Skip to content

123798 - rpi4b tflite

Summary: Pipeline succeeded and valid report was generated.

Model Details

  • model name : yamnet_256_64x96_tl_int8.tflite
  • model url : Download here

Logs Details

user.log
Warning: Permanently added '192.168.2.41' (ED25519) to the list of known hosts. 
Run command : benchmark_model --graph=yamnet_256_64x96_tl_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
error.log

Report Details

report.json
{
  "GFLOPs": null,
  "accuracy": null,
  "ambiant_temperature": null,
  "benchmark_type": "TYPE1",
  "date": "2026-04-14T22:29:10.",
  "energy_efficiency": null,
  "flash_size": 30688104448,
  "flash_usage": 0.0006017445629882653,
  "inference_engine": "tflite",
  "inference_latency": {
    "latency_per_layers": [
      {
        "layer_name": " Delegate/Transpose (ND X8) Transpose:0",
        "max": 31.9259,
        "mean": 31.9259,
        "min": 31.9259,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Convolution (NHWC QC8) IGEMM:1",
        "max": 222.78400000000002,
        "mean": 222.78400000000002,
        "min": 222.78400000000002,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Convolution (NHWC QC8) DWConv:2",
        "max": 45.5265,
        "mean": 45.5265,
        "min": 45.5265,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Convolution (NHWC QC8) GEMM:3",
        "max": 143.463,
        "mean": 143.463,
        "min": 143.463,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Convolution (NHWC QC8) DWConv:4",
        "max": 28.4372,
        "mean": 28.4372,
        "min": 28.4372,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Convolution (NHWC QC8) GEMM:5",
        "max": 124.458,
        "mean": 124.458,
        "min": 124.458,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Convolution (NHWC QC8) DWConv:6",
        "max": 45.115,
        "mean": 45.115,
        "min": 45.115,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Convolution (NHWC QC8) GEMM:7",
        "max": 247.362,
        "mean": 247.362,
        "min": 247.362,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Convolution (NHWC QC8) DWConv:8",
        "max": 14.1362,
        "mean": 14.1362,
        "min": 14.1362,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Convolution (NHWC QC8) GEMM:9",
        "max": 117.21900000000001,
        "mean": 117.21900000000001,
        "min": 117.21900000000001,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Convolution (NHWC QC8) DWConv:10",
        "max": 23.7625,
        "mean": 23.7625,
        "min": 23.7625,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Convolution (NHWC QC8) GEMM:11",
        "max": 223.601,
        "mean": 223.601,
        "min": 223.601,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Global Average Pooling (NWC QS8):12",
        "max": 5.51286,
        "mean": 5.51286,
        "min": 5.51286,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Fully Connected (NC QS8) GEMM:13",
        "max": 0.429652,
        "mean": 0.429652,
        "min": 0.429652,
        "std": 0.0
      },
      {
        "layer_name": " [StatefulPartitionedCall:01]:14",
        "max": 2.19516,
        "mean": 2.19516,
        "min": 2.19516,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Convert (NC QS8 F32):0",
        "max": 0.173979,
        "mean": 0.173979,
        "min": 0.173979,
        "std": 0.0
      }
    ],
    "max": 9054.0,
    "mean": 1276.1,
    "min": 943.0,
    "std": 1004.0,
    "troughput": null
  },
  "load_accelerator": null,
  "load_cpu": 90,
  "model_file_name": "yamnet_256_64x96_tl_int8.tflite",
  "model_size": 184664,
  "nb_inference": 661,
  "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": 0.2076785432833607,
  "ram_size": 3976114176,
  "target": "rpi4b",
  "target_id": "0000019c716362ba976cf0240430d8609d2545907baf474a564f4d508e331fdf",
  "temperature": null,
  "version": 0,
  "version_tag": ""
}