π 2025-04-19 β Session: Flowpower Architecture and CLI Development
π 21:00β21:45
π·οΈ Labels: Flowpower, Promptflow, CLI, Architecture, SDK, API
π Project: Dev
β Priority: MEDIUM
Session Goal
The session focused on enhancing the Flowpower project by leveraging insights from PromptFlow to refine its architecture and developer-facing command-line interface (CLI).
Key Activities
- Understanding PromptFlowβs Streaming: Explored PromptFlowβs token-by-token streaming output using server-sent events for real-time user experiences.
- Strategic Pivot for Flowpower: Reevaluated the Flowpower architecture to incorporate modular design and feature integration.
- SDK Design: Outlined the structure of the
flowpower/sdk/
directory, focusing on user-friendly interfaces. - Execution Layer: Detailed the
engine/
directoryβs role in managing interactions with PromptFlow. - API Layer Overview: Transitioned Flowpower to a multi-user platform with REST endpoints and streaming outputs.
- CLI Overview: Developed the Flowpower CLI using Python and Typer, detailing its structure and commands.
- Project Architecture: Outlined foundational files and project structure for Flowpower.
- Comparative Analysis: Compared Typer and Argparse frameworks for CLI development.
- Final CLI Plan: Finalized the developer-facing CLI plan, integrating PromptFlow features.
Achievements
- Established a clear architectural framework for Flowpower.
- Developed a comprehensive CLI plan that enhances developer experience.
Pending Tasks
- Implement the finalized CLI plan into the Flowpower project.
- Continue refining the API layer for enhanced streaming capabilities.