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214264 - rpi4b tflite

Summary: Test completed with status: SUCCESS. Mean inference time: 1167 ms.

Model Details

  • model name : Resnet.tflite

Logs Details

user.log
Warning: Permanently added '192.168.2.41' (ED25519) to the list of known hosts. 
Run command : benchmark_model --graph=Resnet.tflite --num_threads=4  --enable_op_profiling=true --report_peak_memory_footprint=true  --profiling_output_csv_file=log.csv --op_profiling_output_mode=csv
INFO: Created TensorFlow Lite XNNPACK delegate for CPU. 
End of command : benchmark_model
error.log

Report Details

report.json
{
  "version": 0,
  "target_id": "rpi4b-0002-0000",
  "version_tag": "",
  "date": "2026-07-21T22:07:24.",
  "target": "rpi4b",
  "inference_engine": "tflite",
  "model_file_name": "Resnet.tflite",
  "benchmark_type": "TYPE1",
  "nb_inference": 762,
  "ram_size": 3976114176,
  "ram_peak_usage": 0.21756799772542548,
  "flash_size": 30688104448,
  "flash_usage": 0.0010367013724783317,
  "load_cpu": 85,
  "load_accelerator": null,
  "temperature": null,
  "ambiant_temperature": null,
  "power_consumption": null,
  "energy_efficiency": null,
  "model_size": 318144,
  "nb_parameters_model": null,
  "GFLOPs": null,
  "inference_latency": {
    "mean": 1166.78,
    "std": 1167.0,
    "min": 744.0,
    "max": 14166.0,
    "troughput": null,
    "latency_per_layers": [
      {
        "layer_name": " Delegate/Convolution (NHWC F32) IGEMM:0",
        "mean": 87.874,
        "std": 0.0,
        "min": 87.874,
        "max": 87.874
      },
      {
        "layer_name": " Delegate/Convolution (NHWC F32) IGEMM:1",
        "mean": 149.29500000000002,
        "std": 0.0,
        "min": 149.29500000000002,
        "max": 149.29500000000002
      },
      {
        "layer_name": " Delegate/Convolution (NHWC F32) IGEMM:2",
        "mean": 160.559,
        "std": 0.0,
        "min": 160.559,
        "max": 160.559
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      {
        "layer_name": " Delegate/Add (ND F32):3",
        "mean": 14.5577,
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        "min": 14.5577,
        "max": 14.5577
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      {
        "layer_name": " Delegate/Convolution (NHWC F32) IGEMM:4",
        "mean": 110.707,
        "std": 0.0,
        "min": 110.707,
        "max": 110.707
      },
      {
        "layer_name": " Delegate/Convolution (NHWC F32) IGEMM:5",
        "mean": 196.449,
        "std": 0.0,
        "min": 196.449,
        "max": 196.449
      },
      {
        "layer_name": " Delegate/Convolution (NHWC F32) IGEMM:6",
        "mean": 11.5446,
        "std": 0.0,
        "min": 11.5446,
        "max": 11.5446
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      {
        "layer_name": " Delegate/Add (ND F32):7",
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        "min": 6.17323,
        "max": 6.17323
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      {
        "layer_name": " Delegate/Convolution (NHWC F32) IGEMM:8",
        "mean": 139.404,
        "std": 0.0,
        "min": 139.404,
        "max": 139.404
      },
      {
        "layer_name": " Delegate/Convolution (NHWC F32) IGEMM:9",
        "mean": 245.862,
        "std": 0.0,
        "min": 245.862,
        "max": 245.862
      },
      {
        "layer_name": " Delegate/Convolution (NHWC F32) IGEMM:10",
        "mean": 26.4633,
        "std": 0.0,
        "min": 26.4633,
        "max": 26.4633
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      {
        "layer_name": " Delegate/Add (ND F32):11",
        "mean": 12.8714,
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        "min": 12.8714,
        "max": 12.8714
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      {
        "layer_name": " Delegate/Average Pooling (NHWC F32) Average Pooling:12",
        "mean": 2.9724399999999997,
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      {
        "layer_name": " Delegate/Copy (NC X32):13",
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      {
        "layer_name": " Delegate/Fully Connected (NC F32) GEMM:14",
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        "min": 1.13911,
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      {
        "layer_name": " Delegate/Softmax (NC F32):15",
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    ]
  },
  "preprocess_time": {
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  "postprocess_time": {
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  "accuracy": null
}