EdgeFit Atlas

Measured on-device inference. Every number reproducible; every failure recorded.

resnet-50

hf:microsoft/resnet-50 · vision

Graph fingerprint

not captured

Latency by recipe

CPUaccelerator
0100200p50 latency, msALL · sm86501.43ALL · sm8650: 1.43 — cv 6.7%, 3 repeats spanning 0.65–1.46 msALL · sc8380xp1.87ALL · sc8380xp: 1.87 — cv 8.9%ALL · google-tensor-g562.36ALL · google-tensor-g5: 62.36 — cv 4.7%ALL · google-tensor-g478.22ALL · google-tensor-g4: 78.22 — cv 4.0%ALL · samsung-exynos-1330234.65ALL · samsung-exynos-1330: 234.65 — cv 0.8%
Median of 97 timed runs after 3 discarded warmups. Hover a bar for variance and artifact size.

Repeatability

Recipes measured more than once on this unit, in separate sessions. This is the weakest useful form of the check — the real one runs the same recipe on two physical units of the same SKU, and we have one machine. Agreement here cannot catch a defect in the methodology that both runs share; it can only catch drift.

Recipesessionsfastest msslowest msspread
ALL · sm865030.651.46126.16%

Every recipe measured

RecipeTargetOutcomep50 mscvsize MiBcosineFLOP fb (auth)time fb (run)partitions
ALLALLsuccess0.656.7%———0.0%—
ALLALLsuccess1.432.7%———0.0%—
ALLALLsuccess1.464.5%———0.0%—
ALLALLsuccess1.878.9%———0.0%—
ALLALLsuccess62.364.7%———100.0%—
ALLALLsuccess78.224.0%———100.0%—
ALLALLsuccess234.650.8%———100.0%—

Reproduce

Commands for every row on this page
uv run edgefit measure-remote --model hf:microsoft/resnet-50 --device "Samsung Galaxy S24 (Family)" --compute-unit all
uv run edgefit measure-remote --model hf:microsoft/resnet-50 --device "Samsung Galaxy S24 (Family)" --compute-unit all
uv run edgefit measure-remote --model hf:microsoft/resnet-50 --device "Samsung Galaxy S24 (Family)" --compute-unit all
uv run edgefit measure-remote --model hf:microsoft/resnet-50 --device "Snapdragon X Elite CRD" --compute-unit all
uv run edgefit measure-remote --model hf:microsoft/resnet-50 --device "Google Pixel 10" --compute-unit all
uv run edgefit measure-remote --model hf:microsoft/resnet-50 --device "Google Pixel 9" --compute-unit all
uv run edgefit measure-remote --model hf:microsoft/resnet-50 --device "Samsung Galaxy A14 5G" --compute-unit all