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rpi4b

Target information

Description Value
Number of instances 4
Number of app types 2
Number of engines 3

Target Instances

0000019c716353c48a919c2708c2e96740c0117e3b39e93019ec189e217f7302
rpi4b-0000-0000
0000019c716362ba976cf0240430d8609d2545907baf474a564f4d508e331fdf
0000019c71635d3019f6027236bbb385337cac91fb67191971047760add7d2ef

App Type: TYPE1

Test Failed Across Instances

Instance ort aidge tflite
0000019c716353c48a91… 1/22 20/22 1/23
rpi4b-0000-0000 1/22 - 1/23
0000019c716362ba976c… 1/22 - 1/23
0000019c71635d3019f6… 1/22 - 1/23

Inference Time Across Instances

Engine: ort

Inference Time: High variance in inference time across instances detected.
Instance efficientnet_b0_Opset16.onnx efficientnet-lite4-11-int8.onnx mobilenetv2-12-int8.onnx mobilenetv2-12.onnx mobilenetv3_large_100_miil_in21k_Opset17_timm.onnx resnet50-v1-12-int8.onnx dla60_res2net_Opset16.onnx resnet34_Opset16.onnx squeezenet1.0-12-int8.onnx mnist-12-int8.onnx mnist-7.onnx bvlcalexnet-12-int8.onnx tinyyolov2-8.onnx ssd_mobilenet_v1_12-int8.onnx ssd-12-int8.onnx st_movenet_lightning_heatmaps_192.onnx udnie-8.onnx pointilism-9.onnx candy-8.onnx arcfaceresnet100-11-int8.onnx age_googlenet.onnx keypoint_classifier.tflite
0000019c716353c48a91… 186.67 ms 106.50 ms 32.76 ms 94.01 ms 112.79 ms 182.94 ms 536.69 ms 439.00 ms 26.67 ms 0.58 ms 0.37 ms 56.86 ms 372.37 ms 269.09 ms 8240.75 ms 79.69 ms 996.39 ms 992.42 ms 1002.93 ms 698.83 ms 205.96 ms N/A
rpi4b-0000-0000 204.51 ms 109.11 ms 40.26 ms 99.65 ms 124.38 ms 193.50 ms 912.06 ms 434.17 ms 28.91 ms 0.56 ms 1.32 ms 60.29 ms 462.99 ms 279.19 ms 6864.23 ms 86.36 ms 1006.18 ms 1014.07 ms 987.71 ms 639.76 ms 214.58 ms N/A
0000019c716362ba976c… 194.58 ms 100.90 ms 35.41 ms 97.27 ms 118.16 ms 184.28 ms 536.72 ms 416.44 ms 26.43 ms 0.60 ms 0.83 ms 89.82 ms 382.18 ms 270.09 ms 6960.38 ms 84.58 ms 1007.85 ms 972.82 ms 964.49 ms 638.65 ms 209.02 ms N/A
0000019c71635d3019f6… 203.94 ms 109.99 ms 40.12 ms 103.68 ms 120.02 ms 193.09 ms 552.31 ms 629.14 ms 29.87 ms 0.55 ms 0.39 ms 62.03 ms 531.71 ms 281.39 ms 7165.81 ms 89.10 ms 1002.29 ms 1207.40 ms 1095.11 ms 650.04 ms 218.96 ms N/A

Engine: aidge

Inference Time: Inference time across instances.
Instance efficientnet_b0_Opset16.onnx efficientnet-lite4-11-int8.onnx mobilenetv2-12-int8.onnx mobilenetv2-12.onnx mobilenetv3_large_100_miil_in21k_Opset17_timm.onnx resnet50-v1-12-int8.onnx dla60_res2net_Opset16.onnx resnet34_Opset16.onnx squeezenet1.0-12-int8.onnx mnist-12-int8.onnx mnist-7.onnx bvlcalexnet-12-int8.onnx tinyyolov2-8.onnx ssd_mobilenet_v1_12-int8.onnx ssd-12-int8.onnx st_movenet_lightning_heatmaps_192.onnx udnie-8.onnx pointilism-9.onnx candy-8.onnx arcfaceresnet100-11-int8.onnx age_googlenet.onnx keypoint_classifier.tflite
0000019c716353c48a91… N/A N/A N/A N/A N/A N/A N/A N/A N/A N/A 4.38 ms N/A 3248.45 ms N/A N/A N/A N/A N/A N/A N/A N/A N/A

Engine: tflite

Inference Time: High variance in inference time across instances detected.
Instance keypoint_classifier.tflite st_efficientnet_lc_v1_128_tfs_int8.tflite fdmobilenet_0.25_128_tfs_int8.tflite st_fdmobilenet_v1_224_tfs_int8.tflite mobilenet_v1_0.5_224_tfs_int8.tflite mobilenet_v2_0.35_224_tl_int8.tflite resnet_v1_32_32_tfs_int8.tflite squeezenetv1.1_224_tfs_int8.tflite miniresnet_2stacks_64x50_tl_int8.tflite miniresnetv2_2stacks_64x50_tl_int8.tflite yamnet_256_64x96_tl_int8.tflite ssd_mobilenet_v2_fpnlite_100_416_int8.tflite st_yolo_lc_v1_256_int8.tflite tiny_yolo_v2_416_int8.tflite YOLOv5.tflite st_ssd_mobilenet_v1_025_256_int8.tflite movenet_singlepose_lightning_192_float.tflite movenet_singlepose_lightning_192_int8.tflite movenet_lightning_heatmaps_256_int8_pt.tflite movenet_singlepose_thunder_256_float.tflite deeplab_v3_mobilenetv2_05_16_512_asppv1_int8.tflite deeplab_v3_mobilenetv2_05_16_512_asppv1_int8_f32.tflite efficientnet_b0_Opset16.onnx
0000019c716353c48a91… 0.01 ms 24.13 ms 1.48 ms 5.45 ms 20.50 ms 19.73 ms 6.21 ms 21.87 ms 1.65 ms 3.17 ms 3.91 ms 196.54 ms 9.88 ms 252.93 ms 343.84 ms 15.76 ms 47.14 ms 43.95 ms 103.26 ms 177.28 ms 306.94 ms 297.18 ms N/A
rpi4b-0000-0000 0.01 ms 23.97 ms 1.60 ms 5.22 ms 20.31 ms 20.36 ms 5.87 ms 22.02 ms 1.67 ms 3.41 ms 4.13 ms 209.92 ms 10.48 ms 256.48 ms 367.19 ms 15.64 ms 53.87 ms 45.37 ms 108.86 ms 189.62 ms 319.41 ms 310.55 ms N/A
0000019c716362ba976c… 0.00 ms 23.81 ms 1.65 ms 5.51 ms 10.03 ms 6.81 ms 3.53 ms 16.04 ms 1.65 ms 2.88 ms 1.28 ms 206.09 ms 6.11 ms 172.93 ms 342.19 ms 15.39 ms 51.03 ms 22.87 ms 70.69 ms 174.87 ms 303.54 ms 304.22 ms N/A
0000019c71635d3019f6… 0.02 ms 23.29 ms 1.52 ms 5.79 ms 19.83 ms 20.24 ms 6.03 ms 21.60 ms 1.84 ms 3.08 ms 4.45 ms 202.96 ms 10.35 ms 267.63 ms 369.32 ms 15.98 ms 55.32 ms 45.64 ms 108.09 ms 188.59 ms 315.85 ms 309.51 ms N/A

App Type: TYPE2

Test Failed Across Instances

Instance tflite
0000019c716353c48a91… 0/1
rpi4b-0000-0000 0/1
0000019c716362ba976c… 0/1
0000019c71635d3019f6… 0/1

Inference Time Across Instances

Engine: tflite

Inference Time: Inference time across instances.
Instance st_efficientnet_lc_v1_128_tfs_int8.tflite
0000019c716353c48a91… 21.01 ms
rpi4b-0000-0000 21.00 ms
0000019c716362ba976c… 22.03 ms
0000019c71635d3019f6… 21.00 ms

Accuracy Across Instances

Engine: tflite

Accuracy: Accuracy across instances.
Instance st_efficientnet_lc_v1_128_tfs_int8.tflite
0000019c716353c48a91… 99.87 %
rpi4b-0000-0000 99.87 %
0000019c716362ba976c… 99.87 %
0000019c71635d3019f6… 99.87 %

Inference time across applications

st_efficientnet_lc_v1_128_tfs_int8.tflite

Instance TYPE1 tflite TYPE2 tflite
0000019c71635d3019f6… 24.13 ms 21.01 ms
0000019c71635d3019f6… 23.97 ms 21.00 ms
0000019c71635d3019f6… 23.81 ms 22.03 ms
0000019c71635d3019f6… 23.29 ms 21.00 ms