Intelligent Keyword Classifier

UiPath.IntelligentOCR.Activities.DocumentClassification.IntelligentKeywordClassifier

Description

This activity enables any user to classify and split document packages into individual document types. You can only use it together with the Classify Document Scope activity.

Compatibilidade do projeto

Windows-Legacy | Windows

Configuração

Painel do Designer

• LearningFilePath - The full path to the file containing the classifier data. This field supports only strings and String variables.

  Observação:

  Only one of the above parameters can be set at a time. You can use either the LearningData string or the LearningFilePath string.

  The LearningFilePath specifies the locations from where to retrieve the classifier data.

  The LearningData contains the actual information of that classifier.

• Endpoint - The URL to UiPath® server. By default, the endpoint is https://du.uipath.com/svc/intelligentkeywords. For more information about endpoints, visit Document Understanding Public Endpoints.

• ApiKey - Specifies the API key of the account. The API Key field is automatically pre-populated if defined in local project settings or in the Document Understanding framework.

Painel de Propriedades

Comum

• DisplayName - O nome de exibição da atividade.

Entrada

• ApiKey - Specifies the API key of the account. The API Key field is automatically pre-populated if defined in local project settings or in the Document Understanding framework.

• Endpoint - The URL to UiPath® server. By default, the endpoint is https://du.uipath.com/svc/intelligentkeywords. For more information about endpoints, visit Document Understanding Public Endpoints.

• LearningData - The string containing the serialized classifier data. This field supports only strings and String variables.

• LearningFilePath - The full path to the file containing the classifier data. This field supports only strings and String variables.

  Observação:

  Only one of the above parameters can be set at a time. You can use either the LearningData string or the LearningFilePath string.

  The LearningFilePath specifies the locations from where to retrieve the classifier data.

  The LearningData contains the actual information of that classifier.

• Send documents - When enabled, it allows UiPath® to save the referenced document to improve the algorithm performance. Disabling this feature prevents UiPath® from storing the documents. Regardless of this setting, the algorithm's operation remains unaffected.

Diversos

• Privado - Se selecionado, os valores de variáveis e argumentos não são mais registrados no nível Verbose.
  Observação:

  The best practice is to create an empty .json file at that location, then use its name in the LearningFilePath field.

Divisão

• PerformDocumentSplitting - If left unchecked, the model will not perform document splitting, only classification.
• UsePageNumbers - If checked, the mode will use the page numbers feature to decide where to split documents. Use it in case page numbers might improve splitting results.

Observação:

For optimized splitting performance, use version 6.9.0 or higher.

Usando o assistente de gerenciamento de aprendizado

Access the Manage Learning wizard to configure the Intelligent Keyword Classifier activity. The same wizard can be used for reviewing data collected during the document classification training phase, by opening the same wizard with an updated learning file path.

This wizard allows you to configure and manage the training data used by the Intelligent Keyword Classifier activity for identifying the document type and classifying the documents. It was created to suit the need for editing a file path. If a Learning Data option with a variable is used instead, then you are asked if you either want to edit a specific file path or to abort this operation.

Observação:

The Manage Learning wizard only works when the activity is configured with a Learning File Path string. It does not work with a Learning File Path set as a variable input, or with a LearningData string input.

1. Add an Intelligent Keyword Classifier or Intelligent Keyword Classifier Trainer activity to your workflow.

2. Configure your Intelligent Keyword Classifier activity by adding the path of a .json file. Take the following information into consideration, when configuring the classifier:

   • If no path is provided and the Manage Learning option is selected, then a pop-up is displayed, asking for a Learning File Path input. Once the path is provided, the wizard opens.
   • A variable can be added instead of a .json file, but, because the wizard cannot apply the learning pattern to a LearningData variable, it asks for a specific file path that can be edited.

3. Select Manage Learning.

   The Intelligent Keyword Classifier wizard window opens.

   Figure 1. Overview of the Manage Learning section of the Intelligent Keyword Classifier wizard

   

4. If no path is provided and the Manage Learning option is selected, then a pop-up is displayed, asking for a LearningFilePath. Once the path is provided, the wizard opens.

   Figure 2. The Warning pop-up displayed if no path is provided and the Manage Learning option is selected

   

   Observação:

   Even if no .json file is available, you can add the name of a new .json file straight into the activity and the .json file is automatically created inside the specified folder.

In the Manage Learning wizard you can see if a document type has been trained or not by the following labels displayed next to them: Trained on X files, or Start Training. The following screenshot shows a document type that has been trained, one that hasn't, and one that has been trained, and selected, so it can be viewed or deleted.

Figure 3. Document types and their training status within the Manage Learning section of the Intelligent Keyword Classifier

Dados de treinamento

For document types that have not been trained yet, design-time training can be performed using the Start Training option. For document types that already have some training, you can either delete it to start over, by using the remove option, or perform extra training (cumulative to the already existing one) using the edit option.

Observação:

Training files to be used must contain a single document type instance per file. Do not run design-time training on files that contain two or more document types, as your training data will be erroneous.

Once a new training has been initiated, a new screen is displayed asking for the training files and the OCR engine that should be used. The default OCR engine is UiPath® Document OCR. Each OCR engine comes with its own set of custom options.

Figure 4. The wizard that appears after selecting Start Training option

Observação:

Os seguintes mecanismos de OCR não suportam documentos rotacionados e não devem ser usados para processar tais documentos:

• Microsoft OCR
• Tesseract OCR

The Apply OCR on PDF option establishes if the OCR process should be applied or not to PDF documents. Three options are available in the dropdown list:

• True: If set to True, the OCR is applied to all PDF pages of the document.
• False: If set to False, only digitally typed text is extracted.
• Auto: The default value is Auto, determining if the document requires to apply the OCR algorithm depending on the input document.

Observação:

If the UiPath.IntelligentOCR.Activities package has been updated to v5.1.0, then the ForceApplyOCR parameter has been replaced with the ApplyOcrOnPDF. Here is the compatibility between the old and new parameters:

• ForceApplyOCR = True is replaced by ApplyOcrOnPDF = Yes
• ForceApplyOCR = False is replaced by ApplyOcrOnPDF = Auto
• ForceApplyOCR = empty is replaced by ApplyOcrOnPDF = Auto
• ForceApplyOCR = Your defined variable is replaced by ApplyOcrOnPDF = Auto

Exportando dados de treinamento

Somente dados de treinamento de tipos de documento que foram treinados são elegíveis para exportação.Os tipos de documento que não foram treinados não podem ser selecionados.

Figure 5. Document types in the Intelligent Keyword Classifier which have not been trained, hence the Export option is not available

Você pode exportar dados de treinamento seguindo estas etapas:

1. Selecione os tipos de documento que foram treinados.

2. Selecione Exportar.

   If you have unsaved changes, the following message is displayed: "You cannot export while having unsaved changes. Do you want to automatically save before expoerting?". Select Yes to continue the exporting process.

   Figure 6. The Save changes message that shows if you have any unsaved changes before exporting training data

   

3. Salve o arquivo de dados de treinamento com o nome desejado.

   Uma mensagem é exibida informando quantos conjuntos de dados de treinamento de tipo de documento foram exportados. Por exemplo: "Vetor(es) de 4 palavras exportado(s)".

   Figure 7. Example of the message that displays how many document type training data sets were exported

   

4. Select OK to return to the main screen of the wizard.

Importando dados de treinamento

Você pode importar dados de treinamento seguindo estas etapas:

1. Selecionar Import.

2. Select the training data archive and then select Open.

3. Selecione os tipos de documento que você deseja.

   Figure 8. Selected document types in the Import Word Vectors section

   

4. Selecionar Import.

   Os dados de treinamento são importados.

   Figure 9. The previously selected document types for importing are displayed in the Manage Learning section

   

A tabela a seguir mostra as mensagens que são exibidas ao importar dados de treinamento, com base no tipo de importação:

Table 1. The messages that are displayed for various import types

	Mensagem exibida
Novo tipo de documento e vetores do Word	Esse tipo de documento será adicionado à taxonomia.
Novo vetor do Word (nenhum foi definido anteriormente)	Nenhuma mensagem é exibida.
Mesmo tipo de documento e vetor do Word	O vetor de palavra para esse tipo de documento será substituído.

Integração de Compreensão de Documentos

The Intelligent Keyword Classifier activity is part of the Document Understanding solutions. Visit the Document Understanding Guide for more information.