LICENSE
README.md
pyproject.toml
setup.py
lrdbenchmark/__init__.py
lrdbenchmark/real_world_validation.py
lrdbenchmark/utils.py
lrdbenchmark.egg-info/PKG-INFO
lrdbenchmark.egg-info/SOURCES.txt
lrdbenchmark.egg-info/dependency_links.txt
lrdbenchmark.egg-info/not-zip-safe
lrdbenchmark.egg-info/requires.txt
lrdbenchmark.egg-info/top_level.txt
lrdbenchmark/analysis/__init__.py
lrdbenchmark/analysis/adaptive_classical_estimators.py
lrdbenchmark/analysis/adaptive_estimator.py
lrdbenchmark/analysis/advanced_metrics.py
lrdbenchmark/analysis/benchmark.py
lrdbenchmark/analysis/comprehensive_adaptive_estimators.py
lrdbenchmark/analysis/optimization_backend.py
lrdbenchmark/analysis/high_performance/jax/__init__.py
lrdbenchmark/analysis/high_performance/jax/cwt_jax.py
lrdbenchmark/analysis/high_performance/jax/dfa_jax.py
lrdbenchmark/analysis/high_performance/jax/dma_jax.py
lrdbenchmark/analysis/high_performance/jax/gph_jax.py
lrdbenchmark/analysis/high_performance/jax/higuchi_jax.py
lrdbenchmark/analysis/high_performance/jax/mfdfa_jax.py
lrdbenchmark/analysis/high_performance/jax/multifractal_wavelet_leaders_jax.py
lrdbenchmark/analysis/high_performance/jax/periodogram_jax.py
lrdbenchmark/analysis/high_performance/jax/rs_jax.py
lrdbenchmark/analysis/high_performance/jax/wavelet_log_variance_jax.py
lrdbenchmark/analysis/high_performance/jax/wavelet_variance_jax.py
lrdbenchmark/analysis/high_performance/jax/wavelet_whittle_jax.py
lrdbenchmark/analysis/high_performance/jax/whittle_jax.py
lrdbenchmark/analysis/high_performance/numba/__init__.py
lrdbenchmark/analysis/high_performance/numba/cwt_numba.py
lrdbenchmark/analysis/high_performance/numba/dfa_numba.py
lrdbenchmark/analysis/high_performance/numba/dma_numba.py
lrdbenchmark/analysis/high_performance/numba/gph_numba.py
lrdbenchmark/analysis/high_performance/numba/higuchi_numba.py
lrdbenchmark/analysis/high_performance/numba/mfdfa_numba.py
lrdbenchmark/analysis/high_performance/numba/multifractal_wavelet_leaders_numba.py
lrdbenchmark/analysis/high_performance/numba/periodogram_numba.py
lrdbenchmark/analysis/high_performance/numba/rs_numba.py
lrdbenchmark/analysis/high_performance/numba/wavelet_log_variance_numba.py
lrdbenchmark/analysis/high_performance/numba/wavelet_variance_numba.py
lrdbenchmark/analysis/high_performance/numba/wavelet_whittle_numba.py
lrdbenchmark/analysis/high_performance/numba/whittle_numba.py
lrdbenchmark/analysis/machine_learning/__init__.py
lrdbenchmark/analysis/machine_learning/advanced_training_system.py
lrdbenchmark/analysis/machine_learning/cnn_estimator_unified.py
lrdbenchmark/analysis/machine_learning/enhanced_ml_estimators.py
lrdbenchmark/analysis/machine_learning/gradient_boosting_estimator.py
lrdbenchmark/analysis/machine_learning/gradient_boosting_estimator_unified.py
lrdbenchmark/analysis/machine_learning/gru_estimator_unified.py
lrdbenchmark/analysis/machine_learning/lstm_estimator_unified.py
lrdbenchmark/analysis/machine_learning/ml_model_factory.py
lrdbenchmark/analysis/machine_learning/neural_network_factory.py
lrdbenchmark/analysis/machine_learning/production_ml_system.py
lrdbenchmark/analysis/machine_learning/production_random_forest_estimator.py
lrdbenchmark/analysis/machine_learning/random_forest_estimator.py
lrdbenchmark/analysis/machine_learning/random_forest_estimator_unified.py
lrdbenchmark/analysis/machine_learning/svr_estimator.py
lrdbenchmark/analysis/machine_learning/svr_estimator_unified.py
lrdbenchmark/analysis/machine_learning/train_once_apply_many.py
lrdbenchmark/analysis/machine_learning/transformer_estimator_unified.py
lrdbenchmark/analysis/machine_learning/unified_feature_extractor.py
lrdbenchmark/analysis/multifractal/mfdfa/mfdfa_estimator.py
lrdbenchmark/analysis/multifractal/mfdfa/mfdfa_estimator_numba_optimized.py
lrdbenchmark/analysis/multifractal/mfdfa/mfdfa_estimator_unified.py
lrdbenchmark/analysis/multifractal/wavelet_leaders/multifractal_wavelet_leaders_estimator.py
lrdbenchmark/analysis/multifractal/wavelet_leaders/wavelet_leaders_estimator_unified.py
lrdbenchmark/analysis/spectral/__init__.py
lrdbenchmark/analysis/spectral/gph/__init__.py
lrdbenchmark/analysis/spectral/gph/gph_estimator.py
lrdbenchmark/analysis/spectral/gph/gph_estimator_improved.py
lrdbenchmark/analysis/spectral/gph/gph_estimator_numba_optimized.py
lrdbenchmark/analysis/spectral/gph/gph_estimator_unified.py
lrdbenchmark/analysis/spectral/periodogram/__init__.py
lrdbenchmark/analysis/spectral/periodogram/periodogram_estimator.py
lrdbenchmark/analysis/spectral/periodogram/periodogram_estimator_improved.py
lrdbenchmark/analysis/spectral/periodogram/periodogram_estimator_numba_optimized.py
lrdbenchmark/analysis/spectral/periodogram/periodogram_estimator_unified.py
lrdbenchmark/analysis/spectral/whittle/__init__.py
lrdbenchmark/analysis/spectral/whittle/whittle_estimator.py
lrdbenchmark/analysis/spectral/whittle/whittle_estimator_numba_optimized.py
lrdbenchmark/analysis/spectral/whittle/whittle_estimator_unified.py
lrdbenchmark/analysis/temporal/__init__.py
lrdbenchmark/analysis/temporal/dfa/__init__.py
lrdbenchmark/analysis/temporal/dfa/dfa_estimator.py
lrdbenchmark/analysis/temporal/dfa/dfa_estimator_jax_optimized.py
lrdbenchmark/analysis/temporal/dfa/dfa_estimator_numba_optimized.py
lrdbenchmark/analysis/temporal/dfa/dfa_estimator_optimized.py
lrdbenchmark/analysis/temporal/dfa/dfa_estimator_scipy_optimized.py
lrdbenchmark/analysis/temporal/dfa/dfa_estimator_ultra_optimized.py
lrdbenchmark/analysis/temporal/dfa/dfa_estimator_unified.py
lrdbenchmark/analysis/temporal/dma/__init__.py
lrdbenchmark/analysis/temporal/dma/dma_estimator.py
lrdbenchmark/analysis/temporal/dma/dma_estimator_optimized.py
lrdbenchmark/analysis/temporal/dma/dma_estimator_unified.py
lrdbenchmark/analysis/temporal/ghe/__init__.py
lrdbenchmark/analysis/temporal/ghe/ghe_estimator_unified.py
lrdbenchmark/analysis/temporal/higuchi/__init__.py
lrdbenchmark/analysis/temporal/higuchi/higuchi_estimator.py
lrdbenchmark/analysis/temporal/higuchi/higuchi_estimator_numba_optimized.py
lrdbenchmark/analysis/temporal/higuchi/higuchi_estimator_old.py
lrdbenchmark/analysis/temporal/higuchi/higuchi_estimator_unified.py
lrdbenchmark/analysis/temporal/rs/__init__.py
lrdbenchmark/analysis/temporal/rs/rs_estimator.py
lrdbenchmark/analysis/temporal/rs/rs_estimator_unified.py
lrdbenchmark/analysis/wavelet/cwt/__init__.py
lrdbenchmark/analysis/wavelet/cwt/cwt_estimator.py
lrdbenchmark/analysis/wavelet/cwt/cwt_estimator_improved.py
lrdbenchmark/analysis/wavelet/cwt/cwt_estimator_numba_optimized.py
lrdbenchmark/analysis/wavelet/cwt/cwt_estimator_unified.py
lrdbenchmark/analysis/wavelet/log_variance/__init__.py
lrdbenchmark/analysis/wavelet/log_variance/log_variance_estimator_unified.py
lrdbenchmark/analysis/wavelet/log_variance/wavelet_log_variance_estimator.py
lrdbenchmark/analysis/wavelet/log_variance/wavelet_log_variance_estimator_numba_optimized.py
lrdbenchmark/analysis/wavelet/variance/__init__.py
lrdbenchmark/analysis/wavelet/variance/variance_estimator_unified.py
lrdbenchmark/analysis/wavelet/variance/wavelet_variance_estimator.py
lrdbenchmark/analysis/wavelet/variance/wavelet_variance_estimator_numba_optimized.py
lrdbenchmark/analysis/wavelet/whittle/__init__.py
lrdbenchmark/analysis/wavelet/whittle/wavelet_whittle_estimator.py
lrdbenchmark/analysis/wavelet/whittle/wavelet_whittle_estimator_numba_optimized.py
lrdbenchmark/analysis/wavelet/whittle/whittle_estimator_unified.py
lrdbenchmark/analytics/__init__.py
lrdbenchmark/analytics/dashboard.py
lrdbenchmark/analytics/error_analyzer.py
lrdbenchmark/analytics/performance_monitor.py
lrdbenchmark/analytics/usage_tracker.py
lrdbenchmark/analytics/workflow_analyzer.py
lrdbenchmark/models/__init__.py
lrdbenchmark/models/contamination/complex_time_series_library.py
lrdbenchmark/models/contamination/contamination_factory.py
lrdbenchmark/models/contamination/contamination_models.py
lrdbenchmark/models/data_models/__init__.py
lrdbenchmark/models/data_models/base_model.py
lrdbenchmark/models/data_models/alpha_stable/__init__.py
lrdbenchmark/models/data_models/alpha_stable/alpha_stable_model.py
lrdbenchmark/models/data_models/arfima/__init__.py
lrdbenchmark/models/data_models/arfima/arfima_model.py
lrdbenchmark/models/data_models/fbm/__init__.py
lrdbenchmark/models/data_models/fbm/fbm_model.py
lrdbenchmark/models/data_models/fgn/__init__.py
lrdbenchmark/models/data_models/fgn/fgn_model.py
lrdbenchmark/models/data_models/mrw/__init__.py
lrdbenchmark/models/data_models/mrw/mrw_model.py
lrdbenchmark/models/data_models/neural_fsde/__init__.py
lrdbenchmark/models/data_models/neural_fsde/base_neural_fsde.py
lrdbenchmark/models/data_models/neural_fsde/fractional_brownian_motion.py
lrdbenchmark/models/data_models/neural_fsde/hybrid_factory.py
lrdbenchmark/models/data_models/neural_fsde/jax_fsde_net.py
lrdbenchmark/models/data_models/neural_fsde/numerical_solvers.py
lrdbenchmark/models/data_models/neural_fsde/test_hybrid_system.py
lrdbenchmark/models/data_models/neural_fsde/torch_fsde_net.py
lrdbenchmark/models/estimators/__init__.py
lrdbenchmark/models/estimators/base_estimator.py
lrdbenchmark/models/pretrained_models/__init__.py
lrdbenchmark/models/pretrained_models/base_pretrained_model.py
lrdbenchmark/models/pretrained_models/cnn_pretrained.py
lrdbenchmark/models/pretrained_models/ml_pretrained.py
lrdbenchmark/models/pretrained_models/transformer_pretrained.py
lrdbenchmark/robustness/__init__.py
lrdbenchmark/robustness/adaptive_preprocessor.py
lrdbenchmark/robustness/robust_feature_extractor.py
lrdbenchmark/robustness/robust_optimization_backend.py
tests/test_arfima.py
tests/test_contamination_models.py
tests/test_dma.py
tests/test_fbm.py
tests/test_fgn.py
tests/test_higuchi.py
tests/test_mrw.py
tests/test_rs.py
tests/test_spectral.py
tests/test_unified_feature_extractor.py