View source for Create Object-centric Model from Relational Schema

This page contains instructions how to create an [[Object-centric_Process_Mining_Model|object-centric model]] from a typical relational data schema. The idea is that it's enough to define tables for each object and the relations between the object tables using foreign keys. All other tables needed by the object-centric model are created by a script from the object tables. The tables are created with following principles:
* Each timestamp in the object table is an event
* The event type name is the column name
* The event is linked to the object where the timestamp is as an object attribute (only one object is linked to each event).
* Foreign keys define the object-to-object relations.

To create an object-centric model using this method, proceed as follows:
# Create the object tables.
# Define relations between the object tables using [[#Define_foreign_keys|foreign keys]].
# Create an [[Object-centric_Process_Mining_Model#Create_object-centric_model|object-centric model]] and [[Object-centric_Process_Mining_Model#Configure_object-centric_model|define datatables]] for the model. For the ''ObjectTypes'' tables, define the existing tables created previously. In addition, define the ''Objects'', ''Events'', ''ObjectToObject'', and ''EventToObject'' tables (the datatables won't exist at this point but they are created automatically by the script).
# Run the [[#Update_object-centric_model_tables|script]] to update the object-centric model datatables.

== Define foreign keys ==
Foreign keys define how the object tables (and thus individual objects) are linked together. The object-to-object relations in the object-centric model will be based on them. Foreign keys can be defined using the expression language script. Here is an example script that sets some foreign keys:
<syntaxhighlight lang="typescript" line>
// Set foreign key from datatable "Sales Order Item" to datatable "Sales Order Header". Source and target datatable column name is "VBELN".
Project.DatatableByName("Sales Order Item").SetForeignKeys([
  #{
    "Columns": [
      #{ "Source": "VBELN", "Target": "VBELN" }
    ],
    "TargetDatatable": "Sales Order Header"
  }
]);

// Set foreign key from datatable "Delivery Item" to datatable "Delivery Header". Source and target datatable column name is "VBELN".
// Set foreign key from datatable "Delivery Item" to datatable "Sales Order Item". Source datatable columns are "VGBEL" and "VGPOS", and corresponding columns in the target datatable are "VBELN" and "POSNR".
Project.DatatableByName("Delivery Item").SetForeignKeys([
  #{
    "Columns": [
      #{ "Source": "VBELN", "Target": "VBELN" }
    ],
    "TargetDatatable": "Delivery Header"
  },
  #{
    "Columns": [
      #{ "Source": "VGBEL", "Target": "VBELN" },
      #{ "Source": "VGPOS", "Target": "POSNR" }
    ],
    "TargetDatatable": "Sales Order Item"
  }
]);
</syntaxhighlight>

== Update object-centric model datatables ==
Following script uses the ''object types'' datatables defined for the object-centric model as the source data, and creates the ''events'', ''objects'', ''event-to-object'', and ''object-to-object'' tables (if they don't exist). The script can also be used to update existing datatables when the data in the object types datatables changes. Note that the ''event types tables'' are not needed at all and thus they are not created by this script. The script assumes that there is only one object-centric model in the project where the script is run.

<syntaxhighlight lang="typescript" line>
let modelObject = Project.Models.Where(IsOcelModel);
if (Count(modelObject) == 0) {
  throw "There is no object-centric model in the project.";
} else if (Count(modelObject) > 1) {
  throw "There are several object-centric models in the project.";
} 
modelObject = modelObject[0];
let objectTypeNames = modelObject.Configuration.OcelDataSource.ObjectTypes.Keys;

function getDatatableAndCreateIfNeeded(datatableName) {
  let dt = Project.DatatableByName(datatableName);
  if (dt == null) {
    dt = Project.CreateDatatable(#{
      "Name": datatableName,
      "Type": "Snowflake"
    });
  }
  return dt;
}

// Create Objects table
let allObjectsDataFrame;
for (let i = 0; i < Count(objectTypeNames); i++) {
  let objectsDatatableName = modelObject.Configuration.OcelDataSource.ObjectTypes[objectTypeNames[i]];
  let objectsDataFrame = getDatatableAndCreateIfNeeded(objectsDatatableName)
    .SqlDataFrame
    .Select(["OcelObjectTypeObjectId"])
    .RenameColumns(["OcelObjectId": "OcelObjectTypeObjectId"])
    .WithColumn("OcelObjectType", #expr{objectTypeNames[i]})
    .Select(["OcelObjectId", "OcelObjectType"]);
  if (allObjectsDataFrame == _EMPTY) {
     allObjectsDataFrame = objectsDataFrame;
  } else {
    allObjectsDataFrame = allObjectsDataFrame.Append(objectsDataFrame);
  }
}
Project.DatatableByName(modelObject.Configuration.OcelDataSource.Objects)
  .Truncate()
  .Import(allObjectsDataFrame, #{ "ImportExistingColumnOnly": false });

// Create Events table
let allEventsDataFrame;
for (let i = 0; i < Count(objectTypeNames); i++) {
  let objectsDatatableName = modelObject.Configuration.OcelDataSource.ObjectTypes[objectTypeNames[i]]);
  let objectsDatatable = getDatatableAndCreateIfNeeded(objectsDatatableName);
  let dateColumns = objectsDatatable.Columns.Where(DataType == "DateTime").Name;
  for (let j = 0; j < Count(dateColumns); j++) {
    let dateColumn = dateColumns[j];
    let eventsDataFrame = objectsDatatable
      .SqlDataFrame
      .Where(Column(#expr{dateColumn}) != null)
      .Select(["OcelObjectTypeObjectId", #expr{dateColumn}])
      .WithColumn("OcelEventId", Concat(Column("OcelObjectTypeObjectId"), "_", #expr{dateColumn}))
      .WithColumn("OcelEventType", #expr{dateColumn})
      .RenameColumns(["OcelEventTime": #expr{dateColumn}])
      .WithColumn("Object Type", #expr{objectTypeNames[i]})
      .WithColumn("Object ID", Column("OcelObjectTypeObjectId"))
      .Select(["OcelEventId", "OcelEventType", "OcelEventTime", "Object Type", "Object ID"]);
    if (allEventsDataFrame == _EMPTY) {
      allEventsDataFrame = eventsDataFrame;
    } else {
      allEventsDataFrame = allEventsDataFrame.Append(eventsDataFrame);
    }
  }
}
Project.DatatableByName(modelObject.Configuration.OcelDataSource.Events)
  .Truncate()
  .Import(allEventsDataFrame, #{ "ImportExistingColumnOnly": false });

// Create Event-to-Object table
let allEventToObjectDataFrame;
for (let i = 0; i < Count(objectTypeNames); i++) {
  let objectsDatatableName = modelObject.Configuration.OcelDataSource.ObjectTypes[objectTypeNames[i]]);
  let objectsDatatable = getDatatableAndCreateIfNeeded(objectsDatatableName);
  let dateColumns = objectsDatatable.Columns.Where(DataType == "DateTime").Name;
  for (let j = 0; j < Count(dateColumns); j++) {
    let dateColumn = dateColumns[j];
    let eventToObjectDataFrame = objectsDatatable
      .SqlDataFrame
      .Where(Column(#expr{dateColumn}) != null)
      .Select(["OcelObjectTypeObjectId"])
      .WithColumn("OcelEventToObjectSourceId", Concat(Column("OcelObjectTypeObjectId"), "_", #expr{dateColumn}))
      .RenameColumns(["OcelEventToObjectTargetId": "OcelObjectTypeObjectId"])
      .WithColumn("OcelEventToObjectQualifier", "")
      .Select(["OcelEventToObjectSourceId", "OcelEventToObjectTargetId", "OcelEventToObjectQualifier"]);
    if (allEventToObjectDataFrame == _EMPTY) {
      allEventToObjectDataFrame = eventToObjectDataFrame;
    } else {
      allEventToObjectDataFrame = allEventToObjectDataFrame.Append(eventToObjectDataFrame);
    }
  }
}
Project.DatatableByName(modelObject.Configuration.OcelDataSource.EventToObject)
  .Truncate()
  .Import(allEventToObjectDataFrame, #{ "ImportExistingColumnOnly": false });

// Create Object-to-object table
let allObjectToObjectDataFrame;
for (let i = 0; i < Count(objectTypeNames); i++) {
  let objectsDatatableName = modelObject.Configuration.OcelDataSource.ObjectTypes[objectTypeNames[i]]);
  let objectsDatatable = getDatatableAndCreateIfNeeded(objectsDatatableName);
  let foreignKeys = objectsDatatable.ForeignKeys;
  for (let j = 0; j < Count(foreignKeys); j++) {
    let joinedColumns = foreignKeys[j].Columns;
    let targetDataFrame = Project.DatatableByName(foreignKeys[j].TargetDatatable).SqlDataFrame
      .Select(Flatten(["OcelObjectTypeObjectId", joinedColumns.Target]))
      .RenameColumns(Flatten(["OcelObjectTypeObjectId", joinedColumns.Target]).{let col = _; [("Target" + col): col]}[0]);
    let objectToObjectDataFrame = objectsDatatable.SqlDataFrame
      .Select(Flatten(["OcelObjectTypeObjectId", joinedColumns.Source]))
      .Join(targetDataFrame, joinedColumns.{let col = _; [col.Source: ("Target" + col.Target)]}[0], "inner")
      .WithColumn("OcelObjectToObjectSourceId", Column("OcelObjectTypeObjectId"))
      .WithColumn("OcelObjectToObjectTargetId", Column("TargetOcelObjectTypeObjectId"))
      .WithColumn("OcelObjectToObjectQualifier", "")
      .Select(["OcelObjectToObjectSourceId", "OcelObjectToObjectTargetId", "OcelObjectToObjectQualifier"]);
    if (allObjectToObjectDataFrame == _EMPTY) {
      allObjectToObjectDataFrame = objectToObjectDataFrame;
    } else {
      allObjectToObjectDataFrame = allObjectToObjectDataFrame.Append(objectToObjectDataFrame);
   }
  }
}
Project.DatatableByName(modelObject.Configuration.OcelDataSource.ObjectToObject)
  .Truncate()
  .Import(allObjectToObjectDataFrame, #{ "ImportExistingColumnOnly": false });
</syntaxhighlight>