keith2018/tinytorch

0

/ 100

Documentation82
Engineering46
Health68
C++184MIT1d ago
Grade a repo

Popular for its size, but the engineering basics lag behind the interest.

A lightweight deep learning training framework implemented from scratch in C++, featuring a PyTorch-style API.

Documentation

82

Contributing guide5pt0

No CONTRIBUTING.md found (−47 pts base + up to −53 pts more for content).

→ Add a CONTRIBUTING.md telling newcomers how to get involved. Include setup, code style, test, and PR instructions.

Install and run instructions9pt90

README documents how to install the project.

README12pt100

README is present.

License6pt100

Licensed under MIT.

Engineering

46

Linting and formatting5pt0

No linter or formatter config found.

→ Add a linter config such as .eslintrc.json, .prettierrc, ruff.toml, or .golangci.yml to enforce consistent code style.

Reproducibility6pt0

No dependency lockfile found (−70 pts).

→ Commit the lockfile for this project's package manager so installs produce the same dependency versions everywhere.

Issue and PR templates6pt0

No issue or PR templates found (−100 pts).

→ Add .github/ISSUE_TEMPLATE/ with bug_report.md and feature_request.md to guide contributors. It dramatically improves issue quality.

CI/CD14pt57

CI is configured (.github/workflows/cmake_linux.yml).

Tests18pt80

Test files detected (test).

Project health

68

Dependency manifest6pt0

No dependency manifest detected at root.

→ Add a manifest (package.json, pyproject.toml, Cargo.toml, go.mod, etc.) so others can install dependencies in one command.

Repository metadata5pt100

Repository has a description.

Activity5pt100

Actively maintained (pushed within the last month).

Housekeeping3pt100

.gitignore present.

Repository health signals

Activity, community, and responsiveness at scan time

Activity

  • —
    Commits (30d / 90d)
  • 27
    Forks
  • 0
    Releases

Community

  • —
    Community health
  • —
    authors own >50% of commits
  • 184
    Watchers

Responsiveness

  • 2d 13h
    Median issue response
  • <1h
    Median PR merge time
  • 1
    Open issues
Repository files14 root entries
  • .github
    Good: CI is configured (.github/workflows/cmake_linux.yml).
  • doc
  • examples
  • src
  • test
    Good: Test files detected (test).
  • third_party
  • .clang-format
  • .clang-tidy
  • .gitattributes
  • .gitignore
    Good: .gitignore present.
  • .gitmodules
  • CMakeLists.txt
  • LICENSE
    Good: Licensed under MIT.
  • README.md
    Good: README is present.
    Good: README is well structured with multiple sections.
    Good: README includes screenshots or visuals. Great for first impressions.
    Good: README has code examples.
    Good: README links to a live demo or deployed app.
    Good: README includes status badges.
    Good: README documents how to install the project.
    Good: README documents how to run the project.