124115 - rpi5 tflite
124115 - rpi5 tflite
Summary: Pipeline succeeded and valid report was generated.
Model Details
- model name : squeezenetv1.1_224_tfs_int8.tflite
- model url : Download here
Logs Details
user.log
[33mWarning: Permanently added '192.168.2.10' (ED25519) to the list of known hosts.
[0m
[33mINFO: Created TensorFlow Lite XNNPACK delegate for CPU. [0merror.log
Report Details
report.json
{
"GFLOPs": null,
"accuracy": null,
"ambiant_temperature": null,
"benchmark_type": "TYPE1",
"date": "2026-04-14T22:55:20.",
"energy_efficiency": null,
"flash_size": 62416101376,
"flash_usage": 0.0013201337184395694,
"inference_engine": "tflite",
"inference_latency": {
"latency_per_layers": [
{
"layer_name": " [tfl.quantize]:0",
"max": 115.105,
"mean": 115.105,
"min": 115.105,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) IGEMM:0",
"max": 636.386,
"mean": 636.386,
"min": 636.386,
"std": 0.0
},
{
"layer_name": " Delegate/Max Pooling (NHWC S8):1",
"max": 169.661,
"mean": 169.661,
"min": 169.661,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) GEMM:2",
"max": 40.2836,
"mean": 40.2836,
"min": 40.2836,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) GEMM:3",
"max": 57.461999999999996,
"mean": 57.461999999999996,
"min": 57.461999999999996,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) IGEMM:4",
"max": 159.155,
"mean": 159.155,
"min": 159.155,
"std": 0.0
},
{
"layer_name": " Delegate/Copy (NC X8):5",
"max": 152.863,
"mean": 152.863,
"min": 152.863,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) GEMM:6",
"max": 39.385999999999996,
"mean": 39.385999999999996,
"min": 39.385999999999996,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) GEMM:7",
"max": 51.666700000000006,
"mean": 51.666700000000006,
"min": 51.666700000000006,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) IGEMM:8",
"max": 152.298,
"mean": 152.298,
"min": 152.298,
"std": 0.0
},
{
"layer_name": " Delegate/Copy (NC X8):9",
"max": 155.31,
"mean": 155.31,
"min": 155.31,
"std": 0.0
},
{
"layer_name": " Delegate/Max Pooling (NHWC S8):10",
"max": 22.128700000000002,
"mean": 22.128700000000002,
"min": 22.128700000000002,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) GEMM:11",
"max": 21.5117,
"mean": 21.5117,
"min": 21.5117,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) GEMM:12",
"max": 30.9474,
"mean": 30.9474,
"min": 30.9474,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) IGEMM:13",
"max": 122.14899999999999,
"mean": 122.14899999999999,
"min": 122.14899999999999,
"std": 0.0
},
{
"layer_name": " Delegate/Copy (NC X8):14",
"max": 41.9854,
"mean": 41.9854,
"min": 41.9854,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) GEMM:15",
"max": 30.4912,
"mean": 30.4912,
"min": 30.4912,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) GEMM:16",
"max": 31.2719,
"mean": 31.2719,
"min": 31.2719,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) IGEMM:17",
"max": 118.617,
"mean": 118.617,
"min": 118.617,
"std": 0.0
},
{
"layer_name": " Delegate/Copy (NC X8):18",
"max": 37.1404,
"mean": 37.1404,
"min": 37.1404,
"std": 0.0
},
{
"layer_name": " Delegate/Max Pooling (NHWC S8):19",
"max": 8.85088,
"mean": 8.85088,
"min": 8.85088,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) GEMM:20",
"max": 13.1842,
"mean": 13.1842,
"min": 13.1842,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) GEMM:21",
"max": 14.494200000000001,
"mean": 14.494200000000001,
"min": 14.494200000000001,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) IGEMM:22",
"max": 70.70469999999999,
"mean": 70.70469999999999,
"min": 70.70469999999999,
"std": 0.0
},
{
"layer_name": " Delegate/Copy (NC X8):23",
"max": 12.529200000000001,
"mean": 12.529200000000001,
"min": 12.529200000000001,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) GEMM:24",
"max": 15.798199999999998,
"mean": 15.798199999999998,
"min": 15.798199999999998,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) GEMM:25",
"max": 13.769,
"mean": 13.769,
"min": 13.769,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) IGEMM:26",
"max": 67.5877,
"mean": 67.5877,
"min": 67.5877,
"std": 0.0
},
{
"layer_name": " Delegate/Copy (NC X8):27",
"max": 4.71637,
"mean": 4.71637,
"min": 4.71637,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) GEMM:28",
"max": 19.9298,
"mean": 19.9298,
"min": 19.9298,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) GEMM:29",
"max": 19.0585,
"mean": 19.0585,
"min": 19.0585,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) IGEMM:30",
"max": 120.322,
"mean": 120.322,
"min": 120.322,
"std": 0.0
},
{
"layer_name": " Delegate/Copy (NC X8):31",
"max": 17.7573,
"mean": 17.7573,
"min": 17.7573,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) GEMM:32",
"max": 29.494200000000003,
"mean": 29.494200000000003,
"min": 29.494200000000003,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) GEMM:33",
"max": 26.5643,
"mean": 26.5643,
"min": 26.5643,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) IGEMM:34",
"max": 122.532,
"mean": 122.532,
"min": 122.532,
"std": 0.0
},
{
"layer_name": " Delegate/Copy (NC X8):35",
"max": 12.845,
"mean": 12.845,
"min": 12.845,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) GEMM:36",
"max": 9.44152,
"mean": 9.44152,
"min": 9.44152,
"std": 0.0
},
{
"layer_name": " [SqueezeNet_v1.1/global_average_pooling2d/Mean]:38",
"max": 22.307000000000002,
"mean": 22.307000000000002,
"min": 22.307000000000002,
"std": 0.0
},
{
"layer_name": " [StatefulPartitionedCall:01]:39",
"max": 1.04971,
"mean": 1.04971,
"min": 1.04971,
"std": 0.0
},
{
"layer_name": " Delegate/Convert (NC QS8 F32):0",
"max": 0.0847953,
"mean": 0.0847953,
"min": 0.0847953,
"std": 0.0
}
],
"max": 28807.0,
"mean": 2808.84,
"min": 2035.0,
"std": 2676.0,
"troughput": null
},
"load_accelerator": null,
"load_cpu": 80.85,
"model_file_name": "squeezenetv1.1_224_tfs_int8.tflite",
"model_size": 823976,
"nb_inference": 342,
"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": ""
}