cgraph

Integrate CGraph pipelines with Python using pycgraph. Leverage CGraph's high-performance C++ DAG engine and lock-free scheduling directly within your Python applications for optimized parallel execution.

Compare CGraph and Taskflow DAG frameworks. Discover CGraph's enterprise features like message passing and Python bindings, and Taskflow's lightweight C++ performance.

Master saving and loading CGraph pipeline configurations with GPipeline::save() and GPipeline::load(). Persist complex settings to disk and restore them easily.

Implement barrier synchronization in CGraph using GFence. Block downstream tasks until all async elements finish using registerGElement and waitGElements for efficient workflow control.

Uncover performance bottlenecks with CGraph perf profiling. Automatically identify critical paths and visualize compute time spent to optimize your code. Integrate GPerfAspect seamlessly.

Learn to use GMutable for dynamic dependency management in CGraph. This specialized group element allows runtime reshaping of graphs via its pure virtual reshape() method for adaptive execution paths based on runtime data.

Discover GStage, a count-down barrier for CGraph synchronization. Learn how GStage pauses and releases concurrent GElement objects together at defined thresholds. Optimize your parallel processing.

Learn to implement asynchronous node execution and cancellation in CGraph using asyncRun and asyncProcess. Explore runtime cancellation via the global state machine.

Discover how CGraph's graph visualization feature generates GraphViz DOT outputs by traversing its element manager and rendering dependency edges. Understand pipeline structure easily.

Unlock reusable, type-safe pipeline components with CGraph TemplateNode. Create parameterized nodes with zero runtime overhead for efficient C++ graph processing.

Boost CGraph pipeline throughput and performance with expert tips on thread pools, DAG optimization, serial execution, and GPerf profiling. Unlock faster processing now.

Learn how CGraph implements pausing and resuming pipeline execution. Discover its state management system that allows cooperative blocking and resuming of pipeline elements.