214279 - rpi4b tflite

Warning: Permanently added '192.168.2.41' (ED25519) to the list of known hosts. 
Run command : benchmark_model --graph=DSCNN_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
INFO: Created TensorFlow Lite XNNPACK delegate for CPU. 
End of command : benchmark_model

{
  "version": 0,
  "target_id": "rpi4b-0002-0001",
  "version_tag": "",
  "date": "2026-07-21T22:07:09.",
  "target": "rpi4b",
  "inference_engine": "tflite",
  "model_file_name": "DSCNN_int8.tflite",
  "benchmark_type": "TYPE1",
  "nb_inference": 2100,
  "ram_size": 3976114176,
  "ram_peak_usage": 0.21097502809738228,
  "flash_size": 30064766976,
  "flash_usage": 0.0001793993615285821,
  "load_cpu": 77,
  "load_accelerator": null,
  "temperature": null,
  "ambiant_temperature": null,
  "power_consumption": null,
  "energy_efficiency": null,
  "model_size": 53936,
  "nb_parameters_model": null,
  "GFLOPs": null,
  "inference_latency": {
    "mean": 401.029,
    "std": 1207.0,
    "min": 244.0,
    "max": 31539.0,
    "troughput": null,
    "latency_per_layers": [
      {
        "layer_name": " [functional_1/activation/Relu;functional_1/batch_normalization/FusedBatchNormV3;functional_1/conv2d/BiasAdd/ReadVariableOp/resource;functional_1/conv2d/BiasAdd;functional_1/conv2d_4/Conv2D;functional_1/conv2d/Conv2D1]:0",
        "mean": 96.30239999999999,
        "std": 0.0,
        "min": 96.30239999999999,
        "max": 96.30239999999999
      },
      {
        "layer_name": " [functional_1/activation_1/Relu;functional_1/batch_normalization_1/FusedBatchNormV3;functional_1/depthwise_conv2d/depthwise;functional_1/depthwise_conv2d/BiasAdd;functional_1/conv2d_4/Conv2D;functional_1/depthwise_conv2d/BiasAdd/ReadVariableOp/resource1]:1",
        "mean": 35.5267,
        "std": 0.0,
        "min": 35.5267,
        "max": 35.5267
      },
      {
        "layer_name": " [functional_1/activation_2/Relu;functional_1/batch_normalization_2/FusedBatchNormV3;functional_1/conv2d_1/BiasAdd/ReadVariableOp/resource;functional_1/conv2d_1/BiasAdd;functional_1/conv2d_4/Conv2D;functional_1/conv2d_1/Conv2D1]:2",
        "mean": 42.039,
        "std": 0.0,
        "min": 42.039,
        "max": 42.039
      },
      {
        "layer_name": " [functional_1/activation_3/Relu;functional_1/batch_normalization_3/FusedBatchNormV3;functional_1/depthwise_conv2d_1/depthwise;functional_1/depthwise_conv2d_1/BiasAdd;functional_1/conv2d_4/Conv2D;functional_1/depthwise_conv2d_1/BiasAdd/ReadVariableOp/resource1]:3",
        "mean": 27.5771,
        "std": 0.0,
        "min": 27.5771,
        "max": 27.5771
      },
      {
        "layer_name": " [functional_1/activation_4/Relu;functional_1/batch_normalization_4/FusedBatchNormV3;functional_1/conv2d_2/BiasAdd/ReadVariableOp/resource;functional_1/conv2d_2/BiasAdd;functional_1/conv2d_4/Conv2D;functional_1/conv2d_2/Conv2D1]:4",
        "mean": 41.991,
        "std": 0.0,
        "min": 41.991,
        "max": 41.991
      },
      {
        "layer_name": " [functional_1/activation_5/Relu;functional_1/batch_normalization_5/FusedBatchNormV3;functional_1/depthwise_conv2d_2/depthwise;functional_1/depthwise_conv2d_2/BiasAdd;functional_1/conv2d_4/Conv2D;functional_1/depthwise_conv2d_2/BiasAdd/ReadVariableOp/resource1]:5",
        "mean": 33.45,
        "std": 0.0,
        "min": 33.45,
        "max": 33.45
      },
      {
        "layer_name": " [functional_1/activation_6/Relu;functional_1/batch_normalization_6/FusedBatchNormV3;functional_1/conv2d_3/BiasAdd/ReadVariableOp/resource;functional_1/conv2d_3/BiasAdd;functional_1/conv2d_4/Conv2D;functional_1/conv2d_3/Conv2D1]:6",
        "mean": 42.8852,
        "std": 0.0,
        "min": 42.8852,
        "max": 42.8852
      },
      {
        "layer_name": " [functional_1/activation_7/Relu;functional_1/batch_normalization_7/FusedBatchNormV3;functional_1/depthwise_conv2d_3/depthwise;functional_1/depthwise_conv2d_3/BiasAdd;functional_1/conv2d_4/Conv2D;functional_1/depthwise_conv2d_3/BiasAdd/ReadVariableOp/resource1]:7",
        "mean": 28.7719,
        "std": 0.0,
        "min": 28.7719,
        "max": 28.7719
      },
      {
        "layer_name": " [functional_1/activation_8/Relu;functional_1/batch_normalization_8/FusedBatchNormV3;functional_1/conv2d_4/BiasAdd/ReadVariableOp/resource;functional_1/conv2d_4/BiasAdd;functional_1/conv2d_4/Conv2D1]:8",
        "mean": 44.973800000000004,
        "std": 0.0,
        "min": 44.973800000000004,
        "max": 44.973800000000004
      },
      {
        "layer_name": " [functional_1/average_pooling2d/AvgPool]:9",
        "mean": 5.031899999999999,
        "std": 0.0,
        "min": 5.031899999999999,
        "max": 5.031899999999999
      },
      {
        "layer_name": " [functional_1/flatten/Reshape]:10",
        "mean": 0.26619000000000004,
        "std": 0.0,
        "min": 0.26619000000000004,
        "max": 0.26619000000000004
      },
      {
        "layer_name": " [functional_1/dense/BiasAdd]:11",
        "mean": 1.46381,
        "std": 0.0,
        "min": 1.46381,
        "max": 1.46381
      },
      {
        "layer_name": " [Identity]:12",
        "mean": 0.749524,
        "std": 0.0,
        "min": 0.749524,
        "max": 0.749524
      }
    ]
  },
  "preprocess_time": {
    "mean": null,
    "std": null,
    "min": null,
    "max": null
  },
  "postprocess_time": {
    "mean": null,
    "std": null,
    "min": null,
    "max": null
  },
  "accuracy": null
}