// test_qos_sweep.m — Does QoS affect frequency/latency? // Sweep QoS 0-63 on compile, load, eval of a working kernel. #import #import #import #import #import #import static mach_timebase_info_data_t g_tb; static double tb_ms(uint64_t t) { return (double)t * g_tb.numer / g_tb.denom / 1e6; } static IOSurfaceRef make_surface(size_t bytes) { return IOSurfaceCreate((__bridge CFDictionaryRef)@{ (id)kIOSurfaceWidth:@(bytes), (id)kIOSurfaceHeight:@1, (id)kIOSurfaceBytesPerElement:@1, (id)kIOSurfaceBytesPerRow:@(bytes), (id)kIOSurfaceAllocSize:@(bytes), (id)kIOSurfacePixelFormat:@0}); } int main() { @autoreleasepool { setbuf(stdout, NULL); mach_timebase_info(&g_tb); dlopen("/System/Library/PrivateFrameworks/AppleNeuralEngine.framework/AppleNeuralEngine", RTLD_NOW); Class g_D = NSClassFromString(@"_ANEInMemoryModelDescriptor"); Class g_I = NSClassFromString(@"_ANEInMemoryModel"); Class g_AR = NSClassFromString(@"_ANERequest"); Class g_AIO= NSClassFromString(@"_ANEIOSurfaceObject"); // 256x256 conv, spatial=64 for measurable latency int CH = 256, SP = 64; int ws = CH*CH*2, tot = 128+ws; uint8_t *blob = (uint8_t*)calloc(tot, 1); blob[0]=1; blob[4]=2; blob[64]=0xEF; blob[65]=0xBE; blob[66]=0xAD; blob[67]=0xDE; blob[68]=1; *(uint32_t*)(blob+72)=ws; *(uint32_t*)(blob+80)=128; _Float16 *wp = (_Float16*)(blob+128); for (int i = 0; i < CH*CH; i++) wp[i] = (_Float16)(0.01f * (i % 100 - 50)); NSData *wdata = [NSData dataWithBytesNoCopy:blob length:tot freeWhenDone:YES]; NSString *mil = [NSString stringWithFormat: @"program(1.3)\n" "[buildInfo = dict({{\"coremlc-component-MIL\", \"3510.2.1\"}, " "{\"coremlc-version\", \"3505.4.1\"}, {\"coremltools-component-milinternal\", \"\"}, " "{\"coremltools-version\", \"9.0\"}})]\n" "{\n" " func main(tensor x) {\n" " string pt = const()[name=string(\"pt\"), val=string(\"valid\")];\n" " tensor st = const()[name=string(\"st\"), val=tensor([1,1])];\n" " tensor pd = const()[name=string(\"pd\"), val=tensor([0,0,0,0])];\n" " tensor dl = const()[name=string(\"dl\"), val=tensor([1,1])];\n" " int32 gr = const()[name=string(\"gr\"), val=int32(1)];\n" " string to16 = const()[name=string(\"to16\"), val=string(\"fp16\")];\n" " tensor x16 = cast(dtype=to16,x=x)[name=string(\"cin\")];\n" " tensor W = const()[name=string(\"W\"), " "val=tensor(BLOBFILE(path=string(\"@model_path/weights/weight.bin\"), offset=uint64(64)))];\n" " tensor y16 = conv(dilations=dl,groups=gr,pad=pd,pad_type=pt,strides=st,weight=W,x=x16)" "[name=string(\"conv\")];\n" " string to32 = const()[name=string(\"to32\"), val=string(\"fp32\")];\n" " tensor y = cast(dtype=to32,x=y16)[name=string(\"cout\")];\n" " } -> (y);\n" "}\n", CH, SP, CH, SP, CH, CH, CH, CH, CH, SP, CH, SP]; NSDictionary *weights = @{@"@model_path/weights/weight.bin": @{@"offset":@0, @"data":wdata}}; NSData *milData = [mil dataUsingEncoding:NSUTF8StringEncoding]; NSFileManager *fm = [NSFileManager defaultManager]; printf("=== QoS Sweep: compile/load/eval with varying QoS ===\n"); printf("Kernel: %dx%d conv, spatial=%d (%.1f MFLOPS)\n", CH, CH, SP, 2.0*CH*CH*SP/1e6); printf("%4s %10s %10s %10s %10s %s\n", "QoS", "Compile", "Load", "Eval(1)", "Eval(avg10)", "Status"); unsigned int qos_values[] = {0, 1, 5, 10, 15, 17, 19, 21, 25, 31, 33, 40, 47, 50, 55, 60, 63}; int n_qos = sizeof(qos_values)/sizeof(qos_values[0]); for (int qi = 0; qi < n_qos; qi++) { unsigned int qos = qos_values[qi]; NSError *e = nil; // Make unique weights per iteration so hex differs _Float16 *wq = (_Float16*)(blob+128); wq[0] = (_Float16)(0.001f * qi); NSData *wdata_q = [NSData dataWithBytes:blob length:tot]; NSDictionary *weights_q = @{@"@model_path/weights/weight.bin": @{@"offset":@0, @"data":wdata_q}}; id desc = ((id(*)(Class,SEL,id,id,id))objc_msgSend)(g_D, @selector(modelWithMILText:weights:optionsPlist:), milData, weights_q, nil); id mdl = ((id(*)(Class,SEL,id))objc_msgSend)(g_I, @selector(inMemoryModelWithDescriptor:), desc); id hx = ((id(*)(id,SEL))objc_msgSend)(mdl, @selector(hexStringIdentifier)); NSString *td = [NSTemporaryDirectory() stringByAppendingPathComponent:hx]; [fm createDirectoryAtPath:[td stringByAppendingPathComponent:@"weights"] withIntermediateDirectories:YES attributes:nil error:nil]; [milData writeToFile:[td stringByAppendingPathComponent:@"model.mil"] atomically:YES]; [wdata_q writeToFile:[td stringByAppendingPathComponent:@"weights/weight.bin"] atomically:YES]; uint64_t t0 = mach_absolute_time(); BOOL cok = ((BOOL(*)(id,SEL,unsigned int,id,NSError**))objc_msgSend)( mdl, @selector(compileWithQoS:options:error:), qos, @{}, &e); double cms = tb_ms(mach_absolute_time() - t0); if (!cok) { printf("%4u %10s %10s %10s %10s COMPILE_FAIL\n", qos, "-", "-", "-", "-"); [fm removeItemAtPath:td error:nil]; continue; } t0 = mach_absolute_time(); BOOL lok = ((BOOL(*)(id,SEL,unsigned int,id,NSError**))objc_msgSend)( mdl, @selector(loadWithQoS:options:error:), qos, @{}, &e); double lms = tb_ms(mach_absolute_time() - t0); if (!lok) { printf("%4u %8.1fms %10s %10s %10s LOAD_FAIL\n", qos, cms, "-", "-", "-"); ((BOOL(*)(id,SEL,unsigned int,NSError**))objc_msgSend)(mdl, @selector(unloadWithQoS:error:), 21, &e); [fm removeItemAtPath:td error:nil]; continue; } int ioBytes = CH * SP * 4; IOSurfaceRef ioIn = make_surface(ioBytes); IOSurfaceRef ioOut = make_surface(ioBytes); id wI = ((id(*)(Class,SEL,IOSurfaceRef))objc_msgSend)(g_AIO, @selector(objectWithIOSurface:), ioIn); id wO = ((id(*)(Class,SEL,IOSurfaceRef))objc_msgSend)(g_AIO, @selector(objectWithIOSurface:), ioOut); id req = ((id(*)(Class,SEL,id,id,id,id,id,id,id))objc_msgSend)(g_AR, @selector(requestWithInputs:inputIndices:outputs:outputIndices:weightsBuffer:perfStats:procedureIndex:), @[wI], @[@0], @[wO], @[@0], nil, nil, @0); IOSurfaceLock(ioIn, 0, NULL); float *inp = (float*)IOSurfaceGetBaseAddress(ioIn); for (int i = 0; i < CH*SP; i++) inp[i] = 0.5f; IOSurfaceUnlock(ioIn, 0, NULL); t0 = mach_absolute_time(); BOOL eok = ((BOOL(*)(id,SEL,unsigned int,id,id,NSError**))objc_msgSend)( mdl, @selector(evaluateWithQoS:options:request:error:), qos, @{}, req, &e); double ems1 = tb_ms(mach_absolute_time() - t0); if (!eok) { printf("%4u %8.1fms %8.1fms %10s %10s EVAL_FAIL\n", qos, cms, lms, "-", "-"); } else { t0 = mach_absolute_time(); for (int i = 0; i < 10; i++) { ((BOOL(*)(id,SEL,unsigned int,id,id,NSError**))objc_msgSend)( mdl, @selector(evaluateWithQoS:options:request:error:), qos, @{}, req, &e); } double ems_avg = tb_ms(mach_absolute_time() - t0) / 10.0; printf("%4u %8.1fms %8.1fms %8.2fms %8.2fms OK\n", qos, cms, lms, ems1, ems_avg); } ((BOOL(*)(id,SEL,unsigned int,NSError**))objc_msgSend)(mdl, @selector(unloadWithQoS:error:), 21, &e); CFRelease(ioIn); CFRelease(ioOut); [fm removeItemAtPath:td error:nil]; } printf("\nDone.\n"); } return 0; }