Evidaxis

As of 2026-09-26: 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 = 13 · 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 13 in cohort
percentile 50 within cohort p25 p50 p75 p0 p100
percentile
p50
momentum averages present-axis z-scores; two- and three-axis scores are not strictly comparable
velocity z
velocity z gaugevelocity z+0.00 within cohort, log-slope +0.014/wk.0+0.00
velocity z
+0.00 σ
slope
+0.014/wk
log-slope +0.014/wk
citation z Citation source: not measured.
direct-dependents z Direct-dependents axis: outside the frozen panel; not measured.
cohort
13
systems measured
weekly commits
13.1
Development velocity axis: measured.
total citations
n/a
Citation source: not measured.
momentum
50.0
percentile p50
commit heatmap, last 26 weeks13.1/wk
weekly commits, 26 weeks26 weeks of commits, peak 22 in a week, 26 active weeks, 325 total.week 1: 8 commitsweek 2: 12 commitsweek 3: 11 commitsweek 4: 8 commitsweek 5: 9 commitsweek 6: 8 commitsweek 7: 11 commitsweek 8: 12 commitsweek 9: 15 commitsweek 10: 10 commitsweek 11: 22 commitsweek 12: 10 commitsweek 13: 11 commitsweek 14: 21 commitsweek 15: 6 commitsweek 16: 9 commitsweek 17: 12 commitsweek 18: 16 commitsweek 19: 12 commitsweek 20: 20 commitsweek 21: 9 commitsweek 22: 20 commitsweek 23: 14 commitsweek 24: 11 commitsweek 25: 18 commitsweek 26: 10 commits
weeks
26
peak/wk
22
active
26
total
325
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 +0.90, regime steady. prior slope +0.013, recent slope +0.012 per week. +0.013prior 39w+0.012recent 13w+0.90×
swing
+0.90×
regime
steady
windows
13w vs 39w
snapshot 1 of 1 · · m3
commit-axis Sharpe log-linear slope over residual std, value +0.024 with 95% CI +0.006 to +0.042, 50 degrees of freedom. CI excludes zero.0+0.02495% CI +0.006, +0.042+0.006+0.042
sharpe
+0.024
95% ci
+0.006, +0.042
dof
50
snapshot 1 of 1 · · m3
commit changepoint52 weekly commit points. Changepoint at week 5 (2025-11-01), slope change -2.208 commits per week.2025-11-01
date
week
5 of 52
Δslope
-2.208/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

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: 13 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

InternLM/lmdeploy development-velocity axis

Others in Inference & Serving

AIBrix Inference & Serving
1 of 3 axes measurable
59
p83
vel +0.71 cit no axis deps no axis
axis dials
+0.71 n/a n/a
KTransformers Inference & Serving
1 of 3 axes measurable
31
p8
vel -1.54 cit no axis deps no axis
axis dials
-1.54 n/a n/a
llama.cpp Inference & Serving
2 of 3 axes measurable
50
p67
vel -0.17 cit no axis deps +0.22
axis dials
-0.17 n/a +0.22
llm-d Inference & Serving
1 of 3 axes measurable
37
p17
vel -1.08 cit no axis deps no axis
axis dials
-1.08 n/a n/a
LMCache Inference & Serving
1 of 3 axes measurable
50
p58
vel +0.01 cit no axis deps no axis
axis dials
+0.01 n/a n/a
Mooncake Inference & Serving
1 of 3 axes measurable
70
p100
vel +1.59 cit no axis deps no axis
axis dials
+1.59 n/a n/a

Full Inference & Serving 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

Cite this measurement

Plain citation

Evidaxis. LMDeploy measurement record. Snapshot 2026-09-26. https://evidaxis.org/e/e_1ER3NPA3Y77/ Concept DOI: 10.5281/zenodo.21076011.

BibTeX

@dataset{evidaxis_e_1ER3NPA3Y77_20260926,
  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 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, LMDeploy, entity e_1ER3NPA3Y77, snapshot 2026-w39.”

Durable reference (format-independent): urn:evidaxis:claim:e_1ER3NPA3Y77:m3:2026-09-26