kaxil opened a new pull request, #52740:
URL: https://github.com/apache/airflow/pull/52740
Dramatically improved performance from 1-1.5 hours to ~40 seconds by:
- Implementing GraphQL bulk fetching with proper pagination
- Adding parallel processing with ThreadPoolExecutor
- Introducing intelligent pre-filtering of PR candidates
- Optimizing search queries to prioritize high-engagement PRs
The script now processes the same data 90x faster while maintaining all
original functionality and improving code readability.
Example run:
```
❯ python dev/stats/get_important_pr_candidates.py --date-start 2025-05-29
🚀 Fixed Super-Fast PR Candidate Finder
Date range: 2025-05-29 to 2025-07-01
🔍 Phase 1: Enhanced PR discovery
Searching: repo:apache/airflow type:pr is:merged
merged:2025-05-29..2025-07-01 protm
Found 4 PRs
Searching: repo:apache/airflow type:pr is:merged
merged:2025-05-29..2025-07-01 comments:>15
Found 55 PRs
Searching: repo:apache/airflow type:pr is:merged
merged:2025-05-29..2025-07-01 comments:>10 reactions:>5
Found 0 PRs
Searching: repo:apache/airflow type:pr is:merged
merged:2025-05-29..2025-07-01 review:approved comments:>8
Found 51 PRs
Searching: repo:apache/airflow type:pr is:merged
merged:2025-05-29..2025-07-01 comments:>5
Found 59 PRs
Searching: repo:apache/airflow type:pr is:merged
merged:2025-05-29..2025-07-01 reactions:>3
Found 2 PRs
Searching: repo:apache/airflow type:pr is:merged
merged:2025-05-29..2025-07-01
Found 200 PRs
Total unique PRs: 371
⚡ Phase 2: Quick scoring
Selected 150 candidates for complete analysis
🔥 Phase 3: Complete data fetching with proper pagination
Fetching complete data for 150 PRs...
GraphQL batch 1/19 complete
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Fetching linked issue data...
Successfully processed 150 PRs with complete data
🏆 Top 10 PRs:
1. 🔥 Score: 1844.64 - PR#51699: Switch the Supervisor/task process from
line-based to length-prefixed
https://github.com/apache/airflow/pull/51699
2. 🔥 Score: 1524.96 - PR#51735: i18n: Move translations to `ui/public` and
enable dynamic loading to reduce bundle size
https://github.com/apache/airflow/pull/51735
3. 🔥 Score: 881.77 - PR#51805: Grid view optimization
https://github.com/apache/airflow/pull/51805
4. 🔥 Score: 403.20 - PR#52518: Fix various incompatibilities with
SQLAlchemy 2.0
https://github.com/apache/airflow/pull/52518
5. Score: 353.81 - PR#51258: AIP-38 Add Arabic UI translation
https://github.com/apache/airflow/pull/51258
6. Score: 322.14 - PR#51059: Enable Serde for Pydantic BaseModel and
Subclasses
https://github.com/apache/airflow/pull/51059
7. Score: 219.31 - PR#50677: AIP-86 - Add Deadline References
https://github.com/apache/airflow/pull/50677
8. Score: 216.58 - PR#51292: Introduce internationalization (i18n) policy
https://github.com/apache/airflow/pull/51292
9. Score: 191.10 - PR#50443: Add TI bulk actions endpoint
https://github.com/apache/airflow/pull/50443
10. Score: 171.99 - PR#49433: Change default executor in pod template to
support executor parameter in task (re-uploaded)
https://github.com/apache/airflow/pull/49433
✅ Analysis complete! Processed 150 PRs
```
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---
**^ Add meaningful description above**
Read the **[Pull Request
Guidelines](https://github.com/apache/airflow/blob/main/contributing-docs/05_pull_requests.rst#pull-request-guidelines)**
for more information.
In case of fundamental code changes, an Airflow Improvement Proposal
([AIP](https://cwiki.apache.org/confluence/display/AIRFLOW/Airflow+Improvement+Proposals))
is needed.
In case of a new dependency, check compliance with the [ASF 3rd Party
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In case of backwards incompatible changes please leave a note in a
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