From bd7b3ea9e805fe2ff2d02c98815b71e2316af0ad Mon Sep 17 00:00:00 2001 From: ersheng Date: Thu, 2 Jul 2020 10:39:22 +0800 Subject: [PATCH 1/4] update readme for tensorrt 7.1 y coordinate issue --- yolov4_1_3_416_416_fp16.engine.infer | 684 +++++++++++++++++++++++++++ 1 file changed, 684 insertions(+) create mode 100644 yolov4_1_3_416_416_fp16.engine.infer diff --git a/yolov4_1_3_416_416_fp16.engine.infer b/yolov4_1_3_416_416_fp16.engine.infer new file mode 100644 index 00000000..a6422b9a --- /dev/null +++ b/yolov4_1_3_416_416_fp16.engine.infer @@ -0,0 +1,684 @@ +&&&& RUNNING TensorRT.trtexec # trtexec --loadEngine=yolov4_1_3_416_416_fp16.engine --workspace=4096 --explicitBatch --dumpProfile --iterations=1000 +[06/29/2020-09:46:40] [I] === Model Options === +[06/29/2020-09:46:40] [I] Format: * +[06/29/2020-09:46:40] [I] Model: +[06/29/2020-09:46:40] [I] Output: +[06/29/2020-09:46:40] [I] === Build Options === +[06/29/2020-09:46:40] [I] Max batch: explicit +[06/29/2020-09:46:40] [I] Workspace: 4096 MB +[06/29/2020-09:46:40] [I] minTiming: 1 +[06/29/2020-09:46:40] [I] avgTiming: 8 +[06/29/2020-09:46:40] [I] Precision: FP32 +[06/29/2020-09:46:40] [I] Calibration: +[06/29/2020-09:46:40] [I] Safe mode: Disabled +[06/29/2020-09:46:40] [I] Save engine: +[06/29/2020-09:46:40] [I] Load engine: yolov4_1_3_416_416_fp16.engine +[06/29/2020-09:46:40] [I] Inputs format: fp32:CHW +[06/29/2020-09:46:40] [I] Outputs format: fp32:CHW +[06/29/2020-09:46:40] [I] Input build shapes: model +[06/29/2020-09:46:40] [I] === System Options === +[06/29/2020-09:46:40] [I] Device: 0 +[06/29/2020-09:46:40] [I] DLACore: +[06/29/2020-09:46:40] [I] Plugins: +[06/29/2020-09:46:40] [I] === Inference Options === +[06/29/2020-09:46:40] [I] Batch: Explicit +[06/29/2020-09:46:40] [I] Iterations: 1000 +[06/29/2020-09:46:40] [I] Duration: 3s (+ 200ms warm up) +[06/29/2020-09:46:40] [I] Sleep time: 0ms +[06/29/2020-09:46:40] [I] Streams: 1 +[06/29/2020-09:46:40] [I] ExposeDMA: Disabled +[06/29/2020-09:46:40] [I] Spin-wait: Disabled +[06/29/2020-09:46:40] [I] Multithreading: Disabled +[06/29/2020-09:46:40] [I] CUDA Graph: Disabled +[06/29/2020-09:46:40] [I] Skip inference: Disabled +[06/29/2020-09:46:40] [I] Inputs: +[06/29/2020-09:46:40] [I] === Reporting Options === +[06/29/2020-09:46:40] [I] Verbose: Disabled +[06/29/2020-09:46:40] [I] Averages: 10 inferences +[06/29/2020-09:46:40] [I] Percentile: 99 +[06/29/2020-09:46:40] [I] Dump output: Disabled +[06/29/2020-09:46:40] [I] Profile: Enabled +[06/29/2020-09:46:40] [I] Export timing to JSON file: +[06/29/2020-09:46:40] [I] Export output to JSON file: +[06/29/2020-09:46:40] [I] Export profile to JSON file: +[06/29/2020-09:46:40] [I] +[06/29/2020-09:46:44] [06/29/2020-09:46:56] [I] Warmup completed 0 queries over 200 ms +[06/29/2020-09:46:56] [I] Timing trace has 0 queries over 12.226 s +[06/29/2020-09:46:56] [I] Trace averages of 10 runs: +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.7319 ms - Host latency: 13.314 ms (end to end 13.3435 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.7572 ms - Host latency: 13.3452 ms (end to end 13.3746 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.7323 ms - Host latency: 13.3154 ms (end to end 13.3446 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.7213 ms - Host latency: 13.3072 ms (end to end 13.3388 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.7101 ms - Host latency: 13.2915 ms (end to end 13.3203 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.7373 ms - Host latency: 13.3132 ms (end to end 13.3432 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.7382 ms - Host latency: 13.3185 ms (end to end 13.3498 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.7609 ms - Host latency: 13.3275 ms (end to end 13.3592 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.8792 ms - Host latency: 13.4454 ms (end to end 13.4755 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 11.0391 ms - Host latency: 13.6307 ms (end to end 13.6617 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.8891 ms - Host latency: 13.5634 ms (end to end 13.5963 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.8915 ms - Host latency: 13.5604 ms (end to end 13.5917 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.8542 ms - Host latency: 13.5245 ms (end to end 13.5585 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.869 ms - Host latency: 13.5392 ms (end to end 13.57 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.8825 ms - Host latency: 13.4764 ms (end to end 13.505 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.8795 ms - Host latency: 13.5702 ms (end to end 13.6002 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.9222 ms - Host latency: 13.616 ms (end to end 13.6455 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.8687 ms - Host latency: 13.5397 ms (end to end 13.5706 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 11.1844 ms - Host latency: 13.8385 ms (end to end 13.8669 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.766 ms - Host latency: 13.4462 ms (end to end 13.4733 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.7643 ms - Host latency: 13.448 ms (end to end 13.4755 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.7804 ms - Host latency: 13.4454 ms (end to end 13.4729 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.7578 ms - Host latency: 13.433 ms (end to end 13.4615 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 11.3984 ms - Host latency: 14.0593 ms (end to end 14.0878 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 11.0678 ms - Host latency: 13.8195 ms (end to end 13.8507 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.7953 ms - Host latency: 13.6574 ms (end to end 13.6874 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.7995 ms - Host latency: 13.6781 ms (end to end 13.7112 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 11.3406 ms - Host latency: 14.1851 ms (end to end 14.2155 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.7428 ms - Host latency: 13.4365 ms (end to end 13.4642 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.7483 ms - Host latency: 13.4411 ms (end to end 13.4698 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.7453 ms - Host latency: 13.4318 ms (end to end 13.4606 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.7562 ms - Host latency: 13.4354 ms (end to end 13.4653 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.8059 ms - Host latency: 13.4815 ms (end to end 13.5101 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.7645 ms - Host latency: 13.4263 ms (end to end 13.4534 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.7455 ms - Host latency: 13.4099 ms (end to end 13.4395 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 11.3375 ms - Host latency: 14.0032 ms (end to end 14.0339 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 11.0773 ms - Host latency: 13.8633 ms (end to end 13.8944 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.9732 ms - Host latency: 13.8174 ms (end to end 13.8464 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 11.2256 ms - Host latency: 14.0865 ms (end to end 14.1169 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 11.0989 ms - Host latency: 13.9506 ms (end to end 13.9808 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.9362 ms - Host latency: 13.813 ms (end to end 13.8438 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.9421 ms - Host latency: 13.8101 ms (end to end 13.8404 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.9448 ms - Host latency: 13.8335 ms (end to end 13.8646 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 11.3152 ms - Host latency: 14.169 ms (end to end 14.2002 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.9753 ms - Host latency: 13.8606 ms (end to end 13.8921 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.9248 ms - Host latency: 13.8118 ms (end to end 13.8411 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 11.2965 ms - Host latency: 14.1375 ms (end to end 14.1663 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.789 ms - Host latency: 13.6766 ms (end to end 13.7074 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.9703 ms - Host latency: 13.8355 ms (end to end 13.8663 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.796 ms - Host latency: 13.6797 ms (end to end 13.7124 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.8037 ms - Host latency: 13.6723 ms (end to end 13.7017 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 11.0157 ms - Host latency: 13.9178 ms (end to end 13.9483 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.7882 ms - Host latency: 13.7091 ms (end to end 13.7378 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.7897 ms - Host latency: 13.7019 ms (end to end 13.7324 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.8232 ms - Host latency: 13.7386 ms (end to end 13.7701 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.7849 ms - Host latency: 13.6617 ms (end to end 13.6931 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.8535 ms - Host latency: 13.7702 ms (end to end 13.8019 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 11.1504 ms - Host latency: 14.0388 ms (end to end 14.0672 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.7887 ms - Host latency: 13.7177 ms (end to end 13.7491 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.8125 ms - Host latency: 13.7374 ms (end to end 13.7682 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.8054 ms - Host latency: 13.7251 ms (end to end 13.7543 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.7777 ms - Host latency: 13.6923 ms (end to end 13.7251 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.7994 ms - Host latency: 13.7023 ms (end to end 13.7338 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.959 ms - Host latency: 13.8502 ms (end to end 13.8791 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.8019 ms - Host latency: 13.7269 ms (end to end 13.7579 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.8021 ms - Host latency: 13.7267 ms (end to end 13.7572 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.7861 ms - Host latency: 13.7079 ms (end to end 13.7396 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.8928 ms - Host latency: 13.7913 ms (end to end 13.8208 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.7857 ms - Host latency: 13.7037 ms (end to end 13.7334 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.7696 ms - Host latency: 13.5991 ms (end to end 13.6273 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.7771 ms - Host latency: 13.6766 ms (end to end 13.7058 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.7948 ms - Host latency: 13.7067 ms (end to end 13.7392 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.8026 ms - Host latency: 13.7288 ms (end to end 13.7567 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.7996 ms - Host latency: 13.7102 ms (end to end 13.74 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.7999 ms - Host latency: 13.7248 ms (end to end 13.7562 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.7894 ms - Host latency: 13.716 ms (end to end 13.7476 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 11.3302 ms - Host latency: 14.2307 ms (end to end 14.2628 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.9482 ms - Host latency: 13.8636 ms (end to end 13.8949 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.9534 ms - Host latency: 13.8607 ms (end to end 13.8914 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.9381 ms - Host latency: 13.8604 ms (end to end 13.8913 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 11.1682 ms - Host latency: 14.0664 ms (end to end 14.0983 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.9372 ms - Host latency: 13.8584 ms (end to end 13.8882 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.9326 ms - Host latency: 13.8498 ms (end to end 13.8791 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.9591 ms - Host latency: 13.8455 ms (end to end 13.8752 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.9342 ms - Host latency: 13.8557 ms (end to end 13.8862 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.9363 ms - Host latency: 13.8455 ms (end to end 13.8779 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 11.2289 ms - Host latency: 14.1347 ms (end to end 14.1674 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 11.146 ms - Host latency: 14.0726 ms (end to end 14.1057 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 11.3874 ms - Host latency: 14.3152 ms (end to end 14.3476 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 11.109 ms - Host latency: 14.0101 ms (end to end 14.0422 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 11.1665 ms - Host latency: 14.0741 ms (end to end 14.1077 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.9209 ms - Host latency: 13.8451 ms (end to end 13.8788 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.9483 ms - Host latency: 13.8819 ms (end to end 13.9145 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 11.2634 ms - Host latency: 14.1478 ms (end to end 14.1793 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.9408 ms - Host latency: 13.8524 ms (end to end 13.8841 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.9459 ms - Host latency: 13.8714 ms (end to end 13.903 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.978 ms - Host latency: 13.8869 ms (end to end 13.9181 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.9563 ms - Host latency: 13.8674 ms (end to end 13.8987 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.933 ms - Host latency: 13.8547 ms (end to end 13.8857 ms) +[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.9224 ms - Host latency: 13.7976 ms (end to end 13.8303 ms) +[06/29/2020-09:46:56] [I] Host latency +[06/29/2020-09:46:56] [I] min: 12.4117 ms (end to end 12.4269 ms) +[06/29/2020-09:46:56] [I] max: 19.9653 ms (end to end 19.9968 ms) +[06/29/2020-09:46:56] [I] mean: 13.7332 ms (end to end 13.7637 ms) +[06/29/2020-09:46:56] [I] median: 13.7039 ms (end to end 13.7354 ms) +[06/29/2020-09:46:56] [I] percentile: 16.4834 ms at 99% (end to end 16.5166 ms at 99%) +[06/29/2020-09:46:56] [I] throughput: 0 qps +[06/29/2020-09:46:56] [I] walltime: 12.226 s +[06/29/2020-09:46:56] [I] GPU Compute +[06/29/2020-09:46:56] [I] min: 10.3467 ms +[06/29/2020-09:46:56] [I] max: 17.364 ms +[06/29/2020-09:46:56] [I] mean: 10.9187 ms +[06/29/2020-09:46:56] [I] median: 10.8374 ms +[06/29/2020-09:46:56] [I] percentile: 13.6743 ms at 99% +[06/29/2020-09:46:56] [I] total compute time: 10.9187 s +[06/29/2020-09:46:56] [I] +[06/29/2020-09:46:56] [I] === Profile (1017 iterations ) === +[06/29/2020-09:46:56] [I] Layer Time (ms) Avg. Time (ms) Time % +[06/29/2020-09:46:56] [I] (Unnamed Layer* 562) [Constant] 20.43 0.02 0.2 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 565) [Constant] 21.50 0.02 0.2 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 622) [Constant] 18.22 0.02 0.2 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 627) [Constant] 18.09 0.02 0.2 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 632) [Constant] 18.03 0.02 0.2 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 637) [Constant] 18.42 0.02 0.2 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 642) [Constant] 18.57 0.02 0.2 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 647) [Constant] 19.17 0.02 0.2 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 652) [Constant] 20.90 0.02 0.2 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 657) [Constant] 21.23 0.02 0.2 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 662) [Constant] 20.61 0.02 0.2 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 667) [Constant] 20.55 0.02 0.2 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 672) [Constant] 20.48 0.02 0.2 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 677) [Constant] 19.94 0.02 0.2 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 752) [Constant] 19.50 0.02 0.2 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 755) [Constant] 20.97 0.02 0.2 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 812) [Constant] 17.19 0.02 0.2 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 817) [Constant] 4.10 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 822) [Constant] 2.20 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 827) [Constant] 1.95 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 832) [Constant] 1.94 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 837) [Constant] 2.04 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 842) [Constant] 2.06 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 847) [Constant] 2.00 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 852) [Constant] 1.94 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 857) [Constant] 1.96 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 862) [Constant] 1.95 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 867) [Constant] 1.91 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 942) [Constant] 1.94 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 945) [Constant] 1.92 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 1002) [Constant] 1.92 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 1007) [Constant] 1.95 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 1012) [Constant] 1.84 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 1017) [Constant] 1.92 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 1022) [Constant] 1.83 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 1027) [Constant] 1.84 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 1032) [Constant] 1.86 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 1037) [Constant] 1.86 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 1042) [Constant] 1.91 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 1047) [Constant] 1.89 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 1052) [Constant] 1.90 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 1057) [Constant] 1.96 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 0) [Convolution] input reformatter 0 15.93 0.02 0.2 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 0) [Convolution] 82.10 0.08 0.8 +[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 2) [Activation], (Unnamed Layer* 3) [Activation]), (Unnamed Layer* 4) [ElementWise]) 304.03 0.30 3.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 5) [Convolution] 136.15 0.13 1.4 +[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 7) [Activation], (Unnamed Layer* 8) [Activation]), (Unnamed Layer* 9) [ElementWise]) input reformatter 0 55.10 0.05 0.6 +[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 7) [Activation], (Unnamed Layer* 8) [Activation]), (Unnamed Layer* 9) [ElementWise]) 158.59 0.16 1.6 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 15) [Convolution] || (Unnamed Layer* 10) [Convolution] 86.50 0.09 0.9 +[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 17) [Activation], (Unnamed Layer* 18) [Activation]), (Unnamed Layer* 19) [ElementWise]) 162.05 0.16 1.6 +[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 12) [Activation], (Unnamed Layer* 13) [Activation]), (Unnamed Layer* 14) [ElementWise]) 159.77 0.16 1.6 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 20) [Convolution] 48.51 0.05 0.5 +[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 22) [Activation], (Unnamed Layer* 23) [Activation]), (Unnamed Layer* 24) [ElementWise]) 83.78 0.08 0.8 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 25) [Convolution] 64.17 0.06 0.6 +[06/29/2020-09:46:56] [I] PWN(PWN(PWN((Unnamed Layer* 27) [Activation], (Unnamed Layer* 28) [Activation]), (Unnamed Layer* 29) [ElementWise]), (Unnamed Layer* 30) [ElementWise]) 186.82 0.18 1.9 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 31) [Convolution] 54.43 0.05 0.5 +[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 33) [Activation], (Unnamed Layer* 34) [Activation]), (Unnamed Layer* 35) [ElementWise]) 160.49 0.16 1.6 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 37) [Convolution] 83.15 0.08 0.8 +[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 39) [Activation], (Unnamed Layer* 40) [Activation]), (Unnamed Layer* 41) [ElementWise]) 156.88 0.15 1.6 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 42) [Convolution] 66.47 0.07 0.7 +[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 44) [Activation], (Unnamed Layer* 45) [Activation]), (Unnamed Layer* 46) [ElementWise]) 82.61 0.08 0.8 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 52) [Convolution] || (Unnamed Layer* 47) [Convolution] 30.47 0.03 0.3 +[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 54) [Activation], (Unnamed Layer* 55) [Activation]), (Unnamed Layer* 56) [ElementWise]) 47.98 0.05 0.5 +[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 49) [Activation], (Unnamed Layer* 50) [Activation]), (Unnamed Layer* 51) [ElementWise]) 46.72 0.05 0.5 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 57) [Convolution] 20.73 0.02 0.2 +[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 59) [Activation], (Unnamed Layer* 60) [Activation]), (Unnamed Layer* 61) [ElementWise]) 45.55 0.04 0.5 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 62) [Convolution] 43.01 0.04 0.4 +[06/29/2020-09:46:56] [I] PWN(PWN(PWN((Unnamed Layer* 64) [Activation], (Unnamed Layer* 65) [Activation]), (Unnamed Layer* 66) [ElementWise]), (Unnamed Layer* 67) [ElementWise]) 55.05 0.05 0.6 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 68) [Convolution] 13.52 0.01 0.1 +[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 70) [Activation], (Unnamed Layer* 71) [Activation]), (Unnamed Layer* 72) [ElementWise]) 45.27 0.04 0.5 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 73) [Convolution] 43.10 0.04 0.4 +[06/29/2020-09:46:56] [I] PWN(PWN(PWN((Unnamed Layer* 75) [Activation], (Unnamed Layer* 76) [Activation]), (Unnamed Layer* 77) [ElementWise]), (Unnamed Layer* 78) [ElementWise]) 51.73 0.05 0.5 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 79) [Convolution] 13.49 0.01 0.1 +[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 81) [Activation], (Unnamed Layer* 82) [Activation]), (Unnamed Layer* 83) [ElementWise]) 46.08 0.05 0.5 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 85) [Convolution] 28.12 0.03 0.3 +[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 87) [Activation], (Unnamed Layer* 88) [Activation]), (Unnamed Layer* 89) [ElementWise]) 81.22 0.08 0.8 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 90) [Convolution] 64.75 0.06 0.6 +[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 92) [Activation], (Unnamed Layer* 93) [Activation]), (Unnamed Layer* 94) [ElementWise]) 46.32 0.05 0.5 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 100) [Convolution] || (Unnamed Layer* 95) [Convolution] 22.67 0.02 0.2 +[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 102) [Activation], (Unnamed Layer* 103) [Activation]), (Unnamed Layer* 104) [ElementWise]) 31.64 0.03 0.3 +[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 97) [Activation], (Unnamed Layer* 98) [Activation]), (Unnamed Layer* 99) [ElementWise]) 27.14 0.03 0.3 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 105) [Convolution] 12.52 0.01 0.1 +[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 107) [Activation], (Unnamed Layer* 108) [Activation]), (Unnamed Layer* 109) [ElementWise]) 27.18 0.03 0.3 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 110) [Convolution] 38.14 0.04 0.4 +[06/29/2020-09:46:56] [I] PWN(PWN(PWN((Unnamed Layer* 112) [Activation], (Unnamed Layer* 113) [Activation]), (Unnamed Layer* 114) [ElementWise]), (Unnamed Layer* 115) [ElementWise]) 30.55 0.03 0.3 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 116) [Convolution] 12.70 0.01 0.1 +[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 118) [Activation], (Unnamed Layer* 119) [Activation]), (Unnamed Layer* 120) [ElementWise]) 27.31 0.03 0.3 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 121) [Convolution] 38.98 0.04 0.4 +[06/29/2020-09:46:56] [I] PWN(PWN(PWN((Unnamed Layer* 123) [Activation], (Unnamed Layer* 124) [Activation]), (Unnamed Layer* 125) [ElementWise]), (Unnamed Layer* 126) [ElementWise]) 34.74 0.03 0.3 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 127) [Convolution] 12.21 0.01 0.1 +[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 129) [Activation], (Unnamed Layer* 130) [Activation]), (Unnamed Layer* 131) [ElementWise]) 27.77 0.03 0.3 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 132) [Convolution] 38.27 0.04 0.4 +[06/29/2020-09:46:56] [I] PWN(PWN(PWN((Unnamed Layer* 134) [Activation], (Unnamed Layer* 135) [Activation]), (Unnamed Layer* 136) [ElementWise]), (Unnamed Layer* 137) [ElementWise]) 32.24 0.03 0.3 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 138) [Convolution] 12.48 0.01 0.1 +[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 140) [Activation], (Unnamed Layer* 141) [Activation]), (Unnamed Layer* 142) [ElementWise]) 28.22 0.03 0.3 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 143) [Convolution] 38.72 0.04 0.4 +[06/29/2020-09:46:56] [I] PWN(PWN(PWN((Unnamed Layer* 145) [Activation], (Unnamed Layer* 146) [Activation]), (Unnamed Layer* 147) [ElementWise]), (Unnamed Layer* 148) [ElementWise]) 30.31 0.03 0.3 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 149) [Convolution] 12.00 0.01 0.1 +[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 151) [Activation], (Unnamed Layer* 152) [Activation]), (Unnamed Layer* 153) [ElementWise]) 27.19 0.03 0.3 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 154) [Convolution] 38.72 0.04 0.4 +[06/29/2020-09:46:56] [I] PWN(PWN(PWN((Unnamed Layer* 156) [Activation], (Unnamed Layer* 157) [Activation]), (Unnamed Layer* 158) [ElementWise]), (Unnamed Layer* 159) [ElementWise]) 30.34 0.03 0.3 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 160) [Convolution] 12.07 0.01 0.1 +[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 162) [Activation], (Unnamed Layer* 163) [Activation]), (Unnamed Layer* 164) [ElementWise]) 27.15 0.03 0.3 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 165) [Convolution] 38.86 0.04 0.4 +[06/29/2020-09:46:56] [I] PWN(PWN(PWN((Unnamed Layer* 167) [Activation], (Unnamed Layer* 168) [Activation]), (Unnamed Layer* 169) [ElementWise]), (Unnamed Layer* 170) [ElementWise]) 30.31 0.03 0.3 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 171) [Convolution] 12.91 0.01 0.1 +[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 173) [Activation], (Unnamed Layer* 174) [Activation]), (Unnamed Layer* 175) [ElementWise]) 28.77 0.03 0.3 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 176) [Convolution] 39.18 0.04 0.4 +[06/29/2020-09:46:56] [I] PWN(PWN(PWN((Unnamed Layer* 178) [Activation], (Unnamed Layer* 179) [Activation]), (Unnamed Layer* 180) [ElementWise]), (Unnamed Layer* 181) [ElementWise]) 30.68 0.03 0.3 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 182) [Convolution] 12.09 0.01 0.1 +[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 184) [Activation], (Unnamed Layer* 185) [Activation]), (Unnamed Layer* 186) [ElementWise]) 28.63 0.03 0.3 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 187) [Convolution] 38.33 0.04 0.4 +[06/29/2020-09:46:56] [I] PWN(PWN(PWN((Unnamed Layer* 189) [Activation], (Unnamed Layer* 190) [Activation]), (Unnamed Layer* 191) [ElementWise]), (Unnamed Layer* 192) [ElementWise]) 34.71 0.03 0.3 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 193) [Convolution] 11.97 0.01 0.1 +[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 195) [Activation], (Unnamed Layer* 196) [Activation]), (Unnamed Layer* 197) [ElementWise]) 28.23 0.03 0.3 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 199) [Convolution] 22.33 0.02 0.2 +[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 201) [Activation], (Unnamed Layer* 202) [Activation]), (Unnamed Layer* 203) [ElementWise]) 46.90 0.05 0.5 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 489) [Convolution] 15.14 0.01 0.2 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 204) [Convolution] 66.49 0.07 0.7 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 491) [Activation] 15.95 0.02 0.2 +[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 206) [Activation], (Unnamed Layer* 207) [Activation]), (Unnamed Layer* 208) [ElementWise]) 28.79 0.03 0.3 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 214) [Convolution] || (Unnamed Layer* 209) [Convolution] 21.29 0.02 0.2 +[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 216) [Activation], (Unnamed Layer* 217) [Activation]), (Unnamed Layer* 218) [ElementWise]) 18.25 0.02 0.2 +[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 211) [Activation], (Unnamed Layer* 212) [Activation]), (Unnamed Layer* 213) [ElementWise]) 17.74 0.02 0.2 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 219) [Convolution] 13.98 0.01 0.1 +[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 221) [Activation], (Unnamed Layer* 222) [Activation]), (Unnamed Layer* 223) [ElementWise]) 23.02 0.02 0.2 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 224) [Convolution] 62.34 0.06 0.6 +[06/29/2020-09:46:56] [I] PWN(PWN(PWN((Unnamed Layer* 226) [Activation], (Unnamed Layer* 227) [Activation]), (Unnamed Layer* 228) [ElementWise]), (Unnamed Layer* 229) [ElementWise]) 24.50 0.02 0.2 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 230) [Convolution] 14.37 0.01 0.1 +[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 232) [Activation], (Unnamed Layer* 233) [Activation]), (Unnamed Layer* 234) [ElementWise]) 19.91 0.02 0.2 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 235) [Convolution] 62.18 0.06 0.6 +[06/29/2020-09:46:56] [I] PWN(PWN(PWN((Unnamed Layer* 237) [Activation], (Unnamed Layer* 238) [Activation]), (Unnamed Layer* 239) [ElementWise]), (Unnamed Layer* 240) [ElementWise]) 22.40 0.02 0.2 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 241) [Convolution] 14.16 0.01 0.1 +[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 243) [Activation], (Unnamed Layer* 244) [Activation]), (Unnamed Layer* 245) [ElementWise]) 18.93 0.02 0.2 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 246) [Convolution] 62.21 0.06 0.6 +[06/29/2020-09:46:56] [I] PWN(PWN(PWN((Unnamed Layer* 248) [Activation], (Unnamed Layer* 249) [Activation]), (Unnamed Layer* 250) [ElementWise]), (Unnamed Layer* 251) [ElementWise]) 20.91 0.02 0.2 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 252) [Convolution] 14.00 0.01 0.1 +[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 254) [Activation], (Unnamed Layer* 255) [Activation]), (Unnamed Layer* 256) [ElementWise]) 23.09 0.02 0.2 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 257) [Convolution] 62.15 0.06 0.6 +[06/29/2020-09:46:56] [I] PWN(PWN(PWN((Unnamed Layer* 259) [Activation], (Unnamed Layer* 260) [Activation]), (Unnamed Layer* 261) [ElementWise]), (Unnamed Layer* 262) [ElementWise]) 21.44 0.02 0.2 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 263) [Convolution] 14.05 0.01 0.1 +[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 265) [Activation], (Unnamed Layer* 266) [Activation]), (Unnamed Layer* 267) [ElementWise]) 21.80 0.02 0.2 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 268) [Convolution] 62.14 0.06 0.6 +[06/29/2020-09:46:56] [I] PWN(PWN(PWN((Unnamed Layer* 270) [Activation], (Unnamed Layer* 271) [Activation]), (Unnamed Layer* 272) [ElementWise]), (Unnamed Layer* 273) [ElementWise]) 21.50 0.02 0.2 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 274) [Convolution] 14.13 0.01 0.1 +[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 276) [Activation], (Unnamed Layer* 277) [Activation]), (Unnamed Layer* 278) [ElementWise]) 23.01 0.02 0.2 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 279) [Convolution] 62.17 0.06 0.6 +[06/29/2020-09:46:56] [I] PWN(PWN(PWN((Unnamed Layer* 281) [Activation], (Unnamed Layer* 282) [Activation]), (Unnamed Layer* 283) [ElementWise]), (Unnamed Layer* 284) [ElementWise]) 21.31 0.02 0.2 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 285) [Convolution] 14.04 0.01 0.1 +[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 287) [Activation], (Unnamed Layer* 288) [Activation]), (Unnamed Layer* 289) [ElementWise]) 20.57 0.02 0.2 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 290) [Convolution] 62.14 0.06 0.6 +[06/29/2020-09:46:56] [I] PWN(PWN(PWN((Unnamed Layer* 292) [Activation], (Unnamed Layer* 293) [Activation]), (Unnamed Layer* 294) [ElementWise]), (Unnamed Layer* 295) [ElementWise]) 21.28 0.02 0.2 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 296) [Convolution] 14.05 0.01 0.1 +[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 298) [Activation], (Unnamed Layer* 299) [Activation]), (Unnamed Layer* 300) [ElementWise]) 22.76 0.02 0.2 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 301) [Convolution] 64.53 0.06 0.6 +[06/29/2020-09:46:56] [I] PWN(PWN(PWN((Unnamed Layer* 303) [Activation], (Unnamed Layer* 304) [Activation]), (Unnamed Layer* 305) [ElementWise]), (Unnamed Layer* 306) [ElementWise]) 21.43 0.02 0.2 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 307) [Convolution] 14.16 0.01 0.1 +[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 309) [Activation], (Unnamed Layer* 310) [Activation]), (Unnamed Layer* 311) [ElementWise]) 18.77 0.02 0.2 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 313) [Convolution] 21.14 0.02 0.2 +[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 315) [Activation], (Unnamed Layer* 316) [Activation]), (Unnamed Layer* 317) [ElementWise]) 30.34 0.03 0.3 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 440) [Convolution] 19.88 0.02 0.2 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 318) [Convolution] 116.90 0.11 1.2 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 442) [Activation] 11.91 0.01 0.1 +[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 320) [Activation], (Unnamed Layer* 321) [Activation]), (Unnamed Layer* 322) [ElementWise]) 23.32 0.02 0.2 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 328) [Convolution] || (Unnamed Layer* 323) [Convolution] 32.68 0.03 0.3 +[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 330) [Activation], (Unnamed Layer* 331) [Activation]), (Unnamed Layer* 332) [ElementWise]) 15.76 0.02 0.2 +[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 330) [Activation], (Unnamed Layer* 331) [Activation]), (Unnamed Layer* 332) [ElementWise]) output reformatter 0 5.13 0.01 0.1 +[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 325) [Activation], (Unnamed Layer* 326) [Activation]), (Unnamed Layer* 327) [ElementWise]) 14.11 0.01 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 333) [Convolution] 24.88 0.02 0.2 +[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 335) [Activation], (Unnamed Layer* 336) [Activation]), (Unnamed Layer* 337) [ElementWise]) 11.45 0.01 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 338) [Convolution] 68.85 0.07 0.7 +[06/29/2020-09:46:56] [I] PWN(PWN(PWN((Unnamed Layer* 340) [Activation], (Unnamed Layer* 341) [Activation]), (Unnamed Layer* 342) [ElementWise]), (Unnamed Layer* 343) [ElementWise]) 16.46 0.02 0.2 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 344) [Convolution] 23.98 0.02 0.2 +[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 346) [Activation], (Unnamed Layer* 347) [Activation]), (Unnamed Layer* 348) [ElementWise]) 15.76 0.02 0.2 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 349) [Convolution] 68.15 0.07 0.7 +[06/29/2020-09:46:56] [I] PWN(PWN(PWN((Unnamed Layer* 351) [Activation], (Unnamed Layer* 352) [Activation]), (Unnamed Layer* 353) [ElementWise]), (Unnamed Layer* 354) [ElementWise]) 16.82 0.02 0.2 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 355) [Convolution] 23.85 0.02 0.2 +[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 357) [Activation], (Unnamed Layer* 358) [Activation]), (Unnamed Layer* 359) [ElementWise]) 11.60 0.01 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 360) [Convolution] 68.17 0.07 0.7 +[06/29/2020-09:46:56] [I] PWN(PWN(PWN((Unnamed Layer* 362) [Activation], (Unnamed Layer* 363) [Activation]), (Unnamed Layer* 364) [ElementWise]), (Unnamed Layer* 365) [ElementWise]) 16.55 0.02 0.2 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 366) [Convolution] 24.15 0.02 0.2 +[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 368) [Activation], (Unnamed Layer* 369) [Activation]), (Unnamed Layer* 370) [ElementWise]) 15.78 0.02 0.2 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 371) [Convolution] 68.29 0.07 0.7 +[06/29/2020-09:46:56] [I] PWN(PWN(PWN((Unnamed Layer* 373) [Activation], (Unnamed Layer* 374) [Activation]), (Unnamed Layer* 375) [ElementWise]), (Unnamed Layer* 376) [ElementWise]) 16.85 0.02 0.2 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 377) [Convolution] 24.11 0.02 0.2 +[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 379) [Activation], (Unnamed Layer* 380) [Activation]), (Unnamed Layer* 381) [ElementWise]) input reformatter 0 10.35 0.01 0.1 +[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 379) [Activation], (Unnamed Layer* 380) [Activation]), (Unnamed Layer* 381) [ElementWise]) 12.07 0.01 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 383) [Convolution] 32.63 0.03 0.3 +[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 385) [Activation], (Unnamed Layer* 386) [Activation]), (Unnamed Layer* 387) [ElementWise]) 23.03 0.02 0.2 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 388) [Convolution] 31.66 0.03 0.3 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 390) [Activation] 8.30 0.01 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 391) [Convolution] 115.99 0.11 1.2 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 393) [Activation] 11.17 0.01 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 394) [Convolution] 32.39 0.03 0.3 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 396) [Activation] 8.52 0.01 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 399) [Pooling] 23.09 0.02 0.2 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 397) [Pooling] 8.42 0.01 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 398) [Pooling] 13.46 0.01 0.1 +[06/29/2020-09:46:56] [I] 1045 copy 5.37 0.01 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 401) [Convolution] 56.21 0.06 0.6 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 403) [Activation] 7.69 0.01 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 404) [Convolution] 116.07 0.11 1.2 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 406) [Activation] 11.19 0.01 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 407) [Convolution] 32.34 0.03 0.3 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 409) [Activation] input reformatter 0 5.01 0.00 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 409) [Activation] 8.44 0.01 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 410) [Convolution] 17.40 0.02 0.2 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 412) [Activation] input reformatter 0 4.58 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 412) [Activation] 6.94 0.01 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 433) [Slice] 22.88 0.02 0.2 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 439) [Shuffle] output reformatter 0 7.04 0.01 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 444) [Convolution] 20.60 0.02 0.2 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 446) [Activation] 10.13 0.01 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 447) [Convolution] 67.42 0.07 0.7 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 449) [Activation] 13.65 0.01 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 450) [Convolution] 20.06 0.02 0.2 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 452) [Activation] 9.90 0.01 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 453) [Convolution] 67.14 0.07 0.7 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 455) [Activation] 13.51 0.01 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 456) [Convolution] 19.97 0.02 0.2 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 458) [Activation] 10.36 0.01 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 459) [Convolution] 14.11 0.01 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 461) [Activation] 8.54 0.01 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 468) [Shuffle] input reformatter 0 5.21 0.01 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 482) [Slice] 40.04 0.04 0.4 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 488) [Shuffle] output reformatter 0 8.95 0.01 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 493) [Convolution] 17.05 0.02 0.2 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 495) [Activation] 14.15 0.01 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 496) [Convolution] 64.90 0.06 0.6 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 498) [Activation] 21.23 0.02 0.2 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 499) [Convolution] 17.83 0.02 0.2 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 501) [Activation] 13.78 0.01 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 502) [Convolution] 63.84 0.06 0.6 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 504) [Activation] 21.19 0.02 0.2 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 505) [Convolution] 14.98 0.01 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 507) [Activation] 13.76 0.01 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 512) [Convolution] 34.83 0.03 0.3 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 508) [Convolution] 64.00 0.06 0.6 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 514) [Activation] 11.44 0.01 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 510) [Activation] 21.66 0.02 0.2 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 511) [Convolution] 22.51 0.02 0.2 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 511) [Convolution] output reformatter 0 9.39 0.01 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 516) [Convolution] 19.93 0.02 0.2 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 578) [Slice] 5.15 0.01 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 577) [Slice] 3.84 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 576) [Slice] 4.84 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 574) [Slice] 5.68 0.01 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 573) [Slice] 4.04 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 572) [Slice] 4.67 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 571) [Slice] 4.07 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 575) [Slice] 3.92 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 561) [Shape][HostToDeviceCopy] 2.86 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 568) [Slice] 4.74 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 570) [Slice] 6.09 0.01 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 564) [Shape][HostToDeviceCopy] 2.86 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 567) [Slice] 4.28 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 569) [Slice] 4.23 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 563) [Gather] 5.85 0.01 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 566) [Gather] 4.96 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 518) [Activation] 10.46 0.01 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 689) [Identity] 4.10 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 695) [Identity] 3.86 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 607) [Unary] 4.16 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 692) [Identity] 3.95 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 686) [Identity] 3.87 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 606) [Activation] 4.40 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 519) [Convolution] 66.50 0.07 0.7 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 673) [Gather] 7.48 0.01 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 678) [Gather] 6.66 0.01 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 658) [Gather] 6.86 0.01 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 653) [Gather] 6.64 0.01 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 633) [Gather] 6.67 0.01 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 638) [Gather] 6.69 0.01 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 668) [Gather] 7.45 0.01 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 648) [Gather] 6.68 0.01 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 663) [Gather] 6.59 0.01 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 643) [Gather] 6.69 0.01 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 623) [Gather] 6.61 0.01 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 628) [Gather] 9.63 0.01 0.1 +[06/29/2020-09:46:56] [I] PWN((Unnamed Layer* 674) [Constant] + (Unnamed Layer* 675) [Shuffle], (Unnamed Layer* 676) [ElementWise]) 5.01 0.00 0.1 +[06/29/2020-09:46:56] [I] PWN((Unnamed Layer* 679) [Constant] + (Unnamed Layer* 680) [Shuffle], (Unnamed Layer* 681) [ElementWise]) 4.69 0.00 0.0 +[06/29/2020-09:46:56] [I] PWN((Unnamed Layer* 659) [Constant] + (Unnamed Layer* 660) [Shuffle], (Unnamed Layer* 661) [ElementWise]) 4.66 0.00 0.0 +[06/29/2020-09:46:56] [I] PWN((Unnamed Layer* 654) [Constant] + (Unnamed Layer* 655) [Shuffle], (Unnamed Layer* 656) [ElementWise]) 4.57 0.00 0.0 +[06/29/2020-09:46:56] [I] PWN((Unnamed Layer* 634) [Constant] + (Unnamed Layer* 635) [Shuffle], (Unnamed Layer* 636) [ElementWise]) 4.63 0.00 0.0 +[06/29/2020-09:46:56] [I] PWN((Unnamed Layer* 639) [Constant] + (Unnamed Layer* 640) [Shuffle], (Unnamed Layer* 641) [ElementWise]) 4.68 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 521) [Activation] 14.86 0.01 0.1 +[06/29/2020-09:46:56] [I] 1331 copy 4.61 0.00 0.0 +[06/29/2020-09:46:56] [I] 1347 copy 4.43 0.00 0.0 +[06/29/2020-09:46:56] [I] 1363 copy 4.44 0.00 0.0 +[06/29/2020-09:46:56] [I] 1335 copy 4.43 0.00 0.0 +[06/29/2020-09:46:56] [I] 1351 copy 4.43 0.00 0.0 +[06/29/2020-09:46:56] [I] 1367 copy 4.46 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 596) [Shuffle] + (Unnamed Layer* 597) [Shuffle] 26.77 0.03 0.3 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 670) [Constant] + (Unnamed Layer* 671) [ElementWise] 8.59 0.01 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 650) [Constant] + (Unnamed Layer* 651) [ElementWise] 4.74 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 665) [Constant] + (Unnamed Layer* 666) [ElementWise] 4.81 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 645) [Constant] + (Unnamed Layer* 646) [ElementWise] 4.74 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 625) [Constant] + (Unnamed Layer* 626) [ElementWise] 4.77 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 630) [Constant] + (Unnamed Layer* 631) [ElementWise] 4.66 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 522) [Convolution] 20.42 0.02 0.2 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 694) [ElementWise] 5.16 0.01 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 697) [ElementWise] 5.00 0.00 0.1 +[06/29/2020-09:46:56] [I] 1323 copy 4.53 0.00 0.0 +[06/29/2020-09:46:56] [I] 1339 copy 4.37 0.00 0.0 +[06/29/2020-09:46:56] [I] 1355 copy 7.94 0.01 0.1 +[06/29/2020-09:46:56] [I] 1327 copy 4.49 0.00 0.0 +[06/29/2020-09:46:56] [I] 1343 copy 4.43 0.00 0.0 +[06/29/2020-09:46:56] [I] 1359 copy 4.44 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 608) [Activation] 4.69 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 688) [ElementWise] 4.71 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 691) [ElementWise] 4.59 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 524) [Activation] 10.40 0.01 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 525) [Convolution] 66.69 0.07 0.7 +[06/29/2020-09:46:56] [I] 1388 copy 4.90 0.00 0.0 +[06/29/2020-09:46:56] [I] 1397 copy 4.40 0.00 0.0 +[06/29/2020-09:46:56] [I] 1406 copy 4.61 0.00 0.0 +[06/29/2020-09:46:56] [I] 1415 copy 4.51 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 527) [Activation] 13.81 0.01 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 528) [Convolution] 20.16 0.02 0.2 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 620) [Softmax] 36.79 0.04 0.4 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 530) [Activation] 11.07 0.01 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 535) [Convolution] 62.07 0.06 0.6 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 531) [Convolution] 66.91 0.07 0.7 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 747) [ElementWise] 11.29 0.01 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 537) [Activation] 8.89 0.01 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 533) [Activation] 14.90 0.01 0.1 +[06/29/2020-09:46:56] [I] 1196 copy 5.32 0.01 0.1 +[06/29/2020-09:46:56] [I] 1058 copy 6.23 0.01 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 534) [Convolution] 20.18 0.02 0.2 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 534) [Convolution] output reformatter 0 6.65 0.01 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 539) [Convolution] 31.17 0.03 0.3 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 767) [Slice] 4.02 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 765) [Slice] 3.94 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 764) [Slice] 4.43 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 763) [Slice] 3.89 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 762) [Slice] 3.99 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 761) [Slice] 3.99 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 760) [Slice] 4.49 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 751) [Shape][HostToDeviceCopy] 2.92 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 768) [Slice] 4.52 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 757) [Slice] 3.89 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 766) [Slice] 4.00 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 758) [Slice] 3.88 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 754) [Shape][HostToDeviceCopy] 2.88 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 759) [Slice] 3.94 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 753) [Gather] 6.03 0.01 0.1 +[06/29/2020-09:46:56] [I] 1464 copy 4.43 0.00 0.0 +[06/29/2020-09:46:56] [I] 1484 copy 4.43 0.00 0.0 +[06/29/2020-09:46:56] [I] 1504 copy 4.44 0.00 0.0 +[06/29/2020-09:46:56] [I] 1449 copy 3.90 0.00 0.0 +[06/29/2020-09:46:56] [I] 1469 copy 4.00 0.00 0.0 +[06/29/2020-09:46:56] [I] 1489 copy 3.88 0.00 0.0 +[06/29/2020-09:46:56] [I] 1454 copy 3.98 0.00 0.0 +[06/29/2020-09:46:56] [I] 1474 copy 3.91 0.00 0.0 +[06/29/2020-09:46:56] [I] 1494 copy 4.01 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 756) [Gather] 5.13 0.01 0.1 +[06/29/2020-09:46:56] [I] 1459 copy 3.88 0.00 0.0 +[06/29/2020-09:46:56] [I] 1479 copy 3.96 0.00 0.0 +[06/29/2020-09:46:56] [I] 1499 copy 3.91 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 541) [Activation] 8.31 0.01 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 879) [Identity] 4.14 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 885) [Identity] 3.91 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 796) [Activation] 4.45 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 797) [Unary] 4.18 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 876) [Identity] 3.96 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 882) [Identity] 3.88 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 542) [Convolution] 115.71 0.11 1.2 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 853) [Gather] 7.26 0.01 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 838) [Gather] 6.51 0.01 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 858) [Gather] 6.47 0.01 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 833) [Gather] 6.36 0.01 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 813) [Gather] 6.53 0.01 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 818) [Gather] 6.40 0.01 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 868) [Gather] 6.46 0.01 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 848) [Gather] 6.46 0.01 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 843) [Gather] 6.43 0.01 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 823) [Gather] 6.48 0.01 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 863) [Gather] 6.39 0.01 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 828) [Gather] 6.48 0.01 0.1 +[06/29/2020-09:46:56] [I] PWN((Unnamed Layer* 869) [Constant] + (Unnamed Layer* 870) [Shuffle], (Unnamed Layer* 871) [ElementWise]) 5.16 0.01 0.1 +[06/29/2020-09:46:56] [I] PWN((Unnamed Layer* 849) [Constant] + (Unnamed Layer* 850) [Shuffle], (Unnamed Layer* 851) [ElementWise]) 4.78 0.00 0.0 +[06/29/2020-09:46:56] [I] PWN((Unnamed Layer* 844) [Constant] + (Unnamed Layer* 845) [Shuffle], (Unnamed Layer* 846) [ElementWise]) 4.54 0.00 0.0 +[06/29/2020-09:46:56] [I] PWN((Unnamed Layer* 824) [Constant] + (Unnamed Layer* 825) [Shuffle], (Unnamed Layer* 826) [ElementWise]) 5.24 0.01 0.1 +[06/29/2020-09:46:56] [I] PWN((Unnamed Layer* 864) [Constant] + (Unnamed Layer* 865) [Shuffle], (Unnamed Layer* 866) [ElementWise]) 4.68 0.00 0.0 +[06/29/2020-09:46:56] [I] PWN((Unnamed Layer* 829) [Constant] + (Unnamed Layer* 830) [Shuffle], (Unnamed Layer* 831) [ElementWise]) 4.55 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 544) [Activation] 11.17 0.01 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 855) [Constant] + (Unnamed Layer* 856) [ElementWise] 5.05 0.00 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 840) [Constant] + (Unnamed Layer* 841) [ElementWise] 4.79 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 860) [Constant] + (Unnamed Layer* 861) [ElementWise] 4.59 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 835) [Constant] + (Unnamed Layer* 836) [ElementWise] 4.62 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 815) [Constant] + (Unnamed Layer* 816) [ElementWise] 4.68 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 820) [Constant] + (Unnamed Layer* 821) [ElementWise] 4.62 0.00 0.0 +[06/29/2020-09:46:56] [I] 1550 copy 4.67 0.00 0.0 +[06/29/2020-09:46:56] [I] 1566 copy 4.46 0.00 0.0 +[06/29/2020-09:46:56] [I] 1582 copy 4.46 0.00 0.0 +[06/29/2020-09:46:56] [I] 1554 copy 4.51 0.00 0.0 +[06/29/2020-09:46:56] [I] 1570 copy 4.42 0.00 0.0 +[06/29/2020-09:46:56] [I] 1586 copy 4.45 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 786) [Shuffle] + (Unnamed Layer* 787) [Shuffle] 9.89 0.01 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 545) [Convolution] 31.55 0.03 0.3 +[06/29/2020-09:46:56] [I] 1542 copy 3.97 0.00 0.0 +[06/29/2020-09:46:56] [I] 1558 copy 3.90 0.00 0.0 +[06/29/2020-09:46:56] [I] 1574 copy 4.03 0.00 0.0 +[06/29/2020-09:46:56] [I] 1546 copy 4.07 0.00 0.0 +[06/29/2020-09:46:56] [I] 1562 copy 3.98 0.00 0.0 +[06/29/2020-09:46:56] [I] 1578 copy 4.05 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 884) [ElementWise] 4.99 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 887) [ElementWise] 4.60 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 798) [Activation] 4.75 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 878) [ElementWise] 4.69 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 881) [ElementWise] 4.65 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 547) [Activation] 8.44 0.01 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 548) [Convolution] 115.66 0.11 1.2 +[06/29/2020-09:46:56] [I] 1607 copy 4.93 0.00 0.0 +[06/29/2020-09:46:56] [I] 1616 copy 4.74 0.00 0.0 +[06/29/2020-09:46:56] [I] 1625 copy 4.59 0.00 0.0 +[06/29/2020-09:46:56] [I] 1634 copy 4.64 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 550) [Activation] 11.31 0.01 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 551) [Convolution] 31.41 0.03 0.3 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 810) [Softmax] 12.60 0.01 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 553) [Activation] 8.54 0.01 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 554) [Convolution] 115.58 0.11 1.2 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 937) [ElementWise] 8.71 0.01 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 556) [Activation] 11.27 0.01 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 557) [Convolution] 31.31 0.03 0.3 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 557) [Convolution] output reformatter 0 5.10 0.01 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 958) [Slice] 4.09 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 957) [Slice] 3.91 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 956) [Slice] 3.94 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 955) [Slice] 3.95 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 954) [Slice] 3.92 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 952) [Slice] 3.87 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 951) [Slice] 3.89 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 950) [Slice] 4.04 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 941) [Shape][HostToDeviceCopy] 2.89 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 949) [Slice] 3.85 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 953) [Slice] 3.95 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 944) [Shape][HostToDeviceCopy] 2.84 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 947) [Slice] 3.84 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 948) [Slice] 3.94 0.00 0.0 +[06/29/2020-09:46:56] [I] 1683 copy 3.92 0.00 0.0 +[06/29/2020-09:46:56] [I] 1703 copy 3.96 0.00 0.0 +[06/29/2020-09:46:56] [I] 1723 copy 3.94 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 943) [Gather] 5.98 0.01 0.1 +[06/29/2020-09:46:56] [I] 1678 copy 4.05 0.00 0.0 +[06/29/2020-09:46:56] [I] 1698 copy 3.98 0.00 0.0 +[06/29/2020-09:46:56] [I] 1718 copy 7.54 0.01 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 946) [Gather] 5.09 0.01 0.1 +[06/29/2020-09:46:56] [I] 1668 copy 4.11 0.00 0.0 +[06/29/2020-09:46:56] [I] 1688 copy 3.98 0.00 0.0 +[06/29/2020-09:46:56] [I] 1708 copy 4.06 0.00 0.0 +[06/29/2020-09:46:56] [I] 1673 copy 3.98 0.00 0.0 +[06/29/2020-09:46:56] [I] 1693 copy 4.05 0.00 0.0 +[06/29/2020-09:46:56] [I] 1713 copy 3.99 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 1069) [Identity] 4.20 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 1075) [Identity] 4.04 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 1066) [Identity] 3.97 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 1072) [Identity] 4.06 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 986) [Activation] 8.03 0.01 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 987) [Unary] 4.18 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 1048) [Gather] 6.68 0.01 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 1023) [Gather] 6.34 0.01 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 1043) [Gather] 6.36 0.01 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 1028) [Gather] 6.29 0.01 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 1003) [Gather] 6.34 0.01 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 1008) [Gather] 6.28 0.01 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 1053) [Gather] 6.35 0.01 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 1038) [Gather] 9.47 0.01 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 1033) [Gather] 6.38 0.01 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 1058) [Gather] 6.27 0.01 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 1013) [Gather] 6.38 0.01 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 1018) [Gather] 6.34 0.01 0.1 +[06/29/2020-09:46:56] [I] PWN((Unnamed Layer* 1054) [Constant] + (Unnamed Layer* 1055) [Shuffle], (Unnamed Layer* 1056) [ElementWise]) 5.32 0.01 0.1 +[06/29/2020-09:46:56] [I] PWN((Unnamed Layer* 1039) [Constant] + (Unnamed Layer* 1040) [Shuffle], (Unnamed Layer* 1041) [ElementWise]) 4.68 0.00 0.0 +[06/29/2020-09:46:56] [I] PWN((Unnamed Layer* 1034) [Constant] + (Unnamed Layer* 1035) [Shuffle], (Unnamed Layer* 1036) [ElementWise]) 5.32 0.01 0.1 +[06/29/2020-09:46:56] [I] PWN((Unnamed Layer* 1059) [Constant] + (Unnamed Layer* 1060) [Shuffle], (Unnamed Layer* 1061) [ElementWise]) 4.69 0.00 0.0 +[06/29/2020-09:46:56] [I] PWN((Unnamed Layer* 1014) [Constant] + (Unnamed Layer* 1015) [Shuffle], (Unnamed Layer* 1016) [ElementWise]) 5.45 0.01 0.1 +[06/29/2020-09:46:56] [I] PWN((Unnamed Layer* 1019) [Constant] + (Unnamed Layer* 1020) [Shuffle], (Unnamed Layer* 1021) [ElementWise]) 4.72 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 976) [Shuffle] + (Unnamed Layer* 977) [Shuffle] 5.66 0.01 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 1050) [Constant] + (Unnamed Layer* 1051) [ElementWise] 4.87 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 1025) [Constant] + (Unnamed Layer* 1026) [ElementWise] 4.64 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 1045) [Constant] + (Unnamed Layer* 1046) [ElementWise] 4.46 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 1030) [Constant] + (Unnamed Layer* 1031) [ElementWise] 4.45 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 1005) [Constant] + (Unnamed Layer* 1006) [ElementWise] 4.45 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 1010) [Constant] + (Unnamed Layer* 1011) [ElementWise] 4.44 0.00 0.0 +[06/29/2020-09:46:56] [I] 1769 copy 4.98 0.00 0.0 +[06/29/2020-09:46:56] [I] 1785 copy 4.69 0.00 0.0 +[06/29/2020-09:46:56] [I] 1801 copy 4.79 0.00 0.0 +[06/29/2020-09:46:56] [I] 1773 copy 4.67 0.00 0.0 +[06/29/2020-09:46:56] [I] 1789 copy 4.74 0.00 0.0 +[06/29/2020-09:46:56] [I] 1805 copy 4.72 0.00 0.0 +[06/29/2020-09:46:56] [I] 1761 copy 4.78 0.00 0.0 +[06/29/2020-09:46:56] [I] 1777 copy 4.46 0.00 0.0 +[06/29/2020-09:46:56] [I] 1793 copy 4.39 0.00 0.0 +[06/29/2020-09:46:56] [I] 1765 copy 4.43 0.00 0.0 +[06/29/2020-09:46:56] [I] 1781 copy 4.45 0.00 0.0 +[06/29/2020-09:46:56] [I] 1797 copy 4.45 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 1074) [ElementWise] 5.16 0.01 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 1077) [ElementWise] 4.63 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 988) [Activation] 4.96 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 1068) [ElementWise] 4.68 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 1071) [ElementWise] 4.64 0.00 0.0 +[06/29/2020-09:46:56] [I] 1826 copy 4.98 0.00 0.0 +[06/29/2020-09:46:56] [I] 1835 copy 4.83 0.00 0.0 +[06/29/2020-09:46:56] [I] 1844 copy 4.84 0.00 0.0 +[06/29/2020-09:46:56] [I] 1853 copy 4.81 0.00 0.0 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 1000) [Softmax] 6.30 0.01 0.1 +[06/29/2020-09:46:56] [I] (Unnamed Layer* 1127) [ElementWise] 5.10 0.01 0.1 +[06/29/2020-09:46:56] [I] 1416 copy 5.65 0.01 0.1 +[06/29/2020-09:46:56] [I] 1635 copy 5.10 0.01 0.1 +[06/29/2020-09:46:56] [I] 1854 copy 4.83 0.00 0.0 +[06/29/2020-09:46:56] [I] 1435 copy 21.43 0.02 0.2 +[06/29/2020-09:46:56] [I] 1654 copy 9.96 0.01 0.1 +[06/29/2020-09:46:56] [I] 1873 copy 5.39 0.01 0.1 +[06/29/2020-09:46:56] [I] 1874 copy 13.25 0.01 0.1 +[06/29/2020-09:46:56] [I] 1875 copy 34.61 0.03 0.3 +[06/29/2020-09:46:56] [I] Total 9997.38 9.83 100.0 +[06/29/2020-09:46:56] [I] +&&&& PASSED TensorRT.trtexec # trtexec --loadEngine=yolov4_1_3_416_416_fp16.engine --workspace=4096 --explicitBatch --dumpProfile --iterations=1000 From 66272a34ebba63d36495efe9542b5dd935582eba Mon Sep 17 00:00:00 2001 From: ersheng Date: Thu, 2 Jul 2020 10:41:56 +0800 Subject: [PATCH 2/4] update readme for tensorrt 7.1 y coordinate issue --- .gitignore | 2 ++ README.md | 2 +- 2 files changed, 3 insertions(+), 1 deletion(-) diff --git a/.gitignore b/.gitignore index 47510667..78cd6063 100644 --- a/.gitignore +++ b/.gitignore @@ -4,6 +4,8 @@ ttest *.onnx *.engine *.pyc +*.infer + z_demo_* __pycache__ diff --git a/README.md b/README.md index 0ac73246..a61561d9 100644 --- a/README.md +++ b/README.md @@ -191,7 +191,7 @@ you can use darknet2pytorch to convert it yourself, or download my converted mod - Note2: extra NMS operations are needed for the tensorRT output. This demo uses python NMS code from `tool/utils.py`. - - Inference on X86 is verified to be okay for TensorRT 7.0, but output of the first iteration each time engine is loaded may be wrong on Jetson platforms. If you are using Jetpack 4.4 DP on Jetson platforms, try to ignore the first iteration each time as a workaround. + - Inference is verified to be okay for TensorRT 7.0, but TensorRT 7.1 may be proglematic in handling y coordinates of bounding boxes. Problem investigation is underway. # 6. ONNX2Tensorflow From 085aa4930774ec3c304b8fae8e891703b6f0fc76 Mon Sep 17 00:00:00 2001 From: ersheng Date: Thu, 2 Jul 2020 10:43:00 +0800 Subject: [PATCH 3/4] remove junk file --- yolov4_1_3_416_416_fp16.engine.infer | 684 --------------------------- 1 file changed, 684 deletions(-) delete mode 100644 yolov4_1_3_416_416_fp16.engine.infer diff --git a/yolov4_1_3_416_416_fp16.engine.infer b/yolov4_1_3_416_416_fp16.engine.infer deleted file mode 100644 index a6422b9a..00000000 --- a/yolov4_1_3_416_416_fp16.engine.infer +++ /dev/null @@ -1,684 +0,0 @@ -&&&& RUNNING TensorRT.trtexec # trtexec --loadEngine=yolov4_1_3_416_416_fp16.engine --workspace=4096 --explicitBatch --dumpProfile --iterations=1000 -[06/29/2020-09:46:40] [I] === Model Options === -[06/29/2020-09:46:40] [I] Format: * -[06/29/2020-09:46:40] [I] Model: -[06/29/2020-09:46:40] [I] Output: -[06/29/2020-09:46:40] [I] === Build Options === -[06/29/2020-09:46:40] [I] Max batch: explicit -[06/29/2020-09:46:40] [I] Workspace: 4096 MB -[06/29/2020-09:46:40] [I] minTiming: 1 -[06/29/2020-09:46:40] [I] avgTiming: 8 -[06/29/2020-09:46:40] [I] Precision: FP32 -[06/29/2020-09:46:40] [I] Calibration: -[06/29/2020-09:46:40] [I] Safe mode: Disabled -[06/29/2020-09:46:40] [I] Save engine: -[06/29/2020-09:46:40] [I] Load engine: yolov4_1_3_416_416_fp16.engine -[06/29/2020-09:46:40] [I] Inputs format: fp32:CHW -[06/29/2020-09:46:40] [I] Outputs format: fp32:CHW -[06/29/2020-09:46:40] [I] Input build shapes: model -[06/29/2020-09:46:40] [I] === System Options === -[06/29/2020-09:46:40] [I] Device: 0 -[06/29/2020-09:46:40] [I] DLACore: -[06/29/2020-09:46:40] [I] Plugins: -[06/29/2020-09:46:40] [I] === Inference Options === -[06/29/2020-09:46:40] [I] Batch: Explicit -[06/29/2020-09:46:40] [I] Iterations: 1000 -[06/29/2020-09:46:40] [I] Duration: 3s (+ 200ms warm up) -[06/29/2020-09:46:40] [I] Sleep time: 0ms -[06/29/2020-09:46:40] [I] Streams: 1 -[06/29/2020-09:46:40] [I] ExposeDMA: Disabled -[06/29/2020-09:46:40] [I] Spin-wait: Disabled -[06/29/2020-09:46:40] [I] Multithreading: Disabled -[06/29/2020-09:46:40] [I] CUDA Graph: Disabled -[06/29/2020-09:46:40] [I] Skip inference: Disabled -[06/29/2020-09:46:40] [I] Inputs: -[06/29/2020-09:46:40] [I] === Reporting Options === -[06/29/2020-09:46:40] [I] Verbose: Disabled -[06/29/2020-09:46:40] [I] Averages: 10 inferences -[06/29/2020-09:46:40] [I] Percentile: 99 -[06/29/2020-09:46:40] [I] Dump output: Disabled -[06/29/2020-09:46:40] [I] Profile: Enabled -[06/29/2020-09:46:40] [I] Export timing to JSON file: -[06/29/2020-09:46:40] [I] Export output to JSON file: -[06/29/2020-09:46:40] [I] Export profile to JSON file: -[06/29/2020-09:46:40] [I] -[06/29/2020-09:46:44] [06/29/2020-09:46:56] [I] Warmup completed 0 queries over 200 ms -[06/29/2020-09:46:56] [I] Timing trace has 0 queries over 12.226 s -[06/29/2020-09:46:56] [I] Trace averages of 10 runs: -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.7319 ms - Host latency: 13.314 ms (end to end 13.3435 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.7572 ms - Host latency: 13.3452 ms (end to end 13.3746 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.7323 ms - Host latency: 13.3154 ms (end to end 13.3446 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.7213 ms - Host latency: 13.3072 ms (end to end 13.3388 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.7101 ms - Host latency: 13.2915 ms (end to end 13.3203 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.7373 ms - Host latency: 13.3132 ms (end to end 13.3432 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.7382 ms - Host latency: 13.3185 ms (end to end 13.3498 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.7609 ms - Host latency: 13.3275 ms (end to end 13.3592 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.8792 ms - Host latency: 13.4454 ms (end to end 13.4755 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 11.0391 ms - Host latency: 13.6307 ms (end to end 13.6617 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.8891 ms - Host latency: 13.5634 ms (end to end 13.5963 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.8915 ms - Host latency: 13.5604 ms (end to end 13.5917 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.8542 ms - Host latency: 13.5245 ms (end to end 13.5585 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.869 ms - Host latency: 13.5392 ms (end to end 13.57 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.8825 ms - Host latency: 13.4764 ms (end to end 13.505 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.8795 ms - Host latency: 13.5702 ms (end to end 13.6002 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.9222 ms - Host latency: 13.616 ms (end to end 13.6455 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.8687 ms - Host latency: 13.5397 ms (end to end 13.5706 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 11.1844 ms - Host latency: 13.8385 ms (end to end 13.8669 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.766 ms - Host latency: 13.4462 ms (end to end 13.4733 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.7643 ms - Host latency: 13.448 ms (end to end 13.4755 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.7804 ms - Host latency: 13.4454 ms (end to end 13.4729 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.7578 ms - Host latency: 13.433 ms (end to end 13.4615 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 11.3984 ms - Host latency: 14.0593 ms (end to end 14.0878 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 11.0678 ms - Host latency: 13.8195 ms (end to end 13.8507 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.7953 ms - Host latency: 13.6574 ms (end to end 13.6874 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.7995 ms - Host latency: 13.6781 ms (end to end 13.7112 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 11.3406 ms - Host latency: 14.1851 ms (end to end 14.2155 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.7428 ms - Host latency: 13.4365 ms (end to end 13.4642 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.7483 ms - Host latency: 13.4411 ms (end to end 13.4698 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.7453 ms - Host latency: 13.4318 ms (end to end 13.4606 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.7562 ms - Host latency: 13.4354 ms (end to end 13.4653 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.8059 ms - Host latency: 13.4815 ms (end to end 13.5101 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.7645 ms - Host latency: 13.4263 ms (end to end 13.4534 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.7455 ms - Host latency: 13.4099 ms (end to end 13.4395 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 11.3375 ms - Host latency: 14.0032 ms (end to end 14.0339 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 11.0773 ms - Host latency: 13.8633 ms (end to end 13.8944 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.9732 ms - Host latency: 13.8174 ms (end to end 13.8464 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 11.2256 ms - Host latency: 14.0865 ms (end to end 14.1169 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 11.0989 ms - Host latency: 13.9506 ms (end to end 13.9808 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.9362 ms - Host latency: 13.813 ms (end to end 13.8438 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.9421 ms - Host latency: 13.8101 ms (end to end 13.8404 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.9448 ms - Host latency: 13.8335 ms (end to end 13.8646 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 11.3152 ms - Host latency: 14.169 ms (end to end 14.2002 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.9753 ms - Host latency: 13.8606 ms (end to end 13.8921 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.9248 ms - Host latency: 13.8118 ms (end to end 13.8411 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 11.2965 ms - Host latency: 14.1375 ms (end to end 14.1663 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.789 ms - Host latency: 13.6766 ms (end to end 13.7074 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.9703 ms - Host latency: 13.8355 ms (end to end 13.8663 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.796 ms - Host latency: 13.6797 ms (end to end 13.7124 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.8037 ms - Host latency: 13.6723 ms (end to end 13.7017 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 11.0157 ms - Host latency: 13.9178 ms (end to end 13.9483 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.7882 ms - Host latency: 13.7091 ms (end to end 13.7378 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.7897 ms - Host latency: 13.7019 ms (end to end 13.7324 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.8232 ms - Host latency: 13.7386 ms (end to end 13.7701 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.7849 ms - Host latency: 13.6617 ms (end to end 13.6931 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.8535 ms - Host latency: 13.7702 ms (end to end 13.8019 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 11.1504 ms - Host latency: 14.0388 ms (end to end 14.0672 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.7887 ms - Host latency: 13.7177 ms (end to end 13.7491 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.8125 ms - Host latency: 13.7374 ms (end to end 13.7682 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.8054 ms - Host latency: 13.7251 ms (end to end 13.7543 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.7777 ms - Host latency: 13.6923 ms (end to end 13.7251 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.7994 ms - Host latency: 13.7023 ms (end to end 13.7338 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.959 ms - Host latency: 13.8502 ms (end to end 13.8791 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.8019 ms - Host latency: 13.7269 ms (end to end 13.7579 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.8021 ms - Host latency: 13.7267 ms (end to end 13.7572 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.7861 ms - Host latency: 13.7079 ms (end to end 13.7396 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.8928 ms - Host latency: 13.7913 ms (end to end 13.8208 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.7857 ms - Host latency: 13.7037 ms (end to end 13.7334 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.7696 ms - Host latency: 13.5991 ms (end to end 13.6273 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.7771 ms - Host latency: 13.6766 ms (end to end 13.7058 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.7948 ms - Host latency: 13.7067 ms (end to end 13.7392 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.8026 ms - Host latency: 13.7288 ms (end to end 13.7567 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.7996 ms - Host latency: 13.7102 ms (end to end 13.74 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.7999 ms - Host latency: 13.7248 ms (end to end 13.7562 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.7894 ms - Host latency: 13.716 ms (end to end 13.7476 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 11.3302 ms - Host latency: 14.2307 ms (end to end 14.2628 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.9482 ms - Host latency: 13.8636 ms (end to end 13.8949 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.9534 ms - Host latency: 13.8607 ms (end to end 13.8914 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.9381 ms - Host latency: 13.8604 ms (end to end 13.8913 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 11.1682 ms - Host latency: 14.0664 ms (end to end 14.0983 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.9372 ms - Host latency: 13.8584 ms (end to end 13.8882 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.9326 ms - Host latency: 13.8498 ms (end to end 13.8791 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.9591 ms - Host latency: 13.8455 ms (end to end 13.8752 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.9342 ms - Host latency: 13.8557 ms (end to end 13.8862 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.9363 ms - Host latency: 13.8455 ms (end to end 13.8779 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 11.2289 ms - Host latency: 14.1347 ms (end to end 14.1674 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 11.146 ms - Host latency: 14.0726 ms (end to end 14.1057 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 11.3874 ms - Host latency: 14.3152 ms (end to end 14.3476 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 11.109 ms - Host latency: 14.0101 ms (end to end 14.0422 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 11.1665 ms - Host latency: 14.0741 ms (end to end 14.1077 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.9209 ms - Host latency: 13.8451 ms (end to end 13.8788 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.9483 ms - Host latency: 13.8819 ms (end to end 13.9145 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 11.2634 ms - Host latency: 14.1478 ms (end to end 14.1793 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.9408 ms - Host latency: 13.8524 ms (end to end 13.8841 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.9459 ms - Host latency: 13.8714 ms (end to end 13.903 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.978 ms - Host latency: 13.8869 ms (end to end 13.9181 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.9563 ms - Host latency: 13.8674 ms (end to end 13.8987 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.933 ms - Host latency: 13.8547 ms (end to end 13.8857 ms) -[06/29/2020-09:46:56] [I] Average on 10 runs - GPU latency: 10.9224 ms - Host latency: 13.7976 ms (end to end 13.8303 ms) -[06/29/2020-09:46:56] [I] Host latency -[06/29/2020-09:46:56] [I] min: 12.4117 ms (end to end 12.4269 ms) -[06/29/2020-09:46:56] [I] max: 19.9653 ms (end to end 19.9968 ms) -[06/29/2020-09:46:56] [I] mean: 13.7332 ms (end to end 13.7637 ms) -[06/29/2020-09:46:56] [I] median: 13.7039 ms (end to end 13.7354 ms) -[06/29/2020-09:46:56] [I] percentile: 16.4834 ms at 99% (end to end 16.5166 ms at 99%) -[06/29/2020-09:46:56] [I] throughput: 0 qps -[06/29/2020-09:46:56] [I] walltime: 12.226 s -[06/29/2020-09:46:56] [I] GPU Compute -[06/29/2020-09:46:56] [I] min: 10.3467 ms -[06/29/2020-09:46:56] [I] max: 17.364 ms -[06/29/2020-09:46:56] [I] mean: 10.9187 ms -[06/29/2020-09:46:56] [I] median: 10.8374 ms -[06/29/2020-09:46:56] [I] percentile: 13.6743 ms at 99% -[06/29/2020-09:46:56] [I] total compute time: 10.9187 s -[06/29/2020-09:46:56] [I] -[06/29/2020-09:46:56] [I] === Profile (1017 iterations ) === -[06/29/2020-09:46:56] [I] Layer Time (ms) Avg. Time (ms) Time % -[06/29/2020-09:46:56] [I] (Unnamed Layer* 562) [Constant] 20.43 0.02 0.2 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 565) [Constant] 21.50 0.02 0.2 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 622) [Constant] 18.22 0.02 0.2 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 627) [Constant] 18.09 0.02 0.2 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 632) [Constant] 18.03 0.02 0.2 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 637) [Constant] 18.42 0.02 0.2 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 642) [Constant] 18.57 0.02 0.2 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 647) [Constant] 19.17 0.02 0.2 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 652) [Constant] 20.90 0.02 0.2 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 657) [Constant] 21.23 0.02 0.2 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 662) [Constant] 20.61 0.02 0.2 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 667) [Constant] 20.55 0.02 0.2 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 672) [Constant] 20.48 0.02 0.2 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 677) [Constant] 19.94 0.02 0.2 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 752) [Constant] 19.50 0.02 0.2 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 755) [Constant] 20.97 0.02 0.2 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 812) [Constant] 17.19 0.02 0.2 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 817) [Constant] 4.10 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 822) [Constant] 2.20 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 827) [Constant] 1.95 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 832) [Constant] 1.94 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 837) [Constant] 2.04 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 842) [Constant] 2.06 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 847) [Constant] 2.00 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 852) [Constant] 1.94 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 857) [Constant] 1.96 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 862) [Constant] 1.95 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 867) [Constant] 1.91 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 942) [Constant] 1.94 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 945) [Constant] 1.92 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 1002) [Constant] 1.92 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 1007) [Constant] 1.95 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 1012) [Constant] 1.84 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 1017) [Constant] 1.92 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 1022) [Constant] 1.83 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 1027) [Constant] 1.84 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 1032) [Constant] 1.86 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 1037) [Constant] 1.86 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 1042) [Constant] 1.91 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 1047) [Constant] 1.89 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 1052) [Constant] 1.90 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 1057) [Constant] 1.96 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 0) [Convolution] input reformatter 0 15.93 0.02 0.2 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 0) [Convolution] 82.10 0.08 0.8 -[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 2) [Activation], (Unnamed Layer* 3) [Activation]), (Unnamed Layer* 4) [ElementWise]) 304.03 0.30 3.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 5) [Convolution] 136.15 0.13 1.4 -[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 7) [Activation], (Unnamed Layer* 8) [Activation]), (Unnamed Layer* 9) [ElementWise]) input reformatter 0 55.10 0.05 0.6 -[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 7) [Activation], (Unnamed Layer* 8) [Activation]), (Unnamed Layer* 9) [ElementWise]) 158.59 0.16 1.6 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 15) [Convolution] || (Unnamed Layer* 10) [Convolution] 86.50 0.09 0.9 -[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 17) [Activation], (Unnamed Layer* 18) [Activation]), (Unnamed Layer* 19) [ElementWise]) 162.05 0.16 1.6 -[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 12) [Activation], (Unnamed Layer* 13) [Activation]), (Unnamed Layer* 14) [ElementWise]) 159.77 0.16 1.6 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 20) [Convolution] 48.51 0.05 0.5 -[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 22) [Activation], (Unnamed Layer* 23) [Activation]), (Unnamed Layer* 24) [ElementWise]) 83.78 0.08 0.8 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 25) [Convolution] 64.17 0.06 0.6 -[06/29/2020-09:46:56] [I] PWN(PWN(PWN((Unnamed Layer* 27) [Activation], (Unnamed Layer* 28) [Activation]), (Unnamed Layer* 29) [ElementWise]), (Unnamed Layer* 30) [ElementWise]) 186.82 0.18 1.9 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 31) [Convolution] 54.43 0.05 0.5 -[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 33) [Activation], (Unnamed Layer* 34) [Activation]), (Unnamed Layer* 35) [ElementWise]) 160.49 0.16 1.6 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 37) [Convolution] 83.15 0.08 0.8 -[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 39) [Activation], (Unnamed Layer* 40) [Activation]), (Unnamed Layer* 41) [ElementWise]) 156.88 0.15 1.6 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 42) [Convolution] 66.47 0.07 0.7 -[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 44) [Activation], (Unnamed Layer* 45) [Activation]), (Unnamed Layer* 46) [ElementWise]) 82.61 0.08 0.8 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 52) [Convolution] || (Unnamed Layer* 47) [Convolution] 30.47 0.03 0.3 -[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 54) [Activation], (Unnamed Layer* 55) [Activation]), (Unnamed Layer* 56) [ElementWise]) 47.98 0.05 0.5 -[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 49) [Activation], (Unnamed Layer* 50) [Activation]), (Unnamed Layer* 51) [ElementWise]) 46.72 0.05 0.5 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 57) [Convolution] 20.73 0.02 0.2 -[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 59) [Activation], (Unnamed Layer* 60) [Activation]), (Unnamed Layer* 61) [ElementWise]) 45.55 0.04 0.5 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 62) [Convolution] 43.01 0.04 0.4 -[06/29/2020-09:46:56] [I] PWN(PWN(PWN((Unnamed Layer* 64) [Activation], (Unnamed Layer* 65) [Activation]), (Unnamed Layer* 66) [ElementWise]), (Unnamed Layer* 67) [ElementWise]) 55.05 0.05 0.6 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 68) [Convolution] 13.52 0.01 0.1 -[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 70) [Activation], (Unnamed Layer* 71) [Activation]), (Unnamed Layer* 72) [ElementWise]) 45.27 0.04 0.5 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 73) [Convolution] 43.10 0.04 0.4 -[06/29/2020-09:46:56] [I] PWN(PWN(PWN((Unnamed Layer* 75) [Activation], (Unnamed Layer* 76) [Activation]), (Unnamed Layer* 77) [ElementWise]), (Unnamed Layer* 78) [ElementWise]) 51.73 0.05 0.5 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 79) [Convolution] 13.49 0.01 0.1 -[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 81) [Activation], (Unnamed Layer* 82) [Activation]), (Unnamed Layer* 83) [ElementWise]) 46.08 0.05 0.5 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 85) [Convolution] 28.12 0.03 0.3 -[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 87) [Activation], (Unnamed Layer* 88) [Activation]), (Unnamed Layer* 89) [ElementWise]) 81.22 0.08 0.8 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 90) [Convolution] 64.75 0.06 0.6 -[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 92) [Activation], (Unnamed Layer* 93) [Activation]), (Unnamed Layer* 94) [ElementWise]) 46.32 0.05 0.5 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 100) [Convolution] || (Unnamed Layer* 95) [Convolution] 22.67 0.02 0.2 -[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 102) [Activation], (Unnamed Layer* 103) [Activation]), (Unnamed Layer* 104) [ElementWise]) 31.64 0.03 0.3 -[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 97) [Activation], (Unnamed Layer* 98) [Activation]), (Unnamed Layer* 99) [ElementWise]) 27.14 0.03 0.3 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 105) [Convolution] 12.52 0.01 0.1 -[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 107) [Activation], (Unnamed Layer* 108) [Activation]), (Unnamed Layer* 109) [ElementWise]) 27.18 0.03 0.3 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 110) [Convolution] 38.14 0.04 0.4 -[06/29/2020-09:46:56] [I] PWN(PWN(PWN((Unnamed Layer* 112) [Activation], (Unnamed Layer* 113) [Activation]), (Unnamed Layer* 114) [ElementWise]), (Unnamed Layer* 115) [ElementWise]) 30.55 0.03 0.3 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 116) [Convolution] 12.70 0.01 0.1 -[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 118) [Activation], (Unnamed Layer* 119) [Activation]), (Unnamed Layer* 120) [ElementWise]) 27.31 0.03 0.3 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 121) [Convolution] 38.98 0.04 0.4 -[06/29/2020-09:46:56] [I] PWN(PWN(PWN((Unnamed Layer* 123) [Activation], (Unnamed Layer* 124) [Activation]), (Unnamed Layer* 125) [ElementWise]), (Unnamed Layer* 126) [ElementWise]) 34.74 0.03 0.3 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 127) [Convolution] 12.21 0.01 0.1 -[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 129) [Activation], (Unnamed Layer* 130) [Activation]), (Unnamed Layer* 131) [ElementWise]) 27.77 0.03 0.3 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 132) [Convolution] 38.27 0.04 0.4 -[06/29/2020-09:46:56] [I] PWN(PWN(PWN((Unnamed Layer* 134) [Activation], (Unnamed Layer* 135) [Activation]), (Unnamed Layer* 136) [ElementWise]), (Unnamed Layer* 137) [ElementWise]) 32.24 0.03 0.3 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 138) [Convolution] 12.48 0.01 0.1 -[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 140) [Activation], (Unnamed Layer* 141) [Activation]), (Unnamed Layer* 142) [ElementWise]) 28.22 0.03 0.3 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 143) [Convolution] 38.72 0.04 0.4 -[06/29/2020-09:46:56] [I] PWN(PWN(PWN((Unnamed Layer* 145) [Activation], (Unnamed Layer* 146) [Activation]), (Unnamed Layer* 147) [ElementWise]), (Unnamed Layer* 148) [ElementWise]) 30.31 0.03 0.3 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 149) [Convolution] 12.00 0.01 0.1 -[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 151) [Activation], (Unnamed Layer* 152) [Activation]), (Unnamed Layer* 153) [ElementWise]) 27.19 0.03 0.3 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 154) [Convolution] 38.72 0.04 0.4 -[06/29/2020-09:46:56] [I] PWN(PWN(PWN((Unnamed Layer* 156) [Activation], (Unnamed Layer* 157) [Activation]), (Unnamed Layer* 158) [ElementWise]), (Unnamed Layer* 159) [ElementWise]) 30.34 0.03 0.3 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 160) [Convolution] 12.07 0.01 0.1 -[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 162) [Activation], (Unnamed Layer* 163) [Activation]), (Unnamed Layer* 164) [ElementWise]) 27.15 0.03 0.3 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 165) [Convolution] 38.86 0.04 0.4 -[06/29/2020-09:46:56] [I] PWN(PWN(PWN((Unnamed Layer* 167) [Activation], (Unnamed Layer* 168) [Activation]), (Unnamed Layer* 169) [ElementWise]), (Unnamed Layer* 170) [ElementWise]) 30.31 0.03 0.3 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 171) [Convolution] 12.91 0.01 0.1 -[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 173) [Activation], (Unnamed Layer* 174) [Activation]), (Unnamed Layer* 175) [ElementWise]) 28.77 0.03 0.3 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 176) [Convolution] 39.18 0.04 0.4 -[06/29/2020-09:46:56] [I] PWN(PWN(PWN((Unnamed Layer* 178) [Activation], (Unnamed Layer* 179) [Activation]), (Unnamed Layer* 180) [ElementWise]), (Unnamed Layer* 181) [ElementWise]) 30.68 0.03 0.3 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 182) [Convolution] 12.09 0.01 0.1 -[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 184) [Activation], (Unnamed Layer* 185) [Activation]), (Unnamed Layer* 186) [ElementWise]) 28.63 0.03 0.3 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 187) [Convolution] 38.33 0.04 0.4 -[06/29/2020-09:46:56] [I] PWN(PWN(PWN((Unnamed Layer* 189) [Activation], (Unnamed Layer* 190) [Activation]), (Unnamed Layer* 191) [ElementWise]), (Unnamed Layer* 192) [ElementWise]) 34.71 0.03 0.3 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 193) [Convolution] 11.97 0.01 0.1 -[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 195) [Activation], (Unnamed Layer* 196) [Activation]), (Unnamed Layer* 197) [ElementWise]) 28.23 0.03 0.3 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 199) [Convolution] 22.33 0.02 0.2 -[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 201) [Activation], (Unnamed Layer* 202) [Activation]), (Unnamed Layer* 203) [ElementWise]) 46.90 0.05 0.5 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 489) [Convolution] 15.14 0.01 0.2 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 204) [Convolution] 66.49 0.07 0.7 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 491) [Activation] 15.95 0.02 0.2 -[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 206) [Activation], (Unnamed Layer* 207) [Activation]), (Unnamed Layer* 208) [ElementWise]) 28.79 0.03 0.3 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 214) [Convolution] || (Unnamed Layer* 209) [Convolution] 21.29 0.02 0.2 -[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 216) [Activation], (Unnamed Layer* 217) [Activation]), (Unnamed Layer* 218) [ElementWise]) 18.25 0.02 0.2 -[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 211) [Activation], (Unnamed Layer* 212) [Activation]), (Unnamed Layer* 213) [ElementWise]) 17.74 0.02 0.2 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 219) [Convolution] 13.98 0.01 0.1 -[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 221) [Activation], (Unnamed Layer* 222) [Activation]), (Unnamed Layer* 223) [ElementWise]) 23.02 0.02 0.2 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 224) [Convolution] 62.34 0.06 0.6 -[06/29/2020-09:46:56] [I] PWN(PWN(PWN((Unnamed Layer* 226) [Activation], (Unnamed Layer* 227) [Activation]), (Unnamed Layer* 228) [ElementWise]), (Unnamed Layer* 229) [ElementWise]) 24.50 0.02 0.2 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 230) [Convolution] 14.37 0.01 0.1 -[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 232) [Activation], (Unnamed Layer* 233) [Activation]), (Unnamed Layer* 234) [ElementWise]) 19.91 0.02 0.2 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 235) [Convolution] 62.18 0.06 0.6 -[06/29/2020-09:46:56] [I] PWN(PWN(PWN((Unnamed Layer* 237) [Activation], (Unnamed Layer* 238) [Activation]), (Unnamed Layer* 239) [ElementWise]), (Unnamed Layer* 240) [ElementWise]) 22.40 0.02 0.2 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 241) [Convolution] 14.16 0.01 0.1 -[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 243) [Activation], (Unnamed Layer* 244) [Activation]), (Unnamed Layer* 245) [ElementWise]) 18.93 0.02 0.2 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 246) [Convolution] 62.21 0.06 0.6 -[06/29/2020-09:46:56] [I] PWN(PWN(PWN((Unnamed Layer* 248) [Activation], (Unnamed Layer* 249) [Activation]), (Unnamed Layer* 250) [ElementWise]), (Unnamed Layer* 251) [ElementWise]) 20.91 0.02 0.2 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 252) [Convolution] 14.00 0.01 0.1 -[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 254) [Activation], (Unnamed Layer* 255) [Activation]), (Unnamed Layer* 256) [ElementWise]) 23.09 0.02 0.2 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 257) [Convolution] 62.15 0.06 0.6 -[06/29/2020-09:46:56] [I] PWN(PWN(PWN((Unnamed Layer* 259) [Activation], (Unnamed Layer* 260) [Activation]), (Unnamed Layer* 261) [ElementWise]), (Unnamed Layer* 262) [ElementWise]) 21.44 0.02 0.2 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 263) [Convolution] 14.05 0.01 0.1 -[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 265) [Activation], (Unnamed Layer* 266) [Activation]), (Unnamed Layer* 267) [ElementWise]) 21.80 0.02 0.2 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 268) [Convolution] 62.14 0.06 0.6 -[06/29/2020-09:46:56] [I] PWN(PWN(PWN((Unnamed Layer* 270) [Activation], (Unnamed Layer* 271) [Activation]), (Unnamed Layer* 272) [ElementWise]), (Unnamed Layer* 273) [ElementWise]) 21.50 0.02 0.2 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 274) [Convolution] 14.13 0.01 0.1 -[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 276) [Activation], (Unnamed Layer* 277) [Activation]), (Unnamed Layer* 278) [ElementWise]) 23.01 0.02 0.2 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 279) [Convolution] 62.17 0.06 0.6 -[06/29/2020-09:46:56] [I] PWN(PWN(PWN((Unnamed Layer* 281) [Activation], (Unnamed Layer* 282) [Activation]), (Unnamed Layer* 283) [ElementWise]), (Unnamed Layer* 284) [ElementWise]) 21.31 0.02 0.2 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 285) [Convolution] 14.04 0.01 0.1 -[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 287) [Activation], (Unnamed Layer* 288) [Activation]), (Unnamed Layer* 289) [ElementWise]) 20.57 0.02 0.2 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 290) [Convolution] 62.14 0.06 0.6 -[06/29/2020-09:46:56] [I] PWN(PWN(PWN((Unnamed Layer* 292) [Activation], (Unnamed Layer* 293) [Activation]), (Unnamed Layer* 294) [ElementWise]), (Unnamed Layer* 295) [ElementWise]) 21.28 0.02 0.2 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 296) [Convolution] 14.05 0.01 0.1 -[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 298) [Activation], (Unnamed Layer* 299) [Activation]), (Unnamed Layer* 300) [ElementWise]) 22.76 0.02 0.2 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 301) [Convolution] 64.53 0.06 0.6 -[06/29/2020-09:46:56] [I] PWN(PWN(PWN((Unnamed Layer* 303) [Activation], (Unnamed Layer* 304) [Activation]), (Unnamed Layer* 305) [ElementWise]), (Unnamed Layer* 306) [ElementWise]) 21.43 0.02 0.2 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 307) [Convolution] 14.16 0.01 0.1 -[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 309) [Activation], (Unnamed Layer* 310) [Activation]), (Unnamed Layer* 311) [ElementWise]) 18.77 0.02 0.2 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 313) [Convolution] 21.14 0.02 0.2 -[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 315) [Activation], (Unnamed Layer* 316) [Activation]), (Unnamed Layer* 317) [ElementWise]) 30.34 0.03 0.3 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 440) [Convolution] 19.88 0.02 0.2 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 318) [Convolution] 116.90 0.11 1.2 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 442) [Activation] 11.91 0.01 0.1 -[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 320) [Activation], (Unnamed Layer* 321) [Activation]), (Unnamed Layer* 322) [ElementWise]) 23.32 0.02 0.2 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 328) [Convolution] || (Unnamed Layer* 323) [Convolution] 32.68 0.03 0.3 -[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 330) [Activation], (Unnamed Layer* 331) [Activation]), (Unnamed Layer* 332) [ElementWise]) 15.76 0.02 0.2 -[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 330) [Activation], (Unnamed Layer* 331) [Activation]), (Unnamed Layer* 332) [ElementWise]) output reformatter 0 5.13 0.01 0.1 -[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 325) [Activation], (Unnamed Layer* 326) [Activation]), (Unnamed Layer* 327) [ElementWise]) 14.11 0.01 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 333) [Convolution] 24.88 0.02 0.2 -[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 335) [Activation], (Unnamed Layer* 336) [Activation]), (Unnamed Layer* 337) [ElementWise]) 11.45 0.01 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 338) [Convolution] 68.85 0.07 0.7 -[06/29/2020-09:46:56] [I] PWN(PWN(PWN((Unnamed Layer* 340) [Activation], (Unnamed Layer* 341) [Activation]), (Unnamed Layer* 342) [ElementWise]), (Unnamed Layer* 343) [ElementWise]) 16.46 0.02 0.2 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 344) [Convolution] 23.98 0.02 0.2 -[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 346) [Activation], (Unnamed Layer* 347) [Activation]), (Unnamed Layer* 348) [ElementWise]) 15.76 0.02 0.2 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 349) [Convolution] 68.15 0.07 0.7 -[06/29/2020-09:46:56] [I] PWN(PWN(PWN((Unnamed Layer* 351) [Activation], (Unnamed Layer* 352) [Activation]), (Unnamed Layer* 353) [ElementWise]), (Unnamed Layer* 354) [ElementWise]) 16.82 0.02 0.2 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 355) [Convolution] 23.85 0.02 0.2 -[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 357) [Activation], (Unnamed Layer* 358) [Activation]), (Unnamed Layer* 359) [ElementWise]) 11.60 0.01 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 360) [Convolution] 68.17 0.07 0.7 -[06/29/2020-09:46:56] [I] PWN(PWN(PWN((Unnamed Layer* 362) [Activation], (Unnamed Layer* 363) [Activation]), (Unnamed Layer* 364) [ElementWise]), (Unnamed Layer* 365) [ElementWise]) 16.55 0.02 0.2 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 366) [Convolution] 24.15 0.02 0.2 -[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 368) [Activation], (Unnamed Layer* 369) [Activation]), (Unnamed Layer* 370) [ElementWise]) 15.78 0.02 0.2 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 371) [Convolution] 68.29 0.07 0.7 -[06/29/2020-09:46:56] [I] PWN(PWN(PWN((Unnamed Layer* 373) [Activation], (Unnamed Layer* 374) [Activation]), (Unnamed Layer* 375) [ElementWise]), (Unnamed Layer* 376) [ElementWise]) 16.85 0.02 0.2 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 377) [Convolution] 24.11 0.02 0.2 -[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 379) [Activation], (Unnamed Layer* 380) [Activation]), (Unnamed Layer* 381) [ElementWise]) input reformatter 0 10.35 0.01 0.1 -[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 379) [Activation], (Unnamed Layer* 380) [Activation]), (Unnamed Layer* 381) [ElementWise]) 12.07 0.01 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 383) [Convolution] 32.63 0.03 0.3 -[06/29/2020-09:46:56] [I] PWN(PWN((Unnamed Layer* 385) [Activation], (Unnamed Layer* 386) [Activation]), (Unnamed Layer* 387) [ElementWise]) 23.03 0.02 0.2 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 388) [Convolution] 31.66 0.03 0.3 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 390) [Activation] 8.30 0.01 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 391) [Convolution] 115.99 0.11 1.2 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 393) [Activation] 11.17 0.01 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 394) [Convolution] 32.39 0.03 0.3 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 396) [Activation] 8.52 0.01 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 399) [Pooling] 23.09 0.02 0.2 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 397) [Pooling] 8.42 0.01 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 398) [Pooling] 13.46 0.01 0.1 -[06/29/2020-09:46:56] [I] 1045 copy 5.37 0.01 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 401) [Convolution] 56.21 0.06 0.6 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 403) [Activation] 7.69 0.01 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 404) [Convolution] 116.07 0.11 1.2 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 406) [Activation] 11.19 0.01 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 407) [Convolution] 32.34 0.03 0.3 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 409) [Activation] input reformatter 0 5.01 0.00 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 409) [Activation] 8.44 0.01 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 410) [Convolution] 17.40 0.02 0.2 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 412) [Activation] input reformatter 0 4.58 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 412) [Activation] 6.94 0.01 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 433) [Slice] 22.88 0.02 0.2 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 439) [Shuffle] output reformatter 0 7.04 0.01 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 444) [Convolution] 20.60 0.02 0.2 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 446) [Activation] 10.13 0.01 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 447) [Convolution] 67.42 0.07 0.7 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 449) [Activation] 13.65 0.01 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 450) [Convolution] 20.06 0.02 0.2 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 452) [Activation] 9.90 0.01 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 453) [Convolution] 67.14 0.07 0.7 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 455) [Activation] 13.51 0.01 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 456) [Convolution] 19.97 0.02 0.2 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 458) [Activation] 10.36 0.01 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 459) [Convolution] 14.11 0.01 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 461) [Activation] 8.54 0.01 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 468) [Shuffle] input reformatter 0 5.21 0.01 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 482) [Slice] 40.04 0.04 0.4 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 488) [Shuffle] output reformatter 0 8.95 0.01 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 493) [Convolution] 17.05 0.02 0.2 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 495) [Activation] 14.15 0.01 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 496) [Convolution] 64.90 0.06 0.6 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 498) [Activation] 21.23 0.02 0.2 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 499) [Convolution] 17.83 0.02 0.2 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 501) [Activation] 13.78 0.01 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 502) [Convolution] 63.84 0.06 0.6 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 504) [Activation] 21.19 0.02 0.2 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 505) [Convolution] 14.98 0.01 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 507) [Activation] 13.76 0.01 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 512) [Convolution] 34.83 0.03 0.3 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 508) [Convolution] 64.00 0.06 0.6 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 514) [Activation] 11.44 0.01 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 510) [Activation] 21.66 0.02 0.2 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 511) [Convolution] 22.51 0.02 0.2 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 511) [Convolution] output reformatter 0 9.39 0.01 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 516) [Convolution] 19.93 0.02 0.2 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 578) [Slice] 5.15 0.01 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 577) [Slice] 3.84 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 576) [Slice] 4.84 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 574) [Slice] 5.68 0.01 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 573) [Slice] 4.04 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 572) [Slice] 4.67 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 571) [Slice] 4.07 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 575) [Slice] 3.92 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 561) [Shape][HostToDeviceCopy] 2.86 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 568) [Slice] 4.74 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 570) [Slice] 6.09 0.01 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 564) [Shape][HostToDeviceCopy] 2.86 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 567) [Slice] 4.28 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 569) [Slice] 4.23 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 563) [Gather] 5.85 0.01 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 566) [Gather] 4.96 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 518) [Activation] 10.46 0.01 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 689) [Identity] 4.10 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 695) [Identity] 3.86 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 607) [Unary] 4.16 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 692) [Identity] 3.95 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 686) [Identity] 3.87 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 606) [Activation] 4.40 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 519) [Convolution] 66.50 0.07 0.7 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 673) [Gather] 7.48 0.01 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 678) [Gather] 6.66 0.01 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 658) [Gather] 6.86 0.01 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 653) [Gather] 6.64 0.01 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 633) [Gather] 6.67 0.01 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 638) [Gather] 6.69 0.01 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 668) [Gather] 7.45 0.01 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 648) [Gather] 6.68 0.01 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 663) [Gather] 6.59 0.01 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 643) [Gather] 6.69 0.01 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 623) [Gather] 6.61 0.01 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 628) [Gather] 9.63 0.01 0.1 -[06/29/2020-09:46:56] [I] PWN((Unnamed Layer* 674) [Constant] + (Unnamed Layer* 675) [Shuffle], (Unnamed Layer* 676) [ElementWise]) 5.01 0.00 0.1 -[06/29/2020-09:46:56] [I] PWN((Unnamed Layer* 679) [Constant] + (Unnamed Layer* 680) [Shuffle], (Unnamed Layer* 681) [ElementWise]) 4.69 0.00 0.0 -[06/29/2020-09:46:56] [I] PWN((Unnamed Layer* 659) [Constant] + (Unnamed Layer* 660) [Shuffle], (Unnamed Layer* 661) [ElementWise]) 4.66 0.00 0.0 -[06/29/2020-09:46:56] [I] PWN((Unnamed Layer* 654) [Constant] + (Unnamed Layer* 655) [Shuffle], (Unnamed Layer* 656) [ElementWise]) 4.57 0.00 0.0 -[06/29/2020-09:46:56] [I] PWN((Unnamed Layer* 634) [Constant] + (Unnamed Layer* 635) [Shuffle], (Unnamed Layer* 636) [ElementWise]) 4.63 0.00 0.0 -[06/29/2020-09:46:56] [I] PWN((Unnamed Layer* 639) [Constant] + (Unnamed Layer* 640) [Shuffle], (Unnamed Layer* 641) [ElementWise]) 4.68 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 521) [Activation] 14.86 0.01 0.1 -[06/29/2020-09:46:56] [I] 1331 copy 4.61 0.00 0.0 -[06/29/2020-09:46:56] [I] 1347 copy 4.43 0.00 0.0 -[06/29/2020-09:46:56] [I] 1363 copy 4.44 0.00 0.0 -[06/29/2020-09:46:56] [I] 1335 copy 4.43 0.00 0.0 -[06/29/2020-09:46:56] [I] 1351 copy 4.43 0.00 0.0 -[06/29/2020-09:46:56] [I] 1367 copy 4.46 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 596) [Shuffle] + (Unnamed Layer* 597) [Shuffle] 26.77 0.03 0.3 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 670) [Constant] + (Unnamed Layer* 671) [ElementWise] 8.59 0.01 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 650) [Constant] + (Unnamed Layer* 651) [ElementWise] 4.74 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 665) [Constant] + (Unnamed Layer* 666) [ElementWise] 4.81 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 645) [Constant] + (Unnamed Layer* 646) [ElementWise] 4.74 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 625) [Constant] + (Unnamed Layer* 626) [ElementWise] 4.77 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 630) [Constant] + (Unnamed Layer* 631) [ElementWise] 4.66 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 522) [Convolution] 20.42 0.02 0.2 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 694) [ElementWise] 5.16 0.01 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 697) [ElementWise] 5.00 0.00 0.1 -[06/29/2020-09:46:56] [I] 1323 copy 4.53 0.00 0.0 -[06/29/2020-09:46:56] [I] 1339 copy 4.37 0.00 0.0 -[06/29/2020-09:46:56] [I] 1355 copy 7.94 0.01 0.1 -[06/29/2020-09:46:56] [I] 1327 copy 4.49 0.00 0.0 -[06/29/2020-09:46:56] [I] 1343 copy 4.43 0.00 0.0 -[06/29/2020-09:46:56] [I] 1359 copy 4.44 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 608) [Activation] 4.69 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 688) [ElementWise] 4.71 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 691) [ElementWise] 4.59 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 524) [Activation] 10.40 0.01 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 525) [Convolution] 66.69 0.07 0.7 -[06/29/2020-09:46:56] [I] 1388 copy 4.90 0.00 0.0 -[06/29/2020-09:46:56] [I] 1397 copy 4.40 0.00 0.0 -[06/29/2020-09:46:56] [I] 1406 copy 4.61 0.00 0.0 -[06/29/2020-09:46:56] [I] 1415 copy 4.51 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 527) [Activation] 13.81 0.01 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 528) [Convolution] 20.16 0.02 0.2 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 620) [Softmax] 36.79 0.04 0.4 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 530) [Activation] 11.07 0.01 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 535) [Convolution] 62.07 0.06 0.6 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 531) [Convolution] 66.91 0.07 0.7 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 747) [ElementWise] 11.29 0.01 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 537) [Activation] 8.89 0.01 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 533) [Activation] 14.90 0.01 0.1 -[06/29/2020-09:46:56] [I] 1196 copy 5.32 0.01 0.1 -[06/29/2020-09:46:56] [I] 1058 copy 6.23 0.01 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 534) [Convolution] 20.18 0.02 0.2 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 534) [Convolution] output reformatter 0 6.65 0.01 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 539) [Convolution] 31.17 0.03 0.3 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 767) [Slice] 4.02 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 765) [Slice] 3.94 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 764) [Slice] 4.43 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 763) [Slice] 3.89 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 762) [Slice] 3.99 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 761) [Slice] 3.99 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 760) [Slice] 4.49 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 751) [Shape][HostToDeviceCopy] 2.92 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 768) [Slice] 4.52 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 757) [Slice] 3.89 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 766) [Slice] 4.00 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 758) [Slice] 3.88 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 754) [Shape][HostToDeviceCopy] 2.88 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 759) [Slice] 3.94 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 753) [Gather] 6.03 0.01 0.1 -[06/29/2020-09:46:56] [I] 1464 copy 4.43 0.00 0.0 -[06/29/2020-09:46:56] [I] 1484 copy 4.43 0.00 0.0 -[06/29/2020-09:46:56] [I] 1504 copy 4.44 0.00 0.0 -[06/29/2020-09:46:56] [I] 1449 copy 3.90 0.00 0.0 -[06/29/2020-09:46:56] [I] 1469 copy 4.00 0.00 0.0 -[06/29/2020-09:46:56] [I] 1489 copy 3.88 0.00 0.0 -[06/29/2020-09:46:56] [I] 1454 copy 3.98 0.00 0.0 -[06/29/2020-09:46:56] [I] 1474 copy 3.91 0.00 0.0 -[06/29/2020-09:46:56] [I] 1494 copy 4.01 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 756) [Gather] 5.13 0.01 0.1 -[06/29/2020-09:46:56] [I] 1459 copy 3.88 0.00 0.0 -[06/29/2020-09:46:56] [I] 1479 copy 3.96 0.00 0.0 -[06/29/2020-09:46:56] [I] 1499 copy 3.91 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 541) [Activation] 8.31 0.01 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 879) [Identity] 4.14 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 885) [Identity] 3.91 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 796) [Activation] 4.45 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 797) [Unary] 4.18 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 876) [Identity] 3.96 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 882) [Identity] 3.88 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 542) [Convolution] 115.71 0.11 1.2 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 853) [Gather] 7.26 0.01 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 838) [Gather] 6.51 0.01 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 858) [Gather] 6.47 0.01 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 833) [Gather] 6.36 0.01 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 813) [Gather] 6.53 0.01 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 818) [Gather] 6.40 0.01 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 868) [Gather] 6.46 0.01 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 848) [Gather] 6.46 0.01 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 843) [Gather] 6.43 0.01 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 823) [Gather] 6.48 0.01 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 863) [Gather] 6.39 0.01 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 828) [Gather] 6.48 0.01 0.1 -[06/29/2020-09:46:56] [I] PWN((Unnamed Layer* 869) [Constant] + (Unnamed Layer* 870) [Shuffle], (Unnamed Layer* 871) [ElementWise]) 5.16 0.01 0.1 -[06/29/2020-09:46:56] [I] PWN((Unnamed Layer* 849) [Constant] + (Unnamed Layer* 850) [Shuffle], (Unnamed Layer* 851) [ElementWise]) 4.78 0.00 0.0 -[06/29/2020-09:46:56] [I] PWN((Unnamed Layer* 844) [Constant] + (Unnamed Layer* 845) [Shuffle], (Unnamed Layer* 846) [ElementWise]) 4.54 0.00 0.0 -[06/29/2020-09:46:56] [I] PWN((Unnamed Layer* 824) [Constant] + (Unnamed Layer* 825) [Shuffle], (Unnamed Layer* 826) [ElementWise]) 5.24 0.01 0.1 -[06/29/2020-09:46:56] [I] PWN((Unnamed Layer* 864) [Constant] + (Unnamed Layer* 865) [Shuffle], (Unnamed Layer* 866) [ElementWise]) 4.68 0.00 0.0 -[06/29/2020-09:46:56] [I] PWN((Unnamed Layer* 829) [Constant] + (Unnamed Layer* 830) [Shuffle], (Unnamed Layer* 831) [ElementWise]) 4.55 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 544) [Activation] 11.17 0.01 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 855) [Constant] + (Unnamed Layer* 856) [ElementWise] 5.05 0.00 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 840) [Constant] + (Unnamed Layer* 841) [ElementWise] 4.79 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 860) [Constant] + (Unnamed Layer* 861) [ElementWise] 4.59 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 835) [Constant] + (Unnamed Layer* 836) [ElementWise] 4.62 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 815) [Constant] + (Unnamed Layer* 816) [ElementWise] 4.68 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 820) [Constant] + (Unnamed Layer* 821) [ElementWise] 4.62 0.00 0.0 -[06/29/2020-09:46:56] [I] 1550 copy 4.67 0.00 0.0 -[06/29/2020-09:46:56] [I] 1566 copy 4.46 0.00 0.0 -[06/29/2020-09:46:56] [I] 1582 copy 4.46 0.00 0.0 -[06/29/2020-09:46:56] [I] 1554 copy 4.51 0.00 0.0 -[06/29/2020-09:46:56] [I] 1570 copy 4.42 0.00 0.0 -[06/29/2020-09:46:56] [I] 1586 copy 4.45 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 786) [Shuffle] + (Unnamed Layer* 787) [Shuffle] 9.89 0.01 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 545) [Convolution] 31.55 0.03 0.3 -[06/29/2020-09:46:56] [I] 1542 copy 3.97 0.00 0.0 -[06/29/2020-09:46:56] [I] 1558 copy 3.90 0.00 0.0 -[06/29/2020-09:46:56] [I] 1574 copy 4.03 0.00 0.0 -[06/29/2020-09:46:56] [I] 1546 copy 4.07 0.00 0.0 -[06/29/2020-09:46:56] [I] 1562 copy 3.98 0.00 0.0 -[06/29/2020-09:46:56] [I] 1578 copy 4.05 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 884) [ElementWise] 4.99 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 887) [ElementWise] 4.60 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 798) [Activation] 4.75 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 878) [ElementWise] 4.69 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 881) [ElementWise] 4.65 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 547) [Activation] 8.44 0.01 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 548) [Convolution] 115.66 0.11 1.2 -[06/29/2020-09:46:56] [I] 1607 copy 4.93 0.00 0.0 -[06/29/2020-09:46:56] [I] 1616 copy 4.74 0.00 0.0 -[06/29/2020-09:46:56] [I] 1625 copy 4.59 0.00 0.0 -[06/29/2020-09:46:56] [I] 1634 copy 4.64 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 550) [Activation] 11.31 0.01 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 551) [Convolution] 31.41 0.03 0.3 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 810) [Softmax] 12.60 0.01 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 553) [Activation] 8.54 0.01 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 554) [Convolution] 115.58 0.11 1.2 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 937) [ElementWise] 8.71 0.01 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 556) [Activation] 11.27 0.01 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 557) [Convolution] 31.31 0.03 0.3 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 557) [Convolution] output reformatter 0 5.10 0.01 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 958) [Slice] 4.09 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 957) [Slice] 3.91 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 956) [Slice] 3.94 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 955) [Slice] 3.95 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 954) [Slice] 3.92 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 952) [Slice] 3.87 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 951) [Slice] 3.89 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 950) [Slice] 4.04 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 941) [Shape][HostToDeviceCopy] 2.89 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 949) [Slice] 3.85 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 953) [Slice] 3.95 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 944) [Shape][HostToDeviceCopy] 2.84 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 947) [Slice] 3.84 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 948) [Slice] 3.94 0.00 0.0 -[06/29/2020-09:46:56] [I] 1683 copy 3.92 0.00 0.0 -[06/29/2020-09:46:56] [I] 1703 copy 3.96 0.00 0.0 -[06/29/2020-09:46:56] [I] 1723 copy 3.94 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 943) [Gather] 5.98 0.01 0.1 -[06/29/2020-09:46:56] [I] 1678 copy 4.05 0.00 0.0 -[06/29/2020-09:46:56] [I] 1698 copy 3.98 0.00 0.0 -[06/29/2020-09:46:56] [I] 1718 copy 7.54 0.01 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 946) [Gather] 5.09 0.01 0.1 -[06/29/2020-09:46:56] [I] 1668 copy 4.11 0.00 0.0 -[06/29/2020-09:46:56] [I] 1688 copy 3.98 0.00 0.0 -[06/29/2020-09:46:56] [I] 1708 copy 4.06 0.00 0.0 -[06/29/2020-09:46:56] [I] 1673 copy 3.98 0.00 0.0 -[06/29/2020-09:46:56] [I] 1693 copy 4.05 0.00 0.0 -[06/29/2020-09:46:56] [I] 1713 copy 3.99 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 1069) [Identity] 4.20 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 1075) [Identity] 4.04 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 1066) [Identity] 3.97 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 1072) [Identity] 4.06 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 986) [Activation] 8.03 0.01 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 987) [Unary] 4.18 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 1048) [Gather] 6.68 0.01 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 1023) [Gather] 6.34 0.01 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 1043) [Gather] 6.36 0.01 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 1028) [Gather] 6.29 0.01 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 1003) [Gather] 6.34 0.01 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 1008) [Gather] 6.28 0.01 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 1053) [Gather] 6.35 0.01 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 1038) [Gather] 9.47 0.01 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 1033) [Gather] 6.38 0.01 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 1058) [Gather] 6.27 0.01 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 1013) [Gather] 6.38 0.01 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 1018) [Gather] 6.34 0.01 0.1 -[06/29/2020-09:46:56] [I] PWN((Unnamed Layer* 1054) [Constant] + (Unnamed Layer* 1055) [Shuffle], (Unnamed Layer* 1056) [ElementWise]) 5.32 0.01 0.1 -[06/29/2020-09:46:56] [I] PWN((Unnamed Layer* 1039) [Constant] + (Unnamed Layer* 1040) [Shuffle], (Unnamed Layer* 1041) [ElementWise]) 4.68 0.00 0.0 -[06/29/2020-09:46:56] [I] PWN((Unnamed Layer* 1034) [Constant] + (Unnamed Layer* 1035) [Shuffle], (Unnamed Layer* 1036) [ElementWise]) 5.32 0.01 0.1 -[06/29/2020-09:46:56] [I] PWN((Unnamed Layer* 1059) [Constant] + (Unnamed Layer* 1060) [Shuffle], (Unnamed Layer* 1061) [ElementWise]) 4.69 0.00 0.0 -[06/29/2020-09:46:56] [I] PWN((Unnamed Layer* 1014) [Constant] + (Unnamed Layer* 1015) [Shuffle], (Unnamed Layer* 1016) [ElementWise]) 5.45 0.01 0.1 -[06/29/2020-09:46:56] [I] PWN((Unnamed Layer* 1019) [Constant] + (Unnamed Layer* 1020) [Shuffle], (Unnamed Layer* 1021) [ElementWise]) 4.72 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 976) [Shuffle] + (Unnamed Layer* 977) [Shuffle] 5.66 0.01 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 1050) [Constant] + (Unnamed Layer* 1051) [ElementWise] 4.87 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 1025) [Constant] + (Unnamed Layer* 1026) [ElementWise] 4.64 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 1045) [Constant] + (Unnamed Layer* 1046) [ElementWise] 4.46 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 1030) [Constant] + (Unnamed Layer* 1031) [ElementWise] 4.45 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 1005) [Constant] + (Unnamed Layer* 1006) [ElementWise] 4.45 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 1010) [Constant] + (Unnamed Layer* 1011) [ElementWise] 4.44 0.00 0.0 -[06/29/2020-09:46:56] [I] 1769 copy 4.98 0.00 0.0 -[06/29/2020-09:46:56] [I] 1785 copy 4.69 0.00 0.0 -[06/29/2020-09:46:56] [I] 1801 copy 4.79 0.00 0.0 -[06/29/2020-09:46:56] [I] 1773 copy 4.67 0.00 0.0 -[06/29/2020-09:46:56] [I] 1789 copy 4.74 0.00 0.0 -[06/29/2020-09:46:56] [I] 1805 copy 4.72 0.00 0.0 -[06/29/2020-09:46:56] [I] 1761 copy 4.78 0.00 0.0 -[06/29/2020-09:46:56] [I] 1777 copy 4.46 0.00 0.0 -[06/29/2020-09:46:56] [I] 1793 copy 4.39 0.00 0.0 -[06/29/2020-09:46:56] [I] 1765 copy 4.43 0.00 0.0 -[06/29/2020-09:46:56] [I] 1781 copy 4.45 0.00 0.0 -[06/29/2020-09:46:56] [I] 1797 copy 4.45 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 1074) [ElementWise] 5.16 0.01 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 1077) [ElementWise] 4.63 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 988) [Activation] 4.96 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 1068) [ElementWise] 4.68 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 1071) [ElementWise] 4.64 0.00 0.0 -[06/29/2020-09:46:56] [I] 1826 copy 4.98 0.00 0.0 -[06/29/2020-09:46:56] [I] 1835 copy 4.83 0.00 0.0 -[06/29/2020-09:46:56] [I] 1844 copy 4.84 0.00 0.0 -[06/29/2020-09:46:56] [I] 1853 copy 4.81 0.00 0.0 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 1000) [Softmax] 6.30 0.01 0.1 -[06/29/2020-09:46:56] [I] (Unnamed Layer* 1127) [ElementWise] 5.10 0.01 0.1 -[06/29/2020-09:46:56] [I] 1416 copy 5.65 0.01 0.1 -[06/29/2020-09:46:56] [I] 1635 copy 5.10 0.01 0.1 -[06/29/2020-09:46:56] [I] 1854 copy 4.83 0.00 0.0 -[06/29/2020-09:46:56] [I] 1435 copy 21.43 0.02 0.2 -[06/29/2020-09:46:56] [I] 1654 copy 9.96 0.01 0.1 -[06/29/2020-09:46:56] [I] 1873 copy 5.39 0.01 0.1 -[06/29/2020-09:46:56] [I] 1874 copy 13.25 0.01 0.1 -[06/29/2020-09:46:56] [I] 1875 copy 34.61 0.03 0.3 -[06/29/2020-09:46:56] [I] Total 9997.38 9.83 100.0 -[06/29/2020-09:46:56] [I] -&&&& PASSED TensorRT.trtexec # trtexec --loadEngine=yolov4_1_3_416_416_fp16.engine --workspace=4096 --explicitBatch --dumpProfile --iterations=1000 From d886c8a7810664d25c26f406ef5dc45a0add3e5a Mon Sep 17 00:00:00 2001 From: ersheng Date: Thu, 2 Jul 2020 10:47:46 +0800 Subject: [PATCH 4/4] typo --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index a61561d9..503357f4 100644 --- a/README.md +++ b/README.md @@ -191,7 +191,7 @@ you can use darknet2pytorch to convert it yourself, or download my converted mod - Note2: extra NMS operations are needed for the tensorRT output. This demo uses python NMS code from `tool/utils.py`. - - Inference is verified to be okay for TensorRT 7.0, but TensorRT 7.1 may be proglematic in handling y coordinates of bounding boxes. Problem investigation is underway. + - Inference is verified to be okay for TensorRT 7.0, but TensorRT 7.1 may be problematic in handling y coordinates of bounding boxes. Problem investigation is underway. # 6. ONNX2Tensorflow