Evidaxis
Dated record

lightly-train

repo · lightly-ai/lightly-train · paper: not linked · as of

Niche: not yet assigned.

2.7 commits per week averaged over the trailing window. No paper is linked in OpenAlex. deps.dev: 2 direct dependents, below the 5-dependent floor. 1,728 GitHub stars, recorded, not scored. Measured for lightly-train as of 2026-11-07; sources: GitHub, OpenAlex and deps.dev where linked.

commits/wk 2.7 averaged, trailing window last commit week 2026-11-01 measured · GitHub ·
citations no paper linked all years, indexed to date no reading · OpenAlex ·
direct dependents 2 weekly axis input; partition 2026-11-07 measured · deps.dev snapshot ·
stars 1,728 recorded, not scored measured · GitHub ·
Download values (CSV) JSON record Follow this system (feed) Report an error

Is lightly-train still maintained?

2.7 commits per week averaged over the trailing window.

GitHub averaged 2.7 per week over the trailing window; raw weekly counts below are individual weeks.

Last commit week 2026-11-01.

Commits in the latest captured week vs 4 weeks earlier: 15 · vs 26 weeks earlier: 7 · 52-week range: 0 to 27 commits in an individual week.

line chart: lightly-train, weekly commits, 15 in latest week, 2025-11-09 to 2026-11-01
lightly-train averaged 2.7 commits a week. GitHub commit_activity · .
Latest eight weeks
Week startingCommits
2026-09-131
2026-09-207
2026-09-270
2026-10-040
2026-10-110
2026-10-185
2026-10-250
2026-11-0115
heatmap chart: lightly-train, weeks with commits, 20 of 26, 2026-05-10 to 2026-11-01
20 of the last 26 captured weeks had commits for lightly-train. GitHub commit_activity · .
All 52 weeks
Weekly commits
Week startingCommits
2025-11-0916
2025-11-166
2025-11-2311
2025-11-303
2025-12-0712
2025-12-147
2025-12-212
2025-12-287
2026-01-0413
2026-01-1113
2026-01-189
2026-01-250
2026-02-0114
2026-02-084
2026-02-157
2026-02-228
2026-03-013
2026-03-088
2026-03-158
2026-03-2219
2026-03-297
2026-04-059
2026-04-127
2026-04-195
2026-04-262
2026-05-038
2026-05-107
2026-05-175
2026-05-248
2026-05-312
2026-06-078
2026-06-1419
2026-06-2122
2026-06-2811
2026-07-0512
2026-07-1217
2026-07-1927
2026-07-2613
2026-08-022
2026-08-095
2026-08-160
2026-08-233
2026-08-301
2026-09-060
2026-09-131
2026-09-207
2026-09-270
2026-10-040
2026-10-110
2026-10-185
2026-10-250
2026-11-0115

GitHub commit_activity · period 2025-11-09 to 2026-11-01 · n = 52 weeks · method weekly totals; reconstructed dates · updated · version 868e3c39d9c7-b1 · CSV

Readings

Recorded values and sources
ReadingValueΔ 4 weeksΔ 26 weeks52-week rangeInstrumentDateReproducePrevious reading
Commits per week2.7-2.2-4.91.8 to 12.6GitHub, trailing 12 weeks2026-11-07Public query1.8
Citing worksno readingno readingno readingno readingOpenAlex, all years2026-11-07Public queryno reading
Weekly direct dependents2no readingno reading2 to 2Weekly direct dependents2026-11-07Public queryno reading
Daily package dependents (unscored)no readingno readingno readingno readingdeps.dev REST, unscorednot capturedPublic queryno reading
Stars1,72822no reading1,688 to 1,728GitHub stars, unscored2026-11-07Public query1,725

Evidaxis snapshot · period 2026-11-07 · n = 1 system · method source linked readings · updated · version 868e3c39d9c7-b1

How to cite lightly-train's record?

Evidaxis. lightly-train measurement record. Snapshot 2026-11-07. urn:evidaxis:claim:e_GTX5CTBQW0G:m5:2026-11-07. CC0-1.0. https://evidaxis.org/e/e_GTX5CTBQW0G/

Evidaxis · period 2026-11-07 · n = 1 system · method claim URN · updated · version 868e3c39d9c7-b1

Is anyone using lightly-train?

deps.dev: 2 direct dependents, below the 5-dependent floor.

Weekly dependents
PartitionDirect dependentsWeekly pointsMethod
no partition21m5 own packages

deps.dev weekly direct dependents of the system's own packages. A package counts when it is declared in the system's own tree, published under that name and not attributed by deps.dev to another repository. Partition dates can repeat across snapshots. Package linkage is not uniformly verified: packages with no repository metadata (no_link) are unverified and remain admitted.

Daily package dependents (unscored): no reading; captured not captured; package: not captured. deps.dev REST count for one identity-verified pinned package, captured daily and never scored. Its package scope differs from the weekly package union; neither value replaces the other. 1,728 GitHub stars, recorded, not scored.

deps.dev · period 2026-11-07 · n = 1 partition · method m5 own packages · updated · version 868e3c39d9c7-b1 · CSV

What changed since the last snapshot?

3 published readings changed between snapshots d1eb0cec0f6a and 868e3c39d9c7.

slope chart: lightly-train, changed published values, 2, 2026-10-31 to 2026-11-07
2 published values changed for lightly-train since 2026-10-31. Evidaxis snapshots · .
Snapshot values
MetricPreviousCurrentDelta
Commits per week1.82.70.9
Citing worksno readingno readingno reading
Weekly direct dependentsno reading2no reading
Stars1,7251,7283

Evidaxis snapshots · period 2026-10-31 to 2026-11-07 · n = 7 partitions · method paired snapshot values · updated · version 868e3c39d9c7-b1 · History CSV

Take the data or follow changes

Values and captured history are available under CC0-1.0. The system feed records changes to published numbers.

Values CSVHistory CSVJSON recordAtom feedJSON FeedAdd Evidaxis as a preferred source on GoogleReport an error

Evidaxis · period 2026-11-07 · n = 1 system · method CC0-1.0 open export · updated · version 868e3c39d9c7-b1

For teams tracking many systems

Use the cohort CSV, snapshot archive and membership manifest to reproduce observations across systems.

Cohort CSV · Snapshot archive · Membership manifest

Paper and links

Source records identify the system, repository and linked works; no paper authors are published.

What is not measured for lightly-train, and why

Missing readings describe instrument coverage. A missing value is not a measured zero.

Unmeasured slots
ReadingReason
Citing worksnot linked
Daily package dependents (unscored)no reading captured

Gate ETA: never published; Evidaxis makes no public actionable prediction.

Dependents ecosystem composition: no reading; this field is not present in the snapshot.

Evidaxis · period 2026-11-07 · n = 1 system · method measurement coverage · updated · version 868e3c39d9c7-b1

Measurement detail

Gate, gauges, percentile, derived signals and snapshot receipt

History: 7 weekly observations; minimum 4. Axis coverage: 1 of 3 axes measurable. Gate: not computable - 1 of 3 axes measurable

Gate: not computable - 1 of 3 axes measurable

lightly-train

repo
Unassigned (AI-v1 census) · n = 6545 · lightly-ai/lightly-train
1 of 3 axes measurable · conf low
convergence gate
Convergence gate: Gate: not computable - 1 of 3 axes measurable Development velocity: measured × Citation momentum: not measurable ∅ Direct-dependents momentum (deps.dev): not measurable ∅
gate
0 of 3 axes

Gate: not computable - 1 of 3 axes measurable

· Evidaxis snapshot · 2026-11-07
Gate: not computable - 1 of 3 axes measurable
position in cohort distribution one of 6545 in cohort
percentile 4 within cohort p25 p50 p75 p0 p100
percentile
p4
· Evidaxis snapshot · 2026-11-07
momentum averages present-axis z-scores; two- and three-axis scores are not strictly comparable
velocity z
velocity z gaugevelocity z-2.99 within cohort, log-slope -0.077/wk.0-2.99
velocity z
-2.99 σ
slope
-0.077/wk
· Evidaxis snapshot · 2026-11-07
log-slope -0.077/wk
citation z Citation source: not measured.
direct-dependents z Direct-dependents axis: minimum of 14 usable points of the new quantity and 5 latest dependents not met.
cohort
6545
systems measured
weekly commits
2.7
Development velocity axis: measured.
total citations
no reading
Citation source: not measured.
momentum
12.6
percentile p4
commit heatmap, last 26 weeks2.7/wk
weekly commits, 26 weeks26 weeks of commits, peak 27 in a week, 20 active weeks, 190 total.week 1: 7 commitsweek 2: 5 commitsweek 3: 8 commitsweek 4: 2 commitsweek 5: 8 commitsweek 6: 19 commitsweek 7: 22 commitsweek 8: 11 commitsweek 9: 12 commitsweek 10: 17 commitsweek 11: 27 commitsweek 12: 13 commitsweek 13: 2 commitsweek 14: 5 commitsweek 15: 0 commitsweek 16: 3 commitsweek 17: 1 commitsweek 18: 0 commitsweek 19: 1 commitsweek 20: 7 commitsweek 21: 0 commitsweek 22: 0 commitsweek 23: 0 commitsweek 24: 5 commitsweek 25: 0 commitsweek 26: 15 commits
weeks
26
peak/wk
27
active
20
total
190
· Evidaxis snapshot · 2026-11-07
citations by yearCitation source: not measured.
recency-weighted swing trailing 13-week vs prior 39-week log-slope ratio +2.62, regime accelerating. prior slope +0.010, recent slope +0.026 per week. +0.010prior 39w+0.026recent 13w+2.62×
swing
+2.62×
regime
accelerating
windows
13w vs 39w
snapshot 1 of 1 · · m5
commit-axis Sharpe log-linear slope over residual std, value -0.026 with 95% CI -0.048 to -0.004, 50 degrees of freedom. CI spans zero.0-0.02695% CI -0.048, -0.004-0.048-0.004
sharpe
-0.026
95% ci
-0.048, -0.004
dof
50
snapshot 1 of 1 · · m5
commit changepoint52 weekly commit points. No significant changepoint detected (|delta slope| within the noise floor).no significant changepoint
changepoint
none detected
snapshot 1 of 1 · · m5
code-leads-citation lag reserved

reserved: citation series too short / axis absent for cross-correlation

status
reserved
value
insufficient data
snapshot 1 of 1 · · m5
axis alpha vs cohort reserved

reserved: cohort N too small for regression (power ~0)

status
reserved
value
insufficient data
snapshot 1 of 1 · · m5
methodology gate snapshot 1 of 1 · · m5
commit weeks
52
citation years
0
shipped
3
reserved
3

shipped

  • recency-swing
  • commit-sharpe
  • commit-changepoint

reserved

  • code-leads-citation-lag
  • axis-alpha
  • gate-eta
snapshot 7 of 7 · · m5

Direct-dependents momentum (deps.dev)

Direct-dependents axis: minimum of 14 usable points of the new quantity and 5 latest dependents not met.

Coverage state
below_floor
Cohort z
no axis
OLS slope
no reading
Theil-Sen slope
no reading
Latest direct dependents
2
Confirmed-clean points
1
Reconstructed history points
no reading
As-of partition
no reading
Fragility veto
no reading
Rising vote
no

Source: deps.dev (Google), CC-BY 4.0. Modified: aggregated to system-level counts and momentum scores.

Axis definition · Snapshot axis correlations

Evidaxis · period 2026-11-07 · n = 1 system · method measurement detail · updated · version 868e3c39d9c7-b1 · record JSON · snapshot receipt