Rubiscape Spring '25

Rubiscape Spring '25

Published On: 26 August 2025

New Features

Rubiconnect


Databricks:
Support for accessing Databricks tables.
Parquet file dataset:
Support for parquet file access is added

Pipeline
Column Lineage in the Visual Representation:
Tree like view is added for tracking the column lineage. Additionally, JSON format is also available.

Workflow

Workbench Approval:
New workflow entity is added for creating the approval mechanism flow for the dashboard. Old workflows are now addressed as Pipelines.
Tabular Summary for Workflow:
Summarized status for all the workflow entities in the workspace. Tabular layout details the Owned workflows and the tasks assigned to users for the approval.
Delegate/Recall/Reassign Task:
Support for Approval user for delegating/recall/reassign the approval authorization to another user.

Workbook

MlOps Enhancement:

Model Serving:
Enhanced model serving with dynamic loading from a base class, allowing users to select and consume models seamlessly from the registry. Additional model details are now displayed, and users can download models with all required files for deployment in any environment.
Experiment Tracking: Introduced experiment tracking support with MLflow integration in RubiPython. Users can now start runs, log parameters, and register sklearn models via a public API. Only sklearn models are supported in this release.

Rubisight

Approval Management for Dashboard:
Extended workbench module support with Rubisight dashboard to take Approval actions at dashboard level. Dashboard approval can be done with Approve, Reject, Investigate, Reassign options.
RubiAI support for –
· Insights and commentary sections are introduced under RubiAI.
· Q and A based on the data: Enabling user to get insights based on the available data in the dashboard with queries.
· Smart Data Insights with Text/Image Processing: Compare and get insights based on the external data from the image/text files and plotted data on the dashboard. Supports different image and file formats. These insights can be later exported in the PDF/Word formats.
· Rubisight Mobile Application:
Switch to different Servers: The option is allowed to add and switch to different servers from the mobile application. This also supports the different users in the same server.
o Notifications for Success and Error: The notifications are available while accessing the mobile application to get proper identification of success/error.

Enhancements

Rubiconnect

Option for accessing Multilevel JSON:

Level input option is added in dataset configuration to read the multi-level json for the File Dataset and MongoDB dataset.

Pipeline

Support Pipeline Schedule with additional Frequencies: The frequencies added are-
o Fortnightly - (every 14 days)
o  Half Monthly (every 15 days)
o  Last Friday of Month
o  Quarterly (every 3 months)
o  Half Yearly (every 6 months)
o  Yearly (every 1 year)

Rubisight

Support Dashboard Schedule with additional Frequencies: The frequencies added are-
o Fortnightly - (every 14 days)
o  Half Monthly (every 15 days)
o  Last Friday of Month
o  Quarterly (every 3 months)
o Half Yearly (every 6 months)
Yearly (every 1 year)
RubiAI Enhancements:
Supports fuzzy matching of columns from the user prompts.
Rubisight Mobile Application: 
View all navigations are added with sorting options- Recent/Alphabetical for dashboard entities.

Google Map- Zoom In Zoom Out: 

Added additional options with buttons of the +/- options on Google Map to zoom-in/zoom-out the map.

Issue Resolveed

Rubiconnect

· Proper navigation on login into the application.
· Dataset creation issue resolved for MinIO cloud storage.

Rubiscape

· Pipeline Task configuration issue is resolve.
· Data joiner now gets columns with proper data type and variable type from the predecessor.
· Validation issue is resolved for the Refresh Cache task.
· Missing Value Imputation – Node execution issue is resolved.

Rubisight

· The location in Google map on interactivity/Filtering is now focussed in the centre and not moving outside the chart borders.
· Pie/Donut Chart: Legend colors are not updated as per highlight color applied on chart for respective categories.
· Combination chart- Data labels are now retained on saving dashboard.
· In Calculated column for -Dynamic Calculation, Expression validations, data issues resolved.
· Old dataset reference is removed for the data level security access master dataset in the imported dashboards.
· Chart now shows data when plotted with Date column in legend configuration.
· RubiAI- Charts in the RubiAI panel now retains data and not impacted on new plotting of chart.
· RubiAI- Proper plotting support for Sankey chart when generated with RubiAI prompt.

General Notes
·  On Level update in the JSON File Dataset/MongoDB dataset, you need to refresh the columns for getting new columns.
· Old Workflows entities are now addressed as Pipelines and New Workflow entity is added which has the workbench approval mechanism.
·  Rerun the algorithm tasks in workbook/pipeline for getting the results. (MlOps support is enabled. So old artifacts/result reference is not supported.)





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