Skip to content

124112 - rpi5 tflite

Summary: Pipeline succeeded and valid report was generated.

Model Details

  • model name : mobilenet_v1_0.5_224_tfs_int8.tflite
  • model url : Download here

Logs Details

user.log
Warning: Permanently added '192.168.2.10' (ED25519) to the list of known hosts.
 
INFO: Created TensorFlow Lite XNNPACK delegate for CPU. 
error.log

Report Details

report.json
{
  "GFLOPs": null,
  "accuracy": null,
  "ambiant_temperature": null,
  "benchmark_type": "TYPE1",
  "date": "2026-04-14T22:54:54.",
  "energy_efficiency": null,
  "flash_size": 62416101376,
  "flash_usage": 0.0016057523265709454,
  "inference_engine": "tflite",
  "inference_latency": {
    "latency_per_layers": [
      {
        "layer_name": " [tfl.quantize]:0",
        "max": 114.017,
        "mean": 114.017,
        "min": 114.017,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Convolution (NHWC QC8) IGEMM:0",
        "max": 185.773,
        "mean": 185.773,
        "min": 185.773,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Convolution (NHWC QC8) DWConv:1",
        "max": 128.603,
        "mean": 128.603,
        "min": 128.603,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Convolution (NHWC QC8) GEMM:2",
        "max": 149.35899999999998,
        "mean": 149.35899999999998,
        "min": 149.35899999999998,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Constant Pad (ND X8):3",
        "max": 127.638,
        "mean": 127.638,
        "min": 127.638,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Convolution (NHWC QC8) DWConv:4",
        "max": 88.7874,
        "mean": 88.7874,
        "min": 88.7874,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Convolution (NHWC QC8) GEMM:5",
        "max": 99.842,
        "mean": 99.842,
        "min": 99.842,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Convolution (NHWC QC8) DWConv:6",
        "max": 118.29599999999999,
        "mean": 118.29599999999999,
        "min": 118.29599999999999,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Convolution (NHWC QC8) GEMM:7",
        "max": 109.756,
        "mean": 109.756,
        "min": 109.756,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Constant Pad (ND X8):8",
        "max": 58.0057,
        "mean": 58.0057,
        "min": 58.0057,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Convolution (NHWC QC8) DWConv:9",
        "max": 48.9454,
        "mean": 48.9454,
        "min": 48.9454,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Convolution (NHWC QC8) GEMM:10",
        "max": 69.5431,
        "mean": 69.5431,
        "min": 69.5431,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Convolution (NHWC QC8) DWConv:11",
        "max": 65.40799999999999,
        "mean": 65.40799999999999,
        "min": 65.40799999999999,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Convolution (NHWC QC8) GEMM:12",
        "max": 97.569,
        "mean": 97.569,
        "min": 97.569,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Constant Pad (ND X8):13",
        "max": 33.2213,
        "mean": 33.2213,
        "min": 33.2213,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Convolution (NHWC QC8) DWConv:14",
        "max": 31.9483,
        "mean": 31.9483,
        "min": 31.9483,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Convolution (NHWC QC8) GEMM:15",
        "max": 52.827600000000004,
        "mean": 52.827600000000004,
        "min": 52.827600000000004,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Convolution (NHWC QC8) DWConv:16",
        "max": 33.4684,
        "mean": 33.4684,
        "min": 33.4684,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Convolution (NHWC QC8) GEMM:17",
        "max": 70.56320000000001,
        "mean": 70.56320000000001,
        "min": 70.56320000000001,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Convolution (NHWC QC8) DWConv:18",
        "max": 33.376400000000004,
        "mean": 33.376400000000004,
        "min": 33.376400000000004,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Convolution (NHWC QC8) GEMM:19",
        "max": 74.3563,
        "mean": 74.3563,
        "min": 74.3563,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Convolution (NHWC QC8) DWConv:20",
        "max": 30.023,
        "mean": 30.023,
        "min": 30.023,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Convolution (NHWC QC8) GEMM:21",
        "max": 67.3879,
        "mean": 67.3879,
        "min": 67.3879,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Convolution (NHWC QC8) DWConv:22",
        "max": 25.7557,
        "mean": 25.7557,
        "min": 25.7557,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Convolution (NHWC QC8) GEMM:23",
        "max": 67.8994,
        "mean": 67.8994,
        "min": 67.8994,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Convolution (NHWC QC8) DWConv:24",
        "max": 20.7529,
        "mean": 20.7529,
        "min": 20.7529,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Convolution (NHWC QC8) GEMM:25",
        "max": 60.4799,
        "mean": 60.4799,
        "min": 60.4799,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Constant Pad (ND X8):26",
        "max": 6.0,
        "mean": 6.0,
        "min": 6.0,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Convolution (NHWC QC8) DWConv:27",
        "max": 8.379309999999998,
        "mean": 8.379309999999998,
        "min": 8.379309999999998,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Convolution (NHWC QC8) GEMM:28",
        "max": 37.9626,
        "mean": 37.9626,
        "min": 37.9626,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Convolution (NHWC QC8) DWConv:29",
        "max": 12.8218,
        "mean": 12.8218,
        "min": 12.8218,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Convolution (NHWC QC8) GEMM:30",
        "max": 75.4713,
        "mean": 75.4713,
        "min": 75.4713,
        "std": 0.0
      },
      {
        "layer_name": " [mobilenet_v1_alpha_0.5/global_average_pooling2d/Mean]:32",
        "max": 542.319,
        "mean": 542.319,
        "min": 542.319,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Fully Connected (NC QS8) GEMM:0",
        "max": 25.1207,
        "mean": 25.1207,
        "min": 25.1207,
        "std": 0.0
      },
      {
        "layer_name": " [StatefulPartitionedCall:01]:34",
        "max": 1.23563,
        "mean": 1.23563,
        "min": 1.23563,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Convert (NC QS8 F32):0",
        "max": 0.0574713,
        "mean": 0.0574713,
        "min": 0.0574713,
        "std": 0.0
      }
    ],
    "max": 43114.0,
    "mean": 2772.97,
    "min": 1967.0,
    "std": 4363.0,
    "troughput": null
  },
  "load_accelerator": null,
  "load_cpu": 67.0,
  "model_file_name": "mobilenet_v1_0.5_224_tfs_int8.tflite",
  "model_size": 1002248,
  "nb_inference": 348,
  "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": 0.2966465039745997,
  "ram_size": 4241719296,
  "target": "rpi5",
  "target_id": "0000019c71638acf37948e8933e2246c7ee24eb06307d06986d991b6e014d767",
  "temperature": null,
  "version": 0,
  "version_tag": ""
}