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tensorflow GitHub Pull Requests Analytics

GitHub Activity Summary

The TensorFlow organization on GitHub exhibited noteworthy activity throughout September 2025, particularly in terms of pull request (PR) dynamics and contributor engagement. During this period, the organization recorded a total of 26 PRs across its repositories, with the most activity observed in the tflite-micro and quantum repositories, which accounted for 12 and 11 PRs, respectively. This highlights a concentrated effort in these areas, reflecting strategic engineering investment analysis.

Contributor patterns reveal an average of 0.13 PRs per developer per day, alongside a slight increase in the average reviews and comments per developer, at 0.17 and 0.21, respectively. However, the average time to merge PRs saw a decline, averaging 0.84 hours, indicating potential bottlenecks in the review process. The organization’s total review count reached 34, with a significant number of conversations (11) and comments (23) contributing to the collaborative environment.

Data indicates a healthy engagement among contributors, with notable contributions from developers such as mhucka and veblush, who led with 9 PRs each. The overall trends suggest a growing interest in collaborative development within TensorFlow, making it a prime subject for GitHub analytics and GitHub insights. Continuous monitoring of these metrics will be essential for understanding developer contribution trends and optimizing future code investment strategies.

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

tflite-micro

44%

quantum

23%

tensorflow

21%

tfx-bsl

7%

fairness-indicators

5%
Conversations, Comments, and Reviews in PR's
Total reviews

45

Total conversations

22

Total comments

32

Developers' Indicators Table in Pull Requests
DeveloperTotal PRsTotal reviewsTotal conversationsReviews per PRConversations per PRComments per conversationsTime to merge
5001.611.295479
1001003839
1001005
11131.30.71.630072
2000.50.5310263

1 to 5 of 30

Rows per page:

Repositories' Indicators Table in Pull Requests
RepoTotal PRsTotal reviewsTotal conversationsReviews per PRConversations per PRComments per conversationsTime to merge
d
docs
110100959
fi
fairness-indicators
242211.5134
m
metadata
123231372
ma
model-analysis
100000202
q
quantum
10300.300973

1 to 5 of 12

Rows per page:

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

0.08

0.08
0%
Average reviews per developer per day

0.15

0.08
0.87%
Average comments per developer per day

0.21

0.09
1.33%
Average time to merge PR (hours)

10.94

48.84
-0.78%
Lines of code balance per PR

1,931.24

988.03
0.95%
Files changed per PR

7.04

10.47
-0.33%
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