02_financial_data_universe/01_us_equities_eda:
  timeout: 180
02_financial_data_universe/02_corporate_actions:
  timeout: 180
02_financial_data_universe/03_etfs_eda:
  timeout: 180
02_financial_data_universe/04_cme_futures_eda:
  timeout: 300
02_financial_data_universe/05_futures_session_aggregation:
  timeout: 300
02_financial_data_universe/06_futures_continuous:
  skip: true
  skip_reason: "Requires individual contract months \u2014 test data has only continuous series"
  timeout: 300
02_financial_data_universe/07_sp500_options_eda:
  timeout: 180
02_financial_data_universe/08_options_greeks_computation:
  timeout: 300
02_financial_data_universe/09_options_continuous:
  parameters:
    DEMO_SYMBOL: AAPL
    DEMO_YEAR: 2019
  timeout: 300
02_financial_data_universe/10_crypto_perps_eda:
  timeout: 180
02_financial_data_universe/11_crypto_premium_analysis:
  timeout: 180
02_financial_data_universe/12_fx_pairs_eda:
  timeout: 180
02_financial_data_universe/13_data_quality_framework:
  timeout: 300
02_financial_data_universe/14_point_in_time_validation:
  timeout: 300
02_financial_data_universe/15_survivorship_bias_detection:
  timeout: 300
02_financial_data_universe/16_provider_comparison:
  # Live Yahoo Finance pulls. Runs in the weekly tier (GitHub runners have
  # internet); flake-retried on transient network hiccups. Phase 3's drift smoke
  # is the early-warning if Yahoo itself changes.
  tier: weekly
  reruns: 2
  timeout: 300
02_financial_data_universe/17_complete_pipeline:
  # Live Yahoo Finance pulls. See 16_provider_comparison.
  tier: weekly
  reruns: 2
  timeout: 300
02_financial_data_universe/18_data_management:
  timeout: 300
02_financial_data_universe/18_storage_benchmark_file:
  timeout: 300
02_financial_data_universe/19_incremental_updates:
  timeout: 300
02_financial_data_universe/20_storage_benchmark_file:
  timeout: 300
02_financial_data_universe/21_storage_benchmark_database:
  docker_env: benchmark
  requires_import: duckdb
03_market_microstructure/01_itch_parser:
  skip: true
  skip_reason: "Requires ~5GB raw ITCH binary download \u2014 tested locally only"
  tier: weekly
  timeout: 300
03_market_microstructure/02_itch_lob_reconstruction:
  skip: true
  skip_reason: "Requires 01_itch_parser output (raw ITCH binary pipeline) \u2014 tested locally"
  timeout: 300
03_market_microstructure/03_itch_lob_analysis:
  skip: true
  skip_reason: "Requires LOB snapshots from 02_itch_lob_reconstruction \u2014 tested locally"
  timeout: 300
03_market_microstructure/04_itch_order_lifecycle_analysis:
  skip: true
  skip_reason: "Requires 01_itch_parser output (raw ITCH binary pipeline) \u2014 tested locally"
  timeout: 300
03_market_microstructure/05_itch_trading_activity:
  skip: true
  skip_reason: "Requires 01_itch_parser output (raw ITCH binary pipeline) \u2014 tested locally"
  timeout: 300
03_market_microstructure/06_itch_intraday_patterns:
  timeout: 300
03_market_microstructure/07_itch_stylized_facts:
  timeout: 300
03_market_microstructure/08_databento_lob_reconstruction:
  timeout: 300
03_market_microstructure/09_databento_mbo_analysis:
  timeout: 300
03_market_microstructure/10_iex_lob_reconstruction:
  skip: true
  skip_reason: "Requires IEX HIST DEEP raw pcap download \u2014 tested locally only"
  tier: weekly
  timeout: 300
03_market_microstructure/11_algoseek_taq_eda:
  timeout: 300
03_market_microstructure/12_algoseek_taq_lob_reconstruction:
  timeout: 300
03_market_microstructure/13_algoseek_minute_bars_eda:
  skip: true
  skip_reason: Helper script, not a teaching notebook
  timeout: 300
03_market_microstructure/14_itch_bar_sampling:
  skip: true
  skip_reason: "Requires trade messages from 01_itch_parser \u2014 tested locally"
  timeout: 300
03_market_microstructure/15_itch_lee_ready:
  timeout: 300
03_market_microstructure/16_itch_information_bars:
  timeout: 300
03_market_microstructure/17_databento_bar_sampling:
  timeout: 300
04_fundamental_alternative_data/01_academic_characteristics:
  timeout: 300
04_fundamental_alternative_data/02_sec_filing_explorer:
  skip: true
  skip_reason: Requires EDGAR_IDENTITY env var for SEC EDGAR network calls; CI does not provide.
  tier: weekly
  timeout: 300
04_fundamental_alternative_data/03_sec_form4_insider_transactions:
  timeout: 300
04_fundamental_alternative_data/04_sec_xbrl_fundamentals:
  timeout: 300
04_fundamental_alternative_data/05_entity_resolution:
  timeout: 300
04_fundamental_alternative_data/06_fred_macro_eda:
  timeout: 180
04_fundamental_alternative_data/07_macro_data_alignment:
  timeout: 300
04_fundamental_alternative_data/08_futures_positioning:
  timeout: 300
04_fundamental_alternative_data/09_onchain_fundamentals:
  timeout: 300
04_fundamental_alternative_data/10_institutional_holdings_13f:
  timeout: 300
04_fundamental_alternative_data/11_defi_tvl_evaluation:
  timeout: 300
04_fundamental_alternative_data/12_kalshi_prediction_markets:
  timeout: 300
04_fundamental_alternative_data/13_polymarket_prediction_markets:
  timeout: 120
04_fundamental_alternative_data/14_text_data_extraction:
  skip: true
  skip_reason: Requires EDGAR_IDENTITY env var for SEC EDGAR network calls; CI does not provide.
  tier: weekly
  timeout: 300
05_synthetic_data/00_classical_simulation:
  timeout: 180
05_synthetic_data/01_timegan:
  docker_env: py312
  gpu: true
  parameters:
    BATCH_SIZE: 32
    EPOCHS: 1
    HIDDEN_DIM: 8
    NUM_LAYERS: 1
    N_SAMPLES: 100
    SEQ_LEN: 5
  timeout: 600
05_synthetic_data/02_tailgan_tail_risk:
  gpu: true
  parameters:
    BATCH_SIZE: 64
    LATENT_DIM: 32
    N_COLS: 5
    N_EPOCHS: 1
    N_SCENARIO_MULTIPLIER: 1
    N_STRATEGIES: 2
    RETRAIN: true
  timeout: 120
05_synthetic_data/03_sigcwgan_signatures:
  docker_env: py312
  gpu: true
  parameters:
    BATCH_SIZE: 256
    RETRAIN: true
    TOTAL_STEPS: 100
  requires_import: signatory
  timeout: 900
05_synthetic_data/04_gtgan_irregular:
  gpu: true
  parameters:
    BATCH_SIZE: 4
    HIDDEN_DIM: 4
    LATENT_DIM: 4
    MAX_STEPS: 2
    N_BARS: 100
    ODE_HIDDEN: 4
    ODE_METHOD: euler
    SEQ_LENGTH: 4
  timeout: 120
05_synthetic_data/05_diffusion_ts:
  gpu: true
  parameters:
    BATCH_SIZE: 8
    CLASSIFIER_EPOCHS: 1
    EPOCHS: 1
    FEATURE_SIZE: 3
    GRADIENT_ACCUMULATE_EVERY: 1
    N_COND: 10
    N_LAYER_DEC: 1
    N_SYNTHETIC: 50
    SAMPLING_TIMESTEPS: 2
    SCHEDULER_PATIENCE: 1
    SEQ_LENGTH: 8
    TIMESTEPS: 5
    WARMUP_STEPS: 1
  timeout: 180
05_synthetic_data/06_llm_tabular_great:
  gpu: true
  parameters:
    BATCH_SIZE: 8
    EPOCHS: 1
    N_GENERATE: 10
    N_SAMPLES: 50
  timeout: 120
05_synthetic_data/07_dp_gan:
  docker_env: py312
  gpu: true
  parameters:
    BATCH_SIZE: 32
    EPOCHS: 5
    MAX_SYMBOLS: 5
  timeout: 300
06_strategy_definition/01_cv_foundations:
  parameters:
    N_VIZ: 100
  timeout: 180
06_strategy_definition/02_case_study_overview:
  timeout: 180
07_defining_the_learning_task/01_data_quality_diagnostics:
  parameters:
    START_DATE: '2023-01-01'
  timeout: 300
07_defining_the_learning_task/02_preprocessing_pipeline:
  parameters:
    START_DATE: '2023-01-01'
  timeout: 300
07_defining_the_learning_task/03_label_methods:
  timeout: 300
07_defining_the_learning_task/04_minimum_favorable_adverse_excursion:
  timeout: 300
07_defining_the_learning_task/05_signal_evaluation:
  parameters:
    MAX_SYMBOLS: 15
    N_PERMUTATIONS: 50
    START_DATE: '2022-01-01'
  timeout: 300
07_defining_the_learning_task/06_ic_inference:
  parameters:
    START_DATE: '2022-01-01'
    n_boot: 500
  timeout: 300
07_defining_the_learning_task/07_multiple_testing:
  parameters:
    etf_start: '2020-01-01'
    n_assets: 20
    n_assets_zoo: 30
    n_combos: 10
    n_days: 252
    n_factors: 30
    n_factors_zoo: 50
    n_periods: 120
    n_periods_zoo: 252
    n_rad_etf: 500
    n_rad_sims: 500
    n_strat_pbo: 8
    n_strategies: 10
    n_true: 3
  timeout: 300
07_defining_the_learning_task/08_causal_sanity_checks:
  parameters:
    N_PERMUTATIONS: 20
    START_DATE: '2022-01-01'
  timeout: 900
02_financial_data_universe/22_pandas_polars_benchmark:
  timeout: 300
07_defining_the_learning_task/10_ml4t_library_ecosystem:
  parameters:
    SPY_START_DATE: '2023-01-01'
  timeout: 180
08_financial_features/01_price_volume_features:
  parameters:
    START_DATE: '2023-01-01'
  timeout: 300
08_financial_features/02_microstructure_features:
  parameters:
    N_TRADES: 50000
  timeout: 300
08_financial_features/03_structural_cross_instrument_features:
  parameters:
    START_DATE: '2022-01-01'
  timeout: 300
08_financial_features/04_fundamentals_macro_calendar:
  parameters:
    START_DATE: '2023-01-01'
  timeout: 300
08_financial_features/05_factor_orthogonality:
  parameters:
    START_DATE: '2023-01-01'
  timeout: 900
08_financial_features/06_robustness_sensitivity:
  timeout: 300
08_financial_features/07_event_studies:
  parameters:
    START_DATE: '2022-01-01'
  timeout: 300
08_financial_features/08_feature_selection:
  parameters:
    START_DATE: '2023-01-01'
  timeout: 900
08_financial_features/case_study_feature_summary:
  timeout: 300
09_model_based_features/01_visual_diagnostics:
  timeout: 180
09_model_based_features/02_structural_breaks:
  timeout: 300
09_model_based_features/03_fractional_differencing:
  timeout: 300
09_model_based_features/04_kalman_filter:
  timeout: 300
09_model_based_features/05_spectral_features:
  timeout: 300
09_model_based_features/06_path_signatures:
  docker_env: py312
  requires_import: esig
  timeout: 300
09_model_based_features/07_arima_features:
  timeout: 300
09_model_based_features/08_garch_volatility:
  timeout: 300
09_model_based_features/09_har_rough_volatility:
  parameters:
    INTRADAY_SYMBOL: AMD
    MIN_BARS_PER_DAY: 100
  timeout: 300
09_model_based_features/10_uncertainty_features:
  parameters:
    N_DRAWS: 300
    N_TUNE: 500
    REFIT_INTERVAL: 126
    TRAIN_DAYS: 126
  timeout: 300
09_model_based_features/11_hmm_regimes:
  timeout: 300
09_model_based_features/12_wasserstein_regimes:
  docker_env: py312
  timeout: 300
09_model_based_features/13_regime_as_feature:
  timeout: 300
09_model_based_features/14_panel_features:
  timeout: 300
09_model_based_features/case_study_temporal_summary:
  timeout: 300
10_text_feature_engineering/01_word2vec_training:
  docker_env: py312
  parameters:
    EPOCHS: 2
    MIN_COUNT: 3
    WINDOW: 5
  requires_import: gensim
  reruns: 2
  timeout: 300
10_text_feature_engineering/02_asset_embeddings:
  docker_env: py312
  parameters:
    MAX_INSTITUTIONS: 20
  requires_import: gensim
  timeout: 300
10_text_feature_engineering/03_sentiment_evolution:
  docker_env: py312
  gpu: true
  parameters:
    MAX_SYMBOLS: 10
  requires_import: gensim
  timeout: 300
10_text_feature_engineering/04_bert_finetuning:
  env:
    TEST: '1'
  gpu: true
  timeout: 600
10_text_feature_engineering/05_financial_ner_finetuning:
  env:
    TEST: '1'
  gpu: true
  timeout: 600
10_text_feature_engineering/06_finbert_cross_dataset:
  gpu: true
  timeout: 300
10_text_feature_engineering/07_news_return_signals:
  gpu: true
  parameters:
    MAX_ARTICLES: 500
    MAX_TICKERS: 5
  timeout: 600
10_text_feature_engineering/08_text_feature_evaluation:
  parameters:
    MIN_ASSETS_PER_DAY: 3
  timeout: 300
10_text_feature_engineering/09_filing_text_signals:
  gpu: true
  parameters:
    MAX_SYMBOLS: 5
    START_DATE: '2000-01-01'
  timeout: 600
11_ml_pipeline/01_ols_inference:
  parameters:
    MAX_SYMBOLS: 10
    MAX_TRAIN_ROWS: 5000
    VIF_MAX_ROWS: 2000
  timeout: 300
11_ml_pipeline/02_regularization_paths:
  parameters:
    MAX_SYMBOLS: 10
  timeout: 300
11_ml_pipeline/03_logistic_classification:
  parameters:
    MAX_SYMBOLS: 10
  timeout: 300
11_ml_pipeline/04_nested_cv_hpo:
  parameters:
    ALPHA_GRID_POINTS: 10
    MAX_SYMBOLS: 10
    N_SPLITS: 3
    N_TRIALS: 5
  timeout: 360
11_ml_pipeline/05_shap_analysis:
  parameters:
    MAX_CV_FOLDS: 2
    MAX_SYMBOLS: 10
  timeout: 300
11_ml_pipeline/06_conformal_prediction:
  parameters:
    MAX_CV_FOLDS: 2
    MAX_QR_SAMPLES: 5000
    MAX_SYMBOLS: 10
  timeout: 300
11_ml_pipeline/07_case_study_insights:
  timeout: 300
11_ml_pipeline/08_ml_backtest_intro:
  parameters:
    MAX_FOLDS: 2
    MAX_SYMBOLS: 10
    TOP_N: 5
  timeout: 300
12_gradient_boosting/01_ensemble_foundations:
  timeout: 360
12_gradient_boosting/02_gbm_comparison:
  long_running: true
  parameters:
    MAX_SYMBOLS: 3
  timeout: 900
12_gradient_boosting/03_dl_vs_gbm:
  gpu: true
  parameters:
    MAX_FOLDS: 2
    MAX_SYMBOLS: 15
    TABM_EPOCHS: 2
  timeout: 900
12_gradient_boosting/04_optuna_tuning:
  parameters:
    MAX_FOLDS: 2
    N_TRIALS: 5
  timeout: 360
12_gradient_boosting/05_cross_library_hpo:
  gpu: true
  parameters:
    N_LIBRARIES: 1
    N_TRIALS: 2
    N_WARMUP_TRIALS: 1
  timeout: 600
12_gradient_boosting/06_optuna_multi_asset:
  parameters:
    N_TRIALS: 2
  timeout: 600
12_gradient_boosting/07_hpo_comparison:
  gpu: true
  long_running: true
  parameters:
    N_GRID_POINTS: 3
    N_OPTUNA_TRIALS: 2
  timeout: 2400
12_gradient_boosting/08_shap_analysis:
  env:
    MAX_SYMBOLS: 10
  timeout: 300
12_gradient_boosting/09_xai_limitations:
  parameters:
    MAX_SYMBOLS: 10
  timeout: 300
12_gradient_boosting/10_shap_nlp_sentiment:
  docker_env: py312
  gpu: true
  parameters:
    MAX_SYMBOLS: 5
    SAMPLE_SIZE: 100
  timeout: 300
12_gradient_boosting/11_conformal_gbm:
  gpu: true
  parameters:
    MAX_SYMBOLS: 3
  timeout: 900
12_gradient_boosting/12_case_study_insights:
  timeout: 300
13_dl_time_series/01_core_architectures:
  gpu: true
  parameters:
    BATCH_SIZE: 64
    EPOCHS: 2
    HIDDEN_SIZE: 16
    LOOKBACK: 10
  timeout: 300
13_dl_time_series/02_nbeats_interpretable:
  gpu: true
  parameters:
    BATCH_SIZE: 64
    EPOCHS: 2
    HIDDEN_SIZE: 32
    LOOKBACK: 10
    N_BLOCKS: 2
    N_LAYERS: 2
  timeout: 300
13_dl_time_series/03_great_debate:
  gpu: true
  parameters:
    BATCH_SIZE: 64
    D_MODEL: 16
    EPOCHS: 2
    LOOKBACK: 24
    N_HEADS: 2
    N_LAYERS: 1
  timeout: 300
13_dl_time_series/04_transformers:
  gpu: true
  parameters:
    BATCH_SIZE: 64
    D_MODEL: 16
    EPOCHS: 2
    LOOKBACK: 12
    N_HEADS: 2
    N_LAYERS: 1
    PATCH_SIZE: 6
  timeout: 300
13_dl_time_series/05_tcn:
  gpu: true
  parameters:
    BATCH_SIZE: 64
    EPOCHS: 2
    LOOKBACK: 12
    N_CHANNELS: 16
  timeout: 300
13_dl_time_series/06_tsmixer:
  gpu: true
  parameters:
    BATCH_SIZE: 64
    D_MODEL: 16
    EPOCHS: 2
    LOOKBACK: 12
    N_LAYERS: 1
  timeout: 300
13_dl_time_series/07_mamba_ssm:
  gpu: true
  parameters:
    BATCH_SIZE: 64
    D_MODEL: 16
    D_STATE: 8
    EPOCHS: 2
    LOOKBACK: 12
    MAX_TEST_SAMPLES: 2000
    MAX_TRAIN_SAMPLES: 5000
    MAX_VAL_SAMPLES: 2000
    N_LAYERS: 1
  timeout: 300
13_dl_time_series/08_cnn_image_encoding:
  gpu: true
  parameters:
    BATCH_SIZE: 64
    EPOCHS: 2
    IMAGE_SIZE: 16
    LOOKBACK: 10
    MAX_TEST_SAMPLES: 2000
    MAX_TRAIN_SAMPLES: 5000
    MAX_VAL_SAMPLES: 2000
  timeout: 300
13_dl_time_series/09_foundation_models:
  gpu: true
  parameters:
    BATCH_SIZE: 64
    CHRONOS_NUM_SAMPLES: 3
    CONTEXT_LENGTH: 12
    EPOCHS: 2
    MAX_TEST_SAMPLES: 2000
    MAX_TRAIN_SAMPLES: 5000
    MAX_VAL_SAMPLES: 2000
    PREDICTION_LENGTH: 5
  timeout: 300
13_dl_time_series/10_uncertainty:
  gpu: true
  parameters:
    BATCH_SIZE: 64
    EPOCHS: 2
    HIDDEN_SIZE: 16
    LOOKBACK: 12
    MAX_SYMBOLS: 5
    MC_SAMPLES: 5
    N_ENSEMBLE: 2
  timeout: 300
13_dl_time_series/11_library_landscape:
  gpu: true
  parameters:
    BATCH_SIZE: 64
    EPOCHS: 2
    HIDDEN_SIZE: 16
    # PatchTST requires context_length (LOOKBACK) > patch_length (12); keep
    # the test LOOKBACK small but above the patch length to stay valid.
    LOOKBACK: 24
  timeout: 300
13_dl_time_series/12_case_study_insights:
  timeout: 300
14_latent_factors/01_pca_equity_sectors:
  parameters:
    N_BOOTSTRAP: 20
  timeout: 180
14_latent_factors/02_eigenportfolios:
  parameters:
    TOP_N_STOCKS: 50
  timeout: 240
14_latent_factors/03_yield_curve_decomposition:
  timeout: 120
14_latent_factors/04_ipca:
  parameters:
    MAX_ITER: 30
    N_ASSETS: 50
    N_PERIODS: 200
  timeout: 240
14_latent_factors/05_rp_pca:
  parameters:
    N_ASSETS: 50
    N_PERIODS: 200
  timeout: 180
14_latent_factors/06_conditional_autoencoder:
  docker_env: py312
  gpu: true
  parameters:
    BATCH_SIZE: 64
    ENSEMBLE_SIZE: 2
    N_EPOCHS: 5
    TOP_N_STOCKS: 50
  timeout: 900
14_latent_factors/07_stochastic_discount_factor:
  gpu: true
  parameters:
    BETA_NET_EPOCHS: 8
    NUM_ADVERSARIAL_ROUNDS: 1
    NUM_EPOCHS_CONDITIONAL: 12
    NUM_EPOCHS_INSTRUMENTS: 4
    NUM_EPOCHS_UNCONDITIONAL: 8
    N_MACRO_COLS: 10
    N_STOCKS: 50
  timeout: 360
14_latent_factors/08_supervised_autoencoder:
  gpu: true
  parameters:
    N_EPOCHS: 5
    N_SPLITS: 2
    N_STOCKS: 25
  timeout: 900
14_latent_factors/09_case_study_insights:
  timeout: 300
15_causal_estimation/01_library_overview:
  timeout: 180
15_causal_estimation/02_dowhy_causal_graph:
  timeout: 240
15_causal_estimation/03_econml_dml:
  parameters:
    CV_FOLDS: 3
    MAX_SAMPLES: 5000
    N_PLACEBO_PERMUTATIONS: 10
  timeout: 360
15_causal_estimation/04_dml_crypto_regime:
  parameters:
    CV_FOLDS: 3
    MAX_SAMPLES: 5000
    N_PLACEBO_PERMUTATIONS: 10
  timeout: 360
15_causal_estimation/05_momentum_causal_trading:
  parameters:
    CV_FOLDS: 3
    MAX_SAMPLES: 5000
    MAX_SYMBOLS: 10
  skip: true
  skip_reason: Walk-forward CV needs more bars than the test-data window provides
  timeout: 360
15_causal_estimation/06_fed_announcement_bsts:
  docker_env: py312
  requires_import: causalimpact
  timeout: 300
15_causal_estimation/07_tigramite_time_series:
  timeout: 360
15_causal_estimation/08_neural_causal_discovery:
  parameters:
    NOTEARS_MAX_ITER: 25
    N_BOOTSTRAP: 5
    START_DATE: '2000-01-01'
  timeout: 600
15_causal_estimation/09_adia_causal_benchmark:
  parameters:
    N_DATASETS: 50
    N_ESTIMATORS: 50
    N_RF_ESTIMATORS: 25
  timeout: 900
15_causal_estimation/10_case_study_insights:
  skip: true
  skip_reason: "Empty causal_runs table \u2192 pl.concat([]) blows up; needs production causal-DML registry data"
  timeout: 300
15_causal_estimation/11_factor_zoo_validation:
  timeout: 360
16_strategy_simulation/01_backtest_first_principles:
  timeout: 300
16_strategy_simulation/02_futures_backtesting:
  parameters:
    INITIAL_CASH: 100000
    START_DATE: '2000-01-01'
  timeout: 300
16_strategy_simulation/03_single_asset_vectorbt:
  timeout: 300
16_strategy_simulation/04_single_asset_ml4t_backtest:
  timeout: 300
16_strategy_simulation/05_stateful_strategies:
  parameters:
    N_ASSETS: 10
    N_DAYS: 252
    SEED: 42
  timeout: 300
16_strategy_simulation/06_framework_parity:
  parameters:
    N_ASSETS: 5
    N_DAYS: 252
    SEED: 42
  timeout: 300
16_strategy_simulation/07_engine_divergence_anatomy:
  timeout: 300
16_strategy_simulation/08_backtest_statistical_inference:
  parameters:
    N_ASSETS: 10
    N_PERIODS: 252
    N_SIMULATIONS: 200
  timeout: 300
16_strategy_simulation/08_signal_method_comparison:
  timeout: 300
16_strategy_simulation/09_backtesting_pitfalls:
  parameters:
    N_BARS: 252
    N_SIMULATIONS: 200
  timeout: 300
16_strategy_simulation/09_performance_reporting:
  timeout: 300
16_strategy_simulation/10_regime_backtest_analysis:
  timeout: 300
16_strategy_simulation/10_transaction_costs:
  parameters:
    N_ASSETS: 10
    N_DAYS: 252
  timeout: 300
16_strategy_simulation/11_look_ahead_bias:
  parameters:
    N_ASSETS: 10
    N_PERIODS: 252
    N_SIMULATIONS: 200
  timeout: 300
16_strategy_simulation/11_sharpe_ratio_inference:
  timeout: 180
16_strategy_simulation/12_dsr_validation:
  timeout: 300
16_strategy_simulation/12_walk_forward_optimization:
  parameters:
    N_ASSETS: 10
    N_LOOKBACK_PERIODS: 3
    N_PERIODS: 500
  timeout: 300
16_strategy_simulation/13_backtesting_protocols:
  parameters:
    N_BARS: 252
    N_LOOKBACK: 126
    N_SIMULATIONS: 200
  timeout: 300
16_strategy_simulation/13_ras_protocol:
  timeout: 180
16_strategy_simulation/14_case_study_insights:
  timeout: 300
16_strategy_simulation/15_lean_engine_parity:
  timeout: 300
16_strategy_simulation/16_case_study_lean_parity:
  timeout: 300
16_strategy_simulation/17_backtrader_zipline_engine_parity:
  timeout: 300
16_strategy_simulation/18_vectorbt_engine_parity:
  timeout: 300
17_portfolio_construction/01_portfolio_metrics:
  parameters:
    MAX_SYMBOLS: 10
  timeout: 300
17_portfolio_construction/02_markowitz_mvo:
  parameters:
    MAX_SYMBOLS: 10
  timeout: 300
17_portfolio_construction/02_mean_variance_optimization:
  timeout: 300
17_portfolio_construction/03_robust_optimization:
  parameters:
    MAX_SYMBOLS: 10
    N_PORTFOLIOS: 500
    N_SIMULATIONS: 200
  timeout: 300
17_portfolio_construction/04_black_litterman:
  parameters:
    MAX_SYMBOLS: 10
  timeout: 300
17_portfolio_construction/04_kelly_criterion:
  timeout: 180
17_portfolio_construction/05_factor_allocation_evidence:
  timeout: 600
17_portfolio_construction/05_risk_parity:
  parameters:
    MAX_SYMBOLS: 10
  timeout: 300
17_portfolio_construction/06_hierarchical_risk_parity:
  timeout: 300
17_portfolio_construction/06_regime_based_allocation:
  parameters:
    MAX_SYMBOLS: 10
  timeout: 300
17_portfolio_construction/07_conformal_position_sizing:
  parameters:
    HORIZON_CME: 1
    HORIZON_ETF: 5
    TOP_K_CME: 5
    TOP_K_ETF: 5
  timeout: 300
17_portfolio_construction/07_shrinkage_estimators:
  parameters:
    MAX_SYMBOLS: 10
  timeout: 300
17_portfolio_construction/08_library_comparison:
  timeout: 600
17_portfolio_construction/08_signal_combination:
  parameters:
    MAX_SYMBOLS: 10
  timeout: 300
17_portfolio_construction/09_allocator_comparison:
  timeout: 600
17_portfolio_construction/09_portfolio_rebalancing:
  parameters:
    MAX_SYMBOLS: 10
    N_SIMULATIONS: 200
  timeout: 300
17_portfolio_construction/10_constraints_real_world:
  parameters:
    MAX_SYMBOLS: 10
  timeout: 300
17_portfolio_construction/11_deepm_basics:
  parameters:
    MAX_SYMBOLS: 10
    N_EPOCHS: 10
  timeout: 300
17_portfolio_construction/11_dl_portfolio_allocation:
  gpu: true
  parameters:
    N_EPOCHS: 2
  timeout: 600
17_portfolio_construction/12_vlstm_portfolio:
  gpu: true
  parameters:
    MAX_SYMBOLS: 10
    N_EPOCHS: 2
  timeout: 600
17_portfolio_construction/13_deepm_regime_robust:
  gpu: true
  parameters:
    MAX_ITERS: 40
    MAX_SYMBOLS: 10
  timeout: 300
18_transaction_costs/01_cost_taxonomy:
  parameters:
    MAX_SYMBOLS: 10
  timeout: 300
18_transaction_costs/02_spread_estimation:
  parameters:
    MAX_SYMBOLS: 10
  timeout: 300
18_transaction_costs/03_impact_models:
  parameters:
    MAX_SYMBOLS: 10
  timeout: 300
18_transaction_costs/03_market_impact_calibration:
  parameters:
    MAX_SYMBOLS: 10
    NQ100_SYMBOLS: 5
  timeout: 300
18_transaction_costs/04_execution_algorithms:
  parameters:
    N_DAYS: 20
    N_SIMULATIONS: 200
  timeout: 300
18_transaction_costs/04_vwap_twap_execution:
  timeout: 300
18_transaction_costs/05_almgren_chriss_optimal_execution:
  timeout: 300
18_transaction_costs/05_nasdaq100_microstructure_validation:
  parameters:
    MAX_SYMBOLS: 5
  timeout: 300
18_transaction_costs/06_cost_adjusted_backtesting:
  parameters:
    MAX_SYMBOLS: 10
  timeout: 300
18_transaction_costs/06_ml4t_execution_demo:
  timeout: 300
18_transaction_costs/07_cost_aware_portfolio:
  parameters:
    MAX_SYMBOLS: 10
  timeout: 300
18_transaction_costs/07_ml4t_volume_participation:
  timeout: 300
18_transaction_costs/08_ml_dynamic_execution:
  timeout: 300
18_transaction_costs/08_turnover_analysis:
  parameters:
    MAX_SYMBOLS: 10
  timeout: 300
18_transaction_costs/09_cost_sweep:
  parameters:
    MAX_SYMBOLS: 10
  timeout: 600
18_transaction_costs/09_frequency_tradeoff:
  timeout: 180
18_transaction_costs/10_gross_vs_net_performance:
  timeout: 180
18_transaction_costs/10_optimal_execution:
  parameters:
    N_SIMULATIONS: 200
  timeout: 300
18_transaction_costs/11_cost_cliff:
  timeout: 180
18_transaction_costs/11_market_regime_costs:
  parameters:
    MAX_SYMBOLS: 10
  timeout: 300
18_transaction_costs/12_commission_slippage_comparison:
  timeout: 180
18_transaction_costs/12_cost_benchmarking:
  parameters:
    MAX_SYMBOLS: 10
  timeout: 300
19_risk_management/01_var_cvar:
  timeout: 300
19_risk_management/02_exit_strategies:
  timeout: 300
19_risk_management/03_position_sizing_mae_mfe:
  timeout: 300
19_risk_management/04_drawdown_analysis:
  parameters:
    MAX_SYMBOLS: 10
  timeout: 300
19_risk_management/04_factor_exposure:
  timeout: 300
19_risk_management/05_stress_correlation:
  parameters:
    MAX_SYMBOLS: 10
    N_SIMULATIONS: 200
  timeout: 300
19_risk_management/05_trade_shap_diagnostics:
  timeout: 300
19_risk_management/06_stress_testing:
  timeout: 300
19_risk_management/07_drift_detection:
  timeout: 300
19_risk_management/08_ml_exit_signals:
  timeout: 300
19_risk_management/09_deep_hedging:
  gpu: true
  parameters:
    BATCH_SIZE: 64
    N_EPOCHS: 5
    N_PATHS: 500
    N_STEPS: 20
  timeout: 600
19_risk_management/10_ml4t_backtest_risk_demo:
  timeout: 300
19_risk_management/10_risk_sweep:
  parameters:
    MAX_SYMBOLS: 10
    N_SIMULATIONS: 200
  timeout: 600
19_risk_management/11_case_study_diagnostics:
  parameters:
    MAX_SYMBOLS: 10
  timeout: 300
19_risk_management/11_systematic_risk_sweep:
  parameters:
    MAX_RISK_VARIANTS: 3
  timeout: 900
20_strategy_synthesis/00_holdout_predictions:
  skip_reason: Requires trained model registry (not available in CI test data)
20_strategy_synthesis/01_aggregate_synthesis:
  parameters:
    MAX_SYMBOLS: 10
    # Isolated test registry has no nasdaq out-of-band cost-feasible carrier,
    # so its spine can't resolve; report cost/risk N/A instead of raising.
    ALLOW_MISSING_SPINE: true
  timeout: 600
20_strategy_synthesis/02_feature_evaluation:
  timeout: 300
20_strategy_synthesis/03_signal_quality:
  parameters:
    MAX_SYMBOLS: 10
  timeout: 600
20_strategy_synthesis/04_signal_to_strategy:
  parameters:
    MAX_SYMBOLS: 10
  timeout: 600
20_strategy_synthesis/05_portfolio_allocation:
  parameters:
    MAX_CASE_STUDIES: 0
  timeout: 600
20_strategy_synthesis/06_cost_survival:
  parameters:
    MAX_CASE_STUDIES: 0
  timeout: 600
20_strategy_synthesis/07_regime_risk:
  parameters:
    MAX_CASE_STUDIES: 0
  timeout: 600
20_strategy_synthesis/08_recommendations:
  timeout: 300
21_rl_execution_hedging/01_algorithms_comparison:
  parameters:
    EVAL_EPISODES: 2
    TOTAL_TIMESTEPS: 1000
  timeout: 600
21_rl_execution_hedging/02_optimal_execution_ppo:
  parameters:
    TOTAL_TIMESTEPS: 1000
  timeout: 600
21_rl_execution_hedging/03_market_making_ppo:
  gpu: true
  parameters:
    TOTAL_TIMESTEPS: 1000
  timeout: 600
21_rl_execution_hedging/04_crypto_execution_rl:
  parameters:
    TOTAL_TIMESTEPS: 1000
  timeout: 600
21_rl_execution_hedging/05_deep_hedging_pfhedge:
  docker_env: py312
  gpu: true
  parameters:
    N_EPOCHS: 2
    N_PATHS: 100
  requires_import: pfhedge
  timeout: 600
21_rl_execution_hedging/06_inverse_reinforcement_learning:
  parameters:
    IRL_ITERATIONS: 10
    N_EXPERT_TRAJECTORIES: 20
  timeout: 600
21_rl_execution_hedging/07_backtest_with_impact:
  parameters:
    COHORT_SAMPLE: 10
  timeout: 300
22_rag_financial_research/01_sec_filing_pipeline:
  parameters:
    TICKERS:
    - AAPL
    YEARS:
    - 2024
  timeout: 300
22_rag_financial_research/02_domain_embeddings_comparison:
  parameters:
    MAX_DOCUMENTS: 50
    MAX_QUERIES: 10
    USE_LOCAL_MODELS_ONLY: true
  skip: true
  skip_reason: Requires RAG infrastructure (chromadb + embedding models) not provisioned in CI
  tier: weekly
  timeout: 300
22_rag_financial_research/03_hybrid_retrieval:
  parameters:
    MAX_DOCUMENTS: 50
    MAX_QUERIES: 10
    TOP_K: 5
  skip: true
  skip_reason: Requires RAG infrastructure (chromadb + embedding models) not provisioned in CI
  tier: weekly
  timeout: 300
22_rag_financial_research/04_ragas_evaluation:
  parameters:
    MAX_SAMPLES: 10
  skip: true
  skip_reason: Requires OpenAI API access for ragas evaluator LLM
  tier: weekly
  timeout: 300
22_rag_financial_research/05_10k_rag_assistant:
  skip: true
  skip_reason: Requires RAG infrastructure (chromadb + embedding models) not provisioned in CI
  tier: weekly
  timeout: 300
22_rag_financial_research/06_esg_rag_vs_finetune:
  gpu: true
  parameters:
    MAX_HEADLINES: 50
    MAX_QUESTIONS: 10
  timeout: 300
22_rag_financial_research/07_institutional_holdings_graph:
  parameters:
    MAX_INSTITUTIONS: 10
    NUM_QUARTERS: 2
  timeout: 300
22_rag_financial_research/08_rag_security:
  parameters:
    MAX_ATTACK_CASES: 5
  skip: true
  skip_reason: Requires RAG infrastructure (chromadb + embedding models) not provisioned in CI
  tier: weekly
  timeout: 300
23_knowledge_graphs/08_8k_event_extraction:
  docker_env: ml4t+neo4j+gpu
  gpu: true
  parameters:
    MAX_ENTITIES: 20
    MAX_FILINGS: 5
  timeout: 600
23_knowledge_graphs/07_dynamic_kg_temporal:
  docker_env: ml4t+neo4j
  parameters:
    MAX_INSTITUTIONS: 10
    MAX_QUARTERS: 2
  skip: true
  skip_reason: Requires 08_8k_event_extraction with GPU to generate temporal edges
  tier: on_demand
  timeout: 600
23_knowledge_graphs/06_gnn_feature_engineering:
  gpu: true
  parameters:
    N_EPOCHS: 2
  timeout: 600
23_knowledge_graphs/03_graph_rag_qa:
  parameters:
    MAX_QUERIES: 5
  timeout: 300
23_knowledge_graphs/05_institutional_holdings_kg:
  docker_env: ml4t+neo4j
  parameters:
    MAX_INSTITUTIONS: 10
    NUM_QUARTERS: 2
  timeout: 600
23_knowledge_graphs/09_knowledge_graph_features:
  docker_env: ml4t+neo4j
  parameters:
    MAX_SYMBOLS: 10
  skip: true
  skip_reason: Requires 02_supply_chain_kg_construction with GPU to populate Neo4j
  tier: on_demand
  timeout: 600
23_knowledge_graphs/10_network_portfolio_construction:
  docker_env: ml4t+neo4j
  timeout: 300
23_knowledge_graphs/04_rag_comparison_benchmark:
  timeout: 300
23_knowledge_graphs/01_sp100_sec_download:
  skip: true
  skip_reason: Writes to data volume (read-only in Docker)
23_knowledge_graphs/02_supply_chain_kg_construction:
  docker_env: ml4t+neo4j+gpu
  gpu: true
  long_running: true
  parameters:
    MAX_COMPANIES: 3
  skip_reason: Needs GPU + Neo4j
  timeout: 1200
24_autonomous_agents/01_react_reasoning:
  parameters:
    LLM_PROVIDER: mock
    MAX_STEPS: 3
  timeout: 300
24_autonomous_agents/02_tool_contracts:
  parameters:
    LLM_PROVIDER: mock
    MAX_RESULTS: 3
  timeout: 300
24_autonomous_agents/03_state_and_memory:
  parameters:
    MAX_EVIDENCE_ITEMS: 5
  timeout: 300
24_autonomous_agents/04_research_agent:
  parameters:
    LLM_PROVIDER: mock
    MAX_SEARCH_RESULTS: 3
    MAX_STEPS: 3
  timeout: 300
24_autonomous_agents/05_aggregation_math:
  parameters:
    N_FORECASTERS: 5
  timeout: 300
24_autonomous_agents/06_multi_agent_research:
  parameters:
    LLM_PROVIDER: mock
    MAX_SEARCH_RESULTS: 3
    MAX_STEPS: 3
    N_AGENTS: 3
  timeout: 300
24_autonomous_agents/07_adversarial_debate:
  parameters:
    DEBATE_ROUNDS: 2
    LLM_PROVIDER: mock
    MAX_STEPS: 3
    N_AGENTS: 3
  timeout: 300
24_autonomous_agents/08_forecasting_pipeline:
  parameters:
    DEBATE_ROUNDS: 2
    LLM_PROVIDER: mock
    MAX_QUESTIONS: 2
    MAX_SEARCH_RESULTS: 3
    MAX_STEPS: 3
    N_AGENTS: 3
  timeout: 300
24_autonomous_agents/09_evaluation_and_governance:
  parameters:
    DEBATE_ROUNDS: 2
    LLM_PROVIDER: mock
    MAX_STEPS: 3
    N_AGENTS: 3
  timeout: 300
24_autonomous_agents/10_framework_comparison:
  parameters:
    DEBATE_ROUNDS: 2
    LLM_PROVIDER: mock
    N_AGENTS: 3
    SUPERVISOR_QUERIES: 1
  skip: true
  skip_reason: Requires 'langgraph' (not in CI image)
  tier: weekly
  timeout: 300
24_autonomous_agents/11_research_operator:
  skip: true
  skip_reason: Requires ~/ml4t/skills/ repo (not in CI workspace)
  tier: weekly
  timeout: 300
25_live_trading/01_unified_framework_demo:
  timeout: 180
25_live_trading/02_etfs_deployment_loop:
  parameters:
    REFRESH_DATA: false
  skip: true
  skip_reason: Requires running IB Gateway (not available in CI)
  tier: weekly
  timeout: 360
25_live_trading/03_ib_paper_trading_demo:
  skip: true
  skip_reason: Requires running IB Gateway on 127.0.0.1:7497
  tier: weekly
  timeout: 180
25_live_trading/04_alpaca_paper_trading_demo:
  parameters:
    LIVE_FEED: 0
    SIMULATION_STEPS: 5
  timeout: 180
25_live_trading/05_alpaca_crypto_live_demo:
  parameters:
    LIVE_FEED: 0
    SIMULATION_STEPS: 5
  timeout: 180
25_live_trading/06_quantconnect_case_study:
  timeout: 180
25_live_trading/07_order_state_machine:
  timeout: 180
25_live_trading/08_pipeline_verification:
  timeout: 360
25_live_trading/09_crypto_funding_deployment_loop:
  parameters:
    EVALUATION_INTERVAL_SECONDS: 1
    MAX_ITERATIONS: 1
  skip: true
  skip_reason: Requires OKX SDK + live exchange credentials (not in CI image)
  tier: weekly
  timeout: 180
25_live_trading/10_safety_risk_demo:
  timeout: 180
25_live_trading/11_fx_deployment_loop:
  parameters:
    EVALUATION_INTERVAL_SECONDS: 1
    MAX_ITERATIONS: 1
  skip: true
  skip_reason: Requires running IB Gateway (not available in CI)
  tier: weekly
  timeout: 180
25_live_trading/12_ib_basket_rebalance_demo:
  skip: true
  skip_reason: Requires live TWS or IB Gateway paper session on 127.0.0.1:7497; no silent fallback.
  tier: weekly
  timeout: 180
25_live_trading/13_runtime_safety_showcase:
  parameters:
    HEALTH_OBSERVATION_SECONDS: 4
    KILL_SWITCH_LOSS_USD: 1000.0
    STALE_DATA_WAIT_SECONDS: 1.5
  timeout: 120
26_mlops_governance/01_drift_monitoring:
  timeout: 300
26_mlops_governance/02_online_drift_detection:
  timeout: 300
26_mlops_governance/03_safe_model_rollout:
  skip: true
  skip_reason: "Synthetic CI predictions (seed_results.py) span only holdout_start±2y;
    notebook hardcodes SELECTION=2010-2014, ROLLOUT=2015. us_equities_panel synthetic preds
    cover 2014-01 to 2016-06 with only ~13 rebalance dates in the rollout window, so the
    shadow/AB/staged slicing (rollout_dates[:63][63:189][189:]) collapses ab_dates to empty
    and ab_pivot has no model columns — KeyError 'linear_ols'. Un-skip when seed_results
    can produce predictions spanning the notebook's date windows, or rewrite the notebook
    to derive windows from the data."
  timeout: 300
26_mlops_governance/04_circuit_breakers:
  timeout: 300
26_mlops_governance/05_feast_feature_store:
  timeout: 300
26_mlops_governance/05b_feast_live:
  timeout: 300
26_mlops_governance/06_mlflow_experiments:
  timeout: 300
case_studies/cme_futures/01_feasibility_analysis:
  parameters:
    MAX_SYMBOLS: 5
    START_DATE: '2000-01-01'
  timeout: 120
case_studies/cme_futures/02_labels:
  parameters:
    MAX_SYMBOLS: 5
    START_DATE: '2000-01-01'
  timeout: 120
case_studies/cme_futures/03_financial_features:
  parameters:
    GARCH_MIN_OBS: 50
    HMM_N_RESTARTS: 1
    MAX_SAMPLE_ASSETS: 3
    MAX_SYMBOLS: 5
    MIN_OBS: 10
    MIN_TRAIN_BARS: 10
    N_RESTARTS: 1
    START_DATE: '2000-01-01'
  timeout: 120
case_studies/cme_futures/04_model_based_features:
  parameters:
    FFT_WINDOW: 126
    GARCH_MIN_OBS: 50
    HMM_N_RESTARTS: 1
    MAX_PRODUCTS: 3
    MAX_SAMPLE_ASSETS: 3
    MAX_SYMBOLS: 5
    MIN_OBS: 10
    MIN_TRAIN_BARS: 10
    N_RESTARTS: 1
    START_DATE: '2000-01-01'
  skip: true
  skip_reason: ARIMA/HMM/FFT cells across multiple products and folds exceed 900s on the slower pymc 5.28 / pytensor 2.38
    / numpy 2.3 stack. All downstream notebooks consume the pre-seeded test-data/intermediates/cme_futures/features and pass;
    regenerating in CI is redundant work. Re-enable when timing budget allows.
  timeout: 900
case_studies/cme_futures/05_evaluation:
  parameters:
    MAX_SYMBOLS: 5
  timeout: 300
case_studies/cme_futures/06_linear:
  parameters:
    MAX_FOLDS: 2
    MAX_SYMBOLS: 5
  timeout: 120
case_studies/cme_futures/07_gbm:
  parameters:
    MAX_FOLDS: 2
    MAX_SYMBOLS: 5
    NUM_BOOST_ROUND: 5
  timeout: 180
case_studies/cme_futures/08_tabular_dl:
  parameters:
    BATCH_SIZE: 32
    MAX_FOLDS: 2
    MAX_SYMBOLS: 5
    N_EPOCHS: 1
  timeout: 180
case_studies/cme_futures/09_dl_lstm:
  parameters:
    BATCH_SIZE: 32
    LOOKBACK: 5
    MAX_FOLDS: 2
    MAX_SYMBOLS: 5
    N_EPOCHS: 1
  timeout: 180
case_studies/cme_futures/10_latent_factors:
  parameters:
    FORCE_RETRAIN: true
    MAX_FOLDS: 2
    MAX_SYMBOLS: 5
    N_EPOCHS: 1
    N_FACTORS: 2
  timeout: 180
case_studies/cme_futures/10b_stochastic_discount_factor:
  skip: true
  skip_reason: 'TEMPORARY: case-study end-to-end pipeline times out or fails with trimmed test-data; needs full fixture rebuild'
case_studies/cme_futures/11_causal_dml:
  parameters:
    CV_FOLDS: 2
    MAX_SAMPLES: 5000
    MAX_SYMBOLS: 5
    N_PLACEBO: 10
  timeout: 120
case_studies/cme_futures/12_model_analysis:
  timeout: 300
case_studies/cme_futures/13_backtest:
  parameters:
    MAX_SYMBOLS: 5
    TOP_K: 2
    TOP_N_PREDICTIONS: 2
  timeout: 120
case_studies/cme_futures/14_portfolio_management: &id001
  parameters:
    MAX_SYMBOLS: 5
    TOP_N_PREDICTIONS: 2
  timeout: 300
case_studies/cme_futures/15_costs: &id002
  parameters:
    MAX_SYMBOLS: 5
    TOP_N_COMBOS: 1
  timeout: 600
case_studies/cme_futures/16_risk_management: &id003
  parameters:
    MAX_RISK_VARIANTS: 3
    MAX_SYMBOLS: 5
    TOP_N_COMBOS: 1
  timeout: 600
case_studies/cme_futures/17_strategy_analysis:
case_studies/crypto_perps_funding/01_feasibility_analysis:
  parameters:
    MAX_SYMBOLS: 5
    START_DATE: '2020-01-01'
  timeout: 120
case_studies/crypto_perps_funding/02_labels:
  parameters:
    MAX_SYMBOLS: 5
    START_DATE: '2000-01-01'
  timeout: 120
case_studies/crypto_perps_funding/03_financial_features:
  parameters:
    GARCH_MIN_OBS: 50
    HMM_N_RESTARTS: 1
    MAX_SAMPLE_ASSETS: 3
    MAX_SYMBOLS: 5
    MIN_OBS: 10
    MIN_TRAIN_BARS: 10
    N_RESTARTS: 1
    START_DATE: '2000-01-01'
  timeout: 120
case_studies/crypto_perps_funding/04_model_based_features:
  parameters:
    GARCH_MIN_OBS: 50
    HMM_N_RESTARTS: 1
    MAX_SAMPLE_ASSETS: 3
    MAX_SYMBOLS: 5
    MIN_OBS: 10
    MIN_TRAIN_BARS: 10
    N_RESTARTS: 1
    START_DATE: '2000-01-01'
  timeout: 300
case_studies/crypto_perps_funding/05_evaluation:
  parameters:
    MAX_SYMBOLS: 5
  timeout: 300
case_studies/crypto_perps_funding/06_linear:
  parameters:
    MAX_FOLDS: 2
    MAX_SYMBOLS: 5
  timeout: 120
case_studies/crypto_perps_funding/07_gbm:
  parameters:
    MAX_FOLDS: 2
    MAX_SYMBOLS: 5
    NUM_BOOST_ROUND: 5
  timeout: 180
case_studies/crypto_perps_funding/08_tabular_dl:
  parameters:
    BATCH_SIZE: 32
    MAX_FOLDS: 2
    MAX_SYMBOLS: 5
    N_EPOCHS: 1
  timeout: 180
case_studies/crypto_perps_funding/09_dl_lstm:
  parameters:
    BATCH_SIZE: 32
    LOOKBACK: 5
    MAX_FOLDS: 2
    MAX_SYMBOLS: 5
    N_EPOCHS: 1
  timeout: 180
case_studies/crypto_perps_funding/10_dl_tcn:
  parameters:
    BATCH_SIZE: 32
    LOOKBACK: 5
    MAX_FOLDS: 2
    MAX_SYMBOLS: 5
    N_EPOCHS: 1
  skip_reason: "Object dtype in prediction registration \u2014 needs investigation"
  timeout: 180
case_studies/crypto_perps_funding/11_causal_dml:
  parameters:
    CV_FOLDS: 2
    MAX_SAMPLES: 5000
    MAX_SYMBOLS: 5
    N_PLACEBO: 10
  timeout: 120
case_studies/crypto_perps_funding/12_model_analysis:
  timeout: 300
case_studies/crypto_perps_funding/13_backtest:
  parameters:
    MAX_SYMBOLS: 5
    TOP_K: 2
  timeout: 600
case_studies/crypto_perps_funding/14_portfolio_management: *id001
case_studies/crypto_perps_funding/15_costs:
  parameters:
    MAX_SYMBOLS: 5
    TOP_N_COMBOS: 1
  timeout: 600
case_studies/crypto_perps_funding/16_risk_management:
  parameters:
    MAX_RISK_VARIANTS: 3
    MAX_SYMBOLS: 5
    TOP_N_COMBOS: 1
  timeout: 600
case_studies/crypto_perps_funding/17_strategy_analysis:
case_studies/etfs/01_feasibility_analysis:
  parameters:
    ADV_THRESHOLD: 0
    HOLDOUT_START: '2024-01-01'
    MAX_SYMBOLS: 5
    N_SPLITS: 3
    START_DATE: '2000-01-01'
    TEST_YEARS: 1
    TRAIN_YEARS: 3
  timeout: 120
case_studies/etfs/02_labels:
  parameters:
    MAX_SYMBOLS: 5
    START_DATE: '2000-01-01'
  timeout: 120
case_studies/etfs/03_financial_features:
  parameters:
    GARCH_MIN_OBS: 50
    HMM_N_RESTARTS: 1
    MAX_SAMPLE_ASSETS: 3
    MAX_SYMBOLS: 5
    MIN_OBS: 10
    MIN_TRAIN_BARS: 10
    N_RESTARTS: 1
    START_DATE: '2000-01-01'
  timeout: 300
case_studies/etfs/04_model_based_features:
  parameters:
    GARCH_MIN_OBS: 50
    HMM_N_RESTARTS: 1
    MAX_SAMPLE_ASSETS: 3
    MAX_SYMBOLS: 5
    MIN_OBS: 10
    MIN_TRAIN_BARS: 10
    N_RESTARTS: 1
    START_DATE: '2000-01-01'
  timeout: 300
case_studies/etfs/05_evaluation:
  parameters:
    MAX_SYMBOLS: 5
  timeout: 300
case_studies/etfs/06_linear:
  parameters:
    MAX_FOLDS: 2
    MAX_SYMBOLS: 5
  timeout: 120
case_studies/etfs/07_gbm:
  parameters:
    MAX_FOLDS: 2
    MAX_SYMBOLS: 5
    NUM_BOOST_ROUND: 5
  timeout: 180
case_studies/etfs/08_tabular_dl:
  parameters:
    BATCH_SIZE: 32
    MAX_FOLDS: 2
    MAX_SYMBOLS: 5
    N_EPOCHS: 1
  timeout: 180
case_studies/etfs/09_dl_lstm:
  parameters:
    BATCH_SIZE: 32
    LOOKBACK: 5
    MAX_FOLDS: 2
    MAX_SYMBOLS: 5
    N_EPOCHS: 1
  timeout: 180
case_studies/etfs/10_dl_tsmixer:
  parameters:
    BATCH_SIZE: 32
    LOOKBACK: 5
    MAX_FOLDS: 2
    MAX_SYMBOLS: 5
    N_EPOCHS: 1
  timeout: 180
case_studies/etfs/11_latent_factors:
  gpu: true
  parameters:
    FORCE_RETRAIN: true
    MAX_FOLDS: 2
    MAX_SYMBOLS: 5
    N_EPOCHS: 2
    N_FACTORS: 2
  timeout: 900
case_studies/etfs/11c_conditional_autoencoder:
  skip: true
  skip_reason: 'TEMPORARY: DL training (CAE) 300s timeout under trimmed test-data'
case_studies/etfs/11d_stochastic_discount_factor:
  skip: true
  skip_reason: 'TEMPORARY: DL training (SDF) 300s timeout under trimmed test-data'
case_studies/etfs/11e_supervised_autoencoder:
  skip: true
  skip_reason: 'TEMPORARY: DL training (SAE) 300s timeout under trimmed test-data'
case_studies/etfs/12_causal_dml:
  parameters:
    CV_FOLDS: 2
    MAX_SAMPLES: 3000
    MAX_SYMBOLS: 5
    N_PLACEBO: 5
  timeout: 120
case_studies/etfs/13_model_analysis:
  timeout: 300
case_studies/etfs/14_backtest:
  parameters:
    MAX_SYMBOLS: 5
    TOP_K: 2
  timeout: 600
case_studies/etfs/15_portfolio_management:
  parameters:
    MAX_SYMBOLS: 5
    TOP_N_PREDICTIONS: 2
  timeout: 120
case_studies/etfs/16_costs:
  parameters:
    MAX_SYMBOLS: 5
    TOP_N_COMBOS: 2
  timeout: 120
case_studies/etfs/17_risk_management:
  parameters:
    MAX_SYMBOLS: 5
    TOP_N_COMBOS: 2
  timeout: 120
case_studies/etfs/18_strategy_analysis:
case_studies/fx_pairs/01_feasibility_analysis:
  parameters:
    MAX_SYMBOLS: 5
    START_DATE: '2000-01-01'
  timeout: 120
case_studies/fx_pairs/02_labels:
  parameters:
    MAX_SYMBOLS: 5
    START_DATE: '2000-01-01'
  timeout: 120
case_studies/fx_pairs/03_financial_features:
  parameters:
    GARCH_MIN_OBS: 50
    HMM_N_RESTARTS: 1
    MAX_SAMPLE_ASSETS: 3
    MAX_SYMBOLS: 5
    MIN_OBS: 10
    MIN_TRAIN_BARS: 10
    N_RESTARTS: 1
    START_DATE: '2000-01-01'
  timeout: 300
case_studies/fx_pairs/04_model_based_features:
  parameters:
    GARCH_MIN_OBS: 50
    HMM_N_RESTARTS: 1
    KALMAN_MAXITER: 50
    MAX_FOLDS: 2
    MAX_SAMPLE_ASSETS: 3
    MAX_SYMBOLS: 5
    MIN_OBS: 10
    MIN_TRAIN_BARS: 10
    N_HMM_RESTARTS: 3
    N_RESTARTS: 1
    START_DATE: '2000-01-01'
  timeout: 300
case_studies/fx_pairs/05_evaluation:
  parameters:
    MAX_SYMBOLS: 5
  timeout: 300
case_studies/fx_pairs/06_linear:
  parameters:
    MAX_FOLDS: 2
    MAX_SYMBOLS: 5
  timeout: 120
case_studies/fx_pairs/07_gbm:
  parameters:
    MAX_FOLDS: 2
    MAX_SYMBOLS: 5
    NUM_BOOST_ROUND: 5
  timeout: 180
case_studies/fx_pairs/08_tabular_dl:
  parameters:
    BATCH_SIZE: 32
    MAX_FOLDS: 2
    MAX_SYMBOLS: 5
    N_EPOCHS: 1
  timeout: 180
case_studies/fx_pairs/09_dl_tcn:
  parameters:
    BATCH_SIZE: 32
    LOOKBACK: 5
    MAX_FOLDS: 2
    MAX_SYMBOLS: 5
    N_EPOCHS: 1
  timeout: 180
case_studies/fx_pairs/10_dl_nlinear:
  parameters:
    BATCH_SIZE: 256
    LOOKBACK: 10
    MAX_FOLDS: 2
    MAX_SYMBOLS: 5
    N_EPOCHS: 2
  timeout: 120
case_studies/fx_pairs/11_causal_dml:
  parameters:
    CV_FOLDS: 2
    MAX_SAMPLES: 5000
    MAX_SYMBOLS: 5
    N_PLACEBO: 10
  timeout: 120
case_studies/fx_pairs/12_model_analysis:
  timeout: 300
case_studies/fx_pairs/13_backtest:
  parameters:
    MAX_SYMBOLS: 5
    TOP_K: 2
  timeout: 600
case_studies/fx_pairs/14_portfolio_management: *id001
case_studies/fx_pairs/15_costs: *id002
case_studies/fx_pairs/16_risk_management: *id003
case_studies/fx_pairs/17_strategy_analysis:
case_studies/nasdaq100_microstructure/01_feasibility_analysis:
  parameters:
    ADV_THRESHOLD: 0
    MAX_SYMBOLS: 5
    START_DATE: '2000-01-01'
  timeout: 120
case_studies/nasdaq100_microstructure/02_labels:
  parameters:
    MAX_SYMBOLS: 5
    START_DATE: '2000-01-01'
  timeout: 120
case_studies/nasdaq100_microstructure/03_financial_features:
  parameters:
    GARCH_MIN_OBS: 50
    HMM_N_RESTARTS: 1
    MAX_SAMPLE_ASSETS: 3
    MAX_SYMBOLS: 5
    MIN_OBS: 10
    MIN_TRAIN_BARS: 10
    N_RESTARTS: 1
    START_DATE: '2000-01-01'
  timeout: 120
case_studies/nasdaq100_microstructure/04_model_based_features:
  long_running: true
  parameters:
    END_DATE: '2021-12-31'
    MAX_SYMBOLS: 3
    START_DATE: '2021-06-01'
  timeout: 600
case_studies/nasdaq100_microstructure/05_evaluation:
  parameters:
    MAX_SYMBOLS: 5
  timeout: 300
case_studies/nasdaq100_microstructure/06_linear:
  parameters:
    MAX_FOLDS: 2
    MAX_SYMBOLS: 5
  timeout: 120
case_studies/nasdaq100_microstructure/07_gbm:
  parameters:
    MAX_FOLDS: 2
    MAX_SYMBOLS: 5
    NUM_BOOST_ROUND: 5
  timeout: 600
case_studies/nasdaq100_microstructure/08_dl_nlinear:
  parameters:
    BATCH_SIZE: 32
    LOOKBACK: 5
    MAX_FOLDS: 2
    MAX_SYMBOLS: 5
    N_EPOCHS: 1
  timeout: 600
case_studies/nasdaq100_microstructure/09_dl_lstm:
  parameters:
    BATCH_SIZE: 32
    LOOKBACK: 5
    MAX_FOLDS: 2
    MAX_SYMBOLS: 5
    N_EPOCHS: 1
  timeout: 600
case_studies/nasdaq100_microstructure/10_dl_tcn:
  parameters:
    BATCH_SIZE: 32
    LOOKBACK: 5
    MAX_FOLDS: 2
    MAX_SYMBOLS: 5
    N_EPOCHS: 1
  timeout: 600
case_studies/nasdaq100_microstructure/11_dl_patchtst:
  parameters:
    BATCH_SIZE: 32
    LOOKBACK: 24
    MAX_FOLDS: 2
    MAX_SYMBOLS: 5
    N_EPOCHS: 1
  timeout: 600
case_studies/nasdaq100_microstructure/12_causal_dml:
  parameters:
    CV_FOLDS: 2
    MAX_SAMPLES: 900
    MAX_SYMBOLS: 5
    N_PLACEBO: 10
  timeout: 120
case_studies/nasdaq100_microstructure/13_model_analysis:
  timeout: 300
case_studies/nasdaq100_microstructure/14_backtest:
  parameters:
    # Test data has 6 nasdaq symbols; the slot grid's smallest max_slots (5)
    # needs n_assets > 5, so cap at 6 (not 5) or every scheme is filtered out.
    MAX_SYMBOLS: 6
    TOP_K: 2
    TOP_N_PREDICTIONS: 2
  timeout: 180
case_studies/nasdaq100_microstructure/15_portfolio_management: *id001
case_studies/nasdaq100_microstructure/16_costs:
  timeout: 600
case_studies/nasdaq100_microstructure/17_risk_management: *id003
case_studies/nasdaq100_microstructure/18_strategy_analysis:
  skip: true
  skip_reason: "Analyzes the cost-feasible ensemble carrier, which is registered out-of-band (session_6/7 drivers) and is not reproduced by the in-notebook test sweep, so an isolated test registry has no carrier rows. Runs clean in production."
  parameters:
    MAX_SYMBOLS: 5
  timeout: 180
case_studies/sp500_equity_option_analytics/01_feasibility_analysis:
  parameters:
    MAX_SYMBOLS: 5
    START_DATE: '2000-01-01'
  timeout: 120
case_studies/sp500_equity_option_analytics/02_labels:
  parameters:
    MAX_SYMBOLS: 5
    START_DATE: '2000-01-01'
  timeout: 120
case_studies/sp500_equity_option_analytics/03_financial_features:
  parameters:
    GARCH_MIN_OBS: 50
    HMM_N_RESTARTS: 1
    MAX_SAMPLE_ASSETS: 3
    MAX_SYMBOLS: 5
    MIN_OBS: 10
    MIN_TRAIN_BARS: 10
    N_RESTARTS: 1
    START_DATE: '2000-01-01'
  timeout: 120
case_studies/sp500_equity_option_analytics/04_model_based_features:
  parameters:
    GARCH_MIN_OBS: 50
    HMM_N_RESTARTS: 1
    MAX_SAMPLE_ASSETS: 3
    MAX_SYMBOLS: 5
    MIN_OBS: 10
    MIN_TRAIN_BARS: 10
    N_RESTARTS: 1
    START_DATE: '2000-01-01'
  timeout: 300
case_studies/sp500_equity_option_analytics/05_evaluation:
  parameters:
    MAX_SYMBOLS: 5
  timeout: 300
case_studies/sp500_equity_option_analytics/06_linear:
  parameters:
    MAX_FOLDS: 2
    MAX_SYMBOLS: 5
  timeout: 120
case_studies/sp500_equity_option_analytics/07_gbm:
  parameters:
    MAX_FOLDS: 2
    MAX_SYMBOLS: 5
    NUM_BOOST_ROUND: 5
  timeout: 180
case_studies/sp500_equity_option_analytics/08_tabular_dl:
  parameters:
    BATCH_SIZE: 32
    MAX_FOLDS: 2
    MAX_SYMBOLS: 5
    N_EPOCHS: 1
  timeout: 180
case_studies/sp500_equity_option_analytics/09_dl_lstm:
  parameters:
    BATCH_SIZE: 32
    LOOKBACK: 5
    MAX_FOLDS: 2
    MAX_SYMBOLS: 5
    N_EPOCHS: 1
  timeout: 180
case_studies/sp500_equity_option_analytics/10_dl_patchtst:
  parameters:
    BATCH_SIZE: 32
    LOOKBACK: 24
    MAX_FOLDS: 2
    MAX_SYMBOLS: 5
    N_EPOCHS: 1
  timeout: 180
case_studies/sp500_equity_option_analytics/11_latent_factors:
  parameters:
    FORCE_RETRAIN: true
    MAX_FOLDS: 2
    MAX_SYMBOLS: 5
    N_EPOCHS: 1
    N_FACTORS: 2
  timeout: 600
case_studies/sp500_equity_option_analytics/11a_pca: {}
case_studies/sp500_equity_option_analytics/11b_ipca: {}
case_studies/sp500_equity_option_analytics/12_causal_dml:
  parameters:
    CV_FOLDS: 2
    MAX_SAMPLES: 3000
    MAX_SYMBOLS: 5
    N_PLACEBO: 5
  timeout: 120
case_studies/sp500_equity_option_analytics/13_model_analysis:
  timeout: 300
case_studies/sp500_equity_option_analytics/14_backtest:
  parameters:
    MAX_SYMBOLS: 3
    TOP_K: 1
  timeout: 600
case_studies/sp500_equity_option_analytics/15_portfolio_management: *id001
case_studies/sp500_equity_option_analytics/16_costs: *id002
case_studies/sp500_equity_option_analytics/17_risk_management: *id003
case_studies/sp500_equity_option_analytics/18_strategy_analysis:
case_studies/sp500_options/01_feasibility_analysis:
  parameters:
    ADV_THRESHOLD: 0
    MAX_SYMBOLS: 5
  timeout: 120
case_studies/sp500_options/02_labels:
  timeout: 300
case_studies/sp500_options/03_financial_features:
  parameters:
    GARCH_MIN_OBS: 50
    HMM_N_RESTARTS: 1
    MAX_SAMPLE_ASSETS: 3
    MAX_SYMBOLS: 5
    MIN_OBS: 10
    MIN_TRAIN_BARS: 10
    N_RESTARTS: 1
  timeout: 120
case_studies/sp500_options/04_model_based_features:
  gpu: true
  parameters:
    MAX_FOLDS: 2
    MAX_SYMBOLS: 5
    N_EPOCHS: 2
  timeout: 300
case_studies/sp500_options/05_evaluation:
  parameters:
    MAX_SYMBOLS: 5
  timeout: 300
case_studies/sp500_options/06_linear:
  parameters:
    MAX_FOLDS: 2
    MAX_SYMBOLS: 5
  timeout: 120
case_studies/sp500_options/07_gbm:
  parameters:
    MAX_FOLDS: 2
    MAX_SYMBOLS: 5
    NUM_BOOST_ROUND: 5
  timeout: 180
case_studies/sp500_options/08_tabular_dl:
  parameters:
    BATCH_SIZE: 32
    MAX_FOLDS: 2
    MAX_SYMBOLS: 5
    N_EPOCHS: 1
  timeout: 180
case_studies/sp500_options/09_deep_learning:
  timeout: 60
case_studies/sp500_options/09a_lstm:
  parameters:
    BATCH_SIZE: 32
    LOOKBACK: 5
    MAX_FOLDS: 2
    MAX_SYMBOLS: 5
    N_EPOCHS: 1
  timeout: 180
case_studies/sp500_options/09b_patchtst:
  parameters:
    BATCH_SIZE: 32
    LOOKBACK: 24
    MAX_FOLDS: 2
    MAX_SYMBOLS: 5
    N_EPOCHS: 1
  timeout: 180
case_studies/sp500_options/10_causal_dml:
  parameters:
    CV_FOLDS: 2
    MAX_SAMPLES: 5000
    MAX_SYMBOLS: 5
    N_PLACEBO: 10
  timeout: 120
case_studies/sp500_options/11_model_analysis:
  timeout: 300
case_studies/sp500_options/12_backtest:
  parameters:
    MAX_SYMBOLS: 5
    TOP_K: 2
  timeout: 120
case_studies/sp500_options/13_portfolio_management:
  skip: true
  skip_reason: "Depends on 12_backtest signal-stage results — see that entry's skip_reason."
case_studies/sp500_options/14_costs: {}
case_studies/sp500_options/15_risk_management:
  skip: true
  skip_reason: "Depends on 13_portfolio_management allocation-stage results — see 12_backtest entry."
case_studies/sp500_options/16_strategy_analysis:
  skip: true
  skip_reason: 'Depends on 13_portfolio_management allocation-stage results — see 12_backtest entry.'
case_studies/sp500_options/90_ic_diagnostic:
  parameters:
    MAX_SYMBOLS: 5
  timeout: 120
case_studies/us_equities_panel/01_feasibility_analysis:
  parameters:
    MAX_SYMBOLS: 5
    START_DATE: '2000-01-01'
  timeout: 120
case_studies/us_equities_panel/02_labels:
  parameters:
    MAX_SYMBOLS: 5
    START_DATE: '2000-01-01'
  timeout: 120
case_studies/us_equities_panel/03_financial_features:
  parameters:
    GARCH_MIN_OBS: 50
    HMM_N_RESTARTS: 1
    MAX_SAMPLE_ASSETS: 3
    MAX_SYMBOLS: 5
    MIN_OBS: 10
    MIN_TRAIN_BARS: 10
    N_RESTARTS: 1
    START_DATE: '2000-01-01'
  timeout: 600
case_studies/us_equities_panel/04_model_based_features:
  parameters:
    GARCH_MIN_OBS: 50
    HMM_N_RESTARTS: 1
    MAX_SAMPLE_ASSETS: 3
    MAX_SYMBOLS: 5
    MIN_OBS: 10
    MIN_TRAIN_BARS: 10
    N_RESTARTS: 1
    START_DATE: '2000-01-01'
  timeout: 300
case_studies/us_equities_panel/05_evaluation:
  parameters:
    MAX_SYMBOLS: 5
  timeout: 300
case_studies/us_equities_panel/06_linear:
  parameters:
    MAX_FOLDS: 2
    MAX_SYMBOLS: 5
  timeout: 120
case_studies/us_equities_panel/07_gbm:
  parameters:
    MAX_FOLDS: 2
    MAX_SYMBOLS: 5
    NUM_BOOST_ROUND: 5
  timeout: 180
case_studies/us_equities_panel/08_tabular_dl:
  parameters:
    BATCH_SIZE: 32
    MAX_FOLDS: 2
    MAX_SYMBOLS: 20
    N_EPOCHS: 1
  timeout: 180
case_studies/us_equities_panel/09_dl_nlinear:
  parameters:
    BATCH_SIZE: 32
    LOOKBACK: 5
    MAX_FOLDS: 2
    MAX_SYMBOLS: 5
    N_EPOCHS: 1
  timeout: 600
case_studies/us_equities_panel/10_dl_lstm:
  parameters:
    BATCH_SIZE: 32
    LOOKBACK: 5
    MAX_FOLDS: 2
    MAX_SYMBOLS: 5
    N_EPOCHS: 1
  timeout: 600
case_studies/us_equities_panel/11_dl_tsmixer:
  # Pin a small symbol whitelist that exists in the reduced test-data raw panel
  # (load_us_equities) so the Darts horizon-aware base-target join is non-empty.
  # The default MAX_SYMBOLS top-by-history selection picks production symbols
  # absent from the sampled raw panel; SYMBOLS overrides it. Sibling lstm/nlinear
  # use a non-Darts path and don't need this.
  parameters:
    BATCH_SIZE: 32
    LOOKBACK: 5
    MAX_FOLDS: 2
    SYMBOLS: [AAPL, AMD, AIG, AMAT, BAC]
    N_EPOCHS: 1
  timeout: 600
case_studies/us_equities_panel/12_dl_weekly:
  parameters:
    BATCH_SIZE: 32
    LOOKBACK: 5
    MAX_FOLDS: 2
    MAX_SYMBOLS: 5
    N_EPOCHS: 1
  timeout: 600
case_studies/us_equities_panel/13_latent_factors:
  parameters:
    FORCE_RETRAIN: true
    MAX_FOLDS: 2
    MAX_SYMBOLS: 5
    N_EPOCHS: 1
    N_FACTORS: 2
  timeout: 600
case_studies/us_equities_panel/13a_pca:
  skip: true
  skip_reason: 'TEMPORARY: DL training stage 300s timeout under trimmed test-data; needs full fixture rebuild'
case_studies/us_equities_panel/13b_ipca:
  skip: true
  skip_reason: 'TEMPORARY: DL training stage 300s timeout under trimmed test-data; needs full fixture rebuild'
case_studies/us_equities_panel/14_causal_dml:
  parameters:
    CV_FOLDS: 2
    MAX_SAMPLES: 5000
    MAX_SYMBOLS: 5
    N_PLACEBO: 10
  timeout: 120
case_studies/us_equities_panel/15_model_analysis:
  timeout: 300
case_studies/us_equities_panel/16_backtest:
  parameters:
    MAX_SYMBOLS: 5
    TOP_K: 2
  timeout: 600
case_studies/us_equities_panel/17_portfolio_management: *id001
case_studies/us_equities_panel/18_costs: *id002
case_studies/us_equities_panel/19_risk_management: *id003
case_studies/us_equities_panel/20_strategy_analysis:
  parameters:
    MAX_SYMBOLS: 5
  timeout: 600
case_studies/us_firm_characteristics/01_feasibility_analysis:
  timeout: 120
case_studies/us_firm_characteristics/02_labels:
  parameters:
    MAX_SYMBOLS: 5
    START_DATE: '2000-01-01'
  timeout: 120
case_studies/us_firm_characteristics/03_financial_features:
  parameters:
    GARCH_MIN_OBS: 50
    HMM_N_RESTARTS: 1
    MAX_SAMPLE_ASSETS: 3
    MAX_SYMBOLS: 5
    MIN_OBS: 10
    MIN_TRAIN_BARS: 10
    N_RESTARTS: 1
    START_DATE: '2000-01-01'
  timeout: 120
case_studies/us_firm_characteristics/04_evaluation:
  parameters:
    MAX_SYMBOLS: 5
  timeout: 300
case_studies/us_firm_characteristics/05_linear:
  parameters:
    MAX_FOLDS: 2
    MAX_SYMBOLS: 5
  timeout: 120
case_studies/us_firm_characteristics/06_gbm:
  parameters:
    MAX_FOLDS: 2
    MAX_SYMBOLS: 5
    NUM_BOOST_ROUND: 5
  timeout: 180
case_studies/us_firm_characteristics/07_tabular_dl:
  parameters:
    BATCH_SIZE: 32
    MAX_FOLDS: 2
    MAX_SYMBOLS: 30
    N_EPOCHS: 1
  timeout: 180
case_studies/us_firm_characteristics/08_latent_factors:
  gpu: true
  parameters:
    FORCE_RETRAIN: true
    MAX_FOLDS: 2
    MAX_SYMBOLS: 5
    N_EPOCHS: 2
    N_FACTORS: 2
  timeout: 300
case_studies/us_firm_characteristics/08c_stochastic_discount_factor:
  skip: true
  skip_reason: 'TEMPORARY: case-study end-to-end pipeline times out or fails with trimmed test-data; needs full fixture rebuild'
case_studies/us_firm_characteristics/08d_supervised_autoencoder:
  skip: true
  skip_reason: 'TEMPORARY: case-study end-to-end pipeline times out or fails with trimmed test-data; needs full fixture rebuild'
case_studies/us_firm_characteristics/09_causal_dml:
  parameters:
    CV_FOLDS: 2
    MAX_SAMPLES: 5000
    MAX_SYMBOLS: 5
    N_PLACEBO: 10
  timeout: 120
case_studies/us_firm_characteristics/10_model_analysis:
  timeout: 300
case_studies/us_firm_characteristics/11_backtest:
  parameters:
    MAX_SYMBOLS: 5
    TOP_K: 2
  timeout: 120
case_studies/us_firm_characteristics/12_portfolio_management: *id001
case_studies/us_firm_characteristics/13_costs: *id002
case_studies/us_firm_characteristics/14_risk_management: *id003
case_studies/us_firm_characteristics/15_strategy_analysis:
  skip: true
  skip_reason: "Test-data load_firm_characteristics() returns 80 firms/day; the NB's liquidity-profile section requires >=100 firms/day. Needs expanded test-data fixture (>=100 firms) before this NB can run under MAX_SYMBOLS=5."
data/crypto/dataset_card:
  skip: true
  skip_reason: Data download notebook (requires API access)
  tier: weekly
data/equities/market/microstructure/dataset_card:
  timeout: 120
data/equities/market/us_equities/dataset_card:
  skip: true
  skip_reason: Data download notebook (requires API access)
  tier: weekly
data/factors/dataset_card:
  timeout: 120
data/fx/dataset_card:
  skip: true
  skip_reason: Data download notebook (requires API access)
  tier: weekly