Evidaxis

transformers

repo
Unassigned (AI-v1 census) · n = 5778 · huggingface/transformers
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

Gate: not computable — 1 of 3 axes measurable
position in cohort distribution one of 5778 in cohort
percentile 78 within cohort p25 p50 p75 p0 p100
percentile
p78
momentum averages present-axis z-scores; two- and three-axis scores are not strictly comparable
velocity z
velocity z gaugevelocity z+0.86 within cohort, log-slope +0.011/wk.0+0.86
velocity z
+0.86 σ
slope
+0.011/wk
log-slope +0.011/wk
citation z Citation source: not measured.
direct-dependents z Direct-dependents axis: outside the frozen panel; not measured.
cohort
5778
systems measured
weekly commits
90.4
Development velocity axis: measured.
total citations
n/a
Citation source: not measured.
momentum
60.8
percentile p78
commit heatmap, last 26 weeks90.4/wk
weekly commits, 26 weeks26 weeks of commits, peak 111 in a week, 26 active weeks, 2166 total.week 1: 85 commitsweek 2: 68 commitsweek 3: 77 commitsweek 4: 103 commitsweek 5: 66 commitsweek 6: 63 commitsweek 7: 79 commitsweek 8: 60 commitsweek 9: 77 commitsweek 10: 90 commitsweek 11: 80 commitsweek 12: 82 commitsweek 13: 86 commitsweek 14: 65 commitsweek 15: 96 commitsweek 16: 70 commitsweek 17: 85 commitsweek 18: 95 commitsweek 19: 74 commitsweek 20: 63 commitsweek 21: 99 commitsweek 22: 98 commitsweek 23: 92 commitsweek 24: 97 commitsweek 25: 111 commitsweek 26: 105 commits
weeks
26
peak/wk
111
active
26
total
2166
citations by yearCitation source: not measured.
Daily dependents count (unscored) 9,538 dependents 5,861 direct, 3,886 indirect · pypi/transformers · deps.dev · the scored m3 axis uses weekly partitions

transformers holds an Evidaxis momentum score of 60.8 of 100 on methodology m3, snapshot 2026-09-26, measured within the Unassigned (AI-v1 census) cohort (n = 5778). Axis coverage: 1 of 3 axes measurable. Gate: not computable — 1 of 3 axes measurable

Derived signals

second-order reads, computed from the published series

Three signals ship when the commit series is statistically sufficient; the rest are held in a reserved state until the data supports them. A reserved signal shows its reason, never a fabricated number. How these are computed.

recency-weighted swing trailing 13-week vs prior 39-week log-slope ratio -68.89, regime recent slope sign differs from prior window. prior slope -0.000, recent slope +0.030 per week. -0.000prior 39w+0.030recent 13w-68.89×
swing
-68.89×
regime
recent slope sign differs from prior window
windows
13w vs 39w
snapshot 1 of 1 · · m3
commit-axis Sharpe log-linear slope over residual std, value +0.004 with 95% CI -0.019 to +0.026, 50 degrees of freedom. CI spans zero.0+0.00495% CI -0.019, +0.026-0.019+0.026
sharpe
+0.004
95% ci
-0.019, +0.026
dof
50
snapshot 1 of 1 · · m3
commit changepoint52 weekly commit points. Changepoint at week 6 (2025-11-08), slope change +32.550 commits per week.2025-11-08
date
week
6 of 52
Δslope
+32.550/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
gate ETA reserved

reserved: needs snapshot history (1 snapshot exists)

status
reserved
value
insufficient history
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 1 of 1 · · m3

Daily dependents count (unscored)

transformers dependents over time8 points, range 9161 to 9538 dependents.
min
9161 dependents
max
9538 dependents
latest
9538 dependents
points
8

Downstream packages depending on pypi/transformers (deps.dev), captured point-in-time each snapshot. This daily series is unscored. The scored axis in m3 uses weekly partitions.

Measurement states

transformers is under weekly measurement. History: 8 weekly observations; minimum 4. Development velocity axis: measured. Citation source: not measured. Direct-dependents axis: outside the frozen panel; not measured. Gate: not computable — 1 of 3 axes measurable

Sources

huggingface/transformers development-velocity axis

Others in Unassigned (AI-v1 census)

0xDeCA10B Unassigned (AI-v1 census)
1 of 3 axes measurable
51
p64
vel +0.05 cit no axis deps no axis
axis dials
+0.05 n/a n/a
10x Unassigned (AI-v1 census)
1 of 3 axes measurable
50
p49
vel +0.01 cit no axis deps no axis
axis dials
+0.01 n/a n/a
1Cat-vLLM Unassigned (AI-v1 census)
1 of 3 axes measurable
88
p96
vel +3.02 cit no axis deps no axis
axis dials
+3.02 n/a n/a
3D-convolutional-speaker-recognition Unassigned (AI-v1 census)
1 of 3 axes measurable
51
p59
vel +0.04 cit no axis deps no axis
axis dials
+0.04 n/a n/a
3D-ResNets-PyTorch Unassigned (AI-v1 census)
1 of 3 axes measurable
50
p39
vel -0.03 cit no axis deps no axis
axis dials
-0.03 n/a n/a
3DDFA Unassigned (AI-v1 census)
1 of 3 axes measurable
50
p39
vel -0.03 cit no axis deps no axis
axis dials
-0.03 n/a n/a

Full Unassigned (AI-v1 census) cohort →

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
n/a
Theil-Sen slope
n/a
Latest direct dependents
n/a
Confirmed-clean points
n/a
Reconstructed history points
n/a
As-of partition
n/a
Fragility veto
n/a
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

entity_id e_9FCQF6CJ5E1 methodology m3 snapshot 9d2fe956adbc period 2026-w39 record JSON ↓ source snapshot

Score derived from public data on Evidaxis methodology m3, never edited by hand. Cite as: “Evidaxis, transformers, entity e_9FCQF6CJ5E1, snapshot 2026-w39.”

Durable reference (format-independent): urn:evidaxis:claim:e_9FCQF6CJ5E1:m3:2026-09-26