rsp-ml 0.0.55

Machine Learning

Table of Contents

• 1 metrics
  • 1.1 F1_Score
  • 1.2 FN
  • 1.3 FP
  • 1.4 FPR
  • 1.5 TN
  • 1.6 TP
  • 1.7 TPR
  • 1.8 confusion
  • 1.9 confusion_matrix
  • 1.10 plot_confusion_matrix
  • 1.11 top_1_accuracy
  • 1.12 top_3_accuracy
  • 1.13 top_k_accuracy
• 2 model
  • 2.2 Constants
  • 2.1 load_model
• 3 multi_transforms
  • 3.1 BGR2GRAY : MultiTransform
    • 3.1.1 __call__
    • 3.1.2 __init__
  • 3.2 BGR2RGB : MultiTransform
    • 3.2.1 __call__
    • 3.2.2 __init__
  • 3.3 Brightness : MultiTransform
    • 3.3.1 __call__
    • 3.3.2 __init__
  • 3.4 CenterCrop : MultiTransform
    • 3.4.1 __call__
    • 3.4.2 __init__
  • 3.5 Color : MultiTransform
    • 3.5.1 __call__
    • 3.5.2 __init__
  • 3.6 Compose : builtins.object
    • 3.6.1 __call__
    • 3.6.2 __init__
  • 3.7 GaussianNoise : MultiTransform
    • 3.7.1 __call__
    • 3.7.2 __init__
  • 3.8 MultiTransform : builtins.object
    • 3.8.1 __call__
    • 3.8.2 __init__
  • 3.9 Normalize : MultiTransform
    • 3.9.1 __call__
    • 3.9.2 __init__
  • 3.10 RGB2BGR : BGR2RGB
    • 3.10.1 __call__
    • 3.10.2 __init__
  • 3.11 RandomCrop : MultiTransform
    • 3.11.1 __call__
    • 3.11.2 __init__
  • 3.12 RandomHorizontalFlip : MultiTransform
    • 3.12.1 __call__
    • 3.12.2 __init__
  • 3.13 RandomVerticalFlip : MultiTransform
    • 3.13.1 __call__
    • 3.13.2 __init__
  • 3.14 Resize : MultiTransform
    • 3.14.1 __call__
    • 3.14.2 __init__
  • 3.15 Rotate : MultiTransform
    • 3.15.1 __call__
    • 3.15.2 __init__
  • 3.16 Satturation : MultiTransform
    • 3.16.1 __call__
    • 3.16.2 __init__
  • 3.17 Scale : MultiTransform
    • 3.17.1 __call__
    • 3.17.2 __init__
  • 3.18 Stack : MultiTransform
    • 3.18.1 __call__
    • 3.18.2 __init__
  • 3.19 ToCVImage : MultiTransform
    • 3.19.1 __call__
    • 3.19.2 __init__
  • 3.20 ToNumpy : MultiTransform
    • 3.20.1 __call__
    • 3.20.2 __init__
  • 3.21 ToPILImage : MultiTransform
    • 3.21.1 __call__
    • 3.21.2 __init__
  • 3.22 ToTensor : MultiTransform
    • 3.22.1 __call__
    • 3.22.2 __init__
• 4 run
  • 4.1 Run : builtins.object
    • 4.1.1 __init__
    • 4.1.2 append
    • 4.1.3 get_avg
    • 4.1.4 get_val
    • 4.1.5 len
    • 4.1.6 load_best_state_dict
    • 4.1.7 load_state_dict
    • 4.1.8 pickle_dump
    • 4.1.9 pickle_load
    • 4.1.10 plot
    • 4.1.11 recalculate_moving_average
    • 4.1.12 save
    • 4.1.13 save_best_state_dict
    • 4.1.14 save_state_dict

1 metrics

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1.1 F1_Score

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1.2 FN

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1.3 FP

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1.4 FPR

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1.5 TN

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1.6 TP

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1.7 TPR

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1.8 confusion

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Description

Returns the confusion matrix for the values in the prediction and truth

tensors, i.e. the amount of positions where the values of prediction

and truth are

• 1 and 1 (True Positive)

• 1 and 0 (False Positive)

• 0 and 0 (True Negative)

• 0 and 1 (False Negative)

1.9 confusion_matrix

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1.10 plot_confusion_matrix

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1.11 top_1_accuracy

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1.12 top_3_accuracy

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1.13 top_k_accuracy

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2 model

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2.2 Constants

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Name	Value	Description
TUC_ActionPrediction_model004	TUC/ActionPrediction/Model4
TUC_ActionPrediction_model005	TUC/ActionPrediction/Model5
URL	https://drive.google.com/drive/folders/1ulNnPqg-5wvenRl2CuJMxMMcaiYfHjQ9?usp=share_link

2.1 load_model

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3 multi_transforms

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3.1 BGR2GRAY : MultiTransform

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3.1.1 __call__

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Description

Call self as a function.

3.1.2 __init__

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Description

Initialize self. See help(type(self)) for accurate signature.

3.2 BGR2RGB : MultiTransform

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3.2.1 __call__

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Description

Call self as a function.

3.2.2 __init__

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Description

Initialize self. See help(type(self)) for accurate signature.

3.3 Brightness : MultiTransform

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3.3.1 __call__

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Description

Call self as a function.

3.3.2 __init__

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Description

Initialize self. See help(type(self)) for accurate signature.

3.4 CenterCrop : MultiTransform

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3.4.1 __call__

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Description

Call self as a function.

3.4.2 __init__

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Description

Initialize self. See help(type(self)) for accurate signature.

3.5 Color : MultiTransform

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3.5.1 __call__

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Description

Call self as a function.

3.5.2 __init__

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Description

Initialize self. See help(type(self)) for accurate signature.

3.6 Compose : builtins.object

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3.6.1 __call__

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Description

Call self as a function.

3.6.2 __init__

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Description

Initialize self. See help(type(self)) for accurate signature.

3.7 GaussianNoise : MultiTransform

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3.7.1 __call__

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Description

Call self as a function.

3.7.2 __init__

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Description

Initialize self. See help(type(self)) for accurate signature.

3.8 MultiTransform : builtins.object

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3.8.1 __call__

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Description

Call self as a function.

3.8.2 __init__

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Description

Initialize self. See help(type(self)) for accurate signature.

3.9 Normalize : MultiTransform

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3.9.1 __call__

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Description

Call self as a function.

3.9.2 __init__

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Description

Initialize self. See help(type(self)) for accurate signature.

3.10 RGB2BGR : BGR2RGB

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3.10.1 __call__

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Description

Call self as a function.

3.10.2 __init__

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Description

Initialize self. See help(type(self)) for accurate signature.

3.11 RandomCrop : MultiTransform

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3.11.1 __call__

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Description

Call self as a function.

3.11.2 __init__

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Description

Initialize self. See help(type(self)) for accurate signature.

3.12 RandomHorizontalFlip : MultiTransform

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3.12.1 __call__

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Description

Call self as a function.

3.12.2 __init__

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Description

Initialize self. See help(type(self)) for accurate signature.

3.13 RandomVerticalFlip : MultiTransform

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3.13.1 __call__

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Description

Call self as a function.

3.13.2 __init__

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Description

Initialize self. See help(type(self)) for accurate signature.

3.14 Resize : MultiTransform

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3.14.1 __call__

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Description

Call self as a function.

3.14.2 __init__

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Description

Initialize self. See help(type(self)) for accurate signature.

3.15 Rotate : MultiTransform

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3.15.1 __call__

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Description

Call self as a function.

3.15.2 __init__

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Description

Initialize self. See help(type(self)) for accurate signature.

3.16 Satturation : MultiTransform

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3.16.1 __call__

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Description

Call self as a function.

3.16.2 __init__

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Description

Initialize self. See help(type(self)) for accurate signature.

3.17 Scale : MultiTransform

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3.17.1 __call__

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Description

Call self as a function.

3.17.2 __init__

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Description

Initialize self. See help(type(self)) for accurate signature.

3.18 Stack : MultiTransform

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3.18.1 __call__

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Description

Call self as a function.

3.18.2 __init__

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Description

Initialize self. See help(type(self)) for accurate signature.

3.19 ToCVImage : MultiTransform

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3.19.1 __call__

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Description

Call self as a function.

3.19.2 __init__

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Description

Initialize self. See help(type(self)) for accurate signature.

3.20 ToNumpy : MultiTransform

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3.20.1 __call__

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Description

Call self as a function.

3.20.2 __init__

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Description

Initialize self. See help(type(self)) for accurate signature.

3.21 ToPILImage : MultiTransform

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3.21.1 __call__

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Description

Call self as a function.

3.21.2 __init__

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Description

Initialize self. See help(type(self)) for accurate signature.

3.22 ToTensor : MultiTransform

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3.22.1 __call__

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Description

Call self as a function.

3.22.2 __init__

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Description

Initialize self. See help(type(self)) for accurate signature.

4 run

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4.1 Run : builtins.object

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4.1.1 __init__

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Description

Initialize self. See help(type(self)) for accurate signature.

4.1.2 append

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4.1.3 get_avg

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4.1.4 get_val

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4.1.5 len

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4.1.6 load_best_state_dict

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4.1.7 load_state_dict

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4.1.8 pickle_dump

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4.1.9 pickle_load

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4.1.10 plot

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4.1.11 recalculate_moving_average

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4.1.12 save

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4.1.13 save_best_state_dict

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4.1.14 save_state_dict

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