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New Feature

This is a new feature in Joget DX


Introduction

The Simple Tensorflow AI Decision plugin allows one to map it on a process route, execute a pre-trained Tensorflow AI model and use the output result for decision making.

The following are the list of required items before using Simple Tensorflow AI Decision:

  • an exported frozen model of Tensorflow AI model file in .pb format
  • the list of Input Names and each their Data Type
  • the list of Output Names 
Please take note that the Decision Tool Plugin will take precedence over existing conventional conditional setup in the Process Builder



Simple Tensorflow AI Decision Properties

Simple Tensorflow AI Decision

NameDescriptionScreens (click to view)
Tensorflow Session

The Tensorflow Session properties are defined here:

Sub-elementDescription
Add SessionAdd a Session. see Add Session properties below.
Add Post Processing

When hovering the mouse over the Add Post Processing, a list of Post Processing types will be available as shown below:

  • BeanShell Script - see BeanShell Script properties
  • Values to Labels - see Add Post Processing - Values to Labels properties
  • Euclidean Distance - see Add Post Processing - Euclidean Distance properties
  • Probabilities to Labels - see Add Post Processing - Probabilities to Labels properties

Rules

The Rules properties have the same properties as seen in Simple Rules Decision


Add Session

Sub-elementDescriptionScreens (click to view)
Model
  • Choose File - Select an AI model to run
  • Clear - clear selected AI model

Delete Session
Add Input

When hovering the mouse over the Add Input, a list of Input types will be available as shown below:

  • BeanShell Script - see Add Input - Beanshell Script properties
  • Image - see Add Input - Image properties
  • Boolean - see Add Input - Boolean properties
  • Audio MelSpectogram - see Add Input - Audio Melspectogram properties
  • Numbers - see Add Input - Numbers properties
  • Text - see Add Input - Text properties
Add Outputsee Add Output properties

Add Input

BeanShell Script

Sub-elementDescriptionScreens (click to view)
Input NameDefined Input Tensor




Script

Script in Java. Please see  Bean Shell Programming Guide for code example.

Delete Input


Image

Figure 4 : Simple Tensorflow AI Decision Properties - Add Input - Image properties are defined here:

Sub-elementDescriptionScreens (click to view)
Input NameDefined Input Tensor
Type
  • Float
  • Double
  • Integer
  • UInt8
  • Long

File Source
  • Retrieve from URL
  • <list of all available Forms>

URL or Image Upload Field ID
  • URL input if Retrieve from URL was selected as the File Source
  • Image Upload Field ID if a Form was selected as the File Source

WidthWidth in Integer

Height

Height in Integer

Mean

Mean in Integer
ScaleScale in Integer
Delete Input


Boolean

Figure 5 : Simple Tensorflow AI Decision Properties - Add Input - Image properties are defined here:

Sub-elementDescriptionScreens (click to view)
Input NameDefined Input Tensor
Value
  • True
  • False

Delete Input


Audio MelSpectrogram

Figure 6 : Simple Tensorflow AI Decision Properties - Add Input - Audio MelSpectrogram properties are defined here:

Sub-elementDescriptionScreens (click to view)
Input NameDefined Input Tensor
File Source
  • Retrieve from URL
  • <list of all available Forms>

URL or File Upload Field ID
  • URL input if Retrieve from URL was selected as the File Source
  • File Upload Field ID if a Form was selected as the File Source

WidthWidth in Integer
Height

Height in Integer


FFT SizeFFT Size in Integer
Overlap SizeOverlap Size in Integer
Min Frequency (Hz)Minimum Frequency (Hz) in
Max Frequency (Hz)Maximum Frequency (Hz) in
Delete Input


Numbers

Figure 7 : Simple Tensorflow AI Decision Properties - Add Input - Numbers properties are defined here:

Sub-elementDescriptionScreens (click to view)
Input NameDefined Input Tensor
Type
  • Float
  • Double
  • Integer
  • UInt8
  • Long

Number Valuesseparate number values by ;
Delete Input


Text

Figure 8 : Simple Tensorflow AI Decision Properties - Add Input - Text properties are defined here:

Sub-elementDescriptionScreens (click to view)
Input NameDefined Input Tensor
Type

Text Value

Dictionary (JSON/CSV)

Max Length

Leave Empty On Front

Delete Input

Add Output

Text

Figure 9 : Simple Tensorflow AI Decision Properties - Add Output - Text properties are defined here:

Sub-elementDescriptionScreens (click to view)
Output NameDefined OutputTensor
Temporary Variable Name

Delete Output

Add Post Processing

BeanShell Script

Figure 10 : Simple Tensorflow AI Decision Properties - Add Post-Processing - BeanShell Script properties are defined here:

Sub-elementDescriptionScreens (click to view)
Post Processing Name

Script

Script in Java. Please see  Bean Shell Programming Guide for code example.

Injected variables available for consumption are:-

  • String Name
  • Map tfVariables
  • Map Variables
  • Map tempDataHolder

Delete Post-Processing


Values to Labels

Figure 11 : Simple Tensorflow AI Decision Properties - Add Post-Processing - Values to Labels properties are defined here:

Sub-elementDescriptionScreens (click to view)
Post Processing Name

Get Unique Only

Labels (CSV)

Temporary Variable Name

Number of Values

Delete Post-Processing


Euclidean Distance

Figure 12 : Simple Tensorflow AI Decision Properties - Add Post-Processing - Euclidean Distance properties are defined here:

Sub-elementDescriptionScreens (click to view)
Post-Processing Name

Temporary Variable Name

Temporary Variable Name

Delete Post-Processing


Probabilities to Labels

Figure 13 : Simple Tensorflow AI Decision Properties - Add Post-Processing - Probabilities to Labels properties are defined here:

Sub-elementDescriptionScreens (click to view)
Post Processing Name

Threshold

Get Highest Only

Labels (CSV)

Temporary Variable Name

Delete Post-Processing
  • No labels