pytorch GitHub Pull Requests Dashboard | GitLights
avatar

pytorch GitHub Pull Requests Analytics

GitHub Activity Summary

The PyTorch organization has showcased exceptional performance in its GitHub repositories during November 2025, with a total of 994 reviews and 1002 conversations. This dynamic activity illustrates the organization's commitment to maintaining a healthy open-source ecosystem, essential for sustainable development.

Among the significant metrics, the processing of 1,195 pull requests (PRs) stands out, with the executorch repository leading at 417 PRs, followed closely by the main pytorch repository with 409 PRs. This robust PR activity indicates a thriving contributor base and ongoing enhancements across projects. Each developer contributed an average of 0.15 PRs per day, alongside 0.24 reviews and 0.39 comments, reflecting strong developer engagement.

The average time to merge a PR is recorded at 9.51 hours, slightly higher than the previous month but still impressive within the open-source metrics landscape. Notably, a surge in PR submissions occurred mid-month, peaking at 105 PRs on November 11, which correlates with a high Relative Strength Index (RSI) of 89.23, indicating robust momentum in contributions.

The average number of conversations per PR is 1.5, highlighting active discussions that enhance code quality and foster collaborative problem-solving. The pytorch repository boasts an impressive 1.0 reviews per PR and a low 30-hour merge time, indicating efficient contribution processing.

In summary, PyTorch exemplifies a vibrant open-source community with significant developer contribution trends, rapid development cycles, and effective collaboration. These factors not only enhance its technical robustness but also position it as a premier destination for developers interested in impactful projects, making it a standout in the engineering investment analysis of the open-source machine learning domain.

Evolution of Pull Requests with EMA and RSI
Comments, Reviews, and Conversations in Pull Requests
Pull Requests by Repository

pytorch

56%

executorch

26%

ao

8%

FBGEMM

6%

torchtitan

4%
Conversations, Comments, and Reviews in PR's
Total reviews

0

Total conversations

0

Total comments

0

Developers' Indicators Table in Pull Requests
DeveloperTotal PRsTotal reviewsTotal conversationsReviews per PRConversations per PRComments per conversationsTime to merge
100100138956
2000.500
100122.595668
100122
100100235

1 to 5 of 591

Rows per page:

Repositories' Indicators Table in Pull Requests
RepoTotal PRsTotal reviewsTotal conversationsReviews per PRConversations per PRComments per conversationsTime to merge
a
ao
2091983980.91.92140
a
audio
4029260.70.72.3866
b
benchmark
111010.90.11
b
botorch
425530.11.31.7443
b
builder
11010032

1 to 5 of 36

Rows per page:

Comparison of Indicators with Average of Other Organizations in Pull Requests
Average PRs per developer per day

0.00

0.08
1.62%
Average reviews per developer per day

0.00

0.08
4.12%
Average comments per developer per day

0.00

0.09
5.78%
Average time to merge PR (hours)

0.00

48.84
-0.82%
Lines of code balance per PR

0.00

988.03
0.39%
Files changed per PR

0.00

10.47
0.12%
Our Mission

In Gitlights, we are focused on providing a holistic view of a development team's activity. Our mission is to offer detailed visualizations that illuminate the insights behind each commit, pull request, and development skill. With advanced AI and NLP algorithms, Gitlights drives strategic decision-making, fosters continuous improvement, and promotes excellence in collaboration, enabling teams to reach their full potential.


Powered by Gitlights |
2026 © Gitlights

v2.8.0