Index Symbols | _ | A | B | C | D | E | F | G | H | I | K | L | M | N | O | P | R | S | T | U | V | W | Y | Z Symbols --all scripts/time_timeable.py command line option --batch-size scripts/create_gi_dataset.py command line option --combo-groups scripts/ei_cv.py command line option --combo-num scripts/ei_cv.py command line option --dataset-on-device scripts/ppo_ic.py command line option scripts/solo_agents_ic.py command line option --debug scripts/ei_cv.py command line option scripts/ppo_gi.py command line option scripts/ppo_ic.py command line option scripts/solo_agents_gi.py command line option scripts/solo_agents_ic.py command line option --dummy scripts/ei_cv.py command line option --enable-efficient-attention scripts/ppo_gi.py command line option scripts/ppo_ic.py command line option --gpu-num scripts/ei_cv.py command line option scripts/ppo_gi.py command line option scripts/ppo_ic.py command line option scripts/solo_agents_gi.py command line option scripts/solo_agents_ic.py command line option --help scripts/create_cv_dataset.py command line option scripts/create_gi_dataset.py command line option scripts/download_all_datasets.py command line option scripts/dummy_test_gi.py command line option scripts/dummy_test_ic.py command line option scripts/ei_cv.py command line option scripts/ppo_gi.py command line option scripts/ppo_ic.py command line option scripts/solo_agents_gi.py command line option scripts/solo_agents_ic.py command line option scripts/time_timeable.py command line option --ignore-cache scripts/dummy_test_ic.py command line option scripts/ei_cv.py command line option scripts/ppo_gi.py command line option scripts/ppo_ic.py command line option scripts/solo_agents_gi.py command line option scripts/solo_agents_ic.py command line option --ignore_cache scripts/dummy_test_gi.py command line option --list scripts/time_timeable.py command line option --max-tasks-per-child scripts/ppo_gi.py command line option scripts/ppo_ic.py command line option scripts/solo_agents_gi.py command line option scripts/solo_agents_ic.py command line option --no-dataset-on-device scripts/ppo_gi.py command line option --no-pretrain scripts/ei_cv.py command line option scripts/ppo_gi.py command line option scripts/ppo_ic.py command line option scripts/solo_agents_gi.py command line option scripts/solo_agents_ic.py command line option --no-profile-memory scripts/time_timeable.py command line option --no-record-shapes scripts/time_timeable.py command line option --num-graphs scripts/create_gi_dataset.py command line option --num-rollout-workers scripts/ei_cv.py command line option --num-skip scripts/ei_cv.py command line option scripts/ppo_gi.py command line option scripts/ppo_ic.py command line option scripts/solo_agents_gi.py command line option scripts/solo_agents_ic.py command line option --num-workers scripts/ppo_gi.py command line option scripts/ppo_ic.py command line option scripts/solo_agents_gi.py command line option scripts/solo_agents_ic.py command line option --num_data scripts/create_cv_dataset.py command line option --param-scale scripts/time_timeable.py command line option --prepare-experiment scripts/dummy_test_gi.py command line option --quiet scripts/ei_cv.py command line option scripts/ppo_gi.py command line option scripts/ppo_ic.py command line option scripts/solo_agents_gi.py command line option scripts/solo_agents_ic.py command line option --run-id scripts/dummy_test_gi.py command line option scripts/dummy_test_ic.py command line option --run-infix scripts/ppo_gi.py command line option scripts/ppo_ic.py command line option scripts/solo_agents_gi.py command line option scripts/solo_agents_ic.py command line option --save_after scripts/create_cv_dataset.py command line option --split scripts/create_cv_dataset.py command line option --tag scripts/ei_cv.py command line option scripts/ppo_gi.py command line option scripts/ppo_ic.py command line option scripts/solo_agents_gi.py command line option scripts/solo_agents_ic.py command line option --use-wandb scripts/dummy_test_gi.py command line option scripts/dummy_test_ic.py command line option scripts/ei_cv.py command line option scripts/ppo_gi.py command line option scripts/ppo_ic.py command line option scripts/solo_agents_gi.py command line option scripts/solo_agents_ic.py command line option --use_cpu scripts/dummy_test_gi.py command line option scripts/dummy_test_ic.py command line option --verbose scripts/ei_cv.py command line option scripts/ppo_gi.py command line option scripts/ppo_ic.py command line option scripts/solo_agents_gi.py command line option scripts/solo_agents_ic.py command line option --wandb-entity scripts/dummy_test_gi.py command line option scripts/dummy_test_ic.py command line option scripts/ei_cv.py command line option scripts/ppo_gi.py command line option scripts/ppo_ic.py command line option scripts/solo_agents_gi.py command line option scripts/solo_agents_ic.py command line option --wandb-project scripts/dummy_test_gi.py command line option scripts/dummy_test_ic.py command line option scripts/ei_cv.py command line option scripts/ppo_gi.py command line option scripts/ppo_ic.py command line option scripts/solo_agents_gi.py command line option scripts/solo_agents_ic.py command line option --with-stack scripts/time_timeable.py command line option -a scripts/time_timeable.py command line option -d scripts/ei_cv.py command line option scripts/ppo_gi.py command line option scripts/ppo_ic.py command line option scripts/solo_agents_gi.py command line option scripts/solo_agents_ic.py command line option -h scripts/create_cv_dataset.py command line option scripts/create_gi_dataset.py command line option scripts/download_all_datasets.py command line option scripts/dummy_test_gi.py command line option scripts/dummy_test_ic.py command line option scripts/ei_cv.py command line option scripts/ppo_gi.py command line option scripts/ppo_ic.py command line option scripts/solo_agents_gi.py command line option scripts/solo_agents_ic.py command line option scripts/time_timeable.py command line option -l scripts/time_timeable.py command line option -q scripts/ei_cv.py command line option scripts/ppo_gi.py command line option scripts/ppo_ic.py command line option scripts/solo_agents_gi.py command line option scripts/solo_agents_ic.py command line option -v scripts/ei_cv.py command line option scripts/ppo_gi.py command line option scripts/ppo_ic.py command line option scripts/solo_agents_gi.py command line option scripts/solo_agents_ic.py command line option _ __call__() (nip.code_validation.agents.CodeValidationRandomAgentPolicyHead method) (nip.code_validation.agents.OpenAiWholeAgent method) (nip.scenario_base.agents.PureTextWholeAgent method) (nip.utils.runtime_module._RuntimeModule method) __contains__() (nip.graph_isomorphism.rollout_samples.GraphIsomorphismRolloutSamples method) (nip.parameters.agents.AgentsParameters method) (nip.scenario_base.rollout_samples.RolloutSamples method) (nip.utils.nested_array_dict.NestedArrayDict method) __enter__() (nip.graph_isomorphism.rollout_samples.GraphIsomorphismRolloutSamples method) (nip.scenario_base.rollout_samples.RolloutSamples method) (nip.trainers.trainer_base.IterationContext method) (nip.utils.apps_metric.Capturing method) (nip.utils.output.DummyTqdm method) __eq__() (nip.code_validation.agents._ParsedChatCompletion method) (nip.code_validation.agents.CodeValidationAgent method) (nip.code_validation.agents.OpenAiSharedModelGroupState method) (nip.code_validation.dataset_generation.CodeValidationDatasetConfig method) (nip.code_validation.protocols.CodeValidationAgentSpec method) (nip.factory.ScenarioInstance method) (nip.graph_isomorphism.agents.GraphIsomorphismAgent method) (nip.graph_isomorphism.agents.GraphIsomorphismAgentHooks method) (nip.graph_isomorphism.dataset_generation.GraphIsomorphicDatasetConfig method) (nip.image_classification.agents.ImageClassificationAgent method) (nip.parameters.agents.AgentParameters method) (nip.parameters.agents.CodeValidationAgentParameters method) (nip.parameters.agents.GraphIsomorphismAgentParameters method) (nip.parameters.agents.ImageClassificationAgentParameters method) (nip.parameters.agents.LrFactors method) (nip.parameters.agents.PureTextAgentParameters method) (nip.parameters.agents.RandomAgentParameters method) (nip.parameters.base_run.BaseRunParameters method) (nip.parameters.dataset.DatasetParameters method) (nip.parameters.message_regression.MessageRegressionParameters method) (nip.parameters.parameters_base.SubParameters method) (nip.parameters.protocol.CommonProtocolParameters method) (nip.parameters.protocol.DebateProtocolParameters method) (nip.parameters.protocol.LongProtocolParameters method) (nip.parameters.protocol.MnipProtocolParameters method) (nip.parameters.protocol.NipProtocolParameters method) (nip.parameters.protocol.ZkProtocolParameters method) (nip.parameters.scenario.CodeValidationParameters method) (nip.parameters.scenario.ImageClassificationParameters method) (nip.parameters.trainers.CommonPpoParameters method) (nip.parameters.trainers.PureTextEiParameters method) (nip.parameters.trainers.PureTextMaltParameters method) (nip.parameters.trainers.ReinforceParameters method) (nip.parameters.trainers.RlTrainerParameters method) (nip.parameters.trainers.SoloAgentParameters method) (nip.parameters.trainers.SpgParameters method) (nip.parameters.trainers.TextRlParameters method) (nip.parameters.trainers.VanillaPpoParameters method) (nip.scenario_base.agents.Agent method) (nip.scenario_base.agents.AgentHooks method) (nip.scenario_base.agents.AgentState method) (nip.scenario_base.agents.PureTextSharedModelGroupState method) (nip.trainers.malt_pure_text._PartialRolloutNode method) (nip.utils.experiments.ExperimentFunctionArguments method) (nip.utils.nested_array_dict.BoolArraySpec method) (nip.utils.nested_array_dict.CompositeSpec method) (nip.utils.nested_array_dict.FloatArraySpec method) (nip.utils.nested_array_dict.IntArraySpec method) (nip.utils.nested_array_dict.NumpyArraySpec method) (nip.utils.nested_array_dict.NumpySpec method) (nip.utils.nested_array_dict.StringArraySpec method) __exit__() (nip.graph_isomorphism.rollout_samples.GraphIsomorphismRolloutSamples method) (nip.scenario_base.rollout_samples.RolloutSamples method) (nip.trainers.trainer_base.IterationContext method) (nip.utils.apps_metric.Capturing method) (nip.utils.output.DummyTqdm method) __get__() (nip.utils.oop.classproperty method) __getitem__() (nip.code_validation.data.AppsCodeValidationDataset method) (nip.code_validation.data.BuggyAppsCodeValidationDataset method) (nip.code_validation.data.CodeValidationDataset method) (nip.code_validation.data.TestCodeValidationDataset method) (nip.graph_isomorphism.data.GraphIsomorphismDataset method) (nip.graph_isomorphism.rollout_samples.GraphIsomorphismRolloutSamples method) (nip.image_classification.data.ImageClassificationDataset method) (nip.parameters.agents.AgentsParameters method) (nip.scenario_base.data.Dataset method) (nip.scenario_base.data.NestedArrayDictDataset method) (nip.scenario_base.data.TensorDictDataset method) (nip.scenario_base.rollout_samples.RolloutSamples method) (nip.utils.nested_array_dict.CompositeSpec method) (nip.utils.nested_array_dict.NestedArrayDict method) __getitems__() (nip.graph_isomorphism.data.GraphIsomorphismDataset method) (nip.image_classification.data.ImageClassificationDataset method) (nip.scenario_base.data.TensorDictDataset method) __getstate__() (nip.code_validation.agents.OpenAiSharedModelGroup method) (nip.code_validation.agents.OpenAiWholeAgent method) __init__() (nip.artifact_logger.ArtifactLogger method) (nip.code_validation.agents._ParsedChatCompletion method) (nip.code_validation.agents.CodeValidationAgent method) (nip.code_validation.agents.CodeValidationCombinedWholeAgent method) (nip.code_validation.agents.CodeValidationRandomAgentPolicyHead method) (nip.code_validation.agents.OpenAiSharedModelGroup method) (nip.code_validation.agents.OpenAiSharedModelGroupState method) (nip.code_validation.agents.OpenAiWholeAgent method) (nip.code_validation.data.AppsCodeValidationDataset method) (nip.code_validation.data.BuggyAppsCodeValidationDataset method) (nip.code_validation.data.CodeValidationDataset method) (nip.code_validation.data.TestCodeValidationDataset method) (nip.code_validation.dataset_generation.CodeValidationDatasetConfig method) (nip.code_validation.environment.CodeValidationEnvironment method) (nip.code_validation.protocols.AdpCodeValidationProtocol method) (nip.code_validation.protocols.CodeValidationAgentSpec method) (nip.code_validation.protocols.CodeValidationProtocolHandler method) (nip.code_validation.protocols.DebateCodeValidationProtocol method) (nip.code_validation.protocols.MerlinArthurCodeValidationProtocol method) (nip.code_validation.protocols.MnipCodeValidationProtocol method) (nip.code_validation.protocols.NipCodeValidationProtocol method) (nip.code_validation.protocols.SoloVerifierCodeValidationProtocol method) (nip.code_validation.rollout_analysis.BinaryRolloutAnalyser method) (nip.code_validation.rollout_analysis.CodeValidationRolloutAnalyser method) (nip.code_validation.rollout_analysis.FollowUpAnalyser method) (nip.code_validation.rollout_analysis.ProverAccurateQuotationAnalyser method) (nip.code_validation.rollout_analysis.ProverDirectQuotationAnalyser method) (nip.code_validation.rollout_analysis.ProverRoleConformanceAnalyser method) (nip.factory._ParameterSelector method) (nip.factory.ScenarioInstance method) (nip.graph_isomorphism.agents.GraphIsomorphismAgent method) (nip.graph_isomorphism.agents.GraphIsomorphismAgentBody method) (nip.graph_isomorphism.agents.GraphIsomorphismAgentHead method) (nip.graph_isomorphism.agents.GraphIsomorphismAgentHooks method) (nip.graph_isomorphism.agents.GraphIsomorphismAgentPart method) (nip.graph_isomorphism.agents.GraphIsomorphismAgentPolicyHead method) (nip.graph_isomorphism.agents.GraphIsomorphismAgentValueHead method) (nip.graph_isomorphism.agents.GraphIsomorphismCombinedBody method) (nip.graph_isomorphism.agents.GraphIsomorphismCombinedPolicyHead method) (nip.graph_isomorphism.agents.GraphIsomorphismCombinedValueHead method) (nip.graph_isomorphism.agents.GraphIsomorphismConstantAgentValueHead method) (nip.graph_isomorphism.agents.GraphIsomorphismDummyAgentBody method) (nip.graph_isomorphism.agents.GraphIsomorphismDummyAgentPart method) (nip.graph_isomorphism.agents.GraphIsomorphismRandomAgentPolicyHead method) (nip.graph_isomorphism.agents.GraphIsomorphismSoloAgentHead method) (nip.graph_isomorphism.data.GraphIsomorphismDataset method) (nip.graph_isomorphism.dataset_generation.GraphIsomorphicDatasetConfig method) (nip.graph_isomorphism.environment.AdjacencyMatrixBox method) (nip.graph_isomorphism.environment.AdjacencyMatrixSpec method) (nip.graph_isomorphism.environment.GraphIsomorphismEnvironment method) (nip.graph_isomorphism.rollout_samples.GraphIsomorphismRolloutSamples method) (nip.image_classification.agents.ImageClassificationAgent method) (nip.image_classification.agents.ImageClassificationAgentBody method) (nip.image_classification.agents.ImageClassificationAgentHead method) (nip.image_classification.agents.ImageClassificationAgentPart method) (nip.image_classification.agents.ImageClassificationAgentPolicyHead method) (nip.image_classification.agents.ImageClassificationAgentValueHead method) (nip.image_classification.agents.ImageClassificationCombinedBody method) (nip.image_classification.agents.ImageClassificationCombinedPolicyHead method) (nip.image_classification.agents.ImageClassificationCombinedValueHead method) (nip.image_classification.agents.ImageClassificationConstantAgentValueHead method) (nip.image_classification.agents.ImageClassificationDummyAgentBody method) (nip.image_classification.agents.ImageClassificationDummyAgentPart method) (nip.image_classification.agents.ImageClassificationRandomAgentPolicyHead method) (nip.image_classification.agents.ImageClassificationSoloAgentHead method) (nip.image_classification.data.ImageClassificationDataset method) (nip.image_classification.data.SvhnDatasetWrapper method) (nip.image_classification.data.TestDataset method) (nip.image_classification.data.TorchVisionDatasetWrapper method) (nip.image_classification.environment.ImageClassificationEnvironment method) (nip.image_classification.pretrained_models.PretrainedImageModel method) (nip.image_classification.pretrained_models.Resnet18Cifar10PretrainedModel method) (nip.image_classification.pretrained_models.Resnet18PretrainedModel method) (nip.parameters.agents.AgentParameters method) (nip.parameters.agents.CodeValidationAgentParameters method) (nip.parameters.agents.GraphIsomorphismAgentParameters method) (nip.parameters.agents.ImageClassificationAgentParameters method) (nip.parameters.agents.LrFactors method) (nip.parameters.agents.PureTextAgentParameters method) (nip.parameters.agents.RandomAgentParameters method) (nip.parameters.base_run.BaseRunParameters method) (nip.parameters.base_run.BaseRunPreserve method) (nip.parameters.dataset.DatasetParameters method) (nip.parameters.message_regression.MessageRegressionParameters method) (nip.parameters.parameters_base.SubParameters method) (nip.parameters.protocol.CommonProtocolParameters method) (nip.parameters.protocol.DebateProtocolParameters method) (nip.parameters.protocol.LongProtocolParameters method) (nip.parameters.protocol.MnipProtocolParameters method) (nip.parameters.protocol.NipProtocolParameters method) (nip.parameters.protocol.ZkProtocolParameters method) (nip.parameters.scenario.CodeValidationParameters method) (nip.parameters.scenario.ImageClassificationParameters method) (nip.parameters.trainers.CommonPpoParameters method) (nip.parameters.trainers.PureTextEiParameters method) (nip.parameters.trainers.PureTextMaltParameters method) (nip.parameters.trainers.ReinforceParameters method) (nip.parameters.trainers.RlTrainerParameters method) (nip.parameters.trainers.SoloAgentParameters method) (nip.parameters.trainers.SpgParameters method) (nip.parameters.trainers.TextRlParameters method) (nip.parameters.trainers.VanillaPpoParameters method) (nip.parameters.update_schedule.AlternatingPeriodicUpdateSchedule method) (nip.parameters.update_schedule.ContiguousPeriodicUpdateSchedule method) (nip.protocols.main_protocols.AdpProtocol method) (nip.protocols.main_protocols.DebateProtocol method) (nip.protocols.main_protocols.MerlinArthurProtocol method) (nip.protocols.main_protocols.MnipProtocol method) (nip.protocols.main_protocols.MultiChannelTestProtocol method) (nip.protocols.main_protocols.NipProtocol method) (nip.protocols.main_protocols.SoloVerifierProtocol method) (nip.protocols.protocol_base.DeterministicSingleVerifierProtocolHandler method) (nip.protocols.protocol_base.ProtocolHandler method) (nip.protocols.protocol_base.SingleVerifierProtocolHandler method) (nip.protocols.zero_knowledge.ZeroKnowledgeProtocol method) (nip.rl_objectives.ReinforceLossImproved method) (nip.rl_objectives.SpgLoss method) (nip.scenario_base.agents.Agent method) (nip.scenario_base.agents.AgentBody method) (nip.scenario_base.agents.AgentHead method) (nip.scenario_base.agents.AgentHooks method) (nip.scenario_base.agents.AgentPart method) (nip.scenario_base.agents.AgentPolicyHead method) (nip.scenario_base.agents.AgentState method) (nip.scenario_base.agents.AgentValueHead method) (nip.scenario_base.agents.CombinedAgentPart method) (nip.scenario_base.agents.CombinedBody method) (nip.scenario_base.agents.CombinedPolicyHead method) (nip.scenario_base.agents.CombinedTensorDictAgentPart method) (nip.scenario_base.agents.CombinedValueHead method) (nip.scenario_base.agents.CombinedWhole method) (nip.scenario_base.agents.ConstantAgentValueHead method) (nip.scenario_base.agents.DummyAgentBody method) (nip.scenario_base.agents.PureTextCombinedWhole method) (nip.scenario_base.agents.PureTextSharedModelGroup method) (nip.scenario_base.agents.PureTextSharedModelGroupState method) (nip.scenario_base.agents.PureTextWholeAgent method) (nip.scenario_base.agents.RandomAgentPolicyHead method) (nip.scenario_base.agents.RandomWholeAgent method) (nip.scenario_base.agents.SoloAgentHead method) (nip.scenario_base.agents.TensorDictAgentPartMixin method) (nip.scenario_base.agents.TensorDictDummyAgentPartMixin method) (nip.scenario_base.agents.WholeAgent method) (nip.scenario_base.data.Dataset method) (nip.scenario_base.data.NestedArrayDictDataLoader method) (nip.scenario_base.data.NestedArrayDictDataset method) (nip.scenario_base.data.TensorDictDataLoader method) (nip.scenario_base.data.TensorDictDataset method) (nip.scenario_base.environment.Environment method) (nip.scenario_base.environment.PureTextEnvironment method) (nip.scenario_base.environment.TensorDictEnvironment method) (nip.scenario_base.pretrained_models.PretrainedModel method) (nip.scenario_base.rollout_analysis.PureTextRolloutAnalyser method) (nip.scenario_base.rollout_analysis.RolloutAnalyser method) (nip.scenario_base.rollout_samples.RolloutSamples method) (nip.stat_logger.WandbStatLogger method) (nip.timing.models.GraphIsomorphismVerifierTimeable method) (nip.timing.models.ModelTimeable method) (nip.timing.run.GraphIsomorphismPpoRunTimeable method) (nip.timing.run.GraphIsomorphismSoloAgentRunTimeable method) (nip.timing.run.RunTimeable method) (nip.timing.timeables.Timeable method) (nip.timing.timeables.TrainingTimeable method) (nip.trainers.ei_pure_text.PureTextEiTrainer method) (nip.trainers.malt_pure_text._PartialRolloutNode method) (nip.trainers.malt_pure_text.PureTextMaltTrainer method) (nip.trainers.reinforce.ReinforceTrainer method) (nip.trainers.rl_pure_text_base.PureTextRlTrainer method) (nip.trainers.rl_tensordict_base.ReinforcementLearningTrainer method) (nip.trainers.solo_agent.SoloAgentTrainer method) (nip.trainers.spg.SpgTrainer method) (nip.trainers.trainer_base.IterationContext method) (nip.trainers.trainer_base.TensorDictTrainer method) (nip.trainers.trainer_base.Trainer method) (nip.trainers.vanilla_ppo.VanillaPpoTrainer method) (nip.utils.data.VariableDataCycler method) (nip.utils.distributions.CompositeCategoricalDistribution method) (nip.utils.experiments.ExperimentFunctionArguments method) (nip.utils.experiments.HyperparameterExperiment method) (nip.utils.experiments.MultiprocessHyperparameterExperiment method) (nip.utils.experiments.PrefixLoggerAdapter method) (nip.utils.experiments.SequentialHyperparameterExperiment method) (nip.utils.experiments.TqdmMultiProcessPoolMaxTasks method) (nip.utils.nested_array_dict.BoolArraySpec method) (nip.utils.nested_array_dict.CompositeSpec method) (nip.utils.nested_array_dict.FloatArraySpec method) (nip.utils.nested_array_dict.IntArraySpec method) (nip.utils.nested_array_dict.NestedArrayDict method) (nip.utils.nested_array_dict.NumpyArraySpec method) (nip.utils.nested_array_dict.NumpySpec method) (nip.utils.nested_array_dict.StringArraySpec method) (nip.utils.oop.classproperty method) (nip.utils.output.DummyTqdm method) (nip.utils.timing.TimeInfoPrinter method) (nip.utils.torch.CatGraphPairDim method) (nip.utils.torch.DummyOptimizer method) (nip.utils.torch.FastForwardableBatchSampler method) (nip.utils.torch.GIN method) (nip.utils.torch.GlobalMaxPool method) (nip.utils.torch.NormalizeOneHotMessageHistory method) (nip.utils.torch.OneHot method) (nip.utils.torch.PairedGaussianNoise method) (nip.utils.torch.PairInvariantizer method) (nip.utils.torch.ParallelTensorDictModule method) (nip.utils.torch.Print method) (nip.utils.torch.Squeeze method) (nip.utils.torch.TensorDictCat method) (nip.utils.torch.TensorDictCloneKeys method) (nip.utils.torch.TensorDictPrint method) (nip.utils.training.ParamGroupFreezer method) __iter__() (nip.graph_isomorphism.rollout_samples.GraphIsomorphismRolloutSamples method) (nip.scenario_base.rollout_samples.RolloutSamples method) (nip.utils.data.VariableDataCycler method) (nip.utils.output.DummyTqdm method) (nip.utils.torch.FastForwardableBatchSampler method) __len__() (nip.code_validation.data.AppsCodeValidationDataset method) (nip.code_validation.data.BuggyAppsCodeValidationDataset method) (nip.code_validation.data.CodeValidationDataset method) (nip.code_validation.data.TestCodeValidationDataset method) (nip.graph_isomorphism.data.GraphIsomorphismDataset method) (nip.graph_isomorphism.rollout_samples.GraphIsomorphismRolloutSamples method) (nip.image_classification.data.ImageClassificationDataset method) (nip.scenario_base.data.Dataset method) (nip.scenario_base.data.NestedArrayDictDataset method) (nip.scenario_base.data.TensorDictDataset method) (nip.scenario_base.rollout_samples.RolloutSamples method) (nip.utils.nested_array_dict.NestedArrayDict method) __post_init__() (nip.code_validation.agents.CodeValidationAgent method) (nip.code_validation.dataset_generation.CodeValidationDatasetConfig method) (nip.graph_isomorphism.agents.GraphIsomorphismAgent method) (nip.image_classification.agents.ImageClassificationAgent method) (nip.parameters.agents.AgentParameters method) (nip.parameters.agents.CodeValidationAgentParameters method) (nip.parameters.agents.GraphIsomorphismAgentParameters method) (nip.parameters.agents.ImageClassificationAgentParameters method) (nip.parameters.agents.LrFactors method) (nip.parameters.agents.PureTextAgentParameters method) (nip.parameters.agents.RandomAgentParameters method) (nip.parameters.base_run.BaseRunParameters method) (nip.parameters.dataset.DatasetParameters method) (nip.parameters.message_regression.MessageRegressionParameters method) (nip.parameters.parameters_base.BaseHyperParameters method) (nip.parameters.parameters_base.SubParameters method) (nip.parameters.protocol.CommonProtocolParameters method) (nip.parameters.protocol.DebateProtocolParameters method) (nip.parameters.protocol.LongProtocolParameters method) (nip.parameters.protocol.MnipProtocolParameters method) (nip.parameters.protocol.NipProtocolParameters method) (nip.parameters.protocol.ZkProtocolParameters method) (nip.parameters.scenario.CodeValidationParameters method) (nip.parameters.scenario.ImageClassificationParameters method) (nip.parameters.trainers.CommonPpoParameters method) (nip.parameters.trainers.PureTextEiParameters method) (nip.parameters.trainers.PureTextMaltParameters method) (nip.parameters.trainers.ReinforceParameters method) (nip.parameters.trainers.RlTrainerParameters method) (nip.parameters.trainers.SoloAgentParameters method) (nip.parameters.trainers.SpgParameters method) (nip.parameters.trainers.TextRlParameters method) (nip.parameters.trainers.VanillaPpoParameters method) (nip.scenario_base.agents.Agent method) (nip.trainers.malt_pure_text._PartialRolloutNode method) (nip.utils.nested_array_dict.BoolArraySpec method) (nip.utils.nested_array_dict.CompositeSpec method) (nip.utils.nested_array_dict.FloatArraySpec method) (nip.utils.nested_array_dict.IntArraySpec method) (nip.utils.nested_array_dict.NumpyArraySpec method) (nip.utils.nested_array_dict.NumpySpec method) (nip.utils.nested_array_dict.StringArraySpec method) __repr__() (nip.code_validation.agents._ParsedChatCompletion method) (nip.code_validation.agents.CodeValidationAgent method) (nip.code_validation.agents.OpenAiSharedModelGroupState method) (nip.code_validation.data.AppsCodeValidationDataset method) (nip.code_validation.data.BuggyAppsCodeValidationDataset method) (nip.code_validation.data.CodeValidationDataset method) (nip.code_validation.data.TestCodeValidationDataset method) (nip.code_validation.dataset_generation.CodeValidationDatasetConfig method) (nip.code_validation.protocols.CodeValidationAgentSpec method) (nip.factory.ScenarioInstance method) (nip.graph_isomorphism.agents.GraphIsomorphismAgent method) (nip.graph_isomorphism.agents.GraphIsomorphismAgentHooks method) (nip.graph_isomorphism.data.GraphIsomorphismDataset method) (nip.graph_isomorphism.dataset_generation.GraphIsomorphicDatasetConfig method) (nip.graph_isomorphism.rollout_samples.GraphIsomorphismRolloutSamples method) (nip.image_classification.agents.ImageClassificationAgent method) (nip.image_classification.data.ImageClassificationDataset method) (nip.parameters.agents.AgentParameters method) (nip.parameters.agents.CodeValidationAgentParameters method) (nip.parameters.agents.GraphIsomorphismAgentParameters method) (nip.parameters.agents.ImageClassificationAgentParameters method) (nip.parameters.agents.LrFactors method) (nip.parameters.agents.PureTextAgentParameters method) (nip.parameters.agents.RandomAgentParameters method) (nip.parameters.base_run.BaseRunParameters method) (nip.parameters.dataset.DatasetParameters method) (nip.parameters.message_regression.MessageRegressionParameters method) (nip.parameters.parameters_base.SubParameters method) (nip.parameters.protocol.CommonProtocolParameters method) (nip.parameters.protocol.DebateProtocolParameters method) (nip.parameters.protocol.LongProtocolParameters method) (nip.parameters.protocol.MnipProtocolParameters method) (nip.parameters.protocol.NipProtocolParameters method) (nip.parameters.protocol.ZkProtocolParameters method) (nip.parameters.scenario.CodeValidationParameters method) (nip.parameters.scenario.ImageClassificationParameters method) (nip.parameters.trainers.CommonPpoParameters method) (nip.parameters.trainers.PureTextEiParameters method) (nip.parameters.trainers.PureTextMaltParameters method) (nip.parameters.trainers.ReinforceParameters method) (nip.parameters.trainers.RlTrainerParameters method) (nip.parameters.trainers.SoloAgentParameters method) (nip.parameters.trainers.SpgParameters method) (nip.parameters.trainers.TextRlParameters method) (nip.parameters.trainers.VanillaPpoParameters method) (nip.parameters.update_schedule.AgentUpdateSchedule method) (nip.parameters.update_schedule.AlternatingPeriodicUpdateSchedule method) (nip.parameters.update_schedule.ConstantUpdateSchedule method) (nip.parameters.update_schedule.ContiguousPeriodicUpdateSchedule method) (nip.scenario_base.agents.Agent method) (nip.scenario_base.agents.AgentHooks method) (nip.scenario_base.agents.AgentState method) (nip.scenario_base.agents.PureTextSharedModelGroupState method) (nip.scenario_base.data.TensorDictDataset method) (nip.scenario_base.rollout_samples.RolloutSamples method) (nip.trainers.malt_pure_text._PartialRolloutNode method) (nip.utils.data.VariableDataCycler method) (nip.utils.experiments.ExperimentFunctionArguments method) (nip.utils.nested_array_dict.BoolArraySpec method) (nip.utils.nested_array_dict.CompositeSpec method) (nip.utils.nested_array_dict.FloatArraySpec method) (nip.utils.nested_array_dict.IntArraySpec method) (nip.utils.nested_array_dict.NestedArrayDict method) (nip.utils.nested_array_dict.NumpyArraySpec method) (nip.utils.nested_array_dict.NumpySpec method) (nip.utils.nested_array_dict.StringArraySpec method) (nip.utils.torch.PairedGaussianNoise method) __setitem__() (nip.utils.nested_array_dict.CompositeSpec method) (nip.utils.nested_array_dict.NestedArrayDict method) __str__() (nip.graph_isomorphism.rollout_samples.GraphIsomorphismRolloutSamples method) (nip.scenario_base.rollout_samples.RolloutSamples method) _add_file_to_wandb_artifact() (nip.trainers.ei_pure_text.PureTextEiTrainer method) (nip.trainers.malt_pure_text.PureTextMaltTrainer method) (nip.trainers.reinforce.ReinforceTrainer method) (nip.trainers.rl_pure_text_base.PureTextRlTrainer method) (nip.trainers.rl_tensordict_base.ReinforcementLearningTrainer method) (nip.trainers.solo_agent.SoloAgentTrainer method) (nip.trainers.spg.SpgTrainer method) (nip.trainers.trainer_base.TensorDictTrainer method) (nip.trainers.trainer_base.Trainer method) (nip.trainers.vanilla_ppo.VanillaPpoTrainer method) _add_normalization_transforms() (nip.trainers.reinforce.ReinforceTrainer method) (nip.trainers.rl_tensordict_base.ReinforcementLearningTrainer method) (nip.trainers.spg.SpgTrainer method) (nip.trainers.vanilla_ppo.VanillaPpoTrainer method) _add_pretrained_embeddings_to_datasets() (in module nip.factory) _agents_update_repr() (nip.parameters.agents.AgentsParameters method) _append_filtered_params() (nip.code_validation.agents.CodeValidationAgent static method) (nip.graph_isomorphism.agents.GraphIsomorphismAgent static method) (nip.image_classification.agents.ImageClassificationAgent static method) (nip.scenario_base.agents.Agent static method) _argspec() (in module nip.utils.runtime_module) _body_param_regex() (nip.code_validation.agents.CodeValidationAgent method) (nip.graph_isomorphism.agents.GraphIsomorphismAgent method) (nip.image_classification.agents.ImageClassificationAgent method) (nip.scenario_base.agents.Agent method) _build_agents() (in module nip.factory) _build_chat_messages_prompt() (nip.code_validation.agents.OpenAiWholeAgent method) (nip.code_validation.rollout_analysis.BinaryRolloutAnalyser method) (nip.code_validation.rollout_analysis.FollowUpAnalyser method) (nip.code_validation.rollout_analysis.ProverAccurateQuotationAnalyser method) (nip.code_validation.rollout_analysis.ProverDirectQuotationAnalyser method) (nip.code_validation.rollout_analysis.ProverRoleConformanceAnalyser method) _build_components_for_rl_trainer() (in module nip.factory) _build_decider() (nip.graph_isomorphism.agents.GraphIsomorphismAgentHead method) (nip.graph_isomorphism.agents.GraphIsomorphismAgentPolicyHead method) (nip.graph_isomorphism.agents.GraphIsomorphismAgentValueHead method) (nip.graph_isomorphism.agents.GraphIsomorphismSoloAgentHead method) (nip.image_classification.agents.ImageClassificationAgentHead method) (nip.image_classification.agents.ImageClassificationAgentPolicyHead method) (nip.image_classification.agents.ImageClassificationAgentValueHead method) (nip.image_classification.agents.ImageClassificationSoloAgentHead method) _build_global_pooling() (nip.graph_isomorphism.agents.GraphIsomorphismAgentBody method) _build_gnn() (nip.graph_isomorphism.agents.GraphIsomorphismAgentBody method) _build_gnn_transformer_encoder() (nip.graph_isomorphism.agents.GraphIsomorphismAgentBody method) _build_graph_level_mlp() (nip.graph_isomorphism.agents.GraphIsomorphismAgentHead method) (nip.graph_isomorphism.agents.GraphIsomorphismAgentPolicyHead method) (nip.graph_isomorphism.agents.GraphIsomorphismAgentValueHead method) (nip.graph_isomorphism.agents.GraphIsomorphismSoloAgentHead method) _build_image_level_mlp() (nip.image_classification.agents.ImageClassificationAgentHead method) (nip.image_classification.agents.ImageClassificationAgentPolicyHead method) (nip.image_classification.agents.ImageClassificationAgentValueHead method) (nip.image_classification.agents.ImageClassificationSoloAgentHead method) _build_latent_pixel_mlp() (nip.image_classification.agents.ImageClassificationAgentHead method) (nip.image_classification.agents.ImageClassificationAgentPolicyHead method) (nip.image_classification.agents.ImageClassificationAgentValueHead method) (nip.image_classification.agents.ImageClassificationSoloAgentHead method) _build_latent_pixel_selector() (nip.image_classification.agents.ImageClassificationAgentPolicyHead method) _build_linear_message_selector() (nip.graph_isomorphism.agents.GraphIsomorphismAgentPolicyHead method) (nip.image_classification.agents.ImageClassificationAgentPolicyHead method) _build_mlp() (nip.graph_isomorphism.agents.GraphIsomorphismAgentValueHead method) (nip.image_classification.agents.ImageClassificationAgentValueHead method) _build_node_level_mlp() (nip.graph_isomorphism.agents.GraphIsomorphismAgentHead method) (nip.graph_isomorphism.agents.GraphIsomorphismAgentPolicyHead method) (nip.graph_isomorphism.agents.GraphIsomorphismAgentValueHead method) (nip.graph_isomorphism.agents.GraphIsomorphismSoloAgentHead method) _build_node_selector() (nip.graph_isomorphism.agents.GraphIsomorphismAgentPolicyHead method) _build_operators() (nip.trainers.reinforce.ReinforceTrainer method) (nip.trainers.rl_tensordict_base.ReinforcementLearningTrainer method) (nip.trainers.spg.SpgTrainer method) (nip.trainers.vanilla_ppo.VanillaPpoTrainer method) _build_representation_encoder() (nip.graph_isomorphism.agents.GraphIsomorphismAgentBody method) _build_test_context() (nip.trainers.reinforce.ReinforceTrainer method) (nip.trainers.rl_tensordict_base.ReinforcementLearningTrainer method) (nip.trainers.solo_agent.SoloAgentTrainer method) (nip.trainers.spg.SpgTrainer method) (nip.trainers.trainer_base.TensorDictTrainer method) (nip.trainers.vanilla_ppo.VanillaPpoTrainer method) _build_train_context() (nip.trainers.reinforce.ReinforceTrainer method) (nip.trainers.rl_tensordict_base.ReinforcementLearningTrainer method) (nip.trainers.solo_agent.SoloAgentTrainer method) (nip.trainers.spg.SpgTrainer method) (nip.trainers.trainer_base.TensorDictTrainer method) (nip.trainers.vanilla_ppo.VanillaPpoTrainer method) _build_transformer() (nip.graph_isomorphism.agents.GraphIsomorphismAgentBody method) _check_if_run_test_loop() (nip.trainers.ei_pure_text.PureTextEiTrainer method) (nip.trainers.malt_pure_text.PureTextMaltTrainer method) (nip.trainers.rl_pure_text_base.PureTextRlTrainer method) _compute_ihvps() (nip.rl_objectives.SpgLoss method) _compute_jacobian_terms() (nip.rl_objectives.SpgLoss method) _compute_message_history_and_next_message() (nip.graph_isomorphism.environment.GraphIsomorphismEnvironment method) (nip.image_classification.environment.ImageClassificationEnvironment method) (nip.scenario_base.environment.TensorDictEnvironment method) _compute_tree_expected_reward() (in module nip.trainers.malt_pure_text) _create_arrays_from_data() (nip.utils.nested_array_dict.NestedArrayDict method) _create_empty_cv_dataset() (in module nip.code_validation.dataset_generation) _download() (nip.graph_isomorphism.data.GraphIsomorphismDataset method) (nip.image_classification.data.ImageClassificationDataset method) (nip.scenario_base.data.TensorDictDataset method) _exec() (in module nip.utils.runtime_module) _expand_logits_to_all_channels() (nip.graph_isomorphism.agents.GraphIsomorphismCombinedPolicyHead method) (nip.image_classification.agents.ImageClassificationCombinedPolicyHead method) (nip.scenario_base.agents.CombinedPolicyHead method) _expand_output_to_all_channels() (nip.code_validation.agents.CodeValidationCombinedWholeAgent method) _extract_code_and_input() (in module nip.code_validation.dataset_generation) _extract_transcripts_and_prompts() (nip.trainers.ei_pure_text.PureTextEiTrainer method) (nip.trainers.malt_pure_text.PureTextMaltTrainer method) (nip.trainers.rl_pure_text_base.PureTextRlTrainer method) _from_0_1_to_1_0() (in module nip.parameters.version) _from_none_to_0_1() (in module nip.parameters.version) _fullargspec() (in module nip.utils.runtime_module) _generate_buggy_solutions() (in module nip.code_validation.dataset_generation) _generate_dummy_response() (nip.code_validation.agents.OpenAiWholeAgent method) _generate_evaluation() (nip.code_validation.rollout_analysis.BinaryRolloutAnalyser method) (nip.code_validation.rollout_analysis.FollowUpAnalyser method) (nip.code_validation.rollout_analysis.ProverAccurateQuotationAnalyser method) (nip.code_validation.rollout_analysis.ProverDirectQuotationAnalyser method) (nip.code_validation.rollout_analysis.ProverRoleConformanceAnalyser method) _generate_isomorphic_graphs() (in module nip.graph_isomorphism.dataset_generation) _generate_next_message_and_decision() (nip.code_validation.agents.OpenAiWholeAgent method) _generate_non_isomorphic_graphs() (in module nip.graph_isomorphism.dataset_generation) _generate_response_tree() (in module nip.trainers.malt_pure_text) _get_action_spec() (nip.graph_isomorphism.environment.GraphIsomorphismEnvironment method) (nip.image_classification.environment.ImageClassificationEnvironment method) (nip.scenario_base.environment.TensorDictEnvironment method) _get_actor_params() (nip.rl_objectives.SpgLoss method) _get_advantage() (nip.rl_objectives.ClipPPOLossImproved method) (nip.rl_objectives.KLPENPPOLossImproved method) (nip.rl_objectives.Objective method) (nip.rl_objectives.PPOLossImproved method) (nip.rl_objectives.ReinforceLossImproved method) (nip.rl_objectives.SpgLoss method) _get_agent_decision_made_mask() (nip.code_validation.protocols.AdpCodeValidationProtocol method) (nip.code_validation.protocols.CodeValidationProtocolHandler method) (nip.code_validation.protocols.DebateCodeValidationProtocol method) (nip.code_validation.protocols.MerlinArthurCodeValidationProtocol method) (nip.code_validation.protocols.MnipCodeValidationProtocol method) (nip.code_validation.protocols.NipCodeValidationProtocol method) (nip.code_validation.protocols.SoloVerifierCodeValidationProtocol method) (nip.protocols.main_protocols.AdpProtocol method) (nip.protocols.main_protocols.DebateProtocol method) (nip.protocols.main_protocols.MerlinArthurProtocol method) (nip.protocols.main_protocols.MnipProtocol method) (nip.protocols.main_protocols.MultiChannelTestProtocol method) (nip.protocols.main_protocols.NipProtocol method) (nip.protocols.main_protocols.SoloVerifierProtocol method) (nip.protocols.protocol_base.DeterministicSingleVerifierProtocolHandler method) (nip.protocols.protocol_base.ProtocolHandler method) (nip.protocols.protocol_base.SingleVerifierProtocolHandler method) (nip.protocols.zero_knowledge.ZeroKnowledgeProtocol method) _get_and_zero_all_grads() (nip.rl_objectives.SpgLoss method) _get_arguments_dict() (nip.parameters.update_schedule.AgentUpdateSchedule method) (nip.parameters.update_schedule.AlternatingPeriodicUpdateSchedule method) (nip.parameters.update_schedule.ConstantUpdateSchedule method) (nip.parameters.update_schedule.ContiguousPeriodicUpdateSchedule method) _get_data_collectors() (nip.trainers.reinforce.ReinforceTrainer method) (nip.trainers.rl_tensordict_base.ReinforcementLearningTrainer method) (nip.trainers.spg.SpgTrainer method) (nip.trainers.vanilla_ppo.VanillaPpoTrainer method) _get_done_spec() (nip.graph_isomorphism.environment.GraphIsomorphismEnvironment method) (nip.image_classification.environment.ImageClassificationEnvironment method) (nip.scenario_base.environment.TensorDictEnvironment method) _get_fine_tune_job() (nip.code_validation.agents.OpenAiSharedModelGroup method) _get_fine_tune_job_name() (nip.trainers.ei_pure_text.PureTextEiTrainer method) (nip.trainers.malt_pure_text.PureTextMaltTrainer method) (nip.trainers.rl_pure_text_base.PureTextRlTrainer method) _get_followers() (nip.rl_objectives.SpgLoss method) _get_iterator() (nip.scenario_base.data.TensorDictDataLoader method) _get_log_stats() (nip.trainers.ei_pure_text.PureTextEiTrainer method) (nip.trainers.malt_pure_text.PureTextMaltTrainer method) (nip.trainers.reinforce.ReinforceTrainer method) (nip.trainers.rl_pure_text_base.PureTextRlTrainer method) (nip.trainers.rl_tensordict_base.ReinforcementLearningTrainer method) (nip.trainers.spg.SpgTrainer method) (nip.trainers.vanilla_ppo.VanillaPpoTrainer method) _get_loss_module_and_gae() (nip.trainers.reinforce.ReinforceTrainer method) (nip.trainers.rl_tensordict_base.ReinforcementLearningTrainer method) (nip.trainers.spg.SpgTrainer method) (nip.trainers.vanilla_ppo.VanillaPpoTrainer method) _get_mean_and_std() (nip.utils.torch.NormalizeOneHotMessageHistory method) _get_metadata() (nip.trainers.ei_pure_text.PureTextEiTrainer method) (nip.trainers.malt_pure_text.PureTextMaltTrainer method) (nip.trainers.reinforce.ReinforceTrainer method) (nip.trainers.rl_pure_text_base.PureTextRlTrainer method) (nip.trainers.rl_tensordict_base.ReinforcementLearningTrainer method) (nip.trainers.solo_agent.SoloAgentTrainer method) (nip.trainers.spg.SpgTrainer method) (nip.trainers.trainer_base.TensorDictTrainer method) (nip.trainers.trainer_base.Trainer method) (nip.trainers.vanilla_ppo.VanillaPpoTrainer method) _get_new_terminated_mask() (nip.code_validation.protocols.AdpCodeValidationProtocol method) (nip.code_validation.protocols.DebateCodeValidationProtocol method) (nip.code_validation.protocols.MerlinArthurCodeValidationProtocol method) (nip.code_validation.protocols.MnipCodeValidationProtocol method) (nip.code_validation.protocols.NipCodeValidationProtocol method) (nip.code_validation.protocols.SoloVerifierCodeValidationProtocol method) (nip.protocols.main_protocols.AdpProtocol method) (nip.protocols.main_protocols.DebateProtocol method) (nip.protocols.main_protocols.MerlinArthurProtocol method) (nip.protocols.main_protocols.MnipProtocol method) (nip.protocols.main_protocols.MultiChannelTestProtocol method) (nip.protocols.main_protocols.NipProtocol method) (nip.protocols.main_protocols.SoloVerifierProtocol method) (nip.protocols.protocol_base.DeterministicSingleVerifierProtocolHandler method) (nip.protocols.protocol_base.SingleVerifierProtocolHandler method) _get_observation_spec() (nip.graph_isomorphism.environment.GraphIsomorphismEnvironment method) (nip.image_classification.environment.ImageClassificationEnvironment method) (nip.scenario_base.environment.TensorDictEnvironment method) _get_openai_response() (in module nip.code_validation.dataset_generation) _get_openrouter_response() (in module nip.code_validation.dataset_generation) _get_optimizer_and_param_freezer() (nip.trainers.reinforce.ReinforceTrainer method) (nip.trainers.rl_tensordict_base.ReinforcementLearningTrainer method) (nip.trainers.spg.SpgTrainer method) (nip.trainers.vanilla_ppo.VanillaPpoTrainer method) _get_param_class_from_dict() (nip.parameters.agents.AgentParameters class method) (nip.parameters.agents.AgentsParameters class method) (nip.parameters.agents.CodeValidationAgentParameters class method) (nip.parameters.agents.GraphIsomorphismAgentParameters class method) (nip.parameters.agents.ImageClassificationAgentParameters class method) (nip.parameters.agents.LrFactors class method) (nip.parameters.agents.PureTextAgentParameters class method) (nip.parameters.agents.RandomAgentParameters class method) (nip.parameters.base_run.BaseRunParameters class method) (nip.parameters.dataset.DatasetParameters class method) (nip.parameters.message_regression.MessageRegressionParameters class method) (nip.parameters.parameters_base.BaseHyperParameters class method) (nip.parameters.parameters_base.ParameterValue class method) (nip.parameters.parameters_base.SubParameters class method) (nip.parameters.protocol.CommonProtocolParameters class method) (nip.parameters.protocol.DebateProtocolParameters class method) (nip.parameters.protocol.LongProtocolParameters class method) (nip.parameters.protocol.MnipProtocolParameters class method) (nip.parameters.protocol.NipProtocolParameters class method) (nip.parameters.protocol.ZkProtocolParameters class method) (nip.parameters.scenario.CodeValidationParameters class method) (nip.parameters.scenario.ImageClassificationParameters class method) (nip.parameters.trainers.CommonPpoParameters class method) (nip.parameters.trainers.PureTextEiParameters class method) (nip.parameters.trainers.PureTextMaltParameters class method) (nip.parameters.trainers.ReinforceParameters class method) (nip.parameters.trainers.RlTrainerParameters class method) (nip.parameters.trainers.SoloAgentParameters class method) (nip.parameters.trainers.SpgParameters class method) (nip.parameters.trainers.TextRlParameters class method) (nip.parameters.trainers.VanillaPpoParameters class method) (nip.parameters.update_schedule.AgentUpdateSchedule class method) (nip.parameters.update_schedule.AlternatingPeriodicUpdateSchedule class method) (nip.parameters.update_schedule.ConstantUpdateSchedule class method) (nip.parameters.update_schedule.ContiguousPeriodicUpdateSchedule class method) _get_params() (nip.timing.models.GraphIsomorphismVerifierTimeable method) (nip.timing.models.ModelTimeable method) (nip.timing.run.GraphIsomorphismPpoRunTimeable method) (nip.timing.run.GraphIsomorphismSoloAgentRunTimeable method) (nip.timing.run.RunTimeable method) _get_pretrained_cache_dir() (nip.graph_isomorphism.data.GraphIsomorphismDataset method) (nip.image_classification.data.ImageClassificationDataset method) (nip.scenario_base.data.TensorDictDataset method) _get_pretrained_metadata_path() (nip.graph_isomorphism.data.GraphIsomorphismDataset method) (nip.image_classification.data.ImageClassificationDataset method) (nip.scenario_base.data.TensorDictDataset method) _get_pretrained_mmap_path() (nip.graph_isomorphism.data.GraphIsomorphismDataset method) (nip.image_classification.data.ImageClassificationDataset method) (nip.scenario_base.data.TensorDictDataset method) _get_profiler_args() (nip.timing.models.GraphIsomorphismVerifierTimeable method) (nip.timing.models.ModelTimeable method) (nip.timing.run.GraphIsomorphismPpoRunTimeable method) (nip.timing.run.GraphIsomorphismSoloAgentRunTimeable method) (nip.timing.run.RunTimeable method) (nip.timing.timeables.Timeable method) (nip.timing.timeables.TrainingTimeable method) _get_replay_buffer() (nip.trainers.reinforce.ReinforceTrainer method) (nip.trainers.rl_tensordict_base.ReinforcementLearningTrainer method) (nip.trainers.spg.SpgTrainer method) (nip.trainers.vanilla_ppo.VanillaPpoTrainer method) _get_reward_spec() (nip.graph_isomorphism.environment.GraphIsomorphismEnvironment method) (nip.image_classification.environment.ImageClassificationEnvironment method) (nip.scenario_base.environment.TensorDictEnvironment method) _get_simulator_reward() (nip.protocols.zero_knowledge.ZeroKnowledgeProtocol method) _get_state_spec() (nip.graph_isomorphism.environment.GraphIsomorphismEnvironment method) (nip.image_classification.environment.ImageClassificationEnvironment method) (nip.scenario_base.environment.TensorDictEnvironment method) _get_transform() (nip.image_classification.pretrained_models.Resnet18Cifar10PretrainedModel method) (nip.image_classification.pretrained_models.Resnet18PretrainedModel method) _get_verifier_guess_replacement_proportion() (nip.trainers.ei_pure_text.PureTextEiTrainer method) (nip.trainers.malt_pure_text.PureTextMaltTrainer method) (nip.trainers.rl_pure_text_base.PureTextRlTrainer method) _gettypes() (in module nip.utils.runtime_module) _identity() (in module nip.utils.experiments) _include_prover_rewards() (nip.code_validation.protocols.AdpCodeValidationProtocol method) (nip.code_validation.protocols.CodeValidationProtocolHandler method) (nip.code_validation.protocols.DebateCodeValidationProtocol method) (nip.code_validation.protocols.MerlinArthurCodeValidationProtocol method) (nip.code_validation.protocols.MnipCodeValidationProtocol method) (nip.code_validation.protocols.NipCodeValidationProtocol method) (nip.code_validation.protocols.SoloVerifierCodeValidationProtocol method) (nip.protocols.main_protocols.AdpProtocol method) (nip.protocols.main_protocols.DebateProtocol method) (nip.protocols.main_protocols.MerlinArthurProtocol method) (nip.protocols.main_protocols.MnipProtocol method) (nip.protocols.main_protocols.MultiChannelTestProtocol method) (nip.protocols.main_protocols.NipProtocol method) (nip.protocols.main_protocols.SoloVerifierProtocol method) (nip.protocols.protocol_base.DeterministicSingleVerifierProtocolHandler method) (nip.protocols.protocol_base.SingleVerifierProtocolHandler method) _init_weights() (nip.graph_isomorphism.agents.GraphIsomorphismAgentBody method) (nip.graph_isomorphism.agents.GraphIsomorphismAgentHead method) (nip.graph_isomorphism.agents.GraphIsomorphismAgentPart method) (nip.graph_isomorphism.agents.GraphIsomorphismAgentPolicyHead method) (nip.graph_isomorphism.agents.GraphIsomorphismAgentValueHead method) (nip.graph_isomorphism.agents.GraphIsomorphismConstantAgentValueHead method) (nip.graph_isomorphism.agents.GraphIsomorphismDummyAgentBody method) (nip.graph_isomorphism.agents.GraphIsomorphismDummyAgentPart method) (nip.graph_isomorphism.agents.GraphIsomorphismRandomAgentPolicyHead method) (nip.graph_isomorphism.agents.GraphIsomorphismSoloAgentHead method) (nip.image_classification.agents.ImageClassificationAgentBody method) (nip.image_classification.agents.ImageClassificationAgentHead method) (nip.image_classification.agents.ImageClassificationAgentPart method) (nip.image_classification.agents.ImageClassificationAgentPolicyHead method) (nip.image_classification.agents.ImageClassificationAgentValueHead method) (nip.image_classification.agents.ImageClassificationConstantAgentValueHead method) (nip.image_classification.agents.ImageClassificationDummyAgentBody method) (nip.image_classification.agents.ImageClassificationDummyAgentPart method) (nip.image_classification.agents.ImageClassificationRandomAgentPolicyHead method) (nip.image_classification.agents.ImageClassificationSoloAgentHead method) (nip.scenario_base.agents.TensorDictAgentPartMixin method) (nip.scenario_base.agents.TensorDictDummyAgentPartMixin method) _initialise_state() (nip.trainers.ei_pure_text.PureTextEiTrainer method) (nip.trainers.malt_pure_text.PureTextMaltTrainer method) (nip.trainers.reinforce.ReinforceTrainer method) (nip.trainers.rl_pure_text_base.PureTextRlTrainer method) (nip.trainers.rl_tensordict_base.ReinforcementLearningTrainer method) (nip.trainers.solo_agent.SoloAgentTrainer method) (nip.trainers.spg.SpgTrainer method) (nip.trainers.trainer_base.TensorDictTrainer method) (nip.trainers.trainer_base.Trainer method) (nip.trainers.vanilla_ppo.VanillaPpoTrainer method) _inv_apply_transform() (nip.utils.bugfix.Reward2GoTransform method) _ipyargspec() (in module nip.utils.runtime_module) _is_shape_compatible() (nip.utils.nested_array_dict.NestedArrayDict method) _load_cv_dataset() (in module nip.code_validation.dataset_generation) _load_raw_dataset() (nip.code_validation.data.AppsCodeValidationDataset method) (nip.code_validation.data.BuggyAppsCodeValidationDataset method) (nip.code_validation.data.CodeValidationDataset method) (nip.code_validation.data.TestCodeValidationDataset method) _load_rollouts() (nip.trainers.ei_pure_text.PureTextEiTrainer method) (nip.trainers.malt_pure_text.PureTextMaltTrainer method) (nip.trainers.rl_pure_text_base.PureTextRlTrainer method) _load_state_dict_from_active_run_checkpoint() (nip.trainers.ei_pure_text.PureTextEiTrainer method) (nip.trainers.malt_pure_text.PureTextMaltTrainer method) (nip.trainers.reinforce.ReinforceTrainer method) (nip.trainers.rl_pure_text_base.PureTextRlTrainer method) (nip.trainers.rl_tensordict_base.ReinforcementLearningTrainer method) (nip.trainers.solo_agent.SoloAgentTrainer method) (nip.trainers.spg.SpgTrainer method) (nip.trainers.trainer_base.TensorDictTrainer method) (nip.trainers.trainer_base.Trainer method) (nip.trainers.vanilla_ppo.VanillaPpoTrainer method) _load_state_dict_from_base_run_checkpoint() (nip.trainers.ei_pure_text.PureTextEiTrainer method) (nip.trainers.malt_pure_text.PureTextMaltTrainer method) (nip.trainers.reinforce.ReinforceTrainer method) (nip.trainers.rl_pure_text_base.PureTextRlTrainer method) (nip.trainers.rl_tensordict_base.ReinforcementLearningTrainer method) (nip.trainers.solo_agent.SoloAgentTrainer method) (nip.trainers.spg.SpgTrainer method) (nip.trainers.trainer_base.TensorDictTrainer method) (nip.trainers.trainer_base.Trainer method) (nip.trainers.vanilla_ppo.VanillaPpoTrainer method) _log_weight() (nip.rl_objectives.ClipPPOLossImproved method) (nip.rl_objectives.KLPENPPOLossImproved method) (nip.rl_objectives.Objective method) (nip.rl_objectives.PPOLossImproved method) (nip.rl_objectives.ReinforceLossImproved method) (nip.rl_objectives.SpgLoss method) _loss_critic() (nip.rl_objectives.ClipPPOLossImproved method) (nip.rl_objectives.KLPENPPOLossImproved method) (nip.rl_objectives.PPOLossImproved method) (nip.rl_objectives.ReinforceLossImproved method) (nip.rl_objectives.SpgLoss method) _make_fine_tune_api_call() (nip.code_validation.agents.OpenAiSharedModelGroup method) _make_generation_api_call() (nip.code_validation.agents.OpenAiWholeAgent method) (nip.code_validation.rollout_analysis.BinaryRolloutAnalyser method) (nip.code_validation.rollout_analysis.FollowUpAnalyser method) (nip.code_validation.rollout_analysis.ProverAccurateQuotationAnalyser method) (nip.code_validation.rollout_analysis.ProverDirectQuotationAnalyser method) (nip.code_validation.rollout_analysis.ProverRoleConformanceAnalyser method) _make_key_repr() (nip.utils.nested_array_dict.NestedArrayDict method) _masked_reset() (nip.code_validation.environment.CodeValidationEnvironment method) (nip.graph_isomorphism.environment.GraphIsomorphismEnvironment method) (nip.image_classification.environment.ImageClassificationEnvironment method) (nip.scenario_base.environment.PureTextEnvironment method) (nip.scenario_base.environment.TensorDictEnvironment method) _next_data() (nip.scenario_base.data.TensorDictSingleProcessDataLoaderIter method) _non_body_param_regex() (nip.code_validation.agents.CodeValidationAgent method) (nip.graph_isomorphism.agents.GraphIsomorphismAgent method) (nip.image_classification.agents.ImageClassificationAgent method) (nip.scenario_base.agents.Agent method) _ParameterSelector (class in nip.factory) _parse_decision() (nip.code_validation.protocols.AdpCodeValidationProtocol method) (nip.code_validation.protocols.CodeValidationProtocolHandler method) (nip.code_validation.protocols.DebateCodeValidationProtocol method) (nip.code_validation.protocols.MerlinArthurCodeValidationProtocol method) (nip.code_validation.protocols.MnipCodeValidationProtocol method) (nip.code_validation.protocols.NipCodeValidationProtocol method) (nip.code_validation.protocols.SoloVerifierCodeValidationProtocol method) _parse_multi_channel_message() (nip.code_validation.protocols.AdpCodeValidationProtocol method) (nip.code_validation.protocols.CodeValidationProtocolHandler method) (nip.code_validation.protocols.DebateCodeValidationProtocol method) (nip.code_validation.protocols.MerlinArthurCodeValidationProtocol method) (nip.code_validation.protocols.MnipCodeValidationProtocol method) (nip.code_validation.protocols.NipCodeValidationProtocol method) (nip.code_validation.protocols.SoloVerifierCodeValidationProtocol method) _parse_single_channel_message() (nip.code_validation.protocols.AdpCodeValidationProtocol method) (nip.code_validation.protocols.CodeValidationProtocolHandler method) (nip.code_validation.protocols.DebateCodeValidationProtocol method) (nip.code_validation.protocols.MerlinArthurCodeValidationProtocol method) (nip.code_validation.protocols.MnipCodeValidationProtocol method) (nip.code_validation.protocols.NipCodeValidationProtocol method) (nip.code_validation.protocols.SoloVerifierCodeValidationProtocol method) _ParsedChatCompletion (class in nip.code_validation.agents) _PartialRolloutNode (class in nip.trainers.malt_pure_text) _pretrain_agents() (nip.trainers.reinforce.ReinforceTrainer method) (nip.trainers.rl_tensordict_base.ReinforcementLearningTrainer method) (nip.trainers.spg.SpgTrainer method) (nip.trainers.vanilla_ppo.VanillaPpoTrainer method) _process_data() (nip.code_validation.data.AppsCodeValidationDataset method) (nip.code_validation.data.BuggyAppsCodeValidationDataset method) (nip.code_validation.data.CodeValidationDataset method) (nip.code_validation.data.TestCodeValidationDataset method) _project() (nip.graph_isomorphism.environment.AdjacencyMatrixSpec method) _reset() (nip.graph_isomorphism.environment.GraphIsomorphismEnvironment method) (nip.image_classification.environment.ImageClassificationEnvironment method) (nip.scenario_base.environment.TensorDictEnvironment method) _restrict_decisions() (nip.graph_isomorphism.agents.GraphIsomorphismCombinedPolicyHead method) (nip.image_classification.agents.ImageClassificationCombinedPolicyHead method) (nip.scenario_base.agents.CombinedPolicyHead method) _restrict_input_to_visible_channels() (nip.code_validation.agents.CodeValidationCombinedWholeAgent method) (nip.graph_isomorphism.agents.GraphIsomorphismCombinedBody method) (nip.graph_isomorphism.agents.GraphIsomorphismCombinedPolicyHead method) (nip.graph_isomorphism.agents.GraphIsomorphismCombinedValueHead method) (nip.image_classification.agents.ImageClassificationCombinedBody method) (nip.image_classification.agents.ImageClassificationCombinedPolicyHead method) (nip.image_classification.agents.ImageClassificationCombinedValueHead method) (nip.scenario_base.agents.CombinedAgentPart method) (nip.scenario_base.agents.CombinedBody method) (nip.scenario_base.agents.CombinedPolicyHead method) (nip.scenario_base.agents.CombinedTensorDictAgentPart method) (nip.scenario_base.agents.CombinedValueHead method) (nip.scenario_base.agents.CombinedWhole method) (nip.scenario_base.agents.PureTextCombinedWhole method) _run() (nip.utils.experiments.HyperparameterExperiment method) (nip.utils.experiments.MultiprocessHyperparameterExperiment method) (nip.utils.experiments.SequentialHyperparameterExperiment method) _run_manual_architecture() (nip.graph_isomorphism.agents.GraphIsomorphismAgentBody method) (nip.graph_isomorphism.agents.GraphIsomorphismAgentPolicyHead method) _run_masked_transformer() (nip.graph_isomorphism.agents.GraphIsomorphismAgentBody class method) (nip.graph_isomorphism.agents.GraphIsomorphismAgentHead class method) (nip.graph_isomorphism.agents.GraphIsomorphismAgentPart class method) (nip.graph_isomorphism.agents.GraphIsomorphismAgentPolicyHead class method) (nip.graph_isomorphism.agents.GraphIsomorphismAgentValueHead class method) (nip.graph_isomorphism.agents.GraphIsomorphismSoloAgentHead class method) _run_recorder_hook() (nip.graph_isomorphism.agents.GraphIsomorphismAgentBody method) (nip.graph_isomorphism.agents.GraphIsomorphismAgentHead method) (nip.graph_isomorphism.agents.GraphIsomorphismAgentPart method) (nip.graph_isomorphism.agents.GraphIsomorphismAgentPolicyHead method) (nip.graph_isomorphism.agents.GraphIsomorphismAgentValueHead method) (nip.graph_isomorphism.agents.GraphIsomorphismConstantAgentValueHead method) (nip.graph_isomorphism.agents.GraphIsomorphismDummyAgentBody method) (nip.graph_isomorphism.agents.GraphIsomorphismDummyAgentPart method) (nip.graph_isomorphism.agents.GraphIsomorphismRandomAgentPolicyHead method) (nip.graph_isomorphism.agents.GraphIsomorphismSoloAgentHead method) (nip.image_classification.agents.ImageClassificationAgentBody method) (nip.image_classification.agents.ImageClassificationAgentHead method) (nip.image_classification.agents.ImageClassificationAgentPart method) (nip.image_classification.agents.ImageClassificationAgentPolicyHead method) (nip.image_classification.agents.ImageClassificationAgentValueHead method) (nip.image_classification.agents.ImageClassificationConstantAgentValueHead method) (nip.image_classification.agents.ImageClassificationDummyAgentBody method) (nip.image_classification.agents.ImageClassificationDummyAgentPart method) (nip.image_classification.agents.ImageClassificationRandomAgentPolicyHead method) (nip.image_classification.agents.ImageClassificationSoloAgentHead method) (nip.scenario_base.agents.TensorDictAgentPartMixin method) (nip.scenario_base.agents.TensorDictDummyAgentPartMixin method) _run_single_experiment() (nip.utils.experiments.SequentialHyperparameterExperiment method) _run_test_loop() (nip.trainers.reinforce.ReinforceTrainer method) (nip.trainers.rl_tensordict_base.ReinforcementLearningTrainer method) (nip.trainers.solo_agent.SoloAgentTrainer method) (nip.trainers.spg.SpgTrainer method) (nip.trainers.vanilla_ppo.VanillaPpoTrainer method) _run_train_loop() (nip.trainers.reinforce.ReinforceTrainer method) (nip.trainers.rl_tensordict_base.ReinforcementLearningTrainer method) (nip.trainers.solo_agent.SoloAgentTrainer method) (nip.trainers.spg.SpgTrainer method) (nip.trainers.vanilla_ppo.VanillaPpoTrainer method) _RuntimeModule (class in nip.utils.runtime_module) _sample_and_save_rollouts() (nip.artifact_logger.ArtifactLogger method) _sample_positive_and_negative_examples() (in module nip.trainers.malt_pure_text) _sample_rollouts() (nip.trainers.ei_pure_text.PureTextEiTrainer method) (nip.trainers.malt_pure_text.PureTextMaltTrainer method) (nip.trainers.rl_pure_text_base.PureTextRlTrainer method) _sample_rollouts_for_single_environment() (nip.trainers.ei_pure_text.PureTextEiTrainer static method) (nip.trainers.malt_pure_text.PureTextMaltTrainer static method) (nip.trainers.rl_pure_text_base.PureTextRlTrainer static method) _save_checkpoint() (nip.artifact_logger.ArtifactLogger method) _save_rollouts() (nip.trainers.ei_pure_text.PureTextEiTrainer method) (nip.trainers.malt_pure_text.PureTextMaltTrainer method) (nip.trainers.rl_pure_text_base.PureTextRlTrainer method) _select_rollouts_for_fine_tuning() (nip.trainers.ei_pure_text.PureTextEiTrainer method) _set_entropy_and_critic_losses() (nip.rl_objectives.ClipPPOLossImproved method) (nip.rl_objectives.KLPENPPOLossImproved method) (nip.rl_objectives.PPOLossImproved method) (nip.rl_objectives.SpgLoss method) _set_ess() (nip.rl_objectives.ClipPPOLossImproved method) (nip.rl_objectives.SpgLoss method) _set_in_keys() (nip.rl_objectives.ClipPPOLossImproved method) (nip.rl_objectives.KLPENPPOLossImproved method) (nip.rl_objectives.Objective method) (nip.rl_objectives.PPOLossImproved method) (nip.rl_objectives.ReinforceLossImproved method) (nip.rl_objectives.SpgLoss method) _set_seed() (nip.graph_isomorphism.environment.GraphIsomorphismEnvironment method) (nip.image_classification.environment.ImageClassificationEnvironment method) (nip.scenario_base.environment.TensorDictEnvironment method) _stage_await_fine_tune_jobs() (nip.trainers.ei_pure_text.PureTextEiTrainer method) (nip.trainers.malt_pure_text.PureTextMaltTrainer method) (nip.trainers.rl_pure_text_base.PureTextRlTrainer method) _stage_create_fine_tune_jobs() (nip.trainers.ei_pure_text.PureTextEiTrainer method) (nip.trainers.malt_pure_text.PureTextMaltTrainer method) (nip.trainers.rl_pure_text_base.PureTextRlTrainer method) _stage_log_stats() (nip.trainers.ei_pure_text.PureTextEiTrainer method) (nip.trainers.malt_pure_text.PureTextMaltTrainer method) (nip.trainers.rl_pure_text_base.PureTextRlTrainer method) _stage_run_test_loop() (nip.trainers.ei_pure_text.PureTextEiTrainer method) (nip.trainers.malt_pure_text.PureTextMaltTrainer method) (nip.trainers.rl_pure_text_base.PureTextRlTrainer method) _stage_sample_rollouts() (nip.trainers.ei_pure_text.PureTextEiTrainer method) (nip.trainers.malt_pure_text.PureTextMaltTrainer method) (nip.trainers.rl_pure_text_base.PureTextRlTrainer method) _step() (nip.graph_isomorphism.environment.GraphIsomorphismEnvironment method) (nip.image_classification.environment.ImageClassificationEnvironment method) (nip.scenario_base.environment.TensorDictEnvironment method) _targspec() (in module nip.utils.runtime_module) _task_fn() (nip.utils.experiments.MultiprocessHyperparameterExperiment method) _test_buggy_solution() (in module nip.code_validation.dataset_generation) _train_and_test() (nip.trainers.reinforce.ReinforceTrainer method) (nip.trainers.rl_tensordict_base.ReinforcementLearningTrainer method) (nip.trainers.spg.SpgTrainer method) (nip.trainers.vanilla_ppo.VanillaPpoTrainer method) _train_on_replay_buffer() (nip.trainers.reinforce.ReinforceTrainer method) (nip.trainers.rl_tensordict_base.ReinforcementLearningTrainer method) (nip.trainers.spg.SpgTrainer method) (nip.trainers.vanilla_ppo.VanillaPpoTrainer method) _tree_iter() (in module nip.trainers.malt_pure_text) _try_generate_buggy_solutions() (in module nip.code_validation.dataset_generation) _validate_active_agents() (nip.code_validation.protocols.AdpCodeValidationProtocol method) (nip.code_validation.protocols.DebateCodeValidationProtocol method) (nip.code_validation.protocols.MnipCodeValidationProtocol method) (nip.code_validation.protocols.NipCodeValidationProtocol method) (nip.code_validation.protocols.SoloVerifierCodeValidationProtocol method) (nip.protocols.main_protocols.AdpProtocol method) (nip.protocols.main_protocols.DebateProtocol method) (nip.protocols.main_protocols.MnipProtocol method) (nip.protocols.main_protocols.MultiChannelTestProtocol method) (nip.protocols.main_protocols.NipProtocol method) (nip.protocols.main_protocols.SoloVerifierProtocol method) (nip.protocols.protocol_base.DeterministicSingleVerifierProtocolHandler method) _zero_grad() (in module nip.utils.maths) A ActivationType (in module nip.parameters.types) actor (nip.parameters.agents.LrFactors attribute) add() (nip.factory._ParameterSelector method) add_dummy_actions_and_next_to_state() (nip.code_validation.environment.CodeValidationEnvironment method) (nip.scenario_base.environment.PureTextEnvironment method) add_pretrained_embeddings() (nip.graph_isomorphism.data.GraphIsomorphismDataset method) (nip.image_classification.data.ImageClassificationDataset method) (nip.scenario_base.data.TensorDictDataset method) AdjacencyMatrixBox (class in nip.graph_isomorphism.environment) AdjacencyMatrixSpec (class in nip.graph_isomorphism.environment) AdpCodeValidationProtocol (class in nip.code_validation.protocols) AdpProtocol (class in nip.protocols.main_protocols) Agent (class in nip.scenario_base.agents) agent_ids_and_names() (nip.code_validation.agents.OpenAiSharedModelGroup method) (nip.scenario_base.agents.PureTextSharedModelGroup method) agent_name (nip.timing.models.ModelTimeable attribute) (nip.timing.run.RunTimeable attribute) AgentBody (class in nip.scenario_base.agents) AgentHead (class in nip.scenario_base.agents) AgentHooks (class in nip.scenario_base.agents) AgentNotActiveInChannelError AgentParameters (class in nip.parameters.agents) AgentPart (class in nip.scenario_base.agents) AgentPolicyHead (class in nip.scenario_base.agents) agents (nip.factory.ScenarioInstance attribute) AgentsParameters (class in nip.parameters.agents) AgentState (class in nip.scenario_base.agents) AgentUpdateSchedule (class in nip.parameters.update_schedule) AgentValueHead (class in nip.scenario_base.agents) aggregate_mean_grouped_by_class() (in module nip.utils.maths) AlternatingPeriodicUpdateSchedule (class in nip.parameters.update_schedule) apply_orthogonal_initialisation() (in module nip.utils.torch) AppsCodeValidationDataset (class in nip.code_validation.data) argc() (nip.utils.runtime_module.overload class method) args() (nip.utils.runtime_module.overload class method) ArtifactLogger (class in nip.artifact_logger) attach_progress_bar() (in module nip.trainers.trainer_base) B backward() (nip.rl_objectives.ClipPPOLossImproved method) (nip.rl_objectives.KLPENPPOLossImproved method) (nip.rl_objectives.Objective method) (nip.rl_objectives.PPOLossImproved method) (nip.rl_objectives.ReinforceLossImproved method) (nip.rl_objectives.SpgLoss method) BaseHyperParameters (class in nip.parameters.parameters_base) BaseRunParameters (class in nip.parameters.base_run) BaseRunPreserve (class in nip.parameters.base_run) BaseRunType (in module nip.parameters.types) BatchNorm1dSimulateBatchDims (class in nip.utils.torch) BinarificationMethodType (in module nip.parameters.types) BinaryRolloutAnalyser (class in nip.code_validation.rollout_analysis) BoolArraySpec (class in nip.utils.nested_array_dict) BuggyAppsCodeValidationDataset (class in nip.code_validation.data) build_cnn_encoder() (nip.image_classification.agents.ImageClassificationAgentBody method) build_final_encoder() (nip.image_classification.agents.ImageClassificationAgentBody method) build_fine_tune_dataset() (nip.code_validation.agents.CodeValidationRandomAgentPolicyHead method) (nip.code_validation.agents.OpenAiWholeAgent method) (nip.scenario_base.agents.PureTextWholeAgent method) build_global_pooling() (nip.image_classification.agents.ImageClassificationAgentBody method) build_initial_encoder() (nip.image_classification.agents.ImageClassificationAgentBody method) build_message_history_upsampler() (nip.image_classification.agents.ImageClassificationAgentBody method) build_pretrained_embedding_scaler() (nip.image_classification.agents.ImageClassificationAgentBody method) build_protocol_handler() (in module nip.protocols.registry) build_rollout_samples() (in module nip.scenario_base.rollout_samples) build_scenario_instance() (in module nip.factory) build_tensor_dict() (nip.graph_isomorphism.data.GraphIsomorphismDataset method) (nip.image_classification.data.ImageClassificationDataset method) (nip.scenario_base.data.TensorDictDataset method) build_torch_dataset() (nip.graph_isomorphism.data.GraphIsomorphismDataset method) (nip.image_classification.data.ImageClassificationDataset method) (nip.scenario_base.data.TensorDictDataset method) C CACHED_MODELS_DIR (in module nip.constants) cached_models_exist() (in module nip.model_cache) CACHED_MODELS_METADATA_FILENAME (in module nip.constants) CachedPretrainedEmbeddingsNotFound call_method() (in module nip.utils.apps_metric) can_agent_be_active() (nip.code_validation.protocols.AdpCodeValidationProtocol method) (nip.code_validation.protocols.CodeValidationProtocolHandler method) (nip.code_validation.protocols.DebateCodeValidationProtocol method) (nip.code_validation.protocols.MerlinArthurCodeValidationProtocol method) (nip.code_validation.protocols.MnipCodeValidationProtocol method) (nip.code_validation.protocols.NipCodeValidationProtocol method) (nip.code_validation.protocols.SoloVerifierCodeValidationProtocol method) (nip.protocols.main_protocols.AdpProtocol method) (nip.protocols.main_protocols.DebateProtocol method) (nip.protocols.main_protocols.MerlinArthurProtocol method) (nip.protocols.main_protocols.MnipProtocol method) (nip.protocols.main_protocols.MultiChannelTestProtocol method) (nip.protocols.main_protocols.NipProtocol method) (nip.protocols.main_protocols.SoloVerifierProtocol method) (nip.protocols.protocol_base.DeterministicSingleVerifierProtocolHandler method) (nip.protocols.protocol_base.ProtocolHandler method) (nip.protocols.protocol_base.SingleVerifierProtocolHandler method) (nip.protocols.zero_knowledge.ZeroKnowledgeProtocol method) can_agent_be_active_any_channel() (nip.code_validation.protocols.AdpCodeValidationProtocol method) (nip.code_validation.protocols.CodeValidationProtocolHandler method) (nip.code_validation.protocols.DebateCodeValidationProtocol method) (nip.code_validation.protocols.MerlinArthurCodeValidationProtocol method) (nip.code_validation.protocols.MnipCodeValidationProtocol method) (nip.code_validation.protocols.NipCodeValidationProtocol method) (nip.code_validation.protocols.SoloVerifierCodeValidationProtocol method) (nip.protocols.main_protocols.AdpProtocol method) (nip.protocols.main_protocols.DebateProtocol method) (nip.protocols.main_protocols.MerlinArthurProtocol method) (nip.protocols.main_protocols.MnipProtocol method) (nip.protocols.main_protocols.MultiChannelTestProtocol method) (nip.protocols.main_protocols.NipProtocol method) (nip.protocols.main_protocols.SoloVerifierProtocol method) (nip.protocols.protocol_base.DeterministicSingleVerifierProtocolHandler method) (nip.protocols.protocol_base.ProtocolHandler method) (nip.protocols.protocol_base.SingleVerifierProtocolHandler method) (nip.protocols.zero_knowledge.ZeroKnowledgeProtocol method) can_agent_see_channel() (nip.code_validation.protocols.AdpCodeValidationProtocol method) (nip.code_validation.protocols.CodeValidationProtocolHandler method) (nip.code_validation.protocols.DebateCodeValidationProtocol method) (nip.code_validation.protocols.MerlinArthurCodeValidationProtocol method) (nip.code_validation.protocols.MnipCodeValidationProtocol method) (nip.code_validation.protocols.NipCodeValidationProtocol method) (nip.code_validation.protocols.SoloVerifierCodeValidationProtocol method) (nip.protocols.main_protocols.AdpProtocol method) (nip.protocols.main_protocols.DebateProtocol method) (nip.protocols.main_protocols.MerlinArthurProtocol method) (nip.protocols.main_protocols.MnipProtocol method) (nip.protocols.main_protocols.MultiChannelTestProtocol method) (nip.protocols.main_protocols.NipProtocol method) (nip.protocols.main_protocols.SoloVerifierProtocol method) (nip.protocols.protocol_base.DeterministicSingleVerifierProtocolHandler method) (nip.protocols.protocol_base.ProtocolHandler method) (nip.protocols.protocol_base.SingleVerifierProtocolHandler method) (nip.protocols.zero_knowledge.ZeroKnowledgeProtocol method) Capturing (class in nip.utils.apps_metric) CatGraphPairDim (class in nip.utils.torch) check_correctness() (in module nip.utils.apps_metric) check_no_extant_runs() (nip.utils.experiments.HyperparameterExperiment method) (nip.utils.experiments.MultiprocessHyperparameterExperiment method) (nip.utils.experiments.SequentialHyperparameterExperiment method) CheckPointNotFoundError Cifar100DatasetWrapper (class in nip.image_classification.data) Cifar10DatasetWrapper (class in nip.image_classification.data) classproperty (class in nip.utils.oop) ClipPPOLossImproved (class in nip.rl_objectives) clone() (nip.graph_isomorphism.environment.AdjacencyMatrixBox method) (nip.graph_isomorphism.environment.AdjacencyMatrixSpec method) (nip.utils.nested_array_dict.NestedArrayDict method) clone_as_child() (nip.trainers.malt_pure_text._PartialRolloutNode method) close() (nip.utils.output.DummyTqdm method) code validation scenario CODE_TYPE (class in nip.utils.apps_metric) CodeValidationAgent (class in nip.code_validation.agents) CodeValidationAgentParameters (class in nip.parameters.agents) CodeValidationAgentSpec (class in nip.code_validation.protocols) CodeValidationCombinedWholeAgent (class in nip.code_validation.agents) CodeValidationDataset (class in nip.code_validation.data) CodeValidationDatasetConfig (class in nip.code_validation.dataset_generation) CodeValidationEnvironment (class in nip.code_validation.environment) CodeValidationParameters (class in nip.parameters.scenario) CodeValidationProtocolHandler (class in nip.code_validation.protocols) CodeValidationRandomAgentPolicyHead (class in nip.code_validation.agents) CodeValidationRolloutAnalyser (class in nip.code_validation.rollout_analysis) combined_body (nip.factory.ScenarioInstance attribute) combined_policy_body (nip.factory.ScenarioInstance attribute) combined_policy_head (nip.factory.ScenarioInstance attribute) combined_value_body (nip.factory.ScenarioInstance attribute) combined_value_head (nip.factory.ScenarioInstance attribute) combined_whole (nip.factory.ScenarioInstance attribute) CombinedAgentPart (class in nip.scenario_base.agents) CombinedBody (class in nip.scenario_base.agents) CombinedPolicyHead (class in nip.scenario_base.agents) CombinedTensorDictAgentPart (class in nip.scenario_base.agents) CombinedValueHead (class in nip.scenario_base.agents) CombinedWhole (class in nip.scenario_base.agents) CommonPpoParameters (class in nip.parameters.trainers) CommonProtocolParameters (class in nip.parameters.protocol) compare_versions() (in module nip.utils.version) CompositeCategoricalDistribution (class in nip.utils.distributions) CompositeSpec (class in nip.utils.nested_array_dict) compute_conjugate_gradient_ihvp() (in module nip.utils.maths) compute_neumann_ihvp() (in module nip.utils.maths) compute_nystrom_ihvp() (in module nip.utils.maths) compute_sos_update() (in module nip.utils.maths) concatenate_nested_array_dicts() (in module nip.utils.nested_array_dict) ConstantAgentValueHead (class in nip.scenario_base.agents) ConstantUpdateSchedule (class in nip.parameters.update_schedule) construct_test_params() (nip.parameters.agents.AgentParameters class method) (nip.parameters.agents.CodeValidationAgentParameters class method) (nip.parameters.agents.GraphIsomorphismAgentParameters class method) (nip.parameters.agents.ImageClassificationAgentParameters class method) (nip.parameters.agents.LrFactors class method) (nip.parameters.agents.PureTextAgentParameters class method) (nip.parameters.agents.RandomAgentParameters class method) (nip.parameters.base_run.BaseRunParameters class method) (nip.parameters.dataset.DatasetParameters class method) (nip.parameters.message_regression.MessageRegressionParameters class method) (nip.parameters.parameters_base.BaseHyperParameters class method) (nip.parameters.parameters_base.SubParameters class method) (nip.parameters.protocol.CommonProtocolParameters class method) (nip.parameters.protocol.DebateProtocolParameters class method) (nip.parameters.protocol.LongProtocolParameters class method) (nip.parameters.protocol.MnipProtocolParameters class method) (nip.parameters.protocol.NipProtocolParameters class method) (nip.parameters.protocol.ZkProtocolParameters class method) (nip.parameters.scenario.CodeValidationParameters class method) (nip.parameters.scenario.ImageClassificationParameters class method) (nip.parameters.trainers.CommonPpoParameters class method) (nip.parameters.trainers.PureTextEiParameters class method) (nip.parameters.trainers.PureTextMaltParameters class method) (nip.parameters.trainers.ReinforceParameters class method) (nip.parameters.trainers.RlTrainerParameters class method) (nip.parameters.trainers.SoloAgentParameters class method) (nip.parameters.trainers.SpgParameters class method) (nip.parameters.trainers.TextRlParameters class method) (nip.parameters.trainers.VanillaPpoParameters class method) content (nip.scenario_base.environment.PromptMessage attribute) ContentFilterError ContentIsNoneError ContiguousPeriodicUpdateSchedule (class in nip.parameters.update_schedule) Conv2dSimulateBatchDims (class in nip.utils.torch) ConversionFunctionNotFoundError convert_hyper_param_dict() (in module nip.parameters.version) copyfunc() (in module nip.utils.runtime_module) create_cv_dataset module create_dpo_fine_tune_job() (nip.code_validation.agents.OpenAiSharedModelGroup method) (nip.scenario_base.agents.PureTextSharedModelGroup method) create_gi_dataset module create_recorder_hooks() (nip.graph_isomorphism.agents.GraphIsomorphismAgentHooks class method) (nip.scenario_base.agents.AgentHooks class method) create_supervised_fine_tune_job() (nip.code_validation.agents.OpenAiSharedModelGroup method) (nip.scenario_base.agents.PureTextSharedModelGroup method) critic (nip.parameters.agents.LrFactors attribute) custom_compare_() (in module nip.utils.apps_metric) CV_DATA_DIR (in module nip.constants) D DATA_DIR (in module nip.constants) Dataset (class in nip.scenario_base.data) dataset (nip.timing.models.ModelTimeable attribute) (nip.timing.run.RunTimeable attribute) DatasetParameters (class in nip.parameters.dataset) DebateCodeValidationProtocol (class in nip.code_validation.protocols) DebateProtocol (class in nip.protocols.main_protocols) DebateProtocolParameters (class in nip.parameters.protocol) decision (nip.code_validation.agents._ParsedChatCompletion attribute) deterministic interaction protocol DeterministicSingleVerifierProtocolHandler (class in nip.protocols.protocol_base) dict_dot_product() (in module nip.utils.maths) dict_scalar_multiple() (in module nip.utils.maths) dict_sum() (in module nip.utils.maths) dict_update_add() (in module nip.utils.data) difficulties (nip.code_validation.dataset_generation.CodeValidationDatasetConfig attribute) disable() (nip.utils.timing.TimeInfoPrinter method) download_all_datasets module dummy_test_gi module dummy_test_ic module DummyAgentBody (class in nip.scenario_base.agents) DummyOptimizer (class in nip.utils.torch) DummyStatLogger (class in nip.stat_logger) DummyTqdm (class in nip.utils.output) E ei_cv module enable() (nip.utils.timing.TimeInfoPrinter method) entropy() (nip.utils.distributions.CompositeCategoricalDistribution method) ENV_FILE (in module nip.constants) env_var_default_factory() (in module nip.utils.env) Environment (class in nip.scenario_base.environment) EnvironmentVariableDoesNotExistError eval() (nip.code_validation.agents.CodeValidationAgent method) (nip.graph_isomorphism.agents.GraphIsomorphismAgent method) (nip.image_classification.agents.ImageClassificationAgent method) (nip.scenario_base.agents.Agent method) experiment settings EXPERIMENT_STATE_DIR (in module nip.constants) ExperimentFunctionArguments (class in nip.utils.experiments) ExperimentSettings (class in nip.experiment_settings) F FashionMnistDatasetWrapper (class in nip.image_classification.data) FastForwardableBatchSampler (class in nip.utils.torch) filter_actor_named_parameters() (nip.code_validation.agents.CodeValidationAgent method) (nip.graph_isomorphism.agents.GraphIsomorphismAgent method) (nip.image_classification.agents.ImageClassificationAgent method) (nip.scenario_base.agents.Agent method) fine_tune_job_id (nip.code_validation.agents.OpenAiSharedModelGroupState attribute) fine_tuned_model_name (nip.code_validation.agents.OpenAiSharedModelGroupState attribute) finish() (nip.graph_isomorphism.rollout_samples.GraphIsomorphismRolloutSamples method) (nip.scenario_base.rollout_samples.RolloutSamples method) flatten_batch_dims() (in module nip.utils.torch) FloatArraySpec (class in nip.utils.nested_array_dict) FollowUpAnalyser (class in nip.code_validation.rollout_analysis) forgetful_cycle() (in module nip.utils.data) format() (nip.utils.experiments.MultiLineFormatter method) forward() (nip.code_validation.agents.CodeValidationCombinedWholeAgent method) (nip.code_validation.agents.CodeValidationRandomAgentPolicyHead method) (nip.code_validation.agents.OpenAiWholeAgent method) (nip.code_validation.rollout_analysis.BinaryRolloutAnalyser method) (nip.code_validation.rollout_analysis.CodeValidationRolloutAnalyser method) (nip.code_validation.rollout_analysis.FollowUpAnalyser method) (nip.code_validation.rollout_analysis.ProverAccurateQuotationAnalyser method) (nip.code_validation.rollout_analysis.ProverDirectQuotationAnalyser method) (nip.code_validation.rollout_analysis.ProverRoleConformanceAnalyser method) (nip.graph_isomorphism.agents.GraphIsomorphismAgentBody method) (nip.graph_isomorphism.agents.GraphIsomorphismAgentHead method) (nip.graph_isomorphism.agents.GraphIsomorphismAgentPart method) (nip.graph_isomorphism.agents.GraphIsomorphismAgentPolicyHead method) (nip.graph_isomorphism.agents.GraphIsomorphismAgentValueHead method) (nip.graph_isomorphism.agents.GraphIsomorphismCombinedBody method) (nip.graph_isomorphism.agents.GraphIsomorphismCombinedPolicyHead method) (nip.graph_isomorphism.agents.GraphIsomorphismCombinedValueHead method) (nip.graph_isomorphism.agents.GraphIsomorphismConstantAgentValueHead method) (nip.graph_isomorphism.agents.GraphIsomorphismDummyAgentBody method) (nip.graph_isomorphism.agents.GraphIsomorphismDummyAgentPart method) (nip.graph_isomorphism.agents.GraphIsomorphismRandomAgentPolicyHead method) (nip.graph_isomorphism.agents.GraphIsomorphismSoloAgentHead method) (nip.image_classification.agents.ImageClassificationAgentBody method) (nip.image_classification.agents.ImageClassificationAgentHead method) (nip.image_classification.agents.ImageClassificationAgentPart method) (nip.image_classification.agents.ImageClassificationAgentPolicyHead method) (nip.image_classification.agents.ImageClassificationAgentValueHead method) (nip.image_classification.agents.ImageClassificationCombinedBody method) (nip.image_classification.agents.ImageClassificationCombinedPolicyHead method) (nip.image_classification.agents.ImageClassificationCombinedValueHead method) (nip.image_classification.agents.ImageClassificationConstantAgentValueHead method) (nip.image_classification.agents.ImageClassificationDummyAgentBody method) (nip.image_classification.agents.ImageClassificationDummyAgentPart method) (nip.image_classification.agents.ImageClassificationRandomAgentPolicyHead method) (nip.image_classification.agents.ImageClassificationSoloAgentHead method) (nip.rl_objectives.ClipPPOLossImproved method) (nip.rl_objectives.KLPENPPOLossImproved method) (nip.rl_objectives.ReinforceLossImproved method) (nip.rl_objectives.SpgLoss method) (nip.scenario_base.agents.AgentBody method) (nip.scenario_base.agents.AgentHead method) (nip.scenario_base.agents.AgentPart method) (nip.scenario_base.agents.AgentPolicyHead method) (nip.scenario_base.agents.AgentValueHead method) (nip.scenario_base.agents.CombinedBody method) (nip.scenario_base.agents.CombinedPolicyHead method) (nip.scenario_base.agents.CombinedValueHead method) (nip.scenario_base.agents.CombinedWhole method) (nip.scenario_base.agents.ConstantAgentValueHead method) (nip.scenario_base.agents.DummyAgentBody method) (nip.scenario_base.agents.PureTextCombinedWhole method) (nip.scenario_base.agents.PureTextWholeAgent method) (nip.scenario_base.agents.RandomAgentPolicyHead method) (nip.scenario_base.agents.RandomWholeAgent method) (nip.scenario_base.agents.SoloAgentHead method) (nip.scenario_base.agents.TensorDictAgentPartMixin method) (nip.scenario_base.agents.TensorDictDummyAgentPartMixin method) (nip.scenario_base.agents.WholeAgent method) (nip.scenario_base.rollout_analysis.PureTextRolloutAnalyser method) (nip.scenario_base.rollout_analysis.RolloutAnalyser method) (nip.utils.torch.BatchNorm1dSimulateBatchDims method) (nip.utils.torch.CatGraphPairDim method) (nip.utils.torch.Conv2dSimulateBatchDims method) (nip.utils.torch.GIN method) (nip.utils.torch.GlobalMaxPool method) (nip.utils.torch.MaxPool2dSimulateBatchDims method) (nip.utils.torch.NormalizeOneHotMessageHistory method) (nip.utils.torch.OneHot method) (nip.utils.torch.PairedGaussianNoise method) (nip.utils.torch.PairInvariantizer method) (nip.utils.torch.ParallelTensorDictModule method) (nip.utils.torch.Print method) (nip.utils.torch.ResNetBasicBlockSimulateBatchDims method) (nip.utils.torch.ResNetBottleneckBlockSimulateBatchDims method) (nip.utils.torch.SimulateBatchDimsMixin method) (nip.utils.torch.Squeeze method) (nip.utils.torch.TensorDictCat method) (nip.utils.torch.TensorDictCloneKeys method) (nip.utils.torch.TensorDictPrint method) (nip.utils.torch.UpsampleSimulateBatchDims method) fraction_to_modify (nip.code_validation.dataset_generation.CodeValidationDatasetConfig attribute) freeze() (nip.utils.training.ParamGroupFreezer method) from_arrays_and_scalars() (nip.utils.nested_array_dict.NestedArrayDict class method) from_dict() (nip.parameters.agents.AgentParameters class method) (nip.parameters.agents.AgentsParameters class method) (nip.parameters.agents.CodeValidationAgentParameters class method) (nip.parameters.agents.GraphIsomorphismAgentParameters class method) (nip.parameters.agents.ImageClassificationAgentParameters class method) (nip.parameters.agents.LrFactors class method) (nip.parameters.agents.PureTextAgentParameters class method) (nip.parameters.agents.RandomAgentParameters class method) (nip.parameters.base_run.BaseRunParameters class method) (nip.parameters.dataset.DatasetParameters class method) (nip.parameters.message_regression.MessageRegressionParameters class method) (nip.parameters.parameters_base.BaseHyperParameters class method) (nip.parameters.parameters_base.ParameterValue class method) (nip.parameters.parameters_base.SubParameters class method) (nip.parameters.protocol.CommonProtocolParameters class method) (nip.parameters.protocol.DebateProtocolParameters class method) (nip.parameters.protocol.LongProtocolParameters class method) (nip.parameters.protocol.MnipProtocolParameters class method) (nip.parameters.protocol.NipProtocolParameters class method) (nip.parameters.protocol.ZkProtocolParameters class method) (nip.parameters.scenario.CodeValidationParameters class method) (nip.parameters.scenario.ImageClassificationParameters class method) (nip.parameters.trainers.CommonPpoParameters class method) (nip.parameters.trainers.PureTextEiParameters class method) (nip.parameters.trainers.PureTextMaltParameters class method) (nip.parameters.trainers.ReinforceParameters class method) (nip.parameters.trainers.RlTrainerParameters class method) (nip.parameters.trainers.SoloAgentParameters class method) (nip.parameters.trainers.SpgParameters class method) (nip.parameters.trainers.TextRlParameters class method) (nip.parameters.trainers.VanillaPpoParameters class method) (nip.parameters.update_schedule.AgentUpdateSchedule class method) (nip.parameters.update_schedule.AlternatingPeriodicUpdateSchedule class method) (nip.parameters.update_schedule.ConstantUpdateSchedule class method) (nip.parameters.update_schedule.ContiguousPeriodicUpdateSchedule class method) from_objects() (nip.utils.runtime_module._RuntimeModule static method) from_string() (nip.utils.runtime_module._RuntimeModule static method) G generate_and_save_cv_dataset() (in module nip.code_validation.dataset_generation) generate_dataset_embeddings() (nip.image_classification.pretrained_models.PretrainedImageModel method) (nip.image_classification.pretrained_models.Resnet18Cifar10PretrainedModel method) (nip.image_classification.pretrained_models.Resnet18PretrainedModel method) (nip.scenario_base.pretrained_models.PretrainedModel method) generate_er_graphs() (in module nip.graph_isomorphism.dataset_generation) generate_gi_dataset() (in module nip.graph_isomorphism.dataset_generation) GenerationError get() (nip.parameters.agents.AgentParameters method) (nip.parameters.agents.CodeValidationAgentParameters method) (nip.parameters.agents.GraphIsomorphismAgentParameters method) (nip.parameters.agents.ImageClassificationAgentParameters method) (nip.parameters.agents.LrFactors method) (nip.parameters.agents.PureTextAgentParameters method) (nip.parameters.agents.RandomAgentParameters method) (nip.parameters.base_run.BaseRunParameters method) (nip.parameters.dataset.DatasetParameters method) (nip.parameters.message_regression.MessageRegressionParameters method) (nip.parameters.parameters_base.BaseHyperParameters method) (nip.parameters.parameters_base.SubParameters method) (nip.parameters.protocol.CommonProtocolParameters method) (nip.parameters.protocol.DebateProtocolParameters method) (nip.parameters.protocol.LongProtocolParameters method) (nip.parameters.protocol.MnipProtocolParameters method) (nip.parameters.protocol.NipProtocolParameters method) (nip.parameters.protocol.ZkProtocolParameters method) (nip.parameters.scenario.CodeValidationParameters method) (nip.parameters.scenario.ImageClassificationParameters method) (nip.parameters.trainers.CommonPpoParameters method) (nip.parameters.trainers.PureTextEiParameters method) (nip.parameters.trainers.PureTextMaltParameters method) (nip.parameters.trainers.ReinforceParameters method) (nip.parameters.trainers.RlTrainerParameters method) (nip.parameters.trainers.SoloAgentParameters method) (nip.parameters.trainers.SpgParameters method) (nip.parameters.trainers.TextRlParameters method) (nip.parameters.trainers.VanillaPpoParameters method) get_active_agents_mask_from_rounds_and_seed() (nip.code_validation.protocols.AdpCodeValidationProtocol method) (nip.code_validation.protocols.CodeValidationProtocolHandler method) (nip.code_validation.protocols.DebateCodeValidationProtocol method) (nip.code_validation.protocols.MerlinArthurCodeValidationProtocol method) (nip.code_validation.protocols.MnipCodeValidationProtocol method) (nip.code_validation.protocols.NipCodeValidationProtocol method) (nip.code_validation.protocols.SoloVerifierCodeValidationProtocol method) (nip.protocols.main_protocols.AdpProtocol method) (nip.protocols.main_protocols.DebateProtocol method) (nip.protocols.main_protocols.MerlinArthurProtocol method) (nip.protocols.main_protocols.MnipProtocol method) (nip.protocols.main_protocols.MultiChannelTestProtocol method) (nip.protocols.main_protocols.NipProtocol method) (nip.protocols.main_protocols.SoloVerifierProtocol method) (nip.protocols.protocol_base.DeterministicSingleVerifierProtocolHandler method) (nip.protocols.protocol_base.ProtocolHandler method) (nip.protocols.protocol_base.SingleVerifierProtocolHandler method) (nip.protocols.zero_knowledge.ZeroKnowledgeProtocol method) get_agent_ordered_channels() (nip.code_validation.protocols.AdpCodeValidationProtocol method) (nip.code_validation.protocols.CodeValidationProtocolHandler method) (nip.code_validation.protocols.DebateCodeValidationProtocol method) (nip.code_validation.protocols.MerlinArthurCodeValidationProtocol method) (nip.code_validation.protocols.MnipCodeValidationProtocol method) (nip.code_validation.protocols.NipCodeValidationProtocol method) (nip.code_validation.protocols.SoloVerifierCodeValidationProtocol method) get_agent_part_flags() (in module nip.utils.hyper_params) get_agent_system_prompt() (nip.code_validation.protocols.AdpCodeValidationProtocol method) (nip.code_validation.protocols.CodeValidationProtocolHandler method) (nip.code_validation.protocols.DebateCodeValidationProtocol method) (nip.code_validation.protocols.MerlinArthurCodeValidationProtocol method) (nip.code_validation.protocols.MnipCodeValidationProtocol method) (nip.code_validation.protocols.NipCodeValidationProtocol method) (nip.code_validation.protocols.SoloVerifierCodeValidationProtocol method) get_agent_system_prompt_template() (nip.code_validation.protocols.AdpCodeValidationProtocol method) (nip.code_validation.protocols.CodeValidationProtocolHandler method) (nip.code_validation.protocols.DebateCodeValidationProtocol method) (nip.code_validation.protocols.MerlinArthurCodeValidationProtocol method) (nip.code_validation.protocols.MnipCodeValidationProtocol method) (nip.code_validation.protocols.NipCodeValidationProtocol method) (nip.code_validation.protocols.SoloVerifierCodeValidationProtocol method) get_agent_visible_channels() (nip.code_validation.protocols.AdpCodeValidationProtocol method) (nip.code_validation.protocols.CodeValidationProtocolHandler method) (nip.code_validation.protocols.DebateCodeValidationProtocol method) (nip.code_validation.protocols.MerlinArthurCodeValidationProtocol method) (nip.code_validation.protocols.MnipCodeValidationProtocol method) (nip.code_validation.protocols.NipCodeValidationProtocol method) (nip.code_validation.protocols.SoloVerifierCodeValidationProtocol method) (nip.protocols.main_protocols.AdpProtocol method) (nip.protocols.main_protocols.DebateProtocol method) (nip.protocols.main_protocols.MerlinArthurProtocol method) (nip.protocols.main_protocols.MnipProtocol method) (nip.protocols.main_protocols.MultiChannelTestProtocol method) (nip.protocols.main_protocols.NipProtocol method) (nip.protocols.main_protocols.SoloVerifierProtocol method) (nip.protocols.protocol_base.DeterministicSingleVerifierProtocolHandler method) (nip.protocols.protocol_base.ProtocolHandler method) (nip.protocols.protocol_base.SingleVerifierProtocolHandler method) (nip.protocols.zero_knowledge.ZeroKnowledgeProtocol method) get_base_wandb_run_and_new_hyper_params() (in module nip.base_run) get_batch() (nip.utils.data.VariableDataCycler method) get_cached_models_path() (in module nip.model_cache) get_checkpoint_base_dir_from_run_id() (nip.trainers.ei_pure_text.PureTextEiTrainer class method) (nip.trainers.malt_pure_text.PureTextMaltTrainer class method) (nip.trainers.reinforce.ReinforceTrainer class method) (nip.trainers.rl_pure_text_base.PureTextRlTrainer class method) (nip.trainers.rl_tensordict_base.ReinforcementLearningTrainer class method) (nip.trainers.solo_agent.SoloAgentTrainer class method) (nip.trainers.spg.SpgTrainer class method) (nip.trainers.trainer_base.TensorDictTrainer class method) (nip.trainers.trainer_base.Trainer class method) (nip.trainers.vanilla_ppo.VanillaPpoTrainer class method) get_classification_from_response() (nip.code_validation.rollout_analysis.BinaryRolloutAnalyser method) (nip.code_validation.rollout_analysis.FollowUpAnalyser method) (nip.code_validation.rollout_analysis.ProverAccurateQuotationAnalyser method) (nip.code_validation.rollout_analysis.ProverDirectQuotationAnalyser method) (nip.code_validation.rollout_analysis.ProverRoleConformanceAnalyser method) get_datapoint_from_env_state_as_dict() (nip.code_validation.environment.CodeValidationEnvironment method) (nip.scenario_base.environment.PureTextEnvironment method) get_env_var() (in module nip.utils.env) get_fine_tune_job_error_repr() (nip.code_validation.agents.OpenAiSharedModelGroup method) (nip.scenario_base.agents.PureTextSharedModelGroup method) get_fine_tune_job_status() (nip.code_validation.agents.OpenAiSharedModelGroup method) (nip.scenario_base.agents.PureTextSharedModelGroup method) get_hash_parity() (in module nip.utils.string) get_header_length() (nip.utils.experiments.MultiLineFormatter method) get_key_batch_size() (in module nip.utils.tensordict) get_model_parameter_dicts() (nip.code_validation.agents.CodeValidationAgent method) (nip.graph_isomorphism.agents.GraphIsomorphismAgent method) (nip.image_classification.agents.ImageClassificationAgent method) (nip.scenario_base.agents.Agent method) get_next_state_from_state() (nip.code_validation.environment.CodeValidationEnvironment method) (nip.scenario_base.environment.PureTextEnvironment method) get_package_name() (in module nip.utils.version) get_parameter_class() (in module nip.parameters.parameters_base) get_parameter_or_parameter_value_class() (in module nip.parameters.parameters_base) get_pretrained_embedding_dtype() (nip.graph_isomorphism.data.GraphIsomorphismDataset method) (nip.image_classification.data.ImageClassificationDataset method) (nip.scenario_base.data.TensorDictDataset method) get_pretrained_embedding_feature_shape() (nip.graph_isomorphism.data.GraphIsomorphismDataset method) (nip.image_classification.data.ImageClassificationDataset method) (nip.scenario_base.data.TensorDictDataset method) get_pretrained_model_class() (in module nip.scenario_base.pretrained_models) get_state() (nip.code_validation.agents.CodeValidationAgent method) (nip.code_validation.agents.OpenAiSharedModelGroup method) (nip.graph_isomorphism.agents.GraphIsomorphismAgent method) (nip.image_classification.agents.ImageClassificationAgent method) (nip.scenario_base.agents.Agent method) (nip.scenario_base.agents.PureTextSharedModelGroup method) get_state_dict() (nip.code_validation.agents.CodeValidationRandomAgentPolicyHead method) (nip.code_validation.agents.OpenAiSharedModelGroup method) (nip.code_validation.agents.OpenAiWholeAgent method) (nip.graph_isomorphism.agents.GraphIsomorphismAgentBody method) (nip.graph_isomorphism.agents.GraphIsomorphismAgentHead method) (nip.graph_isomorphism.agents.GraphIsomorphismAgentPart method) (nip.graph_isomorphism.agents.GraphIsomorphismAgentPolicyHead method) (nip.graph_isomorphism.agents.GraphIsomorphismAgentValueHead method) (nip.graph_isomorphism.agents.GraphIsomorphismConstantAgentValueHead method) (nip.graph_isomorphism.agents.GraphIsomorphismDummyAgentBody method) (nip.graph_isomorphism.agents.GraphIsomorphismDummyAgentPart method) (nip.graph_isomorphism.agents.GraphIsomorphismRandomAgentPolicyHead method) (nip.graph_isomorphism.agents.GraphIsomorphismSoloAgentHead method) (nip.image_classification.agents.ImageClassificationAgentBody method) (nip.image_classification.agents.ImageClassificationAgentHead method) (nip.image_classification.agents.ImageClassificationAgentPart method) (nip.image_classification.agents.ImageClassificationAgentPolicyHead method) (nip.image_classification.agents.ImageClassificationAgentValueHead method) (nip.image_classification.agents.ImageClassificationConstantAgentValueHead method) (nip.image_classification.agents.ImageClassificationDummyAgentBody method) (nip.image_classification.agents.ImageClassificationDummyAgentPart method) (nip.image_classification.agents.ImageClassificationRandomAgentPolicyHead method) (nip.image_classification.agents.ImageClassificationSoloAgentHead method) (nip.scenario_base.agents.AgentBody method) (nip.scenario_base.agents.AgentHead method) (nip.scenario_base.agents.AgentPart method) (nip.scenario_base.agents.AgentPolicyHead method) (nip.scenario_base.agents.AgentValueHead method) (nip.scenario_base.agents.ConstantAgentValueHead method) (nip.scenario_base.agents.DummyAgentBody method) (nip.scenario_base.agents.PureTextSharedModelGroup method) (nip.scenario_base.agents.PureTextWholeAgent method) (nip.scenario_base.agents.RandomAgentPolicyHead method) (nip.scenario_base.agents.RandomWholeAgent method) (nip.scenario_base.agents.SoloAgentHead method) (nip.scenario_base.agents.TensorDictAgentPartMixin method) (nip.scenario_base.agents.TensorDictDummyAgentPartMixin method) (nip.scenario_base.agents.WholeAgent method) get_total_num_iterations() (nip.trainers.ei_pure_text.PureTextEiTrainer method) (nip.trainers.malt_pure_text.PureTextMaltTrainer method) (nip.trainers.reinforce.ReinforceTrainer method) (nip.trainers.rl_pure_text_base.PureTextRlTrainer method) (nip.trainers.rl_tensordict_base.ReinforcementLearningTrainer method) (nip.trainers.solo_agent.SoloAgentTrainer method) (nip.trainers.spg.SpgTrainer method) (nip.trainers.trainer_base.TensorDictTrainer method) (nip.trainers.trainer_base.Trainer method) (nip.trainers.vanilla_ppo.VanillaPpoTrainer method) get_union_elements() (in module nip.utils.types) get_verifier_guess_mask_from_rounds_and_seed() (nip.code_validation.protocols.AdpCodeValidationProtocol method) (nip.code_validation.protocols.CodeValidationProtocolHandler method) (nip.code_validation.protocols.DebateCodeValidationProtocol method) (nip.code_validation.protocols.MerlinArthurCodeValidationProtocol method) (nip.code_validation.protocols.MnipCodeValidationProtocol method) (nip.code_validation.protocols.NipCodeValidationProtocol method) (nip.code_validation.protocols.SoloVerifierCodeValidationProtocol method) (nip.protocols.main_protocols.AdpProtocol method) (nip.protocols.main_protocols.DebateProtocol method) (nip.protocols.main_protocols.MerlinArthurProtocol method) (nip.protocols.main_protocols.MnipProtocol method) (nip.protocols.main_protocols.MultiChannelTestProtocol method) (nip.protocols.main_protocols.NipProtocol method) (nip.protocols.main_protocols.SoloVerifierProtocol method) (nip.protocols.protocol_base.DeterministicSingleVerifierProtocolHandler method) (nip.protocols.protocol_base.ProtocolHandler method) (nip.protocols.protocol_base.SingleVerifierProtocolHandler method) (nip.protocols.zero_knowledge.ZeroKnowledgeProtocol method) get_version() (in module nip.utils.version) GI_DATA_DIR (in module nip.constants) GIN (class in nip.utils.torch) global_tqdm_step_fn() (nip.utils.experiments.ExperimentFunctionArguments method) GlobalMaxPool (class in nip.utils.torch) graph isomorphism scenario GraphIsomorphicDatasetConfig (class in nip.graph_isomorphism.dataset_generation) GraphIsomorphismAgent (class in nip.graph_isomorphism.agents) GraphIsomorphismAgentBody (class in nip.graph_isomorphism.agents) GraphIsomorphismAgentHead (class in nip.graph_isomorphism.agents) GraphIsomorphismAgentHooks (class in nip.graph_isomorphism.agents) GraphIsomorphismAgentParameters (class in nip.parameters.agents) GraphIsomorphismAgentPart (class in nip.graph_isomorphism.agents) GraphIsomorphismAgentPolicyHead (class in nip.graph_isomorphism.agents) GraphIsomorphismAgentValueHead (class in nip.graph_isomorphism.agents) GraphIsomorphismCombinedBody (class in nip.graph_isomorphism.agents) GraphIsomorphismCombinedPolicyHead (class in nip.graph_isomorphism.agents) GraphIsomorphismCombinedValueHead (class in nip.graph_isomorphism.agents) GraphIsomorphismConstantAgentValueHead (class in nip.graph_isomorphism.agents) GraphIsomorphismDataset (class in nip.graph_isomorphism.data) GraphIsomorphismDummyAgentBody (class in nip.graph_isomorphism.agents) GraphIsomorphismDummyAgentPart (class in nip.graph_isomorphism.agents) GraphIsomorphismEnvironment (class in nip.graph_isomorphism.environment) GraphIsomorphismPpoRunTimeable (class in nip.timing.run) GraphIsomorphismRandomAgentPolicyHead (class in nip.graph_isomorphism.agents) GraphIsomorphismRolloutSamples (class in nip.graph_isomorphism.rollout_samples) GraphIsomorphismSoloAgentHead (class in nip.graph_isomorphism.agents) GraphIsomorphismSoloAgentRunTimeable (class in nip.timing.run) GraphIsomorphismVerifierTimeable (class in nip.timing.models) GuessType (in module nip.parameters.types) H handler() (in module nip.utils.apps_metric) HF_BUGGY_APPS_REPO (in module nip.constants) HF_PRETRAINED_MODELS_USER (in module nip.constants) hyper-parameter hyper-parameters HyperparameterExperiment (class in nip.utils.experiments) HyperParameters (class in nip.parameters) I IC_DATA_DIR (in module nip.constants) IhvpVariantType (in module nip.parameters.types) image classification scenario ImageBuildingBlockType (in module nip.parameters.types) ImageClassificationAgent (class in nip.image_classification.agents) ImageClassificationAgentBody (class in nip.image_classification.agents) ImageClassificationAgentHead (class in nip.image_classification.agents) ImageClassificationAgentParameters (class in nip.parameters.agents) ImageClassificationAgentPart (class in nip.image_classification.agents) ImageClassificationAgentPolicyHead (class in nip.image_classification.agents) ImageClassificationAgentValueHead (class in nip.image_classification.agents) ImageClassificationCombinedBody (class in nip.image_classification.agents) ImageClassificationCombinedPolicyHead (class in nip.image_classification.agents) ImageClassificationCombinedValueHead (class in nip.image_classification.agents) ImageClassificationConstantAgentValueHead (class in nip.image_classification.agents) ImageClassificationDataset (class in nip.image_classification.data) ImageClassificationDummyAgentBody (class in nip.image_classification.agents) ImageClassificationDummyAgentPart (class in nip.image_classification.agents) ImageClassificationEnvironment (class in nip.image_classification.environment) ImageClassificationParameters (class in nip.parameters.scenario) ImageClassificationRandomAgentPolicyHead (class in nip.image_classification.agents) ImageClassificationSoloAgentHead (class in nip.image_classification.agents) IntArraySpec (class in nip.utils.nested_array_dict) interaction protocol InteractionProtocolType (in module nip.parameters.types) InvalidDecisionError InvalidResponseError inverse_hessian_vector_product() (in module nip.utils.maths) is_agent_active() (nip.code_validation.protocols.AdpCodeValidationProtocol method) (nip.code_validation.protocols.DebateCodeValidationProtocol method) (nip.code_validation.protocols.MnipCodeValidationProtocol method) (nip.code_validation.protocols.NipCodeValidationProtocol method) (nip.code_validation.protocols.SoloVerifierCodeValidationProtocol method) (nip.protocols.main_protocols.AdpProtocol method) (nip.protocols.main_protocols.DebateProtocol method) (nip.protocols.main_protocols.MnipProtocol method) (nip.protocols.main_protocols.MultiChannelTestProtocol method) (nip.protocols.main_protocols.NipProtocol method) (nip.protocols.main_protocols.SoloVerifierProtocol method) (nip.protocols.protocol_base.DeterministicSingleVerifierProtocolHandler method) is_broadcastable() (in module nip.utils.maths) is_in() (nip.graph_isomorphism.environment.AdjacencyMatrixSpec method) is_nested_key() (in module nip.utils.data) items() (nip.utils.nested_array_dict.NestedArrayDict method) IterationContext (class in nip.trainers.trainer_base) IterationNotFoundError K key_is_leaf() (nip.utils.nested_array_dict.NestedArrayDict method) keys() (nip.utils.nested_array_dict.CompositeSpec method) (nip.utils.nested_array_dict.NestedArrayDict method) KLPENPPOLossImproved (class in nip.rl_objectives) KmnistDatasetWrapper (class in nip.image_classification.data) L leaf_keys() (nip.utils.nested_array_dict.NestedArrayDict method) list_timeables() (in module nip.timing.timeables) load_and_set_state_from_checkpoint() (nip.trainers.ei_pure_text.PureTextEiTrainer method) (nip.trainers.malt_pure_text.PureTextMaltTrainer method) (nip.trainers.reinforce.ReinforceTrainer method) (nip.trainers.rl_pure_text_base.PureTextRlTrainer method) (nip.trainers.rl_tensordict_base.ReinforcementLearningTrainer method) (nip.trainers.solo_agent.SoloAgentTrainer method) (nip.trainers.spg.SpgTrainer method) (nip.trainers.trainer_base.TensorDictTrainer method) (nip.trainers.trainer_base.Trainer method) (nip.trainers.vanilla_ppo.VanillaPpoTrainer method) load_cached_model_state_dicts() (in module nip.model_cache) load_env_once() (in module nip.utils.env) load_from_wandb_config() (nip.parameters.agents.AgentParameters method) (nip.parameters.agents.CodeValidationAgentParameters method) (nip.parameters.agents.GraphIsomorphismAgentParameters method) (nip.parameters.agents.ImageClassificationAgentParameters method) (nip.parameters.agents.PureTextAgentParameters method) (nip.parameters.agents.RandomAgentParameters method) load_pretrained_embeddings() (nip.graph_isomorphism.data.GraphIsomorphismDataset method) (nip.image_classification.data.ImageClassificationDataset method) (nip.scenario_base.data.TensorDictDataset method) local_dir (nip.code_validation.dataset_generation.CodeValidationDatasetConfig attribute) log() (nip.artifact_logger.ArtifactLogger method) (nip.stat_logger.DummyStatLogger method) (nip.stat_logger.StatLogger method) (nip.stat_logger.WandbStatLogger method) LOG_DIR (in module nip.constants) log_prob() (nip.utils.distributions.CompositeCategoricalDistribution method) logit_entropy() (in module nip.utils.maths) logit_or() (in module nip.utils.maths) logit_or_dual() (in module nip.utils.maths) LongProtocolParameters (class in nip.parameters.protocol) LrFactors (class in nip.parameters.agents) M max_attempts (nip.code_validation.dataset_generation.CodeValidationDatasetConfig attribute) max_modifications (nip.code_validation.dataset_generation.CodeValidationDatasetConfig attribute) MaxPool2dSimulateBatchDims (class in nip.utils.torch) mean_episode_reward() (in module nip.utils.maths) mean_for_unique_keys() (in module nip.utils.maths) MerlinArthurCodeValidationProtocol (class in nip.code_validation.protocols) MerlinArthurProtocol (class in nip.protocols.main_protocols) message_regressor (nip.factory.ScenarioInstance attribute) MessageRegressionMethodType (in module nip.parameters.types) MessageRegressionParameters (class in nip.parameters.message_regression) minstd_generate_pseudo_random_sequence() (in module nip.utils.maths) MnipCodeValidationProtocol (class in nip.code_validation.protocols) MnipProtocol (class in nip.protocols.main_protocols) MnipProtocolParameters (class in nip.parameters.protocol) MnistDatasetWrapper (class in nip.image_classification.data) model (nip.code_validation.dataset_generation.CodeValidationDatasetConfig attribute) ModelNotFoundError ModelTimeable (class in nip.timing.models) modify_function() (in module nip.utils.runtime_module) modify_system_prompt_variables() (nip.code_validation.protocols.AdpCodeValidationProtocol method) (nip.code_validation.protocols.CodeValidationProtocolHandler method) (nip.code_validation.protocols.DebateCodeValidationProtocol method) (nip.code_validation.protocols.MerlinArthurCodeValidationProtocol method) (nip.code_validation.protocols.MnipCodeValidationProtocol method) (nip.code_validation.protocols.NipCodeValidationProtocol method) (nip.code_validation.protocols.SoloVerifierCodeValidationProtocol method) module create_cv_dataset create_gi_dataset download_all_datasets dummy_test_gi dummy_test_ic ei_cv nip.artifact_logger nip.base_run nip.code_validation nip.code_validation.agents nip.code_validation.data nip.code_validation.dataset_generation nip.code_validation.environment nip.code_validation.protocols nip.code_validation.rollout_analysis nip.constants nip.factory nip.graph_isomorphism nip.graph_isomorphism.agents nip.graph_isomorphism.data nip.graph_isomorphism.dataset_generation nip.graph_isomorphism.environment nip.graph_isomorphism.rollout_samples nip.image_classification nip.image_classification.agents nip.image_classification.data nip.image_classification.environment nip.image_classification.pretrained_models nip.model_cache nip.parameters.agents nip.parameters.base_run nip.parameters.dataset nip.parameters.message_regression nip.parameters.parameters_base nip.parameters.protocol nip.parameters.scenario nip.parameters.trainers nip.parameters.types nip.parameters.update_schedule nip.parameters.version nip.rl_objectives nip.scenario_base.agents nip.scenario_base.data nip.scenario_base.environment nip.scenario_base.pretrained_models nip.scenario_base.rollout_analysis nip.scenario_base.rollout_samples nip.stat_logger nip.timing nip.timing.models nip.timing.run nip.timing.timeables nip.trainers.ei_pure_text nip.trainers.malt_pure_text nip.trainers.reinforce nip.trainers.rl_pure_text_base nip.trainers.rl_tensordict_base nip.trainers.solo_agent nip.trainers.spg nip.trainers.trainer_base nip.trainers.vanilla_ppo nip.utils nip.utils.api nip.utils.apps_metric nip.utils.bugfix nip.utils.data nip.utils.distributions nip.utils.env nip.utils.experiments nip.utils.hyper_params nip.utils.io nip.utils.maths nip.utils.nested_array_dict nip.utils.oop nip.utils.output nip.utils.runtime_module nip.utils.string nip.utils.tensordict nip.utils.timing nip.utils.torch nip.utils.training nip.utils.types nip.utils.version ppo_gi ppo_ic solo_agents_gi solo_agents_ic time_timeable MultiChannelTestProtocol (class in nip.protocols.main_protocols) MultiLineFormatter (class in nip.utils.experiments) MultipleConversionFunctionsMatchError MultiprocessHyperparameterExperiment (class in nip.utils.experiments) N name scripts/create_gi_dataset.py command line option scripts/time_timeable.py command line option name (nip.scenario_base.environment.PromptMessage attribute) nested_dict_keys() (in module nip.utils.data) nested_dict_keys_stringified() (in module nip.utils.data) NestedArrayDict (class in nip.utils.nested_array_dict) NestedArrayDictDataLoader (class in nip.scenario_base.data) NestedArrayDictDataset (class in nip.scenario_base.data) next_messages (nip.code_validation.agents._ParsedChatCompletion attribute) nip.artifact_logger module nip.base_run module nip.code_validation module nip.code_validation.agents module nip.code_validation.data module nip.code_validation.dataset_generation module nip.code_validation.environment module nip.code_validation.protocols module nip.code_validation.rollout_analysis module nip.constants module nip.factory module nip.graph_isomorphism module nip.graph_isomorphism.agents module nip.graph_isomorphism.data module nip.graph_isomorphism.dataset_generation module nip.graph_isomorphism.environment module nip.graph_isomorphism.rollout_samples module nip.image_classification module nip.image_classification.agents module nip.image_classification.data module nip.image_classification.environment module nip.image_classification.pretrained_models module nip.model_cache module nip.parameters.agents module nip.parameters.base_run module nip.parameters.dataset module nip.parameters.message_regression module nip.parameters.parameters_base module nip.parameters.protocol module nip.parameters.scenario module nip.parameters.trainers module nip.parameters.types module nip.parameters.update_schedule module nip.parameters.version module nip.rl_objectives module nip.scenario_base.agents module nip.scenario_base.data module nip.scenario_base.environment module nip.scenario_base.pretrained_models module nip.scenario_base.rollout_analysis module nip.scenario_base.rollout_samples module nip.stat_logger module nip.timing module nip.timing.models module nip.timing.run module nip.timing.timeables module nip.trainers.ei_pure_text module nip.trainers.malt_pure_text module nip.trainers.reinforce module nip.trainers.rl_pure_text_base module nip.trainers.rl_tensordict_base module nip.trainers.solo_agent module nip.trainers.spg module nip.trainers.trainer_base module nip.trainers.vanilla_ppo module nip.utils module nip.utils.api module nip.utils.apps_metric module nip.utils.bugfix module nip.utils.data module nip.utils.distributions module nip.utils.env module nip.utils.experiments module nip.utils.hyper_params module nip.utils.io module nip.utils.maths module nip.utils.nested_array_dict module nip.utils.oop module nip.utils.output module nip.utils.runtime_module module nip.utils.string module nip.utils.tensordict module nip.utils.timing module nip.utils.torch module nip.utils.training module nip.utils.types module nip.utils.version module NipCodeValidationProtocol (class in nip.code_validation.protocols) NipProtocol (class in nip.protocols.main_protocols) NipProtocolParameters (class in nip.parameters.protocol) NormalizeOneHotMessageHistory (class in nip.utils.torch) NotAllActiveChannelsInResponseError NotGuessedError num_data (nip.code_validation.dataset_generation.CodeValidationDatasetConfig attribute) num_problematic_inputs (nip.code_validation.dataset_generation.CodeValidationDatasetConfig attribute) NumpyArraySpec (class in nip.utils.nested_array_dict) NumpySpec (class in nip.utils.nested_array_dict) O oargspec() (in module nip.utils.runtime_module) Objective (class in nip.rl_objectives) OneHot (class in nip.utils.torch) OpenAiSharedModelGroup (class in nip.code_validation.agents) OpenAiSharedModelGroupState (class in nip.code_validation.agents) OpenAiWholeAgent (class in nip.code_validation.agents) overload (class in nip.utils.runtime_module) P PairedGaussianNoise (class in nip.utils.torch) PairInvariantizer (class in nip.utils.torch) ParallelTensorDictModule (class in nip.utils.torch) ParameterValue (class in nip.parameters.parameters_base) ParamGroupFreezer (class in nip.utils.training) parse_chat_completion() (nip.code_validation.protocols.AdpCodeValidationProtocol method) (nip.code_validation.protocols.CodeValidationProtocolHandler method) (nip.code_validation.protocols.DebateCodeValidationProtocol method) (nip.code_validation.protocols.MerlinArthurCodeValidationProtocol method) (nip.code_validation.protocols.MnipCodeValidationProtocol method) (nip.code_validation.protocols.NipCodeValidationProtocol method) (nip.code_validation.protocols.SoloVerifierCodeValidationProtocol method) ppo_gi module ppo_ic module PPOLossImproved (class in nip.rl_objectives) PpoLossType (in module nip.parameters.types) PrefixLoggerAdapter (class in nip.utils.experiments) prepare_experiment() (in module nip.run) PreparedExperimentInfo (class in nip.run) PretrainedImageModel (class in nip.image_classification.pretrained_models) PretrainedModel (class in nip.scenario_base.pretrained_models) Print (class in nip.utils.torch) print() (nip.utils.timing.TimeInfoPrinter method) process() (nip.utils.experiments.PrefixLoggerAdapter method) prompt (nip.code_validation.agents._ParsedChatCompletion attribute) prompt_array_to_list() (nip.code_validation.environment.CodeValidationEnvironment method) (nip.scenario_base.environment.PureTextEnvironment method) prompt_list_to_array() (nip.code_validation.environment.CodeValidationEnvironment method) (nip.scenario_base.environment.PureTextEnvironment method) PromptMessage (class in nip.scenario_base.environment) protocol_handler (nip.factory.ScenarioInstance attribute) ProtocolHandler (class in nip.protocols.protocol_base) ProverAccurateQuotationAnalyser (class in nip.code_validation.rollout_analysis) ProverAnalyserMixin (class in nip.code_validation.rollout_analysis) ProverDirectQuotationAnalyser (class in nip.code_validation.rollout_analysis) ProverRoleConformanceAnalyser (class in nip.code_validation.rollout_analysis) pull_repo (nip.code_validation.dataset_generation.CodeValidationDatasetConfig attribute) PureTextAgentParameters (class in nip.parameters.agents) PureTextCombinedWhole (class in nip.scenario_base.agents) PureTextEiParameters (class in nip.parameters.trainers) PureTextEiTrainer (class in nip.trainers.ei_pure_text) PureTextEnvironment (class in nip.scenario_base.environment) PureTextMaltParameters (class in nip.parameters.trainers) PureTextMaltTrainer (class in nip.trainers.malt_pure_text) PureTextRlTrainer (class in nip.trainers.rl_pure_text_base) PureTextRolloutAnalyser (class in nip.scenario_base.rollout_analysis) PureTextSharedModelGroup (class in nip.scenario_base.agents) PureTextSharedModelGroupState (class in nip.scenario_base.agents) PureTextWholeAgent (class in nip.scenario_base.agents) push_repo (nip.code_validation.dataset_generation.CodeValidationDatasetConfig attribute) R rand() (nip.graph_isomorphism.environment.AdjacencyMatrixSpec method) random_string() (in module nip.utils.string) RandomAgentParameters (class in nip.parameters.agents) RandomAgentPolicyHead (class in nip.scenario_base.agents) RandomWholeAgent (class in nip.scenario_base.agents) raw_message (nip.code_validation.agents._ParsedChatCompletion attribute) register_conversion_function() (in module nip.parameters.version) register_dataset_wrapper_class() (in module nip.image_classification.data) register_parameter_class() (in module nip.parameters) (in module nip.parameters.parameters_base) register_parameter_value_class() (in module nip.parameters.parameters_base) register_pretrained_model_class() (in module nip.scenario_base.pretrained_models) register_protocol_handler() (in module nip.protocols.registry) register_rollout_analyser() (in module nip.scenario_base.rollout_analysis) register_rollout_samples_class() (in module nip.scenario_base.rollout_samples) register_scenario_class() (in module nip.factory) register_timeable() (in module nip.timing.timeables) register_trainer() (in module nip.trainers.registry) ReinforceLossImproved (class in nip.rl_objectives) ReinforcementLearningTrainer (class in nip.trainers.rl_tensordict_base) ReinforceParameters (class in nip.parameters.trainers) ReinforceTrainer (class in nip.trainers.reinforce) relevant_agents_and_channels() (nip.code_validation.rollout_analysis.BinaryRolloutAnalyser method) (nip.code_validation.rollout_analysis.CodeValidationRolloutAnalyser method) (nip.code_validation.rollout_analysis.FollowUpAnalyser method) (nip.code_validation.rollout_analysis.ProverAccurateQuotationAnalyser method) (nip.code_validation.rollout_analysis.ProverAnalyserMixin method) (nip.code_validation.rollout_analysis.ProverDirectQuotationAnalyser method) (nip.code_validation.rollout_analysis.ProverRoleConformanceAnalyser method) (nip.scenario_base.rollout_analysis.PureTextRolloutAnalyser method) (nip.scenario_base.rollout_analysis.RolloutAnalyser method) reliability_guard() (in module nip.utils.apps_metric) reload_env() (in module nip.utils.env) rename_dict_key() (in module nip.utils.data) reset() (nip.code_validation.environment.CodeValidationEnvironment method) (nip.scenario_base.environment.Environment method) (nip.scenario_base.environment.PureTextEnvironment method) reset_parameters() (nip.utils.torch.GIN method) Resnet18Cifar10PretrainedModel (class in nip.image_classification.pretrained_models) Resnet18PretrainedModel (class in nip.image_classification.pretrained_models) ResNetBasicBlockSimulateBatchDims (class in nip.utils.torch) ResNetBottleneckBlockSimulateBatchDims (class in nip.utils.torch) retry_count (nip.code_validation.agents._ParsedChatCompletion attribute) reward2go() (in module nip.utils.bugfix) Reward2GoTransform (class in nip.utils.bugfix) reward_mid_point_estimate() (nip.code_validation.protocols.AdpCodeValidationProtocol method) (nip.code_validation.protocols.CodeValidationProtocolHandler method) (nip.code_validation.protocols.DebateCodeValidationProtocol method) (nip.code_validation.protocols.MerlinArthurCodeValidationProtocol method) (nip.code_validation.protocols.MnipCodeValidationProtocol method) (nip.code_validation.protocols.NipCodeValidationProtocol method) (nip.code_validation.protocols.SoloVerifierCodeValidationProtocol method) (nip.protocols.main_protocols.AdpProtocol method) (nip.protocols.main_protocols.DebateProtocol method) (nip.protocols.main_protocols.MerlinArthurProtocol method) (nip.protocols.main_protocols.MnipProtocol method) (nip.protocols.main_protocols.MultiChannelTestProtocol method) (nip.protocols.main_protocols.NipProtocol method) (nip.protocols.main_protocols.SoloVerifierProtocol method) (nip.protocols.protocol_base.DeterministicSingleVerifierProtocolHandler method) (nip.protocols.protocol_base.ProtocolHandler method) (nip.protocols.protocol_base.SingleVerifierProtocolHandler method) (nip.protocols.zero_knowledge.ZeroKnowledgeProtocol method) RlTrainerParameters (class in nip.parameters.trainers) role (nip.scenario_base.environment.PromptMessage attribute) RolloutAnalyser (class in nip.scenario_base.rollout_analysis) RolloutSamples (class in nip.scenario_base.rollout_samples) run() (nip.timing.models.GraphIsomorphismVerifierTimeable method) (nip.timing.models.ModelTimeable method) (nip.timing.run.GraphIsomorphismPpoRunTimeable method) (nip.timing.run.GraphIsomorphismSoloAgentRunTimeable method) (nip.timing.run.RunTimeable method) (nip.timing.timeables.Timeable method) (nip.timing.timeables.TrainingTimeable method) (nip.utils.experiments.HyperparameterExperiment method) (nip.utils.experiments.MultiprocessHyperparameterExperiment method) (nip.utils.experiments.SequentialHyperparameterExperiment method) run_analysers() (nip.trainers.ei_pure_text.PureTextEiTrainer method) (nip.trainers.malt_pure_text.PureTextMaltTrainer method) (nip.trainers.rl_pure_text_base.PureTextRlTrainer method) run_experiment() (in module nip.run) run_infix scripts/ei_cv.py command line option run_test() (in module nip.utils.apps_metric) RunTimeable (class in nip.timing.run) S save_after (nip.code_validation.dataset_generation.CodeValidationDatasetConfig attribute) save_checkpoint() (nip.trainers.ei_pure_text.PureTextEiTrainer method) (nip.trainers.malt_pure_text.PureTextMaltTrainer method) (nip.trainers.reinforce.ReinforceTrainer method) (nip.trainers.rl_pure_text_base.PureTextRlTrainer method) (nip.trainers.rl_tensordict_base.ReinforcementLearningTrainer method) (nip.trainers.solo_agent.SoloAgentTrainer method) (nip.trainers.spg.SpgTrainer method) (nip.trainers.trainer_base.TensorDictTrainer method) (nip.trainers.trainer_base.Trainer method) (nip.trainers.vanilla_ppo.VanillaPpoTrainer method) save_model_state_dicts() (in module nip.model_cache) scenario (nip.timing.models.ModelTimeable attribute) (nip.timing.run.RunTimeable attribute) scenario instance ScenarioInstance (class in nip.factory) ScenarioType (in module nip.parameters.types) scripts/create_cv_dataset.py command line option --help --num_data --save_after --split -h scripts/create_gi_dataset.py command line option --batch-size --help --num-graphs -h name scripts/download_all_datasets.py command line option --help -h scripts/dummy_test_gi.py command line option --help --ignore_cache --prepare-experiment --run-id --use-wandb --use_cpu --wandb-entity --wandb-project -h scripts/dummy_test_ic.py command line option --help --ignore-cache --run-id --use-wandb --use_cpu --wandb-entity --wandb-project -h scripts/ei_cv.py command line option --combo-groups --combo-num --debug --dummy --gpu-num --help --ignore-cache --no-pretrain --num-rollout-workers --num-skip --quiet --tag --use-wandb --verbose --wandb-entity --wandb-project -d -h -q -v run_infix scripts/ppo_gi.py command line option --debug --enable-efficient-attention --gpu-num --help --ignore-cache --max-tasks-per-child --no-dataset-on-device --no-pretrain --num-skip --num-workers --quiet --run-infix --tag --use-wandb --verbose --wandb-entity --wandb-project -d -h -q -v scripts/ppo_ic.py command line option --dataset-on-device --debug --enable-efficient-attention --gpu-num --help --ignore-cache --max-tasks-per-child --no-pretrain --num-skip --num-workers --quiet --run-infix --tag --use-wandb --verbose --wandb-entity --wandb-project -d -h -q -v scripts/solo_agents_gi.py command line option --debug --gpu-num --help --ignore-cache --max-tasks-per-child --no-pretrain --num-skip --num-workers --quiet --run-infix --tag --use-wandb --verbose --wandb-entity --wandb-project -d -h -q -v scripts/solo_agents_ic.py command line option --dataset-on-device --debug --gpu-num --help --ignore-cache --max-tasks-per-child --no-pretrain --num-skip --num-workers --quiet --run-infix --tag --use-wandb --verbose --wandb-entity --wandb-project -d -h -q -v scripts/time_timeable.py command line option --all --help --list --no-profile-memory --no-record-shapes --param-scale --with-stack -a -h -l name SEEDS (in module nip.constants) select() (nip.factory._ParameterSelector method) SequentialHyperparameterExperiment (class in nip.utils.experiments) set_description() (nip.trainers.trainer_base.IterationContext method) (nip.utils.output.DummyTqdm method) set_docstring() (in module nip.utils.runtime_module) set_enabled_state() (nip.utils.timing.TimeInfoPrinter method) set_keys() (nip.rl_objectives.ClipPPOLossImproved method) (nip.rl_objectives.KLPENPPOLossImproved method) (nip.rl_objectives.Objective method) (nip.rl_objectives.PPOLossImproved method) (nip.rl_objectives.ReinforceLossImproved method) (nip.rl_objectives.SpgLoss method) set_seed() (in module nip.utils.maths) set_state() (nip.code_validation.agents.CodeValidationAgent method) (nip.code_validation.agents.CodeValidationRandomAgentPolicyHead method) (nip.code_validation.agents.OpenAiSharedModelGroup method) (nip.code_validation.agents.OpenAiWholeAgent method) (nip.graph_isomorphism.agents.GraphIsomorphismAgent method) (nip.graph_isomorphism.agents.GraphIsomorphismAgentBody method) (nip.graph_isomorphism.agents.GraphIsomorphismAgentHead method) (nip.graph_isomorphism.agents.GraphIsomorphismAgentPart method) (nip.graph_isomorphism.agents.GraphIsomorphismAgentPolicyHead method) (nip.graph_isomorphism.agents.GraphIsomorphismAgentValueHead method) (nip.graph_isomorphism.agents.GraphIsomorphismConstantAgentValueHead method) (nip.graph_isomorphism.agents.GraphIsomorphismDummyAgentBody method) (nip.graph_isomorphism.agents.GraphIsomorphismDummyAgentPart method) (nip.graph_isomorphism.agents.GraphIsomorphismRandomAgentPolicyHead method) (nip.graph_isomorphism.agents.GraphIsomorphismSoloAgentHead method) (nip.image_classification.agents.ImageClassificationAgent method) (nip.image_classification.agents.ImageClassificationAgentBody method) (nip.image_classification.agents.ImageClassificationAgentHead method) (nip.image_classification.agents.ImageClassificationAgentPart method) (nip.image_classification.agents.ImageClassificationAgentPolicyHead method) (nip.image_classification.agents.ImageClassificationAgentValueHead method) (nip.image_classification.agents.ImageClassificationConstantAgentValueHead method) (nip.image_classification.agents.ImageClassificationDummyAgentBody method) (nip.image_classification.agents.ImageClassificationDummyAgentPart method) (nip.image_classification.agents.ImageClassificationRandomAgentPolicyHead method) (nip.image_classification.agents.ImageClassificationSoloAgentHead method) (nip.scenario_base.agents.Agent method) (nip.scenario_base.agents.AgentBody method) (nip.scenario_base.agents.AgentHead method) (nip.scenario_base.agents.AgentPart method) (nip.scenario_base.agents.AgentPolicyHead method) (nip.scenario_base.agents.AgentValueHead method) (nip.scenario_base.agents.ConstantAgentValueHead method) (nip.scenario_base.agents.DummyAgentBody method) (nip.scenario_base.agents.PureTextSharedModelGroup method) (nip.scenario_base.agents.PureTextWholeAgent method) (nip.scenario_base.agents.RandomAgentPolicyHead method) (nip.scenario_base.agents.RandomWholeAgent method) (nip.scenario_base.agents.SoloAgentHead method) (nip.scenario_base.agents.TensorDictAgentPartMixin method) (nip.scenario_base.agents.TensorDictDummyAgentPartMixin method) (nip.scenario_base.agents.WholeAgent method) shared_model_groups (nip.factory.ScenarioInstance attribute) shuffle_adjacencies() (in module nip.graph_isomorphism.dataset_generation) SimulateBatchDimsMixin (class in nip.utils.torch) SingleVerifierProtocolHandler (class in nip.protocols.protocol_base) solo_agents_gi module solo_agents_ic module SoloAgentHead (class in nip.scenario_base.agents) SoloAgentParameters (class in nip.parameters.trainers) SoloAgentTrainer (class in nip.trainers.solo_agent) SoloVerifierCodeValidationProtocol (class in nip.code_validation.protocols) SoloVerifierProtocol (class in nip.protocols.main_protocols) SpgLoss (class in nip.rl_objectives) SpgParameters (class in nip.parameters.trainers) SpgTrainer (class in nip.trainers.spg) SpgVariantType (in module nip.parameters.types) split (nip.code_validation.dataset_generation.CodeValidationDatasetConfig attribute) Squeeze (class in nip.utils.torch) stack_nested_array_dicts() (in module nip.utils.nested_array_dict) StatLogger (class in nip.stat_logger) step() (nip.code_validation.environment.CodeValidationEnvironment method) (nip.scenario_base.environment.Environment method) (nip.scenario_base.environment.PureTextEnvironment method) (nip.trainers.trainer_base.IterationContext method) (nip.utils.torch.DummyOptimizer method) step_interaction_protocol() (nip.code_validation.protocols.AdpCodeValidationProtocol method) (nip.code_validation.protocols.CodeValidationProtocolHandler method) (nip.code_validation.protocols.DebateCodeValidationProtocol method) (nip.code_validation.protocols.MerlinArthurCodeValidationProtocol method) (nip.code_validation.protocols.MnipCodeValidationProtocol method) (nip.code_validation.protocols.NipCodeValidationProtocol method) (nip.code_validation.protocols.SoloVerifierCodeValidationProtocol method) (nip.protocols.main_protocols.AdpProtocol method) (nip.protocols.main_protocols.DebateProtocol method) (nip.protocols.main_protocols.MerlinArthurProtocol method) (nip.protocols.main_protocols.MnipProtocol method) (nip.protocols.main_protocols.MultiChannelTestProtocol method) (nip.protocols.main_protocols.NipProtocol method) (nip.protocols.main_protocols.SoloVerifierProtocol method) (nip.protocols.protocol_base.DeterministicSingleVerifierProtocolHandler method) (nip.protocols.protocol_base.ProtocolHandler method) (nip.protocols.protocol_base.SingleVerifierProtocolHandler method) (nip.protocols.zero_knowledge.ZeroKnowledgeProtocol method) StringArraySpec (class in nip.utils.nested_array_dict) SubParameters (class in nip.parameters.parameters_base) SvhnDatasetWrapper (class in nip.image_classification.data) switch_to_next_model() (nip.code_validation.agents.OpenAiSharedModelGroup method) (nip.scenario_base.agents.PureTextSharedModelGroup method) system_prompt (nip.code_validation.dataset_generation.CodeValidationDatasetConfig attribute) T TensorDict tensordict_add() (in module nip.utils.tensordict) tensordict_scalar_multiply() (in module nip.utils.tensordict) tensordict_to_numpy_dict() (in module nip.utils.data) TensorDictAgentPartMixin (class in nip.scenario_base.agents) TensorDictCat (class in nip.utils.torch) TensorDictCloneKeys (class in nip.utils.torch) TensorDictDataLoader (class in nip.scenario_base.data) TensorDictDataset (class in nip.scenario_base.data) TensorDictDummyAgentPartMixin (class in nip.scenario_base.agents) TensorDictEnvironment (class in nip.scenario_base.environment) TensorDictPrint (class in nip.utils.torch) TensorDictSingleProcessDataLoaderIter (class in nip.scenario_base.data) TensorDictTrainer (class in nip.trainers.trainer_base) test_dataset (nip.factory.ScenarioInstance attribute) test_environment (nip.factory.ScenarioInstance attribute) TestCodeValidationDataset (class in nip.code_validation.data) TestDataset (class in nip.image_classification.data) TestSchemeType (in module nip.parameters.types) TextRlParameters (class in nip.parameters.trainers) time() (nip.timing.models.GraphIsomorphismVerifierTimeable method) (nip.timing.models.ModelTimeable method) (nip.timing.run.GraphIsomorphismPpoRunTimeable method) (nip.timing.run.GraphIsomorphismSoloAgentRunTimeable method) (nip.timing.run.RunTimeable method) (nip.timing.timeables.Timeable method) (nip.timing.timeables.TrainingTimeable method) time_all_timeables() (in module nip.timing.timeables) time_timeable module time_timeable() (in module nip.timing.timeables) Timeable (class in nip.timing.timeables) TimeInfoPrinter (class in nip.utils.timing) TimeoutException to() (nip.graph_isomorphism.agents.GraphIsomorphismAgentBody method) (nip.graph_isomorphism.agents.GraphIsomorphismAgentHead method) (nip.graph_isomorphism.agents.GraphIsomorphismAgentPart method) (nip.graph_isomorphism.agents.GraphIsomorphismAgentPolicyHead method) (nip.graph_isomorphism.agents.GraphIsomorphismAgentValueHead method) (nip.graph_isomorphism.agents.GraphIsomorphismConstantAgentValueHead method) (nip.graph_isomorphism.agents.GraphIsomorphismDummyAgentBody method) (nip.graph_isomorphism.agents.GraphIsomorphismDummyAgentPart method) (nip.graph_isomorphism.agents.GraphIsomorphismRandomAgentPolicyHead method) (nip.graph_isomorphism.agents.GraphIsomorphismSoloAgentHead method) (nip.graph_isomorphism.environment.AdjacencyMatrixSpec method) (nip.image_classification.agents.ImageClassificationAgentBody method) (nip.image_classification.agents.ImageClassificationAgentHead method) (nip.image_classification.agents.ImageClassificationAgentPart method) (nip.image_classification.agents.ImageClassificationAgentPolicyHead method) (nip.image_classification.agents.ImageClassificationAgentValueHead method) (nip.image_classification.agents.ImageClassificationConstantAgentValueHead method) (nip.image_classification.agents.ImageClassificationDummyAgentBody method) (nip.image_classification.agents.ImageClassificationDummyAgentPart method) (nip.image_classification.agents.ImageClassificationRandomAgentPolicyHead method) (nip.image_classification.agents.ImageClassificationSoloAgentHead method) (nip.scenario_base.agents.TensorDictAgentPartMixin method) (nip.scenario_base.agents.TensorDictDummyAgentPartMixin method) (nip.utils.torch.NormalizeOneHotMessageHistory method) (nip.utils.torch.PairedGaussianNoise method) to_dict() (nip.parameters.agents.AgentParameters method) (nip.parameters.agents.AgentsParameters method) (nip.parameters.agents.CodeValidationAgentParameters method) (nip.parameters.agents.GraphIsomorphismAgentParameters method) (nip.parameters.agents.ImageClassificationAgentParameters method) (nip.parameters.agents.LrFactors method) (nip.parameters.agents.PureTextAgentParameters method) (nip.parameters.agents.RandomAgentParameters method) (nip.parameters.base_run.BaseRunParameters method) (nip.parameters.dataset.DatasetParameters method) (nip.parameters.message_regression.MessageRegressionParameters method) (nip.parameters.parameters_base.BaseHyperParameters method) (nip.parameters.parameters_base.ParameterValue method) (nip.parameters.parameters_base.SubParameters method) (nip.parameters.protocol.CommonProtocolParameters method) (nip.parameters.protocol.DebateProtocolParameters method) (nip.parameters.protocol.LongProtocolParameters method) (nip.parameters.protocol.MnipProtocolParameters method) (nip.parameters.protocol.NipProtocolParameters method) (nip.parameters.protocol.ZkProtocolParameters method) (nip.parameters.scenario.CodeValidationParameters method) (nip.parameters.scenario.ImageClassificationParameters method) (nip.parameters.trainers.CommonPpoParameters method) (nip.parameters.trainers.PureTextEiParameters method) (nip.parameters.trainers.PureTextMaltParameters method) (nip.parameters.trainers.ReinforceParameters method) (nip.parameters.trainers.RlTrainerParameters method) (nip.parameters.trainers.SoloAgentParameters method) (nip.parameters.trainers.SpgParameters method) (nip.parameters.trainers.TextRlParameters method) (nip.parameters.trainers.VanillaPpoParameters method) (nip.parameters.update_schedule.AgentUpdateSchedule method) (nip.parameters.update_schedule.AlternatingPeriodicUpdateSchedule method) (nip.parameters.update_schedule.ConstantUpdateSchedule method) (nip.parameters.update_schedule.ContiguousPeriodicUpdateSchedule method) TorchVisionDatasetWrapper (class in nip.image_classification.data) TqdmMultiProcessPoolMaxTasks (class in nip.utils.experiments) train() (nip.code_validation.agents.CodeValidationAgent method) (nip.graph_isomorphism.agents.GraphIsomorphismAgent method) (nip.image_classification.agents.ImageClassificationAgent method) (nip.scenario_base.agents.Agent method) (nip.trainers.ei_pure_text.PureTextEiTrainer method) (nip.trainers.malt_pure_text.PureTextMaltTrainer method) (nip.trainers.reinforce.ReinforceTrainer method) (nip.trainers.rl_pure_text_base.PureTextRlTrainer method) (nip.trainers.rl_tensordict_base.ReinforcementLearningTrainer method) (nip.trainers.solo_agent.SoloAgentTrainer method) (nip.trainers.spg.SpgTrainer method) (nip.trainers.trainer_base.TensorDictTrainer method) (nip.trainers.trainer_base.Trainer method) (nip.trainers.vanilla_ppo.VanillaPpoTrainer method) train_dataset (nip.factory.ScenarioInstance attribute) train_environment (nip.factory.ScenarioInstance attribute) trainer Trainer (class in nip.trainers.trainer_base) TrainerType (in module nip.parameters.types) TrainingTimeable (class in nip.timing.timeables) truncated_iterator() (in module nip.utils.data) U unfreeze() (nip.utils.training.ParamGroupFreezer method) UnknownFinishReasonError update() (nip.utils.nested_array_dict.NestedArrayDict method) (nip.utils.output.DummyTqdm method) update_schedule_iterator() (in module nip.trainers.rl_tensordict_base) UpsampleSimulateBatchDims (class in nip.utils.torch) V VanillaPpoParameters (class in nip.parameters.trainers) VanillaPpoTrainer (class in nip.trainers.vanilla_ppo) VariableDataCycler (class in nip.utils.data) version_string_to_tuple() (in module nip.utils.version) version_tuple_to_string() (in module nip.utils.version) visualise() (nip.graph_isomorphism.rollout_samples.GraphIsomorphismRolloutSamples method) (nip.scenario_base.rollout_samples.RolloutSamples method) W WandbStatLogger (class in nip.stat_logger) warning (nip.code_validation.agents._ParsedChatCompletion attribute) WholeAgent (class in nip.scenario_base.agents) wl_score() (in module nip.graph_isomorphism.dataset_generation) wrapper() (in module nip.utils.apps_metric) Y yes_no_user_prompt() (in module nip.utils.io) Z zero() (nip.code_validation.environment.CodeValidationEnvironment method) (nip.scenario_base.environment.PureTextEnvironment method) (nip.utils.nested_array_dict.BoolArraySpec method) (nip.utils.nested_array_dict.CompositeSpec method) (nip.utils.nested_array_dict.FloatArraySpec method) (nip.utils.nested_array_dict.IntArraySpec method) (nip.utils.nested_array_dict.NumpyArraySpec method) (nip.utils.nested_array_dict.NumpySpec method) (nip.utils.nested_array_dict.StringArraySpec method) zero_grad() (nip.utils.torch.DummyOptimizer method) ZeroKnowledgeProtocol (class in nip.protocols.zero_knowledge) zeros_like() (nip.utils.nested_array_dict.NestedArrayDict class method) ZkProtocolParameters (class in nip.parameters.protocol)