124117 - rpi5 tflite
124117 - rpi5 tflite
Summary: Pipeline succeeded and valid report was generated.
Model Details
- model name : miniresnetv2_2stacks_64x50_tl_int8.tflite
- model url : Download here
Logs Details
user.log
[33mWarning: Permanently added '192.168.2.10' (ED25519) to the list of known hosts.
[0m
[33mINFO: Created TensorFlow Lite XNNPACK delegate for CPU. [0merror.log
Report Details
report.json
{
"GFLOPs": null,
"accuracy": null,
"ambiant_temperature": null,
"benchmark_type": "TYPE1",
"date": "2026-04-14T22:55:37.",
"energy_efficiency": null,
"flash_size": 62416101376,
"flash_usage": 0.0007705447623246311,
"inference_engine": "tflite",
"inference_latency": {
"latency_per_layers": [
{
"layer_name": " Delegate/Convolution (NHWC QC8) IGEMM:0",
"max": 63.0189,
"mean": 63.0189,
"min": 63.0189,
"std": 0.0
},
{
"layer_name": " Delegate/Constant Pad (ND X8):1",
"max": 7.0484,
"mean": 7.0484,
"min": 7.0484,
"std": 0.0
},
{
"layer_name": " Delegate/Max Pooling (NHWC S8):2",
"max": 3.38897,
"mean": 3.38897,
"min": 3.38897,
"std": 0.0
},
{
"layer_name": " Delegate/Multiply (ND QS8):3",
"max": 6.4306,
"mean": 6.4306,
"min": 6.4306,
"std": 0.0
},
{
"layer_name": " Delegate/Add (ND QS8):4",
"max": 4.8605,
"mean": 4.8605,
"min": 4.8605,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) GEMM:5",
"max": 7.36121,
"mean": 7.36121,
"min": 7.36121,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) GEMM:6",
"max": 7.2968,
"mean": 7.2968,
"min": 7.2968,
"std": 0.0
},
{
"layer_name": " Delegate/Constant Pad (ND X8):7",
"max": 4.1398600000000005,
"mean": 4.1398600000000005,
"min": 4.1398600000000005,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) IGEMM:8",
"max": 31.777199999999997,
"mean": 31.777199999999997,
"min": 31.777199999999997,
"std": 0.0
},
{
"layer_name": " Delegate/Add (ND QS8):9",
"max": 6.7484,
"mean": 6.7484,
"min": 6.7484,
"std": 0.0
},
{
"layer_name": " Delegate/Multiply (ND QS8):10",
"max": 4.8484,
"mean": 4.8484,
"min": 4.8484,
"std": 0.0
},
{
"layer_name": " Delegate/Add (ND QS8):11",
"max": 4.6313200000000005,
"mean": 4.6313200000000005,
"min": 4.6313200000000005,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) GEMM:12",
"max": 6.48327,
"mean": 6.48327,
"min": 6.48327,
"std": 0.0
},
{
"layer_name": " Delegate/Constant Pad (ND X8):13",
"max": 2.4035599999999997,
"mean": 2.4035599999999997,
"min": 2.4035599999999997,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) IGEMM:14",
"max": 8.451600000000001,
"mean": 8.451600000000001,
"min": 8.451600000000001,
"std": 0.0
},
{
"layer_name": " [model/max_pooling2d_2/MaxPool]:11",
"max": 1.92028,
"mean": 1.92028,
"min": 1.92028,
"std": 0.0
},
{
"layer_name": " Delegate/Add (ND QS8):0",
"max": 66.0342,
"mean": 66.0342,
"min": 66.0342,
"std": 0.0
},
{
"layer_name": " Delegate/Multiply (ND QS8):1",
"max": 5.4718800000000005,
"mean": 5.4718800000000005,
"min": 5.4718800000000005,
"std": 0.0
},
{
"layer_name": " Delegate/Add (ND QS8):2",
"max": 4.23238,
"mean": 4.23238,
"min": 4.23238,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) GEMM:3",
"max": 4.45907,
"mean": 4.45907,
"min": 4.45907,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) GEMM:4",
"max": 3.5829199999999997,
"mean": 3.5829199999999997,
"min": 3.5829199999999997,
"std": 0.0
},
{
"layer_name": " Delegate/Constant Pad (ND X8):5",
"max": 1.1886100000000002,
"mean": 1.1886100000000002,
"min": 1.1886100000000002,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) IGEMM:6",
"max": 31.0292,
"mean": 31.0292,
"min": 31.0292,
"std": 0.0
},
{
"layer_name": " Delegate/Add (ND QS8):7",
"max": 1.8950200000000001,
"mean": 1.8950200000000001,
"min": 1.8950200000000001,
"std": 0.0
},
{
"layer_name": " Delegate/Convert (NC QS8 F32):0",
"max": 0.00142349,
"mean": 0.00142349,
"min": 0.00142349,
"std": 0.0
},
{
"layer_name": " [StatefulPartitionedCall:01]:36",
"max": 0.330249,
"mean": 0.330249,
"min": 0.330249,
"std": 0.0
},
{
"layer_name": " Delegate/Fully Connected (NC QS8) GEMM:4",
"max": 1.05765,
"mean": 1.05765,
"min": 1.05765,
"std": 0.0
},
{
"layer_name": " Delegate/Multiply (ND QS8):8",
"max": 1.78897,
"mean": 1.78897,
"min": 1.78897,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) GEMM:10",
"max": 5.16726,
"mean": 5.16726,
"min": 5.16726,
"std": 0.0
},
{
"layer_name": " Delegate/Constant Pad (ND X8):11",
"max": 1.26192,
"mean": 1.26192,
"min": 1.26192,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) IGEMM:12",
"max": 11.3053,
"mean": 11.3053,
"min": 11.3053,
"std": 0.0
},
{
"layer_name": " [model/max_pooling2d_3/MaxPool]:25",
"max": 0.862278,
"mean": 0.862278,
"min": 0.862278,
"std": 0.0
},
{
"layer_name": " Delegate/Copy (NC X8):3",
"max": 0.0,
"mean": 0.0,
"min": 0.0,
"std": 0.0
}
],
"max": 21291.0,
"mean": 310.478,
"min": 208.0,
"std": 837.0,
"troughput": null
},
"load_accelerator": null,
"load_cpu": 77.55,
"model_file_name": "miniresnetv2_2stacks_64x50_tl_int8.tflite",
"model_size": 480944,
"nb_inference": 2810,
"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": 0.21012460698200808,
"ram_size": 4241719296,
"target": "rpi5",
"target_id": "0000019c71638acf37948e8933e2246c7ee24eb06307d06986d991b6e014d767",
"temperature": null,
"version": 0,
"version_tag": ""
}