Index A | B | C | D | E | F | G | H | I | L | M | N | O | P | R | S | T | V | W | X | Z A access_data() (finol.data_layer.DatasetLoader method) add_module() (finol.model_layer.AlphaPortfolio method) (finol.model_layer.AlphaStock method) (finol.model_layer.CNN method) (finol.model_layer.CNN_JF method) (finol.model_layer.CustomModel method) (finol.model_layer.DNN method) (finol.model_layer.GRU method) (finol.model_layer.LSRE_CAAN method) (finol.model_layer.LSTM method) (finol.model_layer.RNN method) (finol.model_layer.TCN method) (finol.model_layer.Transformer method) AlphaPortfolio (class in finol.model_layer) AlphaStock (class in finol.model_layer) apply() (finol.model_layer.AlphaPortfolio method) (finol.model_layer.AlphaStock method) (finol.model_layer.CNN method) (finol.model_layer.CNN_JF method) (finol.model_layer.CustomModel method) (finol.model_layer.DNN method) (finol.model_layer.GRU method) (finol.model_layer.LSRE_CAAN method) (finol.model_layer.LSTM method) (finol.model_layer.RNN method) (finol.model_layer.TCN method) (finol.model_layer.Transformer method) augment_data() (finol.data_layer.DatasetLoader method) B BenchmarkLoader (class in finol.evaluation_layer) bfloat16() (finol.model_layer.AlphaPortfolio method) (finol.model_layer.AlphaStock method) (finol.model_layer.CNN method) (finol.model_layer.CNN_JF method) (finol.model_layer.CustomModel method) (finol.model_layer.DNN method) (finol.model_layer.GRU method) (finol.model_layer.LSRE_CAAN method) (finol.model_layer.LSTM method) (finol.model_layer.RNN method) (finol.model_layer.TCN method) (finol.model_layer.Transformer method) buffers() (finol.model_layer.AlphaPortfolio method) (finol.model_layer.AlphaStock method) (finol.model_layer.CNN method) (finol.model_layer.CNN_JF method) (finol.model_layer.CustomModel method) (finol.model_layer.DNN method) (finol.model_layer.GRU method) (finol.model_layer.LSRE_CAAN method) (finol.model_layer.LSTM method) (finol.model_layer.RNN method) (finol.model_layer.TCN method) (finol.model_layer.Transformer method) C calculate_annual_percentage_yield() (finol.evaluation_layer.MetricCalculator method) calculate_average_turnover() (finol.evaluation_layer.MetricCalculator method) calculate_final_cumulative_wealth() (finol.evaluation_layer.MetricCalculator method) calculate_maximum_drawdown() (finol.evaluation_layer.MetricCalculator method) calculate_metric() (finol.evaluation_layer.MetricCalculator method) calculate_portfolios() (finol.evaluation_layer.MetricCalculator method) calculate_runtime() (finol.evaluation_layer.MetricCalculator method) calculate_sharpe_ratio() (finol.evaluation_layer.MetricCalculator method) calculate_transaction_costs_wealth() (finol.evaluation_layer.MetricCalculator method) calculate_volatility_risk() (finol.evaluation_layer.MetricCalculator method) calculate_zscore() (finol.data_layer.DatasetLoader method) children() (finol.model_layer.AlphaPortfolio method) (finol.model_layer.AlphaStock method) (finol.model_layer.CNN method) (finol.model_layer.CNN_JF method) (finol.model_layer.CustomModel method) (finol.model_layer.DNN method) (finol.model_layer.GRU method) (finol.model_layer.LSRE_CAAN method) (finol.model_layer.LSTM method) (finol.model_layer.RNN method) (finol.model_layer.TCN method) (finol.model_layer.Transformer method) clean_data() (finol.data_layer.DatasetLoader method) CNN (class in finol.model_layer) CNN_JF (class in finol.model_layer) compute_custom_criterion_loss() (finol.optimization_layer.CriterionSelector method) compute_l2_concentration_loss() (finol.optimization_layer.CriterionSelector method) compute_l2_diversification_loss() (finol.optimization_layer.CriterionSelector method) compute_log_wealth_l2_concentration_loss() (finol.optimization_layer.CriterionSelector method) compute_log_wealth_l2_diversification_loss() (finol.optimization_layer.CriterionSelector method) compute_log_wealth_loss() (finol.optimization_layer.CriterionSelector method) compute_sharpe_ratio_loss() (finol.optimization_layer.CriterionSelector method) compute_volatility_loss() (finol.optimization_layer.CriterionSelector method) cpu() (finol.model_layer.AlphaPortfolio method) (finol.model_layer.AlphaStock method) (finol.model_layer.CNN method) (finol.model_layer.CNN_JF method) (finol.model_layer.CustomModel method) (finol.model_layer.DNN method) (finol.model_layer.GRU method) (finol.model_layer.LSRE_CAAN method) (finol.model_layer.LSTM method) (finol.model_layer.RNN method) (finol.model_layer.TCN method) (finol.model_layer.Transformer method) CriterionSelector (class in finol.optimization_layer) cuda() (finol.model_layer.AlphaPortfolio method) (finol.model_layer.AlphaStock method) (finol.model_layer.CNN method) (finol.model_layer.CNN_JF method) (finol.model_layer.CustomModel method) (finol.model_layer.DNN method) (finol.model_layer.GRU method) (finol.model_layer.LSRE_CAAN method) (finol.model_layer.LSTM method) (finol.model_layer.RNN method) (finol.model_layer.TCN method) (finol.model_layer.Transformer method) CustomModel (class in finol.model_layer) D DatasetLoader (class in finol.data_layer) DistillerSelector (class in finol.evaluation_layer) DNN (class in finol.model_layer) double() (finol.model_layer.AlphaPortfolio method) (finol.model_layer.AlphaStock method) (finol.model_layer.CNN method) (finol.model_layer.CNN_JF method) (finol.model_layer.CustomModel method) (finol.model_layer.DNN method) (finol.model_layer.GRU method) (finol.model_layer.LSRE_CAAN method) (finol.model_layer.LSTM method) (finol.model_layer.RNN method) (finol.model_layer.TCN method) (finol.model_layer.Transformer method) E economic_distillation() (finol.evaluation_layer.EconomicDistiller method) EconomicDistiller (class in finol.evaluation_layer) eval() (finol.model_layer.AlphaPortfolio method) (finol.model_layer.AlphaStock method) (finol.model_layer.CNN method) (finol.model_layer.CNN_JF method) (finol.model_layer.CustomModel method) (finol.model_layer.DNN method) (finol.model_layer.GRU method) (finol.model_layer.LSRE_CAAN method) (finol.model_layer.LSTM method) (finol.model_layer.RNN method) (finol.model_layer.TCN method) (finol.model_layer.Transformer method) evaluate_model() (finol.evaluation_layer.ModelEvaluator method) extra_repr() (finol.model_layer.AlphaPortfolio method) (finol.model_layer.AlphaStock method) (finol.model_layer.CNN method) (finol.model_layer.CNN_JF method) (finol.model_layer.CustomModel method) (finol.model_layer.DNN method) (finol.model_layer.GRU method) (finol.model_layer.LSRE_CAAN method) (finol.model_layer.LSTM method) (finol.model_layer.RNN method) (finol.model_layer.TCN method) (finol.model_layer.Transformer method) F feature_engineering() (finol.data_layer.DatasetLoader method) find_top_5_baselines() (finol.evaluation_layer.BenchmarkLoader method) finol.config module finol.data_layer module finol.evaluation_layer module finol.model_layer module finol.optimization_layer module float() (finol.model_layer.AlphaPortfolio method) (finol.model_layer.AlphaStock method) (finol.model_layer.CNN method) (finol.model_layer.CNN_JF method) (finol.model_layer.CustomModel method) (finol.model_layer.DNN method) (finol.model_layer.GRU method) (finol.model_layer.LSRE_CAAN method) (finol.model_layer.LSTM method) (finol.model_layer.RNN method) (finol.model_layer.TCN method) (finol.model_layer.Transformer method) forward() (finol.model_layer.AlphaPortfolio method) (finol.model_layer.AlphaStock method) (finol.model_layer.CNN method) (finol.model_layer.CNN_JF method) (finol.model_layer.CustomModel method) (finol.model_layer.DNN method) (finol.model_layer.GRU method) (finol.model_layer.LSRE_CAAN method) (finol.model_layer.LSTM method) (finol.model_layer.RNN method) (finol.model_layer.TCN method) (finol.model_layer.Transformer method) G get_buffer() (finol.model_layer.AlphaPortfolio method) (finol.model_layer.AlphaStock method) (finol.model_layer.CNN method) (finol.model_layer.CNN_JF method) (finol.model_layer.CustomModel method) (finol.model_layer.DNN method) (finol.model_layer.GRU method) (finol.model_layer.LSRE_CAAN method) (finol.model_layer.LSTM method) (finol.model_layer.RNN method) (finol.model_layer.TCN method) (finol.model_layer.Transformer method) get_extra_state() (finol.model_layer.AlphaPortfolio method) (finol.model_layer.AlphaStock method) (finol.model_layer.CNN method) (finol.model_layer.CNN_JF method) (finol.model_layer.CustomModel method) (finol.model_layer.DNN method) (finol.model_layer.GRU method) (finol.model_layer.LSRE_CAAN method) (finol.model_layer.LSTM method) (finol.model_layer.RNN method) (finol.model_layer.TCN method) (finol.model_layer.Transformer method) get_parameter() (finol.model_layer.AlphaPortfolio method) (finol.model_layer.AlphaStock method) (finol.model_layer.CNN method) (finol.model_layer.CNN_JF method) (finol.model_layer.CustomModel method) (finol.model_layer.DNN method) (finol.model_layer.GRU method) (finol.model_layer.LSRE_CAAN method) (finol.model_layer.LSTM method) (finol.model_layer.RNN method) (finol.model_layer.TCN method) (finol.model_layer.Transformer method) get_submodule() (finol.model_layer.AlphaPortfolio method) (finol.model_layer.AlphaStock method) (finol.model_layer.CNN method) (finol.model_layer.CNN_JF method) (finol.model_layer.CustomModel method) (finol.model_layer.DNN method) (finol.model_layer.GRU method) (finol.model_layer.LSRE_CAAN method) (finol.model_layer.LSTM method) (finol.model_layer.RNN method) (finol.model_layer.TCN method) (finol.model_layer.Transformer method) GRU (class in finol.model_layer) H half() (finol.model_layer.AlphaPortfolio method) (finol.model_layer.AlphaStock method) (finol.model_layer.CNN method) (finol.model_layer.CNN_JF method) (finol.model_layer.CustomModel method) (finol.model_layer.DNN method) (finol.model_layer.GRU method) (finol.model_layer.LSRE_CAAN method) (finol.model_layer.LSTM method) (finol.model_layer.RNN method) (finol.model_layer.TCN method) (finol.model_layer.Transformer method) I instantiate_model() (finol.model_layer.ModelInstantiator method) ipu() (finol.model_layer.AlphaPortfolio method) (finol.model_layer.AlphaStock method) (finol.model_layer.CNN method) (finol.model_layer.CNN_JF method) (finol.model_layer.CustomModel method) (finol.model_layer.DNN method) (finol.model_layer.GRU method) (finol.model_layer.LSRE_CAAN method) (finol.model_layer.LSTM method) (finol.model_layer.RNN method) (finol.model_layer.TCN method) (finol.model_layer.Transformer method) L load_benchmark() (finol.evaluation_layer.BenchmarkLoader method) load_dataset() (finol.data_layer.DatasetLoader method) load_state_dict() (finol.model_layer.AlphaPortfolio method) (finol.model_layer.AlphaStock method) (finol.model_layer.CNN method) (finol.model_layer.CNN_JF method) (finol.model_layer.CustomModel method) (finol.model_layer.DNN method) (finol.model_layer.GRU method) (finol.model_layer.LSRE_CAAN method) (finol.model_layer.LSTM method) (finol.model_layer.RNN method) (finol.model_layer.TCN method) (finol.model_layer.Transformer method) LSRE_CAAN (class in finol.model_layer) LSTM (class in finol.model_layer) M make_label() (finol.data_layer.DatasetLoader method) MetricCalculator (class in finol.evaluation_layer) ModelEvaluator (class in finol.evaluation_layer) ModelInstantiator (class in finol.model_layer) ModelTrainer (class in finol.optimization_layer) module finol.config finol.data_layer finol.evaluation_layer finol.model_layer finol.optimization_layer modules() (finol.model_layer.AlphaPortfolio method) (finol.model_layer.AlphaStock method) (finol.model_layer.CNN method) (finol.model_layer.CNN_JF method) (finol.model_layer.CustomModel method) (finol.model_layer.DNN method) (finol.model_layer.GRU method) (finol.model_layer.LSRE_CAAN method) (finol.model_layer.LSTM method) (finol.model_layer.RNN method) (finol.model_layer.TCN method) (finol.model_layer.Transformer method) N named_buffers() (finol.model_layer.AlphaPortfolio method) (finol.model_layer.AlphaStock method) (finol.model_layer.CNN method) (finol.model_layer.CNN_JF method) (finol.model_layer.CustomModel method) (finol.model_layer.DNN method) (finol.model_layer.GRU method) (finol.model_layer.LSRE_CAAN method) (finol.model_layer.LSTM method) (finol.model_layer.RNN method) (finol.model_layer.TCN method) (finol.model_layer.Transformer method) named_children() (finol.model_layer.AlphaPortfolio method) (finol.model_layer.AlphaStock method) (finol.model_layer.CNN method) (finol.model_layer.CNN_JF method) (finol.model_layer.CustomModel method) (finol.model_layer.DNN method) (finol.model_layer.GRU method) (finol.model_layer.LSRE_CAAN method) (finol.model_layer.LSTM method) (finol.model_layer.RNN method) (finol.model_layer.TCN method) (finol.model_layer.Transformer method) named_modules() (finol.model_layer.AlphaPortfolio method) (finol.model_layer.AlphaStock method) (finol.model_layer.CNN method) (finol.model_layer.CNN_JF method) (finol.model_layer.CustomModel method) (finol.model_layer.DNN method) (finol.model_layer.GRU method) (finol.model_layer.LSRE_CAAN method) (finol.model_layer.LSTM method) (finol.model_layer.RNN method) (finol.model_layer.TCN method) (finol.model_layer.Transformer method) named_parameters() (finol.model_layer.AlphaPortfolio method) (finol.model_layer.AlphaStock method) (finol.model_layer.CNN method) (finol.model_layer.CNN_JF method) (finol.model_layer.CustomModel method) (finol.model_layer.DNN method) (finol.model_layer.GRU method) (finol.model_layer.LSRE_CAAN method) (finol.model_layer.LSTM method) (finol.model_layer.RNN method) (finol.model_layer.TCN method) (finol.model_layer.Transformer method) normalize_data() (finol.data_layer.DatasetLoader method) O objective() (finol.optimization_layer.ParametersTuner method) OptimizerSelector (class in finol.optimization_layer) P parameters() (finol.model_layer.AlphaPortfolio method) (finol.model_layer.AlphaStock method) (finol.model_layer.CNN method) (finol.model_layer.CNN_JF method) (finol.model_layer.CustomModel method) (finol.model_layer.DNN method) (finol.model_layer.GRU method) (finol.model_layer.LSRE_CAAN method) (finol.model_layer.LSTM method) (finol.model_layer.RNN method) (finol.model_layer.TCN method) (finol.model_layer.Transformer method) ParametersTuner (class in finol.optimization_layer) plot_daily_cumulative_wealth() (finol.evaluation_layer.ResultVisualizer method) plot_daily_drawdown() (finol.evaluation_layer.ResultVisualizer method) plot_daily_maximum_drawdown() (finol.evaluation_layer.ResultVisualizer method) plot_loss() (finol.optimization_layer.ModelTrainer method) plot_radar_chart() (finol.evaluation_layer.ResultVisualizer method) plot_transaction_costs_adjusted_wealth() (finol.evaluation_layer.ResultVisualizer method) R register_backward_hook() (finol.model_layer.AlphaPortfolio method) (finol.model_layer.AlphaStock method) (finol.model_layer.CNN method) (finol.model_layer.CNN_JF method) (finol.model_layer.CustomModel method) (finol.model_layer.DNN method) (finol.model_layer.GRU method) (finol.model_layer.LSRE_CAAN method) (finol.model_layer.LSTM method) (finol.model_layer.RNN method) (finol.model_layer.TCN method) (finol.model_layer.Transformer method) register_buffer() (finol.model_layer.AlphaPortfolio method) (finol.model_layer.AlphaStock method) (finol.model_layer.CNN method) (finol.model_layer.CNN_JF method) (finol.model_layer.CustomModel method) (finol.model_layer.DNN method) (finol.model_layer.GRU method) (finol.model_layer.LSRE_CAAN method) (finol.model_layer.LSTM method) (finol.model_layer.RNN method) (finol.model_layer.TCN method) (finol.model_layer.Transformer method) register_forward_hook() (finol.model_layer.AlphaPortfolio method) (finol.model_layer.AlphaStock method) (finol.model_layer.CNN method) (finol.model_layer.CNN_JF method) (finol.model_layer.CustomModel method) (finol.model_layer.DNN method) (finol.model_layer.GRU method) (finol.model_layer.LSRE_CAAN method) (finol.model_layer.LSTM method) (finol.model_layer.RNN method) (finol.model_layer.TCN method) (finol.model_layer.Transformer method) register_forward_pre_hook() (finol.model_layer.AlphaPortfolio method) (finol.model_layer.AlphaStock method) (finol.model_layer.CNN method) (finol.model_layer.CNN_JF method) (finol.model_layer.CustomModel method) (finol.model_layer.DNN method) (finol.model_layer.GRU method) (finol.model_layer.LSRE_CAAN method) (finol.model_layer.LSTM method) (finol.model_layer.RNN method) (finol.model_layer.TCN method) (finol.model_layer.Transformer method) register_full_backward_hook() (finol.model_layer.AlphaPortfolio method) (finol.model_layer.AlphaStock method) (finol.model_layer.CNN method) (finol.model_layer.CNN_JF method) (finol.model_layer.CustomModel method) (finol.model_layer.DNN method) (finol.model_layer.GRU method) (finol.model_layer.LSRE_CAAN method) (finol.model_layer.LSTM method) (finol.model_layer.RNN method) (finol.model_layer.TCN method) (finol.model_layer.Transformer method) register_load_state_dict_post_hook() (finol.model_layer.AlphaPortfolio method) (finol.model_layer.AlphaStock method) (finol.model_layer.CNN method) (finol.model_layer.CNN_JF method) (finol.model_layer.CustomModel method) (finol.model_layer.DNN method) (finol.model_layer.GRU method) (finol.model_layer.LSRE_CAAN method) (finol.model_layer.LSTM method) (finol.model_layer.RNN method) (finol.model_layer.TCN method) (finol.model_layer.Transformer method) register_module() (finol.model_layer.AlphaPortfolio method) (finol.model_layer.AlphaStock method) (finol.model_layer.CNN method) (finol.model_layer.CNN_JF method) (finol.model_layer.CustomModel method) (finol.model_layer.DNN method) (finol.model_layer.GRU method) (finol.model_layer.LSRE_CAAN method) (finol.model_layer.LSTM method) (finol.model_layer.RNN method) (finol.model_layer.TCN method) (finol.model_layer.Transformer method) register_parameter() (finol.model_layer.AlphaPortfolio method) (finol.model_layer.AlphaStock method) (finol.model_layer.CNN method) (finol.model_layer.CNN_JF method) (finol.model_layer.CustomModel method) (finol.model_layer.DNN method) (finol.model_layer.GRU method) (finol.model_layer.LSRE_CAAN method) (finol.model_layer.LSTM method) (finol.model_layer.RNN method) (finol.model_layer.TCN method) (finol.model_layer.Transformer method) requires_grad_() (finol.model_layer.AlphaPortfolio method) (finol.model_layer.AlphaStock method) (finol.model_layer.CNN method) (finol.model_layer.CNN_JF method) (finol.model_layer.CustomModel method) (finol.model_layer.DNN method) (finol.model_layer.GRU method) (finol.model_layer.LSRE_CAAN method) (finol.model_layer.LSTM method) (finol.model_layer.RNN method) (finol.model_layer.TCN method) (finol.model_layer.Transformer method) ResultVisualizer (class in finol.evaluation_layer) RNN (class in finol.model_layer) S sample_params() (finol.optimization_layer.ParametersTuner method) ScalerSelector (class in finol.data_layer) select_distiller() (finol.evaluation_layer.DistillerSelector method) select_optimizer() (finol.optimization_layer.OptimizerSelector method) select_pruner() (finol.optimization_layer.ParametersTuner method) select_sampler() (finol.optimization_layer.ParametersTuner method) select_scaler() (finol.data_layer.ScalerSelector method) set_extra_state() (finol.model_layer.AlphaPortfolio method) (finol.model_layer.AlphaStock method) (finol.model_layer.CNN method) (finol.model_layer.CNN_JF method) (finol.model_layer.CustomModel method) (finol.model_layer.DNN method) (finol.model_layer.GRU method) (finol.model_layer.LSRE_CAAN method) (finol.model_layer.LSTM method) (finol.model_layer.RNN method) (finol.model_layer.TCN method) (finol.model_layer.Transformer method) share_memory() (finol.model_layer.AlphaPortfolio method) (finol.model_layer.AlphaStock method) (finol.model_layer.CNN method) (finol.model_layer.CNN_JF method) (finol.model_layer.CustomModel method) (finol.model_layer.DNN method) (finol.model_layer.GRU method) (finol.model_layer.LSRE_CAAN method) (finol.model_layer.LSTM method) (finol.model_layer.RNN method) (finol.model_layer.TCN method) (finol.model_layer.Transformer method) split_data() (finol.data_layer.DatasetLoader method) state_dict() (finol.model_layer.AlphaPortfolio method) (finol.model_layer.AlphaStock method) (finol.model_layer.CNN method) (finol.model_layer.CNN_JF method) (finol.model_layer.CustomModel method) (finol.model_layer.DNN method) (finol.model_layer.GRU method) (finol.model_layer.LSRE_CAAN method) (finol.model_layer.LSTM method) (finol.model_layer.RNN method) (finol.model_layer.TCN method) (finol.model_layer.Transformer method) T TCN (class in finol.model_layer) to() (finol.model_layer.AlphaPortfolio method) (finol.model_layer.AlphaStock method) (finol.model_layer.CNN method) (finol.model_layer.CNN_JF method) (finol.model_layer.CustomModel method) (finol.model_layer.DNN method) (finol.model_layer.GRU method) (finol.model_layer.LSRE_CAAN method) (finol.model_layer.LSTM method) (finol.model_layer.RNN method) (finol.model_layer.TCN method) (finol.model_layer.Transformer method) to_empty() (finol.model_layer.AlphaPortfolio method) (finol.model_layer.AlphaStock method) (finol.model_layer.CNN method) (finol.model_layer.CNN_JF method) (finol.model_layer.CustomModel method) (finol.model_layer.DNN method) (finol.model_layer.GRU method) (finol.model_layer.LSRE_CAAN method) (finol.model_layer.LSTM method) (finol.model_layer.RNN method) (finol.model_layer.TCN method) (finol.model_layer.Transformer method) train() (finol.model_layer.AlphaPortfolio method) (finol.model_layer.AlphaStock method) (finol.model_layer.CNN method) (finol.model_layer.CNN_JF method) (finol.model_layer.CustomModel method) (finol.model_layer.DNN method) (finol.model_layer.GRU method) (finol.model_layer.LSRE_CAAN method) (finol.model_layer.LSTM method) (finol.model_layer.RNN method) (finol.model_layer.TCN method) (finol.model_layer.Transformer method) train_model() (finol.optimization_layer.ModelTrainer method) Transformer (class in finol.model_layer) tune_parameters() (finol.optimization_layer.ParametersTuner method) type() (finol.model_layer.AlphaPortfolio method) (finol.model_layer.AlphaStock method) (finol.model_layer.CNN method) (finol.model_layer.CNN_JF method) (finol.model_layer.CustomModel method) (finol.model_layer.DNN method) (finol.model_layer.GRU method) (finol.model_layer.LSRE_CAAN method) (finol.model_layer.LSTM method) (finol.model_layer.RNN method) (finol.model_layer.TCN method) (finol.model_layer.Transformer method) V visualize_result() (finol.evaluation_layer.ResultVisualizer method) W window_normalize() (finol.data_layer.ScalerSelector method) window_normalize_via_MaxAbsScaler() (finol.data_layer.ScalerSelector method) window_normalize_via_MinMaxScaler() (finol.data_layer.ScalerSelector method) window_normalize_via_RobustScaler() (finol.data_layer.ScalerSelector method) window_normalize_via_StandardScaler() (finol.data_layer.ScalerSelector method) X xpu() (finol.model_layer.AlphaPortfolio method) (finol.model_layer.AlphaStock method) (finol.model_layer.CNN method) (finol.model_layer.CNN_JF method) (finol.model_layer.CustomModel method) (finol.model_layer.DNN method) (finol.model_layer.GRU method) (finol.model_layer.LSRE_CAAN method) (finol.model_layer.LSTM method) (finol.model_layer.RNN method) (finol.model_layer.TCN method) (finol.model_layer.Transformer method) Z zero_grad() (finol.model_layer.AlphaPortfolio method) (finol.model_layer.AlphaStock method) (finol.model_layer.CNN method) (finol.model_layer.CNN_JF method) (finol.model_layer.CustomModel method) (finol.model_layer.DNN method) (finol.model_layer.GRU method) (finol.model_layer.LSRE_CAAN method) (finol.model_layer.LSTM method) (finol.model_layer.RNN method) (finol.model_layer.TCN method) (finol.model_layer.Transformer method)