Simple Tensorflow AI Decision

Definition

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.

New Feature

This is a new feature in Joget DX

Please take note that the Decision Tool Plugin will take precedence over existing conventional conditional setup in the Process Builder

Figure 1: Simple Tensorflow AI Decision Properties

Name

Description

Tensorflow Session

The Tensorflow Session properties are defined here:

Sub-element

Description

Add Session

Add 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 Add Post Processing - 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

Figure 2 : Simple Tensorflow AI Decision Properties - Add Session properties are defined here:

Sub-element	Description
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 Output	see Add Output properties

Figure 3 : Simple Tensorflow AI Decision Properties - Add Input - BeanShell Script properties are defined here:

Sub-element	Description
Input Name
Script	Script in Java. Please see Bean Shell Programming Guide for code example.
	Delete Input

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

Sub-element	Description
Input Name
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
Width	Width in Integer
Height	Height in Integer
Mean	Mean in Integer
Scale	Scale in Integer
	Delete Input

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

Sub-element	Description
Input Name
Value	True False
	Delete Input

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

Sub-element	Description
Input Name
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
Width	Width in Integer
Height	Height in Integer
FFT Size	FFT Size in Integer
Overlap Size	Overlap Size in Integer
Min Frequency (Hz)	Minimum Frequency (Hz) in
Max Frequency (Hz)	Maximum Frequency (Hz) in
	Delete Input

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

Sub-element	Description
Input Name
Type	Float Double Integer UInt8 Long
Number Values	separate number values by ;
	Delete Input

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

Sub-element	Description
Input Name
Type
Text Value
Dictionary (JSON/CSV)
Max Length
Leave Empty On Front
	Delete Input

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

Sub-element	Description
Output Name
Temporary Variable Name
	Delete Output

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

Sub-element

Description

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

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

Sub-element	Description
Post Processing Name
Get Unique Only
Labels (CSV)
Temporary Variable Name
Number of Values
	Delete Post-Processing

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

Sub-element	Description
Post-Processing Name
Temporary Variable Name
Temporary Variable Name
	Delete Post-Processing

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

Sub-element	Description
Post Processing Name
Threshold
Get Highest Only
Labels (CSV)
Temporary Variable Name
	Delete Post-Processing

Rules

The Rules properties are defined here:

Sub-element	Description
Add Rule	Add a Rule. see Add Rule properties below
Add Action	Adds an Action within the ELSE THEN statement. see Add Action properties below

Figure : Simple Tensorflow AI Decision Properties - Add Rule properties are defined here:

Sub-element	Description
	Toggle between EQUAL and NOT EQUAL
Split Type	AND OR
Add Condition	Adds a Condition within the IF statement. see Add Condition properties below
Add Group	Adds a Group within the IF statement. Properties will be similar in Add Rule properties
	Delete Rule
	Sort - Click and drag to reorder Rule above or below another Rule
Add Action	Adds an Action within the THEN statement.

Figure : Simple Tensorflow AI Decision Properties - Add Condition properties are defined here:

Sub-element	Description
	Toggle between EQUAL and NOT EQUAL
Variable	User input the variable name
Operation	Equal Greater Than Greather Than Or Equal To Less Than Less Than Or Equal To Is True Is False Contains In Regex Match
Value	User to input the value of the Variable
	Delete Condition

Figure : Simple Tensorflow AI Decision Properties - Add Action properties are defined here:

Sub-element	Description
Type	Transition Workflow Variable
Transition	Will display a selection of all available transitions based on the selected Route inserted as part of the process flow Note This field will be displayed if Transition is selected in the Type field.
Workflow Variable	Will display a selection of all available workflow variables based on the current Process Note This field will be displayed if Workflow Variable is selected in the Type field.
Value	User to input the value of the selected Workflow Variable Note This field will be displayed if Workflow Variable is selected in the Type field.
	Delete Action

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