{ "date": "2026-10-26", "hardware": { "chip": "Apple M3", "unifiedMemoryGB": 16 }, "precision": "FP16 weights, activations and model interface; FP32 offline reference", "sourceCheckpointSHA256": "4fa0d38905f75ac06eb49a7951b426670021be3018265fd191d2125df9d682f1", "selectedComputeUnits": "all", "selectedSpecialization": "default", "nativeValidation": { "all": { "loadSeconds": 7.605870962142944, "measurements": [ { "iteration": 0, "maximumAbsoluteError": 0.003606349229812622, "meanAbsoluteError": 0.0003319570246465749, "name": "square-128", "passed": true, "scale": 4, "seconds": 0.0677649974822998, "size": 128 }, { "iteration": 1, "maximumAbsoluteError": 0.003606349229812622, "meanAbsoluteError": 0.0003319570246465749, "name": "square-128", "passed": true, "scale": 4, "seconds": 0.04454696178436279, "size": 128 }, { "iteration": 0, "maximumAbsoluteError": 0.00483432412147522, "meanAbsoluteError": 0.00033235452944516646, "name": "square-256", "passed": true, "scale": 4, "seconds": 0.2099609375, "size": 256 }, { "iteration": 1, "maximumAbsoluteError": 0.00483432412147522, "meanAbsoluteError": 0.00033235452944516646, "name": "square-256", "passed": true, "scale": 4, "seconds": 0.1897439956665039, "size": 256 }, { "iteration": 0, "maximumAbsoluteError": 0.004833728075027466, "meanAbsoluteError": 0.0003295535220239024, "name": "square-384", "passed": true, "scale": 4, "seconds": 0.4514310359954834, "size": 384 }, { "iteration": 1, "maximumAbsoluteError": 0.004833728075027466, "meanAbsoluteError": 0.0003295535220239024, "name": "square-384", "passed": true, "scale": 4, "seconds": 0.42319798469543457, "size": 384 }, { "iteration": 0, "maximumAbsoluteError": 0.0035172104835510254, "meanAbsoluteError": 0.0003478806480890467, "name": "landscape-128", "passed": true, "scale": 4, "seconds": 0.06827795505523682, "size": 128 }, { "iteration": 1, "maximumAbsoluteError": 0.0035172104835510254, "meanAbsoluteError": 0.0003478806480890467, "name": "landscape-128", "passed": true, "scale": 4, "seconds": 0.0459979772567749, "size": 128 }, { "iteration": 0, "maximumAbsoluteError": 0.0032543838024139404, "meanAbsoluteError": 0.00034064005268180495, "name": "landscape-256", "passed": true, "scale": 4, "seconds": 0.20848798751831055, "size": 256 }, { "iteration": 1, "maximumAbsoluteError": 0.0032543838024139404, "meanAbsoluteError": 0.00034064005268180495, "name": "landscape-256", "passed": true, "scale": 4, "seconds": 0.1855928897857666, "size": 256 }, { "iteration": 0, "maximumAbsoluteError": 0.0035661160945892334, "meanAbsoluteError": 0.00033884268088182196, "name": "landscape-384", "passed": true, "scale": 4, "seconds": 0.4499499797821045, "size": 384 }, { "iteration": 1, "maximumAbsoluteError": 0.0035661160945892334, "meanAbsoluteError": 0.00033884268088182196, "name": "landscape-384", "passed": true, "scale": 4, "seconds": 0.43013501167297363, "size": 384 }, { "iteration": 0, "maximumAbsoluteError": 0.00599554181098938, "meanAbsoluteError": 0.0003188705720808267, "name": "portrait-128", "passed": true, "scale": 4, "seconds": 0.07144200801849365, "size": 128 }, { "iteration": 1, "maximumAbsoluteError": 0.00599554181098938, "meanAbsoluteError": 0.0003188705720808267, "name": "portrait-128", "passed": true, "scale": 4, "seconds": 0.04696094989776611, "size": 128 }, { "iteration": 0, "maximumAbsoluteError": 0.006220638751983643, "meanAbsoluteError": 0.0003106731509200437, "name": "portrait-256", "passed": true, "scale": 4, "seconds": 0.20944595336914062, "size": 256 }, { "iteration": 1, "maximumAbsoluteError": 0.006220638751983643, "meanAbsoluteError": 0.0003106731509200437, "name": "portrait-256", "passed": true, "scale": 4, "seconds": 0.18775498867034912, "size": 256 }, { "iteration": 0, "maximumAbsoluteError": 0.006004512310028076, "meanAbsoluteError": 0.0003154826848198201, "name": "portrait-384", "passed": true, "scale": 4, "seconds": 0.4523249864578247, "size": 384 }, { "iteration": 1, "maximumAbsoluteError": 0.006004512310028076, "meanAbsoluteError": 0.0003154826848198201, "name": "portrait-384", "passed": true, "scale": 4, "seconds": 0.4325670003890991, "size": 384 }, { "iteration": 0, "maximumAbsoluteError": 0.00023509247694164515, "meanAbsoluteError": 3.306439733326746e-05, "name": "singleton-128", "passed": true, "scale": 4, "seconds": 0.07018506526947021, "size": 128 }, { "iteration": 1, "maximumAbsoluteError": 0.00023509247694164515, "meanAbsoluteError": 3.306439733326746e-05, "name": "singleton-128", "passed": true, "scale": 4, "seconds": 0.04611194133758545, "size": 128 }, { "iteration": 0, "maximumAbsoluteError": 0.00021982943871989846, "meanAbsoluteError": 3.107230683478216e-05, "name": "singleton-256", "passed": true, "scale": 4, "seconds": 0.20205700397491455, "size": 256 }, { "iteration": 1, "maximumAbsoluteError": 0.00021982943871989846, "meanAbsoluteError": 3.107230683478216e-05, "name": "singleton-256", "passed": true, "scale": 4, "seconds": 0.18117499351501465, "size": 256 }, { "iteration": 0, "maximumAbsoluteError": 0.00029613112565129995, "meanAbsoluteError": 3.515763516285612e-05, "name": "singleton-384", "passed": true, "scale": 4, "seconds": 0.43803298473358154, "size": 384 }, { "iteration": 1, "maximumAbsoluteError": 0.00029613112565129995, "meanAbsoluteError": 3.515763516285612e-05, "name": "singleton-384", "passed": true, "scale": 4, "seconds": 0.42182397842407227, "size": 384 }, { "iteration": 0, "maximumAbsoluteError": 0.003488779067993164, "meanAbsoluteError": 0.00033465437893099697, "name": "odd-edge-128", "passed": true, "scale": 4, "seconds": 0.07399904727935791, "size": 128 }, { "iteration": 1, "maximumAbsoluteError": 0.003488779067993164, "meanAbsoluteError": 0.00033465437893099697, "name": "odd-edge-128", "passed": true, "scale": 4, "seconds": 0.04787898063659668, "size": 128 }, { "iteration": 0, "maximumAbsoluteError": 0.0034692883491516113, "meanAbsoluteError": 0.00032678959001962774, "name": "odd-edge-256", "passed": true, "scale": 4, "seconds": 0.21410202980041504, "size": 256 }, { "iteration": 1, "maximumAbsoluteError": 0.0034692883491516113, "meanAbsoluteError": 0.00032678959001962774, "name": "odd-edge-256", "passed": true, "scale": 4, "seconds": 0.18921303749084473, "size": 256 }, { "iteration": 0, "maximumAbsoluteError": 0.003957927227020264, "meanAbsoluteError": 0.0003351528053446725, "name": "odd-edge-384", "passed": true, "scale": 4, "seconds": 0.4604640007019043, "size": 384 }, { "iteration": 1, "maximumAbsoluteError": 0.003957927227020264, "meanAbsoluteError": 0.0003351528053446725, "name": "odd-edge-384", "passed": true, "scale": 4, "seconds": 0.45948898792266846, "size": 384 } ], "passed": true, "peakPhysicalFootprintBytes": 79938184, "plan": { "evidence": "Core ML anticipated placement; not hardware counters", "preferredOperationCounts": { "ane": 1024, "unknown": 2765 }, "preferredOperators": { "const": { "unknown": 2765 }, "ios18.add": { "ane": 93 }, "ios18.concat": { "ane": 276 }, "ios18.conv": { "ane": 351 }, "ios18.leaky_relu": { "ane": 279 }, "ios18.mul": { "ane": 23 }, "upsample_nearest_neighbor": { "ane": 2 } } }, "scale": 4, "specialization": "default", "thermalStateAtEnd": 1, "thermalStateAtStart": 1, "units": "all" }, "ane": { "loadSeconds": 7.2311670780181885, "measurements": [ { "iteration": 0, "maximumAbsoluteError": 0.003606349229812622, "meanAbsoluteError": 0.0003319570246465749, "name": "square-128", "passed": true, "scale": 4, "seconds": 0.06438899040222168, "size": 128 }, { "iteration": 1, "maximumAbsoluteError": 0.003606349229812622, "meanAbsoluteError": 0.0003319570246465749, "name": "square-128", "passed": true, "scale": 4, "seconds": 0.04468107223510742, "size": 128 }, { "iteration": 2, "maximumAbsoluteError": 0.003606349229812622, "meanAbsoluteError": 0.0003319570246465749, "name": "square-128", "passed": true, "scale": 4, "seconds": 0.04598808288574219, "size": 128 }, { "iteration": 0, "maximumAbsoluteError": 0.00483432412147522, "meanAbsoluteError": 0.00033235452944516646, "name": "square-256", "passed": true, "scale": 4, "seconds": 0.20482206344604492, "size": 256 }, { "iteration": 1, "maximumAbsoluteError": 0.00483432412147522, "meanAbsoluteError": 0.00033235452944516646, "name": "square-256", "passed": true, "scale": 4, "seconds": 0.1887120008468628, "size": 256 }, { "iteration": 2, "maximumAbsoluteError": 0.00483432412147522, "meanAbsoluteError": 0.00033235452944516646, "name": "square-256", "passed": true, "scale": 4, "seconds": 0.18762695789337158, "size": 256 }, { "iteration": 0, "maximumAbsoluteError": 0.004833728075027466, "meanAbsoluteError": 0.0003295535220239024, "name": "square-384", "passed": true, "scale": 4, "seconds": 0.4668840169906616, "size": 384 }, { "iteration": 1, "maximumAbsoluteError": 0.004833728075027466, "meanAbsoluteError": 0.0003295535220239024, "name": "square-384", "passed": true, "scale": 4, "seconds": 0.4428110122680664, "size": 384 }, { "iteration": 2, "maximumAbsoluteError": 0.004833728075027466, "meanAbsoluteError": 0.0003295535220239024, "name": "square-384", "passed": true, "scale": 4, "seconds": 0.4493560791015625, "size": 384 }, { "iteration": 0, "maximumAbsoluteError": 0.0035172104835510254, "meanAbsoluteError": 0.0003478806480890467, "name": "landscape-128", "passed": true, "scale": 4, "seconds": 0.08617496490478516, "size": 128 }, { "iteration": 1, "maximumAbsoluteError": 0.0035172104835510254, "meanAbsoluteError": 0.0003478806480890467, "name": "landscape-128", "passed": true, "scale": 4, "seconds": 0.04692399501800537, "size": 128 }, { "iteration": 2, "maximumAbsoluteError": 0.0035172104835510254, "meanAbsoluteError": 0.0003478806480890467, "name": "landscape-128", "passed": true, "scale": 4, "seconds": 0.045678019523620605, "size": 128 }, { "iteration": 0, "maximumAbsoluteError": 0.0032543838024139404, "meanAbsoluteError": 0.00034064005268180495, "name": "landscape-256", "passed": true, "scale": 4, "seconds": 0.22124898433685303, "size": 256 }, { "iteration": 1, "maximumAbsoluteError": 0.0032543838024139404, "meanAbsoluteError": 0.00034064005268180495, "name": "landscape-256", "passed": true, "scale": 4, "seconds": 0.18172001838684082, "size": 256 }, { "iteration": 2, "maximumAbsoluteError": 0.0032543838024139404, "meanAbsoluteError": 0.00034064005268180495, "name": "landscape-256", "passed": true, "scale": 4, "seconds": 0.18199503421783447, "size": 256 }, { "iteration": 0, "maximumAbsoluteError": 0.0035661160945892334, "meanAbsoluteError": 0.00033884268088182196, "name": "landscape-384", "passed": true, "scale": 4, "seconds": 0.4405890703201294, "size": 384 }, { "iteration": 1, "maximumAbsoluteError": 0.0035661160945892334, "meanAbsoluteError": 0.00033884268088182196, "name": "landscape-384", "passed": true, "scale": 4, "seconds": 0.43146395683288574, "size": 384 }, { "iteration": 2, "maximumAbsoluteError": 0.0035661160945892334, "meanAbsoluteError": 0.00033884268088182196, "name": "landscape-384", "passed": true, "scale": 4, "seconds": 0.4344569444656372, "size": 384 }, { "iteration": 0, "maximumAbsoluteError": 0.00599554181098938, "meanAbsoluteError": 0.0003188705720808267, "name": "portrait-128", "passed": true, "scale": 4, "seconds": 0.0721060037612915, "size": 128 }, { "iteration": 1, "maximumAbsoluteError": 0.00599554181098938, "meanAbsoluteError": 0.0003188705720808267, "name": "portrait-128", "passed": true, "scale": 4, "seconds": 0.04791700839996338, "size": 128 }, { "iteration": 2, "maximumAbsoluteError": 0.00599554181098938, "meanAbsoluteError": 0.0003188705720808267, "name": "portrait-128", "passed": true, "scale": 4, "seconds": 0.04785799980163574, "size": 128 }, { "iteration": 0, "maximumAbsoluteError": 0.006220638751983643, "meanAbsoluteError": 0.0003106731509200437, "name": "portrait-256", "passed": true, "scale": 4, "seconds": 0.21360599994659424, "size": 256 }, { "iteration": 1, "maximumAbsoluteError": 0.006220638751983643, "meanAbsoluteError": 0.0003106731509200437, "name": "portrait-256", "passed": true, "scale": 4, "seconds": 0.18909001350402832, "size": 256 }, { "iteration": 2, "maximumAbsoluteError": 0.006220638751983643, "meanAbsoluteError": 0.0003106731509200437, "name": "portrait-256", "passed": true, "scale": 4, "seconds": 0.19221293926239014, "size": 256 }, { "iteration": 0, "maximumAbsoluteError": 0.006004512310028076, "meanAbsoluteError": 0.0003154826848198201, "name": "portrait-384", "passed": true, "scale": 4, "seconds": 0.47499799728393555, "size": 384 }, { "iteration": 1, "maximumAbsoluteError": 0.006004512310028076, "meanAbsoluteError": 0.0003154826848198201, "name": "portrait-384", "passed": true, "scale": 4, "seconds": 0.4623680114746094, "size": 384 }, { "iteration": 2, "maximumAbsoluteError": 0.006004512310028076, "meanAbsoluteError": 0.0003154826848198201, "name": "portrait-384", "passed": true, "scale": 4, "seconds": 0.4589979648590088, "size": 384 }, { "iteration": 0, "maximumAbsoluteError": 0.00023509247694164515, "meanAbsoluteError": 3.306439733326746e-05, "name": "singleton-128", "passed": true, "scale": 4, "seconds": 0.07841801643371582, "size": 128 }, { "iteration": 1, "maximumAbsoluteError": 0.00023509247694164515, "meanAbsoluteError": 3.306439733326746e-05, "name": "singleton-128", "passed": true, "scale": 4, "seconds": 0.04854404926300049, "size": 128 }, { "iteration": 2, "maximumAbsoluteError": 0.00023509247694164515, "meanAbsoluteError": 3.306439733326746e-05, "name": "singleton-128", "passed": true, "scale": 4, "seconds": 0.04884791374206543, "size": 128 }, { "iteration": 0, "maximumAbsoluteError": 0.00021982943871989846, "meanAbsoluteError": 3.107230683478216e-05, "name": "singleton-256", "passed": true, "scale": 4, "seconds": 0.21274197101593018, "size": 256 }, { "iteration": 1, "maximumAbsoluteError": 0.00021982943871989846, "meanAbsoluteError": 3.107230683478216e-05, "name": "singleton-256", "passed": true, "scale": 4, "seconds": 0.1894519329071045, "size": 256 }, { "iteration": 2, "maximumAbsoluteError": 0.00021982943871989846, "meanAbsoluteError": 3.107230683478216e-05, "name": "singleton-256", "passed": true, "scale": 4, "seconds": 0.18796300888061523, "size": 256 }, { "iteration": 0, "maximumAbsoluteError": 0.00029613112565129995, "meanAbsoluteError": 3.515763516285612e-05, "name": "singleton-384", "passed": true, "scale": 4, "seconds": 0.44220805168151855, "size": 384 }, { "iteration": 1, "maximumAbsoluteError": 0.00029613112565129995, "meanAbsoluteError": 3.515763516285612e-05, "name": "singleton-384", "passed": true, "scale": 4, "seconds": 0.41850101947784424, "size": 384 }, { "iteration": 2, "maximumAbsoluteError": 0.00029613112565129995, "meanAbsoluteError": 3.515763516285612e-05, "name": "singleton-384", "passed": true, "scale": 4, "seconds": 0.4094059467315674, "size": 384 }, { "iteration": 0, "maximumAbsoluteError": 0.003488779067993164, "meanAbsoluteError": 0.00033465437893099697, "name": "odd-edge-128", "passed": true, "scale": 4, "seconds": 0.07332801818847656, "size": 128 }, { "iteration": 1, "maximumAbsoluteError": 0.003488779067993164, "meanAbsoluteError": 0.00033465437893099697, "name": "odd-edge-128", "passed": true, "scale": 4, "seconds": 0.04670405387878418, "size": 128 }, { "iteration": 2, "maximumAbsoluteError": 0.003488779067993164, "meanAbsoluteError": 0.00033465437893099697, "name": "odd-edge-128", "passed": true, "scale": 4, "seconds": 0.04658007621765137, "size": 128 }, { "iteration": 0, "maximumAbsoluteError": 0.0034692883491516113, "meanAbsoluteError": 0.00032678959001962774, "name": "odd-edge-256", "passed": true, "scale": 4, "seconds": 0.20887601375579834, "size": 256 }, { "iteration": 1, "maximumAbsoluteError": 0.0034692883491516113, "meanAbsoluteError": 0.00032678959001962774, "name": "odd-edge-256", "passed": true, "scale": 4, "seconds": 0.183771014213562, "size": 256 }, { "iteration": 2, "maximumAbsoluteError": 0.0034692883491516113, "meanAbsoluteError": 0.00032678959001962774, "name": "odd-edge-256", "passed": true, "scale": 4, "seconds": 0.18518304824829102, "size": 256 }, { "iteration": 0, "maximumAbsoluteError": 0.003957927227020264, "meanAbsoluteError": 0.0003351528053446725, "name": "odd-edge-384", "passed": true, "scale": 4, "seconds": 0.45548999309539795, "size": 384 }, { "iteration": 1, "maximumAbsoluteError": 0.003957927227020264, "meanAbsoluteError": 0.0003351528053446725, "name": "odd-edge-384", "passed": true, "scale": 4, "seconds": 0.43149495124816895, "size": 384 }, { "iteration": 2, "maximumAbsoluteError": 0.003957927227020264, "meanAbsoluteError": 0.0003351528053446725, "name": "odd-edge-384", "passed": true, "scale": 4, "seconds": 0.4311560392379761, "size": 384 } ], "passed": true, "peakPhysicalFootprintBytes": 74678896, "plan": { "evidence": "Core ML anticipated placement; not hardware counters", "preferredOperationCounts": { "ane": 1024, "unknown": 2765 }, "preferredOperators": { "const": { "unknown": 2765 }, "ios18.add": { "ane": 93 }, "ios18.concat": { "ane": 276 }, "ios18.conv": { "ane": 351 }, "ios18.leaky_relu": { "ane": 279 }, "ios18.mul": { "ane": 23 }, "upsample_nearest_neighbor": { "ane": 2 } } }, "scale": 4, "specialization": "default", "thermalStateAtEnd": 1, "thermalStateAtStart": 1, "units": "ane" }, "gpu": { "loadSeconds": 0.7497459650039673, "measurements": [ { "iteration": 0, "maximumAbsoluteError": 0.0028470754623413086, "meanAbsoluteError": 0.00021130902170111936, "name": "square-128", "passed": true, "scale": 4, "seconds": 0.44437897205352783, "size": 128 }, { "iteration": 1, "maximumAbsoluteError": 0.0028470754623413086, "meanAbsoluteError": 0.00021130902170111936, "name": "square-128", "passed": true, "scale": 4, "seconds": 0.2277289628982544, "size": 128 }, { "iteration": 2, "maximumAbsoluteError": 0.0028470754623413086, "meanAbsoluteError": 0.00021130902170111936, "name": "square-128", "passed": true, "scale": 4, "seconds": 0.22778701782226562, "size": 128 }, { "iteration": 0, "maximumAbsoluteError": 0.0026412010192871094, "meanAbsoluteError": 0.00020741075540955635, "name": "square-256", "passed": true, "scale": 4, "seconds": 1.0896300077438354, "size": 256 }, { "iteration": 1, "maximumAbsoluteError": 0.0026412010192871094, "meanAbsoluteError": 0.00020741075540955635, "name": "square-256", "passed": true, "scale": 4, "seconds": 0.9008289575576782, "size": 256 }, { "iteration": 2, "maximumAbsoluteError": 0.0026412010192871094, "meanAbsoluteError": 0.00020741075540955635, "name": "square-256", "passed": true, "scale": 4, "seconds": 0.8941650390625, "size": 256 }, { "iteration": 0, "maximumAbsoluteError": 0.0021552443504333496, "meanAbsoluteError": 0.0002081698612907227, "name": "square-384", "passed": true, "scale": 4, "seconds": 2.2573100328445435, "size": 384 }, { "iteration": 1, "maximumAbsoluteError": 0.0021552443504333496, "meanAbsoluteError": 0.0002081698612907227, "name": "square-384", "passed": true, "scale": 4, "seconds": 2.04013991355896, "size": 384 }, { "iteration": 2, "maximumAbsoluteError": 0.0021552443504333496, "meanAbsoluteError": 0.0002081698612907227, "name": "square-384", "passed": true, "scale": 4, "seconds": 2.031005024909973, "size": 384 }, { "iteration": 0, "maximumAbsoluteError": 0.0023830533027648926, "meanAbsoluteError": 0.0002081409357517111, "name": "landscape-128", "passed": true, "scale": 4, "seconds": 0.46238088607788086, "size": 128 }, { "iteration": 1, "maximumAbsoluteError": 0.0023830533027648926, "meanAbsoluteError": 0.0002081409357517111, "name": "landscape-128", "passed": true, "scale": 4, "seconds": 0.22783899307250977, "size": 128 }, { "iteration": 2, "maximumAbsoluteError": 0.0023830533027648926, "meanAbsoluteError": 0.0002081409357517111, "name": "landscape-128", "passed": true, "scale": 4, "seconds": 0.22480595111846924, "size": 128 }, { "iteration": 0, "maximumAbsoluteError": 0.002029210329055786, "meanAbsoluteError": 0.00020369605469299453, "name": "landscape-256", "passed": true, "scale": 4, "seconds": 1.075618028640747, "size": 256 }, { "iteration": 1, "maximumAbsoluteError": 0.002029210329055786, "meanAbsoluteError": 0.00020369605469299453, "name": "landscape-256", "passed": true, "scale": 4, "seconds": 0.8792020082473755, "size": 256 }, { "iteration": 2, "maximumAbsoluteError": 0.002029210329055786, "meanAbsoluteError": 0.00020369605469299453, "name": "landscape-256", "passed": true, "scale": 4, "seconds": 0.8783190250396729, "size": 256 }, { "iteration": 0, "maximumAbsoluteError": 0.0018781721591949463, "meanAbsoluteError": 0.00020251342660225564, "name": "landscape-384", "passed": true, "scale": 4, "seconds": 2.229322075843811, "size": 384 }, { "iteration": 1, "maximumAbsoluteError": 0.0018781721591949463, "meanAbsoluteError": 0.00020251342660225564, "name": "landscape-384", "passed": true, "scale": 4, "seconds": 1.984147071838379, "size": 384 }, { "iteration": 2, "maximumAbsoluteError": 0.0018781721591949463, "meanAbsoluteError": 0.00020251342660225564, "name": "landscape-384", "passed": true, "scale": 4, "seconds": 2.0519720315933228, "size": 384 }, { "iteration": 0, "maximumAbsoluteError": 0.007275581359863281, "meanAbsoluteError": 0.00021225688785448115, "name": "portrait-128", "passed": true, "scale": 4, "seconds": 0.4548989534378052, "size": 128 }, { "iteration": 1, "maximumAbsoluteError": 0.007275581359863281, "meanAbsoluteError": 0.00021225688785448115, "name": "portrait-128", "passed": true, "scale": 4, "seconds": 0.2240990400314331, "size": 128 }, { "iteration": 2, "maximumAbsoluteError": 0.007275581359863281, "meanAbsoluteError": 0.00021225688785448115, "name": "portrait-128", "passed": true, "scale": 4, "seconds": 0.22669410705566406, "size": 128 }, { "iteration": 0, "maximumAbsoluteError": 0.005309760570526123, "meanAbsoluteError": 0.00020909081527820255, "name": "portrait-256", "passed": true, "scale": 4, "seconds": 1.1120960712432861, "size": 256 }, { "iteration": 1, "maximumAbsoluteError": 0.005309760570526123, "meanAbsoluteError": 0.00020909081527820255, "name": "portrait-256", "passed": true, "scale": 4, "seconds": 0.8823089599609375, "size": 256 }, { "iteration": 2, "maximumAbsoluteError": 0.005309760570526123, "meanAbsoluteError": 0.00020909081527820255, "name": "portrait-256", "passed": true, "scale": 4, "seconds": 0.8954819440841675, "size": 256 }, { "iteration": 0, "maximumAbsoluteError": 0.0062811970710754395, "meanAbsoluteError": 0.00021567626662922707, "name": "portrait-384", "passed": true, "scale": 4, "seconds": 2.2670589685440063, "size": 384 }, { "iteration": 1, "maximumAbsoluteError": 0.0062811970710754395, "meanAbsoluteError": 0.00021567626662922707, "name": "portrait-384", "passed": true, "scale": 4, "seconds": 2.3079949617385864, "size": 384 }, { "iteration": 2, "maximumAbsoluteError": 0.0062811970710754395, "meanAbsoluteError": 0.00021567626662922707, "name": "portrait-384", "passed": true, "scale": 4, "seconds": 2.659132957458496, "size": 384 }, { "iteration": 0, "maximumAbsoluteError": 7.708277553319931e-05, "meanAbsoluteError": 8.061078309159106e-06, "name": "singleton-128", "passed": true, "scale": 4, "seconds": 0.4907839298248291, "size": 128 }, { "iteration": 1, "maximumAbsoluteError": 7.708277553319931e-05, "meanAbsoluteError": 8.061078309159106e-06, "name": "singleton-128", "passed": true, "scale": 4, "seconds": 0.3186659812927246, "size": 128 }, { "iteration": 2, "maximumAbsoluteError": 7.708277553319931e-05, "meanAbsoluteError": 8.061078309159106e-06, "name": "singleton-128", "passed": true, "scale": 4, "seconds": 0.34190595149993896, "size": 128 }, { "iteration": 0, "maximumAbsoluteError": 9.61916521191597e-05, "meanAbsoluteError": 8.964183507487178e-06, "name": "singleton-256", "passed": true, "scale": 4, "seconds": 1.66982102394104, "size": 256 }, { "iteration": 1, "maximumAbsoluteError": 9.61916521191597e-05, "meanAbsoluteError": 8.964183507487178e-06, "name": "singleton-256", "passed": true, "scale": 4, "seconds": 1.565424919128418, "size": 256 }, { "iteration": 2, "maximumAbsoluteError": 9.61916521191597e-05, "meanAbsoluteError": 8.964183507487178e-06, "name": "singleton-256", "passed": true, "scale": 4, "seconds": 1.2030229568481445, "size": 256 }, { "iteration": 0, "maximumAbsoluteError": 8.855108171701431e-05, "meanAbsoluteError": 8.120835142714592e-06, "name": "singleton-384", "passed": true, "scale": 4, "seconds": 2.7055280208587646, "size": 384 }, { "iteration": 1, "maximumAbsoluteError": 8.855108171701431e-05, "meanAbsoluteError": 8.120835142714592e-06, "name": "singleton-384", "passed": true, "scale": 4, "seconds": 2.9802390336990356, "size": 384 }, { "iteration": 2, "maximumAbsoluteError": 8.855108171701431e-05, "meanAbsoluteError": 8.120835142714592e-06, "name": "singleton-384", "passed": true, "scale": 4, "seconds": 2.9269579648971558, "size": 384 }, { "iteration": 0, "maximumAbsoluteError": 0.0014396309852600098, "meanAbsoluteError": 0.00020566934289916724, "name": "odd-edge-128", "passed": true, "scale": 4, "seconds": 0.46207094192504883, "size": 128 }, { "iteration": 1, "maximumAbsoluteError": 0.0014396309852600098, "meanAbsoluteError": 0.00020566934289916724, "name": "odd-edge-128", "passed": true, "scale": 4, "seconds": 0.32944798469543457, "size": 128 }, { "iteration": 2, "maximumAbsoluteError": 0.0014396309852600098, "meanAbsoluteError": 0.00020566934289916724, "name": "odd-edge-128", "passed": true, "scale": 4, "seconds": 0.3821899890899658, "size": 128 }, { "iteration": 0, "maximumAbsoluteError": 0.0015395283699035645, "meanAbsoluteError": 0.00020063494132600967, "name": "odd-edge-256", "passed": true, "scale": 4, "seconds": 1.6139370203018188, "size": 256 }, { "iteration": 1, "maximumAbsoluteError": 0.0015395283699035645, "meanAbsoluteError": 0.00020063494132600967, "name": "odd-edge-256", "passed": true, "scale": 4, "seconds": 1.4020339250564575, "size": 256 }, { "iteration": 2, "maximumAbsoluteError": 0.0015395283699035645, "meanAbsoluteError": 0.00020063494132600967, "name": "odd-edge-256", "passed": true, "scale": 4, "seconds": 1.7112540006637573, "size": 256 }, { "iteration": 0, "maximumAbsoluteError": 0.0016461014747619629, "meanAbsoluteError": 0.000201426064947116, "name": "odd-edge-384", "passed": true, "scale": 4, "seconds": 4.3788979053497314, "size": 384 }, { "iteration": 1, "maximumAbsoluteError": 0.0016461014747619629, "meanAbsoluteError": 0.000201426064947116, "name": "odd-edge-384", "passed": true, "scale": 4, "seconds": 3.5106470584869385, "size": 384 }, { "iteration": 2, "maximumAbsoluteError": 0.0016461014747619629, "meanAbsoluteError": 0.000201426064947116, "name": "odd-edge-384", "passed": true, "scale": 4, "seconds": 3.779741048812866, "size": 384 } ], "passed": true, "peakPhysicalFootprintBytes": 960758624, "plan": { "evidence": "Core ML anticipated placement; not hardware counters", "preferredOperationCounts": { "gpu": 1024, "unknown": 2765 }, "preferredOperators": { "const": { "unknown": 2765 }, "ios18.add": { "gpu": 93 }, "ios18.concat": { "gpu": 276 }, "ios18.conv": { "gpu": 351 }, "ios18.leaky_relu": { "gpu": 279 }, "ios18.mul": { "gpu": 23 }, "upsample_nearest_neighbor": { "gpu": 2 } } }, "scale": 4, "specialization": "default", "thermalStateAtEnd": 1, "thermalStateAtStart": 1, "units": "gpu" }, "fast": { "loadSeconds": 22.418304920196533, "measurements": [ { "iteration": 0, "maximumAbsoluteError": 0.003606349229812622, "meanAbsoluteError": 0.0003319570246465749, "name": "square-128", "passed": true, "scale": 4, "seconds": 0.06902599334716797, "size": 128 }, { "iteration": 1, "maximumAbsoluteError": 0.003606349229812622, "meanAbsoluteError": 0.0003319570246465749, "name": "square-128", "passed": true, "scale": 4, "seconds": 0.041857004165649414, "size": 128 }, { "iteration": 2, "maximumAbsoluteError": 0.003606349229812622, "meanAbsoluteError": 0.0003319570246465749, "name": "square-128", "passed": true, "scale": 4, "seconds": 0.0426410436630249, "size": 128 }, { "iteration": 0, "maximumAbsoluteError": 0.00483432412147522, "meanAbsoluteError": 0.00033235452944516646, "name": "square-256", "passed": true, "scale": 4, "seconds": 0.19519400596618652, "size": 256 }, { "iteration": 1, "maximumAbsoluteError": 0.00483432412147522, "meanAbsoluteError": 0.00033235452944516646, "name": "square-256", "passed": true, "scale": 4, "seconds": 0.1727670431137085, "size": 256 }, { "iteration": 2, "maximumAbsoluteError": 0.00483432412147522, "meanAbsoluteError": 0.00033235452944516646, "name": "square-256", "passed": true, "scale": 4, "seconds": 0.17894697189331055, "size": 256 }, { "iteration": 0, "maximumAbsoluteError": 0.004833728075027466, "meanAbsoluteError": 0.0003295535220239024, "name": "square-384", "passed": true, "scale": 4, "seconds": 0.4715430736541748, "size": 384 }, { "iteration": 1, "maximumAbsoluteError": 0.004833728075027466, "meanAbsoluteError": 0.0003295535220239024, "name": "square-384", "passed": true, "scale": 4, "seconds": 0.5416649580001831, "size": 384 }, { "iteration": 2, "maximumAbsoluteError": 0.004833728075027466, "meanAbsoluteError": 0.0003295535220239024, "name": "square-384", "passed": true, "scale": 4, "seconds": 0.6773459911346436, "size": 384 }, { "iteration": 0, "maximumAbsoluteError": 0.0035172104835510254, "meanAbsoluteError": 0.0003478806480890467, "name": "landscape-128", "passed": true, "scale": 4, "seconds": 0.11297905445098877, "size": 128 }, { "iteration": 1, "maximumAbsoluteError": 0.0035172104835510254, "meanAbsoluteError": 0.0003478806480890467, "name": "landscape-128", "passed": true, "scale": 4, "seconds": 0.07372796535491943, "size": 128 }, { "iteration": 2, "maximumAbsoluteError": 0.0035172104835510254, "meanAbsoluteError": 0.0003478806480890467, "name": "landscape-128", "passed": true, "scale": 4, "seconds": 0.07399201393127441, "size": 128 }, { "iteration": 0, "maximumAbsoluteError": 0.0032543838024139404, "meanAbsoluteError": 0.00034064005268180495, "name": "landscape-256", "passed": true, "scale": 4, "seconds": 0.3487839698791504, "size": 256 }, { "iteration": 1, "maximumAbsoluteError": 0.0032543838024139404, "meanAbsoluteError": 0.00034064005268180495, "name": "landscape-256", "passed": true, "scale": 4, "seconds": 0.29294800758361816, "size": 256 }, { "iteration": 2, "maximumAbsoluteError": 0.0032543838024139404, "meanAbsoluteError": 0.00034064005268180495, "name": "landscape-256", "passed": true, "scale": 4, "seconds": 0.2789109945297241, "size": 256 }, { "iteration": 0, "maximumAbsoluteError": 0.0035661160945892334, "meanAbsoluteError": 0.00033884268088182196, "name": "landscape-384", "passed": true, "scale": 4, "seconds": 0.6688859462738037, "size": 384 }, { "iteration": 1, "maximumAbsoluteError": 0.0035661160945892334, "meanAbsoluteError": 0.00033884268088182196, "name": "landscape-384", "passed": true, "scale": 4, "seconds": 0.5747630596160889, "size": 384 }, { "iteration": 2, "maximumAbsoluteError": 0.0035661160945892334, "meanAbsoluteError": 0.00033884268088182196, "name": "landscape-384", "passed": true, "scale": 4, "seconds": 0.5446820259094238, "size": 384 }, { "iteration": 0, "maximumAbsoluteError": 0.00599554181098938, "meanAbsoluteError": 0.0003188705720808267, "name": "portrait-128", "passed": true, "scale": 4, "seconds": 0.09881699085235596, "size": 128 }, { "iteration": 1, "maximumAbsoluteError": 0.00599554181098938, "meanAbsoluteError": 0.0003188705720808267, "name": "portrait-128", "passed": true, "scale": 4, "seconds": 0.05189704895019531, "size": 128 }, { "iteration": 2, "maximumAbsoluteError": 0.00599554181098938, "meanAbsoluteError": 0.0003188705720808267, "name": "portrait-128", "passed": true, "scale": 4, "seconds": 0.05286705493927002, "size": 128 }, { "iteration": 0, "maximumAbsoluteError": 0.006220638751983643, "meanAbsoluteError": 0.0003106731509200437, "name": "portrait-256", "passed": true, "scale": 4, "seconds": 0.24879002571105957, "size": 256 }, { "iteration": 1, "maximumAbsoluteError": 0.006220638751983643, "meanAbsoluteError": 0.0003106731509200437, "name": "portrait-256", "passed": true, "scale": 4, "seconds": 0.2320319414138794, "size": 256 }, { "iteration": 2, "maximumAbsoluteError": 0.006220638751983643, "meanAbsoluteError": 0.0003106731509200437, "name": "portrait-256", "passed": true, "scale": 4, "seconds": 0.23444104194641113, "size": 256 }, { "iteration": 0, "maximumAbsoluteError": 0.006004512310028076, "meanAbsoluteError": 0.0003154826848198201, "name": "portrait-384", "passed": true, "scale": 4, "seconds": 0.5304499864578247, "size": 384 }, { "iteration": 1, "maximumAbsoluteError": 0.006004512310028076, "meanAbsoluteError": 0.0003154826848198201, "name": "portrait-384", "passed": true, "scale": 4, "seconds": 0.6115880012512207, "size": 384 }, { "iteration": 2, "maximumAbsoluteError": 0.006004512310028076, "meanAbsoluteError": 0.0003154826848198201, "name": "portrait-384", "passed": true, "scale": 4, "seconds": 0.6390500068664551, "size": 384 }, { "iteration": 0, "maximumAbsoluteError": 0.00023509247694164515, "meanAbsoluteError": 3.306439733326746e-05, "name": "singleton-128", "passed": true, "scale": 4, "seconds": 0.11098802089691162, "size": 128 }, { "iteration": 1, "maximumAbsoluteError": 0.00023509247694164515, "meanAbsoluteError": 3.306439733326746e-05, "name": "singleton-128", "passed": true, "scale": 4, "seconds": 0.07191598415374756, "size": 128 }, { "iteration": 2, "maximumAbsoluteError": 0.00023509247694164515, "meanAbsoluteError": 3.306439733326746e-05, "name": "singleton-128", "passed": true, "scale": 4, "seconds": 0.07219910621643066, "size": 128 }, { "iteration": 0, "maximumAbsoluteError": 0.00021982943871989846, "meanAbsoluteError": 3.107230683478216e-05, "name": "singleton-256", "passed": true, "scale": 4, "seconds": 0.34731101989746094, "size": 256 }, { "iteration": 1, "maximumAbsoluteError": 0.00021982943871989846, "meanAbsoluteError": 3.107230683478216e-05, "name": "singleton-256", "passed": true, "scale": 4, "seconds": 0.30605602264404297, "size": 256 }, { "iteration": 2, "maximumAbsoluteError": 0.00021982943871989846, "meanAbsoluteError": 3.107230683478216e-05, "name": "singleton-256", "passed": true, "scale": 4, "seconds": 0.298753023147583, "size": 256 }, { "iteration": 0, "maximumAbsoluteError": 0.00029613112565129995, "meanAbsoluteError": 3.515763516285612e-05, "name": "singleton-384", "passed": true, "scale": 4, "seconds": 0.6196670532226562, "size": 384 }, { "iteration": 1, "maximumAbsoluteError": 0.00029613112565129995, "meanAbsoluteError": 3.515763516285612e-05, "name": "singleton-384", "passed": true, "scale": 4, "seconds": 0.5260450839996338, "size": 384 }, { "iteration": 2, "maximumAbsoluteError": 0.00029613112565129995, "meanAbsoluteError": 3.515763516285612e-05, "name": "singleton-384", "passed": true, "scale": 4, "seconds": 0.5377730131149292, "size": 384 }, { "iteration": 0, "maximumAbsoluteError": 0.003488779067993164, "meanAbsoluteError": 0.00033465437893099697, "name": "odd-edge-128", "passed": true, "scale": 4, "seconds": 0.0974879264831543, "size": 128 }, { "iteration": 1, "maximumAbsoluteError": 0.003488779067993164, "meanAbsoluteError": 0.00033465437893099697, "name": "odd-edge-128", "passed": true, "scale": 4, "seconds": 0.05765700340270996, "size": 128 }, { "iteration": 2, "maximumAbsoluteError": 0.003488779067993164, "meanAbsoluteError": 0.00033465437893099697, "name": "odd-edge-128", "passed": true, "scale": 4, "seconds": 0.06398296356201172, "size": 128 }, { "iteration": 0, "maximumAbsoluteError": 0.0034692883491516113, "meanAbsoluteError": 0.00032678959001962774, "name": "odd-edge-256", "passed": true, "scale": 4, "seconds": 0.2679060697555542, "size": 256 }, { "iteration": 1, "maximumAbsoluteError": 0.0034692883491516113, "meanAbsoluteError": 0.00032678959001962774, "name": "odd-edge-256", "passed": true, "scale": 4, "seconds": 0.2344430685043335, "size": 256 }, { "iteration": 2, "maximumAbsoluteError": 0.0034692883491516113, "meanAbsoluteError": 0.00032678959001962774, "name": "odd-edge-256", "passed": true, "scale": 4, "seconds": 0.25378501415252686, "size": 256 }, { "iteration": 0, "maximumAbsoluteError": 0.003957927227020264, "meanAbsoluteError": 0.0003351528053446725, "name": "odd-edge-384", "passed": true, "scale": 4, "seconds": 0.6085131168365479, "size": 384 }, { "iteration": 1, "maximumAbsoluteError": 0.003957927227020264, "meanAbsoluteError": 0.0003351528053446725, "name": "odd-edge-384", "passed": true, "scale": 4, "seconds": 0.5864189863204956, "size": 384 }, { "iteration": 2, "maximumAbsoluteError": 0.003957927227020264, "meanAbsoluteError": 0.0003351528053446725, "name": "odd-edge-384", "passed": true, "scale": 4, "seconds": 0.5826859474182129, "size": 384 } ], "passed": true, "peakPhysicalFootprintBytes": 79610480, "plan": { "evidence": "Core ML anticipated placement; not hardware counters", "preferredOperationCounts": { "ane": 1024, "unknown": 2765 }, "preferredOperators": { "const": { "unknown": 2765 }, "ios18.add": { "ane": 93 }, "ios18.concat": { "ane": 276 }, "ios18.conv": { "ane": 351 }, "ios18.leaky_relu": { "ane": 279 }, "ios18.mul": { "ane": 23 }, "upsample_nearest_neighbor": { "ane": 2 } } }, "scale": 4, "specialization": "fastPrediction", "thermalStateAtEnd": 1, "thermalStateAtStart": 1, "units": "all" } }, "hardwarePlacement": { "instrument": "Instruments Core ML template via xctrace", "hardware": "Apple M3", "scope": "128-square tensors, 100 validated x4 predictions", "anePredictionIntervals": 100, "anePredictionTotalNanoseconds": 6494837585, "evidence": "RealESRGAN_main_*_Op0_AneInference Prediction intervals in ane-hw-intervals-internal", "limitation": "Correlates native predictions with ANE activity; does not claim zero host CPU overhead or measure total ANE-service memory." }, "rejectedTilingCandidates": { "width": 321, "height": 65, "scale": 4, "tileSize": 128, "overlap": 0, "referenceSize": 384, "comparisons": [ { "halo": 0, "size": 128, "maximumAbsoluteError": 0.7644074559211731, "meanAbsoluteError": 0.010671141557395458, "passed": false }, { "halo": 64, "size": 256, "maximumAbsoluteError": 0.00488707423210144, "meanAbsoluteError": 2.2177906430442818e-05, "passed": false }, { "halo": 128, "size": 384, "maximumAbsoluteError": 0.0020276904106140137, "meanAbsoluteError": 5.589871761912946e-06, "passed": false } ] }, "limitations": [ "Measurements are from the recorded M3 fixtures; no further profiling was requested.", "Remote execution is genuine authenticated loopback, not a second-Mac LAN measurement.", "Photo output is bounded at 256 million pixels (at most 16,384px per side); AI output is not forensic evidence.", "Process footprint does not include all Core ML/ANE service memory." ], "integration": { "native": { "height": 260, "kind": "correctness only; no profiling", "maximumAbsoluteError": 0.006102025508880615, "meanAbsoluteError": 0.0010301799737444928, "passed": true, "width": 1284 }, "remote": { "passed": true, "results": [ { "height": 38, "pixelsIdentical": true, "transport": "authenticated encrypted loopback; real Core ML model on production server backend", "variant": "x2plus", "width": 66 }, { "height": 76, "pixelsIdentical": true, "transport": "authenticated encrypted loopback; real Core ML model on production server backend", "variant": "x4plus", "width": 132 } ] }, "context": { "width": 321, "height": 65, "scale": 4, "tileSize": 64, "halo": 160, "modelSize": 384, "referenceWidth": 512, "referenceHeight": 256, "maximumAbsoluteError": 4.0531158447265625e-06, "meanAbsoluteError": 3.5190967651033134e-07, "passed": true } } }