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Design Patterns
peter-olai edited this page May 7, 2025
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This page provides an overview of common software design patterns that are relevant to or utilized within the Chat-Service. For more detailed explanations and Python code examples, please refer to the Design Patterns Guide in the main repository.
Understanding these patterns can help in comprehending the codebase structure and in contributing new features in a consistent manner.
- What it is: A creational pattern that provides an interface for creating objects, allowing subclasses to decide which class to instantiate.
- Why it's used: Encapsulates object creation logic, promotes loose coupling, and simplifies the instantiation process.
- Relevance: Useful when the exact type of object needed may vary based on runtime conditions or configuration.
- What it is: A creational pattern that provides an interface for creating families of related or dependent objects without specifying their concrete classes.
- Why it's used: Enables creation of compatible sets of objects, decouples client code from concrete implementations, and ensures consistency.
- Relevance: Applicable when the system needs to work with multiple families of related products (e.g., different UI themes, different database providers).
- What it is: A structural pattern that provides a simplified interface to a complex subsystem of classes, libraries, or frameworks.
- Why it's used: Reduces complexity by hiding internal workings, decouples clients from the subsystem, and provides a single entry point.
- Relevance: Can be used to simplify interactions with complex components like the LLM integration, RAG service, or transcription modules.
- What it is: Abstracts and encapsulates all access to a data source, separating persistence logic from business logic.
- Why it's used: Improves separation of concerns, makes it easier to change data sources, and enhances testability.
- Relevance: Important for managing data persistence, for example, with vector databases in the RAG service or storing user session data.
- What it is: Simple objects used to transfer data between layers or parts of a system, containing no business logic.
- Why it's used: Can reduce the number of remote calls by aggregating data, defines clear data contracts, and decouples data representation from business logic.
- Relevance: Useful for structuring data passed to and from API endpoints or between different services/modules. (Pydantic models in FastAPI often serve a similar purpose).
- What it is: A behavioral pattern that encapsulates a request as an object, allowing for parameterization and queuing of requests.
- Why it's used: Decouples request initiation from execution, supports undo/redo, queuing, and logging.
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Relevance: Could be used for handling specific user actions, managing a queue of tasks for the LLM, or implementing undoable operations. The
src/command.pyfile might relate to this pattern.
For detailed examples and implementation, please see the full Design Patterns Guide.
Authors:
Peter Olai Johnsen
Tobias Fremming
Erik Le Blanc Pleym
About Chat-Service
Core Components
Development
Codebase Details
- Codebase Architecture
- Routes
- Command-py
- Config-py
- Context Upload-py
- LLM-py
- Main-py
- Pipeline-py
- Streaming WS-py
- Transcribe-py
Deployment and Operations