Evidaxis
Dated record

lightly-train

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

Niche: not yet assigned.

6.3 commits per week averaged over the trailing window. No paper is linked in OpenAlex. Dependents: no reading in the scored panel. 2 of 4 weekly observations; full commit series captured. 1,693 GitHub stars, recorded, not scored. Measured 2026-10-03 for lightly-train; sources linked below.

commits/wk 6.3 averaged, trailing window last commit week 2026-09-27 measured · GitHub ·
citations no paper linked all years, indexed to date no reading · OpenAlex ·
direct dependents not in the scored panel partition 2026-10-03 no reading · deps.dev snapshot ·
stars 1,693 recorded, not scored measured · GitHub ·
Download values (CSV) JSON record Follow this system (feed) Report an error

Is lightly-train still maintained?

6.3 commits per week averaged over the trailing window.

GitHub averaged 6.3 per week over the trailing window; raw weekly counts below are individual weeks.

Last commit week 2026-09-27; 1 consecutive zero weeks in the captured series.

Commits in the latest captured week vs 4 weeks earlier: -1 · vs 26 weeks earlier: -7 · 52-week range: 0 to 27 commits in an individual week.

line chart: lightly-train, weekly commits, 0 in latest week, 2025-10-12 to 2026-10-04
lightly-train averaged 6.3 commits a week. GitHub commit_activity · .
Latest eight weeks
Week startingCommits
2026-08-165
2026-08-230
2026-08-303
2026-09-061
2026-09-130
2026-09-201
2026-09-277
2026-10-040
heatmap chart: lightly-train, weeks with commits, 23 of 26, 2026-04-12 to 2026-10-04
23 of the last 26 captured weeks had commits for lightly-train. GitHub commit_activity · .
All 52 weeks
Weekly commits
Week startingCommits
2025-10-124
2025-10-1911
2025-10-269
2025-11-0218
2025-11-0914
2025-11-1616
2025-11-236
2025-11-3011
2025-12-073
2025-12-1412
2025-12-217
2025-12-282
2026-01-047
2026-01-1113
2026-01-1813
2026-01-259
2026-02-010
2026-02-0814
2026-02-154
2026-02-227
2026-03-018
2026-03-083
2026-03-158
2026-03-228
2026-03-2919
2026-04-057
2026-04-129
2026-04-197
2026-04-265
2026-05-032
2026-05-108
2026-05-177
2026-05-245
2026-05-318
2026-06-072
2026-06-148
2026-06-2119
2026-06-2822
2026-07-0511
2026-07-1212
2026-07-1917
2026-07-2627
2026-08-0213
2026-08-092
2026-08-165
2026-08-230
2026-08-303
2026-09-061
2026-09-130
2026-09-201
2026-09-277
2026-10-040

GitHub commit_activity · period 2025-10-12 to 2026-10-04 · n = 52 weeks · method weekly totals; reconstructed dates · updated · version 0641434ff686-b1 · CSV

Readings

Recorded values and sources
ReadingValueΔ 4 weeksΔ 26 weeks52-week rangeInstrumentDateReproducePrevious reading
Commits per week6.3-4.7-26.3 to 12.6GitHub, trailing 12 weeks2026-10-03Public query7.3
Citing worksno readingno readingno readingno readingOpenAlex, all years2026-10-03Public queryno reading
Direct dependentsno readingno readingno readingno readingDirect dependents2026-10-03Public queryno reading
Daily dependents (unscored)no readingno readingno readingno readingdeps.dev REST, unscored2026-10-03Public queryno reading
Stars1,693no readingno reading1,688 to 1,693GitHub stars, unscored2026-10-03Public query1,688

Evidaxis snapshot · period 2026-10-03 · n = 1 system · method source linked readings · updated · version 0641434ff686-b1

How to cite lightly-train's record?

Evidaxis. lightly-train measurement record. Snapshot 2026-10-03. urn:evidaxis:claim:e_GTX5CTBQW0G:m3:2026-10-03. CC0-1.0. https://evidaxis.org/e/e_GTX5CTBQW0G/

Evidaxis · period 2026-10-03 · n = 1 system · method claim URN · updated · version 0641434ff686-b1

What changed since the last snapshot?

2 published readings changed between snapshots 9d2fe956adbc and 0641434ff686.

slope chart: lightly-train, changed published values, 2, 2026-09-26 to 2026-10-03
2 published values changed for lightly-train since 2026-09-26. Evidaxis snapshots · .
Snapshot values
MetricPreviousCurrentDelta
Commits per week7.36.3-1
Citing worksno readingno readingno reading
Direct dependentsno readingno readingno reading
Stars1,6881,6935

Evidaxis snapshots · period 2026-09-26 to 2026-10-03 · n = 2 partitions · method paired snapshot values · updated · version 0641434ff686-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 2026-10-03 · n = 1 system · method CC0-1.0 open export · updated · version 0641434ff686-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
Direct dependentsoutside panel
Daily dependents (unscored)no reading captured

Dependents: no reading in the scored panel.

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 2026-10-03 · n = 1 system · method measurement coverage · updated · version 0641434ff686-b1

Measurement detail

Gate, gauges, percentile, derived signals and snapshot receipt

History: 2 of 4 weekly observations. Axis coverage: 1 of 3 axes measurable. Gate: not computable - history 2 of 4 weekly observations

2 of 4 weekly observations; full commit series captured.

lightly-train

repo
Unassigned (AI-v1 census) · n = 5773 · lightly-ai/lightly-train
1 of 3 axes measurable · conf low
convergence gate
Convergence gate: Gate: not computable - history 2 of 4 weekly observations Development velocity: measured × Citation momentum: not measurable ∅ Direct-dependents momentum (deps.dev): not measurable ∅
gate
0 of 3 axes

Gate: not computable - history 2 of 4 weekly observations

· Evidaxis snapshot · 2026-10-03
Gate: not computable - history 2 of 4 weekly observations
position in cohort distribution one of 5773 in cohort
percentile 7 within cohort p25 p50 p75 p0 p100
percentile
p7
· Evidaxis snapshot · 2026-10-03
momentum averages present-axis z-scores; two- and three-axis scores are not strictly comparable
velocity z
velocity z gaugevelocity z-3.00 within cohort, log-slope -0.055/wk.0-3.00
velocity z
-3.00 σ
slope
-0.055/wk
· Evidaxis snapshot · 2026-10-03
log-slope -0.055/wk
citation z Citation source: not measured.
direct-dependents z Direct-dependents axis: outside the frozen panel; not measured.
cohort
5773
systems measured
weekly commits
6.3
Development velocity axis: measured.
total citations
no reading
Citation source: not measured.
momentum
12.5
percentile p7
commit heatmap, last 26 weeks6.3/wk
weekly commits, 26 weeks26 weeks of commits, peak 27 in a week, 23 active weeks, 201 total.week 1: 9 commitsweek 2: 7 commitsweek 3: 5 commitsweek 4: 2 commitsweek 5: 8 commitsweek 6: 7 commitsweek 7: 5 commitsweek 8: 8 commitsweek 9: 2 commitsweek 10: 8 commitsweek 11: 19 commitsweek 12: 22 commitsweek 13: 11 commitsweek 14: 12 commitsweek 15: 17 commitsweek 16: 27 commitsweek 17: 13 commitsweek 18: 2 commitsweek 19: 5 commitsweek 20: 0 commitsweek 21: 3 commitsweek 22: 1 commitsweek 23: 0 commitsweek 24: 1 commitsweek 25: 7 commitsweek 26: 0 commits
weeks
26
peak/wk
27
active
23
total
201
· Evidaxis snapshot · 2026-10-03
citations by yearCitation source: not measured.
recency-weighted swing trailing 13-week vs prior 39-week log-slope ratio +130.72, regime accelerating. prior slope -0.002, recent slope -0.215 per week. -0.002prior 39w-0.215recent 13w+130.72×
swing
+130.72×
regime
accelerating
windows
13w vs 39w
snapshot 1 of 1 · · m3
commit-axis Sharpe log-linear slope over residual std, value -0.023 with 95% CI -0.046 to -0.000, 50 degrees of freedom. CI spans zero.0-0.02395% CI -0.046, -0.000-0.046-0.000
sharpe
-0.023
95% ci
-0.046, -0.000
dof
50
snapshot 1 of 1 · · m3
commit changepoint52 weekly commit points. Changepoint at week 5 (2025-11-08), slope change -4.068 commits per week.2025-11-08
date
week
5 of 52
Δslope
-4.068/wk
snapshot 1 of 1 · · m3
code-leads-citation lag reserved

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

status
reserved
value
insufficient data
snapshot 1 of 1 · · m3
axis alpha vs cohort reserved

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

status
reserved
value
insufficient data
snapshot 1 of 1 · · m3
methodology gate snapshot 1 of 1 · · m3
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 2 of 2 · · m3

Direct-dependents momentum (deps.dev)

Direct-dependents axis: outside the frozen panel; not measured.

Coverage state
out_of_panel
Cohort z
no axis
OLS slope
no reading
Theil-Sen slope
no reading
Latest direct dependents
no reading
Confirmed-clean points
no reading
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 2026-10-03 · n = 1 system · method measurement detail · updated · version 0641434ff686-b1 · record JSON · snapshot receipt