Index

_

__contains__() (multiml.hyperparameter.Hyperparameters method) (multiml.Hyperparameters method), [1] (multiml.StoreGate method), [1] (multiml.storegate.StoreGate method) __delitem__() (multiml.Saver method), [1] (multiml.saver.Saver method) (multiml.StoreGate method), [1] (multiml.storegate.StoreGate method) __getitem__() (multiml.hyperparameter.Hyperparameter method) (multiml.hyperparameter.Hyperparameters method) (multiml.Hyperparameters method), [1] (multiml.Saver method), [1] (multiml.saver.Saver method) (multiml.StoreGate method), [1] (multiml.storegate.StoreGate method) (multiml.task.pytorch.datasets.numpy_dataset.NumpyDataset method) (multiml.task.pytorch.datasets.NumpyDataset method) (multiml.task.pytorch.datasets.storegate_dataset.StoreGateDataset method) (multiml.task.pytorch.datasets.StoreGateDataset method) (multiml.task_scheduler.TaskScheduler method) (multiml.TaskScheduler method), [1] __init__() (multiml.agent.BaseAgent method), [1], [2] (multiml.agent.basic.base.BaseAgent method) (multiml.agent.basic.BaseAgent method) (multiml.agent.basic.connection_grid_search.ConnectionGridSearchAgent method) (multiml.agent.basic.connection_random_search.ConnectionRandomSearchAgent method) (multiml.agent.basic.ConnectionGridSearchAgent method) (multiml.agent.basic.ConnectionRandomSearchAgent method) (multiml.agent.basic.grid_search.GridSearchAgent method) (multiml.agent.basic.GridSearchAgent method) (multiml.agent.basic.random_search.RandomSearchAgent method) (multiml.agent.basic.RandomSearchAgent method) (multiml.agent.basic.sequential.SequentialAgent method) (multiml.agent.basic.SequentialAgent method) (multiml.agent.GridSearchAgent method), [1], [2] (multiml.agent.keras.callback.AlphaDumperCallback method) (multiml.agent.keras.callback.EachLossDumperCallback method) (multiml.agent.keras.keras_darts.KerasDartsAgent method) (multiml.agent.keras.keras_ensemble.KerasEnsembleAgent method) (multiml.agent.keras.KerasDartsAgent method) (multiml.agent.keras.KerasEnsembleAgent method) (multiml.agent.metric.ACCMetric method) (multiml.agent.metric.AUCMetric method) (multiml.agent.metric.BaseMetric method) (multiml.agent.metric.MSEMetric method) (multiml.agent.metric.RandomMetric method) (multiml.agent.metric.ValueMetric method) (multiml.agent.metric.ZeroMetric method) (multiml.agent.pytorch.pytorch_asngnas.PytorchASNGNASAgent method) (multiml.agent.pytorch.pytorch_sposnas.PytorchSPOSNASAgent method) (multiml.agent.pytorch.PytorchASNGNASAgent method) (multiml.agent.pytorch.PytorchSPOSNASAgent method) (multiml.agent.RandomSearchAgent method), [1], [2] (multiml.agent.SequentialAgent method), [1], [2] (multiml.database.hybrid_database.HybridDatabase method) (multiml.database.HybridDatabase method) (multiml.database.numpy_database.NumpyDatabase method) (multiml.database.NumpyDatabase method) (multiml.database.zarr_database.ZarrDatabase method) (multiml.database.ZarrDatabase method) (multiml.hyperparameter.Hyperparameter method) (multiml.hyperparameter.Hyperparameters method) (multiml.Hyperparameters method), [1], [2] (multiml.Saver method), [1], [2] (multiml.saver.Saver method) (multiml.StoreGate method), [1], [2] (multiml.storegate.StoreGate method) (multiml.task.BaseTask method), [1], [2] (multiml.task.basic.base.BaseTask method) (multiml.task.basic.BaseTask method) (multiml.task.basic.ml_base.MLBaseTask method) (multiml.task.basic.ml_env.MLEnv method) (multiml.task.basic.ml_model_connection.ModelConnectionTask method) (multiml.task.basic.MLBaseTask method) (multiml.task.basic.MLEnv method) (multiml.task.basic.ModelConnectionTask method) (multiml.task.basic.modules.connection_model.ConnectionModel method) (multiml.task.basic.modules.ConnectionModel method) (multiml.task.keras.Conv2DTask method) (multiml.task.keras.DARTSTask method) (multiml.task.keras.EnsembleTask method) (multiml.task.keras.keras_base.KerasBaseTask method) (multiml.task.keras.keras_conv2d.Conv2DTask method) (multiml.task.keras.keras_darts.DARTSTask method) (multiml.task.keras.keras_ensemble.EnsembleTask method) (multiml.task.keras.keras_mlp.MLPTask method) (multiml.task.keras.KerasBaseTask method), [1], [2] (multiml.task.keras.MLPTask method) (multiml.task.keras.modules.base_model.BaseModel method) (multiml.task.keras.modules.BaseModel method) (multiml.task.keras.modules.connection_model.ConnectionModel method) (multiml.task.keras.modules.ConnectionModel method) (multiml.task.keras.modules.conv2d.Conv2DBlock method) (multiml.task.keras.modules.Conv2DBlock method) (multiml.task.keras.modules.darts_model.DARTSModel method) (multiml.task.keras.modules.DARTSModel method) (multiml.task.keras.modules.ensemble.EnsembleModel method) (multiml.task.keras.modules.EnsembleModel method) (multiml.task.keras.modules.functional_model.FunctionalModel method) (multiml.task.keras.modules.FunctionalModel method) (multiml.task.keras.modules.mlp.MLPBlock method) (multiml.task.keras.modules.MLPBlock method) (multiml.task.keras.modules.softmax_dense_layer.SoftMaxDenseLayer method) (multiml.task.keras.modules.SoftMaxDenseLayer method) (multiml.task.MLBaseTask method), [1], [2] (multiml.task.pytorch.datasets.numpy_dataset.NumpyDataset method) (multiml.task.pytorch.datasets.NumpyDataset method) (multiml.task.pytorch.datasets.storegate_dataset.StoreGateDataset method) (multiml.task.pytorch.datasets.StoreGateDataset method) (multiml.task.pytorch.modules.AdaptiveSNG method) (multiml.task.pytorch.modules.asng.AdaptiveSNG method) (multiml.task.pytorch.modules.asng_model.ASNGModel method) (multiml.task.pytorch.modules.asng_task_block_model.ASNGTaskBlockModel method) (multiml.task.pytorch.modules.asng_util.asng_category method) (multiml.task.pytorch.modules.asng_util.asng_integer method) (multiml.task.pytorch.modules.asng_util.ASNG_terminate_condition method) (multiml.task.pytorch.modules.ASNGModel method) (multiml.task.pytorch.modules.ASNGTaskBlockModel method) (multiml.task.pytorch.modules.choice_block_model.ChoiceBlockModel method) (multiml.task.pytorch.modules.ChoiceBlockModel method) (multiml.task.pytorch.modules.connection_model.ConnectionModel method) (multiml.task.pytorch.modules.ConnectionModel method) (multiml.task.pytorch.modules.conv2d.Conv2DBlock method) (multiml.task.pytorch.modules.Conv2DBlock method) (multiml.task.pytorch.modules.lstm.LSTMBlock method) (multiml.task.pytorch.modules.LSTMBlock method) (multiml.task.pytorch.modules.mlp.MLPBlock method) (multiml.task.pytorch.modules.MLPBlock method) (multiml.task.pytorch.pytorch_asngnas_task.PytorchASNGNASTask method) (multiml.task.pytorch.pytorch_asngnas_task.training_results method) (multiml.task.pytorch.pytorch_asngnas_task_block.PytorchASNGNASBlockTask method) (multiml.task.pytorch.pytorch_base.PytorchBaseTask method) (multiml.task.pytorch.pytorch_choice_block.PytorchChoiceBlockTask method) (multiml.task.pytorch.pytorch_ddp.PytorchDDPTask method) (multiml.task.pytorch.pytorch_metrics.EpochMetric method) (multiml.task.pytorch.pytorch_util.EarlyStopping method) (multiml.task.pytorch.PytorchASNGNASBlockTask method) (multiml.task.pytorch.PytorchASNGNASTask method) (multiml.task.pytorch.PytorchBaseTask method), [1], [2] (multiml.task.pytorch.PytorchChoiceBlockTask method) (multiml.task.pytorch.PytorchDDPTask method) (multiml.task.pytorch.samplers.simple_batch_sampler.SimpleBatchSampler method) (multiml.task.pytorch.samplers.SimpleBatchSampler method) (multiml.task_scheduler.TaskScheduler method) (multiml.TaskScheduler method), [1], [2]

__len__() (multiml.hyperparameter.Hyperparameter method) (multiml.hyperparameter.Hyperparameters method) (multiml.Hyperparameters method), [1] (multiml.Saver method), [1] (multiml.saver.Saver method) (multiml.StoreGate method), [1] (multiml.storegate.StoreGate method) (multiml.task.pytorch.datasets.numpy_dataset.NumpyDataset method) (multiml.task.pytorch.datasets.NumpyDataset method) (multiml.task.pytorch.datasets.storegate_dataset.StoreGateDataset method) (multiml.task.pytorch.datasets.StoreGateDataset method) (multiml.task.pytorch.samplers.simple_batch_sampler.SimpleBatchSampler method) (multiml.task.pytorch.samplers.SimpleBatchSampler method) (multiml.task_scheduler.TaskScheduler method) (multiml.TaskScheduler method), [1] __setitem__() (multiml.Saver method), [1] (multiml.saver.Saver method) (multiml.StoreGate method), [1] (multiml.storegate.StoreGate method)

A

acc() (multiml.task.pytorch.pytorch_metrics.EpochMetric method) ACCMetric (class in multiml.agent.metric) AdaptiveSNG (class in multiml.task.pytorch.modules) (class in multiml.task.pytorch.modules.asng) AdaptiveSNG_cat (class in multiml.task.pytorch.modules) (class in multiml.task.pytorch.modules.asng) AdaptiveSNG_int (class in multiml.task.pytorch.modules) (class in multiml.task.pytorch.modules.asng) add() (multiml.Saver method) (multiml.saver.Saver method) add_data() (multiml.database.Database method) (multiml.database.database.Database method) (multiml.database.hybrid_database.HybridDatabase method) (multiml.database.HybridDatabase method) (multiml.database.numpy_database.NumpyDatabase method) (multiml.database.NumpyDatabase method) (multiml.database.zarr_database.ZarrDatabase method) (multiml.database.ZarrDatabase method) (multiml.StoreGate method) (multiml.storegate.StoreGate method) add_device() (multiml.task.pytorch.pytorch_base.PytorchBaseTask method) (multiml.task.pytorch.PytorchBaseTask method) add_hp() (multiml.hyperparameter.Hyperparameters method) (multiml.Hyperparameters method) add_hp_from_dict() (multiml.hyperparameter.Hyperparameters method) (multiml.Hyperparameters method) add_ordered_subtasks() (multiml.task_scheduler.TaskScheduler method) (multiml.TaskScheduler method)

add_ordered_tasks() (multiml.task_scheduler.TaskScheduler method) (multiml.TaskScheduler method) add_subtask() (multiml.task_scheduler.TaskScheduler method) (multiml.TaskScheduler method) add_task() (multiml.task_scheduler.TaskScheduler method) (multiml.TaskScheduler method) Agent (class in multiml.agent) (class in multiml.agent.agent) all_preds() (multiml.task.pytorch.pytorch_metrics.EpochMetric method) alpha_history (multiml.agent.keras.callback.AlphaDumperCallback attribute) AlphaDumperCallback (class in multiml.agent.keras.callback) argmax() (multiml.StoreGate method) (multiml.storegate.StoreGate method) asng() (multiml.task.pytorch.pytorch_asngnas_task.PytorchASNGNASTask method) (multiml.task.pytorch.PytorchASNGNASTask method) asng_category (class in multiml.task.pytorch.modules.asng_util) ASNG_EarlyStopping (class in multiml.task.pytorch.pytorch_util) asng_integer (class in multiml.task.pytorch.modules.asng_util) ASNG_terminate_condition (class in multiml.task.pytorch.modules.asng_util) ASNGModel (class in multiml.task.pytorch.modules) (class in multiml.task.pytorch.modules.asng_model) ASNGTaskBlockModel (class in multiml.task.pytorch.modules) (class in multiml.task.pytorch.modules.asng_task_block_model) astype() (multiml.StoreGate method) (multiml.storegate.StoreGate method) AUCMetric (class in multiml.agent.metric)

B

backend (multiml.StoreGate property) (multiml.storegate.StoreGate property) BaseAgent (class in multiml.agent), [1] (class in multiml.agent.basic) (class in multiml.agent.basic.base) BaseMetric (class in multiml.agent.metric) BaseModel (class in multiml.task.keras.modules) (class in multiml.task.keras.modules.base_model) BaseTask (class in multiml.task), [1] (class in multiml.task.basic) (class in multiml.task.basic.base) best_model() (multiml.task.pytorch.pytorch_asngnas_task.PytorchASNGNASTask method) (multiml.task.pytorch.PytorchASNGNASTask method) best_models() (multiml.task.pytorch.modules.asng_model.ASNGModel method) (multiml.task.pytorch.modules.ASNGModel method) build() (multiml.task.keras.modules.softmax_dense_layer.SoftMaxDenseLayer method) (multiml.task.keras.modules.SoftMaxDenseLayer method) build_model() (multiml.agent.keras.keras_connection_random_search.KerasConnectionRandomSearchAgent.ModelConnectionTask method) (multiml.agent.keras.KerasConnectionRandomSearchAgent.ModelConnectionTask method) (multiml.agent.pytorch.pytorch_connection_random_search.PytorchConnectionRandomSearchAgent.ModelConnectionTask method) (multiml.agent.pytorch.PytorchConnectionRandomSearchAgent.ModelConnectionTask method) (multiml.task.basic.ml_base.MLBaseTask method) (multiml.task.basic.MLBaseTask method) (multiml.task.keras.Conv2DTask method) (multiml.task.keras.DARTSTask method) (multiml.task.keras.EnsembleTask method) (multiml.task.keras.keras_conv2d.Conv2DTask method) (multiml.task.keras.keras_darts.DARTSTask method) (multiml.task.keras.keras_ensemble.EnsembleTask method) (multiml.task.keras.keras_mlp.MLPTask method) (multiml.task.keras.keras_model_connection.ModelConnectionTask method) (multiml.task.keras.MLPTask method) (multiml.task.keras.ModelConnectionTask method) (multiml.task.MLBaseTask method) (multiml.task.pytorch.ModelConnectionTask method) (multiml.task.pytorch.pytorch_asngnas_task.PytorchASNGNASTask method) (multiml.task.pytorch.pytorch_asngnas_task_block.PytorchASNGNASBlockTask method) (multiml.task.pytorch.pytorch_choice_block.PytorchChoiceBlockTask method) (multiml.task.pytorch.pytorch_model_connection.ModelConnectionTask method) (multiml.task.pytorch.PytorchASNGNASBlockTask method) (multiml.task.pytorch.PytorchASNGNASTask method) (multiml.task.pytorch.PytorchChoiceBlockTask method)

C

calc_theta() (multiml.task.pytorch.modules.asng_util.asng_category method) (multiml.task.pytorch.modules.asng_util.asng_integer method) calculate() (multiml.agent.Metric method) (multiml.agent.metric.ACCMetric method) (multiml.agent.metric.AUCMetric method) (multiml.agent.metric.BaseMetric method) (multiml.agent.metric.Metric method) (multiml.agent.metric.MSEMetric method) (multiml.agent.metric.RandomMetric method) (multiml.agent.metric.ValueMetric method) (multiml.agent.metric.ZeroMetric method) call() (multiml.task.keras.modules.connection_model.ConnectionModel method) (multiml.task.keras.modules.ConnectionModel method) (multiml.task.keras.modules.conv2d.Conv2DBlock method) (multiml.task.keras.modules.Conv2DBlock method) (multiml.task.keras.modules.ensemble.EnsembleModel method) (multiml.task.keras.modules.EnsembleModel method) (multiml.task.keras.modules.mlp.MLPBlock method) (multiml.task.keras.modules.MLPBlock method) (multiml.task.keras.modules.softmax_dense_layer.SoftMaxDenseLayer method) (multiml.task.keras.modules.SoftMaxDenseLayer method) check_converge() (multiml.task.pytorch.modules.AdaptiveSNG method) (multiml.task.pytorch.modules.AdaptiveSNG_cat method) (multiml.task.pytorch.modules.AdaptiveSNG_int method) (multiml.task.pytorch.modules.asng.AdaptiveSNG method) (multiml.task.pytorch.modules.asng.AdaptiveSNG_cat method) (multiml.task.pytorch.modules.asng.AdaptiveSNG_int method) choice (multiml.task.pytorch.modules.choice_block_model.ChoiceBlockModel property) (multiml.task.pytorch.modules.ChoiceBlockModel property) (multiml.task.pytorch.pytorch_choice_block.PytorchChoiceBlockTask property) (multiml.task.pytorch.PytorchChoiceBlockTask property) ChoiceBlockModel (class in multiml.task.pytorch.modules) (class in multiml.task.pytorch.modules.choice_block_model) cleanup() (multiml.task.pytorch.pytorch_ddp.PytorchDDPTask method) (multiml.task.pytorch.PytorchDDPTask method) clear() (multiml.task.basic.ml_env.MLEnv method) (multiml.task.basic.MLEnv method) clear_data() (multiml.StoreGate method) (multiml.storegate.StoreGate method) compile() (in module multiml.task.keras.keras_util) (in module multiml.task.pytorch.pytorch_util) (multiml.StoreGate method) (multiml.storegate.StoreGate method) (multiml.task.basic.ml_base.MLBaseTask method) (multiml.task.basic.ml_model_connection.ModelConnectionTask method) (multiml.task.basic.MLBaseTask method) (multiml.task.basic.ModelConnectionTask method) (multiml.task.keras.EnsembleTask method) (multiml.task.keras.keras_ensemble.EnsembleTask method) (multiml.task.MLBaseTask method) (multiml.task.pytorch.pytorch_base.PytorchBaseTask method) (multiml.task.pytorch.PytorchBaseTask method) compile_device() (multiml.task.pytorch.pytorch_base.PytorchBaseTask method) (multiml.task.pytorch.pytorch_ddp.PytorchDDPTask method) (multiml.task.pytorch.PytorchBaseTask method) (multiml.task.pytorch.PytorchDDPTask method) compile_loss() (multiml.task.basic.ml_base.MLBaseTask method) (multiml.task.basic.ml_model_connection.ModelConnectionTask method) (multiml.task.basic.MLBaseTask method) (multiml.task.basic.ModelConnectionTask method) (multiml.task.keras.EnsembleTask method) (multiml.task.keras.keras_base.KerasBaseTask method) (multiml.task.keras.keras_ensemble.EnsembleTask method) (multiml.task.keras.KerasBaseTask method) (multiml.task.MLBaseTask method) (multiml.task.pytorch.pytorch_base.PytorchBaseTask method) (multiml.task.pytorch.PytorchBaseTask method)

compile_model() (multiml.task.basic.ml_base.MLBaseTask method) (multiml.task.basic.MLBaseTask method) (multiml.task.keras.keras_base.KerasBaseTask method) (multiml.task.keras.KerasBaseTask method) (multiml.task.MLBaseTask method) (multiml.task.pytorch.pytorch_base.PytorchBaseTask method) (multiml.task.pytorch.pytorch_ddp.PytorchDDPTask method) (multiml.task.pytorch.PytorchBaseTask method) (multiml.task.pytorch.PytorchDDPTask method) compile_optimizer() (multiml.task.basic.ml_base.MLBaseTask method) (multiml.task.basic.MLBaseTask method) (multiml.task.MLBaseTask method) (multiml.task.pytorch.pytorch_base.PytorchBaseTask method) (multiml.task.pytorch.PytorchBaseTask method) compile_var_names() (multiml.task.basic.ml_base.MLBaseTask method) (multiml.task.basic.ml_model_connection.ModelConnectionTask method) (multiml.task.basic.MLBaseTask method) (multiml.task.basic.ModelConnectionTask method) (multiml.task.MLBaseTask method) ConnectionGridSearchAgent (class in multiml.agent.basic) (class in multiml.agent.basic.connection_grid_search) ConnectionModel (class in multiml.task.basic.modules) (class in multiml.task.basic.modules.connection_model) (class in multiml.task.keras.modules) (class in multiml.task.keras.modules.connection_model) (class in multiml.task.pytorch.modules) (class in multiml.task.pytorch.modules.connection_model) ConnectionRandomSearchAgent (class in multiml.agent.basic) (class in multiml.agent.basic.connection_random_search) connectiontask_name_with_jobid() (multiml.agent.basic.connection_random_search.ConnectionRandomSearchAgent method) (multiml.agent.basic.ConnectionRandomSearchAgent method) Conv2DBlock (class in multiml.task.keras.modules) (class in multiml.task.keras.modules.conv2d) (class in multiml.task.pytorch.modules) (class in multiml.task.pytorch.modules.conv2d) Conv2DTask (class in multiml.task.keras) (class in multiml.task.keras.keras_conv2d) converge_counter() (multiml.task.pytorch.modules.AdaptiveSNG method) (multiml.task.pytorch.modules.asng.AdaptiveSNG method) convert() (in module multiml.logger) counter() (in module multiml.logger) create_empty() (multiml.database.hybrid_database.HybridDatabase method) (multiml.database.HybridDatabase method) (multiml.database.numpy_database.NumpyDatabase method) (multiml.database.NumpyDatabase method) (multiml.database.zarr_database.ZarrDatabase method) (multiml.database.ZarrDatabase method) (multiml.StoreGate method) (multiml.storegate.StoreGate method)

D

DARTSModel (class in multiml.task.keras.modules) (class in multiml.task.keras.modules.darts_model) DARTSTask (class in multiml.task.keras) (class in multiml.task.keras.keras_darts) data_id (multiml.agent.metric.BaseMetric property) (multiml.StoreGate property) (multiml.storegate.StoreGate property) Database (class in multiml.database) (class in multiml.database.database) debug() (in module multiml.logger) delete() (multiml.Saver method) (multiml.saver.Saver method) delete_data() (multiml.database.Database method) (multiml.database.database.Database method) (multiml.database.hybrid_database.HybridDatabase method) (multiml.database.HybridDatabase method) (multiml.database.numpy_database.NumpyDatabase method) (multiml.database.NumpyDatabase method) (multiml.database.zarr_database.ZarrDatabase method) (multiml.database.ZarrDatabase method) (multiml.StoreGate method) (multiml.storegate.StoreGate method)

do_test() (multiml.task.basic.ml_base.MLBaseTask method) (multiml.task.basic.MLBaseTask method) (multiml.task.MLBaseTask method) do_train() (multiml.task.basic.ml_base.MLBaseTask method) (multiml.task.basic.MLBaseTask method) (multiml.task.MLBaseTask method) do_valid() (multiml.task.basic.ml_base.MLBaseTask method) (multiml.task.basic.MLBaseTask method) (multiml.task.MLBaseTask method) dummy() (in module multiml.task.pytorch.pytorch_metrics) dump_ml() (multiml.Saver method) (multiml.saver.Saver method) dump_model() (multiml.task.basic.ml_base.MLBaseTask method) (multiml.task.basic.MLBaseTask method) (multiml.task.keras.DARTSTask method) (multiml.task.keras.keras_base.KerasBaseTask method) (multiml.task.keras.keras_darts.DARTSTask method) (multiml.task.keras.KerasBaseTask method) (multiml.task.MLBaseTask method) (multiml.task.pytorch.pytorch_base.PytorchBaseTask method) (multiml.task.pytorch.pytorch_ddp.PytorchDDPTask method) (multiml.task.pytorch.PytorchBaseTask method) (multiml.task.pytorch.PytorchDDPTask method)

E

EachLossDumperCallback (class in multiml.agent.keras.callback) EarlyStopping (class in multiml.task.pytorch.pytorch_util) EnsembleModel (class in multiml.task.keras.modules) (class in multiml.task.keras.modules.ensemble) EnsembleTask (class in multiml.task.keras) (class in multiml.task.keras.keras_ensemble) env (multiml.task_scheduler.subtasktuple attribute) EpochMetric (class in multiml.task.pytorch.pytorch_metrics) error() (in module multiml.logger) execute() (multiml.agent.Agent method) (multiml.agent.agent.Agent method) (multiml.agent.BaseAgent method) (multiml.agent.basic.base.BaseAgent method) (multiml.agent.basic.BaseAgent method) (multiml.agent.basic.connection_grid_search.ConnectionGridSearchAgent method) (multiml.agent.basic.connection_random_search.ConnectionRandomSearchAgent method) (multiml.agent.basic.ConnectionGridSearchAgent method) (multiml.agent.basic.ConnectionRandomSearchAgent method) (multiml.agent.basic.grid_search.GridSearchAgent method) (multiml.agent.basic.GridSearchAgent method) (multiml.agent.basic.random_search.RandomSearchAgent method) (multiml.agent.basic.RandomSearchAgent method) (multiml.agent.basic.sequential.SequentialAgent method) (multiml.agent.basic.SequentialAgent method) (multiml.agent.GridSearchAgent method) (multiml.agent.keras.keras_ensemble.KerasEnsembleAgent method) (multiml.agent.keras.KerasEnsembleAgent method) (multiml.agent.pytorch.pytorch_asngnas.PytorchASNGNASAgent method) (multiml.agent.pytorch.pytorch_sposnas.PytorchSPOSNASAgent method) (multiml.agent.pytorch.PytorchASNGNASAgent method) (multiml.agent.pytorch.PytorchSPOSNASAgent method) (multiml.agent.RandomSearchAgent method) (multiml.agent.SequentialAgent method) (multiml.task.BaseTask method) (multiml.task.basic.base.BaseTask method) (multiml.task.basic.BaseTask method) (multiml.task.basic.ml_base.MLBaseTask method) (multiml.task.basic.MLBaseTask method) (multiml.task.basic.sklean_pipeline.SkleanPipelineTask method) (multiml.task.basic.SkleanPipelineTask method) (multiml.task.MLBaseTask method) (multiml.task.pytorch.pytorch_ddp.PytorchDDPTask method) (multiml.task.pytorch.PytorchDDPTask method) (multiml.task.SkleanPipelineTask method) (multiml.task.Task method) (multiml.task.task.Task method)

execute_differentiable() (multiml.agent.basic.sequential.SequentialAgent method) (multiml.agent.basic.SequentialAgent method) (multiml.agent.SequentialAgent method) execute_finalize() (multiml.agent.BaseAgent method) (multiml.agent.basic.base.BaseAgent method) (multiml.agent.basic.BaseAgent method) execute_jobs() (multiml.agent.basic.random_search.RandomSearchAgent method) (multiml.agent.basic.RandomSearchAgent method) (multiml.agent.RandomSearchAgent method) execute_mp() (multiml.task.pytorch.pytorch_ddp.PytorchDDPTask method) (multiml.task.pytorch.PytorchDDPTask method) execute_pipeline() (multiml.agent.basic.sequential.SequentialAgent method) (multiml.agent.basic.SequentialAgent method) (multiml.agent.SequentialAgent method) execute_pool_jobs() (multiml.agent.basic.random_search.RandomSearchAgent method) (multiml.agent.basic.RandomSearchAgent method) (multiml.agent.RandomSearchAgent method) execute_subtasktuples() (multiml.agent.basic.sequential.SequentialAgent method) (multiml.agent.basic.SequentialAgent method) (multiml.agent.SequentialAgent method) execute_wrapper() (multiml.agent.basic.random_search.RandomSearchAgent method) (multiml.agent.basic.RandomSearchAgent method) (multiml.agent.RandomSearchAgent method)

F

finalize() (multiml.agent.Agent method) (multiml.agent.agent.Agent method) (multiml.agent.BaseAgent method) (multiml.agent.basic.base.BaseAgent method) (multiml.agent.basic.BaseAgent method) (multiml.agent.basic.connection_grid_search.ConnectionGridSearchAgent method) (multiml.agent.basic.ConnectionGridSearchAgent method) (multiml.agent.basic.random_search.RandomSearchAgent method) (multiml.agent.basic.RandomSearchAgent method) (multiml.agent.basic.sequential.SequentialAgent method) (multiml.agent.basic.SequentialAgent method) (multiml.agent.RandomSearchAgent method) (multiml.agent.SequentialAgent method) (multiml.task.BaseTask method) (multiml.task.basic.base.BaseTask method) (multiml.task.basic.BaseTask method) (multiml.task.pytorch.pytorch_asngnas_task.PytorchASNGNASTask method) (multiml.task.pytorch.PytorchASNGNASTask method) (multiml.task.Task method) (multiml.task.task.Task method) fit() (multiml.task.basic.ml_base.MLBaseTask method) (multiml.task.basic.MLBaseTask method) (multiml.task.keras.DARTSTask method) (multiml.task.keras.keras_base.KerasBaseTask method) (multiml.task.keras.keras_darts.DARTSTask method) (multiml.task.keras.KerasBaseTask method) (multiml.task.MLBaseTask method) (multiml.task.pytorch.pytorch_asngnas_task.PytorchASNGNASTask method) (multiml.task.pytorch.pytorch_base.PytorchBaseTask method) (multiml.task.pytorch.PytorchASNGNASTask method) (multiml.task.pytorch.PytorchBaseTask method)

fit_predict() (multiml.task.basic.ml_base.MLBaseTask method) (multiml.task.basic.MLBaseTask method) (multiml.task.MLBaseTask method) fix_submodule() (multiml.task.pytorch.pytorch_base.PytorchBaseTask method) (multiml.task.pytorch.pytorch_ddp.PytorchDDPTask method) (multiml.task.pytorch.PytorchBaseTask method) (multiml.task.pytorch.PytorchDDPTask method) formatting() (multiml.agent.keras.callback.AlphaDumperCallback static method) forward() (multiml.task.pytorch.modules.asng_task_block_model.ASNGTaskBlockModel method) (multiml.task.pytorch.modules.ASNGTaskBlockModel method) (multiml.task.pytorch.modules.choice_block_model.ChoiceBlockModel method) (multiml.task.pytorch.modules.ChoiceBlockModel method) (multiml.task.pytorch.modules.connection_model.ConnectionModel method) (multiml.task.pytorch.modules.ConnectionModel method) (multiml.task.pytorch.modules.conv2d.Conv2DBlock method) (multiml.task.pytorch.modules.Conv2DBlock method) (multiml.task.pytorch.modules.lstm.LSTMBlock method) (multiml.task.pytorch.modules.LSTMBlock method) (multiml.task.pytorch.modules.mlp.MLPBlock method) (multiml.task.pytorch.modules.MLPBlock method) forward_fix() (multiml.task.pytorch.modules.asng_model.ASNGModel method) (multiml.task.pytorch.modules.ASNGModel method) forward_sampling() (multiml.task.pytorch.modules.asng_model.ASNGModel method) (multiml.task.pytorch.modules.ASNGModel method) FunctionalModel (class in multiml.task.keras.modules) (class in multiml.task.keras.modules.functional_model)

G

get_all_subtasks_with_hps() (multiml.task_scheduler.TaskScheduler method) (multiml.TaskScheduler method) get_alpha_history() (multiml.agent.keras.callback.AlphaDumperCallback method) get_batch_sampler() (multiml.task.pytorch.pytorch_base.PytorchBaseTask method) (multiml.task.pytorch.PytorchBaseTask method) get_best_result() (multiml.agent.basic.connection_grid_search.ConnectionGridSearchAgent method) (multiml.agent.basic.ConnectionGridSearchAgent method) get_best_submodels() (multiml.task.keras.DARTSTask method) (multiml.task.keras.keras_darts.DARTSTask method) get_children_task_ids() (multiml.task_scheduler.TaskScheduler method) (multiml.TaskScheduler method) get_config() (multiml.task.keras.modules.softmax_dense_layer.SoftMaxDenseLayer method) (multiml.task.keras.modules.SoftMaxDenseLayer method) get_current_hps() (multiml.hyperparameter.Hyperparameters method) (multiml.Hyperparameters method) get_data() (multiml.database.Database method) (multiml.database.database.Database method) (multiml.database.hybrid_database.HybridDatabase method) (multiml.database.HybridDatabase method) (multiml.database.numpy_database.NumpyDatabase method) (multiml.database.NumpyDatabase method) (multiml.database.zarr_database.ZarrDatabase method) (multiml.database.ZarrDatabase method) (multiml.StoreGate method) (multiml.storegate.StoreGate method) (multiml.task.pytorch.datasets.numpy_dataset.NumpyDataset method) (multiml.task.pytorch.datasets.NumpyDataset method) get_data_ids() (multiml.database.hybrid_database.HybridDatabase method) (multiml.database.HybridDatabase method) (multiml.database.numpy_database.NumpyDatabase method) (multiml.database.NumpyDatabase method) (multiml.database.zarr_database.ZarrDatabase method) (multiml.database.ZarrDatabase method) (multiml.StoreGate method) (multiml.storegate.StoreGate method) get_dataset() (multiml.task.pytorch.pytorch_base.PytorchBaseTask method) (multiml.task.pytorch.PytorchBaseTask method) get_distributed_sampler() (multiml.task.pytorch.pytorch_ddp.PytorchDDPTask method) (multiml.task.pytorch.PytorchDDPTask method) get_ensemble_weights() (multiml.task.keras.EnsembleTask static method) (multiml.task.keras.keras_ensemble.EnsembleTask static method) get_grid() (multiml.hyperparameter.Hyperparameter method) get_grid_hps() (multiml.hyperparameter.Hyperparameters method) (multiml.Hyperparameters method) get_hp_names() (multiml.hyperparameter.Hyperparameters method) (multiml.Hyperparameters method) get_index_of_best_submodels() (multiml.task.keras.modules.darts_model.DARTSModel method) (multiml.task.keras.modules.DARTSModel method) get_input_true_data() (multiml.task.basic.ml_base.MLBaseTask method) (multiml.task.basic.MLBaseTask method) (multiml.task.keras.EnsembleTask method) (multiml.task.keras.keras_ensemble.EnsembleTask method) (multiml.task.MLBaseTask method) (multiml.task.pytorch.pytorch_asngnas_task_block.PytorchASNGNASBlockTask method) (multiml.task.pytorch.pytorch_choice_block.PytorchChoiceBlockTask method) (multiml.task.pytorch.PytorchASNGNASBlockTask method) (multiml.task.pytorch.PytorchChoiceBlockTask method) get_input_var_shapes() (multiml.task.basic.ml_base.MLBaseTask method) (multiml.task.basic.MLBaseTask method) (multiml.task.MLBaseTask method) get_inputs() (multiml.task.keras.EnsembleTask method) (multiml.task.keras.keras_base.KerasBaseTask method) (multiml.task.keras.keras_ensemble.EnsembleTask method) (multiml.task.keras.keras_mlp.MLPTask method) (multiml.task.keras.KerasBaseTask method) (multiml.task.keras.MLPTask method) (multiml.task.pytorch.pytorch_asngnas_task_block.PytorchASNGNASBlockTask method) (multiml.task.pytorch.pytorch_choice_block.PytorchChoiceBlockTask method) (multiml.task.pytorch.PytorchASNGNASBlockTask method) (multiml.task.pytorch.PytorchChoiceBlockTask method) get_lambda() (multiml.task.pytorch.modules.AdaptiveSNG method) (multiml.task.pytorch.modules.asng.AdaptiveSNG method) get_loss_history() (multiml.agent.keras.callback.EachLossDumperCallback method) get_metadata() (multiml.database.Database method) (multiml.database.database.Database method) (multiml.database.hybrid_database.HybridDatabase method) (multiml.database.HybridDatabase method) (multiml.database.numpy_database.NumpyDatabase method) (multiml.database.NumpyDatabase method) (multiml.database.zarr_database.ZarrDatabase method) (multiml.database.ZarrDatabase method) (multiml.StoreGate method) (multiml.storegate.StoreGate method) (multiml.task.basic.ml_base.MLBaseTask method) (multiml.task.basic.MLBaseTask method) (multiml.task.MLBaseTask method)

get_most_likely() (multiml.task.pytorch.modules.asng_model.ASNGModel method) (multiml.task.pytorch.modules.asng_util.asng_category method) (multiml.task.pytorch.modules.asng_util.asng_integer method) (multiml.task.pytorch.modules.ASNGModel method) (multiml.task.pytorch.pytorch_asngnas_task.PytorchASNGNASTask method) (multiml.task.pytorch.PytorchASNGNASTask method) get_n() (multiml.task.pytorch.modules.asng_util.asng_category method) (multiml.task.pytorch.modules.asng_util.asng_integer method) get_now() (in module multiml.logger) get_optimizer() (in module multiml.task.keras.keras_util) get_parents_task_ids() (multiml.task_scheduler.TaskScheduler method) (multiml.TaskScheduler method) get_pbar_metric() (in module multiml.task.pytorch.pytorch_metrics) get_pred_index() (multiml.task.basic.ml_base.MLBaseTask method) (multiml.task.basic.MLBaseTask method) (multiml.task.MLBaseTask method) get_results() (multiml.task.pytorch.pytorch_asngnas_task.training_results method) get_running_loss() (multiml.task.pytorch.pytorch_asngnas_task.training_results method) get_size() (multiml.task.pytorch.datasets.numpy_dataset.NumpyDataset method) (multiml.task.pytorch.datasets.NumpyDataset method) get_slice() (in module multiml.database.utils) get_sorted_task_ids() (multiml.task_scheduler.TaskScheduler method) (multiml.TaskScheduler method) get_storegate_dataset() (multiml.task.pytorch.pytorch_asngnas_task_block.PytorchASNGNASBlockTask method) (multiml.task.pytorch.pytorch_base.PytorchBaseTask method) (multiml.task.pytorch.pytorch_choice_block.PytorchChoiceBlockTask method) (multiml.task.pytorch.PytorchASNGNASBlockTask method) (multiml.task.pytorch.PytorchBaseTask method) (multiml.task.pytorch.PytorchChoiceBlockTask method) get_subloss() (multiml.task.pytorch.pytorch_asngnas_task.training_results method) get_submodel() (multiml.task.keras.EnsembleTask method) (multiml.task.keras.keras_ensemble.EnsembleTask method) (multiml.task.pytorch.pytorch_asngnas_task.PytorchASNGNASTask method) (multiml.task.pytorch.pytorch_asngnas_task_block.PytorchASNGNASBlockTask method) (multiml.task.pytorch.pytorch_choice_block.PytorchChoiceBlockTask method) (multiml.task.pytorch.PytorchASNGNASBlockTask method) (multiml.task.pytorch.PytorchASNGNASTask method) (multiml.task.pytorch.PytorchChoiceBlockTask method) get_submodel_names() (multiml.task.keras.EnsembleTask method) (multiml.task.keras.keras_ensemble.EnsembleTask method) (multiml.task.pytorch.pytorch_asngnas_task.PytorchASNGNASTask method) (multiml.task.pytorch.pytorch_asngnas_task_block.PytorchASNGNASBlockTask method) (multiml.task.pytorch.pytorch_choice_block.PytorchChoiceBlockTask method) (multiml.task.pytorch.PytorchASNGNASBlockTask method) (multiml.task.pytorch.PytorchASNGNASTask method) (multiml.task.pytorch.PytorchChoiceBlockTask method) get_subtask() (multiml.task_scheduler.TaskScheduler method) (multiml.TaskScheduler method) get_subtask_ids() (multiml.task_scheduler.TaskScheduler method) (multiml.TaskScheduler method) get_subtasks() (multiml.task_scheduler.TaskScheduler method) (multiml.TaskScheduler method) get_subtasks_pipeline() (multiml.task_scheduler.TaskScheduler method) (multiml.TaskScheduler method) get_subtasks_with_hps() (multiml.task_scheduler.TaskScheduler method) (multiml.TaskScheduler method) get_tensor_dataset() (multiml.task.pytorch.pytorch_base.PytorchBaseTask static method) (multiml.task.pytorch.PytorchBaseTask static method) get_theta() (multiml.task.pytorch.modules.asng_util.asng_category method) (multiml.task.pytorch.modules.asng_util.asng_integer method) get_thetas() (multiml.task.pytorch.modules.AdaptiveSNG method) (multiml.task.pytorch.modules.AdaptiveSNG_cat method) (multiml.task.pytorch.modules.AdaptiveSNG_int method) (multiml.task.pytorch.modules.asng.AdaptiveSNG method) (multiml.task.pytorch.modules.asng.AdaptiveSNG_cat method) (multiml.task.pytorch.modules.asng.AdaptiveSNG_int method) (multiml.task.pytorch.modules.asng_model.ASNGModel method) (multiml.task.pytorch.modules.ASNGModel method) (multiml.task.pytorch.pytorch_asngnas_task.PytorchASNGNASTask method) (multiml.task.pytorch.pytorch_util.ASNG_EarlyStopping method) (multiml.task.pytorch.PytorchASNGNASTask method) get_true_pred_data() (multiml.agent.metric.BaseMetric method) get_unique_id() (multiml.task.BaseTask method) (multiml.task.basic.base.BaseTask method) (multiml.task.basic.BaseTask method) get_var_names() (multiml.StoreGate method) (multiml.storegate.StoreGate method) get_var_shapes() (multiml.StoreGate method) (multiml.storegate.StoreGate method) GridSearchAgent (class in multiml.agent), [1] (class in multiml.agent.basic) (class in multiml.agent.basic.grid_search)

H

header1() (in module multiml.logger) header2() (in module multiml.logger) header3() (in module multiml.logger) history (multiml.agent.basic.random_search.RandomSearchAgent property) (multiml.agent.basic.RandomSearchAgent property) (multiml.agent.RandomSearchAgent property)

hps (multiml.task_scheduler.subtasktuple attribute) HybridDatabase (class in multiml.database) (class in multiml.database.hybrid_database) Hyperparameter (class in multiml.hyperparameter) Hyperparameters (class in multiml), [1] (class in multiml.hyperparameter)

I

info() (in module multiml.logger) init_zarr() (multiml.Saver method) (multiml.saver.Saver method) initialize() (multiml.database.hybrid_database.HybridDatabase method) (multiml.database.HybridDatabase method) (multiml.database.numpy_database.NumpyDatabase method) (multiml.database.NumpyDatabase method) (multiml.database.zarr_database.ZarrDatabase method) (multiml.database.ZarrDatabase method)

input_saver_key (multiml.task.BaseTask property) (multiml.task.basic.base.BaseTask property) (multiml.task.basic.BaseTask property) input_var_names (multiml.task.basic.ml_base.MLBaseTask property) (multiml.task.basic.MLBaseTask property) (multiml.task.MLBaseTask property) inputs_size() (in module multiml.task.pytorch.pytorch_util) INVALID (in module multiml.const), [1] is_continuous (multiml.hyperparameter.Hyperparameter property) is_master_process() (in module multiml.task.pytorch.pytorch_util)

J

job_id (multiml.task.BaseTask property) (multiml.task.basic.base.BaseTask property) (multiml.task.basic.BaseTask property)

K

KerasBaseTask (class in multiml.task.keras), [1] (class in multiml.task.keras.keras_base) KerasConnectionGridSearchAgent (class in multiml.agent.keras.keras_connection_grid_search) KerasConnectionRandomSearchAgent (class in multiml.agent.keras) (class in multiml.agent.keras.keras_connection_random_search) KerasConnectionRandomSearchAgent.ModelConnectionTask (class in multiml.agent.keras) (class in multiml.agent.keras.keras_connection_random_search)

KerasDartsAgent (class in multiml.agent.keras) (class in multiml.agent.keras.keras_darts) KerasEnsembleAgent (class in multiml.agent.keras) (class in multiml.agent.keras.keras_ensemble) keys() (multiml.Saver method) (multiml.saver.Saver method)

L

load_metadata() (multiml.task.basic.ml_base.MLBaseTask method) (multiml.task.basic.MLBaseTask method) (multiml.task.keras.DARTSTask method) (multiml.task.keras.keras_darts.DARTSTask method) (multiml.task.MLBaseTask method) load_ml() (multiml.Saver method) (multiml.saver.Saver method) load_model() (multiml.task.basic.ml_base.MLBaseTask method) (multiml.task.basic.MLBaseTask method) (multiml.task.keras.keras_base.KerasBaseTask method) (multiml.task.keras.KerasBaseTask method) (multiml.task.MLBaseTask method) (multiml.task.pytorch.pytorch_base.PytorchBaseTask method) (multiml.task.pytorch.PytorchBaseTask method)

logging() (in module multiml.logger) loss (multiml.task.basic.ml_env.MLEnv property) (multiml.task.basic.MLEnv property) loss() (multiml.task.pytorch.pytorch_metrics.EpochMetric method) loss_history (multiml.agent.keras.callback.EachLossDumperCallback attribute) loss_weights (multiml.task.basic.ml_env.MLEnv property) (multiml.task.basic.MLEnv property) lr() (multiml.task.pytorch.pytorch_metrics.EpochMetric method) LSTMBlock (class in multiml.task.pytorch.modules) (class in multiml.task.pytorch.modules.lstm)

M

Metric (class in multiml.agent) (class in multiml.agent.metric) metric (multiml.agent.BaseAgent property) (multiml.agent.basic.base.BaseAgent property) (multiml.agent.basic.BaseAgent property) ml (multiml.task.basic.ml_base.MLBaseTask property) (multiml.task.basic.MLBaseTask property) (multiml.task.MLBaseTask property) MLBaseTask (class in multiml.task), [1] (class in multiml.task.basic) (class in multiml.task.basic.ml_base) MLEnv (class in multiml.task.basic) (class in multiml.task.basic.ml_env) MLPBlock (class in multiml.task.keras.modules) (class in multiml.task.keras.modules.mlp) (class in multiml.task.pytorch.modules) (class in multiml.task.pytorch.modules.mlp) MLPTask (class in multiml.task.keras) (class in multiml.task.keras.keras_mlp) mode (multiml.database.hybrid_database.HybridDatabase property) (multiml.database.HybridDatabase property) model (multiml.agent.keras.callback.AlphaDumperCallback attribute) (multiml.agent.keras.callback.EachLossDumperCallback attribute) (multiml.task.basic.ml_env.MLEnv property) (multiml.task.basic.MLEnv property) ModelConnectionTask (class in multiml.task.basic) (class in multiml.task.basic.ml_model_connection) (class in multiml.task.keras) (class in multiml.task.keras.keras_model_connection) (class in multiml.task.pytorch) (class in multiml.task.pytorch.pytorch_model_connection) module multiml multiml.agent multiml.agent.agent multiml.agent.basic multiml.agent.basic.base multiml.agent.basic.connection_grid_search multiml.agent.basic.connection_random_search multiml.agent.basic.grid_search multiml.agent.basic.random_search multiml.agent.basic.sequential multiml.agent.keras multiml.agent.keras.callback multiml.agent.keras.keras_connection_grid_search multiml.agent.keras.keras_connection_random_search multiml.agent.keras.keras_darts multiml.agent.keras.keras_ensemble multiml.agent.metric multiml.agent.pytorch multiml.agent.pytorch.pytorch_asngnas multiml.agent.pytorch.pytorch_connection_grid_search multiml.agent.pytorch.pytorch_connection_random_search multiml.agent.pytorch.pytorch_sposnas multiml.const, [1] multiml.database multiml.database.database multiml.database.hybrid_database multiml.database.numpy_database multiml.database.utils multiml.database.zarr_database multiml.hyperparameter multiml.logger, [1] multiml.saver multiml.storegate multiml.task multiml.task.basic multiml.task.basic.base multiml.task.basic.ml_base multiml.task.basic.ml_env multiml.task.basic.ml_model_connection multiml.task.basic.modules multiml.task.basic.modules.connection_model multiml.task.basic.sklean_pipeline multiml.task.keras multiml.task.keras.keras_base multiml.task.keras.keras_conv2d multiml.task.keras.keras_darts multiml.task.keras.keras_ensemble multiml.task.keras.keras_mlp multiml.task.keras.keras_model_connection multiml.task.keras.keras_util multiml.task.keras.modules multiml.task.keras.modules.base_model multiml.task.keras.modules.connection_model multiml.task.keras.modules.conv2d multiml.task.keras.modules.darts_model multiml.task.keras.modules.ensemble multiml.task.keras.modules.functional_model multiml.task.keras.modules.mlp multiml.task.keras.modules.softmax_dense_layer multiml.task.pytorch multiml.task.pytorch.datasets multiml.task.pytorch.datasets.numpy_dataset multiml.task.pytorch.datasets.storegate_dataset multiml.task.pytorch.modules multiml.task.pytorch.modules.asng multiml.task.pytorch.modules.asng_model multiml.task.pytorch.modules.asng_task_block_model multiml.task.pytorch.modules.asng_util multiml.task.pytorch.modules.choice_block_model multiml.task.pytorch.modules.connection_model multiml.task.pytorch.modules.conv2d multiml.task.pytorch.modules.lstm multiml.task.pytorch.modules.mlp multiml.task.pytorch.pytorch_asngnas_task multiml.task.pytorch.pytorch_asngnas_task_block multiml.task.pytorch.pytorch_base multiml.task.pytorch.pytorch_choice_block multiml.task.pytorch.pytorch_classification multiml.task.pytorch.pytorch_ddp multiml.task.pytorch.pytorch_metrics multiml.task.pytorch.pytorch_model_connection multiml.task.pytorch.pytorch_util multiml.task.pytorch.samplers multiml.task.pytorch.samplers.simple_batch_sampler multiml.task.task multiml.task_scheduler most_likely_value() (multiml.task.pytorch.modules.AdaptiveSNG method) (multiml.task.pytorch.modules.AdaptiveSNG_cat method) (multiml.task.pytorch.modules.AdaptiveSNG_int method) (multiml.task.pytorch.modules.asng.AdaptiveSNG method) (multiml.task.pytorch.modules.asng.AdaptiveSNG_cat method) (multiml.task.pytorch.modules.asng.AdaptiveSNG_int method) MSEMetric (class in multiml.agent.metric) multi_inputs (multiml.task.basic.ml_env.MLEnv property) (multiml.task.basic.MLEnv property) multi_loss (multiml.task.basic.ml_env.MLEnv property) (multiml.task.basic.MLEnv property) multi_outputs (multiml.task.basic.ml_env.MLEnv property) (multiml.task.basic.MLEnv property) multiml module multiml.agent module multiml.agent.agent module multiml.agent.basic module multiml.agent.basic.base module multiml.agent.basic.connection_grid_search module multiml.agent.basic.connection_random_search module multiml.agent.basic.grid_search module multiml.agent.basic.random_search module multiml.agent.basic.sequential module

multiml.agent.keras module multiml.agent.keras.callback module multiml.agent.keras.keras_connection_grid_search module multiml.agent.keras.keras_connection_random_search module multiml.agent.keras.keras_darts module multiml.agent.keras.keras_ensemble module multiml.agent.metric module multiml.agent.pytorch module multiml.agent.pytorch.pytorch_asngnas module multiml.agent.pytorch.pytorch_connection_grid_search module multiml.agent.pytorch.pytorch_connection_random_search module multiml.agent.pytorch.pytorch_sposnas module multiml.const module, [1] multiml.database module multiml.database.database module multiml.database.hybrid_database module multiml.database.numpy_database module multiml.database.utils module multiml.database.zarr_database module multiml.hyperparameter module multiml.logger module, [1] multiml.saver module multiml.storegate module multiml.task module multiml.task.basic module multiml.task.basic.base module multiml.task.basic.ml_base module multiml.task.basic.ml_env module multiml.task.basic.ml_model_connection module multiml.task.basic.modules module multiml.task.basic.modules.connection_model module multiml.task.basic.sklean_pipeline module multiml.task.keras module multiml.task.keras.keras_base module multiml.task.keras.keras_conv2d module multiml.task.keras.keras_darts module multiml.task.keras.keras_ensemble module multiml.task.keras.keras_mlp module multiml.task.keras.keras_model_connection module multiml.task.keras.keras_util module multiml.task.keras.modules module multiml.task.keras.modules.base_model module multiml.task.keras.modules.connection_model module multiml.task.keras.modules.conv2d module multiml.task.keras.modules.darts_model module multiml.task.keras.modules.ensemble module multiml.task.keras.modules.functional_model module multiml.task.keras.modules.mlp module multiml.task.keras.modules.softmax_dense_layer module multiml.task.pytorch module multiml.task.pytorch.datasets module multiml.task.pytorch.datasets.numpy_dataset module multiml.task.pytorch.datasets.storegate_dataset module multiml.task.pytorch.modules module multiml.task.pytorch.modules.asng module multiml.task.pytorch.modules.asng_model module multiml.task.pytorch.modules.asng_task_block_model module multiml.task.pytorch.modules.asng_util module multiml.task.pytorch.modules.choice_block_model module multiml.task.pytorch.modules.connection_model module multiml.task.pytorch.modules.conv2d module multiml.task.pytorch.modules.lstm module multiml.task.pytorch.modules.mlp module multiml.task.pytorch.pytorch_asngnas_task module multiml.task.pytorch.pytorch_asngnas_task_block module multiml.task.pytorch.pytorch_base module multiml.task.pytorch.pytorch_choice_block module multiml.task.pytorch.pytorch_classification module multiml.task.pytorch.pytorch_ddp module multiml.task.pytorch.pytorch_metrics module multiml.task.pytorch.pytorch_model_connection module multiml.task.pytorch.pytorch_util module multiml.task.pytorch.samplers module multiml.task.pytorch.samplers.simple_batch_sampler module multiml.task.task module multiml.task_scheduler module

N

n_subtask() (multiml.task.pytorch.modules.asng_task_block_model.ASNGTaskBlockModel method) (multiml.task.pytorch.modules.ASNGTaskBlockModel method) name (multiml.agent.metric.BaseMetric property) (multiml.hyperparameter.Hyperparameter property) (multiml.task.BaseTask property) (multiml.task.basic.base.BaseTask property) (multiml.task.basic.BaseTask property)

NaNKillerCallback (class in multiml.agent.keras.callback) NumpyDatabase (class in multiml.database) (class in multiml.database.numpy_database) NumpyDataset (class in multiml.task.pytorch.datasets) (class in multiml.task.pytorch.datasets.numpy_dataset)

O

on_epoch_end() (multiml.agent.keras.callback.AlphaDumperCallback method) (multiml.agent.keras.callback.EachLossDumperCallback method) (multiml.agent.keras.callback.NaNKillerCallback method) on_train_begin() (multiml.agent.keras.callback.AlphaDumperCallback method) on_train_end() (multiml.agent.keras.callback.AlphaDumperCallback method) onehot() (multiml.StoreGate method) (multiml.storegate.StoreGate method)

optimizer (multiml.task.basic.ml_env.MLEnv property) (multiml.task.basic.MLEnv property) output_saver_key (multiml.task.BaseTask property) (multiml.task.basic.base.BaseTask property) (multiml.task.basic.BaseTask property) output_var_names (multiml.task.basic.ml_base.MLBaseTask property) (multiml.task.basic.MLBaseTask property) (multiml.task.MLBaseTask property)

P

PBAR_ARGS (in module multiml.const), [1] PBAR_FORMAT (in module multiml.const), [1] phase (multiml.agent.metric.BaseMetric property) PHASES (in module multiml.const), [1] phases (multiml.task.basic.ml_base.MLBaseTask property) (multiml.task.basic.MLBaseTask property) (multiml.task.MLBaseTask property) pool_id (multiml.task.BaseTask property) (multiml.task.basic.base.BaseTask property) (multiml.task.basic.BaseTask property) pred() (multiml.task.pytorch.pytorch_metrics.EpochMetric method) pred_var_name (multiml.agent.metric.BaseMetric property) pred_var_names (multiml.task.basic.ml_base.MLBaseTask property) (multiml.task.basic.MLBaseTask property) (multiml.task.MLBaseTask property) predict() (multiml.task.basic.ml_base.MLBaseTask method) (multiml.task.basic.MLBaseTask method) (multiml.task.keras.keras_base.KerasBaseTask method) (multiml.task.keras.KerasBaseTask method) (multiml.task.MLBaseTask method) (multiml.task.pytorch.pytorch_base.PytorchBaseTask method) (multiml.task.pytorch.pytorch_classification.PytorchClassificationTask method) (multiml.task.pytorch.PytorchBaseTask method) (multiml.task.pytorch.PytorchClassificationTask method) predict_update() (multiml.task.basic.ml_base.MLBaseTask method) (multiml.task.basic.MLBaseTask method) (multiml.task.MLBaseTask method)

prepare_dataloader() (multiml.task.pytorch.pytorch_base.PytorchBaseTask method) (multiml.task.pytorch.pytorch_ddp.PytorchDDPTask method) (multiml.task.pytorch.PytorchBaseTask method) (multiml.task.pytorch.PytorchDDPTask method) prepare_dataloaders() (multiml.task.pytorch.pytorch_base.PytorchBaseTask method) (multiml.task.pytorch.PytorchBaseTask method) PytorchASNGNASAgent (class in multiml.agent.pytorch) (class in multiml.agent.pytorch.pytorch_asngnas) PytorchASNGNASBlockTask (class in multiml.task.pytorch) (class in multiml.task.pytorch.pytorch_asngnas_task_block) PytorchASNGNASTask (class in multiml.task.pytorch) (class in multiml.task.pytorch.pytorch_asngnas_task) PytorchBaseTask (class in multiml.task.pytorch), [1] (class in multiml.task.pytorch.pytorch_base) PytorchChoiceBlockTask (class in multiml.task.pytorch) (class in multiml.task.pytorch.pytorch_choice_block) PytorchClassificationTask (class in multiml.task.pytorch) (class in multiml.task.pytorch.pytorch_classification) PytorchConnectionGridSearchAgent (class in multiml.agent.pytorch) (class in multiml.agent.pytorch.pytorch_connection_grid_search) PytorchConnectionRandomSearchAgent (class in multiml.agent.pytorch) (class in multiml.agent.pytorch.pytorch_connection_random_search) PytorchConnectionRandomSearchAgent.ModelConnectionTask (class in multiml.agent.pytorch) (class in multiml.agent.pytorch.pytorch_connection_random_search) PytorchDDPTask (class in multiml.task.pytorch) (class in multiml.task.pytorch.pytorch_ddp) PytorchSPOSNASAgent (class in multiml.agent.pytorch) (class in multiml.agent.pytorch.pytorch_sposnas)

R

RandomMetric (class in multiml.agent.metric) RandomSearchAgent (class in multiml.agent), [1] (class in multiml.agent.basic) (class in multiml.agent.basic.random_search) ranking_based_utility_transformation() (in module multiml.task.pytorch.modules.asng_util)

result (multiml.agent.basic.sequential.SequentialAgent property) (multiml.agent.basic.SequentialAgent property) (multiml.agent.SequentialAgent property) result() (multiml.task.keras.modules.darts_model.SumTensor method) (multiml.task.keras.modules.SumTensor method)

S

sampling() (multiml.task.pytorch.modules.AdaptiveSNG method) (multiml.task.pytorch.modules.AdaptiveSNG_cat method) (multiml.task.pytorch.modules.AdaptiveSNG_int method) (multiml.task.pytorch.modules.asng.AdaptiveSNG method) (multiml.task.pytorch.modules.asng.AdaptiveSNG_cat method) (multiml.task.pytorch.modules.asng.AdaptiveSNG_int method) (multiml.task.pytorch.modules.asng_util.asng_category method) (multiml.task.pytorch.modules.asng_util.asng_integer method) save() (multiml.Saver method) (multiml.saver.Saver method) save_checkpoint() (multiml.task.pytorch.pytorch_util.ASNG_EarlyStopping method) (multiml.task.pytorch.pytorch_util.EarlyStopping method) save_dir (multiml.Saver property) (multiml.saver.Saver property) save_var_names (multiml.task.basic.ml_base.MLBaseTask property) (multiml.task.basic.MLBaseTask property) (multiml.task.MLBaseTask property) Saver (class in multiml), [1] (class in multiml.saver) saver (multiml.agent.BaseAgent property) (multiml.agent.basic.base.BaseAgent property) (multiml.agent.basic.BaseAgent property) (multiml.task.BaseTask property) (multiml.task.basic.base.BaseTask property) (multiml.task.basic.BaseTask property) scheduler (multiml.task.basic.ml_env.MLEnv property) (multiml.task.basic.MLEnv property) select_pred_data() (multiml.task.keras.modules.base_model.BaseModel method) (multiml.task.keras.modules.BaseModel method) (multiml.task.keras.modules.functional_model.FunctionalModel method) (multiml.task.keras.modules.FunctionalModel method) SequentialAgent (class in multiml.agent), [1] (class in multiml.agent.basic) (class in multiml.agent.basic.sequential) set_data_id() (multiml.StoreGate method) (multiml.storegate.StoreGate method) set_fix() (multiml.task.pytorch.modules.asng_model.ASNGModel method) (multiml.task.pytorch.modules.ASNGModel method) set_hps() (multiml.task.BaseTask method) (multiml.task.basic.base.BaseTask method) (multiml.task.basic.BaseTask method) (multiml.task.basic.ml_base.MLBaseTask method) (multiml.task.basic.MLBaseTask method) (multiml.task.keras.keras_mlp.MLPTask method) (multiml.task.keras.MLPTask method) (multiml.task.MLBaseTask method) (multiml.task.Task method) (multiml.task.task.Task method) set_input_var_index() (multiml.task.basic.ml_model_connection.ModelConnectionTask method) (multiml.task.basic.ModelConnectionTask method) set_level() (in module multiml.logger) set_max_hps() (multiml.hyperparameter.Hyperparameters method) (multiml.Hyperparameters method) set_max_value() (multiml.hyperparameter.Hyperparameter method) set_min_hps() (multiml.hyperparameter.Hyperparameters method) (multiml.Hyperparameters method) set_min_value() (multiml.hyperparameter.Hyperparameter method) set_mode() (multiml.Saver method) (multiml.saver.Saver method) (multiml.StoreGate method) (multiml.storegate.StoreGate method) set_most_likely() (multiml.task.pytorch.modules.asng_model.ASNGModel method) (multiml.task.pytorch.modules.ASNGModel method) (multiml.task.pytorch.pytorch_asngnas_task.PytorchASNGNASTask method) (multiml.task.pytorch.PytorchASNGNASTask method) set_output_var_index() (multiml.task.basic.ml_model_connection.ModelConnectionTask method) (multiml.task.basic.ModelConnectionTask method) set_pred_index() (multiml.task.keras.modules.base_model.BaseModel method) (multiml.task.keras.modules.BaseModel method) (multiml.task.keras.modules.functional_model.FunctionalModel method) (multiml.task.keras.modules.FunctionalModel method)

set_prob() (multiml.task.pytorch.modules.asng_task_block_model.ASNGTaskBlockModel method) (multiml.task.pytorch.modules.ASNGTaskBlockModel method) set_theta() (multiml.task.pytorch.modules.asng_util.asng_category method) (multiml.task.pytorch.modules.asng_util.asng_integer method) set_thetas() (multiml.task.pytorch.modules.AdaptiveSNG method) (multiml.task.pytorch.modules.AdaptiveSNG_cat method) (multiml.task.pytorch.modules.AdaptiveSNG_int method) (multiml.task.pytorch.modules.asng.AdaptiveSNG method) (multiml.task.pytorch.modules.asng.AdaptiveSNG_cat method) (multiml.task.pytorch.modules.asng.AdaptiveSNG_int method) (multiml.task.pytorch.modules.asng_model.ASNGModel method) (multiml.task.pytorch.modules.ASNGModel method) setup() (multiml.task.pytorch.pytorch_ddp.PytorchDDPTask method) (multiml.task.pytorch.PytorchDDPTask method) show_info() (multiml.StoreGate method) (multiml.storegate.StoreGate method) (multiml.task.basic.ml_base.MLBaseTask method) (multiml.task.basic.ml_env.MLEnv method) (multiml.task.basic.MLBaseTask method) (multiml.task.basic.MLEnv method) (multiml.task.MLBaseTask method) (multiml.task_scheduler.TaskScheduler method) (multiml.TaskScheduler method) shuffle() (multiml.StoreGate method) (multiml.storegate.StoreGate method) SimpleBatchSampler (class in multiml.task.pytorch.samplers) (class in multiml.task.pytorch.samplers.simple_batch_sampler) SkleanPipelineTask (class in multiml.task) (class in multiml.task.basic) (class in multiml.task.basic.sklean_pipeline) SoftMaxDenseLayer (class in multiml.task.keras.modules) (class in multiml.task.keras.modules.softmax_dense_layer) step() (multiml.hyperparameter.Hyperparameter method) (multiml.hyperparameter.Hyperparameters method) (multiml.Hyperparameters method) step_batch() (multiml.task.pytorch.pytorch_base.PytorchBaseTask method) (multiml.task.pytorch.PytorchBaseTask method) step_epoch() (multiml.task.pytorch.pytorch_asngnas_task.PytorchASNGNASTask method) (multiml.task.pytorch.pytorch_base.PytorchBaseTask method) (multiml.task.pytorch.PytorchASNGNASTask method) (multiml.task.pytorch.PytorchBaseTask method) step_loss() (multiml.task.pytorch.pytorch_base.PytorchBaseTask method) (multiml.task.pytorch.PytorchBaseTask method) step_model() (multiml.task.pytorch.pytorch_base.PytorchBaseTask method) (multiml.task.pytorch.PytorchBaseTask method) step_optimizer() (multiml.task.pytorch.pytorch_base.PytorchBaseTask method) (multiml.task.pytorch.PytorchBaseTask method) StoreGate (class in multiml), [1] (class in multiml.storegate) storegate (multiml.agent.BaseAgent property) (multiml.agent.basic.base.BaseAgent property) (multiml.agent.basic.BaseAgent property) (multiml.agent.metric.BaseMetric property) (multiml.task.BaseTask property) (multiml.task.basic.base.BaseTask property) (multiml.task.basic.BaseTask property) StoreGateDataset (class in multiml.task.pytorch.datasets) (class in multiml.task.pytorch.datasets.storegate_dataset) subloss() (multiml.task.pytorch.pytorch_metrics.EpochMetric method) subtask_id (multiml.task.BaseTask property) (multiml.task.basic.base.BaseTask property) (multiml.task.basic.BaseTask property) (multiml.task_scheduler.subtasktuple attribute) subtasks (multiml.task_scheduler.tasktuple attribute) subtasktuple (class in multiml.task_scheduler) (in module multiml.task_scheduler) SumTensor (class in multiml.task.keras.modules) (class in multiml.task.keras.modules.darts_model)

T

table() (in module multiml.logger) Task (class in multiml.task) (class in multiml.task.task) task_id (multiml.task.BaseTask property) (multiml.task.basic.base.BaseTask property) (multiml.task.basic.BaseTask property) (multiml.task_scheduler.subtasktuple attribute) (multiml.task_scheduler.tasktuple attribute) task_scheduler (multiml.agent.BaseAgent property) (multiml.agent.basic.base.BaseAgent property) (multiml.agent.basic.BaseAgent property) TaskScheduler (class in multiml), [1] (class in multiml.task_scheduler) tasktuple (class in multiml.task_scheduler) (in module multiml.task_scheduler) TEST (in module multiml.const), [1] test_step() (multiml.task.keras.modules.base_model.BaseModel method) (multiml.task.keras.modules.BaseModel method) (multiml.task.keras.modules.darts_model.DARTSModel method) (multiml.task.keras.modules.DARTSModel method) (multiml.task.keras.modules.functional_model.FunctionalModel method) (multiml.task.keras.modules.FunctionalModel method) theta_cat_init() (multiml.task.pytorch.modules.asng_util.ASNG_terminate_condition method) theta_int_init() (multiml.task.pytorch.modules.asng_util.ASNG_terminate_condition method) to_memory() (multiml.Saver method) (multiml.saver.Saver method) (multiml.StoreGate method) (multiml.storegate.StoreGate method) to_storage() (multiml.Saver method) (multiml.saver.Saver method) (multiml.StoreGate method) (multiml.storegate.StoreGate method)

TRAIN (in module multiml.const), [1] train_step() (multiml.task.keras.modules.base_model.BaseModel method) (multiml.task.keras.modules.BaseModel method) (multiml.task.keras.modules.darts_model.DARTSModel method) (multiml.task.keras.modules.DARTSModel method) (multiml.task.keras.modules.functional_model.FunctionalModel method) (multiml.task.keras.modules.FunctionalModel method) training (multiml.task.pytorch.modules.asng_model.ASNGModel attribute) (multiml.task.pytorch.modules.asng_task_block_model.ASNGTaskBlockModel attribute) (multiml.task.pytorch.modules.ASNGModel attribute) (multiml.task.pytorch.modules.ASNGTaskBlockModel attribute) (multiml.task.pytorch.modules.choice_block_model.ChoiceBlockModel attribute) (multiml.task.pytorch.modules.ChoiceBlockModel attribute) (multiml.task.pytorch.modules.connection_model.ConnectionModel attribute) (multiml.task.pytorch.modules.ConnectionModel attribute) (multiml.task.pytorch.modules.conv2d.Conv2DBlock attribute) (multiml.task.pytorch.modules.Conv2DBlock attribute) (multiml.task.pytorch.modules.lstm.LSTMBlock attribute) (multiml.task.pytorch.modules.LSTMBlock attribute) (multiml.task.pytorch.modules.mlp.MLPBlock attribute) (multiml.task.pytorch.modules.MLPBlock attribute) training_keras_model() (in module multiml.task.keras.keras_util) training_results (class in multiml.task.pytorch.pytorch_asngnas_task) trial_id (multiml.task.BaseTask property) (multiml.task.basic.base.BaseTask property) (multiml.task.basic.BaseTask property) true_var_name (multiml.agent.metric.BaseMetric property) true_var_names (multiml.task.basic.ml_base.MLBaseTask property) (multiml.task.basic.MLBaseTask property) (multiml.task.MLBaseTask property) type (multiml.agent.metric.BaseMetric property)

U

update() (multiml.task.basic.ml_base.MLBaseTask method) (multiml.task.basic.MLBaseTask method) (multiml.task.MLBaseTask method) update_data() (multiml.database.Database method) (multiml.database.database.Database method) (multiml.database.hybrid_database.HybridDatabase method) (multiml.database.HybridDatabase method) (multiml.database.numpy_database.NumpyDatabase method) (multiml.database.NumpyDatabase method) (multiml.database.zarr_database.ZarrDatabase method) (multiml.database.ZarrDatabase method) (multiml.StoreGate method) (multiml.storegate.StoreGate method)

update_parameters() (multiml.task.pytorch.modules.AdaptiveSNG method) (multiml.task.pytorch.modules.asng.AdaptiveSNG method) update_results() (multiml.task.pytorch.pytorch_asngnas_task.training_results method) update_theta() (multiml.task.pytorch.modules.AdaptiveSNG method) (multiml.task.pytorch.modules.AdaptiveSNG_cat method) (multiml.task.pytorch.modules.AdaptiveSNG_int method) (multiml.task.pytorch.modules.asng.AdaptiveSNG method) (multiml.task.pytorch.modules.asng.AdaptiveSNG_cat method) (multiml.task.pytorch.modules.asng.AdaptiveSNG_int method) (multiml.task.pytorch.modules.asng_model.ASNGModel method) (multiml.task.pytorch.modules.asng_util.asng_category method) (multiml.task.pytorch.modules.asng_util.asng_integer method) (multiml.task.pytorch.modules.ASNGModel method)

V

VALID (in module multiml.const), [1] validate() (multiml.task.basic.ml_env.MLEnv method) (multiml.task.basic.MLEnv method)

value (multiml.hyperparameter.Hyperparameter property) ValueMetric (class in multiml.agent.metric)

W

warn() (in module multiml.logger)

Z

ZarrDatabase (class in multiml.database) (class in multiml.database.zarr_database)

ZeroMetric (class in multiml.agent.metric)