v2.0.19 - Bump version from 2.0.18 to 2.0.19 (#122)

🌟 Summary

v2.0.19 is a maintenance-focused release: it officially bumps the package version, improves profiling correctness for parameter counting, and modernizes CI/CD workflows—without introducing new model architectures or user-facing API changes. 📦✅

📊 Key Changes

• (Most immediate change, current PR #122) thop version updated from 2.0.18 → 2.0.19 by @glenn-jocher 🔢

  • This is the release marker and packaging update.

• Profiling correctness fix (important functional improvement) 🧠

  • In thop/profile.py, recursive counting now starts with the module’s own parameter count (module.total_params.item()), improving total parameter accounting.
  • In thop/vision/basic_hooks.py, parameter counting now uses parameters(recurse=False) to avoid double-counting child-module parameters in hierarchical models.

• New tests to validate Conv2D parameter counting behavior 🧪

  • Added checks for:
    • root Conv2d modules counting their own params correctly
    • Sequential wrappers not double-counting child params

• GitHub Actions workflow upgrades ⚙️

  • Updated core actions (checkout, setup-python, upload-artifact, download-artifact) and Slack action versions.
  • Includes migration toward newer Node runtime requirements (Node 24 in several actions).

• Documentation and style cleanups 🧹

  • Minor docstring formatting improvements.
  • External URL cleanup (YouTube + CUDA toolkit links) for more reliable docs navigation.

🎯 Purpose & Impact

• For users of thop profiling: more reliable parameter totals, especially in nested module structures. 📈
• For developers and maintainers: stronger regression protection via new tests and cleaner docs. 👩‍💻
• For CI/CD pipelines: updated automation stack improves long-term maintainability, but self-hosted runners may need to meet newer runner/runtime requirements. 🚦
• Overall risk: low-to-moderate operational change; no new model features, but a meaningful correctness fix in profiling internals. 👍

What's Changed

• Bump actions/upload-artifact from 4 to 5 in /.github/workflows by @dependabot[bot] in #108
• Bump actions/download-artifact from 4 to 6 in /.github/workflows by @dependabot[bot] in #107
• Bump actions/setup-python from 5 to 6 in /.github/workflows by @dependabot[bot] in #106
• Update Google-style docstrings by @glenn-jocher in #109
• Bump actions/checkout from 5 to 6 in /.github/workflows by @dependabot[bot] in #110
• Bump actions/upload-artifact from 5 to 6 in /.github/workflows by @dependabot[bot] in #112
• Bump actions/download-artifact from 6 to 8 in /.github/workflows by @dependabot[bot] in #118
• Bump actions/upload-artifact from 6 to 7 in /.github/workflows by @dependabot[bot] in #117
• Bump slackapi/slack-github-action from 2.1.1 to 3.0.1 in /.github/workflows by @dependabot[bot] in #119
• Fix redirected URLs by @glenn-jocher in #120
• Bump slackapi/slack-github-action from v3.0.1 to v3.0.2 in /.github/workflows by @UltralyticsAssistant in #121
• Bump version from 2.0.18 to 2.0.19 by @glenn-jocher in #122

Full Changelog: v2.0.18...v2.0.19