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django-test-profiling

Profile and measure slow Django test suites with Django's runner, pytest-django, shell timing, py-spy, cProfile, pytest durations, and profiler visu…

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技能内容

Django Test Profiling

Use this skill before changing a Django test suite for speed. Measurement decides which optimization is worth doing; otherwise it is easy to spend time on harmless settings while the real cost sits in startup, database setup, fixture construction, or a small set of slow tests.

Measurement Workflow

  1. Capture a full wall-clock baseline.
  • Prefer shell timing because it includes Python startup, Django import time, test discovery, database setup, and teardown.
  • Record the exact command, environment, and repeat count.
  1. Separate framework phases when possible.
  • For Django's runner, use --timing to see database setup and teardown.
  • For pytest, compare shell timing with pytest --durations.
  1. Find the slowest tests.
  • For pytest-django, start with pytest --durations 20.
  • For Django's runner, use an existing slow-test plugin or a small custom runner only when the project does not already have one.
  1. Profile only after you know where the time goes.
  • Use py-spy first for a low-overhead whole-run view.
  • Use cProfile when you need exhaustive Python call data.
  1. Convert the result into a ranked action list.
  • Identify whether the expensive part is startup, database creation, repeated setup, test data, query count, I/O, cache/file/storage access, or a specific test body.
  • Hand off to django-test-performance, django-test-data, or django-test-parallelization when the next step fits those skills.

Commands

time python manage.py test
python manage.py test --timing
pytest --durations 20

For profiling command variants and interpretation guidance, read [profiler-commands.md](references/profiler-commands.md).

Decision Rules

  • Treat shell timing as the authoritative user-visible duration.
  • Use Django --timing when database setup or teardown may dominate.
  • Optimize the slowest measured tests first, not the tests that look suspicious.
  • Put noisy duration reports in CI logs when they distract from normal local runs.
  • Use py-spy --subprocesses when the test runner uses child processes.
  • Sort cProfile by cumulative time first; inspect self-time only after you understand the caller chain.

Common Mistakes

  • Trusting a framework's final "ran in X seconds" line as the complete runtime.
  • Comparing Django runner timing and pytest timing as if they measure identical phases.
  • Profiling everything before finding slow tests.
  • Reading unsorted cProfile output and chasing import internals.
  • Expecting sampling profiles to catch every short hot path.
  • Optimizing a helper without checking how often it is reached by tests.

Verification

Before reporting findings, include:

  • The exact baseline command and measured wall-clock time.
  • The slowest tests or slowest phases.
  • The profiler used, if any, and why it was appropriate.
  • The top 3 practical next actions, ordered by expected impact.

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