SNN2.src.model package

Subpackages

• SNN2.src.model.RLActionPolicies package
  • Submodules
    • SNN2.src.model.RLActionPolicies.actPolicy module
      • Loss function Wrapper
      • selector()
    • SNN2.src.model.RLActionPolicies.definedPolicy module
    • SNN2.src.model.RLActionPolicies.nnPolicy module
  • Module contents
• SNN2.src.model.RLEnvExitFunctions package
  • Submodules
    • SNN2.src.model.RLEnvExitFunctions.accFunctions module
    • SNN2.src.model.RLEnvExitFunctions.exitFunctions module
      • Loss function Wrapper
      • selector()
  • Module contents
• SNN2.src.model.RLObservationPP package
  • Submodules
    • SNN2.src.model.RLObservationPP.clsCmExp module
      • calculate_confusion_matrix()
      • convert()
      • my_tf_round()
    • SNN2.src.model.RLObservationPP.cmExpansion module
      • calculate_confusion_matrix()
      • cmExpansion()
      • cmExpansionNorm()
      • convert()
      • my_tf_round()
      • zoneExpansion()
      • zoneExpansionNorm()
    • SNN2.src.model.RLObservationPP.obsPP module
      • Loss function Wrapper
      • selector()
  • Module contents
• SNN2.src.model.RLPerfEvaluation package
  • Submodules
    • SNN2.src.model.RLPerfEvaluation.clsRewExit module
      • convert()
    • SNN2.src.model.RLPerfEvaluation.correlation module
      • convert()
      • correlation()
      • default()
      • get_correlation()
      • get_margin_chainging_point()
    • SNN2.src.model.RLPerfEvaluation.perfEval module
      • Loss function Wrapper
      • selector()
    • SNN2.src.model.RLPerfEvaluation.rewardExit module
      • convert()
      • rewardThreshold()
  • Module contents
• SNN2.src.model.callbacks package
  • Submodules
    • SNN2.src.model.callbacks.CallbacksHelper module
      • CallbackHelper module
    • SNN2.src.model.callbacks.ControlledCrossEntropy module
    • SNN2.src.model.callbacks.ControlledCrossEntropy_better module
    • SNN2.src.model.callbacks.ControlledMarginIncreas module
      • sigmoid()
    • SNN2.src.model.callbacks.FakeReinforceFixedAction module
      • FakeReinforceFixedAction()
    • SNN2.src.model.callbacks.FastReplayMemory module
      • FastReplayMemory()
    • SNN2.src.model.callbacks.RL_env_manager module
    • SNN2.src.model.callbacks.RL_partial_manager module
    • SNN2.src.model.callbacks.activate_metric module
      • activate_metric()
      • mno_accuracy()
      • set_metric_attr()
    • SNN2.src.model.callbacks.callbacksWrapper module
      • Loss function Wrapper
      • Callback_Selector()
      • csvLogger()
      • earlyStopping()
      • modelCheckpoint()
      • tensorBoard()
    • SNN2.src.model.callbacks.ott_accuracy module
      • ott_accuracy()
    • SNN2.src.model.callbacks.reinforcement module
      • reinforcement()
    • SNN2.src.model.callbacks.saveEmbeddings module
      • saveEmbeddings()
      • saveObject()
    • SNN2.src.model.callbacks.testParam module
      • testParam()
    • SNN2.src.model.callbacks.verbose module
      • verbose()
  • Module contents
• SNN2.src.model.custom package
  • Submodules
    • SNN2.src.model.custom.ActorCriticModel module
      • SiameseModel
      • ActorCriticModel
    • SNN2.src.model.custom.classification module
      • SiameseModel
      • ClassificationModel
    • SNN2.src.model.custom.customWrapper module
      • CustomModel_selector()
      • none_customModel()
    • SNN2.src.model.custom.siamese module
      • SiameseModel
      • SiameseModel
    • SNN2.src.model.custom.siamese_reps module
      • SiameseModel
      • SiameseModelRepeat
  • Module contents
• SNN2.src.model.embeddings package
  • Submodules
    • SNN2.src.model.embeddings.embeddings module
      • class module
      • ActorCriticEmb
      • defaultEmb
    • SNN2.src.model.embeddings.embeddingsWrapper module
      • Embedding_selector()
  • Module contents
• SNN2.src.model.fit package
  • Submodules
    • SNN2.src.model.fit.fitWrapper module
      • Fit function Wrapper
      • Fit_Selector()
      • RLTrnFrz_External_AfterTrivial()
      • RLTrnFrz_External_graysAfterFit()
      • RLTrnFrz_graysAfterFit()
      • default()
      • get_rl_controller()
      • grays()
      • graysAfterFit()
      • graysAfterFitCURE_netReset()
      • graysAfterFitReinforce()
      • graysAfterFit_modelCheckpoint()
      • graysAfterFit_netReset()
      • graysAfterFit_netReset_RLLast()
      • graysAfterFit_netReset_RLnoFirst()
      • stepFit()
  • Module contents
• SNN2.src.model.history package
  • Submodules
    • SNN2.src.model.history.history module
      • History module
  • Module contents
• SNN2.src.model.layers package
  • Subpackages
    • SNN2.src.model.layers.CURELayer package
      • Submodules
      • Module contents
    • SNN2.src.model.layers.tf_cure package
      • Submodules
      • Module contents
  • Submodules
    • SNN2.src.model.layers.distanceLayer module
      • ContrastiveDistance
      • distance
      • mahalanobis_distance
    • SNN2.src.model.layers.layersWrapper module
      • Layer_selector()
      • conv2D()
      • dense()
      • dropout()
      • flatten()
      • input()
      • lstm()
      • maxPooling2D()
      • normalization()
      • normalizationLambda()
  • Module contents
• SNN2.src.model.losses package
  • Submodules
    • SNN2.src.model.losses.actorCritic module
      • HuberActorCritic()
    • SNN2.src.model.losses.categorical module
      • acce_noTrick()
      • categoricalCrossentropy()
      • categoricalCrossentropyApple()
      • categoricalCrossentropyAppleNoSigmoid()
      • my_sigmoid()
    • SNN2.src.model.losses.loss module
      • Loss function Wrapper
      • fn()
    • SNN2.src.model.losses.original module
      • original()
      • original_RLimit()
    • SNN2.src.model.losses.parameters module
      • categoricalMatrix()
      • fn()
      • margin()
    • SNN2.src.model.losses.worst module
      • wrong()
  • Module contents
• SNN2.src.model.managers package
  • Submodules
    • SNN2.src.model.managers.ClassificationEnv module
      • ClassificationEnv
    • SNN2.src.model.managers.SiameseEnv module
      • SiameseEnv
    • SNN2.src.model.managers.selector module
      • selector()
  • Module contents
• SNN2.src.model.metrics package
  • Submodules
    • SNN2.src.model.metrics.MNO_cm module
      • metrics functions Wrapper
      • FN_confusion_matrix
      • FP_confusion_matrix
      • TN_confusion_matrix
      • TP_confusion_matrix
      • U_confusion_matrix
      • generic_cm_object
    • SNN2.src.model.metrics.metrics module
      • metrics functions Wrapper
      • distanceAccuracy
    • SNN2.src.model.metrics.metricsWrapper module
      • Metrics_selector()
  • Module contents
• SNN2.src.model.reinforcement package
  • Submodules
    • SNN2.src.model.reinforcement.ActorCritic module
      • ACModelHandler
    • SNN2.src.model.reinforcement.RL_actorCritic module
      • RL_AC_manager
    • SNN2.src.model.reinforcement.RL_actorCritic_intermidiate module
      • RL_AC_manager_intermidiate
    • SNN2.src.model.reinforcement.RL_external_manager module
      • RL_env_manager()
    • SNN2.src.model.reinforcement.reinfoceModelHandler module
      • ReinforceModelHandler()
    • SNN2.src.model.reinforcement.reinforcement module
      • RLModelHandler
  • Module contents
• SNN2.src.model.replayMemory package
  • Submodules
    • SNN2.src.model.replayMemory.mem module
      • ReplayMemory module
      • ReplayMemory
  • Module contents
• SNN2.src.model.reward package
  • Submodules
    • SNN2.src.model.reward.accuracyMap module
      • cFunc()
      • convert()
      • emulatedBlackHole()
      • fastBlackHole()
      • find_zone()
      • incdec()
      • normalize()
      • paramChange()
      • paramChangeEmu()
      • platoKeeper()
      • uRewardLimit()
      • uRewardLimitPositive()
      • weightAccuracy()
      • zoneAcc()
      • zoneBlackHole()
      • zoneBonusMalus()
      • zoneCM()
      • zoneParams()
    • SNN2.src.model.reward.clsAcc module
      • convert()
      • normalize()
    • SNN2.src.model.reward.clsStd module
    • SNN2.src.model.reward.original module
      • original()
      • undecided()
    • SNN2.src.model.reward.reward module
      • Loss function Wrapper
      • selector()
  • Module contents

Submodules

• SNN2.src.model.modelHandler module
  • class module
  • DefaultModelHandler
    • DefaultModelHandler.compile()
    • DefaultModelHandler.define_model()
    • DefaultModelHandler.get_weights()
    • DefaultModelHandler.load()
    • DefaultModelHandler.save()
    • DefaultModelHandler.set_weights()
    • DefaultModelHandler.summary()
    • DefaultModelHandler.write_msg()

Module contents