.MemoryManager method) (nlsq.MemoryManager method) threshold_gb (nlsq.MemoryBudget attribute), [1] time_conversion() (nlsq.core.profiler.NullProfiler method) (nlsq.core.profiler.TRFProfiler method) time_operation() (nlsq.core.profiler.NullProfiler method) (nlsq.core.profiler.TRFProfiler method) to_checkpoint() (nlsq.global_optimization.TournamentSelector method) to_dict() (nlsq.cli.errors.CLIError method) (nlsq.diagnostics.ModelHealthReport method) (nlsq.global_optimization.CMAESDiagnostics method), [1] (nlsq.global_optimization.config.GlobalOptimizationConfig method) (nlsq.global_optimization.GlobalOptimizationConfig method) (nlsq.ProfileMetrics method) to_env_dict() (nlsq.core.feature_flags.FeatureFlags method) tol_fun (nlsq.global_optimization.CMAESConfig attribute), [1], [2], [3] tol_x (nlsq.global_optimization.CMAESConfig attribute), [1], [2], [3] total_attempts (nlsq.FallbackOrchestrator attribute) (nlsq.stability.fallback.FallbackOrchestrator attribute) total_generations (nlsq.global_optimization.CMAESDiagnostics attribute), [1], [2], [3] total_restarts (nlsq.global_optimization.CMAESDiagnostics attribute), [1], [2], [3] total_time (nlsq.ProfileMetrics attribute) (nlsq.streaming.phases.PhaseOrchestratorResult attribute), [1] total_warmup_calls (nlsq.streaming.adaptive_hybrid.DefenseLayerTelemetry attribute) (nlsq.streaming.telemetry.DefenseLayerTelemetry attribute) tournament_selector (nlsq.streaming.phases.CheckpointState attribute), [1] TournamentSelector (class in nlsq.global_optimization) tr_solver (nlsq.interfaces.orchestration_protocol.OptimizationConfig attribute), [1] transform() (notebook_utils.transformations.base.NotebookTransformer method) (notebook_utils.transformations.imports.IPythonDisplayImportTransformer method) (notebook_utils.transformations.matplotlib.MatplotlibInlineTransformer method) (notebook_utils.transformations.plt_show.PltShowReplacementTransformer method) transform_bounds() (nlsq.precision.parameter_normalizer.ParameterNormalizer method) TransformationPipeline (class in notebook_utils.pipeline) trf (nlsq.LeastSquares attribute) TRFMemoryPool (class in nlsq) TRFProfiler (class in nlsq.core.profiler) trust_region_initial (nlsq.HybridStreamingConfig attribute) TrustRegionJITFunctions (class in nlsq.core.trf_jit) U unregister() (nlsq.diagnostics.PluginRegistry class method) update() (nlsq.ConvergenceMonitor method) (nlsq.utils.diagnostics.ConvergenceMonitor method), [1] update_best() (nlsq.global_optimization.BIPOPRestarter method), [1] update_current() (nlsq.PerformanceProfiler method) update_flength() (nlsq.CurveFit method) update_function() (nlsq.LeastSquares method) use_dynamic_sizing (nlsq.CurveFit attribute) use_learning_rate_schedule (nlsq.HybridStreamingConfig attribute) use_streaming (nlsq.LDMemoryConfig attribute), [1] UseRobustLossStrategy (class in nlsq.stability.fallback) uses_display() (in module notebook_utils.cells) V validate_cg_config() (in module nlsq.streaming.validators) validate_curve_fit_inputs() (nlsq.InputValidator method) (nlsq.utils.validators.InputValidator method) validate_defense_layer_config() (in module nlsq.streaming.validators) validate_enum_value() (in module nlsq.streaming.validators) validate_gauss_newton_config() (in module nlsq.streaming.validators) validate_gradient_clip() (in module nlsq.streaming.validators) validate_group_variance_config() (in module nlsq.streaming.validators) validate_inputs() (in module nlsq.utils.validators) validate_lbfgs_config() (in module nlsq.streaming.validators) validate_lbfgs_line_search() (in module nlsq.streaming.validators) validate_least_squares_inputs() (nlsq.InputValidator method) (nlsq.utils.validators.InputValidator method) validate_less_than_or_equal() (in module nlsq.streaming.validators) validate_loop_strategy() (in module nlsq.streaming.validators) validate_lr_schedule_config() (in module nlsq.streaming.validators) validate_multistart_config() (in module nlsq.streaming.validators) validate_multistart_sampler() (in module nlsq.streaming.validators) validate_non_negative() (in module nlsq.streaming.validators) validate_normalization_strategy() (in module nlsq.streaming.validators) validate_notebook_structure() (in module notebook_utils.core) validate_numerics (nlsq.HybridStreamingConfig attribute) validate_positive() (in module nlsq.streaming.validators) validate_range() (in module nlsq.streaming.validators) validate_residual_weighting_config() (in module nlsq.streaming.validators) validate_result() (notebook_utils.transformations.base.NotebookTransformer method) validate_security_constraints() (nlsq.InputValidator method) (nlsq.utils.validators.InputValidator method) validate_sigma() (nlsq.core.orchestration.data_preprocessor.DataPreprocessor method) (nlsq.core.orchestration.DataPreprocessor method) validate_streaming_config() (in module nlsq.streaming.validators) validate_warmup_config() (in module nlsq.streaming.validators) vanishing_detected (nlsq.diagnostics.GradientHealthReport attribute), [1] vanishing_threshold (nlsq.diagnostics.DiagnosticsConfig attribute), [1] variance_gradient_magnitudes (nlsq.diagnostics.GradientHealthReport attribute), [1] verbose (nlsq.diagnostics.DiagnosticsConfig attribute), [1] (nlsq.HybridStreamingConfig attribute) verbosity (nlsq.cli.errors.CLILogger property) VERSION (nlsq.streaming.phases.CheckpointManager attribute) version (nlsq.streaming.phases.CheckpointManager attribute) W wall_time (nlsq.global_optimization.CMAESDiagnostics attribute), [1], [2], [3] warm_start_threshold (nlsq.HybridStreamingConfig attribute) warmup_iterations (nlsq.HybridStreamingConfig attribute) warmup_learning_rate (nlsq.HybridStreamingConfig attribute) warmup_lr_careful (nlsq.HybridStreamingConfig attribute) warmup_lr_refinement (nlsq.HybridStreamingConfig attribute) warmup_phase (nlsq.streaming.phases.PhaseOrchestrator attribute) warmup_result (nlsq.streaming.phases.PhaseOrchestratorResult attribute), [1] WarmupPhase (class in nlsq.streaming.phases) WarmupResult (class in nlsq.streaming.phases) WARNING (nlsq.diagnostics.HealthStatus attribute), [1] (nlsq.diagnostics.IssueSeverity attribute), [1] warning() (nlsq.cli.errors.CLILogger method) with_global_optimization() (nlsq.core.adapters.CurveFitAdapter static method) with_multistart() (nlsq.HybridStreamingConfig class method) with_override() (nlsq.core.feature_flags.FeatureFlags method) with_overrides() (nlsq.global_optimization.config.GlobalOptimizationConfig method) (nlsq.global_optimization.GlobalOptimizationConfig method) wrap_jac() (nlsq.LeastSquares method) write_notebook() (in module notebook_utils.core) X x_scale (nlsq.interfaces.orchestration_protocol.OptimizationConfig attribute), [1] xdata (nlsq.interfaces.orchestration_protocol.PreprocessedData attribute), [1] xtol (nlsq.interfaces.orchestration_protocol.OptimizationConfig attribute), [1] Y ydata (nlsq.interfaces.orchestration_protocol.PreprocessedData attribute), [1] YELLOW (nlsq.cli.errors.Colors attribute)