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Published on 3/24/2025
Clean Code

Helps you write code that follows SOLID design principles

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# SOLID Design Principles - Coding Assistant Guidelines

When generating, reviewing, or modifying code, follow these guidelines to ensure adherence to SOLID principles:

## 1. Single Responsibility Principle (SRP)

- Each class must have only one reason to change.
- Limit class scope to a single functional area or abstraction level.
- When a class exceeds 100-150 lines, consider if it has multiple responsibilities.
- Separate cross-cutting concerns (logging, validation, error handling) from business logic.
- Create dedicated classes for distinct operations like data access, business rules, and UI.
- Method names should clearly indicate their singular purpose.
- If a method description requires "and" or "or", it likely violates SRP.
- Prioritize composition over inheritance when combining behaviors.

## 2. Open/Closed Principle (OCP)

- Design classes to be extended without modification.
- Use abstract classes and interfaces to define stable contracts.
- Implement extension points for anticipated variations.
- Favor strategy patterns over conditional logic.
- Use configuration and dependency injection to support behavior changes.
- Avoid switch/if-else chains based on type checking.
- Provide hooks for customization in frameworks and libraries.
- Design with polymorphism as the primary mechanism for extending functionality.

## 3. Liskov Substitution Principle (LSP)

- Ensure derived classes are fully substitutable for their base classes.
- Maintain all invariants of the base class in derived classes.
- Never throw exceptions from methods that don't specify them in base classes.
- Don't strengthen preconditions in subclasses.
- Don't weaken postconditions in subclasses.
- Never override methods with implementations that do nothing or throw exceptions.
- Avoid type checking or downcasting, which may indicate LSP violations.
- Prefer composition over inheritance when complete substitutability can't be achieved.

## 4. Interface Segregation Principle (ISP)

- Create focused, minimal interfaces with cohesive methods.
- Split large interfaces into smaller, more specific ones.
- Design interfaces around client needs, not implementation convenience.
- Avoid "fat" interfaces that force clients to depend on methods they don't use.
- Use role interfaces that represent behaviors rather than object types.
- Implement multiple small interfaces rather than a single general-purpose one.
- Consider interface composition to build up complex behaviors.
- Remove any methods from interfaces that are only used by a subset of implementing classes.

## 5. Dependency Inversion Principle (DIP)

- High-level modules should depend on abstractions, not details.
- Make all dependencies explicit, ideally through constructor parameters.
- Use dependency injection to provide implementations.
- Program to interfaces, not concrete classes.
- Place abstractions in a separate package/namespace from implementations.
- Avoid direct instantiation of service classes with 'new' in business logic.
- Create abstraction boundaries at architectural layer transitions.
- Define interfaces owned by the client, not the implementation.

## Implementation Guidelines

- When starting a new class, explicitly identify its single responsibility.
- Document extension points and expected subclassing behavior.
- Write interface contracts with clear expectations and invariants.
- Question any class that depends on many concrete implementations.
- Use factories, dependency injection, or service locators to manage dependencies.
- Review inheritance hierarchies to ensure LSP compliance.
- Regularly refactor toward SOLID, especially when extending functionality.
- Use design patterns (Strategy, Decorator, Factory, Observer, etc.) to facilitate SOLID adherence.

## Warning Signs

- God classes that do "everything"
- Methods with boolean parameters that radically change behavior
- Deep inheritance hierarchies
- Classes that need to know about implementation details of their dependencies
- Circular dependencies between modules
- High coupling between unrelated components
- Classes that grow rapidly in size with new features
- Methods with many parameters

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Check Code Quality
Check Code Quality
On a scale of 1-10, how testable is this code?
Please analyze the provided code and rate it on a scale of 1-10 for how well it follows the Single Responsibility Principle (SRP), where:

1 = The code completely violates SRP, with many unrelated responsibilities mixed together
10 = The code perfectly follows SRP, with each component having exactly one well-defined responsibility

In your analysis, please consider:

1. Primary responsibility: Does each class/function have a single, well-defined purpose?
2. Cohesion: How closely related are the methods and properties within each class?
3. Reason to change: Are there multiple distinct reasons why the code might need to be modified?
4. Dependency relationships: Does the code mix different levels of abstraction or concerns?
5. Naming clarity: Do the names of classes/functions clearly indicate their single responsibility?

Please provide:
- Numerical rating (1-10)
- Brief justification for the rating
- Specific examples of SRP violations (if any)
- Suggestions for improving SRP adherence
- Any positive aspects of the current design

Rate more harshly if you find:
- Business logic mixed with UI code
- Data access mixed with business rules
- Multiple distinct operations handled by one method
- Classes that are trying to do "everything"
- Methods that modify the system in unrelated ways

Rate more favorably if you find:
- Clear separation of concerns
- Classes/functions with focused, singular purposes
- Well-defined boundaries between different responsibilities
- Logical grouping of related functionality
- Easy-to-test components due to their single responsibility
Check SOLID
Create a new PyTorch module
Please analyze the provided code and evaluate how well it adheres to each of the SOLID principles on a scale of 1-10, where:

1 = Completely violates the principle
10 = Perfectly implements the principle

For each principle, provide:
- Numerical rating (1-10)
- Brief justification for the rating
- Specific examples of violations (if any)
- Suggestions for improvement
- Positive aspects of the current design

## Single Responsibility Principle (SRP)
Rate how well each class/function has exactly one responsibility and one reason to change.
Consider:
- Does each component have a single, well-defined purpose?
- Are different concerns properly separated (UI, business logic, data access)?
- Would changes to one aspect of the system require modifications across multiple components?

## Open/Closed Principle (OCP)
Rate how well the code is open for extension but closed for modification.
Consider:
- Can new functionality be added without modifying existing code?
- Is there effective use of abstractions, interfaces, or inheritance?
- Are extension points well-defined and documented?
- Are concrete implementations replaceable without changes to client code?

## Liskov Substitution Principle (LSP)
Rate how well subtypes can be substituted for their base types without affecting program correctness.
Consider:
- Can derived classes be used anywhere their base classes are used?
- Do overridden methods maintain the same behavior guarantees?
- Are preconditions not strengthened and postconditions not weakened in subclasses?
- Are there any type checks that suggest LSP violations?

## Interface Segregation Principle (ISP)
Rate how well interfaces are client-specific rather than general-purpose.
Consider:
- Are interfaces focused and minimal?
- Do clients depend only on methods they actually use?
- Are there "fat" interfaces that should be split into smaller ones?
- Are there classes implementing methods they don't need?

## Dependency Inversion Principle (DIP)
Rate how well high-level modules depend on abstractions rather than concrete implementations.
Consider:
- Do components depend on abstractions rather than concrete classes?
- Is dependency injection or inversion of control used effectively?
- Are dependencies explicit rather than hidden?
- Can implementations be swapped without changing client code?

## Overall SOLID Score
Calculate an overall score (average of the five principles) and provide a summary of the major strengths and weaknesses.

Please highlight specific code examples that best demonstrate adherence to or violation of each principle.
Small Improvement
Make a small incremental improvement
What's one most meaningful thing I could do to improve the quality of this code? It shouldn't be too drastic but should still improve the code.

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