MIRAFX Flow
Parallel Processing Engine
From sequential pipeline execution to high-throughput parallel processing with intelligent task distribution and fault tolerance.
MIRAFX Flow is the transversal processing accelerator that transforms the MIRAFX Pipeline from a sequential research tool into a production-grade, high-throughput behavioral analysis platform. Process hundreds of recordings simultaneously and reduce pipeline execution time from days to hours.
Core Innovation
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Intelligent Parallel Execution
Automatically distributes workloads across available CPU cores with configurable worker pools and smart task queuing for maximum throughput.
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Robust Process Management
Real-time progress monitoring with configurable timeout controls and automatic error isolation - individual failures don't halt entire batches.
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Flexible Pipeline Integration
Universal integration with any MIRAFX component through command templating and dynamic placeholder system for seamless workflow orchestration.
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Production-Ready Reliability
Comprehensive logging, dry-run validation, detailed execution summaries, and graceful error handling for enterprise-grade processing.
Key Capabilities
Scalable Parallel Processing
- Multi-process execution: Leverages system CPU cores for optimal performance
- Automatic resource detection: CPU core detection with manual override options
- Task distribution: Intelligent load balancing across worker processes
- Process isolation: Fault tolerance with independent error handling per task
Intelligent Task Management
- Automatic discovery: Recursive subfolder scanning with pattern-based filtering
- Batch processing: Configurable limits and selective processing capabilities
- Dynamic commands: Template-based command generation with path placeholders
- Output organization: Hierarchical structure preservation with parallel-safe operations
Advanced Monitoring & Control
- Real-time progress: Multi-level logging with adjustable verbosity
- Execution analytics: Performance metrics, timing analysis, and success rate tracking
- Timeout management: Configurable process timeouts with graceful termination
- Error isolation: Continue processing despite individual task failures
Universal Integration
- Command templating: Flexible integration with existing tools and workflows
- Dry-run validation: Test command templates before execution
- Cross-platform support: Windows and Linux compatibility
- Resource optimization: Configurable worker pools for optimal system utilization
Applications
Research Institutions - Large-scale participant studies - Multi-condition experiments - Longitudinal data analysis
Data Processing Centers - Bulk video conversion - Mass feature extraction - High-throughput analysis
Clinical Operations - Patient data processing - Compliant workflows - Audit trail generation
Industrial Applications - Manufacturing quality control - Production batch analysis - Automated reporting systems
Media Processing - Bulk video analysis - Content quality assessment - Metadata extraction at scale
Academic Studies - Multi-participant datasets - Cross-study meta-analysis - Reproducible research pipelines
Technical Highlights
- Cross-platform compatibility: Windows, Linux
- Python-based processing: Multi-process execution with intelligent load balancing
- Universal command integration: Works with any command-line tool or script
- Fault-tolerant design: Individual task failures don't halt entire batches
- Resource optimization: Configurable worker pools and timeout management
Ready for High-Throughput Processing?
Transform your sequential workflows into parallel processing powerhouses with enterprise-grade reliability and monitoring.
Contact Us
About Us
Expert Software Consulting & Engineering delivering robust, scalable solutions for AI, algorithms, and mission-critical software development.
Services
Custom Software Development
AI & Machine Learning
Architecture & Design
Standards Compliance
Integration & APIs
Contact
+32 476 862 863
contact@mirafx.com
Linkedin
Liège, Belgium