3. Parallelization
Definition
A pattern that increases processing speed and efficiency by executing multiple agents or tasks concurrently.
Process large workloads in a distributed manner and merge the results.
Sequential vs Parallel Comparison
| Feature | Description |
|---|---|
| Sequential | Source A โ Summary โ Source B โ Summary โ Result |
| Parallel | Source A, B Search at the same time โ Summary at the same time โ Merge Result |
Key Features
| Feature | Description |
|---|---|
| Concurrent Execution | Process independent tasks concurrently to shorten the total execution time. |
| Task Allocation | Divide large tasks into smaller units and assign them to multiple agents. |
| Result Collection | Collect individual results through scatter-gather method and synthesize them. |
| Resource Optimization | Optimize computing resources to maximize processing throughput. |
Use Cases
- Large-scale data processing and analysis
- Concurrent multiple query processing
- Multi-agent collaborative system
- Distributed web crawling
- Customer-specific content parallel creation
Framework Support
- LangChain
- LangGraph
- Google ADK (ParallelAgent)
Process-GPT Parallel Processing Process
