Evidaxis

transformers

repo
Unassigned (AI-v1 census) · n = 6545 · huggingface/transformers
1 of 3 axes measurable · conf low
convergence gate
Convergence gate: Gate: not computable — 1 of 3 axes measurable Development velocity: rising vote Citation momentum: not measurable ∅ Direct-dependents momentum (deps.dev): not measurable ∅
gate
1 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 6545 in cohort
percentile 76 within cohort p25 p50 p75 p0 p100
percentile
p76
momentum averages present-axis z-scores; two- and three-axis scores are not strictly comparable
velocity z
velocity z gaugevelocity z+1.20 within cohort, log-slope +0.022/wk.0+1.20
velocity z
+1.20 σ
slope
+0.022/wk
log-slope +0.022/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
110.9
Development velocity axis: measured.
total citations
n/a
Citation source: not measured.
momentum
65.0
percentile p76
commit heatmap, last 26 weeks110.9/wk
weekly commits, 26 weeks26 weeks of commits, peak 153 in a week, 26 active weeks, 2432 total.week 1: 79 commitsweek 2: 60 commitsweek 3: 77 commitsweek 4: 90 commitsweek 5: 80 commitsweek 6: 82 commitsweek 7: 86 commitsweek 8: 65 commitsweek 9: 96 commitsweek 10: 69 commitsweek 11: 85 commitsweek 12: 95 commitsweek 13: 74 commitsweek 14: 63 commitsweek 15: 99 commitsweek 16: 98 commitsweek 17: 92 commitsweek 18: 97 commitsweek 19: 111 commitsweek 20: 105 commitsweek 21: 55 commitsweek 22: 103 commitsweek 23: 130 commitsweek 24: 153 commitsweek 25: 146 commitsweek 26: 142 commits
weeks
26
peak/wk
153
active
26
total
2432
citations by yearCitation source: not measured.
Daily dependents count (unscored) 9,876 dependents 6,079 direct, 4,015 indirect · pypi/transformers · deps.dev · the scored m5 axis uses weekly partitions

transformers holds an Evidaxis momentum score of 65.0 of 100 on methodology m5, snapshot 2026-11-07, measured within the Unassigned (AI-v1 census) cohort (n = 6545). 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 +8.03, regime accelerating. prior slope +0.006, recent slope +0.049 per week. +0.006prior 39w+0.049recent 13w+8.03×
swing
+8.03×
regime
accelerating
windows
13w vs 39w
snapshot 1 of 1 · · m5
commit-axis Sharpe log-linear slope over residual std, value +0.015 with 95% CI -0.007 to +0.037, 50 degrees of freedom. CI spans zero.0+0.01595% CI -0.007, +0.037-0.007+0.037
sharpe
+0.015
95% ci
-0.007, +0.037
dof
50
snapshot 1 of 1 · · m5
commit changepoint52 weekly commit points. Changepoint at week 5 (2025-12-13), slope change -22.169 commits per week.2025-12-13
date
week
5 of 52
Δslope
-22.169/wk
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
gate ETA reserved

reserved: needs snapshot history (1 snapshot exists)

status
reserved
value
insufficient history
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 1 of 1 · · m5

Daily dependents count (unscored)

transformers dependents over time14 points, range 9161 to 9876 dependents.
min
9161 dependents
max
9876 dependents
latest
9876 dependents
points
14

Downstream packages depending on pypi/transformers (deps.dev), captured point-in-time each snapshot. This daily series is unscored. The scored axis in m5 uses weekly partitions.

Measurement states

transformers is under weekly measurement. History: 14 weekly observations; minimum 4. Development velocity axis: measured. Citation source: not measured. Direct-dependents axis: minimum of 14 usable points of the new quantity and 5 latest dependents not met. 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
p59
vel +0.10 cit no axis deps no axis
axis dials
+0.10 n/a n/a
100-Days-Of-ML-Code Unassigned (AI-v1 census)
1 of 3 axes measurable
69
p78
vel +1.53 cit no axis deps no axis
axis dials
+1.53 n/a n/a
10x Unassigned (AI-v1 census)
1 of 3 axes measurable
50
p45
vel +0.03 cit no axis deps no axis
axis dials
+0.03 n/a n/a
1Cat-vLLM Unassigned (AI-v1 census)
1 of 3 axes measurable
88
p93
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
p54
vel +0.08 cit no axis deps no axis
axis dials
+0.08 n/a n/a
3D-ResNets-PyTorch Unassigned (AI-v1 census)
1 of 3 axes measurable
49
p34
vel -0.07 cit no axis deps no axis
axis dials
-0.07 n/a n/a

Full Unassigned (AI-v1 census) cohort →

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
n/a
Theil-Sen slope
n/a
Latest direct dependents
7,082
Confirmed-clean points
1
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 m5 snapshot 868e3c39d9c7 period 2026-w45 record JSON ↓ source snapshot

Score derived from public data on Evidaxis methodology m5, never edited by hand. Cite as: “Evidaxis, transformers, entity e_9FCQF6CJ5E1, snapshot 2026-w45.”

Durable reference (format-independent): urn:evidaxis:claim:e_9FCQF6CJ5E1:m5:2026-11-07