123746 - rpi4b tflite
Summary: Pipeline succeeded and valid report was generated.
Model Details
- model name : mobilenet_v1_0.5_224_tfs_int8.tflite
- model url : Download here
Logs Details
user.log
[33mWarning: Permanently added '192.168.2.41' (ED25519) to the list of known hosts. [0m
Run command : benchmark_model --graph=mobilenet_v1_0.5_224_tfs_int8.tflite --num_threads=4 --enable_op_profiling=true --report_peak_memory_footprint=true --profiling_output_csv_file=log.csv --op_profiling_output_mode=csv
[33mINFO: Created TensorFlow Lite XNNPACK delegate for CPU. [0m
End of command : benchmark_modelerror.log
Report Details
report.json
{
"GFLOPs": null,
"accuracy": null,
"ambiant_temperature": null,
"benchmark_type": "TYPE1",
"date": "2026-04-14T22:14:08.",
"energy_efficiency": null,
"flash_size": 30700687360,
"flash_usage": 0.0032645783732706624,
"inference_engine": "tflite",
"inference_latency": {
"latency_per_layers": [
{
"layer_name": " [tfl.quantize]:0",
"max": 227.83999999999997,
"mean": 227.83999999999997,
"min": 227.83999999999997,
"std": 0.0
},
{
"layer_name": " [mobilenet_v1_alpha_0.5/re_lu/Relu6;mobilenet_v1_alpha_0.5/batch_normalization/FusedBatchNormV3;mobilenet_v1_alpha_0.5/conv_dw_1/depthwise;mobilenet_v1_alpha_0.5/conv2d/Conv2D]:1",
"max": 2558.2400000000002,
"mean": 2558.2400000000002,
"min": 2558.2400000000002,
"std": 0.0
},
{
"layer_name": " [mobilenet_v1_alpha_0.5/conv_dw_1_relu/Relu6;mobilenet_v1_alpha_0.5/conv_dw_1_bn/FusedBatchNormV3;mobilenet_v1_alpha_0.5/conv_dw_1/depthwise]:2",
"max": 213.98,
"mean": 213.98,
"min": 213.98,
"std": 0.0
},
{
"layer_name": " [mobilenet_v1_alpha_0.5/conv_pw_1_relu/Relu6;mobilenet_v1_alpha_0.5/conv_pw_1_bn/FusedBatchNormV3;mobilenet_v1_alpha_0.5/conv_dw_2/depthwise;mobilenet_v1_alpha_0.5/conv_pw_1/Conv2D]:3",
"max": 867.12,
"mean": 867.12,
"min": 867.12,
"std": 0.0
},
{
"layer_name": " [mobilenet_v1_alpha_0.5/zero_padding2d/Pad]:4",
"max": 1876.72,
"mean": 1876.72,
"min": 1876.72,
"std": 0.0
},
{
"layer_name": " [mobilenet_v1_alpha_0.5/conv_dw_2_relu/Relu6;mobilenet_v1_alpha_0.5/conv_dw_2_bn/FusedBatchNormV3;mobilenet_v1_alpha_0.5/conv_dw_2/depthwise]:5",
"max": 271.3,
"mean": 271.3,
"min": 271.3,
"std": 0.0
},
{
"layer_name": " [mobilenet_v1_alpha_0.5/conv_pw_2_relu/Relu6;mobilenet_v1_alpha_0.5/conv_pw_2_bn/FusedBatchNormV3;mobilenet_v1_alpha_0.5/conv_dw_4/depthwise;mobilenet_v1_alpha_0.5/conv_pw_2/Conv2D]:6",
"max": 1168.24,
"mean": 1168.24,
"min": 1168.24,
"std": 0.0
},
{
"layer_name": " [mobilenet_v1_alpha_0.5/conv_dw_3_relu/Relu6;mobilenet_v1_alpha_0.5/conv_dw_3_bn/FusedBatchNormV3;mobilenet_v1_alpha_0.5/conv_dw_3/depthwise;mobilenet_v1_alpha_0.5/conv_dw_4/depthwise]:7",
"max": 805.74,
"mean": 805.74,
"min": 805.74,
"std": 0.0
},
{
"layer_name": " [mobilenet_v1_alpha_0.5/conv_pw_3_relu/Relu6;mobilenet_v1_alpha_0.5/conv_pw_3_bn/FusedBatchNormV3;mobilenet_v1_alpha_0.5/conv_dw_4/depthwise;mobilenet_v1_alpha_0.5/conv_pw_3/Conv2D]:8",
"max": 925.16,
"mean": 925.16,
"min": 925.16,
"std": 0.0
},
{
"layer_name": " [mobilenet_v1_alpha_0.5/zero_padding2d_1/Pad]:9",
"max": 990.22,
"mean": 990.22,
"min": 990.22,
"std": 0.0
},
{
"layer_name": " [mobilenet_v1_alpha_0.5/conv_dw_4_relu/Relu6;mobilenet_v1_alpha_0.5/conv_dw_4_bn/FusedBatchNormV3;mobilenet_v1_alpha_0.5/conv_dw_4/depthwise]:10",
"max": 550.12,
"mean": 550.12,
"min": 550.12,
"std": 0.0
},
{
"layer_name": " [mobilenet_v1_alpha_0.5/conv_pw_4_relu/Relu6;mobilenet_v1_alpha_0.5/conv_pw_4_bn/FusedBatchNormV3;mobilenet_v1_alpha_0.5/conv_dw_6/depthwise;mobilenet_v1_alpha_0.5/conv_pw_4/Conv2D]:11",
"max": 475.08,
"mean": 475.08,
"min": 475.08,
"std": 0.0
},
{
"layer_name": " [mobilenet_v1_alpha_0.5/conv_dw_5_relu/Relu6;mobilenet_v1_alpha_0.5/conv_dw_5_bn/FusedBatchNormV3;mobilenet_v1_alpha_0.5/conv_dw_5/depthwise;mobilenet_v1_alpha_0.5/conv_dw_6/depthwise]:12",
"max": 237.02,
"mean": 237.02,
"min": 237.02,
"std": 0.0
},
{
"layer_name": " [mobilenet_v1_alpha_0.5/conv_pw_5_relu/Relu6;mobilenet_v1_alpha_0.5/conv_pw_5_bn/FusedBatchNormV3;mobilenet_v1_alpha_0.5/conv_dw_6/depthwise;mobilenet_v1_alpha_0.5/conv_pw_5/Conv2D]:13",
"max": 642.9,
"mean": 642.9,
"min": 642.9,
"std": 0.0
},
{
"layer_name": " [mobilenet_v1_alpha_0.5/zero_padding2d_2/Pad]:14",
"max": 430.38,
"mean": 430.38,
"min": 430.38,
"std": 0.0
},
{
"layer_name": " [mobilenet_v1_alpha_0.5/conv_dw_6_relu/Relu6;mobilenet_v1_alpha_0.5/conv_dw_6_bn/FusedBatchNormV3;mobilenet_v1_alpha_0.5/conv_dw_6/depthwise]:15",
"max": 162.44,
"mean": 162.44,
"min": 162.44,
"std": 0.0
},
{
"layer_name": " [mobilenet_v1_alpha_0.5/conv_pw_6_relu/Relu6;mobilenet_v1_alpha_0.5/conv_pw_6_bn/FusedBatchNormV3;mobilenet_v1_alpha_0.5/conv_dw_12/depthwise;mobilenet_v1_alpha_0.5/conv_pw_6/Conv2D]:16",
"max": 600.14,
"mean": 600.14,
"min": 600.14,
"std": 0.0
},
{
"layer_name": " [mobilenet_v1_alpha_0.5/conv_dw_7_relu/Relu6;mobilenet_v1_alpha_0.5/conv_dw_7_bn/FusedBatchNormV3;mobilenet_v1_alpha_0.5/conv_dw_7/depthwise;mobilenet_v1_alpha_0.5/conv_dw_12/depthwise]:17",
"max": 146.2,
"mean": 146.2,
"min": 146.2,
"std": 0.0
},
{
"layer_name": " [mobilenet_v1_alpha_0.5/conv_pw_7_relu/Relu6;mobilenet_v1_alpha_0.5/conv_pw_7_bn/FusedBatchNormV3;mobilenet_v1_alpha_0.5/conv_dw_12/depthwise;mobilenet_v1_alpha_0.5/conv_pw_7/Conv2D]:18",
"max": 1040.78,
"mean": 1040.78,
"min": 1040.78,
"std": 0.0
},
{
"layer_name": " [mobilenet_v1_alpha_0.5/conv_dw_8_relu/Relu6;mobilenet_v1_alpha_0.5/conv_dw_8_bn/FusedBatchNormV3;mobilenet_v1_alpha_0.5/conv_dw_8/depthwise;mobilenet_v1_alpha_0.5/conv_dw_12/depthwise]:19",
"max": 134.83999999999997,
"mean": 134.83999999999997,
"min": 134.83999999999997,
"std": 0.0
},
{
"layer_name": " [mobilenet_v1_alpha_0.5/conv_pw_8_relu/Relu6;mobilenet_v1_alpha_0.5/conv_pw_8_bn/FusedBatchNormV3;mobilenet_v1_alpha_0.5/conv_dw_12/depthwise;mobilenet_v1_alpha_0.5/conv_pw_8/Conv2D]:20",
"max": 664.6600000000001,
"mean": 664.6600000000001,
"min": 664.6600000000001,
"std": 0.0
},
{
"layer_name": " [mobilenet_v1_alpha_0.5/conv_dw_9_relu/Relu6;mobilenet_v1_alpha_0.5/conv_dw_9_bn/FusedBatchNormV3;mobilenet_v1_alpha_0.5/conv_dw_9/depthwise;mobilenet_v1_alpha_0.5/conv_dw_12/depthwise]:21",
"max": 105.98,
"mean": 105.98,
"min": 105.98,
"std": 0.0
},
{
"layer_name": " [mobilenet_v1_alpha_0.5/conv_pw_9_relu/Relu6;mobilenet_v1_alpha_0.5/conv_pw_9_bn/FusedBatchNormV3;mobilenet_v1_alpha_0.5/conv_dw_12/depthwise;mobilenet_v1_alpha_0.5/conv_pw_9/Conv2D]:22",
"max": 808.4,
"mean": 808.4,
"min": 808.4,
"std": 0.0
},
{
"layer_name": " [mobilenet_v1_alpha_0.5/conv_dw_10_relu/Relu6;mobilenet_v1_alpha_0.5/conv_dw_10_bn/FusedBatchNormV3;mobilenet_v1_alpha_0.5/conv_dw_10/depthwise;mobilenet_v1_alpha_0.5/conv_dw_12/depthwise]:23",
"max": 127.96,
"mean": 127.96,
"min": 127.96,
"std": 0.0
},
{
"layer_name": " [mobilenet_v1_alpha_0.5/conv_pw_10_relu/Relu6;mobilenet_v1_alpha_0.5/conv_pw_10_bn/FusedBatchNormV3;mobilenet_v1_alpha_0.5/conv_dw_12/depthwise;mobilenet_v1_alpha_0.5/conv_pw_10/Conv2D]:24",
"max": 409.54,
"mean": 409.54,
"min": 409.54,
"std": 0.0
},
{
"layer_name": " [mobilenet_v1_alpha_0.5/conv_dw_11_relu/Relu6;mobilenet_v1_alpha_0.5/conv_dw_11_bn/FusedBatchNormV3;mobilenet_v1_alpha_0.5/conv_dw_11/depthwise;mobilenet_v1_alpha_0.5/conv_dw_12/depthwise]:25",
"max": 183.7,
"mean": 183.7,
"min": 183.7,
"std": 0.0
},
{
"layer_name": " [mobilenet_v1_alpha_0.5/conv_pw_11_relu/Relu6;mobilenet_v1_alpha_0.5/conv_pw_11_bn/FusedBatchNormV3;mobilenet_v1_alpha_0.5/conv_dw_12/depthwise;mobilenet_v1_alpha_0.5/conv_pw_11/Conv2D]:26",
"max": 610.9,
"mean": 610.9,
"min": 610.9,
"std": 0.0
},
{
"layer_name": " [mobilenet_v1_alpha_0.5/zero_padding2d_3/Pad]:27",
"max": 243.76,
"mean": 243.76,
"min": 243.76,
"std": 0.0
},
{
"layer_name": " [mobilenet_v1_alpha_0.5/conv_dw_12_relu/Relu6;mobilenet_v1_alpha_0.5/conv_dw_12_bn/FusedBatchNormV3;mobilenet_v1_alpha_0.5/conv_dw_12/depthwise]:28",
"max": 119.48,
"mean": 119.48,
"min": 119.48,
"std": 0.0
},
{
"layer_name": " [mobilenet_v1_alpha_0.5/conv_pw_12_relu/Relu6;mobilenet_v1_alpha_0.5/conv_pw_12_bn/FusedBatchNormV3;mobilenet_v1_alpha_0.5/conv_pw_13/Conv2D;mobilenet_v1_alpha_0.5/conv_pw_12/Conv2D]:29",
"max": 378.22,
"mean": 378.22,
"min": 378.22,
"std": 0.0
},
{
"layer_name": " [mobilenet_v1_alpha_0.5/conv_dw_13_relu/Relu6;mobilenet_v1_alpha_0.5/conv_dw_13_bn/FusedBatchNormV3;mobilenet_v1_alpha_0.5/conv_dw_13/depthwise;mobilenet_v1_alpha_0.5/conv_pw_13/Conv2D]:30",
"max": 79.3,
"mean": 79.3,
"min": 79.3,
"std": 0.0
},
{
"layer_name": " [mobilenet_v1_alpha_0.5/conv_pw_13_relu/Relu6;mobilenet_v1_alpha_0.5/conv_pw_13_bn/FusedBatchNormV3;mobilenet_v1_alpha_0.5/conv_pw_13/Conv2D]:31",
"max": 735.42,
"mean": 735.42,
"min": 735.42,
"std": 0.0
},
{
"layer_name": " [mobilenet_v1_alpha_0.5/global_average_pooling2d/Mean]:32",
"max": 1489.08,
"mean": 1489.08,
"min": 1489.08,
"std": 0.0
},
{
"layer_name": " [mobilenet_v1_alpha_0.5/dense/MatMul;mobilenet_v1_alpha_0.5/dense/BiasAdd]:33",
"max": 21.38,
"mean": 21.38,
"min": 21.38,
"std": 0.0
},
{
"layer_name": " [StatefulPartitionedCall:01]:34",
"max": 3.52,
"mean": 3.52,
"min": 3.52,
"std": 0.0
},
{
"layer_name": " [StatefulPartitionedCall:0]:35",
"max": 3.8400000000000003,
"mean": 3.8400000000000003,
"min": 3.8400000000000003,
"std": 0.0
}
],
"max": 41313.0,
"mean": 20309.6,
"min": 13195.0,
"std": 7073.0,
"troughput": null
},
"load_accelerator": null,
"load_cpu": 76,
"model_file_name": "mobilenet_v1_0.5_224_tfs_int8.tflite",
"model_size": 1002248,
"nb_inference": 50,
"nb_parameters_model": null,
"postprocess_time": {
"max": null,
"mean": null,
"min": null,
"std": null
},
"power_consumption": null,
"preprocess_time": {
"max": null,
"mean": null,
"min": null,
"std": null
},
"ram_peak_usage": 0.28059773162622464,
"ram_size": 3923783680,
"target": "rpi4b",
"target_id": "rpi4b-0000-0000",
"temperature": null,
"version": 0,
"version_tag": ""
}