Run1 python to scala translation fundamentals

Key Translation Principles

1. Paradigm Shift

• Python: Primarily imperative/OOP with optional functional features
• Scala: Multi-paradigm, favors immutability and functional composition
• Translation approach: Prefer immutable data structures, use case classes over mutable classes, leverage pattern matching and higher-order functions

2. Type System Differences

• Python has runtime typing; Scala has compile-time type safety
• Translate Python type hints to explicit Scala types
• Use Scala's Option[T] instead of Python's None for optional values
• Use sealed traits with case classes for sum types instead of Python's inheritance patterns

3. Collections and Data Structures

• Python lists → Scala List, Seq, or Vector (immutable by default)
• Python dicts → Scala Map
• Python sets → Scala Set
• Use appropriate collection methods from Scala stdlib rather than manual iteration

4. Error Handling

• Python's try/except → Scala's try/catch or better: Option, Either, Try
• Prefer composing error handling with functional constructs over imperative try/catch blocks
• Never use bare Exception; be specific about exception types

5. Class and Function Design

• Python classes with state → Scala case classes (immutable) or regular classes (when mutability necessary)
• Python __init__ → Scala primary constructor or apply in companion object
• Python instance methods → Scala methods; consider if they should be pure functions
• Python module-level functions → Place in object (singleton) or as extension methods