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Advanced Distributed Computing Framework
This module provides a comprehensive distributed computing framework for multi-node computation in Advanced mode, enabling seamless scaling of scientific computing workloads across clusters, clouds, and edge devices.
§Features
- Automatic Node Discovery: Dynamic discovery and registration of compute nodes
- Intelligent Load Balancing: AI-driven workload distribution across nodes
- Fault Tolerance: Automatic recovery and redistribution on node failures
- Adaptive Scheduling: Real-time optimization of task scheduling
- Cross-Node Communication: High-performance messaging and data transfer
- Resource Management: Dynamic allocation and optimization of node resources
- Security: End-to-end encryption and authentication for distributed operations
- Monitoring: Real-time cluster health and performance monitoring
- Elastic Scaling: Automatic scaling based on workload demands
Structs§
- Accuracy
Metrics - Accuracy metrics
- Adaptive
Task Scheduler - Adaptive task scheduler
- Advanced
Distributed Computer - Central coordinator for distributed advanced computing
- Allocation
Id - Allocation identifier
- Allocation
Record - Allocation record
- Allocation
Statistics - Allocation statistics
- Allocation
Tracker - Allocation tracker
- Authentication
Settings - Authentication settings
- Auto
Scaling Policy - Auto-scaling policies
- Bandwidth
Optimization - Bandwidth optimization
- Certificate
- Certificate representation
- Certificate
Manager - Certificate manager
- Checkpointing
System - Checkpointing system
- Cluster
Manager - Cluster management system
- Cluster
Metadata - Cluster metadata
- Cluster
Resource Utilization - Cluster resource utilization
- Cluster
Statistics - Cluster statistics
- Cluster
Topology - Cluster topology
- Communication
Optimization - Communication optimization
- Communication
Security - Communication security
- Completed
Task - Completed task information
- Compression
Settings - Compression settings
- Compute
Node - Compute node representation
- Confidence
Interval - Confidence interval
- Connection
Pooling - Connection pooling
- Data
Point - Data point
- Discovered
Node - Discovered node information
- Discovery
Statistics - Discovery statistics
- Distributed
Communication - Distributed communication layer
- Distributed
Computing Config - Configuration for distributed computing
- Distributed
Resource Manager - Distributed resource manager
- Distributed
Task - Distributed task representation
- Efficiency
Data Point - Efficiency data point
- Encryption
Settings - Encryption settings
- Execution
Constraints - Execution constraints
- Execution
History - Execution history tracking
- Execution
Record - Execution record
- Failure
Detection - Failure detection
- Failure
Pattern - Failure pattern
- Failure
Thresholds - Failure detection thresholds
- Fault
Tolerance Config - Configuration for fault tolerance
- Fault
Tolerance Manager - Fault tolerance manager
- Fault
Tolerance Metrics - Fault tolerance metrics
- Geographic
Location - Geographic location
- GpuDevice
- GPU device information
- Health
Monitoring Config - Health monitoring configuration
- Health
Record - Health record
- Health
Thresholds - Health alert thresholds
- Intelligent
Load Balancer - Intelligent load balancer
- Latency
Optimization - Latency optimization
- Load
Balancer Config - Load balancer configuration
- Load
Balancing Metrics - Load balancing metrics
- Message
- Message representation
- Message
Id - Message identifier
- Message
Queue - Message queue
- Message
Routing - Message routing
- Network
Segment - Network segment
- Node
Capabilities - Node capabilities
- Node
Connection - Node connection
- Node
Discovery Service - Node discovery service
- Node
Health Monitor - Node health monitoring
- NodeId
- Unique identifier for compute nodes
- Node
Metadata - Node metadata
- Node
Performance Metrics - Node performance metrics
- Node
Resource Usage - Node resource usage
- Optimization
Result - Optimization result
- Performance
Predictor - Performance predictor
- Performance
Trends - Performance trends
- Pool
Policies - Pool policies
- Pooled
Resources - Pooled resources
- Prediction
Accuracy - Prediction accuracy
- Prediction
Model - Prediction model
- Queue
Statistics - Queue statistics
- Redundancy
Manager - Redundancy manager
- Resource
Allocation - Resource allocation
- Resource
Analysis - Resource analysis for determining optimal resource profile
- Resource
Limits - Resource limits
- Resource
Optimizer - Resource optimizer
- Resource
Pool - Resource pool
- Resource
Requirements - Resource requirements
- Resource
Usage Predictor - Resource usage predictor
- Routing
Entry - Routing entry
- Running
Task - Running task information
- Scheduler
Config - Scheduler configuration
- Security
Credentials - Security credentials
- Security
Policies - Security policies
- Security
Policy - Security policy
- Task
Data - Task data
- Task
Error - Task error information
- TaskId
- Task identifier
- Task
Metadata - Task metadata
- Task
Performance Metrics - Task performance metrics
- Task
Queue - Task queue management
- Task
Requirements - Requirements specification for distributed tasks
- Task
Resource Usage - Task resource usage
- Topology
Metrics - Topology metrics
- Usage
Data Point - Usage data point
- Usage
Prediction Model - Usage prediction model
- Utilization
Pattern - Utilization pattern
- Utilization
Patterns - Resource utilization patterns
- Workload
Characteristics - Workload characteristics
Enums§
- Allocation
Status - Allocation status
- Allocation
Strategy - Allocation strategies
- Authentication
Method - Authentication methods
- Checkpoint
Frequency - Checkpoint frequency
- Checkpoint
Storage - Checkpoint storage
- Communication
Protocol - Communication protocols
- Compression
Algorithm - Compression algorithms
- Compute
Type - Supported compute types
- Connection
Type - Connection types
- Consistency
Level - Consistency levels
- Discovery
Method - Discovery methods
- Distribution
Strategy - Distribution strategy for distributed tasks
- Encryption
Algorithm - Encryption algorithms
- Error
Category - Error categories
- Failure
Detection Algorithm - Failure detection algorithms
- Fault
Tolerance Level - Fault tolerance level for tasks
- GpuType
- GPU device types
- Health
Check - Health check types
- KeyExchange
Method - Key exchange methods
- Load
Balancing Algorithm - Load balancing algorithms
- Message
Priority - Message priority
- Message
Type - Message types
- Model
Type - Model types
- Node
Status - Node status
- Optimization
Algorithm - Optimization algorithms
- Pattern
Type - Pattern types
- Preemption
Policy - Preemption policies
- Recovery
Strategy - Recovery strategies
- Replica
Placement Strategy - Replica placement strategies
- Resource
Profile - Resource profile for grouping tasks by requirements
- Routing
Algorithm - Routing algorithms
- Scheduling
Algorithm - Scheduling algorithms
- Security
Level - Security levels
- Segment
Type - Network segment types
- Sharing
Policy - Resource sharing policies
- Task
Priority - Task priority levels
- Task
Status - Task status
- Task
Type - Task types
- Topology
Type - Topology types