Skip to content

123801 - rpi4b tflite

Summary: Pipeline succeeded and valid report was generated.

Model Details

  • model name : tiny_yolo_v2_416_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=tiny_yolo_v2_416_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": "2026-04-14T22:29:58.",
  "energy_efficiency": null,
  "flash_size": 30688104448,
  "flash_usage": 0.03618798944984612,
  "inference_engine": "tflite",
  "inference_latency": {
    "latency_per_layers": [
      {
        "layer_name": " [tfl.quantize]:0",
        "max": 776.6800000000001,
        "mean": 776.6800000000001,
        "min": 776.6800000000001,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Convolution (NHWC QC8) IGEMM:0",
        "max": 11028.4,
        "mean": 11028.4,
        "min": 11028.4,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Leaky ReLU (NC QS8):1",
        "max": 2173.04,
        "mean": 2173.04,
        "min": 2173.04,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Max Pooling (NHWC S8):2",
        "max": 2423.7799999999997,
        "mean": 2423.7799999999997,
        "min": 2423.7799999999997,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Convolution (NHWC QC8) IGEMM:3",
        "max": 7467.86,
        "mean": 7467.86,
        "min": 7467.86,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Leaky ReLU (NC QS8):4",
        "max": 755.46,
        "mean": 755.46,
        "min": 755.46,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Max Pooling (NHWC S8):5",
        "max": 973.04,
        "mean": 973.04,
        "min": 973.04,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Convolution (NHWC QC8) IGEMM:6",
        "max": 6137.86,
        "mean": 6137.86,
        "min": 6137.86,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Leaky ReLU (NC QS8):7",
        "max": 419.9,
        "mean": 419.9,
        "min": 419.9,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Max Pooling (NHWC S8):8",
        "max": 184.54000000000002,
        "mean": 184.54000000000002,
        "min": 184.54000000000002,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Convolution (NHWC QC8) IGEMM:9",
        "max": 7157.66,
        "mean": 7157.66,
        "min": 7157.66,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Leaky ReLU (NC QS8):10",
        "max": 262.14,
        "mean": 262.14,
        "min": 262.14,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Max Pooling (NHWC S8):11",
        "max": 196.61999999999998,
        "mean": 196.61999999999998,
        "min": 196.61999999999998,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Convolution (NHWC QC8) IGEMM:12",
        "max": 6725.42,
        "mean": 6725.42,
        "min": 6725.42,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Leaky ReLU (NC QS8):13",
        "max": 70.86,
        "mean": 70.86,
        "min": 70.86,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Max Pooling (NHWC S8):14",
        "max": 27.2,
        "mean": 27.2,
        "min": 27.2,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Convolution (NHWC QC8) IGEMM:15",
        "max": 9506.16,
        "mean": 9506.16,
        "min": 9506.16,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Leaky ReLU (NC QS8):16",
        "max": 104.46,
        "mean": 104.46,
        "min": 104.46,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Max Pooling (NHWC S8):17",
        "max": 32.84,
        "mean": 32.84,
        "min": 32.84,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Convolution (NHWC QC8) IGEMM:18",
        "max": 55783.299999999996,
        "mean": 55783.299999999996,
        "min": 55783.299999999996,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Leaky ReLU (NC QS8):19",
        "max": 516.34,
        "mean": 516.34,
        "min": 516.34,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Convolution (NHWC QC8) IGEMM:20",
        "max": 59518.2,
        "mean": 59518.2,
        "min": 59518.2,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Leaky ReLU (NC QS8):21",
        "max": 392.56,
        "mean": 392.56,
        "min": 392.56,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Convolution (NHWC QC8) GEMM:22",
        "max": 164.26,
        "mean": 164.26,
        "min": 164.26,
        "std": 0.0
      },
      {
        "layer_name": " Delegate/Convert (NC QS8 F32):23",
        "max": 127.34,
        "mean": 127.34,
        "min": 127.34,
        "std": 0.0
      }
    ],
    "max": 218926.0,
    "mean": 172926.0,
    "min": 142209.0,
    "std": 20265.0,
    "troughput": null
  },
  "load_accelerator": null,
  "load_cpu": 84,
  "model_file_name": "tiny_yolo_v2_416_int8.tflite",
  "model_size": 11105408,
  "nb_inference": 50,
  "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": 1.3350763496787472,
  "ram_size": 3976114176,
  "target": "rpi4b",
  "target_id": "0000019c716362ba976cf0240430d8609d2545907baf474a564f4d508e331fdf",
  "temperature": null,
  "version": 0,
  "version_tag": ""
}