Evidaxis

As of 2026-11-07: Diffusers (Media Generation) is under weekly measurement. Axis coverage: 2 of 3 axes measurable. Gate: not computable — reference measurement

Diffusers

repo reference measurement
Media Generation · n = 15 · huggingface/diffusers
2 of 3 axes measurable · conf medium
convergence gate
Convergence gate: Gate: not computable — reference measurement Development velocity: measured × Citation momentum: not measurable ∅ Direct-dependents momentum (deps.dev): measured ×
gate
0 of 3 axes

Gate: not computable — reference measurement

Gate: not computable — reference measurement
position in cohort distribution one of 15 in cohort
percentile 0 within cohort p25 p50 p75 p0 p100
percentile
p0
momentum averages present-axis z-scores; two- and three-axis scores are not strictly comparable
velocity z
velocity z gaugevelocity z-2.97 within cohort, log-slope -0.014/wk.0-2.97
velocity z
-2.97 σ
slope
-0.014/wk
log-slope -0.014/wk
citation z Citation source: not measured.
direct-dependents z
direct-dependents z gaugedirect-dependents z+0.00 within cohort, log-slope +0.008/point.0+0.00
direct-dependents z
+0.00 σ
slope
+0.008/point
Direct-dependents axis: measured.
cohort
15
systems measured
weekly commits
20
Development velocity axis: measured.
total citations
n/a
Citation source: not measured.
momentum
31.4
percentile p0
commit heatmap, last 26 weeks20/wk
weekly commits, 26 weeks26 weeks of commits, peak 48 in a week, 26 active weeks, 565 total.week 1: 26 commitsweek 2: 18 commitsweek 3: 15 commitsweek 4: 30 commitsweek 5: 28 commitsweek 6: 25 commitsweek 7: 16 commitsweek 8: 17 commitsweek 9: 17 commitsweek 10: 30 commitsweek 11: 27 commitsweek 12: 29 commitsweek 13: 22 commitsweek 14: 25 commitsweek 15: 28 commitsweek 16: 48 commitsweek 17: 22 commitsweek 18: 8 commitsweek 19: 14 commitsweek 20: 16 commitsweek 21: 20 commitsweek 22: 16 commitsweek 23: 19 commitsweek 24: 18 commitsweek 25: 15 commitsweek 26: 16 commits
weeks
26
peak/wk
48
active
26
total
565
citations by yearCitation source: not measured.
Daily dependents count (unscored) 404 dependents 334 direct, 72 indirect · pypi/diffusers · deps.dev · the scored m5 axis uses weekly partitions

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 -3.75, regime recent slope sign differs from prior window. prior slope +0.012, recent slope -0.045 per week. +0.012prior 39w-0.045recent 13w-3.75×
swing
-3.75×
regime
recent slope sign differs from prior window
windows
13w vs 39w
snapshot 1 of 1 · · m5
commit-axis Sharpe log-linear slope over residual std, value +0.010 with 95% CI -0.012 to +0.032, 50 degrees of freedom. CI spans zero.0+0.01095% CI -0.012, +0.032-0.012+0.032
sharpe
+0.010
95% ci
-0.012, +0.032
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
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

Reconstructed history

Diffusers reconstructed weekly commits52 points, range 1 to 55 commits/wk.
min
1 commits/wk
max
55 commits/wk
latest
1 commits/wk
points
52

Weekly commits over the past year, reconstructed from git history (GitHub commit_activity). This is reconstructed, not a point-in-time capture. Evidaxis captures the Type-2 signals (watchers, issues, dependents) live and never backfills them; those are the moat.

Daily dependents count (unscored)

Diffusers dependents over time19 points, range 386 to 433 dependents.
min
386 dependents
max
433 dependents
latest
404 dependents
points
19

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

Measurement states

Diffusers is under weekly measurement. History: 19 weekly observations; minimum 4. Development velocity axis: measured. Citation source: not measured. Direct-dependents axis: measured. Gate: not computable — reference measurement

Sources

huggingface/diffusers development-velocity axis

Others in Media Generation

ACE-Step Media Generation
1 of 3 axes measurable
50
p14
vel -0.04 cit no axis deps no axis
axis dials
-0.04 n/a n/a
ComfyUI Media Generation
1 of 3 axes measurable
59
p57
vel +0.74 cit no axis deps no axis
axis dials
+0.74 n/a n/a
Fish Speech Media Generation
1 of 3 axes measurable
88
p100
vel +3.03 cit no axis deps no axis
axis dials
+3.03 n/a n/a
FLUX.1 Media Generation
1 of 3 axes measurable
50
p43
vel +0.02 cit no axis deps no axis
axis dials
+0.02 n/a n/a
HunyuanVideo Media Generation
1 of 3 axes measurable
78
p71
vel +2.20 cit no axis deps no axis
axis dials
+2.20 n/a n/a
Kokoro-82M Media Generation
2 of 3 axes measurable
50
p36
vel -0.01 cit no axis deps +0.00
axis dials
-0.01 n/a +0.00

Full Media Generation cohort →

Direct-dependents momentum (deps.dev)

Direct-dependents axis: measured.

Coverage state
scored
Cohort z
+0.00
OLS slope
+0.008
Theil-Sen slope
+0.008
Latest direct dependents
389
Confirmed-clean points
29
Reconstructed history points
15
As-of partition
2026-10-19
Fragility veto
inactive
Rising vote
no

This axis measures the trajectory of a system's own packages: declared in its own tree, published under that name, and not attributed by deps.dev to another repository. A package with no repository link is unverified and stays. The self-name exclusion list is fixed at the v2h.1 panel. Systems with no admitted package are not measured on this axis. Points that cannot be derived exactly are withheld, and the series restarts after a withheld point.

The earliest weekly points of each series were read from deps.dev's BigQuery history on 2026-07-21; later points are weekly captures. m5 does not replay those partitions: each point is the stored system total, one package's unique_direct, or a complete sketch union, and a point that is not exact is withheld. Each record reports how many of its points are reconstructed history.

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

Axis definition · Snapshot axis correlations

Cite this measurement

Plain citation

Evidaxis. Diffusers measurement record. Snapshot 2026-11-07. https://evidaxis.org/e/e_9VRK70WNP96/ Concept DOI: 10.5281/zenodo.21076011.

BibTeX

@dataset{evidaxis_e_9VRK70WNP96_20261107,
  title = {Diffusers measurement record},
  publisher = {Evidaxis},
  year = {2026},
  url = {https://evidaxis.org/e/e_9VRK70WNP96/},
  doi = {10.5281/zenodo.21076011}
}

Download record (JSON)

entity_id e_9VRK70WNP96 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, Diffusers, entity e_9VRK70WNP96, snapshot 2026-w45.”

Durable reference (format-independent): urn:evidaxis:claim:e_9VRK70WNP96:m5:2026-11-07