PorchlampFind the projects that leave the light on.2026-10-17

deepspeedai/DeepSpeedExamples

Python

What happens to a stranger's pull request here, in the Porchlamp snapshot of 17 October 2026.

Outside pull requests to deepspeedai/DeepSpeedExamples got a first human reply in a median of 4.5 days (11 pull requests, 19 April to 16 October 2026); 21% got none within 14 days. It ranks 2,054 of 3,219 overall. It is not ranked for first-time contributors: not enough evidence to show under this lens.

Key facts
Rank2,054 of 3,219
Score46.66
TierC
Median first reply4.5 days (107.9 hours)
14-day no-reply share21%
First-timer rankNot enough evidence to show under this lens.
EcosystemPython
Window19 April to 16 October 2026

Composite

Rank
2,054 of 3,219
Score
46.66
Tier
C
Coverage
63% · Ceiling B
Quadrant
Graveyard

Coordinates: leverage 49.7 (coverage 61%), friction 53.4 (coverage 64%)

Five pillars

Score out of 100, and how much of the pillar was measured
PillarScoreCoverage
Responsiveness33.255%
Criticality33.135%
Governance72.365%
Rigor62.5100%
Accessibility41.885%

The measured parameters

Responsiveness

ParameterValueScoreCountWindowSource
Decision Rate (90d)Share of outside pull requests that were merged or closed within 90 days.Not shown: Insufficient sample size
PR Ghost Rate (14d)Share of outside pull requests with no maintainer response, merge or close within 14 days.21.4%57.11420 April to 17 October 2026primaryraw/pr_window/deepspeedai__DeepSpeedExamples.json
First-timer Merge RateShare of first-time outside authors' decided pull requests that were merged.Not shown: Insufficient sample size
Time to First ResponseMedian hours from an outside pull request opening to its first substantive human reply.107.9 hours (4.5 days)20.81119 April to 16 October 2026primaryraw/pr_window/deepspeedai__DeepSpeedExamples.json
Time to Merge (p90)Hours within which 90% of merged outside pull requests were merged.495.1 hours (20.6 days)34.31219 April to 16 October 2026primaryraw/pr_window/deepspeedai__DeepSpeedExamples.json

Criticality

ParameterValueScoreCountWindowSource
DependentsPackages in the registry that depend on this project, counted once each.Not shown: Third-party data unavailable
Monthly DownloadsDownloads from the package registry in a month.Not shown: Third-party data unavailable
OpenSSF CriticalityOpenSSF criticality score from 0 to 1, computed from the project's public activity signals.0.330633.1——proxy:no_dependents_signalraw/github_meta/deepspeedai__DeepSpeedExamples.json

Governance

ParameterValueScoreCountWindowSource
Elephant FactorThe fewest organisations that account for half of the last year's commits.Not shown: Insufficient sample size
Legal IP RegimeThe contributor licence regime: DCO, none, a foundation CLA or a corporate CLA.Sign-off on commits (DCO)100.0——primaryraw/governance/deepspeedai__DeepSpeedExamples.json
Promotion LadderHow openly a contributor can become a maintainer, from closed to verified.No written path to becoming a maintainer40.0——primaryraw/governance/deepspeedai__DeepSpeedExamples.json

Rigor

ParameterValueScoreCountWindowSource
AI Policy PostureWhether the project has a written policy on AI-assisted contributions.No written AI policy40.0——primaryraw/governance/deepspeedai__DeepSpeedExamples.json
Pipeline DefensesHow well the project's build and review pipeline defends against bad changes, 0 to 100.9595.012—proxy:review_ciraw/pr_window/deepspeedai__DeepSpeedExamples.json
Substantive Review RateShare of decided pull requests that received a substantive review.33.3%41.71219 April to 16 October 2026primaryraw/pr_window/deepspeedai__DeepSpeedExamples.json

Accessibility

ParameterValueScoreCountWindowSource
Developer ExperienceDeveloper experience, 0 to 100: half CI run time, half setup signals.5050.030—primaryraw/actions_runs/deepspeedai__DeepSpeedExamples.json
Newcomer ConversionShare of first-time authors whose first pull request merged within 180 days.40.0%80.05—primaryraw/author_history/deepspeedai__DeepSpeedExamples.json
Newcomer Issue SupplyOpen, unassigned, up-to-date issues marked for newcomers.00.0——primaryraw/gfi/deepspeedai__DeepSpeedExamples.json
Newcomer Return RateShare of those merged first-time authors who sent a second pull request within 90 days.Not shown: Insufficient sample size

Persona view

PersonaRankScoreTierStatus
Balanced2,054 of 3,21946.66CRated
First-timerNot enough evidence to show under this lens.
Career capitalThis repository's production-criticality signal is not yet high enough for career-capital ranking.
Senior systems834 of 1,27649.21CRated
AI-assisted1,845 of 3,69650.14CRated

Integrity

Snapshot
2026-10-17
Raw hash
d147a34bc79b09cb56f699c190a7f4126b1a3620086e8e3525d78b7bd8f9a1eb

No suspicion flags on this repository.

The full record is in data/2026-10-17/repos/20.json, under the key deepspeedai/DeepSpeedExamples.

How every number is measured: Porchlamp methodology.

Open an issue about this record and say what looks wrong.

Porchlamp (2026). deepspeedai/DeepSpeedExamples. Snapshot 2026-10-17. https://porchlamp.org/projects/deepspeedai/deepspeedexamples/. CC BY 4.0.

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