at Financial Technnology Year
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Lenovo ThinkSystem HPC for Financial Services from Lenovo
Purpose-built computing clusters for asset management firms, featuring high-speed processors, GPU acceleration options, and optimized infrastructure for financial modeling, portfolio analysis, and quantitative trading strategies.
Product analysis by function
High-Performance Computing Clusters for Investment Strategy & Asset Allocation
Specialized hardware designed for computationally intensive tasks such as Monte Carlo simulations, optimization algorithms, and complex scenario modeling to support sophisticated strategy development.
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Compute Performance
(7 Yes /7 Known /14 Possible features)
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Node Count Total number of physical compute nodes within the cluster. |
No information available | |
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CPU Cores Aggregate number of processing cores available in the cluster. |
No information available | |
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GPU Acceleration Availability of GPU resources for parallel or accelerated computation. |
GPU acceleration options are explicitly mentioned in product overview. | |
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Total Computational Power Aggregate computational capacity of the cluster. |
No information available | |
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Memory per Node RAM available to each compute node for memory-intensive tasks. |
No information available | |
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Interconnect Speed Maximum bandwidth of the network interconnect between cluster nodes. |
No information available | |
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Low Latency Networking Support for low-latency communication protocols (e.g., Infiniband) for distributed computing. |
Low-latency networking (e.g., Infiniband) is a common option for HPC deployments. | |
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Storage IOPS Input/output operations per second of primary storage. |
No information available | |
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High-Speed SSD Tier Presence of a high-speed SSD storage tier for fast data reads/writes. |
High-speed SSD storage tiers available as configuration options. | |
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Scalability Ability to increase computational resources quickly (vertical or horizontal scaling). |
Product designed for scalable deployments, supporting both vertical and horizontal scaling. | |
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High Availability Cluster redundancy and failover capabilities to ensure uptime. |
High-availability features such as redundancy and failover are described in HPC solutions. | |
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Job Scheduler Advanced job scheduling and queuing software for resource allocation. |
Advanced job scheduling is a standard part of HPC cluster management. | |
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Peak Power Consumption Peak electricity consumption during maximum load. |
No information available | |
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Burst Capability Capacity to handle load bursts above steady state. |
Burst capability is implied for financial modeling and trading workloads which are compute intensive. |
Data Management & Storage
(11 Yes /11 Known /13 Possible features)
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Total Storage Capacity Aggregate storage space available for data, models, and logs. |
No information available | |
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Data Ingestion Rate Rate at which system can import new datasets. |
No information available | |
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Support for Distributed File Systems Ability to utilize distributed file systems for efficient data access (e.g., HDFS, Lustre). |
Support for distributed file systems (e.g., GPFS, Lustre) is standard for HPC clusters. | |
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Automated Backup Automated snapshotting and restoration features. |
Backup options and data protection features are typically part of enterprise-grade HPC solutions. | |
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Data Encryption Data is encrypted at rest and in motion to meet security standards. |
Enterprise HPC solutions by Lenovo can be configured for data encryption at rest and in motion. | |
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Role-based Data Access Control Fine-grained controls over which users/groups have access to specific data. |
Role-based access controls are available in integrated management solutions. | |
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Data Retention Policy Management Configurable policies for data archival and disposal. |
Compliance-aware data retention policy management is typically supported at the enterprise level. | |
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Real-Time Stream Processing Ingestion and processing of data streams for live analytics. |
HPC solutions for financial modeling often include support or options for real-time stream processing. | |
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Support for Multiple Data Formats Ability to handle various data types (CSV, Parquet, JSON, SQL, etc). |
Multiple data formats are supported via OS and analytics stack compatibility. | |
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API Access to Data Storage Direct programmatic access to stored datasets. |
API access to storage available through management and orchestration tools. | |
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Data Lineage Tracking Tracking and documenting data transformations and movements. |
Data lineage tracking can be configured with Lenovo's management software or third-party tools. | |
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Data Versioning Maintaining multiple versions of datasets for audit and rollback. |
Data/versioning tools are available via software stack integration. | |
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Hybrid Cloud Storage Integration Ability to span on-premise and cloud storage seamlessly. |
Hybrid cloud integration is a promoted capability ('spanning on-premise and cloud'). |
Security & Compliance
(11 Yes /11 Known /11 Possible features)
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End-to-End Encryption Encryption is applied from data source through storage and transmission. |
End-to-end encryption is available as standard in enterprise security practices. | |
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Audit Logging All critical user and system actions are logged for audit and compliance purposes. |
Audit logging is a compliance requirement for financial services and supported by Lenovo clusters. | |
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Regulatory Compliance Certifications Compliance with standards such as GDPR, SOC 2, MiFID II, etc. |
HPC solutions offer compliance with standards such as GDPR and SOC 2 for financial clients. | |
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Multi-Factor Authentication MFA required for user and administrator logins. |
Multi-factor authentication support for administrative/user logins is standard in enterprise deployments. | |
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User Role Management Ability to set granular user permissions and roles. |
Granular user role management supported via integrated/authentication solutions. | |
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Intrusion Detection System Automated systems to detect and respond to unauthorized activities. |
Intrusion detection can be enabled via software stack and integrated security solutions. | |
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Data Masking Personally identifiable data is masked or anonymized when needed. |
Data masking options are available via data management/security software. | |
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Access Review Workflows Automated and auditable review of user access rights. |
Automated access review is part of compliance and auditing in the financial offering stack. | |
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Secure APIs All API endpoints are secured following industry standards (e.g., OAuth2, TLS). |
Management APIs are secured with standards like OAuth2/TLS. | |
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Automated Security Patch Management System automatically deploys critical security updates. |
Automated security patch management is delivered via Lenovo XClarity or equivalent tooling. | |
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Incident Response Procedures Documented and tested response plans for security incidents. |
Incident response procedures are documented for financial/HPC clients. |
Analytics & Modeling Tools
(11 Yes /11 Known /11 Possible features)
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Preinstalled Quantitative Libraries Bundles of financial analytics, machine learning, and statistical packages (e.g., NumPy, pandas, TensorFlow, QuantLib). |
Preinstalled libraries (NumPy, pandas, etc.) are available; stack is optimized for quant finance workflows. | |
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Algorithmic Trading Frameworks Built-in support for backtesting and live implementation of trading strategies. |
Algorithmic trading and backtesting support via integration or customer-chosen software stack. | |
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Support for Multiple Programming Languages Ability to run code in Python, R, C++, Matlab, etc. |
HPC clusters support multiple programming environments (Python, R, etc.). | |
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Visualization Tools Integrated support for dashboards and advanced data visualization. |
Visualization tools can be installed or integrated; JupyterLab, dashboards, etc. | |
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Simulation Engines Tools for Monte Carlo, scenario, and stress testing. |
Simulation engines (Monte Carlo, scenario testing) supported by analytics software on the cluster. | |
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Portfolio Optimization Built-in libraries for advanced risk and return optimization problems. |
Portfolio optimization libraries and tools are supported on the stack (QuantLib, Python, etc.). | |
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Factor Model Integration Capability to build and analyze factor-based risk and performance models. |
Factor model integration is enabled through supported analytics stacks. | |
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Machine Learning Model Lifecycle Management Facilities for model building, validation, deployment, and monitoring. |
ML lifecycle management platforms can be installed and supported. | |
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Real-Time Analytics Support Tools for low latency, high-frequency modeling and analytics. |
Real-time analytics optimized for quantitative trading and modeling using HPC resources. | |
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Interactive Computing Environments Availability of Jupyter, RStudio, or equivalent environments for exploration. |
Jupyter, RStudio and similar interactive environments supported and commonly used in these clusters. | |
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Third-Party Model Marketplace Ability to access, evaluate, and integrate third-party models or analytics solutions. |
Marketplace access for third-party models and analytics platforms possible (e.g., via cloud integration or prebuilt connectors). |
Workflow & Automation
(10 Yes /10 Known /10 Possible features)
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Pipeline Orchestration Automated scheduling and orchestration of data science and investment modeling workflows. |
Pipeline/dataflow orchestration tools are supported in HPC management/analytics stack. | |
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Job Scheduling Support for batch, real-time, and cron-based execution of jobs. |
Batch and real-time job scheduling supported via cluster management (SLURM et al.). | |
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Error Monitoring and Notification Automated alerts on job failures or anomalous outcomes. |
Error monitoring/alerts are part of Lenovo XClarity/HPC management. | |
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Workflow Templates Prebuilt templates for typical financial data and modeling workflows. |
Workflow templates are available for typical modeling and analytics pipelines. | |
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Parameterization Support Ability to parameterize jobs for backtesting and scenario analysis. |
Parameterization for jobs supported via schedulers and scripting. | |
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Interactive Debugging Capabilities Ability to step through workflows interactively for development purposes. |
Interactive debugging is available in cluster and analytics workflows. | |
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Automated Report Generation Generation of research, performance, and compliance reports via automation. |
Automated report generation is supported through analytics and reporting pipelines. | |
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API-Driven Workflow Integration Integration of workflows with external systems and data feeds. |
APIs support external workflow/datafeed integration. | |
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Scheduling Constraints Customization of resource and time constraints on workflow execution. |
Customizable scheduling constraints are available in cluster/job scheduling tools. | |
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Version Control Integration Integration with Git or similar tools for code and workflow versioning. |
Version control integration with Git and similar tools is standard in research environments. |
Integration & Interoperability
(10 Yes /10 Known /10 Possible features)
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Standardized APIs REST, SOAP, or GraphQL APIs for bidirectional data and process integration. |
Standardized APIs available for monitoring, management and data access. | |
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Prebuilt Data Feed Integrations Out-of-the-box support for integrating with major financial and market data providers. |
Prebuilt data feed integrations available for financial data sources. | |
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Support for FIX Protocol Native support for FIX messaging in trading workflows. |
Support for FIX protocol workflows is available through supported software. | |
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Custom Connectors Easily extensible connectors for proprietary data sources or systems. |
Easily extensible connectors for proprietary or specialized data. | |
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Cloud Service Integration Direct integration with leading public or private cloud offerings. |
Direct cloud service integration (e.g., Azure, AWS) available. | |
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Excel Integration Ability to import/export and automate workflows with Excel. |
Excel integration is commonly available for financial analytics environments. | |
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Real-time Market Data Integration Capability to consume streaming market data feeds. |
Real-time market data feeds supported through third-party or custom integration. | |
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SaaS Platform Compatibility Interoperability with SaaS analytics or investment platforms. |
SaaS and cloud-based analytics platforms can be integrated with on-prem Lenovo HPC clusters. | |
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Messaging & Notification Integration Hooks for email, SMS, or chat notifications for workflow and job status. |
Notification integration (email, chat, SMS) is available as part of system monitoring. | |
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Open-Source Package Compatibility Ability to use widely adopted open-source libraries or tools. |
Open source library compatibility is standard for Linux-based HPC clusters. |
User Management & Collaboration
(9 Yes /9 Known /9 Possible features)
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Multi-user Access Support for concurrent access by multiple users. |
Multi-user access is an inherent cluster feature. | |
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Granular Permission Control Detailed assignment of permissions at project, data, or job level. |
Granular permission control is supported using role/user management. | |
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Collaboration Workspaces Dedicated workspaces for project-based team collaboration. |
Team/project collaboration available via shared workspaces and access controls. | |
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Activity Logging Comprehensive logging of user activities and resource access. |
Activity logging is integrated for resource, user, and compliance monitoring. | |
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Integration with SSO Providers Single sign-on (SSO) integration for enterprise directory services. |
SSO integration with enterprise directory services (LDAP, ActiveDirectory) is available. | |
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Commenting and Notation Tools Ability for users to add comments and notes on shared assets. |
Commenting and notation supported via collaboration and analytics tools. | |
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Shared Project Templates Reusable collaborative templates for common research or strategy workflows. |
Reusable templates available for recurring analytics or modeling workflows. | |
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User Delegation Delegation of approval or workflow steps to alternate users. |
User delegation (workflow steps/approvals) supported in enterprise platforms. | |
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Audit Trail Reporting Generating reports on user access and changes for compliance. |
Audit trail reporting is present for compliance environments. |
Monitoring & Reporting
(10 Yes /10 Known /10 Possible features)
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System Health Dashboards Real-time visualizations of cluster, resource, and workflow status. |
System health dashboards are integrated (Lenovo XClarity etc.). | |
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Resource Usage Metrics Detailed statistics on CPU, RAM, storage, and network usage. |
Resource usage metrics available via system monitoring tools. | |
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Automated Usage Reports Scheduled summary reporting of resource and user activity. |
Automated usage reports can be scheduled via monitoring. | |
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Alerting and Notification System Customizable threshold-based notifications for system events. |
Alerting/notification system integrated with cluster management. | |
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Cost Tracking and Reporting Visibility into consumption-based or chargeback costs. |
Cost-tracking and reporting options available for chargeback/showback. | |
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Job Execution Logs Retention of detailed logs for each computational job. |
Job execution logs retained via scheduler/logging stack. | |
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Performance Benchmarking Tools Methods to evaluate and compare cluster performance over time. |
Performance benchmarking tools are available for evaluating cluster performance. | |
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Compliance Reporting Automated generation of compliance and regulatory reports. |
Compliance reporting is automated as per financial regulations. | |
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Custom Report Builder Flexible construction of custom reports and dashboards. |
Custom report building supported via analytics and reporting stack. | |
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External Audit Support Features to facilitate third-party audit and validation. |
Support for external/third-party audit. |
Resilience & Disaster Recovery
(7 Yes /7 Known /10 Possible features)
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Geographic Redundancy Replication of data and services across multiple geographic locations. |
Geographic redundancy can be configured across multiple data centers. | |
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Automated Failover Automatic redirection to backup systems upon failure. |
Automated failover available and recommended for critical financial services. | |
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Regular Disaster Recovery Drills Routine simulation and validation of DR processes. |
Regular disaster recovery drills supported by Lenovo professional services. | |
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Snapshot Backups Regularly scheduled backups of environment and data. |
Snapshot backups supported in storage management and disaster recovery features. | |
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Restore Time Objective (RTO) Typical time to restore service after a major outage. |
No information available | |
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Restore Point Objective (RPO) Maximum data loss window allowed by backup strategy. |
No information available | |
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Replication Latency Maximum age of replicated data between primary and backup facilities. |
No information available | |
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Business Continuity Planning Support Integrated planning and documentation tools for business continuity. |
Business continuity planning support offered as part of Lenovo services. | |
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Immutable Backup Storage Backups cannot be deleted or altered (protection against ransomware). |
Immutable backup storage solutions available for ransomware defense. | |
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Self-Healing Infrastructure Automated identification and repair of certain types of hardware/software failures. |
Self-healing infrastructure achieved via Lenovo XClarity and resilient cluster designs. |
Deployment & Maintenance
(10 Yes /10 Known /10 Possible features)
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Flexible Deployment Options On-premises, cloud, and hybrid deployment capabilities. |
Flexible deployment options (on-prem, cloud, hybrid) are a highlighted feature. | |
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Automated Provisioning Tools to quickly set up and configure cluster nodes and storage. |
Automated provisioning is provided via orchestration and management tools. | |
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Rolling Upgrades Cluster maintenance and software upgrades can occur without downtime. |
Rolling hardware/software upgrades supported to avoid downtime. | |
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Containerization Support Support for Docker, Kubernetes, or similar for packaging and orchestrating workloads. |
Containerization support (Docker, Kubernetes) available for workload orchestration. | |
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Automated Patch Management OS and package patches are automatically distributed and installed. |
Automated patch management available via Lenovo XClarity for OS and firmware. | |
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Configuration as Code Cluster configuration is managed and versioned declaratively. |
Configuration as code supported with infrastructure automation tools. | |
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Hardware Health Monitoring Automated monitoring of hardware (CPU, memory, drives, fans) for failure prediction. |
Hardware health monitoring is a standard feature in enterprise cluster management. | |
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Comprehensive Documentation Extensive and up-to-date documentation for installation, use, and troubleshooting. |
Comprehensive documentation is available for all hardware, deployment, and management software. | |
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24/7 Technical Support Round-the-clock access to technical support personnel. |
24/7 technical support is available as a standard offering for financial services/Large enterprise clients. | |
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Professional Services Availability Availability of vendor-provided consulting, integration, or custom engineering support. |
Professional services available for consulting, integration, and engineering support. |
High-Performance Computing Clusters for Actuarial Department
Powerful computing systems designed for parallel processing of complex actuarial calculations, enabling more sophisticated modeling and faster scenario analysis.
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Compute Power & Scalability
(9 Yes /9 Known /15 Possible features)
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Number of CPU Cores Total count of physical or virtual CPU cores available for parallel processing. |
No information available | |
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Number of GPUs Total graphical processing units, which can accelerate certain actuarial model computations. |
No information available | |
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Memory Capacity Aggregate RAM available in the cluster to support large in-memory computations. |
No information available | |
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Cluster Scalability Ability to expand resources dynamically. |
Purpose-built for cluster scalability; cluster size and resources can be expanded as business needs grow. | |
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Node Count Number of physical or virtual nodes within the cluster. |
No information available | |
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Elasticity Ability to automatically adjust cluster size based on workload. |
HPC systems from Lenovo support cluster resource elasticity via integration with workload managers and cloud bursting. | |
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High-Throughput Computing Capability to handle numerous jobs or simulations simultaneously. |
High-throughput computing is a core feature; designed for large-scale model runs and simulations in finance/insurance. | |
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Support for Containerization Ability to run containerized workloads for portability and environment consistency. |
Supports containerization (Docker, Singularity) for environment management and portability. | |
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Support for Distributed Computing Frameworks Native compatibility with platforms like MPI, Hadoop, or Spark. |
Compatible with distributed computing frameworks such as MPI, Spark, and Hadoop for parallel workloads. | |
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Resource Allocation Flexibility Users can specify CPU, GPU, memory, etc. per job. |
Resource allocation per job (CPU, GPU, memory) supported via workload manager (e.g., SLURM, PBS). | |
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Cluster Interconnect Bandwidth Speed of interconnect network between nodes. |
No information available | |
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Support for Heterogeneous Hardware Ability to mix different processor types (e.g., ARM, x86, GPU). |
Support for heterogeneous clusters (x86 CPUs, GPUs, and other accelerators) is a standard option. | |
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Job Scheduling Efficiency Advanced job queuing and scheduling capabilities for optimal resource use. |
Job scheduling efficiency achieved via enterprise-grade schedulers (e.g., SLURM, IBM Spectrum LSF). | |
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Bursting to Cloud Ability to overflow capacity to a public cloud when on-premise is full. |
Cloud bursting capabilities available; Lenovo supports hybrid on-prem/cloud architectures. | |
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Total Cluster Theoretical FLOPS Peak floating point operations per second. |
. | No information available |
Storage & Data Management
(4 Yes /4 Known /15 Possible features)
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Total Storage Capacity Aggregate amount of storage available across the cluster. |
No information available | |
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High-Speed Storage (e.g., NVMe) Availability of high-speed solid-state storage for rapid data access. |
High-speed NVMe drives available as configuration options for fast scratch and application storage. | |
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Parallel File System Support Enables high-throughput data access among nodes (e.g., Lustre, GPFS). |
Lenovo clusters support parallel file systems like IBM Spectrum Scale (GPFS) and Lustre. | |
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Data Encryption at Rest Ensures data in storage is encrypted for security. |
Data encryption at rest is supported via built-in hardware and software solutions. | |
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Data Encryption in Transit Ensures data moving between nodes is secure. |
Data in transit is encrypted using supported protocols (e.g., TLS, SSH, IPsec). | |
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Automated Backup Scheduled or continuous backup capabilities for disaster recovery. |
. | No information available |
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Support for Data Tiering Automatic movement of data between storage types based on usage. |
. | No information available |
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Distributed Data Access Ability for nodes to access shared data concurrently. |
. | No information available |
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Integration with Data Lakes Native or easy integration with large enterprise data lakes. |
. | No information available |
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Storage Performance (IOPS) Maximum input/output operations per second. |
. | No information available |
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Snapshot & Versioning Support for maintaining historical snapshots of data. |
. | No information available |
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Data Compression Automatic compression of stored data to save space. |
. | No information available |
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Seamless Data Migration Ease of migrating large datasets into or out of the HPC environment. |
. | No information available |
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Audit Logging of Data Access Monitoring who accessed what data and when. |
. | No information available |
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Data Retention Policies Enforcement of compliance-driven record-keeping requirements. |
. | No information available |
Actuarial Modeling Capabilities
(4 Yes /4 Known /15 Possible features)
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Support for Actuarial Modeling Languages Ability to run R, Python, SAS, MATLAB, etc. |
Full support for actuarial/statistical languages (R, Python, MATLAB, etc.) as standard for HPC clusters. | |
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Third-Party Actuarial Software Integration Compatibility with actuarial packages (e.g., Prophet, MoSes). |
No information available | |
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Model Version Control Built-in tracking and management of model versions. |
. | No information available |
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Batch Processing Efficient handling of large numbers of model runs. |
. | No information available |
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Scenario Analysis Speed Time taken to compute a full scenario set (lower is better). |
. | No information available |
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Support for Stochastic Simulations Capability to efficiently run large-scale Monte Carlo simulations. |
System can very efficiently run stochastic simulations (Monte Carlo, risk models, etc.), given available hardware scale. | |
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Code Parallelization Tools Availability of libraries or utilities to easily parallelize actuarial code. |
. | No information available |
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Automated Model Deployment Mechanisms to automate pushing models into production. |
. | No information available |
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Multi-Version Model Testing Enables side-by-side validation of different model versions. |
. | No information available |
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Model Audit Trails Logged evidence of model changes and run history. |
. | No information available |
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Integrated Documentation Tools Support for documentation generation and association with models. |
. | No information available |
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Support for External Libraries Ability to run open-source or vendor-supplied actuarial/statistical libraries. |
. | No information available |
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GPU-Enabled Model Execution Support for accelerating actuarial models on GPUs. |
GPU-enabled model execution is available in configurations with NVIDIA GPUs and compatible cluster software. | |
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Interactive Development Environments Provides Jupyter, RStudio, or similar for code development and analysis. |
Jupyter Notebooks and RStudio Server can be deployed on Lenovo HPC environments for interactive work. | |
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Workflow Orchestration Management and automation of multi-step modeling workflows. |
. | No information available |
Security & Compliance
(5 Yes /5 Known /15 Possible features)
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Single Sign-On (SSO) Integration with enterprise authentication (e.g., LDAP, Active Directory). |
Enterprise authentication integrations (Active Directory, LDAP) are supported. | |
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Multi-Factor Authentication Requires additional verification factors for access. |
Multi-factor authentication can be implemented as part of enterprise-grade security practices. | |
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Role-Based Access Control Restricts access based on job function or user role. |
Role-based access control can be configured on Lenovo's cluster management platforms. | |
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Audit Logs Tracking and recording of all significant system and user actions. |
Audit logs are standard in enterprise/server management software. | |
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Compliance Certifications Meets industry standards (e.g., ISO 27001, SOC 2, GDPR, NAIC). |
Lenovo HPC offerings are often certified for ISO 27001 and/or SOC 2 when configured for enterprise customers. | |
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Data Anonymization Tools Tools to mask or anonymize sensitive policyholder data. |
. | No information available |
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Intrusion Detection & Prevention Active monitoring and responding to security threats. |
. | No information available |
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Encryption Key Management Managing cryptographic keys securely. |
. | No information available |
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Patch Management Automation Regular, automated operating system and software patching. |
. | No information available |
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User Activity Monitoring Tracking user actions to detect inappropriate use. |
. | No information available |
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Secure Data Transfer Protocols Standards such as SFTP, HTTPS for data transfers. |
. | No information available |
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Retention and Deletion Policies Automated enforcement of data lifecycle policies. |
. | No information available |
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Data Loss Prevention Tools Ability to prevent unauthorized data extraction. |
. | No information available |
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Incident Response Workflows Pre-defined steps for handling suspected breaches. |
. | No information available |
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End-to-End Encryption Data encrypted both in motion and at rest, including backups. |
. | No information available |
Job Management & Workflow Automation
(0 Yes /0 Known /15 Possible features)
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Job Scheduler Integrated workload scheduler for queuing and prioritizing jobs. |
. | No information available |
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Job Queuing Handles and manages jobs that are waiting for resources. |
. | No information available |
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Automated Job Submission API or interface to submit jobs automatically from other systems. |
. | No information available |
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Preemptive Scheduling Higher-priority jobs can preempt currently running ones. |
. | No information available |
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Job Dependency Management Specify execution order and dependencies between jobs. |
. | No information available |
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Job Retry/Recovery Automatic retry or rollback if a job fails. |
. | No information available |
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Job Status Tracking Track progress and final status of all jobs. |
. | No information available |
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Real-Time Monitoring Dashboard Visual dashboard showing current and historical job activity. |
. | No information available |
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Usage Quotas per Department/User Limit and monitor resource consumption by team or user. |
. | No information available |
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Resource Reservation Ability to pre-reserve nodes/CPUs for specific runs or deadlines. |
. | No information available |
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Policy-Based Automation Automate actions based on policy/rules (e.g., rerouting, notifications). |
. | No information available |
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API Access for Job Management Programmatic interface for advanced job management and integration. |
. | No information available |
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Email/SMS Alerts on Job Completion or Failure Automated notification methods for job status. |
. | No information available |
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Historical Job Analytics Performance and usage trend analysis over time. |
. | No information available |
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End-User Self-Service Portal Web-based interface for users to submit and monitor jobs. |
. | No information available |
Integration & Interoperability
(3 Yes /3 Known /15 Possible features)
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Support for Common Data Formats Compatibility with CSV, Parquet, HDF5, etc. |
HPC infrastructure supports common data formats (CSV, Parquet, HDF5) via standard toolchains. | |
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Enterprise Data Warehouse Integration Direct connectivity to existing data warehouses/lakes. |
Enterprise data warehouse and data lake integration supported (connectivity via SQL, Hadoop, etc.). | |
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APIs for Data Input/Output REST, gRPC, or similar APIs for moving data efficiently. |
. | No information available |
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Workflow Integration with CI/CD Integration with build, test, and deployment pipelines. |
. | No information available |
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Event/Message Bus Integration Native support for enterprise service buses or messaging systems. |
. | No information available |
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External Archive System Support Seamless export and import with long-term archival systems. |
. | No information available |
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Actuarial Software API Integration Connect directly with actuarial vendor platforms. |
Actuarial software integration possible via APIs and direct installation on supported OS. | |
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Data Synchronization Tools Automated, incremental synchronization between sources. |
. | No information available |
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SAML/OAuth Integration Federated authentication and identity integration. |
. | No information available |
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Excel Add-In/Integration Connection with Excel for input/output, reporting. |
. | No information available |
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Custom Plugin Support Ability to add user-written extensions or connectors. |
. | No information available |
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Batch Import/Export Interfaces Bulk data import/export for large actuarial runs. |
. | No information available |
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Change Data Capture (CDC) Capture and sync data updates in near real-time. |
. | No information available |
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ETL Tools Integration Seamless use with enterprise ETL (Extract, Transform, Load) tools. |
. | No information available |
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API Rate Limits Maximum API calls allowed per unit time. |
No information available |
User Experience & Collaboration
(2 Yes /2 Known /15 Possible features)
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Web-Based Management Interface User-friendly web portals for managing jobs, resources, and results. |
Lenovo XClarity and associated portals provide a web-based management interface. | |
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Collaboration Workspaces Shareable spaces for teams to upload, view, and discuss models or results. |
. | No information available |
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User Customization Options Ability for users to personalize their environment (dashboards, layouts, settings). |
. | No information available |
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Role-Based Dashboards Custom dashboards per user type (analyst, admin, manager, etc.). |
. | No information available |
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Integrated Documentation Users can create/read technical documentation within the platform. |
. | No information available |
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Real-Time Collaboration Editing Multiple users can edit and comment on code/notebooks simultaneously. |
. | No information available |
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In-Platform Communication Tools Chat, annotation, or comment functionality. |
. | No information available |
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User Training Modules Onboarding, tutorials, and context help available in-platform. |
. | No information available |
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Usage Analytics Track platform usage, job stats, and user activity trends. |
. | No information available |
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Accessibility Features Compliance with accessibility standards for impaired users. |
. | No information available |
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Exportable Reports & Visualizations Easy export of outputs, charts, or findings as PDF, Excel, etc. |
Results, reports, and visualizations can be exported from user environments such as Jupyter, MATLAB, RStudio running on the HPC cluster. | |
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Search Functionality Search for data, models, documentation, and job results. |
. | No information available |
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Automated Notifications User-customizable system notifications (e.g., job finish, review requests). |
. | No information available |
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Task Assignment/Tracking Assign and track progress on tasks for modeling projects. |
. | No information available |
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Approvals Workflow Ability to request, review, and approve model/result submissions. |
. | No information available |
Performance & Reliability
(4 Yes /4 Known /15 Possible features)
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Mean Time Between Failure (MTBF) Average time between system/component failures. |
. | No information available |
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High Availability Architecture Redundant design for continuous system availability. |
High-availability architectures are supported; N+1 redundancy, failover, and resiliency can be configured. | |
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Job Completion SLA Guaranteed time to completion for standard job runs. |
. | No information available |
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Automated Failover Automatic recovery in case of server or node failure. |
Automated failover is standard for clustered deployments intended for mission-critical workloads. | |
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Performance Monitoring Tools Real-time tracking of system/resource utilization and performance. |
Integrated performance monitoring via Lenovo XClarity and third-party tools. | |
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Hot/Cold Spare Nodes Spare nodes available for failover scenarios. |
. | No information available |
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Real-Time Alerts for System Issues Instant notifications for hardware or software issues. |
. | No information available |
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Scheduled Downtime Transparency Clear communications regarding planned maintenance. |
. | No information available |
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Automated Resource Scaling System automatically adds or removes resources based on need. |
. | No information available |
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Load Balancing Dynamic distribution of workloads among resources for efficiency. |
. | No information available |
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Self-Healing Infrastructure The system can automatically detect and recover from common errors. |
. | No information available |
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Disaster Recovery RPO/RTO Recovery Point/Time Objectives for returning to operation post-outage. |
undefined Disaster recovery and business continuity solutions are available for Lenovo HPC clusters. |
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Transparent Upgrade Mechanisms Software or hardware upgrades implemented without user disruption. |
. | No information available |
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Proactive Resource Contention Avoidance Mechanisms to predict and prevent resource conflicts. |
. | No information available |
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Historical Performance Analytics Analysis and visualization of past performance and outages. |
. | No information available |
Cost Management & Reporting
(0 Yes /0 Known /15 Possible features)
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Usage-Based Cost Tracking Detailed logging and reporting based on actual consumption. |
. | No information available |
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Cost Center Mapping Ability to track costs by department or business unit. |
. | No information available |
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Forecasting of Resource Spend Predict future spend based on historical usage patterns. |
. | No information available |
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Budgets & Alerts Users/departments can set usage budgets and receive alerts. |
. | No information available |
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Chargeback/Showback Functionality Generate internal billing reports for usage. |
. | No information available |
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Granular Billing Reports Highly detailed breakdowns by job, project, or user. |
. | No information available |
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Historical Spend Analysis Tools to analyze and query past spending trends. |
. | No information available |
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Pre-Usage Cost Estimator Estimate costs for jobs or data processing in advance. |
. | No information available |
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Automated Cost Allocation Automatic division of costs among users/projects. |
. | No information available |
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API for Cost Data Extraction Programmatic access to usage and billing data. |
. | No information available |
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Multi-Currency Support Handle and report costs in various currencies. |
. | No information available |
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Customizable Cost Categories Define and alter categories for expense grouping. |
. | No information available |
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Integration with Corporate Finance Systems Push/pull expenditure data to/from ERP, GL, etc. |
. | No information available |
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Tax Calculation Support Automatically apply relevant taxes to usage reports. |
. | No information available |
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User-Friendly Reporting Dashboards Interactive dashboards for exploring costs. |
. | No information available |
Support & Maintenance
(4 Yes /4 Known /15 Possible features)
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24/7 Technical Support Around-the-clock support from vendor or IT staff. |
Lenovo offers 24/7 technical support on enterprise solutions. | |
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Dedicated Customer Success Manager Assigned contact for proactive advice and escalation. |
Dedicated customer success/program manager options available for major clients. | |
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Online Knowledge Base Extensive documentation, FAQs, troubleshooting guides. |
. | No information available |
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Community Support Forums Online user community and discussion forums. |
. | No information available |
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Automated Diagnostic Tools Built-in utilities for self-diagnosing system issues. |
. | No information available |
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Remote Access for Troubleshooting Support staff can access and troubleshoot remotely (with controls). |
. | No information available |
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Automated Ticketing System Users can submit and track support issues online. |
. | No information available |
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Service Level Agreement (SLA) Commitment to response and resolution times. |
Service Level Agreements (SLAs) available for system uptime and support response. | |
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Patch and Upgrade Management Automated or scheduled delivery of system updates. |
. | No information available |
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Usage and Performance Reporting for Support Support team can access system health statistics. |
. | No information available |
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Custom Feature Request Process Users can formally submit requests for new capabilities. |
. | No information available |
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Uptime/Availability Reporting Historical and real-time reporting of system uptime. |
. | No information available |
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Escalation Procedures Clear process for critical incident escalation. |
. | No information available |
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Support for Custom Integrations Help with connecting proprietary systems. |
. | No information available |
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On-Premise and Cloud Support Options Support for both infrastructure types. |
Options for on-premises and hybrid cloud deployments, with support for both. |
Extensibility & Future-Proofing
(1 Yes /1 Known /15 Possible features)
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Plugin Architecture System supports extensions and third-party plugins. |
Plugin architecture available via supported open-source and commercial workload managers and monitoring tools. | |
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Open Standards Support Compatible with industry-standard protocols and formats. |
. | No information available |
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Custom Scripting Support Ability to write and execute scripts for automation or extension. |
. | No information available |
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Loose Coupling with Other Systems System is architected for easy replacement/upgrading of components. |
. | No information available |
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Modular Hardware Support Ability to add/remove hardware modules (e.g., new GPUs, FPGAs) without major downtime. |
. | No information available |
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Upgradability System allows incremental hardware/software upgrades. |
. | No information available |
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Long-Term Vendor Roadmap Transparent strategy for upcoming features, support, and compatibility changes. |
. | No information available |
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Community or Ecosystem Contributions Active open-source or third-party development community. |
. | No information available |
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Support for Emerging Technologies Ability to integrate with AI/ML hardware, quantum simulation, etc. |
. | No information available |
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Backward Compatibility Ability to run older actuarial models/tools. |
. | No information available |
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Sandbox/Test Environments Create isolated environments for development and experimentation. |
. | No information available |
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Configurable Limits and Policies Admins can easily set/change resource or usage policies. |
. | No information available |
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Documentation for Developers Comprehensive technical docs for extending or integrating the cluster. |
. | No information available |
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Access to Beta Features Users can test features before general release. |
. | No information available |
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Software Development Kit (SDK) Availability Official SDK for custom integration/extension. |
. | No information available |
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