123954 - rpi5 tflite
Summary: Pipeline succeeded and valid report was generated.
Model Details
- model name : resnet_v1_32_32_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": "2026-04-14T22:16:15.",
"energy_efficiency": null,
"flash_size": 124725649408,
"flash_usage": 0.00042942891261117433,
"inference_engine": "tflite",
"inference_latency": {
"latency_per_layers": [
{
"layer_name": " [tfl.quantize]:0",
"max": 2.91662,
"mean": 2.91662,
"min": 2.91662,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) IGEMM:0",
"max": 53.9208,
"mean": 53.9208,
"min": 53.9208,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) IGEMM:1",
"max": 22.0318,
"mean": 22.0318,
"min": 22.0318,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) IGEMM:2",
"max": 21.8158,
"mean": 21.8158,
"min": 21.8158,
"std": 0.0
},
{
"layer_name": " Delegate/Add (ND QS8):3",
"max": 10.2034,
"mean": 10.2034,
"min": 10.2034,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) IGEMM:4",
"max": 18.063,
"mean": 18.063,
"min": 18.063,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) IGEMM:5",
"max": 17.8506,
"mean": 17.8506,
"min": 17.8506,
"std": 0.0
},
{
"layer_name": " Delegate/Add (ND QS8):6",
"max": 7.416919999999999,
"mean": 7.416919999999999,
"min": 7.416919999999999,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) IGEMM:7",
"max": 16.9544,
"mean": 16.9544,
"min": 16.9544,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) IGEMM:8",
"max": 16.415699999999998,
"mean": 16.415699999999998,
"min": 16.415699999999998,
"std": 0.0
},
{
"layer_name": " Delegate/Add (ND QS8):9",
"max": 6.57469,
"mean": 6.57469,
"min": 6.57469,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) IGEMM:10",
"max": 16.4871,
"mean": 16.4871,
"min": 16.4871,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) IGEMM:11",
"max": 15.5723,
"mean": 15.5723,
"min": 15.5723,
"std": 0.0
},
{
"layer_name": " Delegate/Add (ND QS8):12",
"max": 3.56989,
"mean": 3.56989,
"min": 3.56989,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) IGEMM:13",
"max": 13.4331,
"mean": 13.4331,
"min": 13.4331,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) IGEMM:14",
"max": 13.5489,
"mean": 13.5489,
"min": 13.5489,
"std": 0.0
},
{
"layer_name": " Delegate/Add (ND QS8):15",
"max": 3.05759,
"mean": 3.05759,
"min": 3.05759,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) IGEMM:16",
"max": 6.82963,
"mean": 6.82963,
"min": 6.82963,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) IGEMM:17",
"max": 10.4733,
"mean": 10.4733,
"min": 10.4733,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) IGEMM:18",
"max": 2.24895,
"mean": 2.24895,
"min": 2.24895,
"std": 0.0
},
{
"layer_name": " Delegate/Add (ND QS8):19",
"max": 2.0024,
"mean": 2.0024,
"min": 2.0024,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) IGEMM:20",
"max": 11.069600000000001,
"mean": 11.069600000000001,
"min": 11.069600000000001,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) IGEMM:21",
"max": 10.7876,
"mean": 10.7876,
"min": 10.7876,
"std": 0.0
},
{
"layer_name": " Delegate/Add (ND QS8):22",
"max": 2.0335900000000002,
"mean": 2.0335900000000002,
"min": 2.0335900000000002,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) IGEMM:23",
"max": 10.899799999999999,
"mean": 10.899799999999999,
"min": 10.899799999999999,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) IGEMM:24",
"max": 10.899199999999999,
"mean": 10.899199999999999,
"min": 10.899199999999999,
"std": 0.0
},
{
"layer_name": " Delegate/Add (ND QS8):25",
"max": 2.04319,
"mean": 2.04319,
"min": 2.04319,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) IGEMM:26",
"max": 11.0732,
"mean": 11.0732,
"min": 11.0732,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) IGEMM:27",
"max": 11.0312,
"mean": 11.0312,
"min": 11.0312,
"std": 0.0
},
{
"layer_name": " Delegate/Add (ND QS8):28",
"max": 2.009,
"mean": 2.009,
"min": 2.009,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) IGEMM:29",
"max": 10.674299999999999,
"mean": 10.674299999999999,
"min": 10.674299999999999,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) IGEMM:30",
"max": 11.015,
"mean": 11.015,
"min": 11.015,
"std": 0.0
},
{
"layer_name": " Delegate/Add (ND QS8):31",
"max": 1.9982,
"mean": 1.9982,
"min": 1.9982,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) IGEMM:32",
"max": 6.233350000000001,
"mean": 6.233350000000001,
"min": 6.233350000000001,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) IGEMM:33",
"max": 10.3521,
"mean": 10.3521,
"min": 10.3521,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) IGEMM:34",
"max": 2.03239,
"mean": 2.03239,
"min": 2.03239,
"std": 0.0
},
{
"layer_name": " Delegate/Add (ND QS8):35",
"max": 1.0168,
"mean": 1.0168,
"min": 1.0168,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) IGEMM:36",
"max": 10.6509,
"mean": 10.6509,
"min": 10.6509,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) IGEMM:37",
"max": 10.6881,
"mean": 10.6881,
"min": 10.6881,
"std": 0.0
},
{
"layer_name": " Delegate/Add (ND QS8):38",
"max": 1.0024000000000002,
"mean": 1.0024000000000002,
"min": 1.0024000000000002,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) IGEMM:39",
"max": 10.1584,
"mean": 10.1584,
"min": 10.1584,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) IGEMM:40",
"max": 10.6323,
"mean": 10.6323,
"min": 10.6323,
"std": 0.0
},
{
"layer_name": " Delegate/Add (ND QS8):41",
"max": 1.0066000000000002,
"mean": 1.0066000000000002,
"min": 1.0066000000000002,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) IGEMM:42",
"max": 10.3347,
"mean": 10.3347,
"min": 10.3347,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) IGEMM:43",
"max": 10.485899999999999,
"mean": 10.485899999999999,
"min": 10.485899999999999,
"std": 0.0
},
{
"layer_name": " Delegate/Add (ND QS8):44",
"max": 1.0054,
"mean": 1.0054,
"min": 1.0054,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) IGEMM:45",
"max": 10.237599999999999,
"mean": 10.237599999999999,
"min": 10.237599999999999,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) IGEMM:46",
"max": 10.3647,
"mean": 10.3647,
"min": 10.3647,
"std": 0.0
},
{
"layer_name": " Delegate/Add (ND QS8):47",
"max": 1.0006,
"mean": 1.0006,
"min": 1.0006,
"std": 0.0
},
{
"layer_name": " [resnet_v1_depth_32/average_pooling2d/AvgPool]:49",
"max": 1.66287,
"mean": 1.66287,
"min": 1.66287,
"std": 0.0
},
{
"layer_name": " Delegate/Copy (NC X8):0",
"max": 0.00119976,
"mean": 0.00119976,
"min": 0.00119976,
"std": 0.0
},
{
"layer_name": " Delegate/Fully Connected (NC QS8) GEMM:1",
"max": 45.97,
"mean": 45.97,
"min": 45.97,
"std": 0.0
},
{
"layer_name": " [StatefulPartitionedCall:01]:52",
"max": 0.69826,
"mean": 0.69826,
"min": 0.69826,
"std": 0.0
},
{
"layer_name": " Delegate/Convert (NC QS8 F32):0",
"max": 0.00239952,
"mean": 0.00239952,
"min": 0.00239952,
"std": 0.0
}
],
"max": 20889.0,
"mean": 532.458,
"min": 374.0,
"std": 1126.0,
"troughput": null
},
"load_accelerator": null,
"load_cpu": 78.7,
"model_file_name": "resnet_v1_32_32_tfs_int8.tflite",
"model_size": 535608,
"nb_inference": 1667,
"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": 0.23484514897989137,
"ram_size": 4241719296,
"target": "rpi5",
"target_id": "rpi5-0000-0000",
"temperature": null,
"version": 0,
"version_tag": ""
}