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This project demonstrates using PocketFlow's async and parallel features (`AsyncFlow`, `AsyncParallelBatchNode`) to translate a document into multiple languages concurrently. This project demonstrates using PocketFlow's async and parallel features (`AsyncFlow`, `AsyncParallelBatchNode`) to translate a document into multiple languages concurrently.
- Check out the [Substack Post Tutorial](https://pocketflow.substack.com/p/parallel-llm-calls-from-scratch-tutorial) for more!
## Goal ## Goal
Translate `../../README.md` into multiple languages (Chinese, Spanish, etc.) in parallel, saving each to a file in the `translations/` directory. The main goal is to compare execution time against a sequential process. Translate `../../README.md` into multiple languages (Chinese, Spanish, etc.) in parallel, saving each to a file in the `translations/` directory. The main goal is to compare execution time against a sequential process.
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- [`main.py`](./main.py): Implements the parallel batch translation node and flow. - [`main.py`](./main.py): Implements the parallel batch translation node and flow.
- [`utils.py`](./utils.py): Async wrapper for calling the Anthropic model. - [`utils.py`](./utils.py): Async wrapper for calling the Anthropic model.
- [`requirements.txt`](./requirements.txt): Project dependencies (includes `aiofiles`). - [`requirements.txt`](./requirements.txt): Project dependencies (includes `aiofiles`).
- [`translations/`](./translations/): Output directory (created automatically). - [`translations/`](./translations/): Output directory (created automatically).