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.

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Simple Tensorflow AI Decision Properties

Simple Tensorflow AI Decision

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Name	Description	Screens (click to view)
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	Image Added
Rules	The Rules properties

 

have the same properties as seen in Simple Rules Decision

Add Session

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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
Image Modified	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

Add Input

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BeanShell Script

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

Script 

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

Image

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

Type 

Sub-element	Description
Input Name
		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
Image Modified	Delete Input

Boolean

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

Value 

Sub-element	Description
Input Name
		True False
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Audio MelSpectrogram

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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
Image Modified	Delete Input

Numbers

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

Type 

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

Text

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

Type 

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

Text

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

Temporary Variable Name

Sub-element	Description
Output Name
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Add Post Processing

BeanShell Script

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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
Image Modified	Delete Post-Processing

Values to Labels

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

Get Unique Only 

Sub-element	Description
Post Processing Name
Labels (CSV)
Temporary Variable Name
Number of Values
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Euclidean Distance

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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
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Probabilities to Labels

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

Threshold

The Rules properties are defined here:

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

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

Sub-element	Description
Image Removed	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
Image Removed	Delete Rule
Image Removed	Sort - Click and drag to reorder Rule above or below another Rule
Add Action	Adds an Action within the THEN statement.

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

Sub-element	Description
Image Removed	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
Image Removed	Delete Condition

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

• Transition
• Workflow Variable

Will display a selection of all available transitions based on the selected Route inserted as part of the process flow

 Will display a selection of all available workflow variables based on the current Process

User to input the value of the selected Workflow Variable

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