Skip to content

124162 - rpi5 tflite

Summary: Pipeline succeeded and valid report was generated.

Model Details

  • model name : miniresnet_2stacks_64x50_tl_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": "2026-04-14T23:08:54.",
  "energy_efficiency": null,
  "flash_size": 62225408000,
  "flash_usage": 0.0007690234831405204,
  "inference_engine": "tflite",
  "inference_latency": {
    "latency_per_layers": [
      {
        "layer_name": " Delegate/Convolution (NHWC QC8) IGEMM:0",
        "max": 94.3391,
        "mean": 94.3391,
        "min": 94.3391,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Constant Pad (ND X8):1",
        "max": 12.909699999999999,
        "mean": 12.909699999999999,
        "min": 12.909699999999999,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Max Pooling (NHWC S8):2",
        "max": 2.74145,
        "mean": 2.74145,
        "min": 2.74145,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Convolution (NHWC QC8) IGEMM:3",
        "max": 2.70933,
        "mean": 2.70933,
        "min": 2.70933,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Convolution (NHWC QC8) IGEMM:4",
        "max": 2.57691,
        "mean": 2.57691,
        "min": 2.57691,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Convolution (NHWC QC8) IGEMM:5",
        "max": 11.1159,
        "mean": 11.1159,
        "min": 11.1159,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Add (ND QS8):6",
        "max": 1.49732,
        "mean": 1.49732,
        "min": 1.49732,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Convolution (NHWC QC8) GEMM:7",
        "max": 2.4866200000000003,
        "mean": 2.4866200000000003,
        "min": 2.4866200000000003,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Convolution (NHWC QC8) IGEMM:8",
        "max": 11.9032,
        "mean": 11.9032,
        "min": 11.9032,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Add (ND QS8):9",
        "max": 2.31836,
        "mean": 2.31836,
        "min": 2.31836,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Convolution (NHWC QC8) IGEMM:10",
        "max": 3.02001,
        "mean": 3.02001,
        "min": 3.02001,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Convolution (NHWC QC8) IGEMM:11",
        "max": 1.80638,
        "mean": 1.80638,
        "min": 1.80638,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Convolution (NHWC QC8) IGEMM:12",
        "max": 14.0189,
        "mean": 14.0189,
        "min": 14.0189,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Add (ND QS8):13",
        "max": 1.46498,
        "mean": 1.46498,
        "min": 1.46498,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Convolution (NHWC QC8) GEMM:14",
        "max": 4.6828,
        "mean": 4.6828,
        "min": 4.6828,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Convolution (NHWC QC8) IGEMM:15",
        "max": 15.306000000000001,
        "mean": 15.306000000000001,
        "min": 15.306000000000001,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Add (ND QS8):16",
        "max": 1.17082,
        "mean": 1.17082,
        "min": 1.17082,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Copy (NC X8):17",
        "max": 0.0,
        "mean": 0.0,
        "min": 0.0,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Fully Connected (NC QS8) GEMM:18",
        "max": 1.02164,
        "mean": 1.02164,
        "min": 1.02164,
        "std": 0.0
      },
      {
        "layer_name": " [StatefulPartitionedCall:01]:20",
        "max": 0.425413,
        "mean": 0.425413,
        "min": 0.425413,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Convert (NC QS8 F32):0",
        "max": 0.0011635999999999999,
        "mean": 0.0011635999999999999,
        "min": 0.0011635999999999999,
        "std": 0.0
      }
    ],
    "max": 6614.0,
    "mean": 187.516,
    "min": 124.0,
    "std": 340.0,
    "troughput": null
  },
  "load_accelerator": null,
  "load_cpu": 82.55555555555556,
  "model_file_name": "miniresnet_2stacks_64x50_tl_int8.tflite",
  "model_size": 478528,
  "nb_inference": 4297,
  "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": 0.21012541860923237,
  "ram_size": 4241702912,
  "target": "rpi5",
  "target_id": "rpi5-0002-0000",
  "temperature": null,
  "version": 0,
  "version_tag": ""
}