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CopyPackedKernel is taking too long, and how to optimize it

Open zhaohb opened this issue 4 years ago • 35 comments

Description

I have a model that uses a slice operator for feature crossing, but it turns out that the slice operator calls the CopyPackedKernel API, and it consumes a lot of time. I also re-implemented the slice operator myself, but the same result was achieved,I don't know when CopyPackedKernel is running, how to optimize it.

nsys profile -o test --stats=true  python infer.py -e test.plan

output:

Time(%)      Total Time   Instances         Average         Minimum         Maximum  Name
-------  --------------  ----------  --------------  --------------  --------------  --------------------------------------------------------------------------------------------------------------------
   99.9         9863089        2835          3479.0            3423            3872  void genericReformat::copyPackedKernel<float, float, true, true, genericReformat::IdentityCoordMapper<4>, 4>(unsigned int, unsigned int, void const*, genericReformat::ArrayN<4>, genericReformat::ArrayNWithReducedDivisors<4>, genericReformat::ArrayN<4>, int, int, int, float const*, void*, genericReformat::ArrayN<4>, genericReformat:
    0.1            7264           3          2421.3            2304            2656  slice(float const*, float*, int, int, int, int)

Environment

TensorRT Version: 7.2.2.1 NVIDIA GPU: T4 NVIDIA Driver Version: 450.51.06 CUDA Version: 11.1 CUDNN Version: Operating System: Python Version (if applicable): 3.8 Tensorflow Version (if applicable): PyTorch Version (if applicable): Baremetal or Container (if so, version): Container 20.12

I need help, thank you very much.

zhaohb avatar Mar 12 '21 10:03 zhaohb

I used the ONNX Parser and the plan file was converted from the ONNX model file.

zhaohb avatar Mar 12 '21 10:03 zhaohb

Hello @zhaohb , this copyPackedKernel come from the reformat between layers that has different data layout, we have some dedicated kernels for reformat, and will fallback to this genericReformat::copyPackedKernel if all the dedicated kernels not fit.

Could you enable verbose log and send us the verbose build log? the code could like this TRT_LOGGER = trt.Logger(trt.Logger.VERBOSE).

also run the engine with trtexec using trtexec --loadEngine=xxxx --dumpProfile --separateProfileRun.

It is helpful to attach both logs here, thanks!

ttyio avatar Mar 16 '21 02:03 ttyio

@ttyio Thank you for your reply, logs are as follows: command:

nsys profile -o 0316 --stats=true trtexec --loadEngine=slice_single.plan --dumpProfile --separateProfileRun

output:

Warning: LBR backtrace method is not supported on this platform. DWARF backtrace method will be used.
Collecting data...
&&&& RUNNING TensorRT.trtexec # /opt/tensorrt/bin/trtexec --loadEngine=slice_single.plan --dumpProfile --separateProfileRun
[03/16/2021-08:33:52] [I] === Model Options ===
[03/16/2021-08:33:52] [I] Format: *
[03/16/2021-08:33:52] [I] Model:
[03/16/2021-08:33:52] [I] Output:
[03/16/2021-08:33:52] [I] === Build Options ===
[03/16/2021-08:33:52] [I] Max batch: 1
[03/16/2021-08:33:52] [I] Workspace: 16 MiB
[03/16/2021-08:33:52] [I] minTiming: 1
[03/16/2021-08:33:52] [I] avgTiming: 8
[03/16/2021-08:33:52] [I] Precision: FP32
[03/16/2021-08:33:52] [I] Calibration:
[03/16/2021-08:33:52] [I] Refit: Disabled
[03/16/2021-08:33:52] [I] Safe mode: Disabled
[03/16/2021-08:33:52] [I] Save engine:
[03/16/2021-08:33:52] [I] Load engine: slice_single.plan
[03/16/2021-08:33:52] [I] Builder Cache: Enabled
[03/16/2021-08:33:52] [I] NVTX verbosity: 0
[03/16/2021-08:33:52] [I] Tactic sources: Using default tactic sources
[03/16/2021-08:33:52] [I] Input(s)s format: fp32:CHW
[03/16/2021-08:33:52] [I] Output(s)s format: fp32:CHW
[03/16/2021-08:33:52] [I] Input build shapes: model
[03/16/2021-08:33:52] [I] Input calibration shapes: model
[03/16/2021-08:33:52] [I] === System Options ===
[03/16/2021-08:33:52] [I] Device: 0
[03/16/2021-08:33:52] [I] DLACore:
[03/16/2021-08:33:52] [I] Plugins:
[03/16/2021-08:33:52] [I] === Inference Options ===
[03/16/2021-08:33:52] [I] Batch: 1
[03/16/2021-08:33:52] [I] Input inference shapes: model
[03/16/2021-08:33:52] [I] Iterations: 10
[03/16/2021-08:33:52] [I] Duration: 3s (+ 200ms warm up)
[03/16/2021-08:33:52] [I] Sleep time: 0ms
[03/16/2021-08:33:52] [I] Streams: 1
[03/16/2021-08:33:52] [I] ExposeDMA: Disabled
[03/16/2021-08:33:52] [I] Data transfers: Enabled
[03/16/2021-08:33:52] [I] Spin-wait: Disabled
[03/16/2021-08:33:52] [I] Multithreading: Disabled
[03/16/2021-08:33:52] [I] CUDA Graph: Disabled
[03/16/2021-08:33:52] [I] Separate profiling: Enabled
[03/16/2021-08:33:52] [I] Skip inference: Disabled
[03/16/2021-08:33:52] [I] Inputs:
[03/16/2021-08:33:52] [I] === Reporting Options ===
[03/16/2021-08:33:52] [I] Verbose: Disabled
[03/16/2021-08:33:52] [I] Averages: 10 inferences
[03/16/2021-08:33:52] [I] Percentile: 99
[03/16/2021-08:33:52] [I] Dump refittable layers:Disabled
[03/16/2021-08:33:52] [I] Dump output: Disabled
[03/16/2021-08:33:52] [I] Profile: Enabled
[03/16/2021-08:33:52] [I] Export timing to JSON file:
[03/16/2021-08:33:52] [I] Export output to JSON file:
[03/16/2021-08:33:52] [I] Export profile to JSON file:
[03/16/2021-08:33:52] [I]
[03/16/2021-08:33:52] [I] === Device Information ===
[03/16/2021-08:33:52] [I] Selected Device: Tesla T4
[03/16/2021-08:33:52] [I] Compute Capability: 7.5
[03/16/2021-08:33:52] [I] SMs: 40
[03/16/2021-08:33:52] [I] Compute Clock Rate: 1.59 GHz
[03/16/2021-08:33:52] [I] Device Global Memory: 15109 MiB
[03/16/2021-08:33:52] [I] Shared Memory per SM: 64 KiB
[03/16/2021-08:33:52] [I] Memory Bus Width: 256 bits (ECC enabled)
[03/16/2021-08:33:52] [I] Memory Clock Rate: 5.001 GHz
[03/16/2021-08:33:52] [I]
[03/16/2021-08:34:09] [I] Engine loaded in 17.2771 sec.
[03/16/2021-08:34:09] [W] Dynamic dimensions required for input: out_659, but no shapes were provided. Automatically overriding shape to: 1x3
[03/16/2021-08:34:09] [W] Dynamic dimensions required for input: out_653, but no shapes were provided. Automatically overriding shape to: 1x16
[03/16/2021-08:34:09] [W] Dynamic dimensions required for input: out_651, but no shapes were provided. Automatically overriding shape to: 1x16
[03/16/2021-08:34:09] [W] Dynamic dimensions required for input: out_645, but no shapes were provided. Automatically overriding shape to: 1x16
[03/16/2021-08:34:09] [W] Dynamic dimensions required for input: out_643, but no shapes were provided. Automatically overriding shape to: 1x16
[W] Dynamic dimensions required for input: out_628, but no shapes were provided. Automatically overriding shape to: 1x3
[W] Dynamic dimensions required for input: out_624, but no shapes were provided. Automatically overriding shape to: 1x16
[03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [W] Dynamic dimensions required for input: out_589, but no shapes were provided. Automatically overriding shape to: 1x592
[03/16/2021-08:34:09] [W] Dynamic dimensions required for input: out_588, but no shapes were provided. Automatically overriding shape to: 1x16
[03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [W] Dynamic dimensions required for input: out_574, but no shapes were provided. Automatically overriding shape to: 1x3
[W] Dynamic dimensions required for input: out_174, but no shapes were provided. Automatically overriding shape to: 1x368
[W] Dynamic dimensions required for input: out_534, but no shapes were provided. Automatically overriding shape to: 1x592
[W] Dynamic dimensions required for input: out_515, but no shapes were provided. Automatically overriding shape to: 1x592
[W] Dynamic dimensions required for input: out_504, but no shapes were provided. Automatically overriding shape to: 1x16
[W] Dynamic dimensions required for input: out_497, but no shapes were provided. Automatically overriding shape to: 1x16
[W] Dynamic dimensions required for input: out_495, but no shapes were provided. Automatically overriding shape to: 1x16
[03/16/2021-08:34:09] [03/16/2021-08:34:09] [W] Dynamic dimensions required for input: out_489, but no shapes were provided. Automatically overriding shape to: 1x416
[03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [W] Dynamic dimensions required for input: out_480, but no shapes were provided. Automatically overriding shape to: 1x16
[W] Dynamic dimensions required for input: out_468, but no shapes were provided. Automatically overriding shape to: 1x16
[W] Dynamic dimensions required for input: out_467, but no shapes were provided. Automatically overriding shape to: 1x16
[W] Dynamic dimensions required for input: out_431, but no shapes were provided. Automatically overriding shape to: 1x16
[W] Dynamic dimensions required for input: out_171, but no shapes were provided. Automatically overriding shape to: 1x368
[W] Dynamic dimensions required for input: out_423, but no shapes were provided. Automatically overriding shape to: 1x592
[W] Dynamic dimensions required for input: out_422, but no shapes were provided. Automatically overriding shape to: 1x368
[W] Dynamic dimensions required for input: out_419, but no shapes were provided. Automatically overriding shape to: 1x3
[W] Dynamic dimensions required for input: out_413, but no shapes were provided. Automatically overriding shape to: 1x16
[W] Dynamic dimensions required for input: out_400, but no shapes were provided. Automatically overriding shape to: 1x592
[W] Dynamic dimensions required for input: out_395, but no shapes were provided. Automatically overriding shape to: 1x16
[W] Dynamic dimensions required for input: out_391, but no shapes were provided. Automatically overriding shape to: 1x408
[W] Dynamic dimensions required for input: out_383, but no shapes were provided. Automatically overriding shape to: 1x408
[W] Dynamic dimensions required for input: out_382, but no shapes were provided. Automatically overriding shape to: 1x392
[W] Dynamic dimensions required for input: out_381, but no shapes were provided. Automatically overriding shape to: 1x392
[W] Dynamic dimensions required for input: out_168, but no shapes were provided. Automatically overriding shape to: 1x3
[W] Dynamic dimensions required for input: out_380, but no shapes were provided. Automatically overriding shape to: 1x440
[W] Dynamic dimensions required for input: out_373, but no shapes were provided. Automatically overriding shape to: 1x432
[W] Dynamic dimensions required for input: out_372, but no shapes were provided. Automatically overriding shape to: 1x432
[W] Dynamic dimensions required for input: out_355, but no shapes were provided. Automatically overriding shape to: 1x392
[W] Dynamic dimensions required for input: out_345, but no shapes were provided. Automatically overriding shape to: 1x16
[W] Dynamic dimensions required for input: out_337, but no shapes were provided. Automatically overriding shape to: 1x16
[03/16/2021-08:34:09] [W] Dynamic dimensions required for input: out_330, but no shapes were provided. Automatically overriding shape to: 1x16
[W] [03/16/2021-08:34:09] Dynamic dimensions required for input: out_329, but no shapes were provided. Automatically overriding shape to: 1x16
[W] [03/16/2021-08:34:09] Dynamic dimensions required for input: out_325, but no shapes were provided. Automatically overriding shape to: 1x16
[03/16/2021-08:34:09] [W] Dynamic dimensions required for input: out_3209, but no shapes were provided. Automatically overriding shape to: 1x3
[03/16/2021-08:34:09] [W] Dynamic dimensions required for input: out_130, but no shapes were provided. Automatically overriding shape to: 1x368
[03/16/2021-08:34:09] [W] Dynamic dimensions required for input: out_3206, but no shapes were provided. Automatically overriding shape to: 1x3
[03/16/2021-08:34:09] [W] Dynamic dimensions required for input: out_3205, but no shapes were provided. Automatically overriding shape to: 1x3
[03/16/2021-08:34:09] [W] Dynamic dimensions required for input: out_292, but no shapes were provided. Automatically overriding shape to: 1x592
[W] Dynamic dimensions required for input: out_2892, but no shapes were provided. Automatically overriding shape to: 1x592
[03/16/2021-08:34:09] [03/16/2021-08:34:09] [W] Dynamic dimensions required for input: out_289, but no shapes were provided. Automatically overriding shape to: 1x592
[03/16/2021-08:34:09] [W] Dynamic dimensions required for input: out_2718, but no shapes were provided. Automatically overriding shape to: 1x3
[03/16/2021-08:34:09] [W] Dynamic dimensions required for input: out_2717, but no shapes were provided. Automatically overriding shape to: 1x3
[03/16/2021-08:34:09] [W] Dynamic dimensions required for input: out_2716, but no shapes were provided. Automatically overriding shape to: 1x3
[03/16/2021-08:34:09] [W] Dynamic dimensions required for input: out_2715, but no shapes were provided. Automatically overriding shape to: 1x3
[03/16/2021-08:34:09] [W] Dynamic dimensions required for input: out_2714, but no shapes were provided. Automatically overriding shape to: 1x3
[03/16/2021-08:34:09] [W] Dynamic dimensions required for input: out_128, but no shapes were provided. Automatically overriding shape to: 1x408
[03/16/2021-08:34:09] [W] Dynamic dimensions required for input: out_2673, but no shapes were provided. Automatically overriding shape to: 1x12
[03/16/2021-08:34:09] [W] Dynamic dimensions required for input: out_2672, but no shapes were provided. Automatically overriding shape to: 1x12
[03/16/2021-08:34:09] [W] Dynamic dimensions required for input: out_2643, but no shapes were provided. Automatically overriding shape to: 1x432
[03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [03/16/2021-08:34:09] [W] Dynamic dimensions required for input: out_258, but no shapes were provided. Automatically overriding shape to: 1x3
[W] Dynamic dimensions required for input: out_2549, but no shapes were provided. Automatically overriding shape to: 1x16
[W] Dynamic dimensions required for input: out_2547, but no shapes were provided. Automatically overriding shape to: 1x16
[W] Dynamic dimensions required for input: out_2478, but no shapes were provided. Automatically overriding shape to: 1x16
[W] Dynamic dimensions required for input: out_2448, but no shapes were provided. Automatically overriding shape to: 1x592
[W] Dynamic dimensions required for input: out_2374, but no shapes were provided. Automatically overriding shape to: 1x432
[W] Dynamic dimensions required for input: out_2373, but no shapes were provided. Automatically overriding shape to: 1x432
[W] Dynamic dimensions required for input: out_125, but no shapes were provided. Automatically overriding shape to: 1x408
[W] Dynamic dimensions required for input: out_2368, but no shapes were provided. Automatically overriding shape to: 1x432
[W] Dynamic dimensions required for input: out_2367, but no shapes were provided. Automatically overriding shape to: 1x432
[W] Dynamic dimensions required for input: out_2366, but no shapes were provided. Automatically overriding shape to: 1x432
[W] Dynamic dimensions required for input: out_2365, but no shapes were provided. Automatically overriding shape to: 1x432
[W] Dynamic dimensions required for input: out_2364, but no shapes were provided. Automatically overriding shape to: 1x432
[W] Dynamic dimensions required for input: out_2318, but no shapes were provided. Automatically overriding shape to: 1x3
[W] Dynamic dimensions required for input: out_2220, but no shapes were provided. Automatically overriding shape to: 1x3
[W] Dynamic dimensions required for input: out_2211, but no shapes were provided. Automatically overriding shape to: 1x3
[W] Dynamic dimensions required for input: out_2210, but no shapes were provided. Automatically overriding shape to: 1x3
[W] Dynamic dimensions required for input: out_2209, but no shapes were provided. Automatically overriding shape to: 1x3
[W] Dynamic dimensions required for input: out_120, but no shapes were provided. Automatically overriding shape to: 1x592
[W] Dynamic dimensions required for input: out_2208, but no shapes were provided. Automatically overriding shape to: 1x3
[W] Dynamic dimensions required for input: out_2207, but no shapes were provided. Automatically overriding shape to: 1x3
[W] Dynamic dimensions required for input: out_2206, but no shapes were provided. Automatically overriding shape to: 1x3
[W] Dynamic dimensions required for input: out_2204, but no shapes were provided. Automatically overriding shape to: 1x3
[W] Dynamic dimensions required for input: out_2203, but no shapes were provided. Automatically overriding shape to: 1x3
[W] Dynamic dimensions required for input: out_2202, but no shapes were provided. Automatically overriding shape to: 1x3
[W] Dynamic dimensions required for input: out_2200, but no shapes were provided. Automatically overriding shape to: 1x3
[W] Dynamic dimensions required for input: out_2185, but no shapes were provided. Automatically overriding shape to: 1x3
[W] Dynamic dimensions required for input: out_2178, but no shapes were provided. Automatically overriding shape to: 1x3
[W] Dynamic dimensions required for input: out_217, but no shapes were provided. Automatically overriding shape to: 1x576
[W] Dynamic dimensions required for input: out_118, but no shapes were provided. Automatically overriding shape to: 1x592
[W] Dynamic dimensions required for input: out_215, but no shapes were provided. Automatically overriding shape to: 1x3
[W] Dynamic dimensions required for input: out_212, but no shapes were provided. Automatically overriding shape to: 1x592
[W] Dynamic dimensions required for input: out_977, but no shapes were provided. Automatically overriding shape to: 1x592
[W] Dynamic dimensions required for input: out_975, but no shapes were provided. Automatically overriding shape to: 1x592
[W] Dynamic dimensions required for input: out_210, but no shapes were provided. Automatically overriding shape to: 1x416
[W] Dynamic dimensions required for input: out_974, but no shapes were provided. Automatically overriding shape to: 1x592
[W] Dynamic dimensions required for input: out_973, but no shapes were provided. Automatically overriding shape to: 1x408
[W] Dynamic dimensions required for input: out_972, but no shapes were provided. Automatically overriding shape to: 1x432
[W] Dynamic dimensions required for input: out_971, but no shapes were provided. Automatically overriding shape to: 1x432
[W] Dynamic dimensions required for input: out_970, but no shapes were provided. Automatically overriding shape to: 1x432
[W] Dynamic dimensions required for input: out_969, but no shapes were provided. Automatically overriding shape to: 1x432
[W] Dynamic dimensions required for input: out_968, but no shapes were provided. Automatically overriding shape to: 1x432
[W] Dynamic dimensions required for input: out_967, but no shapes were provided. Automatically overriding shape to: 1x432
[W] Dynamic dimensions required for input: out_966, but no shapes were provided. Automatically overriding shape to: 1x432
[W] Dynamic dimensions required for input: out_965, but no shapes were provided. Automatically overriding shape to: 1x432
[W] Dynamic dimensions required for input: out_2041, but no shapes were provided. Automatically overriding shape to: 1x592
[W] Dynamic dimensions required for input: out_964, but no shapes were provided. Automatically overriding shape to: 1x432
[W] Dynamic dimensions required for input: out_904, but no shapes were provided. Automatically overriding shape to: 1x408
[W] Dynamic dimensions required for input: out_894, but no shapes were provided. Automatically overriding shape to: 1x16
[W] Dynamic dimensions required for input: out_893, but no shapes were provided. Automatically overriding shape to: 1x16
[W] Dynamic dimensions required for input: out_859, but no shapes were provided. Automatically overriding shape to: 1x16
[W] Dynamic dimensions required for input: out_857, but no shapes were provided. Automatically overriding shape to: 1x16
[W] Dynamic dimensions required for input: out_856, but no shapes were provided. Automatically overriding shape to: 1x16
[W] Dynamic dimensions required for input: out_855, but no shapes were provided. Automatically overriding shape to: 1x16
[W] Dynamic dimensions required for input: out_854, but no shapes were provided. Automatically overriding shape to: 1x16
[W] Dynamic dimensions required for input: out_853, but no shapes were provided. Automatically overriding shape to: 1x16
[W] Dynamic dimensions required for input: out_204, but no shapes were provided. Automatically overriding shape to: 1x562
[W] Dynamic dimensions required for input: out_852, but no shapes were provided. Automatically overriding shape to: 1x16
[W] Dynamic dimensions required for input: out_850, but no shapes were provided. Automatically overriding shape to: 1x16
[W] Dynamic dimensions required for input: out_849, but no shapes were provided. Automatically overriding shape to: 1x16
[W] Dynamic dimensions required for input: out_848, but no shapes were provided. Automatically overriding shape to: 1x16
[W] Dynamic dimensions required for input: out_846, but no shapes were provided. Automatically overriding shape to: 1x16
[W] Dynamic dimensions required for input: out_845, but no shapes were provided. Automatically overriding shape to: 1x16
[W] Dynamic dimensions required for input: out_844, but no shapes were provided. Automatically overriding shape to: 1x16
[W] Dynamic dimensions required for input: out_841, but no shapes were provided. Automatically overriding shape to: 1x16
[W] Dynamic dimensions required for input: out_840, but no shapes were provided. Automatically overriding shape to: 1x16
[W] Dynamic dimensions required for input: out_839, but no shapes were provided. Automatically overriding shape to: 1x16
[W] Dynamic dimensions required for input: out_201, but no shapes were provided. Automatically overriding shape to: 1x3
[W] Dynamic dimensions required for input: out_810, but no shapes were provided. Automatically overriding shape to: 1x16
[W] Dynamic dimensions required for input: out_803, but no shapes were provided. Automatically overriding shape to: 1x3
[W] Dynamic dimensions required for input: out_802, but no shapes were provided. Automatically overriding shape to: 1x3
[W] Dynamic dimensions required for input: out_799, but no shapes were provided. Automatically overriding shape to: 1x3
[W] Dynamic dimensions required for input: out_798, but no shapes were provided. Automatically overriding shape to: 1x3
[W] Dynamic dimensions required for input: out_797, but no shapes were provided. Automatically overriding shape to: 1x3
[W] Dynamic dimensions required for input: out_796, but no shapes were provided. Automatically overriding shape to: 1x3
[W] Dynamic dimensions required for input: out_795, but no shapes were provided. Automatically overriding shape to: 1x3
[W] Dynamic dimensions required for input: out_794, but no shapes were provided. Automatically overriding shape to: 1x3
[W] Dynamic dimensions required for input: out_793, but no shapes were provided. Automatically overriding shape to: 1x3
[W] Dynamic dimensions required for input: out_199, but no shapes were provided. Automatically overriding shape to: 1x3
[W] Dynamic dimensions required for input: out_791, but no shapes were provided. Automatically overriding shape to: 1x3
[W] Dynamic dimensions required for input: out_790, but no shapes were provided. Automatically overriding shape to: 1x3
[W] Dynamic dimensions required for input: out_784, but no shapes were provided. Automatically overriding shape to: 1x3
[W] Dynamic dimensions required for input: out_780, but no shapes were provided. Automatically overriding shape to: 1x3
[W] Dynamic dimensions required for input: out_779, but no shapes were provided. Automatically overriding shape to: 1x3
[W] Dynamic dimensions required for input: out_778, but no shapes were provided. Automatically overriding shape to: 1x3
[W] Dynamic dimensions required for input: out_777, but no shapes were provided. Automatically overriding shape to: 1x3
[W] Dynamic dimensions required for input: out_776, but no shapes were provided. Automatically overriding shape to: 1x3
[W] Dynamic dimensions required for input: out_773, but no shapes were provided. Automatically overriding shape to: 1x3
[W] Dynamic dimensions required for input: out_757, but no shapes were provided. Automatically overriding shape to: 1x3
[W] Dynamic dimensions required for input: out_191, but no shapes were provided. Automatically overriding shape to: 1x416
[W] Dynamic dimensions required for input: out_753, but no shapes were provided. Automatically overriding shape to: 1x3
[W] Dynamic dimensions required for input: out_752, but no shapes were provided. Automatically overriding shape to: 1x3
[W] Dynamic dimensions required for input: out_750, but no shapes were provided. Automatically overriding shape to: 1x3
[W] Dynamic dimensions required for input: out_745, but no shapes were provided. Automatically overriding shape to: 1x592
[W] Dynamic dimensions required for input: out_743, but no shapes were provided. Automatically overriding shape to: 1x592
[W] Dynamic dimensions required for input: out_736, but no shapes were provided. Automatically overriding shape to: 1x3
[W] Dynamic dimensions required for input: out_731, but no shapes were provided. Automatically overriding shape to: 1x3
[W] Dynamic dimensions required for input: out_730, but no shapes were provided. Automatically overriding shape to: 1x3
[W] Dynamic dimensions required for input: out_718, but no shapes were provided. Automatically overriding shape to: 1x3
[W] Dynamic dimensions required for input: out_717, but no shapes were provided. Automatically overriding shape to: 1x3
[W] Dynamic dimensions required for input: out_179, but no shapes were provided. Automatically overriding shape to: 1x592
[W] Dynamic dimensions required for input: out_714, but no shapes were provided. Automatically overriding shape to: 1x3
[W] Dynamic dimensions required for input: out_707, but no shapes were provided. Automatically overriding shape to: 1x3
[W] Dynamic dimensions required for input: out_691, but no shapes were provided. Automatically overriding shape to: 1x3
[W] Dynamic dimensions required for input: out_685, but no shapes were provided. Automatically overriding shape to: 1x3
[W] Dynamic dimensions required for input: out_683, but no shapes were provided. Automatically overriding shape to: 1x3
[W] Dynamic dimensions required for input: out_680, but no shapes were provided. Automatically overriding shape to: 1x3
[W] Dynamic dimensions required for input: out_679, but no shapes were provided. Automatically overriding shape to: 1x3
[W] Dynamic dimensions required for input: out_676, but no shapes were provided. Automatically overriding shape to: 1x3
[W] Dynamic dimensions required for input: out_675, but no shapes were provided. Automatically overriding shape to: 1x3
[W] Dynamic dimensions required for input: out_663, but no shapes were provided. Automatically overriding shape to: 1x3
[W] Dynamic dimensions required for input: out_177, but no shapes were provided. Automatically overriding shape to: 1x368
[W] Dynamic dimensions required for input: out_1129, but no shapes were provided. Automatically overriding shape to: 1x432
[W] Dynamic dimensions required for input: out_1128, but no shapes were provided. Automatically overriding shape to: 1x432
[W] Dynamic dimensions required for input: out_1127, but no shapes were provided. Automatically overriding shape to: 1x432
[03/16/2021-08:34:09] [I] Starting inference
[03/16/2021-08:34:13] [I] Warmup completed 14 queries over 200 ms
[03/16/2021-08:34:13] [I] Timing trace has 188 queries over 3.02953 s
[03/16/2021-08:34:13] [I] Trace averages of 10 runs:
[03/16/2021-08:34:13] [I] Average on 10 runs - GPU latency: 9.17672 ms - Host latency: 15.6865 ms (end to end 15.7017 ms, enqueue 9.57591 ms)
[03/16/2021-08:34:13] [I] Average on 10 runs - GPU latency: 9.05137 ms - Host latency: 14.2332 ms (end to end 14.2457 ms, enqueue 9.22357 ms)
[03/16/2021-08:34:13] [I] Average on 10 runs - GPU latency: 9.16291 ms - Host latency: 14.3081 ms (end to end 14.3203 ms, enqueue 9.271 ms)
[03/16/2021-08:34:13] [I] Average on 10 runs - GPU latency: 9.70575 ms - Host latency: 22.773 ms (end to end 22.7854 ms, enqueue 9.74042 ms)
[03/16/2021-08:34:13] [I] Average on 10 runs - GPU latency: 9.49094 ms - Host latency: 14.593 ms (end to end 14.6069 ms, enqueue 9.53739 ms)
[03/16/2021-08:34:13] [I] Average on 10 runs - GPU latency: 10.4527 ms - Host latency: 15.7093 ms (end to end 15.7237 ms, enqueue 10.4895 ms)
[03/16/2021-08:34:13] [I] Average on 10 runs - GPU latency: 9.11558 ms - Host latency: 13.971 ms (end to end 13.9837 ms, enqueue 9.17748 ms)
[03/16/2021-08:34:13] [I] Average on 10 runs - GPU latency: 10.3078 ms - Host latency: 15.6792 ms (end to end 15.6933 ms, enqueue 10.3477 ms)
[03/16/2021-08:34:13] [I] Average on 10 runs - GPU latency: 9.14877 ms - Host latency: 13.9652 ms (end to end 13.9775 ms, enqueue 9.21128 ms)
[03/16/2021-08:34:13] [I] Average on 10 runs - GPU latency: 9.67627 ms - Host latency: 22.7194 ms (end to end 22.7324 ms, enqueue 9.7022 ms)
[03/16/2021-08:34:13] [I] Average on 10 runs - GPU latency: 9.12983 ms - Host latency: 13.9161 ms (end to end 13.9296 ms, enqueue 9.19226 ms)
[03/16/2021-08:34:13] [I] Average on 10 runs - GPU latency: 11.2487 ms - Host latency: 17.4623 ms (end to end 17.4773 ms, enqueue 11.2812 ms)
[03/16/2021-08:34:13] [I] Average on 10 runs - GPU latency: 9.27844 ms - Host latency: 14.4709 ms (end to end 14.4841 ms, enqueue 9.32434 ms)
[03/16/2021-08:34:13] [I] Average on 10 runs - GPU latency: 10.7314 ms - Host latency: 16.4748 ms (end to end 16.4889 ms, enqueue 10.7652 ms)
[03/16/2021-08:34:13] [I] Average on 10 runs - GPU latency: 9.35366 ms - Host latency: 22.3577 ms (end to end 22.3717 ms, enqueue 9.38809 ms)
[03/16/2021-08:34:13] [I] Average on 10 runs - GPU latency: 9.77002 ms - Host latency: 14.9533 ms (end to end 14.9665 ms, enqueue 9.81826 ms)
[03/16/2021-08:34:13] [I] Average on 10 runs - GPU latency: 9.46509 ms - Host latency: 14.2956 ms (end to end 14.3089 ms, enqueue 9.50703 ms)
[03/16/2021-08:34:13] [I] Average on 10 runs - GPU latency: 9.05728 ms - Host latency: 13.8241 ms (end to end 13.8368 ms, enqueue 9.11875 ms)
[03/16/2021-08:34:13] [I] Host Latency
[03/16/2021-08:34:13] [I] min: 13.6631 ms (end to end 13.6742 ms)
[03/16/2021-08:34:13] [I] max: 95.0087 ms (end to end 95.017 ms)
[03/16/2021-08:34:13] [I] mean: 16.1044 ms (end to end 16.1178 ms)
[03/16/2021-08:34:13] [I] median: 14.1169 ms (end to end 14.1291 ms)
[03/16/2021-08:34:13] [I] percentile: 93.4557 ms at 99% (end to end 93.4684 ms at 99%)
[03/16/2021-08:34:13] [I] throughput: 62.0559 qps
[03/16/2021-08:34:13] [I] walltime: 3.02953 s
[03/16/2021-08:34:13] [I] Enqueue Time
[03/16/2021-08:34:13] [I] min: 9.02832 ms
[03/16/2021-08:34:13] [I] max: 14.5532 ms
[03/16/2021-08:34:13] [I] median: 9.20599 ms
[03/16/2021-08:34:13] [I] GPU Compute
[03/16/2021-08:34:13] [I] min: 8.47418 ms
[03/16/2021-08:34:13] [I] max: 14.5601 ms
[03/16/2021-08:34:13] [I] mean: 9.61629 ms
[03/16/2021-08:34:13] [I] median: 9.14966 ms
[03/16/2021-08:34:13] [I] percentile: 14.3767 ms at 99%
[03/16/2021-08:34:13] [I] total compute time: 1.80786 s
[03/16/2021-08:34:16] [I]
[03/16/2021-08:34:16] [I] === Profile (120 iterations ) ===
[03/16/2021-08:34:16] [I]                                                                            Layer   Time (ms)   Avg. Time (ms)   Time %
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1026/strided_slice_1026        1.91           0.0159      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1118/strided_slice_1118        1.27           0.0106      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1116/strided_slice_1116        1.26           0.0105      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1124/strided_slice_1124        1.34           0.0111      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1123/strided_slice_1123        1.45           0.0121      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1041/strided_slice_1041        1.63           0.0136      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1133/strided_slice_1133        1.68           0.0140      0.1
[03/16/2021-08:34:16] [I]      StatefulPartitionedCall/model/tf_op_layer_strided_slice_93/strided_slice_93        2.47           0.0206      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_783/strided_slice_783        1.75           0.0146      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_764/strided_slice_764        1.73           0.0144      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_745/strided_slice_745        1.66           0.0139      0.1
[03/16/2021-08:34:16] [I]      StatefulPartitionedCall/model/tf_op_layer_strided_slice_74/strided_slice_74        1.66           0.0138      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_726/strided_slice_726        1.64           0.0137      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_707/strided_slice_707        1.66           0.0138      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_688/strided_slice_688        1.65           0.0137      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_669/strided_slice_669        1.62           0.0135      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_650/strided_slice_650        1.66           0.0138      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_631/strided_slice_631        1.65           0.0138      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_612/strided_slice_612        1.64           0.0137      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_593/strided_slice_593        1.63           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_574/strided_slice_574        1.62           0.0135      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_555/strided_slice_555        1.63           0.0136      0.1
[03/16/2021-08:34:16] [I]      StatefulPartitionedCall/model/tf_op_layer_strided_slice_55/strided_slice_55        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_536/strided_slice_536        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_517/strided_slice_517        1.63           0.0135      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_498/strided_slice_498        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_479/strided_slice_479        1.62           0.0135      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_460/strided_slice_460        1.68           0.0140      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_441/strided_slice_441        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_422/strided_slice_422        1.60           0.0134      0.1
[03/16/2021-08:34:16] [I]      StatefulPartitionedCall/model/tf_op_layer_strided_slice_36/strided_slice_36        1.66           0.0138      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_283/strided_slice_283        1.65           0.0137      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_264/strided_slice_264        1.63           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_245/strided_slice_245        1.64           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_226/strided_slice_226        1.66           0.0138      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_207/strided_slice_207        1.65           0.0137      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_188/strided_slice_188        1.66           0.0139      0.1
[03/16/2021-08:34:16] [I]      StatefulPartitionedCall/model/tf_op_layer_strided_slice_17/strided_slice_17        1.63           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_169/strided_slice_169        1.64           0.0137      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_150/strided_slice_150        1.67           0.0139      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_131/strided_slice_131        1.64           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_112/strided_slice_112        1.64           0.0137      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1019/strided_slice_1019        1.66           0.0139      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1120/strided_slice_1120        1.98           0.0165      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1055/strided_slice_1055        1.76           0.0146      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_986/strided_slice_986        1.66           0.0138      0.1
[03/16/2021-08:34:16] [I]        StatefulPartitionedCall/model/tf_op_layer_strided_slice_9/strided_slice_9        1.66           0.0139      0.1
[03/16/2021-08:34:16] [I]      StatefulPartitionedCall/model/tf_op_layer_strided_slice_85/strided_slice_85        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_775/strided_slice_775        1.63           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_756/strided_slice_756        1.62           0.0135      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_737/strided_slice_737        1.65           0.0137      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_718/strided_slice_718        1.63           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_699/strided_slice_699        1.63           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_680/strided_slice_680        1.59           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_661/strided_slice_661        1.64           0.0137      0.1
[03/16/2021-08:34:16] [I]      StatefulPartitionedCall/model/tf_op_layer_strided_slice_66/strided_slice_66        1.65           0.0138      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_642/strided_slice_642        1.75           0.0146      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_623/strided_slice_623        1.62           0.0135      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_604/strided_slice_604        1.59           0.0132      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_585/strided_slice_585        1.62           0.0135      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_566/strided_slice_566        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_547/strided_slice_547        1.61           0.0135      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_528/strided_slice_528        1.69           0.0140      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_509/strided_slice_509        1.64           0.0137      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_490/strided_slice_490        1.65           0.0137      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_471/strided_slice_471        1.63           0.0135      0.1
[03/16/2021-08:34:16] [I]      StatefulPartitionedCall/model/tf_op_layer_strided_slice_47/strided_slice_47        1.70           0.0142      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_452/strided_slice_452        1.59           0.0132      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_433/strided_slice_433        1.65           0.0137      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_414/strided_slice_414        1.60           0.0134      0.1
[03/16/2021-08:34:16] [I]      StatefulPartitionedCall/model/tf_op_layer_strided_slice_28/strided_slice_28        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_275/strided_slice_275        1.63           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_256/strided_slice_256        1.64           0.0137      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_237/strided_slice_237        1.58           0.0132      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_218/strided_slice_218        1.64           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_199/strided_slice_199        2.04           0.0170      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_180/strided_slice_180        1.62           0.0135      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_161/strided_slice_161        1.65           0.0138      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_142/strided_slice_142        1.67           0.0139      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_123/strided_slice_123        1.66           0.0139      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_104/strided_slice_104        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1011/strided_slice_1011        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]      StatefulPartitionedCall/model/tf_op_layer_strided_slice_90/strided_slice_90        1.65           0.0137      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_780/strided_slice_780        1.61           0.0135      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_761/strided_slice_761        1.66           0.0139      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_742/strided_slice_742        1.58           0.0131      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_723/strided_slice_723        1.66           0.0138      0.1
[03/16/2021-08:34:16] [I]      StatefulPartitionedCall/model/tf_op_layer_strided_slice_71/strided_slice_71        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_704/strided_slice_704        1.62           0.0135      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_685/strided_slice_685        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_666/strided_slice_666        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_647/strided_slice_647        1.59           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_628/strided_slice_628        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_609/strided_slice_609        1.60           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_590/strided_slice_590        1.66           0.0138      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_571/strided_slice_571        1.59           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_552/strided_slice_552        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_533/strided_slice_533        1.58           0.0132      0.1
[03/16/2021-08:34:16] [I]      StatefulPartitionedCall/model/tf_op_layer_strided_slice_52/strided_slice_52        1.58           0.0132      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_514/strided_slice_514        1.63           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_495/strided_slice_495        1.63           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_476/strided_slice_476        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_457/strided_slice_457        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_438/strided_slice_438        1.59           0.0132      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_419/strided_slice_419        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]      StatefulPartitionedCall/model/tf_op_layer_strided_slice_33/strided_slice_33        1.59           0.0132      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_280/strided_slice_280        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_261/strided_slice_261        1.59           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_242/strided_slice_242        1.62           0.0135      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_223/strided_slice_223        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_204/strided_slice_204        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_185/strided_slice_185        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_166/strided_slice_166        1.63           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_147/strided_slice_147        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]      StatefulPartitionedCall/model/tf_op_layer_strided_slice_14/strided_slice_14        1.66           0.0139      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_128/strided_slice_128        1.67           0.0139      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_109/strided_slice_109        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1016/strided_slice_1016        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1115/strided_slice_1115        2.01           0.0167      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1114/strided_slice_1114        1.74           0.0145      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1132/strided_slice_1132        1.75           0.0146      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_980/strided_slice_980        1.74           0.0145      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_974/strided_slice_974        1.65           0.0138      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_968/strided_slice_968        1.63           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_962/strided_slice_962        1.64           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_956/strided_slice_956        1.63           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_950/strided_slice_950        1.63           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_944/strided_slice_944        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_938/strided_slice_938        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_932/strided_slice_932        1.59           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_926/strided_slice_926        1.62           0.0135      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_920/strided_slice_920        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_914/strided_slice_914        1.59           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_908/strided_slice_908        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_902/strided_slice_902        1.68           0.0140      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_896/strided_slice_896        1.64           0.0137      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_890/strided_slice_890        1.66           0.0138      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_884/strided_slice_884        1.58           0.0132      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_878/strided_slice_878        1.65           0.0137      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_872/strided_slice_872        1.62           0.0135      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_866/strided_slice_866        1.61           0.0135      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_340/strided_slice_340        1.62           0.0135      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_334/strided_slice_334        1.64           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_328/strided_slice_328        1.60           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_322/strided_slice_322        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_316/strided_slice_316        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_310/strided_slice_310        1.63           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_304/strided_slice_304        1.66           0.0138      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_298/strided_slice_298        1.60           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_292/strided_slice_292        1.62           0.0135      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_286/strided_slice_286        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1021/strided_slice_1021        1.65           0.0138      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1117/strided_slice_1117        1.86           0.0155      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1134/strided_slice_1134        1.74           0.0145      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1135/strided_slice_1135        1.78           0.0148      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1121/strided_slice_1121        1.82           0.0151      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_988/strided_slice_988        1.69           0.0141      0.1
[03/16/2021-08:34:16] [I]      StatefulPartitionedCall/model/tf_op_layer_strided_slice_87/strided_slice_87        1.67           0.0139      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_777/strided_slice_777        1.64           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_758/strided_slice_758        1.64           0.0137      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_739/strided_slice_739        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_720/strided_slice_720        1.64           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_701/strided_slice_701        1.64           0.0137      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_682/strided_slice_682        1.63           0.0136      0.1
[03/16/2021-08:34:16] [I]      StatefulPartitionedCall/model/tf_op_layer_strided_slice_68/strided_slice_68        1.64           0.0137      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_663/strided_slice_663        1.65           0.0137      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_644/strided_slice_644        1.63           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_625/strided_slice_625        1.63           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_606/strided_slice_606        1.62           0.0135      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_587/strided_slice_587        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_568/strided_slice_568        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_549/strided_slice_549        1.64           0.0137      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_530/strided_slice_530        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_511/strided_slice_511        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_492/strided_slice_492        1.63           0.0136      0.1
[03/16/2021-08:34:16] [I]      StatefulPartitionedCall/model/tf_op_layer_strided_slice_49/strided_slice_49        1.59           0.0132      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_473/strided_slice_473        1.62           0.0135      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_454/strided_slice_454        1.57           0.0131      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_435/strided_slice_435        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_416/strided_slice_416        1.57           0.0131      0.1
[03/16/2021-08:34:16] [I]      StatefulPartitionedCall/model/tf_op_layer_strided_slice_30/strided_slice_30        1.65           0.0137      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_277/strided_slice_277        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_258/strided_slice_258        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_239/strided_slice_239        1.63           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_220/strided_slice_220        1.64           0.0137      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_201/strided_slice_201        1.67           0.0139      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_182/strided_slice_182        1.60           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_163/strided_slice_163        1.57           0.0130      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_144/strided_slice_144        1.58           0.0132      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_125/strided_slice_125        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]      StatefulPartitionedCall/model/tf_op_layer_strided_slice_11/strided_slice_11        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_106/strided_slice_106        1.59           0.0133      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1013/strided_slice_1013        1.58           0.0132      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_989/strided_slice_989        1.65           0.0137      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1057/strided_slice_1057        1.97           0.0164      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1119/strided_slice_1119        1.82           0.0152      0.1
[03/16/2021-08:34:16] [I]      StatefulPartitionedCall/model/tf_op_layer_strided_slice_86/strided_slice_86        1.66           0.0138      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_776/strided_slice_776        1.62           0.0135      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_757/strided_slice_757        1.59           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_738/strided_slice_738        1.62           0.0135      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_719/strided_slice_719        1.64           0.0137      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_700/strided_slice_700        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_681/strided_slice_681        1.62           0.0135      0.1
[03/16/2021-08:34:16] [I]      StatefulPartitionedCall/model/tf_op_layer_strided_slice_67/strided_slice_67        1.69           0.0141      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_662/strided_slice_662        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_643/strided_slice_643        1.59           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_624/strided_slice_624        1.65           0.0138      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_605/strided_slice_605        1.62           0.0135      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_586/strided_slice_586        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_567/strided_slice_567        1.66           0.0139      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_548/strided_slice_548        1.63           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_529/strided_slice_529        1.62           0.0135      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_510/strided_slice_510        1.62           0.0135      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_491/strided_slice_491        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]      StatefulPartitionedCall/model/tf_op_layer_strided_slice_48/strided_slice_48        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_472/strided_slice_472        1.57           0.0131      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_453/strided_slice_453        1.59           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_434/strided_slice_434        1.58           0.0131      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_415/strided_slice_415        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]      StatefulPartitionedCall/model/tf_op_layer_strided_slice_29/strided_slice_29        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_276/strided_slice_276        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_257/strided_slice_257        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_238/strided_slice_238        1.55           0.0130      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_219/strided_slice_219        1.63           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_200/strided_slice_200        1.63           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_181/strided_slice_181        1.63           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_162/strided_slice_162        1.62           0.0135      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_143/strided_slice_143        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_124/strided_slice_124        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_105/strided_slice_105        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1012/strided_slice_1012        1.66           0.0138      0.1
[03/16/2021-08:34:16] [I]      StatefulPartitionedCall/model/tf_op_layer_strided_slice_10/strided_slice_10        1.57           0.0131      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1142/strided_slice_1142        1.91           0.0159      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_996/strided_slice_996        1.70           0.0141      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1000/strided_slice_1000        1.66           0.0138      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_993/strided_slice_993        1.64           0.0137      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1001/strided_slice_1001        1.62           0.0135      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1083/strided_slice_1083        1.83           0.0153      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1002/strided_slice_1002        1.67           0.0139      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_984/strided_slice_984        1.63           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_978/strided_slice_978        1.64           0.0137      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_972/strided_slice_972        1.70           0.0142      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_966/strided_slice_966        1.65           0.0138      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_960/strided_slice_960        1.63           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_954/strided_slice_954        1.63           0.0135      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_948/strided_slice_948        1.62           0.0135      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_942/strided_slice_942        1.60           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_936/strided_slice_936        1.67           0.0139      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_930/strided_slice_930        1.63           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_924/strided_slice_924        1.63           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_918/strided_slice_918        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_912/strided_slice_912        1.62           0.0135      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_906/strided_slice_906        1.58           0.0132      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_900/strided_slice_900        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_894/strided_slice_894        1.66           0.0138      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_888/strided_slice_888        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_882/strided_slice_882        1.68           0.0140      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_876/strided_slice_876        1.60           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_870/strided_slice_870        1.63           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_344/strided_slice_344        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_338/strided_slice_338        1.59           0.0132      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_332/strided_slice_332        1.59           0.0132      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_326/strided_slice_326        1.58           0.0132      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_320/strided_slice_320        1.61           0.0135      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_314/strided_slice_314        1.67           0.0139      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_308/strided_slice_308        1.60           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_302/strided_slice_302        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_296/strided_slice_296        1.58           0.0132      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_290/strided_slice_290        1.64           0.0136      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1025/strided_slice_1025        1.59           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_983/strided_slice_983        1.62           0.0135      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_977/strided_slice_977        1.63           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_971/strided_slice_971        1.63           0.0135      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_965/strided_slice_965        1.59           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_959/strided_slice_959        1.58           0.0132      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_953/strided_slice_953        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_947/strided_slice_947        1.62           0.0135      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_941/strided_slice_941        1.60           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_935/strided_slice_935        1.60           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_929/strided_slice_929        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_923/strided_slice_923        1.63           0.0135      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_917/strided_slice_917        1.62           0.0135      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_911/strided_slice_911        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_905/strided_slice_905        1.62           0.0135      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_899/strided_slice_899        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_893/strided_slice_893        1.64           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_887/strided_slice_887        1.63           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_881/strided_slice_881        1.61           0.0135      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_875/strided_slice_875        1.59           0.0132      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_869/strided_slice_869        1.57           0.0131      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_343/strided_slice_343        1.66           0.0138      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_337/strided_slice_337        1.65           0.0137      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_331/strided_slice_331        1.60           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_325/strided_slice_325        1.65           0.0137      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_319/strided_slice_319        1.62           0.0135      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_313/strided_slice_313        1.63           0.0135      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_307/strided_slice_307        1.59           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_301/strided_slice_301        1.64           0.0137      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_295/strided_slice_295        1.62           0.0135      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_289/strided_slice_289        1.59           0.0133      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1024/strided_slice_1024        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_997/strided_slice_997        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1147/strided_slice_1147        2.00           0.0167      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1149/strided_slice_1149        1.76           0.0146      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1125/strided_slice_1125        1.74           0.0145      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1150/strided_slice_1150        1.74           0.0145      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1151/strided_slice_1151        1.74           0.0145      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1075/strided_slice_1075        1.74           0.0145      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_987/strided_slice_987        1.77           0.0148      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1076/strided_slice_1076        1.74           0.0145      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1074/strided_slice_1074        1.79           0.0149      0.1
[03/16/2021-08:34:16] [I]      StatefulPartitionedCall/model/tf_op_layer_strided_slice_97/strided_slice_97        1.73           0.0144      0.1
[03/16/2021-08:34:16] [I]      StatefulPartitionedCall/model/tf_op_layer_strided_slice_78/strided_slice_78        1.63           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_768/strided_slice_768        1.60           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_749/strided_slice_749        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_730/strided_slice_730        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_711/strided_slice_711        1.63           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_692/strided_slice_692        1.59           0.0132      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_673/strided_slice_673        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_654/strided_slice_654        1.76           0.0147      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_635/strided_slice_635        1.68           0.0140      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_616/strided_slice_616        1.58           0.0131      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_597/strided_slice_597        1.58           0.0132      0.1
[03/16/2021-08:34:16] [I]      StatefulPartitionedCall/model/tf_op_layer_strided_slice_59/strided_slice_59        1.57           0.0131      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_578/strided_slice_578        1.64           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_559/strided_slice_559        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_540/strided_slice_540        1.59           0.0132      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_521/strided_slice_521        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_502/strided_slice_502        1.59           0.0132      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_483/strided_slice_483        2.11           0.0176      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_464/strided_slice_464        1.59           0.0132      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_445/strided_slice_445        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_426/strided_slice_426        1.62           0.0135      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_407/strided_slice_407        1.59           0.0133      0.1
[03/16/2021-08:34:16] [I]      StatefulPartitionedCall/model/tf_op_layer_strided_slice_40/strided_slice_40        1.56           0.0130      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_268/strided_slice_268        1.59           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_249/strided_slice_249        1.59           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_230/strided_slice_230        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_211/strided_slice_211        1.59           0.0132      0.1
[03/16/2021-08:34:16] [I]      StatefulPartitionedCall/model/tf_op_layer_strided_slice_21/strided_slice_21        1.58           0.0132      0.1
[03/16/2021-08:34:16] [I]        StatefulPartitionedCall/model/tf_op_layer_strided_slice_2/strided_slice_2        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_192/strided_slice_192        1.62           0.0135      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_173/strided_slice_173        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_154/strided_slice_154        1.57           0.0131      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_135/strided_slice_135        1.62           0.0135      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_116/strided_slice_116        1.58           0.0132      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1004/strided_slice_1004        1.57           0.0131      0.1
[03/16/2021-08:34:16] [I]      StatefulPartitionedCall/model/tf_op_layer_strided_slice_94/strided_slice_94        1.57           0.0131      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_784/strided_slice_784        1.57           0.0131      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_765/strided_slice_765        1.57           0.0131      0.1
[03/16/2021-08:34:16] [I]      StatefulPartitionedCall/model/tf_op_layer_strided_slice_75/strided_slice_75        1.57           0.0131      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_746/strided_slice_746        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_727/strided_slice_727        1.74           0.0145      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_708/strided_slice_708        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_689/strided_slice_689        1.65           0.0138      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_670/strided_slice_670        1.62           0.0135      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_651/strided_slice_651        1.58           0.0131      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_632/strided_slice_632        1.57           0.0130      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_613/strided_slice_613        1.57           0.0131      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_594/strided_slice_594        1.57           0.0131      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_575/strided_slice_575        1.62           0.0135      0.1
[03/16/2021-08:34:16] [I]      StatefulPartitionedCall/model/tf_op_layer_strided_slice_56/strided_slice_56        1.65           0.0138      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_556/strided_slice_556        1.64           0.0137      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_537/strided_slice_537        1.66           0.0138      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_518/strided_slice_518        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_499/strided_slice_499        1.62           0.0135      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_480/strided_slice_480        1.63           0.0135      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_461/strided_slice_461        1.66           0.0138      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_442/strided_slice_442        1.62           0.0135      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_423/strided_slice_423        1.59           0.0132      0.1
[03/16/2021-08:34:16] [I]      StatefulPartitionedCall/model/tf_op_layer_strided_slice_37/strided_slice_37        1.59           0.0132      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_284/strided_slice_284        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_265/strided_slice_265        1.59           0.0132      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_246/strided_slice_246        1.62           0.0135      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_227/strided_slice_227        1.59           0.0132      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_208/strided_slice_208        1.63           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_189/strided_slice_189        1.59           0.0132      0.1
[03/16/2021-08:34:16] [I]      StatefulPartitionedCall/model/tf_op_layer_strided_slice_18/strided_slice_18        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_170/strided_slice_170        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_151/strided_slice_151        1.62           0.0135      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_132/strided_slice_132        1.59           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_113/strided_slice_113        1.62           0.0135      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1020/strided_slice_1020        1.63           0.0136      0.1
[03/16/2021-08:34:16] [I]      StatefulPartitionedCall/model/tf_op_layer_strided_slice_96/strided_slice_96        1.57           0.0131      0.1
[03/16/2021-08:34:16] [I]      StatefulPartitionedCall/model/tf_op_layer_strided_slice_77/strided_slice_77        1.59           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_767/strided_slice_767        1.56           0.0130      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_748/strided_slice_748        1.57           0.0131      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_729/strided_slice_729        1.58           0.0132      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_710/strided_slice_710        1.64           0.0137      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_691/strided_slice_691        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_672/strided_slice_672        1.58           0.0131      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_653/strided_slice_653        1.57           0.0131      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_634/strided_slice_634        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_615/strided_slice_615        1.64           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_596/strided_slice_596        1.58           0.0131      0.1
[03/16/2021-08:34:16] [I]      StatefulPartitionedCall/model/tf_op_layer_strided_slice_58/strided_slice_58        1.59           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_577/strided_slice_577        1.68           0.0140      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_558/strided_slice_558        1.65           0.0137      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_539/strided_slice_539        1.58           0.0132      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_520/strided_slice_520        1.58           0.0132      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_501/strided_slice_501        1.64           0.0137      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_482/strided_slice_482        1.59           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_463/strided_slice_463        1.59           0.0132      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_444/strided_slice_444        1.55           0.0129      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_425/strided_slice_425        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_406/strided_slice_406        1.59           0.0132      0.1
[03/16/2021-08:34:16] [I]      StatefulPartitionedCall/model/tf_op_layer_strided_slice_39/strided_slice_39        1.59           0.0132      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_267/strided_slice_267        1.60           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_248/strided_slice_248        1.59           0.0132      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_229/strided_slice_229        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_210/strided_slice_210        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]      StatefulPartitionedCall/model/tf_op_layer_strided_slice_20/strided_slice_20        1.57           0.0131      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_191/strided_slice_191        1.58           0.0132      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_172/strided_slice_172        1.62           0.0135      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_153/strided_slice_153        1.65           0.0137      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_134/strided_slice_134        1.56           0.0130      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_115/strided_slice_115        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1003/strided_slice_1003        8.55           0.0713      0.5
[03/16/2021-08:34:16] [I]        StatefulPartitionedCall/model/tf_op_layer_strided_slice_1/strided_slice_1        1.62           0.0135      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1087/strided_slice_1087        2.04           0.0170      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1088/strided_slice_1088        1.79           0.0149      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1089/strided_slice_1089        1.78           0.0149      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1043/strided_slice_1043        1.79           0.0149      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1044/strided_slice_1044        1.80           0.0150      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_995/strided_slice_995        1.75           0.0146      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1156/strided_slice_1156        1.75           0.0146      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1157/strided_slice_1157        1.75           0.0146      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1113/strided_slice_1113        1.73           0.0145      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1027/strided_slice_1027        1.83           0.0152      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1152/strided_slice_1152        1.74           0.0145      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1153/strided_slice_1153        1.81           0.0151      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1154/strided_slice_1154        1.76           0.0146      0.1
[03/16/2021-08:34:16] [I]      StatefulPartitionedCall/model/tf_op_layer_strided_slice_89/strided_slice_89        1.72           0.0143      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_779/strided_slice_779        1.66           0.0138      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_760/strided_slice_760        1.63           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_741/strided_slice_741        1.69           0.0141      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_722/strided_slice_722        1.62           0.0135      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_703/strided_slice_703        1.60           0.0134      0.1
[03/16/2021-08:34:16] [I]      StatefulPartitionedCall/model/tf_op_layer_strided_slice_70/strided_slice_70        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_684/strided_slice_684        1.63           0.0135      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_665/strided_slice_665        1.73           0.0144      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_646/strided_slice_646        1.61           0.0135      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_627/strided_slice_627        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_608/strided_slice_608        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_589/strided_slice_589        1.59           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_570/strided_slice_570        1.60           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_551/strided_slice_551        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_532/strided_slice_532        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_513/strided_slice_513        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]      StatefulPartitionedCall/model/tf_op_layer_strided_slice_51/strided_slice_51        1.62           0.0135      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_494/strided_slice_494        1.63           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_475/strided_slice_475        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_456/strided_slice_456        1.59           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_437/strided_slice_437        1.64           0.0137      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_418/strided_slice_418        1.71           0.0142      0.1
[03/16/2021-08:34:16] [I]      StatefulPartitionedCall/model/tf_op_layer_strided_slice_32/strided_slice_32        1.56           0.0130      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_279/strided_slice_279        1.70           0.0142      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_260/strided_slice_260        1.62           0.0135      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_241/strided_slice_241        1.63           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_222/strided_slice_222        1.59           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_203/strided_slice_203        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_184/strided_slice_184        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_165/strided_slice_165        1.57           0.0131      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_146/strided_slice_146        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]      StatefulPartitionedCall/model/tf_op_layer_strided_slice_13/strided_slice_13        1.60           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_127/strided_slice_127        1.59           0.0132      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_108/strided_slice_108        1.59           0.0132      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1015/strided_slice_1015        1.58           0.0132      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1107/strided_slice_1107        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1106/strided_slice_1106        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_994/strided_slice_994        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1112/strided_slice_1112        1.58           0.0132      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1108/strided_slice_1108        1.57           0.0131      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1110/strided_slice_1110        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1109/strided_slice_1109        1.60           0.0134      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1111/strided_slice_1111        1.62           0.0135      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1042/strided_slice_1042        1.91           0.0159      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1058/strided_slice_1058        1.76           0.0147      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1054/strided_slice_1054        1.73           0.0144      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1056/strided_slice_1056        1.76           0.0146      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1046/strided_slice_1046        1.70           0.0142      0.1
[03/16/2021-08:34:16] [I]      StatefulPartitionedCall/model/tf_op_layer_strided_slice_81/strided_slice_81        1.72           0.0143      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_771/strided_slice_771        1.64           0.0137      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_752/strided_slice_752        1.68           0.0140      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_733/strided_slice_733        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_714/strided_slice_714        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_695/strided_slice_695        1.65           0.0138      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_676/strided_slice_676        1.60           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_657/strided_slice_657        1.62           0.0135      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_638/strided_slice_638        1.59           0.0132      0.1
[03/16/2021-08:34:16] [I]      StatefulPartitionedCall/model/tf_op_layer_strided_slice_62/strided_slice_62        1.66           0.0138      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_619/strided_slice_619        1.59           0.0132      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_600/strided_slice_600        1.58           0.0132      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_581/strided_slice_581        1.58           0.0132      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_562/strided_slice_562        1.57           0.0131      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_543/strided_slice_543        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_524/strided_slice_524        1.62           0.0135      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_505/strided_slice_505        1.59           0.0132      0.1
[03/16/2021-08:34:16] [I]        StatefulPartitionedCall/model/tf_op_layer_strided_slice_5/strided_slice_5        1.62           0.0135      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_486/strided_slice_486        1.58           0.0132      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_467/strided_slice_467        1.58           0.0131      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_448/strided_slice_448        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]      StatefulPartitionedCall/model/tf_op_layer_strided_slice_43/strided_slice_43        1.58           0.0131      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_429/strided_slice_429        1.63           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_410/strided_slice_410        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_271/strided_slice_271        1.57           0.0131      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_252/strided_slice_252        1.57           0.0131      0.1
[03/16/2021-08:34:16] [I]      StatefulPartitionedCall/model/tf_op_layer_strided_slice_24/strided_slice_24        1.57           0.0131      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_233/strided_slice_233        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_214/strided_slice_214        1.59           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_195/strided_slice_195        1.66           0.0139      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_176/strided_slice_176        1.59           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_157/strided_slice_157        1.59           0.0132      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_138/strided_slice_138        1.64           0.0137      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_119/strided_slice_119        1.81           0.0151      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1007/strided_slice_1007        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_100/strided_slice_100        1.59           0.0133      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1050/strided_slice_1050        1.88           0.0157      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1048/strided_slice_1048        1.66           0.0139      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1053/strided_slice_1053        1.71           0.0142      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1045/strided_slice_1045        1.74           0.0145      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1049/strided_slice_1049        1.74           0.0145      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1047/strided_slice_1047        1.70           0.0142      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1059/strided_slice_1059        1.69           0.0141      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1051/strided_slice_1051        1.71           0.0142      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1052/strided_slice_1052        1.82           0.0152      0.1
[03/16/2021-08:34:16] [I]      StatefulPartitionedCall/model/tf_op_layer_strided_slice_98/strided_slice_98        1.75           0.0146      0.1
[03/16/2021-08:34:16] [I]      StatefulPartitionedCall/model/tf_op_layer_strided_slice_79/strided_slice_79        1.62           0.0135      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_769/strided_slice_769        1.60           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_750/strided_slice_750        1.67           0.0139      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_731/strided_slice_731        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_712/strided_slice_712        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_693/strided_slice_693        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_674/strided_slice_674        1.71           0.0142      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_655/strided_slice_655        1.56           0.0130      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_636/strided_slice_636        1.58           0.0132      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_617/strided_slice_617        1.75           0.0146      0.1
[03/16/2021-08:34:16] [I]      StatefulPartitionedCall/model/tf_op_layer_strided_slice_60/strided_slice_60        1.58           0.0132      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_598/strided_slice_598        1.58           0.0132      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_579/strided_slice_579        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_560/strided_slice_560        1.58           0.0132      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_541/strided_slice_541        1.60           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_522/strided_slice_522        1.57           0.0131      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_503/strided_slice_503        1.57           0.0131      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_484/strided_slice_484        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_465/strided_slice_465        1.60           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_446/strided_slice_446        1.69           0.0141      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_427/strided_slice_427        3.53           0.0294      0.2
[03/16/2021-08:34:16] [I]      StatefulPartitionedCall/model/tf_op_layer_strided_slice_41/strided_slice_41        1.62           0.0135      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_408/strided_slice_408        1.56           0.0130      0.1
[03/16/2021-08:34:16] [I]        StatefulPartitionedCall/model/tf_op_layer_strided_slice_3/strided_slice_3        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_269/strided_slice_269        1.68           0.0140      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_250/strided_slice_250        1.60           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_231/strided_slice_231        1.57           0.0131      0.1
[03/16/2021-08:34:16] [I]      StatefulPartitionedCall/model/tf_op_layer_strided_slice_22/strided_slice_22        1.59           0.0132      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_212/strided_slice_212        1.56           0.0130      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_193/strided_slice_193        1.59           0.0132      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_174/strided_slice_174        1.59           0.0132      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_155/strided_slice_155        1.65           0.0138      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_136/strided_slice_136        1.59           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_117/strided_slice_117        1.59           0.0132      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1005/strided_slice_1005        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]      StatefulPartitionedCall/model/tf_op_layer_strided_slice_99/strided_slice_99        1.57           0.0130      0.1
[03/16/2021-08:34:16] [I]      StatefulPartitionedCall/model/tf_op_layer_strided_slice_80/strided_slice_80        1.55           0.0129      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_770/strided_slice_770        1.57           0.0131      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_751/strided_slice_751        1.59           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_732/strided_slice_732        1.55           0.0129      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_713/strided_slice_713        2.74           0.0228      0.2
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_694/strided_slice_694        1.57           0.0131      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_675/strided_slice_675        1.71           0.0142      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_656/strided_slice_656        1.55           0.0129      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_637/strided_slice_637        1.59           0.0132      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_618/strided_slice_618        1.58           0.0132      0.1
[03/16/2021-08:34:16] [I]      StatefulPartitionedCall/model/tf_op_layer_strided_slice_61/strided_slice_61        1.57           0.0131      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_599/strided_slice_599        1.58           0.0132      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_580/strided_slice_580        1.56           0.0130      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_561/strided_slice_561        1.56           0.0130      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_542/strided_slice_542        1.56           0.0130      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_523/strided_slice_523        1.57           0.0131      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_504/strided_slice_504        1.62           0.0135      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_485/strided_slice_485        1.59           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_466/strided_slice_466        1.55           0.0130      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_447/strided_slice_447        1.57           0.0131      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_428/strided_slice_428        1.57           0.0131      0.1
[03/16/2021-08:34:16] [I]      StatefulPartitionedCall/model/tf_op_layer_strided_slice_42/strided_slice_42        2.12           0.0177      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_409/strided_slice_409        1.58           0.0131      0.1
[03/16/2021-08:34:16] [I]        StatefulPartitionedCall/model/tf_op_layer_strided_slice_4/strided_slice_4        1.57           0.0131      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_270/strided_slice_270        1.72           0.0144      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_251/strided_slice_251        1.56           0.0130      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_232/strided_slice_232        1.59           0.0132      0.1
[03/16/2021-08:34:16] [I]      StatefulPartitionedCall/model/tf_op_layer_strided_slice_23/strided_slice_23        1.53           0.0128      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_213/strided_slice_213        1.58           0.0131      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_194/strided_slice_194        1.58           0.0131      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_175/strided_slice_175        1.62           0.0135      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_156/strided_slice_156        1.55           0.0129      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_137/strided_slice_137        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_118/strided_slice_118        1.57           0.0131      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1006/strided_slice_1006        1.57           0.0131      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1060/strided_slice_1060        2.01           0.0167      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_991/strided_slice_991        1.66           0.0138      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_863/strided_slice_863        1.58           0.0132      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_859/strided_slice_859        1.56           0.0130      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_855/strided_slice_855        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_851/strided_slice_851        1.57           0.0131      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_847/strided_slice_847        1.56           0.0130      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_843/strided_slice_843        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_839/strided_slice_839        1.57           0.0131      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_835/strided_slice_835        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_831/strided_slice_831        1.56           0.0130      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_827/strided_slice_827        1.54           0.0128      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_823/strided_slice_823        1.58           0.0132      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_819/strided_slice_819        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_815/strided_slice_815        1.63           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_811/strided_slice_811        1.59           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_807/strided_slice_807        1.59           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_803/strided_slice_803        1.57           0.0131      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_799/strided_slice_799        1.59           0.0132      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_795/strided_slice_795        1.57           0.0131      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_791/strided_slice_791        1.58           0.0132      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_787/strided_slice_787        1.58           0.0132      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_403/strided_slice_403        1.55           0.0130      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_399/strided_slice_399        1.55           0.0129      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_395/strided_slice_395        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_391/strided_slice_391        1.57           0.0130      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_387/strided_slice_387        1.63           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_383/strided_slice_383        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_379/strided_slice_379        1.63           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_375/strided_slice_375        1.57           0.0131      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_371/strided_slice_371        1.58           0.0131      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_367/strided_slice_367        1.59           0.0132      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_363/strided_slice_363        1.60           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_359/strided_slice_359        1.64           0.0137      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_355/strided_slice_355        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_351/strided_slice_351        1.60           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_347/strided_slice_347        1.57           0.0131      0.1
[03/16/2021-08:34:16] [I]      StatefulPartitionedCall/model/tf_op_layer_strided_slice_88/strided_slice_88        1.67           0.0139      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_778/strided_slice_778        1.59           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_759/strided_slice_759        1.65           0.0138      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_740/strided_slice_740        1.65           0.0137      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_721/strided_slice_721        1.58           0.0132      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_702/strided_slice_702        1.58           0.0132      0.1
[03/16/2021-08:34:16] [I]      StatefulPartitionedCall/model/tf_op_layer_strided_slice_69/strided_slice_69        1.59           0.0132      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_683/strided_slice_683        1.57           0.0131      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_664/strided_slice_664        1.58           0.0132      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_645/strided_slice_645        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_626/strided_slice_626        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_607/strided_slice_607        1.59           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_588/strided_slice_588        1.59           0.0132      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_569/strided_slice_569        1.62           0.0135      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_550/strided_slice_550        1.58           0.0131      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_531/strided_slice_531        1.59           0.0132      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_512/strided_slice_512        1.58           0.0132      0.1
[03/16/2021-08:34:16] [I]      StatefulPartitionedCall/model/tf_op_layer_strided_slice_50/strided_slice_50        1.58           0.0132      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_493/strided_slice_493        1.60           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_474/strided_slice_474        1.58           0.0131      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_455/strided_slice_455        1.58           0.0132      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_436/strided_slice_436        1.59           0.0132      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_417/strided_slice_417        1.56           0.0130      0.1
[03/16/2021-08:34:16] [I]      StatefulPartitionedCall/model/tf_op_layer_strided_slice_31/strided_slice_31        1.59           0.0132      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_278/strided_slice_278        1.56           0.0130      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_259/strided_slice_259        1.56           0.0130      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_240/strided_slice_240        1.63           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_221/strided_slice_221        1.58           0.0132      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_202/strided_slice_202        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_183/strided_slice_183        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_164/strided_slice_164        1.63           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_145/strided_slice_145        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_126/strided_slice_126        1.63           0.0136      0.1
[03/16/2021-08:34:16] [I]      StatefulPartitionedCall/model/tf_op_layer_strided_slice_12/strided_slice_12        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_107/strided_slice_107        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1014/strided_slice_1014        1.63           0.0136      0.1
[03/16/2021-08:34:16] [I]      StatefulPartitionedCall/model/tf_op_layer_strided_slice_84/strided_slice_84        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]        StatefulPartitionedCall/model/tf_op_layer_strided_slice_8/strided_slice_8        1.62           0.0135      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_774/strided_slice_774        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_755/strided_slice_755        1.59           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_736/strided_slice_736        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_717/strided_slice_717        1.59           0.0132      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_698/strided_slice_698        1.60           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_679/strided_slice_679        1.68           0.0140      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_660/strided_slice_660        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]      StatefulPartitionedCall/model/tf_op_layer_strided_slice_65/strided_slice_65        1.60           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_641/strided_slice_641        1.60           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_622/strided_slice_622        1.62           0.0135      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_603/strided_slice_603        1.62           0.0135      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_584/strided_slice_584        1.63           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_565/strided_slice_565        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_546/strided_slice_546        1.62           0.0135      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_527/strided_slice_527        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_508/strided_slice_508        1.59           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_489/strided_slice_489        1.60           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_470/strided_slice_470        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]      StatefulPartitionedCall/model/tf_op_layer_strided_slice_46/strided_slice_46        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_451/strided_slice_451        1.65           0.0138      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_432/strided_slice_432        1.63           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_413/strided_slice_413        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_274/strided_slice_274        1.69           0.0141      0.1
[03/16/2021-08:34:16] [I]      StatefulPartitionedCall/model/tf_op_layer_strided_slice_27/strided_slice_27        1.60           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_255/strided_slice_255        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_236/strided_slice_236        2.24           0.0187      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_217/strided_slice_217        1.61           0.0135      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_198/strided_slice_198        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_179/strided_slice_179        1.58           0.0132      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_160/strided_slice_160        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_141/strided_slice_141        1.59           0.0132      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_122/strided_slice_122        1.62           0.0135      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_103/strided_slice_103        1.56           0.0130      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1010/strided_slice_1010        1.59           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_981/strided_slice_981        1.64           0.0137      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_975/strided_slice_975        1.60           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_969/strided_slice_969        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_963/strided_slice_963        1.57           0.0131      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_957/strided_slice_957        1.63           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_951/strided_slice_951        1.63           0.0135      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_945/strided_slice_945        1.58           0.0132      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_939/strided_slice_939        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_933/strided_slice_933        1.60           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_927/strided_slice_927        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_921/strided_slice_921        1.58           0.0132      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_915/strided_slice_915        1.59           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_909/strided_slice_909        1.64           0.0137      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_903/strided_slice_903        1.59           0.0132      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_897/strided_slice_897        1.64           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_891/strided_slice_891        1.58           0.0132      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_885/strided_slice_885        1.58           0.0131      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_879/strided_slice_879        1.57           0.0131      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_873/strided_slice_873        1.66           0.0139      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_867/strided_slice_867        1.57           0.0131      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_341/strided_slice_341        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_335/strided_slice_335        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_329/strided_slice_329        1.63           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_323/strided_slice_323        1.59           0.0132      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_317/strided_slice_317        1.62           0.0135      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_311/strided_slice_311        1.56           0.0130      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_305/strided_slice_305        1.64           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_299/strided_slice_299        1.64           0.0137      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_293/strided_slice_293        1.59           0.0132      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_287/strided_slice_287        1.58           0.0132      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1022/strided_slice_1022        1.56           0.0130      0.1
[03/16/2021-08:34:16] [I]      StatefulPartitionedCall/model/tf_op_layer_strided_slice_83/strided_slice_83        1.63           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_773/strided_slice_773        1.56           0.0130      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_754/strided_slice_754        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_735/strided_slice_735        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_716/strided_slice_716        1.74           0.0145      0.1
[03/16/2021-08:34:16] [I]        StatefulPartitionedCall/model/tf_op_layer_strided_slice_7/strided_slice_7        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_697/strided_slice_697        1.56           0.0130      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_678/strided_slice_678        1.56           0.0130      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_659/strided_slice_659        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_640/strided_slice_640        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]      StatefulPartitionedCall/model/tf_op_layer_strided_slice_64/strided_slice_64        1.58           0.0132      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_621/strided_slice_621        1.58           0.0132      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_602/strided_slice_602        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_583/strided_slice_583        1.63           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_564/strided_slice_564        1.57           0.0131      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_545/strided_slice_545        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_526/strided_slice_526        1.63           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_507/strided_slice_507        1.60           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_488/strided_slice_488        1.57           0.0131      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_469/strided_slice_469        1.66           0.0139      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_450/strided_slice_450        1.58           0.0132      0.1
[03/16/2021-08:34:16] [I]      StatefulPartitionedCall/model/tf_op_layer_strided_slice_45/strided_slice_45        1.62           0.0135      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_431/strided_slice_431        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_412/strided_slice_412        1.67           0.0139      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_273/strided_slice_273        1.60           0.0134      0.1
[03/16/2021-08:34:16] [I]      StatefulPartitionedCall/model/tf_op_layer_strided_slice_26/strided_slice_26        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_254/strided_slice_254        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_235/strided_slice_235        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_216/strided_slice_216        1.57           0.0131      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_197/strided_slice_197        1.60           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_178/strided_slice_178        1.60           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_159/strided_slice_159        1.66           0.0138      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_140/strided_slice_140        1.58           0.0131      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_121/strided_slice_121        1.59           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_102/strided_slice_102        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1009/strided_slice_1009        1.63           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_999/strided_slice_999        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1102/strided_slice_1102        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1101/strided_slice_1101        1.62           0.0135      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1100/strided_slice_1100        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1099/strided_slice_1099        1.63           0.0136      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1098/strided_slice_1098        1.63           0.0136      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1097/strided_slice_1097        1.63           0.0135      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1096/strided_slice_1096        1.59           0.0133      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1095/strided_slice_1095        1.58           0.0132      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_992/strided_slice_992        1.59           0.0132      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_864/strided_slice_864        1.63           0.0135      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_860/strided_slice_860        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_856/strided_slice_856        1.57           0.0131      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_852/strided_slice_852        1.59           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_848/strided_slice_848        1.59           0.0132      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_844/strided_slice_844        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_840/strided_slice_840        1.58           0.0132      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_836/strided_slice_836        1.58           0.0131      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_832/strided_slice_832        1.65           0.0138      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_828/strided_slice_828        1.64           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_824/strided_slice_824        1.60           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_820/strided_slice_820        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_816/strided_slice_816        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_812/strided_slice_812        1.61           0.0135      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_808/strided_slice_808        1.57           0.0131      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_804/strided_slice_804        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_800/strided_slice_800        1.60           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_796/strided_slice_796        1.59           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_792/strided_slice_792        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_788/strided_slice_788        1.58           0.0132      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_404/strided_slice_404        1.58           0.0132      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_400/strided_slice_400        1.62           0.0135      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_396/strided_slice_396        1.63           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_392/strided_slice_392        1.60           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_388/strided_slice_388        1.63           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_384/strided_slice_384        1.64           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_380/strided_slice_380        7.21           0.0601      0.4
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_376/strided_slice_376        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_372/strided_slice_372        1.59           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_368/strided_slice_368        1.59           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_364/strided_slice_364        1.59           0.0132      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_360/strided_slice_360        1.83           0.0152      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_356/strided_slice_356        1.64           0.0137      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_352/strided_slice_352        1.59           0.0132      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_348/strided_slice_348        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1094/strided_slice_1094        1.63           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_998/strided_slice_998        1.57           0.0131      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1136/strided_slice_1136        2.29           0.0190      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1137/strided_slice_1137        1.80           0.0150      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1127/strided_slice_1127        1.79           0.0149      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1126/strided_slice_1126        1.78           0.0149      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1128/strided_slice_1128        1.78           0.0148      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1130/strided_slice_1130        1.79           0.0149      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1155/strided_slice_1155        1.76           0.0146      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1131/strided_slice_1131        1.81           0.0151      0.1
[03/16/2021-08:34:16] [I]      StatefulPartitionedCall/model/tf_op_layer_strided_slice_82/strided_slice_82        1.75           0.0146      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_772/strided_slice_772        1.72           0.0144      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_753/strided_slice_753        1.64           0.0137      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_734/strided_slice_734        1.64           0.0137      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_715/strided_slice_715        1.68           0.0140      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_696/strided_slice_696        1.64           0.0137      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_677/strided_slice_677        1.64           0.0137      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_658/strided_slice_658        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_639/strided_slice_639        1.66           0.0138      0.1
[03/16/2021-08:34:16] [I]      StatefulPartitionedCall/model/tf_op_layer_strided_slice_63/strided_slice_63        1.63           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_620/strided_slice_620        1.65           0.0137      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_601/strided_slice_601        1.67           0.0139      0.1
[03/16/2021-08:34:16] [I]        StatefulPartitionedCall/model/tf_op_layer_strided_slice_6/strided_slice_6        1.71           0.0143      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_582/strided_slice_582        1.66           0.0138      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_563/strided_slice_563        1.64           0.0137      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_544/strided_slice_544        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_525/strided_slice_525        1.63           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_506/strided_slice_506        1.71           0.0142      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_487/strided_slice_487        1.63           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_468/strided_slice_468        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_449/strided_slice_449        1.59           0.0133      0.1
[03/16/2021-08:34:16] [I]      StatefulPartitionedCall/model/tf_op_layer_strided_slice_44/strided_slice_44        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_430/strided_slice_430        1.64           0.0137      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_411/strided_slice_411        1.66           0.0138      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_272/strided_slice_272        1.62           0.0135      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_253/strided_slice_253        1.63           0.0136      0.1
[03/16/2021-08:34:16] [I]      StatefulPartitionedCall/model/tf_op_layer_strided_slice_25/strided_slice_25        1.64           0.0137      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_234/strided_slice_234        1.63           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_215/strided_slice_215        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_196/strided_slice_196        1.72           0.0143      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_177/strided_slice_177        1.64           0.0137      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_158/strided_slice_158        1.62           0.0135      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_139/strided_slice_139        1.65           0.0138      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_120/strided_slice_120        1.63           0.0135      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_101/strided_slice_101        2.26           0.0188      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1008/strided_slice_1008        1.66           0.0138      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1129/strided_slice_1129        1.98           0.0165      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1138/strided_slice_1138        1.76           0.0147      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1141/strided_slice_1141        1.76           0.0147      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1139/strided_slice_1139        1.84           0.0153      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1140/strided_slice_1140        1.80           0.0150      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1143/strided_slice_1143        1.76           0.0147      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1144/strided_slice_1144        1.79           0.0149      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1145/strided_slice_1145        1.75           0.0146      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1148/strided_slice_1148        1.75           0.0146      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1146/strided_slice_1146        1.73           0.0144      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1039/strided_slice_1039        1.75           0.0146      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1122/strided_slice_1122        1.70           0.0142      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1064/strided_slice_1064        1.73           0.0144      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1070/strided_slice_1070        1.74           0.0145      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1066/strided_slice_1066        1.78           0.0148      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1028/strided_slice_1028        1.77           0.0148      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1063/strided_slice_1063        1.68           0.0140      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1072/strided_slice_1072        1.73           0.0144      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1069/strided_slice_1069        1.72           0.0143      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1030/strided_slice_1030        1.75           0.0146      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1031/strided_slice_1031        1.75           0.0146      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1040/strided_slice_1040        1.72           0.0143      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1037/strided_slice_1037        1.71           0.0142      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1034/strided_slice_1034        1.73           0.0144      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1079/strided_slice_1079        1.70           0.0142      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1082/strided_slice_1082        1.71           0.0143      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1065/strided_slice_1065        1.71           0.0142      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1067/strided_slice_1067        1.76           0.0146      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1062/strided_slice_1062        1.78           0.0148      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1071/strided_slice_1071        1.71           0.0142      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1068/strided_slice_1068        1.70           0.0142      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1091/strided_slice_1091        1.69           0.0141      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_982/strided_slice_982        1.86           0.0155      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_976/strided_slice_976        1.72           0.0143      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_970/strided_slice_970        1.65           0.0137      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_964/strided_slice_964        1.67           0.0139      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_958/strided_slice_958        1.62           0.0135      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_952/strided_slice_952        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_946/strided_slice_946        1.66           0.0138      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_940/strided_slice_940        1.62           0.0135      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_934/strided_slice_934        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_928/strided_slice_928        1.59           0.0132      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_922/strided_slice_922        1.72           0.0143      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_916/strided_slice_916        1.64           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_910/strided_slice_910        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_904/strided_slice_904        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_898/strided_slice_898        1.70           0.0141      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_892/strided_slice_892        1.59           0.0132      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_886/strided_slice_886        1.63           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_880/strided_slice_880        1.70           0.0141      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_874/strided_slice_874        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_868/strided_slice_868        1.63           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_342/strided_slice_342        1.63           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_336/strided_slice_336        1.66           0.0138      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_330/strided_slice_330        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_324/strided_slice_324        1.66           0.0138      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_318/strided_slice_318        1.66           0.0139      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_312/strided_slice_312        1.65           0.0138      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_306/strided_slice_306        1.67           0.0139      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_300/strided_slice_300        1.68           0.0140      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_294/strided_slice_294        1.74           0.0145      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_288/strided_slice_288        1.67           0.0139      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1023/strided_slice_1023        1.63           0.0136      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1080/strided_slice_1080        1.96           0.0163      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1092/strided_slice_1092        1.77           0.0148      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1061/strided_slice_1061        1.79           0.0149      0.1
[03/16/2021-08:34:16] [I]      StatefulPartitionedCall/model/tf_op_layer_strided_slice_91/strided_slice_91        1.79           0.0149      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_781/strided_slice_781        1.68           0.0140      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_762/strided_slice_762        1.66           0.0138      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_743/strided_slice_743        1.68           0.0140      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_724/strided_slice_724        1.67           0.0139      0.1
[03/16/2021-08:34:16] [I]      StatefulPartitionedCall/model/tf_op_layer_strided_slice_72/strided_slice_72        1.67           0.0139      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_705/strided_slice_705        1.64           0.0137      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_686/strided_slice_686        1.65           0.0138      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_667/strided_slice_667        1.65           0.0137      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_648/strided_slice_648        1.68           0.0140      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_629/strided_slice_629        1.71           0.0143      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_610/strided_slice_610        1.64           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_591/strided_slice_591        1.67           0.0139      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_572/strided_slice_572        1.66           0.0138      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_553/strided_slice_553        1.66           0.0138      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_534/strided_slice_534        1.67           0.0139      0.1
[03/16/2021-08:34:16] [I]      StatefulPartitionedCall/model/tf_op_layer_strided_slice_53/strided_slice_53        1.68           0.0140      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_515/strided_slice_515        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_496/strided_slice_496        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_477/strided_slice_477        1.70           0.0142      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_458/strided_slice_458        1.63           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_439/strided_slice_439        1.63           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_420/strided_slice_420        1.66           0.0138      0.1
[03/16/2021-08:34:16] [I]      StatefulPartitionedCall/model/tf_op_layer_strided_slice_34/strided_slice_34        1.61           0.0135      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_281/strided_slice_281        1.68           0.0140      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_262/strided_slice_262        1.65           0.0137      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_243/strided_slice_243        1.63           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_224/strided_slice_224        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_205/strided_slice_205        1.62           0.0135      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_186/strided_slice_186        1.63           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_167/strided_slice_167        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]      StatefulPartitionedCall/model/tf_op_layer_strided_slice_15/strided_slice_15        1.65           0.0138      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_148/strided_slice_148        1.66           0.0139      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_129/strided_slice_129        1.64           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_110/strided_slice_110        1.65           0.0137      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1017/strided_slice_1017        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]      StatefulPartitionedCall/model/tf_op_layer_strided_slice_92/strided_slice_92        1.98           0.0165      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_782/strided_slice_782        1.63           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_763/strided_slice_763        1.62           0.0135      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_744/strided_slice_744        1.64           0.0136      0.1
[03/16/2021-08:34:16] [I]      StatefulPartitionedCall/model/tf_op_layer_strided_slice_73/strided_slice_73        1.64           0.0137      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_725/strided_slice_725        1.64           0.0137      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_706/strided_slice_706        1.64           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_687/strided_slice_687        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_668/strided_slice_668        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_649/strided_slice_649        1.59           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_630/strided_slice_630        1.64           0.0137      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_611/strided_slice_611        1.65           0.0137      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_592/strided_slice_592        1.68           0.0140      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_573/strided_slice_573        2.09           0.0174      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_554/strided_slice_554        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]      StatefulPartitionedCall/model/tf_op_layer_strided_slice_54/strided_slice_54        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_535/strided_slice_535        1.59           0.0132      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_516/strided_slice_516        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_497/strided_slice_497        1.65           0.0137      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_478/strided_slice_478        1.68           0.0140      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_459/strided_slice_459        1.68           0.0140      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_440/strided_slice_440        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_421/strided_slice_421        1.62           0.0135      0.1
[03/16/2021-08:34:16] [I]      StatefulPartitionedCall/model/tf_op_layer_strided_slice_35/strided_slice_35        1.56           0.0130      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_282/strided_slice_282        1.59           0.0132      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_263/strided_slice_263        1.62           0.0135      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_244/strided_slice_244        1.60           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_225/strided_slice_225        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_206/strided_slice_206        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_187/strided_slice_187        1.60           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_168/strided_slice_168        1.59           0.0132      0.1
[03/16/2021-08:34:16] [I]      StatefulPartitionedCall/model/tf_op_layer_strided_slice_16/strided_slice_16        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_149/strided_slice_149        1.58           0.0132      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_130/strided_slice_130        1.62           0.0135      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_111/strided_slice_111        1.60           0.0133      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1018/strided_slice_1018        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1084/strided_slice_1084        2.06           0.0172      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1086/strided_slice_1086        1.88           0.0156      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1085/strided_slice_1085        1.76           0.0146      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1090/strided_slice_1090        1.74           0.0145      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1081/strided_slice_1081        1.72           0.0143      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_990/strided_slice_990        1.69           0.0140      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_862/strided_slice_862        1.66           0.0138      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_858/strided_slice_858        1.67           0.0139      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_854/strided_slice_854        1.73           0.0144      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_850/strided_slice_850        1.66           0.0139      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_846/strided_slice_846        1.71           0.0142      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_842/strided_slice_842        1.64           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_838/strided_slice_838        1.65           0.0138      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_834/strided_slice_834        1.65           0.0138      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_830/strided_slice_830        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_826/strided_slice_826        1.64           0.0137      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_822/strided_slice_822        1.63           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_818/strided_slice_818        1.63           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_814/strided_slice_814        1.62           0.0135      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_810/strided_slice_810        1.59           0.0133      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_806/strided_slice_806        1.81           0.0151      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_802/strided_slice_802        1.65           0.0137      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_798/strided_slice_798        1.65           0.0137      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_794/strided_slice_794        1.64           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_790/strided_slice_790        1.67           0.0139      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_786/strided_slice_786        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_402/strided_slice_402        1.64           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_398/strided_slice_398        1.62           0.0135      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_394/strided_slice_394        1.67           0.0139      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_390/strided_slice_390        1.63           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_386/strided_slice_386        1.64           0.0137      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_382/strided_slice_382        1.62           0.0135      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_378/strided_slice_378        1.63           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_374/strided_slice_374        1.63           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_370/strided_slice_370        1.62           0.0135      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_366/strided_slice_366        1.63           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_362/strided_slice_362        1.63           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_358/strided_slice_358        1.66           0.0138      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_354/strided_slice_354        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_350/strided_slice_350        1.63           0.0136      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_346/strided_slice_346        1.61           0.0134      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1077/strided_slice_1077        1.98           0.0165      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1078/strided_slice_1078        1.79           0.0149      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1093/strided_slice_1093        1.80           0.0150      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1073/strided_slice_1073        1.77           0.0148      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1029/strided_slice_1029        1.83           0.0153      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1035/strided_slice_1035        1.77           0.0147      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1038/strided_slice_1038        1.74           0.0145      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1032/strided_slice_1032        1.73           0.0144      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1033/strided_slice_1033        1.71           0.0143      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1036/strided_slice_1036        1.82           0.0152      0.1
[03/16/2021-08:34:16] [I]    StatefulPartitionedCall/model/tf_op_layer_strided_slice_985/strided_slice_985        1.80           0.0150      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1103/strided_slice_1103        1.82           0.0152      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1104/strided_slice_1104        1.65           0.0138      0.1
[03/16/2021-08:34:16] [I]  StatefulPartitionedCall/model/tf_op_layer_strided_slice_1105/strided_slice_1105        1.66           0.0138      0.1
[03/16/2021-08:34:16] [I]                                                                            Total     1749.72          14.5810    100.0
[03/16/2021-08:34:16] [I]
&&&& PASSED TensorRT.trtexec # /opt/tensorrt/bin/trtexec --loadEngine=slice_single.plan --dumpProfile --separateProfileRun
Processing events...
Capturing symbol files...
Saving temporary "/tmp/nsys-report-12df-02be-8bb0-253e.qdstrm" file to disk...
Creating final output files...

Processing [==============================================================100%]
Saved report file to "/tmp/nsys-report-12df-02be-8bb0-253e.qdrep"
Exporting 2397015 events: [===============================================100%]

Exported successfully to
/tmp/nsys-report-12df-02be-8bb0-253e.sqlite

Generating CUDA API Statistics...
CUDA API Statistics (nanoseconds)

Time(%)      Total Time       Calls         Average         Minimum         Maximum  Name
-------  --------------  ----------  --------------  --------------  --------------  --------------------------------------------------------------------------------
   69.6     15854697869        1276      12425311.8             452     14696678361  cudaFree
    9.0      2046688715      396382          5163.4            2761       110567996  cudaMemcpyAsync
    8.6      1966396422      304612          6455.4            4671         5584630  cudaLaunchKernel
    5.6      1279860501          16      79991281.3            1735      1279811209  cudaStreamCreateWithFlags
    1.8       405220473         105       3859242.6            3553        70776009  cuModuleUnload
    1.3       294103218       36064          8155.0            5624         1566563  cudaMemcpy2DAsync
    1.2       283348669      127080          2229.7            1569         6948967  cudaEventRecordWithFlags_v11010
    1.0       232469620      127282          1826.4             963           43471  cudaEventSynchronize
    0.8       187341420        1231        152186.4            5875       178927776  cudaMallocHost
    0.4        97063968      127080           763.8             560           58933  cudaStreamIsCapturing_v10000
    0.3        69952524        1233         56733.6            5108        31073120  cudaFreeHost
    0.1        32820693           2      16410346.5         1284545        31536148  cudaHostAlloc
    0.0         8126993        1257          6465.4            3871          167710  cudaMalloc
    0.0         7777696        2256          3447.6            1262           19609  cudaEventRecord
    0.0         2119400           8        264925.0            2712         1533974  cudaStreamCreate
    0.0         1302974         646          2017.0            1516           10881  cudaStreamWaitEvent
    0.0         1205919        1185          1017.7             565            7244  cudaEventCreateWithFlags
    0.0          794039        1185           670.1             502            7812  cudaEventDestroy
    0.0          265439           2        132719.5           30567          234872  cudaLaunchHostFunc_v10000
    0.0          185732           8         23216.5            1880          167936  cudaStreamCreateWithPriority
    0.0          181304          32          5665.7            2684           17334  cudaStreamDestroy
    0.0          146711           6         24451.8           15356           36277  cudaMemcpy
    0.0          145089           8         18136.1            8551           53403  cudaMemsetAsync
    0.0           53809          18          2989.4            1286            9593  cudaDeviceSynchronize
    0.0           26177           2         13088.5            9564           16613  cudaStreamSynchronize
    0.0            8161           4          2040.3            1733            2155  cuInit




Generating CUDA Kernel Statistics...
CUDA Kernel Statistics (nanoseconds)

Time(%)      Total Time   Instances         Average         Minimum         Maximum  Name
-------  --------------  ----------  --------------  --------------  --------------  --------------------------------------------------------------------------------------------------------------------
  100.0       489926859      304612          1608.4            1407            3840  void genericReformat::copyPackedKernel<float, float, true, true, genericReformat::IdentityCoordMapper<4>, 4>(unsigned int, unsigned int, void const*, genericReformat::ArrayN<4>, genericReformat::ArrayNWithReducedDivisors<4>, genericReformat::ArrayN<4>, int, int, int, float const*, void*, genericReformat::ArrayN<4>, genericReformat:



Generating CUDA Memory Operation Statistics...
CUDA Memory Operation Statistics (nanoseconds)

Time(%)      Total Time  Operations         Average         Minimum         Maximum  Name
-------  --------------  ----------  --------------  --------------  --------------  --------------------------------------------------------------------------------
   72.9       452712106      340676          1328.9             191            3904  [CUDA memcpy DtoH]
   20.7       128583142       55712          2308.0             351            5184  [CUDA memcpy HtoD]
    6.4        39622560       36064          1098.7             959            2848  [CUDA memcpy DtoD]
    0.0           22752           8          2844.0            2752            3168  [CUDA memset]


CUDA Memory Operation Statistics (KiB)

              Total      Operations              Average            Minimum              Maximum  Name
-------------------  --------------  -------------------  -----------------  -------------------  --------------------------------------------------------------------------------
             60.000               8                7.500              7.500                7.500  [CUDA memset]
          37662.078           55712                0.676              0.012                2.313  [CUDA memcpy HtoD]
          20353.922          340676                0.060              0.008                0.250  [CUDA memcpy DtoH]
           1132.031           36064                0.031              0.012                0.063  [CUDA memcpy DtoD]
......

slice_siggl.paln contains only the slice operator, which I cut out from the real model, and we you can see a lot of copypackedKernel operations happening.

I don't see where it's unreasonable.

zhaohb avatar Mar 16 '21 08:03 zhaohb

@zhaohb , do you also have the verbose build log by enable TRT_LOGGER = trt.Logger(trt.Logger.VERBOSE)? thanks

ttyio avatar Mar 16 '21 09:03 ttyio

The following link is the log file that opened TRT_LOGGER = trt.logger (trt.logger.verbose) when building the plan file, I put it on Google cloud disk because it was too big: https://drive.google.com/file/d/10aG82nsB75xdj9yOFO1WIpqavQTJlT6l/view?usp=sharing I had shared to you. thank you very much.

zhaohb avatar Mar 16 '21 09:03 zhaohb

I find a lot of Layer(Reformat) when build de plan file. why?

zhaohb avatar Mar 16 '21 09:03 zhaohb

Hello @zhaohb , I need the log to figure out why reformat needed, but I cannot access the log, and have request the access to it.

ttyio avatar Mar 16 '21 10:03 ttyio

@ttyio I am sorry, I used your hotmail email to shared, now I use nvidia email to share again , you can get it

zhaohb avatar Mar 16 '21 10:03 zhaohb

https://drive.google.com/file/d/1jWcwHhHFpZ0qiRUIwA54qa7MSLL6BK9a/view?usp=sharing this is plan file link. https://drive.google.com/file/d/1rmSzJNDarV0FGc1ZF7Nidbsrt4h9c0CC/view?usp=sharing this is onnx model file link

zhaohb avatar Mar 16 '21 10:03 zhaohb

Hello @zhaohb , just checked those are not really reformat, they are slice implementation. And slice is memory bound, to optimize this we need consider other approaches. I have two questions:

  • what's the input of the slice in your real network? are they constant? If so we can first preprocess these slice and replace with constant
  • what's the output of the slice in your real network? If they are plugins can we adjust the plugin implementation, like calculate the address/offset inside the plugin, then we can remove the slice?

thanks!

ttyio avatar Mar 17 '21 06:03 ttyio

hi @ttyio thank you for your reply. q1: in real network slice's input is indeterminate and cannot be preprocessed. slice input is embedding lookup layer, it is a plugin. q2: in real network slice output is concat or mul.

https://drive.google.com/file/d/1rmSzJNDarV0FGc1ZF7Nidbsrt4h9c0CC/view?usp=sharing this is onnx model, inputs and outputs are the same as the real model.

I also reimplemented a Slice Plugin myself. The logic in the Plugin is simple, but it still triggers the CopyPackedKernel, I didn't do any copy.

zhaohb avatar Mar 17 '21 07:03 zhaohb

@ttyio Another question is what if I want to implement my plugin to support FP16. are the inputs and outputs of the plugin still FP32? convert FP32 to FP16 before calculation? attributes also need to be converted to FP16 before they are evaluated, right? Do we have a demo?

thank you very much

zhaohb avatar Mar 17 '21 07:03 zhaohb

Hello @zhaohb , Enable verbose log by TRT_LOGGER = trt.Logger(trt.Logger.VERBOSE). can tell us where the CopyPackedKernel come from.

I have a question, How did you implement slice without copy?

for the plugin implementation, the attribute of this plugin is provide when you configure the plugin, and for the activation input/output, it is declared by your plugin, and for FP16 plugin, you can declare supporting of FP16 input/output in supportsFormatCombination/supportsFormat One example can be found: https://github.com/NVIDIA/TensorRT/blob/master/plugin/batchedNMSPlugin/batchedNMSPlugin.cpp#L336

ttyio avatar Mar 17 '21 07:03 ttyio

hi @ttyio slice op cuda kernel:

image

The address of the input he output is obtained from TensorRT's enqueue API,I dont know why copypackedkernel happend

zhaohb avatar Mar 17 '21 09:03 zhaohb

Hello @zhaohb the output[] = input[] is also copy, this implementation would not faster than native tensorRT op, and the copypackedkernel is used not only for slice backend, we need the verbose log to check where it come from.

ttyio avatar Mar 17 '21 09:03 ttyio

hi @ttyio yes, my plugin is slower than native tensorrt op, but I just want to test whether my plugin will trigger the CopyPackedKernel.

do we need the log in the process of generating the plan file, or the log in the process of loading the plan execution inference? If it is the log that generated the plan, which I have shared with you; If it is the log in the inference process, I have tested it, but there is not much log, I had enbale verbose.

zhaohb avatar Mar 17 '21 09:03 zhaohb

Hello @zhaohb , Yes I need the log of the engine generating, and I see yoursharing https://drive.google.com/file/d/1jWcwHhHFpZ0qiRUIwA54qa7MSLL6BK9a/view?usp=sharing is the binary engine plan, not the text log that redirect from console, could you also take a check? thanks!

ttyio avatar Mar 17 '21 09:03 ttyio

https://drive.google.com/file/d/10aG82nsB75xdj9yOFO1WIpqavQTJlT6l/view?usp=sharing this is the log of engine generating, I will also checkit.

zhaohb avatar Mar 17 '21 09:03 zhaohb

Hello @zhaohb , log received, I did not see the slice is replace by your plugin from the log? Could you send me the log that your replace the slice with your own plugin, but still see CopyPackedKernel in the final nsys report. Thanks!

ttyio avatar Mar 17 '21 10:03 ttyio

hi @ttyio the log file which I shared to you is used native tensorrt op, since they both call CopyPackedKernel, the result is the same, so I just share it. Can we get anything from this logs? I'm not very familiar with tensorrt.

zhaohb avatar Mar 17 '21 10:03 zhaohb

Hello @zhaohb , the log file is OK, each slice is implemented with a copyPackedKernel. The log should not be the same if you replace the native slice with plugin. If you compare it using text compare tools, you can see the difference.

ttyio avatar Mar 18 '21 00:03 ttyio

Hello @ttyio I have made another attempt to merge Slice with the previous layer, but the copypackedkernel will still be used. after merge, there is no slice operator, so I am very confused.

zhaohb avatar Mar 18 '21 07:03 zhaohb

@zhaohb , could you show me the build log?

ttyio avatar Mar 18 '21 07:03 ttyio

I think copying will trigger the CopyPackedKernel, regardless of which operator it is in

zhaohb avatar Mar 18 '21 07:03 zhaohb

@zhaohb , if you implement the slice in the previous embedding. why there is still copying?

ttyio avatar Mar 18 '21 07:03 ttyio

@ttyio it is a custom plugin, I should copy result to output addr

zhaohb avatar Mar 18 '21 07:03 zhaohb

@zhaohb ,you need change the plugin implementation, else you cannot avoid launch of extra kernel to do the copy operation.

ttyio avatar Mar 18 '21 07:03 ttyio

@ttyio I don't think I can change the implementation to avoid copy operation, and I don't know how to solve it.

zhaohb avatar Mar 22 '21 09:03 zhaohb

@zhaohb I can't access the ONNX file anymore. Could you share it again?

It looks like the entire network is just a bunch of Slices. Why do we need so many Slices?

nvpohanh avatar Jun 15 '22 10:06 nvpohanh

@nvpohanh give me your email, and I'll give you access.

zhaohb avatar Jun 16 '22 01:06 zhaohb