ML Testing Patterns

Expert patterns for data quality tests, model unit tests, behavioral tests, and performance regression gates.

Pattern 1: pytest Fixtures for ML

Shared fixtures that load model and data once per test session.

# conftest.py
import pytest
import pandas as pd
import numpy as np
import joblib
import torch
from transformers import AutoModelForSequenceClassification, AutoTokenizer