Module 1 Module 2 Module 3 Module 4 Module 5 Module 6

Module 4

Parallelization

4 Core Topics · Parallel Execution, Subgraphs, Map-Reduce, and Research Assistant Workflows

1

Parallelization

Execute multiple nodes in parallel in the graph

4-1-parallelization.html

Jupyter Notebook conversion page

Parallelization in-depth explanation

Concepts, principles and code comments

2

Sub-graph

Combine subgraphs to build complex workflows

4-2-sub-graph.html

Jupyter Notebook conversion page

Sub-graph in-depth explanation

Concepts, principles and code comments

3

Map-Reduce

Distribute tasks and aggregate results

4-3-map-reduce.html

Jupyter Notebook conversion page

Map-Reduce in-depth explanation

Concepts, principles and code comments

4

Research Assistant

Multi-step research assistant orchestration

4-4-research-assistant.html

Jupyter Notebook conversion page

Research Assistant in-depth explanation

Concepts, principles and code comments