EdgeFit Atlas

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

Mac14,2 · Apple M2

Mac14,2 · Apple M2 · arm64 · 8 cores (4P + 4E) · 16 GiB RAM

macOS 15.2 (build 24C101)

The OS build is part of this device's identity. An OS update changes delegate behaviour, so the same machine on a new build is a new measurement target.

What runs here

CPUaccelerator
050100150p50 latency, msall-MiniLM-L6-v2 · cpu-int8-dyn4.5all-MiniLM-L6-v2 · unknown4.5all-MiniLM-L6-v2 · cpu-int8-perchan4.5all-MiniLM-L6-v2 · unknown4.5all-MiniLM-L6-v2 · cpu-4thread9.6all-MiniLM-L6-v2 · cpu-fp329.6all-MiniLM-L6-v2 · unknown9.6all-MiniLM-L6-v2 · unknown9.9all-MiniLM-L6-v2 · cpu-dynamic10.4all-MiniLM-L6-v2 · unknown10.4toxic-comment-mode · cpu-int8-dyn11.4bart-base · cpu-int8-dyn11.4bart-base · unknown11.4toxic-comment-mode · unknown11.4all-MiniLM-L6-v2 · cpu-fp1611.4all-MiniLM-L6-v2 · coreml-fp1611.4distilbert-base-un · unknown11.4all-MiniLM-L6-v2 · unknown11.4toxic-comment-mode · cpu-int8-perchan11.4bart-base · unknown11.5distilbert-base-un · unknown11.5toxic-comment-mode · unknown11.5bart-base · cpu-int8-perchan11.5all-MiniLM-L6-v2 · unknown11.7clip-vit-base-patc · cpu-int8-dyn12.0clip-vit-base-patc · unknown12.0clip-vit-base-patc · cpu-int8-perchan12.1clip-vit-base-patc · unknown12.1clip-vit-base-patc · unknown18.0clip-vit-base-patc · unknown18.4clip-vit-base-patc · coreml-fp3218.4all-MiniLM-L6-v2 · coreml-fp3219.0clip-vit-base-patc · coreml-ane20.1all-MiniLM-L6-v2 · unknown20.1all-MiniLM-L6-v2 · coreml-ane20.2all-MiniLM-L6-v2 · unknown20.9all-MiniLM-L6-v2 · coreml-dynamic21.4all-MiniLM-L6-v2 · unknown21.8clip-vit-base-patc · cpu-4thread28.3clip-vit-base-patc · cpu-fp3228.3clip-vit-base-patc · unknown28.3clip-vit-base-patc · unknown28.3clip-vit-base-patc · cpu-dynamic28.5clip-vit-base-patc · unknown28.6bart-base · cpu-fp3232.0toxic-comment-mode · cpu-fp3232.0bart-base · cpu-4thread32.0toxic-comment-mode · unknown32.0toxic-comment-mode · cpu-4thread32.0bart-base · unknown32.0toxic-comment-mode · unknown32.1bart-base · unknown32.1distilbert-base-un · unknown32.1distilbert-base-un · unknown32.1bart-base · unknown33.1bart-base · cpu-dynamic33.1toxic-comment-mode · cpu-dynamic33.2toxic-comment-mode · unknown33.4distilbert-base-un · unknown33.4toxic-comment-mode · coreml-fp1635.5toxic-comment-mode · unknown35.5toxic-comment-mode · cpu-fp1635.6distilbert-base-un · unknown35.6toxic-comment-mode · unknown35.6distilbert-base-un · unknown35.7distilbert-base-un · unknown36.7toxic-comment-mode · coreml-ane37.9toxic-comment-mode · coreml-fp3238.5bart-base · coreml-fp3238.7bart-base · unknown39.0distilbert-base-un · unknown39.4toxic-comment-mode · unknown39.5toxic-comment-mode · unknown41.2bart-base · unknown41.5vit-base-patch16-2 · cpu-int8-dyn42.7vit-base-patch16-2 · unknown42.8vit-base-patch16-2 · cpu-int8-perchan43.0vit-base-patch16-2 · unknown43.1clip-vit-base-patc · coreml-dynamic45.8clip-vit-base-patc · unknown46.2bart-base · coreml-ane46.4distilbert-base-un · unknown51.7toxic-comment-mode · coreml-dynamic51.7bart-base · unknown53.4toxic-comment-mode · unknown53.9bart-base · coreml-dynamic58.0vit-base-patch16-2 · unknown71.5vit-base-patch16-2 · coreml-ane71.9vit-base-patch16-2 · coreml-fp3273.6vit-base-patch16-2 · unknown75.6vit-base-patch16-2 · cpu-dynamic104.6vit-base-patch16-2 · cpu-fp32104.8vit-base-patch16-2 · cpu-4thread104.8vit-base-patch16-2 · unknown105.5vit-base-patch16-2 · unknown105.7vit-base-patch16-2 · unknown105.9vit-base-patch16-2 · coreml-fp16109.8vit-base-patch16-2 · cpu-fp16109.8vit-base-patch16-2 · unknown110.1vit-base-patch16-2 · unknown110.4vit-base-patch16-2 · unknown179.4vit-base-patch16-2 · coreml-dynamic181.1
Every successful measurement on this unit, fastest first.

What fits

Largest artifact measured here is 5717 MiB against 16 GiB of RAM.

Peak resident memory is recorded per measurement in the table below; it is the child process's own high-water mark, so it is attributable to that recipe alone.

ModelRecipeOutcomep50 mspeak RSS MiBsize MiBthermalprobe ratio
all-MiniLM-L6-v2ort-cpu-int8-dynsuccess4.4612422nominal1.10×
all-MiniLM-L6-v2unknownsuccess4.4712422nominal1.03×
all-MiniLM-L6-v2ort-cpu-int8-perchansuccess4.4912422nominal1.12×
all-MiniLM-L6-v2unknownsuccess4.4912622nominal1.13×
all-MiniLM-L6-v2ort-cpu-4threadsuccess9.5922886nominal1.08×
all-MiniLM-L6-v2ort-cpu-fp32success9.5922886nominal0.98×
all-MiniLM-L6-v2unknownsuccess9.6222886nominal1.10×
all-MiniLM-L6-v2unknownsuccess9.9023386nominal1.10×
all-MiniLM-L6-v2ort-cpu-dynamicsuccess10.3822386nominal1.11×
all-MiniLM-L6-v2unknownsuccess10.3822286nominal1.10×
toxic-comment-modelort-cpu-int8-dynsuccess11.3518764nominal1.09×
bart-baseort-cpu-int8-dynsuccess11.3621678nominal1.12×
bart-baseunknownsuccess11.3721678nominal1.14×
toxic-comment-modelunknownsuccess11.3718864nominal1.08×
all-MiniLM-L6-v2ort-cpu-fp16success11.3720243nominal1.09×
all-MiniLM-L6-v2ort-coreml-fp16success11.3721743nominal1.08×
distilbert-base-uncasedunknownsuccess11.3718764nominal1.11×
all-MiniLM-L6-v2unknownsuccess11.4023043nominal1.01×
toxic-comment-modelort-cpu-int8-perchansuccess11.4318864nominal1.10×
bart-baseunknownsuccess11.4621879nominal1.11×
distilbert-base-uncasedunknownsuccess11.4718864nominal1.12×
toxic-comment-modelunknownsuccess11.5218864nominal1.04×
bart-baseort-cpu-int8-perchansuccess11.5321879nominal1.07×
all-MiniLM-L6-v2unknownsuccess11.7324143nominal1.10×
clip-vit-base-patch32ort-cpu-int8-dynsuccess12.0217984nominal1.04×
clip-vit-base-patch32unknownsuccess12.0226284nominal1.05×
clip-vit-base-patch32ort-cpu-int8-perchansuccess12.0918084nominal1.02×
clip-vit-base-patch32unknownsuccess12.1218184nominal1.05×
clip-vit-base-patch32unknownsuccess18.03642334nominal1.07×
clip-vit-base-patch32unknownsuccess18.37612334nominal0.96×
clip-vit-base-patch32ort-coreml-fp32success18.40624334nominal1.06×
all-MiniLM-L6-v2ort-coreml-fp32success18.9963086nominal1.07×
clip-vit-base-patch32ort-coreml-anesuccess20.07592334nominal1.04×
all-MiniLM-L6-v2unknownsuccess20.1163186nominal1.02×
all-MiniLM-L6-v2ort-coreml-anesuccess20.1660086nominal1.15×
all-MiniLM-L6-v2unknownsuccess20.9459886nominal0.99×
all-MiniLM-L6-v2ort-coreml-dynamicsuccess21.4462786nominal1.00×
all-MiniLM-L6-v2unknownsuccess21.8162686nominal0.99×
clip-vit-base-patch32ort-cpu-4threadsuccess28.29436334nominal1.05×
clip-vit-base-patch32ort-cpu-fp32success28.32436334nominal0.89×
clip-vit-base-patch32unknownsuccess28.35436334nominal1.12×
clip-vit-base-patch32unknownsuccess28.35436334nominal0.99×
clip-vit-base-patch32ort-cpu-dynamicsuccess28.52434334nominal1.04×
clip-vit-base-patch32unknownsuccess28.60474334nominal1.12×
bart-baseort-cpu-fp32success31.96682313nominal1.06×
toxic-comment-modelort-cpu-fp32success31.97492255nominal1.06×
bart-baseort-cpu-4threadsuccess32.00681313nominal1.08×
toxic-comment-modelunknownsuccess32.00491255nominal1.12×
toxic-comment-modelort-cpu-4threadsuccess32.00491255nominal1.09×
bart-baseunknownsuccess32.05681313nominal1.14×
toxic-comment-modelunknownsuccess32.09490255nominal1.14×
bart-baseunknownsuccess32.11681313nominal1.03×
distilbert-base-uncasedunknownsuccess32.12488253nominal1.14×
distilbert-base-uncasedunknownsuccess32.12488253nominal1.00×
bart-baseunknownsuccess33.07681313nominal1.10×
bart-baseort-cpu-dynamicsuccess33.10681313nominal1.05×
toxic-comment-modelort-cpu-dynamicsuccess33.16491256nominal1.12×
toxic-comment-modelunknownsuccess33.37491256nominal1.13×
distilbert-base-uncasedunknownsuccess33.38488253nominal1.01×
toxic-comment-modelort-coreml-fp16success35.50470128nominal1.14×
toxic-comment-modelunknownsuccess35.54523128nominal1.12×
toxic-comment-modelort-cpu-fp16success35.55498128nominal1.10×
distilbert-base-uncasedunknownsuccess35.58494127nominal1.02×
toxic-comment-modelunknownsuccess35.65495128nominal1.04×
distilbert-base-uncasedunknownsuccess35.65518127nominal1.00×
distilbert-base-uncasedunknownsuccess36.661174253nominal0.97×
toxic-comment-modelort-coreml-anesuccess37.921183255nominal1.01×
toxic-comment-modelort-coreml-fp32success38.451185255nominal1.06×
bart-baseort-coreml-fp32success38.681582313nominal1.05×
bart-baseunknownsuccess38.971620313nominal1.13×
distilbert-base-uncasedunknownsuccess39.411177253nominal1.14×
toxic-comment-modelunknownsuccess39.511186255nominal1.10×
toxic-comment-modelunknownsuccess41.231184255nominal1.14×
bart-baseunknownsuccess41.531583313nominal1.02×
vit-base-patch16-224-in21kort-cpu-int8-dynsuccess42.7020083nominal1.11×
vit-base-patch16-224-in21kunknownsuccess42.8420083nominal1.09×
vit-base-patch16-224-in21kort-cpu-int8-perchansuccess43.0420083nominal1.07×
vit-base-patch16-224-in21kunknownsuccess43.1120083nominal1.09×
clip-vit-base-patch32ort-coreml-dynamicsuccess45.84688334nominal1.08×
clip-vit-base-patch32unknownsuccess46.24680334nominal1.01×
bart-baseort-coreml-anesuccess46.431580313nominal1.09×
distilbert-base-uncasedunknownsuccess51.661308253nominal0.97×
toxic-comment-modelort-coreml-dynamicsuccess51.751316256nominal1.07×
bart-baseunknownsuccess53.421581313nominal1.00×
toxic-comment-modelunknownsuccess53.931267256nominal1.06×
bart-baseort-coreml-dynamicsuccess58.021581313nominal0.91×
vit-base-patch16-224-in21kunknownsuccess71.54671327nominal1.00×
vit-base-patch16-224-in21kort-coreml-anesuccess71.90686327nominal1.02×
vit-base-patch16-224-in21kort-coreml-fp32success73.60670327nominal1.07×
vit-base-patch16-224-in21kunknownsuccess75.63604327nominal1.13×
vit-base-patch16-224-in21kort-cpu-dynamicsuccess104.59432327nominal1.03×
vit-base-patch16-224-in21kort-cpu-fp32success104.77445327nominal1.07×
vit-base-patch16-224-in21kort-cpu-4threadsuccess104.80445327nominal1.03×
vit-base-patch16-224-in21kunknownsuccess105.53465327nominal0.92×
vit-base-patch16-224-in21kunknownsuccess105.67444327nominal1.07×
vit-base-patch16-224-in21kunknownsuccess105.87431327nominal1.02×
vit-base-patch16-224-in21kort-coreml-fp16success109.80772164nominal1.08×
vit-base-patch16-224-in21kort-cpu-fp16success109.80771164nominal1.08×
vit-base-patch16-224-in21kunknownsuccess110.14720164nominal1.00×
vit-base-patch16-224-in21kunknownsuccess110.42749164nominal1.01×
Llama-3.2-1B-Instructunknownsuccess58105717nominal1.14×
Llama-3.2-1B-Instructort-cpu-dynamicsuccess58105717nominal0.85×
vit-base-patch16-224-in21kunknownsuccess179.36969327nominal0.90×
vit-base-patch16-224-in21kort-coreml-dynamicsuccess181.08956327nominal1.06×
Llama-3.2-1B-Instructunknownsuccess80005717nominal1.00×
Llama-3.2-1B-Instructort-coreml-dynamicsuccess72535717nominal1.03×
distilbert-base-uncasedunknownlowering failurenominal0.99×
bart-baseunknownlowering failure156nominal1.04×
bart-baseort-coreml-fp16lowering failure156nominal1.03×
bart-baseunknownlowering failurenominal1.15×
bart-baseort-coreml-mlprogramlowering failurenominal1.07×
bart-baseort-cpu-fp16lowering failure156nominal1.05×
bart-baseunknownlowering failure156nominal1.12×
vit-base-patch16-224-in21kort-coreml-mlprogramlowering failure327nominal0.99×
vit-base-patch16-224-in21kunknownlowering failure327nominal1.04×
toxic-comment-modelunknownlowering failurenominal1.13×
toxic-comment-modelort-coreml-mlprogramlowering failurenominal1.07×
clip-vit-base-patch32ort-coreml-mlprogramlowering failure334nominal1.08×
clip-vit-base-patch32ort-coreml-fp16lowering failure167nominal1.08×
clip-vit-base-patch32ort-cpu-fp16lowering failure167nominal1.05×
clip-vit-base-patch32unknownlowering failure167nominal1.01×
clip-vit-base-patch32unknownlowering failure167nominal1.10×
clip-vit-base-patch32unknownlowering failure334nominal1.05×
all-MiniLM-L6-v2unknownlowering failurenominal1.06×
all-MiniLM-L6-v2ort-coreml-mlprogramlowering failurenominal1.07×