124163 - 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 '192.168.99.10' (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": "2026-04-14T23:09:04.",
"energy_efficiency": null,
"flash_size": 62225408000,
"flash_usage": 0.0007729061414912699,
"inference_engine": "tflite",
"inference_latency": {
"latency_per_layers": [
{
"layer_name": " Delegate/Convolution (NHWC QC8) IGEMM:0",
"max": 76.2646,
"mean": 76.2646,
"min": 76.2646,
"std": 0.0
},
{
"layer_name": " Delegate/Constant Pad (ND X8):1",
"max": 7.937390000000001,
"mean": 7.937390000000001,
"min": 7.937390000000001,
"std": 0.0
},
{
"layer_name": " Delegate/Max Pooling (NHWC S8):2",
"max": 2.72899,
"mean": 2.72899,
"min": 2.72899,
"std": 0.0
},
{
"layer_name": " Delegate/Multiply (ND QS8):3",
"max": 3.74443,
"mean": 3.74443,
"min": 3.74443,
"std": 0.0
},
{
"layer_name": " Delegate/Add (ND QS8):4",
"max": 3.7890200000000003,
"mean": 3.7890200000000003,
"min": 3.7890200000000003,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) GEMM:5",
"max": 7.0643199999999995,
"mean": 7.0643199999999995,
"min": 7.0643199999999995,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) GEMM:6",
"max": 6.96226,
"mean": 6.96226,
"min": 6.96226,
"std": 0.0
},
{
"layer_name": " Delegate/Constant Pad (ND X8):7",
"max": 3.08576,
"mean": 3.08576,
"min": 3.08576,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) IGEMM:8",
"max": 37.2637,
"mean": 37.2637,
"min": 37.2637,
"std": 0.0
},
{
"layer_name": " Delegate/Add (ND QS8):9",
"max": 6.31476,
"mean": 6.31476,
"min": 6.31476,
"std": 0.0
},
{
"layer_name": " Delegate/Multiply (ND QS8):10",
"max": 3.64022,
"mean": 3.64022,
"min": 3.64022,
"std": 0.0
},
{
"layer_name": " Delegate/Add (ND QS8):11",
"max": 3.7693000000000003,
"mean": 3.7693000000000003,
"min": 3.7693000000000003,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) GEMM:12",
"max": 6.91123,
"mean": 6.91123,
"min": 6.91123,
"std": 0.0
},
{
"layer_name": " Delegate/Constant Pad (ND X8):13",
"max": 2.80832,
"mean": 2.80832,
"min": 2.80832,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) IGEMM:14",
"max": 10.769300000000001,
"mean": 10.769300000000001,
"min": 10.769300000000001,
"std": 0.0
},
{
"layer_name": " [model/max_pooling2d_2/MaxPool]:11",
"max": 2.29331,
"mean": 2.29331,
"min": 2.29331,
"std": 0.0
},
{
"layer_name": " Delegate/Add (ND QS8):0",
"max": 98.7814,
"mean": 98.7814,
"min": 98.7814,
"std": 0.0
},
{
"layer_name": " Delegate/Multiply (ND QS8):1",
"max": 6.32548,
"mean": 6.32548,
"min": 6.32548,
"std": 0.0
},
{
"layer_name": " Delegate/Add (ND QS8):2",
"max": 4.3838,
"mean": 4.3838,
"min": 4.3838,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) GEMM:3",
"max": 5.36407,
"mean": 5.36407,
"min": 5.36407,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) GEMM:4",
"max": 5.0729,
"mean": 5.0729,
"min": 5.0729,
"std": 0.0
},
{
"layer_name": " Delegate/Constant Pad (ND X8):5",
"max": 2.36878,
"mean": 2.36878,
"min": 2.36878,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) IGEMM:6",
"max": 38.4833,
"mean": 38.4833,
"min": 38.4833,
"std": 0.0
},
{
"layer_name": " Delegate/Add (ND QS8):7",
"max": 2.8730700000000002,
"mean": 2.8730700000000002,
"min": 2.8730700000000002,
"std": 0.0
},
{
"layer_name": " Delegate/Convert (NC QS8 F32):0",
"max": 0.000857633,
"mean": 0.000857633,
"min": 0.000857633,
"std": 0.0
},
{
"layer_name": " [StatefulPartitionedCall:01]:36",
"max": 0.38379100000000005,
"mean": 0.38379100000000005,
"min": 0.38379100000000005,
"std": 0.0
},
{
"layer_name": " Delegate/Fully Connected (NC QS8) GEMM:4",
"max": 1.10935,
"mean": 1.10935,
"min": 1.10935,
"std": 0.0
},
{
"layer_name": " Delegate/Multiply (ND QS8):8",
"max": 2.87221,
"mean": 2.87221,
"min": 2.87221,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) GEMM:10",
"max": 6.94683,
"mean": 6.94683,
"min": 6.94683,
"std": 0.0
},
{
"layer_name": " Delegate/Constant Pad (ND X8):11",
"max": 2.2976,
"mean": 2.2976,
"min": 2.2976,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) IGEMM:12",
"max": 14.319500000000001,
"mean": 14.319500000000001,
"min": 14.319500000000001,
"std": 0.0
},
{
"layer_name": " [model/max_pooling2d_3/MaxPool]:25",
"max": 1.14108,
"mean": 1.14108,
"min": 1.14108,
"std": 0.0
},
{
"layer_name": " Delegate/Copy (NC X8):3",
"max": 0.0,
"mean": 0.0,
"min": 0.0,
"std": 0.0
}
],
"max": 20411.0,
"mean": 378.071,
"min": 228.0,
"std": 714.0,
"troughput": null
},
"load_accelerator": null,
"load_cpu": 77.85,
"model_file_name": "miniresnetv2_2stacks_64x50_tl_int8.tflite",
"model_size": 480944,
"nb_inference": 2332,
"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": 0.21012541860923237,
"ram_size": 4241702912,
"target": "rpi5",
"target_id": "rpi5-0002-0000",
"temperature": null,
"version": 0,
"version_tag": ""
}