Skip to content

124158 - 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 '192.168.99.10' (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": "2026-04-14T23:08:13.",
  "energy_efficiency": null,
  "flash_size": 62225408000,
  "flash_usage": 0.001610673247815426,
  "inference_engine": "tflite",
  "inference_latency": {
    "latency_per_layers": [
      {
        "layer_name": " [tfl.quantize]:0",
        "max": 135.06199999999998,
        "mean": 135.06199999999998,
        "min": 135.06199999999998,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Convolution (NHWC QC8) IGEMM:0",
        "max": 281.056,
        "mean": 281.056,
        "min": 281.056,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Convolution (NHWC QC8) DWConv:1",
        "max": 183.502,
        "mean": 183.502,
        "min": 183.502,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Convolution (NHWC QC8) GEMM:2",
        "max": 232.193,
        "mean": 232.193,
        "min": 232.193,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Constant Pad (ND X8):3",
        "max": 193.48499999999999,
        "mean": 193.48499999999999,
        "min": 193.48499999999999,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Convolution (NHWC QC8) DWConv:4",
        "max": 103.73100000000001,
        "mean": 103.73100000000001,
        "min": 103.73100000000001,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Convolution (NHWC QC8) GEMM:5",
        "max": 104.53800000000001,
        "mean": 104.53800000000001,
        "min": 104.53800000000001,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Convolution (NHWC QC8) DWConv:6",
        "max": 113.79,
        "mean": 113.79,
        "min": 113.79,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Convolution (NHWC QC8) GEMM:7",
        "max": 110.889,
        "mean": 110.889,
        "min": 110.889,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Constant Pad (ND X8):8",
        "max": 40.1803,
        "mean": 40.1803,
        "min": 40.1803,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Convolution (NHWC QC8) DWConv:9",
        "max": 38.4164,
        "mean": 38.4164,
        "min": 38.4164,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Convolution (NHWC QC8) GEMM:10",
        "max": 62.0426,
        "mean": 62.0426,
        "min": 62.0426,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Convolution (NHWC QC8) DWConv:11",
        "max": 49.380300000000005,
        "mean": 49.380300000000005,
        "min": 49.380300000000005,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Convolution (NHWC QC8) GEMM:12",
        "max": 78.64590000000001,
        "mean": 78.64590000000001,
        "min": 78.64590000000001,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Constant Pad (ND X8):13",
        "max": 12.9049,
        "mean": 12.9049,
        "min": 12.9049,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Convolution (NHWC QC8) DWConv:14",
        "max": 15.082,
        "mean": 15.082,
        "min": 15.082,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Convolution (NHWC QC8) GEMM:15",
        "max": 41.1967,
        "mean": 41.1967,
        "min": 41.1967,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Convolution (NHWC QC8) DWConv:16",
        "max": 24.6557,
        "mean": 24.6557,
        "min": 24.6557,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Convolution (NHWC QC8) GEMM:17",
        "max": 70.91799999999999,
        "mean": 70.91799999999999,
        "min": 70.91799999999999,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Convolution (NHWC QC8) DWConv:18",
        "max": 21.6525,
        "mean": 21.6525,
        "min": 21.6525,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Convolution (NHWC QC8) GEMM:19",
        "max": 68.2918,
        "mean": 68.2918,
        "min": 68.2918,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Convolution (NHWC QC8) DWConv:20",
        "max": 21.931099999999997,
        "mean": 21.931099999999997,
        "min": 21.931099999999997,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Convolution (NHWC QC8) GEMM:21",
        "max": 67.0361,
        "mean": 67.0361,
        "min": 67.0361,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Convolution (NHWC QC8) DWConv:22",
        "max": 21.7639,
        "mean": 21.7639,
        "min": 21.7639,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Convolution (NHWC QC8) GEMM:23",
        "max": 68.50489999999999,
        "mean": 68.50489999999999,
        "min": 68.50489999999999,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Convolution (NHWC QC8) DWConv:24",
        "max": 21.941,
        "mean": 21.941,
        "min": 21.941,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Convolution (NHWC QC8) GEMM:25",
        "max": 68.12790000000001,
        "mean": 68.12790000000001,
        "min": 68.12790000000001,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Constant Pad (ND X8):26",
        "max": 3.9147499999999997,
        "mean": 3.9147499999999997,
        "min": 3.9147499999999997,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Convolution (NHWC QC8) DWConv:27",
        "max": 7.06557,
        "mean": 7.06557,
        "min": 7.06557,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Convolution (NHWC QC8) GEMM:28",
        "max": 46.9508,
        "mean": 46.9508,
        "min": 46.9508,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Convolution (NHWC QC8) DWConv:29",
        "max": 12.0295,
        "mean": 12.0295,
        "min": 12.0295,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Convolution (NHWC QC8) GEMM:30",
        "max": 82.518,
        "mean": 82.518,
        "min": 82.518,
        "std": 0.0
      },
      {
        "layer_name": " [mobilenet_v1_alpha_0.5/global_average_pooling2d/Mean]:32",
        "max": 643.174,
        "mean": 643.174,
        "min": 643.174,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Fully Connected (NC QS8) GEMM:0",
        "max": 145.895,
        "mean": 145.895,
        "min": 145.895,
        "std": 0.0
      },
      {
        "layer_name": " [StatefulPartitionedCall:01]:34",
        "max": 1.4295099999999998,
        "mean": 1.4295099999999998,
        "min": 1.4295099999999998,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Convert (NC QS8 F32):0",
        "max": 0.0786885,
        "mean": 0.0786885,
        "min": 0.0786885,
        "std": 0.0
      }
    ],
    "max": 23329.0,
    "mean": 3193.97,
    "min": 1993.0,
    "std": 3045.0,
    "troughput": null
  },
  "load_accelerator": null,
  "load_cpu": 66.38636363636364,
  "model_file_name": "mobilenet_v1_0.5_224_tfs_int8.tflite",
  "model_size": 1002248,
  "nb_inference": 305,
  "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": 0.29664764980126923,
  "ram_size": 4241702912,
  "target": "rpi5",
  "target_id": "rpi5-0002-0000",
  "temperature": null,
  "version": 0,
  "version_tag": ""
}