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pytorch GitHub Commits Analytics

GitHub Activity Summary

In January 2026, the PyTorch GitHub organization exhibited remarkable development activity, underscored by a total of 906 commits in its main repository. This impressive figure dwarfs secondary projects like executorch with 277 commits and ao with 115 commits, reflecting a strong commitment to enhancing the core framework critical for machine learning practitioners.

Key Metrics:

  • Lines of Code: The organization added 1,250,752 lines while deleting 764,179 lines, resulting in a net gain of 486,573 lines, indicative of ongoing code improvements and feature expansions.
  • Commit Frequency: PyTorch averaged 31.2 commits per day, showcasing high developer engagement and project dynamism.
  • Commit Quality: The average commit message size was 661.8 characters, suggesting thorough documentation practices, with a healthy ratio of added to deleted lines at 1.64.

Developer Engagement: The average additions per commit were 125.9 lines, while deletions averaged 70.6 lines. This trend indicates a focused approach on feature development rather than excessive refactoring. Additionally, the average files changed per commit was 4.2, reflecting meaningful updates.

Notable Trends: A significant spike in activity occurred on January 6th, with over 367,724 lines added, likely tied to feature releases. This aligns with a consistent pattern of increased activity early in the month, suggesting strategic planning around project milestones.

Conclusion: These metrics position PyTorch as a vibrant project, emphasizing continuous improvement and developer collaboration. The growth in lines of code and high commit frequency highlight PyTorch's commitment to delivering cutting-edge tools for the machine learning community, making it an attractive choice for developers seeking a robust and actively maintained framework.

Evolution of Commits with EMA and RSI
Evolution of Code Lines (Added, Deleted, and Balance)
Commits by Repository

pytorch

62%

executorch

19%

ao

8%

rl

8%

test-infra

4%
Added, Deleted, and Balance Lines
Lines added

1.250.752

Lines deleted

764.179

Lines balance

486.573

Repositories' Indicators Table
DeveloperTotal commitsCommits by dayAdditions per commitDeletions per commitFiles changed per commitMessage size per commit
101271460
20.11071321083
10921651815
20.11.51.5199
10111517

1 to 5 of 377

Rows per page:

Developers' Indicators Table
RepoTotal commitsCommits by dayAdditions per commitDeletions per commitFiles changed per commitMessage size per commit
a
ao
1154118.6230.14.8413.2
b
benchmark
110.476.566.115.91449.5
c
cppdocs
220.843627.429312.41264.879
e
executorch
2779.6180.541.45.6543
F
FBGEMM
561.9112.458.811.2589

1 to 5 of 17

Rows per page:

Comparison of Indicators with the Average of Other Organizations
Average commit message size

609.31

68.59
0%
ratio added/deleted lines of code

1.64

1.72
-0.05%
Commits per developer per day

0.17

0.22
-0.23%
files changed per commit

20.55

8.32
1.47%
lines added per developer

713.49

494.02
0.44%
lines deleted per developer

435.93

287.66
0.52%
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