Managing FastAPI Projects with Poetry: A Step-by-Step Guide

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This guide will walk you through how to use Poetry to manage dependencies and structure your project in FastAPI . It includes detailed explanations of Poetry's core concepts and commands to help prevent issues that can arise during team collaboration and deployment. 1. What is Poetry? Poetry is a dependency management and packaging tool for Python. It goes beyond simply installing libraries by allowing you to clearly declare the dependencies your project needs and ensuring that all developers on the project have the same library versions. Clarity in Dependency Management : Explicitly manage your project's basic information and required libraries through the pyproject.toml file. Reproducible Builds : By locking all dependency versions in the poetry.lock file, it fundamentally prevents "it works on my machine" problems. Integrated Development Environment : It automatically creates and manages isolated virtual environments for each project and handles mo...

How Modern Java Improves Exception Handling (Java 21)

java 21 exception handling improvement

In recent Java releases, especially Java 21, exception handling mechanisms have been significantly enhanced to improve both code safety and system reliability.

These improvements help developers write more robust, maintainable, and error-resilient applications.

1. switch Statements Now Handle null and Support Pattern Matching

In Java versions prior to 21, passing a null value to a switch statement would throw a NullPointerException.

Java 21 allows developers to explicitly handle null values inside switch, preventing unexpected crashes.

switch (input) {
    case null -> System.out.println("Input is null.");
    case "YES" -> System.out.println("Yes!");
    default -> System.out.println("Other input.");
}

Benefits

  • Prevents NullPointerException by design
  • Improves clarity and readability

2. Pattern Matching and when Clauses in switch

Java 21 introduces pattern matching for switch, allowing developers to write more concise and type-safe branching logic. It also supports conditional case clauses (when) for fine-grained control.

static void handle(Object obj) {
    switch (obj) {
        case String s when s.isEmpty() -> System.out.println("Empty string");
        case String s -> System.out.println("String: " + s);
        case Integer i when i > 100 -> System.out.println("Integer > 100");
        case null -> System.out.println("Null value");
        default -> System.out.println("Other object");
    }
}

Benefits

  • Cleaner alternative to nested if-else or multiple instanceof checks
  • Enables more accurate and readable exception-related logic

3. More Flexible and Centralized Exception Handling

Java continues to support classic mechanisms such as:

  • try-catch-finally
  • throws declarations
  • Custom exception classes

In Java 21, the use of Thread.setUncaughtExceptionHandler is emphasized for centralized handling of uncaught exceptions.

Thread t = new Thread(() -> {
    throw new RuntimeException("Something went wrong!");
});
t.setUncaughtExceptionHandler((thread, ex) -> {
    System.err.println("Unhandled exception: " + ex.getMessage());
});
t.start();

Benefits

  • Enables centralized logging, alerting, or recovery
  • Especially useful in multi-threaded systems or background task runners

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