Skip to content

214310 - rpi4b tflite

Summary: Test completed with status: SUCCESS. Mean inference time: 1274 ms.

Model Details

  • model name : Resnet_int8.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_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
End of command : benchmark_model
error.log

Report Details

report.json
{
  "version": 0,
  "target_id": "rpi4b-0002-0002",
  "version_tag": "",
  "date": "2026-07-21T22:09:37.",
  "target": "rpi4b",
  "inference_engine": "tflite",
  "model_file_name": "Resnet_int8.tflite",
  "benchmark_type": "TYPE1",
  "nb_inference": 735,
  "ram_size": 3976114176,
  "ram_peak_usage": 0.22086448253944707,
  "flash_size": 30700687360,
  "flash_usage": 0.000320826693047696,
  "load_cpu": 78,
  "load_accelerator": null,
  "temperature": null,
  "ambiant_temperature": null,
  "power_consumption": 8.0632944,
  "energy_efficiency": null,
  "model_size": 98496,
  "nb_parameters_model": null,
  "GFLOPs": null,
  "inference_latency": {
    "mean": 1274.24,
    "std": 1553.0,
    "min": 775.0,
    "max": 17839.0,
    "troughput": null,
    "latency_per_layers": [
      {
        "layer_name": " [model/activation/Relu;model/batch_normalization/FusedBatchNormV3;model/conv2d/BiasAdd/ReadVariableOp/resource;model/conv2d/BiasAdd;model/conv2d_2/Conv2D;model/conv2d/Conv2D1]:0",
        "mean": 182.597,
        "std": 0.0,
        "min": 182.597,
        "max": 182.597
      },
      {
        "layer_name": " [model/activation_1/Relu;model/batch_normalization_1/FusedBatchNormV3;model/conv2d_1/BiasAdd/ReadVariableOp/resource;model/conv2d_1/BiasAdd;model/conv2d_2/Conv2D;model/conv2d_1/Conv2D1]:1",
        "mean": 210.853,
        "std": 0.0,
        "min": 210.853,
        "max": 210.853
      },
      {
        "layer_name": " [model/batch_normalization_2/FusedBatchNormV3;model/conv2d_2/BiasAdd/ReadVariableOp/resource;model/conv2d_2/BiasAdd;model/conv2d_2/Conv2D]:2",
        "mean": 214.87300000000002,
        "std": 0.0,
        "min": 214.87300000000002,
        "max": 214.87300000000002
      },
      {
        "layer_name": " [model/activation_2/Relu;model/add/add]:3",
        "mean": 41.8735,
        "std": 0.0,
        "min": 41.8735,
        "max": 41.8735
      },
      {
        "layer_name": " [model/activation_3/Relu;model/batch_normalization_3/FusedBatchNormV3;model/conv2d_3/BiasAdd/ReadVariableOp/resource;model/conv2d_3/BiasAdd;model/conv2d_5/Conv2D;model/conv2d_3/Conv2D1]:4",
        "mean": 135.079,
        "std": 0.0,
        "min": 135.079,
        "max": 135.079
      },
      {
        "layer_name": " [model/batch_normalization_4/FusedBatchNormV3;model/conv2d_4/BiasAdd/ReadVariableOp/resource;model/conv2d_4/BiasAdd;model/conv2d_5/Conv2D;model/conv2d_4/Conv2D]:5",
        "mean": 138.404,
        "std": 0.0,
        "min": 138.404,
        "max": 138.404
      },
      {
        "layer_name": " [model/conv2d_5/BiasAdd;model/conv2d_5/Conv2D;model/conv2d_5/BiasAdd/ReadVariableOp/resource1]:6",
        "mean": 49.827200000000005,
        "std": 0.0,
        "min": 49.827200000000005,
        "max": 49.827200000000005
      },
      {
        "layer_name": " [model/activation_4/Relu;model/add_1/add]:7",
        "mean": 21.0395,
        "std": 0.0,
        "min": 21.0395,
        "max": 21.0395
      },
      {
        "layer_name": " [model/activation_5/Relu;model/batch_normalization_5/FusedBatchNormV3;model/conv2d_6/BiasAdd/ReadVariableOp/resource;model/conv2d_6/BiasAdd;model/conv2d_8/Conv2D;model/conv2d_6/Conv2D1]:8",
        "mean": 86.4122,
        "std": 0.0,
        "min": 86.4122,
        "max": 86.4122
      },
      {
        "layer_name": " [model/batch_normalization_6/FusedBatchNormV3;model/conv2d_7/BiasAdd/ReadVariableOp/resource;model/conv2d_7/BiasAdd;model/conv2d_8/Conv2D;model/conv2d_7/Conv2D]:9",
        "mean": 146.514,
        "std": 0.0,
        "min": 146.514,
        "max": 146.514
      },
      {
        "layer_name": " [model/conv2d_8/BiasAdd;model/conv2d_8/Conv2D;model/conv2d_8/BiasAdd/ReadVariableOp/resource1]:10",
        "mean": 27.842200000000002,
        "std": 0.0,
        "min": 27.842200000000002,
        "max": 27.842200000000002
      },
      {
        "layer_name": " [model/activation_6/Relu;model/add_2/add]:11",
        "mean": 11.136099999999999,
        "std": 0.0,
        "min": 11.136099999999999,
        "max": 11.136099999999999
      },
      {
        "layer_name": " [model/average_pooling2d/AvgPool]:12",
        "mean": 4.02585,
        "std": 0.0,
        "min": 4.02585,
        "max": 4.02585
      },
      {
        "layer_name": " [model/flatten/Reshape]:13",
        "mean": 0.462585,
        "std": 0.0,
        "min": 0.462585,
        "max": 0.462585
      },
      {
        "layer_name": " [model/dense/MatMul;model/dense/BiasAdd]:14",
        "mean": 2.15102,
        "std": 0.0,
        "min": 2.15102,
        "max": 2.15102
      },
      {
        "layer_name": " [Identity_int8]:15",
        "mean": 1.1483,
        "std": 0.0,
        "min": 1.1483,
        "max": 1.1483
      }
    ]
  },
  "preprocess_time": {
    "mean": null,
    "std": null,
    "min": null,
    "max": null
  },
  "postprocess_time": {
    "mean": null,
    "std": null,
    "min": null,
    "max": null
  },
  "accuracy": null
}