Evidaxis

As of 2026-10-10: LMDeploy (Inference & Serving) is under weekly measurement. Axis coverage: 1 of 3 axes measurable. Gate: not computable — 1 of 3 axes measurable

LMDeploy

repo
Inference & Serving · n = 14 · InternLM/lmdeploy
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 14 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-1.82 within cohort, log-slope -0.040/wk.0-1.82
velocity z
-1.82 σ
slope
-0.040/wk
log-slope -0.040/wk
citation z Citation source: not measured.
direct-dependents z Direct-dependents axis: no admitted own package; not measured.
cohort
14
systems measured
weekly commits
11
Development velocity axis: measured.
total citations
n/a
Citation source: not measured.
momentum
27.2
percentile p0
commit heatmap, last 26 weeks11/wk
weekly commits, 26 weeks26 weeks of commits, peak 22 in a week, 25 active weeks, 296 total.week 1: 8 commitsweek 2: 9 commitsweek 3: 8 commitsweek 4: 11 commitsweek 5: 12 commitsweek 6: 15 commitsweek 7: 10 commitsweek 8: 22 commitsweek 9: 10 commitsweek 10: 11 commitsweek 11: 21 commitsweek 12: 6 commitsweek 13: 9 commitsweek 14: 12 commitsweek 15: 16 commitsweek 16: 12 commitsweek 17: 20 commitsweek 18: 9 commitsweek 19: 20 commitsweek 20: 14 commitsweek 21: 11 commitsweek 22: 18 commitsweek 23: 10 commitsweek 24: 1 commitsweek 25: 1 commitsweek 26: 0 commits
weeks
26
peak/wk
22
active
25
total
296
citations by yearCitation source: not measured.

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 -35.16, regime recent slope sign differs from prior window. prior slope +0.005, recent slope -0.191 per week. +0.005prior 39w-0.191recent 13w-35.16×
swing
-35.16×
regime
recent slope sign differs from prior window
windows
13w vs 39w
snapshot 1 of 1 · · m4
commit-axis Sharpe log-linear slope over residual std, value -0.007 with 95% CI -0.029 to +0.015, 50 degrees of freedom. CI spans zero.0-0.00795% CI -0.029, +0.015-0.029+0.015
sharpe
-0.007
95% ci
-0.029, +0.015
dof
50
snapshot 1 of 1 · · m4
commit changepoint52 weekly commit points. Changepoint at week 48 (2026-09-12), slope change -4.591 commits per week.2026-09-12
date
week
48 of 52
Δslope
-4.591/wk
snapshot 1 of 1 · · m4
code-leads-citation lag reserved

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

status
reserved
value
insufficient data
snapshot 1 of 1 · · m4
axis alpha vs cohort reserved

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

status
reserved
value
insufficient data
snapshot 1 of 1 · · m4
gate ETA reserved

reserved: needs snapshot history (1 snapshot exists)

status
reserved
value
insufficient history
snapshot 1 of 1 · · m4
methodology gate snapshot 1 of 1 · · m4
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 · · m4

Reconstructed history

LMDeploy reconstructed weekly commits50 points, range 2 to 24 commits/wk.
min
2 commits/wk
max
24 commits/wk
latest
18 commits/wk
points
50

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.

Measurement states

LMDeploy is under weekly measurement. History: 15 weekly observations; minimum 4. Development velocity axis: measured. Citation source: not measured. Direct-dependents axis: no admitted own package; not measured. Gate: not computable — 1 of 3 axes measurable

Sources

InternLM/lmdeploy development-velocity axis

Others in Inference & Serving

AIBrix Inference & Serving
1 of 3 axes measurable
66
p100
vel +1.30 cit no axis deps no axis
axis dials
+1.30 n/a n/a
FlashInfer Inference & Serving
2 of 3 axes measurable
58
p77
vel +2.18 cit no axis deps -0.97
axis dials
+2.18 n/a -0.97
KTransformers Inference & Serving
1 of 3 axes measurable
42
p38
vel -0.62 cit no axis deps no axis
axis dials
-0.62 n/a n/a
llama.cpp Inference & Serving
2 of 3 axes measurable
53
p69
vel -0.16 cit no axis deps +0.67
axis dials
-0.16 n/a +0.67
llm-d Inference & Serving
1 of 3 axes measurable
33
p8
vel -1.38 cit no axis deps no axis
axis dials
-1.38 n/a n/a
LMCache Inference & Serving
1 of 3 axes measurable
44
p46
vel -0.48 cit no axis deps no axis
axis dials
-0.48 n/a n/a

Full Inference & Serving cohort →

Direct-dependents momentum (deps.dev)

Direct-dependents axis: no admitted own package; 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

Cite this measurement

Plain citation

Evidaxis. LMDeploy measurement record. Snapshot 2026-10-10. https://evidaxis.org/e/e_1ER3NPA3Y77/ Concept DOI: 10.5281/zenodo.21076011.

BibTeX

@dataset{evidaxis_e_1ER3NPA3Y77_20261010,
  title = {LMDeploy measurement record},
  publisher = {Evidaxis},
  year = {2026},
  url = {https://evidaxis.org/e/e_1ER3NPA3Y77/},
  doi = {10.5281/zenodo.21076011}
}

Download record (JSON)

entity_id e_1ER3NPA3Y77 methodology m4 snapshot ad5e404d4f82 period 2026-w41 record JSON ↓ source snapshot

Score derived from public data on Evidaxis methodology m4, never edited by hand. Cite as: “Evidaxis, LMDeploy, entity e_1ER3NPA3Y77, snapshot 2026-w41.”

Durable reference (format-independent): urn:evidaxis:claim:e_1ER3NPA3Y77:m4:2026-10-10