LICENSE
README.md
pyproject.toml
setup.py
lrdbenchmark/__init__.py
lrdbenchmark/_version.py
lrdbenchmark/assets.py
lrdbenchmark/exceptions.py
lrdbenchmark/py.typed
lrdbenchmark/random_manager.py
lrdbenchmark/utils.py
lrdbenchmark.egg-info/PKG-INFO
lrdbenchmark.egg-info/SOURCES.txt
lrdbenchmark.egg-info/dependency_links.txt
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/backend_utils.py
lrdbenchmark/analysis/base_estimator.py
lrdbenchmark/analysis/calibration_utils.py
lrdbenchmark/analysis/comprehensive_adaptive_estimators.py
lrdbenchmark/analysis/diagnostics.py
lrdbenchmark/analysis/benchmark/__init__.py
lrdbenchmark/analysis/benchmark/engine.py
lrdbenchmark/analysis/entropy/__init__.py
lrdbenchmark/analysis/entropy/mse_estimator.py
lrdbenchmark/analysis/entropy/mvmse_estimator.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/cnn_estimator_unified.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/neural_network_factory.py
lrdbenchmark/analysis/machine_learning/random_forest_estimator_unified.py
lrdbenchmark/analysis/machine_learning/svr_estimator_unified.py
lrdbenchmark/analysis/machine_learning/transformer_estimator_unified.py
lrdbenchmark/analysis/machine_learning/unified_feature_extractor.py
lrdbenchmark/analysis/multifractal/__init__.py
lrdbenchmark/analysis/multifractal/mfdfa_estimator.py
lrdbenchmark/analysis/multifractal/wavelet_leaders_estimator.py
lrdbenchmark/analysis/multifractal/mfdfa_backends/__init__.py
lrdbenchmark/analysis/multifractal/mfdfa_backends/jax_backend.py
lrdbenchmark/analysis/multifractal/mfdfa_backends/numba_backend.py
lrdbenchmark/analysis/multifractal/mfdfa_backends/numpy_backend.py
lrdbenchmark/analysis/multifractal/wavelet_leaders_backends/__init__.py
lrdbenchmark/analysis/multifractal/wavelet_leaders_backends/jax_backend.py
lrdbenchmark/analysis/multifractal/wavelet_leaders_backends/numba_backend.py
lrdbenchmark/analysis/multifractal/wavelet_leaders_backends/numpy_backend.py
lrdbenchmark/analysis/spectral/__init__.py
lrdbenchmark/analysis/spectral/gph_estimator.py
lrdbenchmark/analysis/spectral/periodogram_estimator.py
lrdbenchmark/analysis/spectral/whittle_estimator.py
lrdbenchmark/analysis/spectral/spectral_backends/__init__.py
lrdbenchmark/analysis/spectral/spectral_backends/jax_backend.py
lrdbenchmark/analysis/spectral/spectral_backends/numba_backend.py
lrdbenchmark/analysis/spectral/spectral_backends/numpy_backend.py
lrdbenchmark/analysis/temporal/__init__.py
lrdbenchmark/analysis/temporal/dfa_estimator.py
lrdbenchmark/analysis/temporal/dma_estimator.py
lrdbenchmark/analysis/temporal/ghe_estimator.py
lrdbenchmark/analysis/temporal/higuchi_estimator.py
lrdbenchmark/analysis/temporal/rs_estimator.py
lrdbenchmark/analysis/temporal/dfa_backends/__init__.py
lrdbenchmark/analysis/temporal/dfa_backends/jax_backend.py
lrdbenchmark/analysis/temporal/dfa_backends/numba_backend.py
lrdbenchmark/analysis/temporal/dfa_backends/numpy_backend.py
lrdbenchmark/analysis/temporal/rs_backends/__init__.py
lrdbenchmark/analysis/temporal/rs_backends/jax_backend.py
lrdbenchmark/analysis/temporal/rs_backends/numba_backend.py
lrdbenchmark/analysis/temporal/rs_backends/numpy_backend.py
lrdbenchmark/analysis/uncertainty/__init__.py
lrdbenchmark/analysis/uncertainty/coverage_analyzer.py
lrdbenchmark/analysis/uncertainty/quantifier.py
lrdbenchmark/analysis/wavelet/__init__.py
lrdbenchmark/analysis/wavelet/cwt_estimator.py
lrdbenchmark/analysis/wavelet/jax_wavelet.py
lrdbenchmark/analysis/wavelet/log_variance_estimator.py
lrdbenchmark/analysis/wavelet/variance_estimator.py
lrdbenchmark/analysis/wavelet/whittle_estimator.py
lrdbenchmark/analysis/wavelet/wavelet_backends/__init__.py
lrdbenchmark/analysis/wavelet/wavelet_backends/jax_backend.py
lrdbenchmark/analysis/wavelet/wavelet_backends/numba_backend.py
lrdbenchmark/analysis/wavelet/wavelet_backends/numpy_backend.py
lrdbenchmark/analytics/__init__.py
lrdbenchmark/analytics/dashboard.py
lrdbenchmark/analytics/error_analyzer.py
lrdbenchmark/analytics/performance_monitor.py
lrdbenchmark/analytics/provenance.py
lrdbenchmark/analytics/stratified_report_generator.py
lrdbenchmark/analytics/usage_tracker.py
lrdbenchmark/analytics/workflow_analyzer.py
lrdbenchmark/benchmarks/__init__.py
lrdbenchmark/benchmarks/base.py
lrdbenchmark/benchmarks/classical_benchmark.py
lrdbenchmark/benchmarks/comprehensive_benchmark.py
lrdbenchmark/benchmarks/ml_benchmark.py
lrdbenchmark/benchmarks/nn_benchmark.py
lrdbenchmark/domain/preprocessing.py
lrdbenchmark/generation/__init__.py
lrdbenchmark/generation/critical_regime_generator.py
lrdbenchmark/generation/nonstationary_generator.py
lrdbenchmark/generation/surrogate_generator.py
lrdbenchmark/generation/time_series_generator.py
lrdbenchmark/gpu/__init__.py
lrdbenchmark/gpu/memory.py
lrdbenchmark/model_configs/CNN_neural_network_config.json
lrdbenchmark/model_configs/bidirectional_lstm_neural_network_config.json
lrdbenchmark/model_configs/convolutional_neural_network_config.json
lrdbenchmark/model_configs/enhanced_feedforward_config.json
lrdbenchmark/model_configs/enhanced_transformer_config.json
lrdbenchmark/model_configs/feedforward_neural_network_config.json
lrdbenchmark/model_configs/feedforwardnetwork_neural_network_config.json
lrdbenchmark/model_configs/gru_neural_network_config.json
lrdbenchmark/model_configs/lstm_neural_network_config.json
lrdbenchmark/model_configs/resnet_neural_network_config.json
lrdbenchmark/model_configs/transformer_neural_network_config.json
lrdbenchmark/models/__init__.py
lrdbenchmark/models/contamination/__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/alpha_stable_model.py
lrdbenchmark/models/data_models/arfima_model.py
lrdbenchmark/models/data_models/base_model.py
lrdbenchmark/models/data_models/fbm_model.py
lrdbenchmark/models/data_models/fgn_model.py
lrdbenchmark/models/data_models/mrw_model.py
lrdbenchmark/models/estimators/__init__.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/gru_pretrained.py
lrdbenchmark/models/pretrained_models/lstm_pretrained.py
lrdbenchmark/models/pretrained_models/ml_pretrained.py
lrdbenchmark/models/pretrained_models/transformer_pretrained.py
lrdbenchmark/real_world/__init__.py
lrdbenchmark/real_world/datasets.py
lrdbenchmark/real_world/validation.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_critical_regime_generator.py
tests/test_dfa_backends.py
tests/test_dfa_fgn_monte_carlo.py
tests/test_dma.py
tests/test_fbm.py
tests/test_fgn.py
tests/test_higuchi.py
tests/test_mrw.py
tests/test_mse.py
tests/test_nonstationary_generator.py
tests/test_rs.py
tests/test_spectral.py
tests/test_structural_break_diagnostics.py
tests/test_surrogate_generator.py
tests/test_unified_feature_extractor.py
tests/test_wavelet_log_variance_scaling.py