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High-performance computing clusters designed to handle massive workloads and complex calculations, optimized for big data and analytics. Supports industry-leading software and offers high reliability and security.
Hardware solutions that provide the computational power needed for complex actuarial simulations, Monte Carlo analyses, and other processor-intensive calculations required for modern pension management.
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CPU Cores Total number of CPU cores available in the cluster. |
No information available | |
CPU Clock Speed Maximum clock speed of the CPUs in the cluster. |
No information available | |
GPU Availability Availability of GPUs optimized for parallel computations such as Monte Carlo simulations. |
IBM Power Systems offer GPU-accelerated nodes (e.g., with NVIDIA V100, A100 GPUs) for parallel computation. | |
GPU Cores Number of GPU compute cores for accelerated calculations. |
No information available | |
SIMD/Vector Capabilities Support for SIMD/vectorized instructions to speed up actuarial algorithms. |
IBM Power CPUs natively support SIMD/vector instructions (VSX, SIMD support in POWER9/10). | |
Floating Point Operations Per Second (FLOPS) Peak floating point computation capacity of the cluster. |
No information available | |
Memory Bandwidth Maximum rate at which data can be transferred to/from memory. |
No information available | |
Low-Latency Interconnects Presence of high-speed, low-latency networks between nodes (e.g., InfiniBand). |
Support for high-speed, low-latency interconnects (including InfiniBand) is standard in IBM HPC clusters. | |
Node Scalability Maximum number of nodes that can be integrated into the cluster. |
No information available | |
Elasticity Ability to dynamically add or remove computational resources based on demand. |
IBM Power Systems are designed for elastic and dynamic resource management, especially in cloud/hybrid setups. | |
Performance Benchmarks Availability of standardized performance benchmarks for actuarial workloads. |
Industry-standard performance benchmarks (e.g., SPEC, LINPACK) are available from IBM and independent labs. |
Total Storage Capacity Maximum storage available to the cluster. |
No information available | |
High Speed Storage Use of high-performance storage such as NVMe or SSD. |
Support for NVMe/SSD high performance storage is available and often used in production clusters. | |
Data Redundancy Support for RAID or other data redundancy mechanisms. |
RAID and other data redundancy mechanisms are standard in enterprise-class Power Systems storage options. | |
Backup Frequency How often automated backups are taken. |
No information available | |
Encryption At Rest Whether data is encrypted while stored. |
IBM Power solutions support FIPS-compliant and industry-standard encryption for data at rest. | |
Data Archiving Support for long-term, low-cost data archiving solutions. |
Support for long-term data archiving is provided via integrated solutions, including IBM Spectrum Scale and external services. | |
Data Compression Ability to compress data for more efficient storage. |
Data compression options are available natively in storage subsystems and supported via software. | |
Shared File Systems Availability of distributed file systems accessible by all compute nodes. |
Power Systems clusters can be coupled to distributed/parallel filesystems (IBM Spectrum Scale, GPFS) for shared file access. | |
Automated Data Cleansing Built-in support for automated validation and cleansing of dataset inputs. |
No information available | |
Data Versioning Ability to maintain and roll back to previous versions of datasets. |
Data versioning offered via IBM Spectrum Scale or through external integration (e.g., with version control or backup systems). |
Job Scheduler Existence of advanced job scheduling system (e.g., SLURM, PBS, LSF). |
Advanced job scheduling systems (LSF, SLURM, IBM Spectrum LSF) are well-supported. | |
Job Prioritization Ability to prioritize critical actuarial jobs according to business rules. |
Job prioritization is configurable in supported job scheduling software (e.g., IBM Spectrum LSF, SLURM). | |
Resource Quotas Support for allocating resource quotas per user or project. |
Resource quota management is available in workload managers like Spectrum LSF. | |
Job Monitoring Real-time monitoring of running jobs and their resource usage. |
Real-time job and resource monitoring in LSF, Spectrum Scale, and other management tools. | |
Fault Tolerance Ability to automatically recover or restart failed jobs. |
Fault tolerance including automatic job re-queue and high-availability options available in IBM job scheduling suites. | |
Automated Notifications Automatic alerts for job completion, failures, or resource exhaustion. |
Notification systems for job completion/failure available in LSF and IBM Cloud. | |
Workflow Automation Support for automated, multi-stage actuarial workflows. |
Multi-stage workflow automation supported with IBM Spectrum LSF and third-party workflow tools. | |
API for Job Submission REST or command-line interface for automated job submissions. |
REST and CLI-based APIs for job submission provided by IBM Spectrum LSF/other supported workload managers. | |
Job Array Support Ability to efficiently run large arrays of similar actuarial jobs. |
Job array support for running large sets of similar jobs available in LSF and SLURM integrations. | |
Historical Job Logs Access to detailed history and logs of previous jobs for audit purposes. |
Detailed historical logs are a feature of IBM Spectrum LSF and similar job schedulers. |
Support for Actuarial Software Compatibility with common actuarial software (Prophet, MoSes, AXIS, etc.). |
IBM Power Systems are compatible with most actuarial software via Linux/Windows environments or containerization. | |
Statistical Programming Languages Availability of R, Python, MATLAB, and related packages. |
Pre-built support for R, Python, MATLAB is available on Linux-based Power clusters; commonly used for analytics. | |
Custom Model Integration Ability to deploy custom-built simulation and projection models. |
Support for custom model deployment via containers, custom compiles, or standard Linux/Windows tools. | |
High-Performance Libraries Pre-installed numerical and actuarial libraries (BLAS, LAPACK, TensorFlow, etc.). |
Numerical libraries like BLAS, LAPACK, and TensorFlow are available with IBM-provided builds for Power CPUs. | |
Containerization Support Ability to run software in Docker, Singularity, or other container platforms. |
Support for Docker and Singularity containers on Power Systems with appropriate OS configuration. | |
Operating System Support Support for preferred OS (Linux, Windows, etc.). |
IBM Power Systems support multiple operating systems, including Linux (Red Hat, SUSE, Ubuntu), AIX, IBM i, and in some cases Windows via virtualization. | |
Parallel Computing Interfaces Support for MPI, OpenMP, or equivalent parallel computing frameworks. |
IBM Power clusters support MPI, OpenMP, and other parallel computing standards. | |
Cloud Integration Ability to burst workloads or integrate with public/private clouds. |
Ready integration with IBM Cloud, Red Hat OpenShift, and other public/private clouds for bursting. | |
License Management Facilities for monitoring and managing proprietary software licenses. |
IBM License Metric Tool and Spectrum LSF License Scheduler provide license management features. | |
Version Control Integration Easy integration with Git or similar version control systems for code management. |
Integration with Git or other version control systems via native OS or DevOps pipelines. |
User Authentication Multi-factor authentication and single sign-on for user access. |
Multi-factor authentication and single sign-on supported via IBM Security services and integration with enterprise IdPs. | |
Role-Based Access Control Granular assignment of permissions and roles to users. |
Granular RBAC available through integration with LDAP, IBM Security, and OS-level controls. | |
Encryption in Transit Data and communications encrypted over the network. |
Network encryption (TLS/SSL, IPsec) is standard. | |
Audit Trails Logged record of user actions for compliance and investigation. |
Extensive audit logging is a standard security/compliance feature, also supported by OS and middleware. | |
GDPR/Local Compliance Support for compliance with data protection regulations such as GDPR. |
IBM promotes GDPR-ready solutions and compliance with local regulations as part of Power Systems deployments. | |
Vulnerability Management Regular patching and vulnerability scanning of hardware and software. |
IBM offers automated patching and vulnerability management through IBM Cloud Pak for Security and related tools. | |
Disaster Recovery Comprehensive disaster recovery and data restore procedures. |
Comprehensive disaster recovery options and services available from IBM as standard for enterprise HPC deployments. | |
Physical Security Physical security measures for on-premise cluster deployments. |
Physical security varies by deployment location but IBM recommends and documents best practices for data center security. | |
Data Masking Tools to anonymize or mask sensitive pension fund data. |
Data masking available via IBM InfoSphere or through external tooling integrated with Power clusters. | |
Endpoint Protection Malware and intrusion detection for all endpoints in the cluster. |
Endpoint protection is available through integration with third-party and IBM-native security products. |
Horizontal Scalability Ability to add computing nodes with minimal configuration changes. |
IBM Power clusters are designed for horizontal scalability through standard management tools. | |
Vertical Scalability Ability to increase the capacity (CPU, RAM) of existing nodes. |
Vertical scalability (adding CPU/RAM) is supported for individual nodes in IBM Power clusters. | |
Resource Pooling Dynamic allocation of shared resources between projects or departments. |
Dynamic resource pooling available via workload schedulers and cloud integration. | |
Custom Configuration Support for custom node types or heterogeneous clusters. |
Support for custom/heterogeneous configurations, including nodes with CPUs, GPUs, different memory/storage profiles. | |
Bursting to Cloud Capacity to support hybrid on-premises and cloud configurations. |
Hybrid cloud/on-prem bursting is a standard feature via IBM Spectrum Computing + cloud integration. | |
Self-Service Resource Management Users can request or release resources without admin intervention. |
Self-service resource management is available via IBM Spectrum LSF user portals or custom integration. | |
Elastic Storage Dynamically assign storage as project data grows. |
Elastic storage provisioning possible with IBM Spectrum Scale and modern storage arrays. | |
Multi-Tenancy Ability to securely isolate environments for different teams. |
Strong multi-tenancy support via RBAC, Linux containers, VMs, and IBM Spectrum Scale isolation features. | |
Resource Quota Management Set limits on usage for predictable cost and capacity management. |
Resource quota management natively supported in job/workload managers and monitoring tools. | |
Automated Provisioning Automated setup and teardown of computational resources as needed. |
Automated provisioning/de-provisioning available with IBM Cloud and on-prem automation tools. |
Uptime SLA Guaranteed percentage uptime by vendor/service provider. |
No information available | |
Redundant Power Supply Multiple power sources to prevent cluster outages. |
Redundant power supplies are standard in all enterprise-level IBM server hardware. | |
HA Clustering Support for high availability clustering and failover. |
High-availability and failover clustering (PowerHA, LSF, Spectrum Scale) are standard options. | |
Hot Swappable Components Ability to replace or upgrade hardware without shutting down. |
Hot-swappable power supplies, storage, and some networking are supported in enterprise models. | |
Automated Health Monitoring Real-time monitoring and alerts for hardware or software failures. |
Automated health monitoring is integrated via IBM Spectrum Control. | |
Automatic Node Recovery Automatic reboot or recovery of failed nodes. |
Automatic node reboot/recovery supported in IBM workload managers and via hardware management consoles. | |
Service-Level Monitoring Continuous monitoring for critical actuarial services. |
Service-level monitoring for critical applications provided in IBM-managed and partner-supported solutions. | |
Spare Node Capacity Built-in spare nodes for immediate failover. |
Clusters may be configured with cold or hot spares for failover. | |
Scheduled Maintenance Windows Clearly defined and communicated downtime for upgrades/maintenance. |
Scheduled maintenance windows are a standard practice, communicated via ITSM or service management. | |
Error Correction Codes (ECC) Memory RAM with ECC to protect against data corruption. |
ECC memory is standard in IBM Power Systems server-class hardware. |
Web Portal Access User-friendly web interface for accessing and managing cluster resources. |
Web-based management, monitoring, and self-service portals are available for Power clusters. | |
Command-Line Utilities Robust CLI for advanced users and automation. |
Advanced CLI is available for all supported OS, cluster, and management systems. | |
Multi-Language Support Documentation and interface availability in multiple languages. |
No information available | |
Accessibility Features Compliance with accessibility standards for users with disabilities. |
No information available | |
Self-Service Documentation Comprehensive knowledge base and troubleshooting guides. |
IBM provides extensive self-service documentation and knowledge bases for all Power products. | |
Collaboration Tools Integration Integration with email, chat, and documentation platforms. |
Integration with email, chat, and documentation platforms (e.g., via IBM Connections, integration plugins) is possible. | |
Single Sign-On Unified login experience across platforms and tools. |
Single sign-on available with enterprise authentication integrations. | |
Customizable Dashboards User dashboards that can be configured to display relevant information. |
Customizable dashboards provided in various IBM and third-party management interfaces. | |
Mobile Access Support for monitoring or interacting with the system from mobile devices. |
Mobile monitoring and management available via IBM mobile apps and browser interfaces. | |
API Documentation Accessible and well-maintained documentation for all system APIs. |
Comprehensive API documentation available online for all IBM management and service APIs. |
RESTful API Provision of standards-compliant APIs for external integrations. |
RESTful APIs are provided for integration and automation by IBM Power Systems and management tools. | |
Database Connectivity Ability to connect to internal and external databases securely. |
Secure database connectivity supported (DB2, Oracle, PostgreSQL, and others). | |
File Format Compatibility Support for a range of input/output formats (CSV, Excel, Parquet, HDF5, etc.). |
Input/output file format compatibility is broad, supporting standard analytics, scientific, and financial formats. | |
ERP/CRM Integration Integration with enterprise pension, HR, and financial systems. |
ERP/CRM integration is possible via IBM and third-party middleware connectors. | |
Data Lake Integration Support for ingesting and exporting data from/to data lakes. |
Data lake integration available via IBM data connectors and Spectrum Scale. | |
Event-Driven Architecture Support for pub/sub messaging or webhooks for real-time data flow. |
Support for pub/sub and event-driven systems via IBM Event Streams (Kafka) and webhooks. | |
Authentication Federation Integration with enterprise identity management (LDAP, SAML, etc.). |
Authentication federation with LDAP, SAML, and OpenID supported. | |
Orchestration Integration Compatibility with orchestration tools like Kubernetes or Airflow. |
Orchestration tools such as Kubernetes/OpenShift and Apache Airflow are supported for automation. | |
Partner Data Services APIs or connectors for industry-standard actuarial and fund management services. |
Industry-standard APIs/connectors for actuarial data and fund platforms can be integrated with Power Systems. | |
Legacy System Support Interoperability with older or proprietary pension management platforms. |
Support for legacy system integration via OS-level and middleware tools (including mainframe connectivity). |
Usage-Based Billing Ability to measure and bill based on actual resource usage. |
Usage tracking and billing integration are possible (especially in IBM Cloud or hybrid deployments). | |
Cost Reporting Detailed reporting of costs by department, project, or user. |
Detailed cost reporting available via IBM service management and reporting/analytics tools. | |
Energy Efficiency Use of hardware and cooling solutions to minimize energy costs. |
IBM systems are highly energy-efficient, utilizing advanced cooling and power management features. | |
Idle Resource Detection Automated identification and deallocation of idle resources. |
Idle resource detection/deallocation is automated in cluster management software. | |
Budget Alerting Automated notifications when approaching or exceeding budget thresholds. |
IBM automation/orchestration platforms support cost and budget alerting with custom thresholds. | |
Capacity Planning Tools Forecasting future computational needs and hardware investments. |
Capacity planning tools and dashboards provided in IBM management suites. | |
Spot/Preemptible Resource Support Access to discounted, interruptible compute resources where possible. |
Support for spot/preemptible resources in IBM Cloud-integrated solutions. | |
Procurement Integration Integration with financial systems for asset tracking and procurement planning. |
Procurement system integration enabled by IBM and third-party APIs. | |
Chargeback/Showback Features Reporting tools for allocating costs to appropriate business units. |
Chargeback/showback reporting standard in IBM cluster and cost management tools. | |
Power Usage Metrics Real-time and historical metrics on power consumption. |
Power usage monitoring available in IBM infrastructure and management toolsets. |
24/7 Support Availability Access to technical support at all times. |
24/7 technical support is available as a standard offering for IBM Power Systems. | |
Dedicated Account Manager Assigned manager for ongoing relationship and escalations. |
Dedicated account managers provided for enterprise support agreements. | |
SLAs for Incident Response Service-level guarantees for support ticket response and resolution times. |
SLAs for incident response and escalation defined in enterprise agreements. | |
Proactive System Monitoring Vendor provides monitoring and alerts on infrastructure health. |
IBM provides proactive monitoring/alerting for managed and major enterprise accounts. | |
Training and Onboarding Structured training and knowledge-transfer sessions for actuarial teams. |
Structured training and onboarding available through IBM Learning and partner programs. | |
Professional Services Availability of consultants for system customization/integration. |
Extended professional services and consulting are available for IBM Power Systems. | |
Hardware Replacement SLAs Guaranteed time frames for hardware repair or replacement. |
SLAs for hardware repair/replacement specified in support contracts. | |
Knowledge Base Access Comprehensive, searchable knowledge base of issues and solutions. |
Comprehensive, searchable knowledge bases available online for all Power Solutions. | |
Community Forums Access to vendor-supported discussion forums. |
IBM Community forums and peer/support communities available for Power and associated technologies. | |
Roadmap Transparency Visibility into vendor's future feature and upgrade plans. |
IBM maintains roadmaps for Power Systems; visibility is provided to customers under NDA or public at events like Think. |
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