New Features in This Release
The following new features are incorporated in this release CS 8.1.3.1.0.
The application now has the following features and capabilities:
- Installer and Configuration
- Installer defaults optimized for higher load: Default installation values for connection pools, thread pools, job cleanup, and session timeouts have been tuned to better support increased concurrency.
- Standardized configuration properties (migration required): Configuration properties have been reorganized and reclassified with standardized prefixes (for example, MMG_ and AAI_) and grouped by service for clarity and stability.
- Security and Governance
- API Registry: Added support for basic authentication actions.
- Unified session-based identity management: UI REST requests now derive user identity from the active authenticated session, removing legacy re-authentication prompts and strengthening governance controls.
- More granular access control: Oversight capabilities (Health Dashboard, Model Report, Data Management) are now decoupled from broad administrative roles (for example, Health Dashboard no longer requires the Identity Admin role), improving separation of duties.
- User Experience and Auditing
- File Manager enhancements:
- Enhanced auditing for all file operations.
- Folder bookmarking (favorites) for quick access.
- Opens the last accessed directory by default.
- Workspace auditability: Audit Trail now captures workspace-related operations.
- Notebook review improvements: Paragraph-level comments are now supported in notebooks and are captured in the audit/review process.
- File Manager enhancements:
- Pipelines, Datasets, and Model Lifecycle
- Datasets: Push down filtering implemented in the dataset widget within pipelines.
- Model Pipelines:
- Pull/push objectives or drafts across workspaces.
- User-level restriction for self-approval of model deployments.
- Session-based filtering in executions with access to the session notebook view.
- Canvas validation to detect cyclic loops with options to highlight cycle-causing links and flatten execution order based on notebook order.
- New widget for windowed computations(tumbling/sliding) with configurable processing of Kafka event streams.
- In the pipeline, EDA widgets are added for data profiling (distributions, missing values, outliers).
- Bench marking and pipeline comparison expanded: compare any model against other pipelines within an objective/sub-objective and view latest execution results.
- Traceable node-level execution: Execute individual pipeline nodes using a custom session for focused, auditable testing.
- Operational Efficiency and Administration
- Asynchronous Conda environment provisioning: Environment builds (YAML upload or UI) now run in the background, keeping the UI responsive.
- Unified model management script: Consolidated shell utility for importing/exporting/retiring models and managing parameter sets.
- Execution and monitoring utility: New internal script-based utility to execute and monitor processes without using a separate scheduler interface.
- Scheduler time zone configuration: Installation now supports setting a preferred scheduler UI time zone (no longer UTC-only).
- Performance Improvements
- Reduced calls and time required for workspace attachment during notebook initialization, lowering latency.
- Improved First Content Paint (FCP)by reducing synchronous client-server calls and using asynchronous AJAX calls.
- GZIP compression: Up to 90% compression for eligible responses to reduce bandwidth usage. Images are also optimized across modules to reduce network overhead.
- Technology Stack and Dependencies
- The Conda environment registry now supports Python versions 3.10 through 3.12.
- Python upgrade: Updated Python 3.12.11.
- Model Catalog visualization resilience: Scoring/visualization flow improved as graphs still render even when some metrics (for example, ROC/AUC) cannot be computed; unavailable metrics show neutral values with clear messages.
- Automated Scenario Calibration (ASC) Enhancements
- ASC production workflow coverage: BTL analysis is now supported as part of the ASC production workflow.
- ASC notebook enhancements:
- Added a Download Recommendations notebook to provide a unified view of all available versions after analysis, with the ability to download recommendations.
- Centralized threshold set management: Threshold set management is now incorporated into ASC centralize threshold versioning and scenario management with audit-ready lineage.
- Expanded staggered tuning coverage: Staggered Tuning Analysis has extended support for BTL analysis.
- Entity Resolution
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Added support for using Oracle Text for out-of-box (OOB) and custom rules, eliminating the need to deploy additional Open Search infrastructure for candidate selection.
- Improved logging for high-volume processing: Enhanced logging and run time improvements for ER Job 1 to provide clearer progress and diagnostics and shorter batch times when processing large data volumes.
- ER Job 3 performance enhancements: Implemented performance improvements to reduce runtime and improve throughput for ER Job 3.
- Persist ER job parameters: ER job parameters are now persisted to improve repeatability and reduce the need for reconfiguration between runs.
- Skip Open Search index validation after refresh (CS8125): Added an option to skip Open Search index validation after an ER refresh run to reduce post-run overhead where validation is not required. (Verify this aligns with your organization’s operational and governance requirements before enabling.)
- Expired record cleanup in staging tables: Improved handling of expired records as they are no longer retained unexpectedly in the following:
- H$STG_PARTY_ADDRESS_MAP_PRE
- H$STG_ADDRESS_MASTER_PRE
- Data Survival job enhancement: Updated the ER Data Survival job to compute modified global parties, and improve downstream accuracy and traceability.
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- Data and Integration
- Consolidated AML Event Layer: Introduced a consolidated AML event layer to standardize event handling across AML workflows.
- Data Survival job enhancement: Updated the ER Data Survival job to compute modified global parties, and improve downstream accuracy and traceability.