Upload keras_xla_benchmarks.csv

keras_xla_benchmarks.csv

@@ -0,0 +1,589 @@
+model_family,model_variant,resolution,xla,accelerator,flop (giga),params (million),throughput (samples/sec)
+MLP-Mixer,mixer_l16,224,True,a100,44.6,208.2,516.6
+MLP-Mixer,mixer_l16,224,False,a100,44.6,208.2,540.72
+MLP-Mixer,mixer_b32,224,True,a100,3.24,60.29,1539.56
+MLP-Mixer,mixer_b32,224,False,a100,3.24,60.29,879.1
+MLP-Mixer,mixer_b16,224,True,a100,12.62,59.88,1206.3
+MLP-Mixer,mixer_b16,224,False,a100,12.62,59.88,1196.34
+Swin,swin_s3_base_224,224,True,a100,13.76,71.13,432.46
+Swin,swin_s3_base_224,224,False,a100,13.76,71.13,31.67
+Swin,swin_s3_small_224,224,True,a100,9.49,49.74,610.85
+Swin,swin_s3_small_224,224,False,a100,9.49,49.74,41.2
+Swin,swin_s3_tiny_224,224,True,a100,4.66,28.33,1016.98
+Swin,swin_s3_tiny_224,224,False,a100,4.66,28.33,155.36
+Swin,swin_large_patch4_window7_224,224,True,a100,34.59,196.53,364.69
+Swin,swin_large_patch4_window7_224,224,False,a100,34.59,196.53,74.27
+Swin,swin_base_patch4_window7_224,224,True,a100,15.51,87.77,506.87
+Swin,swin_base_patch4_window7_224,224,False,a100,15.51,87.77,51.77
+Swin,swin_small_patch4_window7_224,224,True,a100,8.8,49.61,612.98
+Swin,swin_small_patch4_window7_224,224,False,a100,8.8,49.61,89.24
+Swin,swin_tiny_patch4_window7_224,224,True,a100,4.53,28.29,1022.69
+Swin,swin_tiny_patch4_window7_224,224,False,a100,4.53,28.29,156.95
+DeiT,deit_base_distilled_patch16_384,384,True,a100,55.84,87.63,298.84
+DeiT,deit_base_distilled_patch16_384,384,False,a100,55.84,87.63,116.22
+DeiT,deit_base_patch16_384,384,True,a100,55.73,86.86,297.58
+DeiT,deit_base_patch16_384,384,False,a100,55.73,86.86,106.13
+DeiT,deit_base_distilled_patch16_224,224,True,a100,17.71,87.34,813.19
+DeiT,deit_base_distilled_patch16_224,224,False,a100,17.71,87.34,170.72
+DeiT,deit_base_patch16_224,224,True,a100,17.61,86.57,802.79
+MLP-Mixer,mixer_l16,224,True,t4,44.6,208.2,32.22
+MLP-Mixer,mixer_l16,224,False,t4,44.6,208.2,33.68
+DeiT,deit_base_patch16_224,224,False,a100,17.61,86.57,174.54
+MLP-Mixer,mixer_b32,224,True,t4,3.24,60.29,334.84
+DeiT,deit_small_distilled_patch16_224,224,True,a100,4.65,22.44,1146.47
+MLP-Mixer,mixer_b32,224,False,t4,3.24,60.29,331.44
+MLP-Mixer,mixer_b16,224,True,t4,12.62,59.88,118.07
+DeiT,deit_small_distilled_patch16_224,224,False,a100,4.65,22.44,183.41
+MLP-Mixer,mixer_b16,224,False,t4,12.62,59.88,127.56
+DeiT,deit_small_patch16_224,224,True,a100,4.62,22.05,1163.27
+Swin,swin_s3_base_224,224,True,t4,13.76,71.13,81.23
+DeiT,deit_small_patch16_224,224,False,a100,4.62,22.05,193.17
+DeiT,deit_tiny_distilled_patch16_224,224,True,a100,1.27,5.91,1123.6
+Swin,swin_s3_base_224,224,False,t4,13.76,71.13,39.29
+DeiT,deit_tiny_distilled_patch16_224,224,False,a100,1.27,5.91,188.82
+DeiT,deit_tiny_patch16_224,224,True,a100,1.27,5.72,1133.35
+MLP-Mixer,mixer_l16,224,True,v100,44.6,208.2,124.47
+Swin,swin_s3_small_224,224,True,t4,9.49,49.74,109.95
+MLP-Mixer,mixer_l16,224,False,v100,44.6,208.2,122.68
+DeiT,deit_tiny_patch16_224,224,False,a100,1.27,5.72,192.04
+MLP-Mixer,mixer_b32,224,True,v100,3.24,60.29,990.69
+Swin,swin_s3_small_224,224,False,t4,9.49,49.74,54.71
+ViT,vit_r50_l32,224,True,a100,19.45,328.99,321.86
+MLP-Mixer,mixer_b32,224,False,v100,3.24,60.29,918.37
+MLP-Mixer,mixer_b16,224,True,v100,12.62,59.88,417.45
+ViT,vit_r50_l32,224,False,a100,19.45,328.99,330.06
+Swin,swin_s3_tiny_224,224,True,t4,4.66,28.33,216.88
+MLP-Mixer,mixer_b16,224,False,v100,12.62,59.88,424.35
+Swin,swin_s3_base_224,224,True,v100,13.76,71.13,235.34
+Swin,swin_s3_tiny_224,224,False,t4,4.66,28.33,100.71
+ViT,vit_r26_s32,224,True,a100,3.54,36.43,417.09
+ViT,vit_r26_s32,224,False,a100,3.54,36.43,721.36
+Swin,swin_large_patch4_window7_224,224,True,t4,34.59,196.53,42.07
+Swin,swin_s3_base_224,224,False,v100,13.76,71.13,52.64
+ViT,vit_l16,224,True,a100,59.7,304.33,320.37
+ViT,vit_l16,224,False,a100,59.7,304.33,320.94
+Swin,swin_large_patch4_window7_224,224,False,t4,34.59,196.53,28.16
+Swin,swin_s3_small_224,224,True,v100,9.49,49.74,320.19
+ViT,vit_b32,224,True,a100,4.37,88.22,658.82
+ViT,vit_b32,224,False,a100,4.37,88.22,1016.32
+Swin,swin_s3_small_224,224,False,v100,9.49,49.74,73.18
+ViT,vit_b16,224,True,a100,16.87,86.57,780.67
+Swin,swin_s3_tiny_224,224,True,v100,4.66,28.33,609.0
+ViT,vit_b16,224,False,a100,16.87,86.57,738.62
+Swin,swin_base_patch4_window7_224,224,True,t4,15.51,87.77,84.23
+ViT,vit_b8,224,True,a100,66.86,86.58,206.09
+Swin,swin_s3_tiny_224,224,False,v100,4.66,28.33,138.42
+Swin,swin_base_patch4_window7_224,224,False,t4,15.51,87.77,44.89
+ViT,vit_b8,224,False,a100,66.86,86.58,207.47
+Swin,swin_large_patch4_window7_224,224,True,v100,34.59,196.53,141.56
+ViT,vit_s16,224,True,a100,4.25,22.05,627.14
+Swin,swin_small_patch4_window7_224,224,True,t4,8.8,49.61,137.41
+ViT,vit_s16,224,False,a100,4.25,22.05,1055.06
+Swin,swin_large_patch4_window7_224,224,False,v100,34.59,196.53,52.94
+Swin,swin_small_patch4_window7_224,224,False,t4,8.8,49.61,58.72
+Swin,swin_tiny_patch4_window7_224,224,True,t4,4.53,28.29,233.29
+Swin,swin_tiny_patch4_window7_224,224,False,t4,4.53,28.29,102.79
+Swin,swin_base_patch4_window7_224,224,True,v100,15.51,87.77,261.62
+DeiT,deit_base_distilled_patch16_384,384,True,t4,55.84,87.63,26.05
+Swin,swin_base_patch4_window7_224,224,False,v100,15.51,87.77,67.88
+DeiT,deit_base_distilled_patch16_384,384,False,t4,55.84,87.63,21.22
+Swin,swin_small_patch4_window7_224,224,True,v100,8.8,49.61,386.31
+DeiT,deit_base_patch16_384,384,True,t4,55.73,86.86,26.3
+DeiT,deit_base_patch16_384,384,False,t4,55.73,86.86,21.04
+Swin,swin_small_patch4_window7_224,224,False,v100,8.8,49.61,77.32
+DeiT,deit_base_distilled_patch16_224,224,True,t4,17.71,87.34,85.93
+Swin,swin_tiny_patch4_window7_224,224,True,v100,4.53,28.29,680.97
+DeiT,deit_base_distilled_patch16_224,224,False,t4,17.71,87.34,64.94
+Swin,swin_tiny_patch4_window7_224,224,False,v100,4.53,28.29,137.94
+DeiT,deit_base_patch16_224,224,True,t4,17.61,86.57,84.11
+DeiT,deit_base_distilled_patch16_384,384,True,v100,55.84,87.63,92.43
+DeiT,deit_base_patch16_224,224,False,t4,17.61,86.57,64.82
+DeiT,deit_base_distilled_patch16_384,384,False,v100,55.84,87.63,56.0
+DeiT,deit_small_distilled_patch16_224,224,True,t4,4.65,22.44,275.41
+DeiT,deit_base_patch16_384,384,True,v100,55.73,86.86,91.76
+DeiT,deit_small_distilled_patch16_224,224,False,t4,4.65,22.44,136.06
+DeiT,deit_base_patch16_384,384,False,v100,55.73,86.86,56.25
+DeiT,deit_small_patch16_224,224,True,t4,4.62,22.05,289.19
+DeiT,deit_base_distilled_patch16_224,224,True,v100,17.71,87.34,287.25
+DeiT,deit_small_patch16_224,224,False,t4,4.62,22.05,139.59
+DeiT,deit_base_distilled_patch16_224,224,False,v100,17.71,87.34,114.89
+DeiT,deit_tiny_distilled_patch16_224,224,True,t4,1.27,5.91,738.04
+DeiT,deit_base_patch16_224,224,True,v100,17.61,86.57,288.84
+DeiT,deit_tiny_distilled_patch16_224,224,False,t4,1.27,5.91,153.24
+DeiT,deit_base_patch16_224,224,False,v100,17.61,86.57,119.82
+DeiT,deit_tiny_patch16_224,224,True,t4,1.27,5.72,684.25
+DeiT,deit_small_distilled_patch16_224,224,True,v100,4.65,22.44,757.96
+DeiT,deit_tiny_patch16_224,224,False,t4,1.27,5.72,174.48
+DeiT,deit_small_distilled_patch16_224,224,False,v100,4.65,22.44,169.08
+ViT,vit_r50_l32,224,True,t4,19.45,328.99,63.12
+DeiT,deit_small_patch16_224,224,True,v100,4.62,22.05,774.1
+ViT,vit_r50_l32,224,False,t4,19.45,328.99,62.91
+DeiT,deit_small_patch16_224,224,False,v100,4.62,22.05,150.93
+DeiT,deit_tiny_distilled_patch16_224,224,True,v100,1.27,5.91,1461.42
+ViT,vit_r26_s32,224,True,t4,3.54,36.43,281.99
+DeiT,deit_tiny_distilled_patch16_224,224,False,v100,1.27,5.91,184.85
+ViT,vit_r26_s32,224,False,t4,3.54,36.43,280.25
+DeiT,deit_tiny_patch16_224,224,True,v100,1.27,5.72,1525.58
+ViT,vit_l16,224,True,t4,59.7,304.33,24.82
+DeiT,deit_tiny_patch16_224,224,False,v100,1.27,5.72,177.62
+ViT,vit_l16,224,False,t4,59.7,304.33,22.16
+ViT,vit_r50_l32,224,True,v100,19.45,328.99,179.85
+ViT,vit_b32,224,True,t4,4.37,88.22,264.31
+ViT,vit_r50_l32,224,False,v100,19.45,328.99,179.81
+ViT,vit_b32,224,False,t4,4.37,88.22,256.35
+ViT,vit_r26_s32,224,True,v100,3.54,36.43,581.53
+ViT,vit_b16,224,True,t4,16.87,86.57,88.06
+ViT,vit_r26_s32,224,False,v100,3.54,36.43,579.74
+ViT,vit_b16,224,False,t4,16.87,86.57,83.17
+ViT,vit_l16,224,True,v100,59.7,304.33,87.32
+ViT,vit_b8,224,True,t4,66.86,86.58,17.98
+ViT,vit_l16,224,False,v100,59.7,304.33,85.95
+ViT,vit_b8,224,False,t4,66.86,86.58,18.27
+ViT,vit_b32,224,True,v100,4.37,88.22,664.38
+ViT,vit_s16,224,True,t4,4.25,22.05,290.38
+ViT,vit_b32,224,False,v100,4.37,88.22,679.37
+ViT,vit_s16,224,False,t4,4.25,22.05,296.44
+ViT,vit_b16,224,True,v100,16.87,86.57,283.67
+ViT,vit_b16,224,False,v100,16.87,86.57,282.77
+ViT,vit_b8,224,True,v100,66.86,86.58,64.59
+ViT,vit_b8,224,False,v100,66.86,86.58,63.72
+ViT,vit_s16,224,True,v100,4.25,22.05,757.37
+ViT,vit_s16,224,False,v100,4.25,22.05,760.34
+RetinaNet,retinanet_resnet50_pascalvoc,640,True,a100,72.82,35.6,266.45
+RetinaNet,retinanet_resnet50_pascalvoc,640,False,a100,72.82,35.6,34.93
+RetinaNet,retinanet_resnet50_pascalvoc,320,True,a100,18.22,35.6,577.33
+RetinaNet,retinanet_resnet50_pascalvoc,320,False,a100,18.22,35.6,35.18
+YOLOV8,yolo_v8_m_pascalvoc,640,True,a100,39.42,25.9,417.84
+YOLOV8,yolo_v8_m_pascalvoc,640,False,a100,39.42,25.9,22.91
+YOLOV8,yolo_v8_m_pascalvoc,320,True,a100,9.86,25.9,826.4
+YOLOV8,yolo_v8_m_pascalvoc,320,False,a100,9.86,25.9,23.54
+RetinaNet,retinanet_resnet50_pascalvoc,640,True,t4,72.82,35.6,30.87
+RetinaNet,retinanet_resnet50_pascalvoc,640,False,t4,72.82,35.6,25.66
+RetinaNet,retinanet_resnet50_pascalvoc,320,True,t4,18.22,35.6,94.41
+RetinaNet,retinanet_resnet50_pascalvoc,320,False,t4,18.22,35.6,38.68
+YOLOV8,yolo_v8_m_pascalvoc,640,True,t4,39.42,25.9,54.61
+YOLOV8,yolo_v8_m_pascalvoc,640,False,t4,39.42,25.9,24.28
+YOLOV8,yolo_v8_m_pascalvoc,320,True,t4,9.86,25.9,174.76
+YOLOV8,yolo_v8_m_pascalvoc,320,False,t4,9.86,25.9,25.33
+RetinaNet,retinanet_resnet50_pascalvoc,640,True,v100,72.82,35.6,92.71
+RetinaNet,retinanet_resnet50_pascalvoc,640,False,v100,72.82,35.6,36.94
+RetinaNet,retinanet_resnet50_pascalvoc,320,True,v100,18.22,35.6,241.34
+RetinaNet,retinanet_resnet50_pascalvoc,320,False,v100,18.22,35.6,37.31
+YOLOV8,yolo_v8_m_pascalvoc,640,True,v100,39.42,25.9,171.12
+YOLOV8,yolo_v8_m_pascalvoc,640,False,v100,39.42,25.9,22.7
+YOLOV8,yolo_v8_m_pascalvoc,320,True,v100,9.86,25.9,450.19
+YOLOV8,yolo_v8_m_pascalvoc,320,False,v100,9.86,25.9,23.23
+NASNet,nasnet_mobile,224,True,t4,0.57,5.33,375.47
+NASNet,nasnet_mobile,224,False,t4,0.57,5.33,11.82
+NASNet,nasnet_large,331,True,t4,23.84,88.95,42.37
+NASNet,nasnet_large,331,False,t4,23.84,88.95,8.79
+DenseNet,densenet_201,224,True,t4,4.29,20.24,184.93
+DenseNet,densenet_201,224,False,t4,4.29,20.24,15.4
+DenseNet,densenet_169,224,True,t4,3.36,14.31,245.06
+DenseNet,densenet_169,224,False,t4,3.36,14.31,17.94
+DenseNet,densenet_121,224,True,t4,2.84,8.06,336.17
+NASNet,nasnet_mobile,224,True,v100,0.57,5.33,499.33
+DenseNet,densenet_121,224,False,t4,2.84,8.06,25.06
+NASNet,nasnet_mobile,224,False,v100,0.57,5.33,11.71
+RegNet_Y,regnety_320,224,True,t4,12.22,145.21,43.9
+NASNet,nasnet_large,331,True,v100,23.84,88.95,104.47
+RegNet_Y,regnety_320,224,False,t4,12.22,145.21,32.09
+NASNet,nasnet_large,331,False,v100,23.84,88.95,8.57
+RegNet_Y,regnety_160,224,True,t4,5.58,83.71,82.35
+RegNet_Y,regnety_160,224,False,t4,5.58,83.71,35.63
+DenseNet,densenet_201,224,True,v100,4.29,20.24,324.86
+RegNet_Y,regnety_120,224,True,t4,3.76,51.92,110.57
+DenseNet,densenet_201,224,False,v100,4.29,20.24,15.29
+RegNet_Y,regnety_120,224,False,t4,3.76,51.92,33.4
+DenseNet,densenet_169,224,True,v100,3.36,14.31,423.32
+RegNet_Y,regnety_080,224,True,t4,3.2,39.27,156.21
+DenseNet,densenet_169,224,False,v100,3.36,14.31,18.08
+RegNet_Y,regnety_080,224,False,t4,3.2,39.27,37.13
+RegNet_Y,regnety_064,224,True,t4,1.98,30.67,168.84
+DenseNet,densenet_121,224,True,v100,2.84,8.06,605.04
+RegNet_Y,regnety_064,224,False,t4,1.98,30.67,26.46
+DenseNet,densenet_121,224,False,v100,2.84,8.06,25.47
+RegNet_Y,regnety_320,224,True,v100,12.22,145.21,114.23
+RegNet_Y,regnety_040,224,True,t4,1.22,20.71,280.37
+RegNet_Y,regnety_040,224,False,t4,1.22,20.71,29.69
+RegNet_Y,regnety_320,224,False,v100,12.22,145.21,32.19
+RegNet_Y,regnety_032,224,True,t4,1.39,19.5,288.77
+RegNet_Y,regnety_160,224,True,v100,5.58,83.71,190.65
+RegNet_Y,regnety_032,224,False,t4,1.39,19.5,30.27
+RegNet_Y,regnety_160,224,False,v100,5.58,83.71,35.27
+RegNet_Y,regnety_016,224,True,t4,0.1,3.18,1194.72
+RegNet_Y,regnety_120,224,True,v100,3.76,51.92,214.7
+RegNet_Y,regnety_016,224,False,t4,0.1,3.18,47.31
+RegNet_Y,regnety_120,224,False,v100,3.76,51.92,34.69
+RegNet_Y,regnety_008,224,True,t4,0.63,11.26,417.71
+RegNet_Y,regnety_080,224,True,v100,3.2,39.27,296.89
+RegNet_Y,regnety_008,224,False,t4,0.63,11.26,24.18
+RegNet_Y,regnety_080,224,False,v100,3.2,39.27,37.42
+RegNet_Y,regnety_006,224,True,t4,0.37,6.29,911.63
+RegNet_Y,regnety_064,224,True,v100,1.98,30.67,281.93
+RegNet_Y,regnety_006,224,False,t4,0.37,6.29,44.91
+RegNet_Y,regnety_064,224,False,v100,1.98,30.67,26.64
+RegNet_Y,regnety_004,224,True,t4,0.21,4.37,774.66
+RegNet_Y,regnety_040,224,True,v100,1.22,20.71,357.28
+RegNet_Y,regnety_004,224,False,t4,0.21,4.37,39.54
+RegNet_Y,regnety_040,224,False,v100,1.22,20.71,29.76
+RegNet_Y,regnety_002,224,True,t4,0.1,3.18,1279.11
+RegNet_Y,regnety_002,224,False,t4,0.1,3.18,47.39
+RegNet_Y,regnety_032,224,True,v100,1.39,19.5,394.22
+RegNet_Y,regnety_032,224,False,v100,1.39,19.5,31.32
+RegNet_X,regnetx_320,224,True,t4,9.51,107.97,46.55
+RegNet_Y,regnety_016,224,True,v100,0.1,3.18,1584.18
+RegNet_X,regnetx_320,224,False,t4,9.51,107.97,38.7
+RegNet_Y,regnety_016,224,False,v100,0.1,3.18,47.19
+RegNet_X,regnetx_160,224,True,t4,4.68,54.39,96.11
+RegNet_Y,regnety_008,224,True,v100,0.63,11.26,414.74
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