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cpu gpu delegate in ios get the different result, cpu's is right but gpu's is wrong #51119

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mittkongg opened this issue Aug 3, 2021 · 4 comments
Open

cpu gpu delegate in ios get the different result, cpu's is right but gpu's is wrong #51119

mittkongg opened this issue Aug 3, 2021 · 4 comments
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@impjdi
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stat:awaiting tensorflower Status - Awaiting response from tensorflower TF 2.5 Issues related to TF 2.5 TFLiteGpuDelegate TFLite Gpu delegate issue type:bug Bug

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@mittkongg
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mittkongg commented Aug 3, 2021 •
edited

Please make sure that this is a bug. As per our
GitHub Policy,
we only address code/doc bugs, performance issues, feature requests and
build/installation issues on GitHub. tag:bug_template

System information

  • Have I written custom code (as opposed to using a stock example script provided in TensorFlow):NO
  • OS Platform and Distribution (e.g., Linux Ubuntu 16.04): macos big sur 11.4 20f71
  • Mobile device (e.g. iPhone 8, Pixel 2, Samsung Galaxy) if the issue happens on mobile device: iphone xr
  • TensorFlow installed from (source or binary): source
  • TensorFlow version (use command below): a4dfb8d (tag: v2.5.0)
  • Python version: 3.8.2
  • Bazel version (if compiling from source): bazel-4.0.0
  • GCC/Compiler version (if compiling from source): (clang-1205.0.22.11)
  • CUDA/cuDNN version: NO
  • GPU model and memory: reference iphone xr configuration

You can collect some of this information using our environment capture
script
You can also obtain the TensorFlow version with:

  1. TF 1.0: python -c "import tensorflow as tf; print(tf.GIT_VERSION, tf.VERSION)"
  2. TF 2.0: python -c "import tensorflow as tf; print(tf.version.GIT_VERSION, tf.version.VERSION)"

Describe the current behavior
git checkout v2.5.0
tensorflow/lite/tools/make/build_ios_universal_lib.sh
change the pod file below
platform :ios, '12.0'
inhibit_all_warnings!

target 'tflite_simple_example'
pod 'TensorFlowLiteObjC', '2.5.0'

modify ../tensorflow/tensorflow/lite/examples/ios/simple project to load my tflite model , feed the same input
and then run in cpu and gpu mode.
but the result has a big big difference
bisenetv3_fp32_224.tflite.zip

here is the run debug info

2021-08-03 14:52:45.587249+0800 tflite_simple_example[4144:2858180] input data len 150528
tflite_simple_example was compiled with optimization - stepping may behave oddly; variables may not be available.
2021-08-03 14:53:02.632412+0800 tflite_simple_example[4144:2858180] Initialized TensorFlow Lite runtime.
2021-08-03 14:53:02.651308+0800 tflite_simple_example[4144:2858180] Created TensorFlow Lite delegate for Metal.
2021-08-03 14:53:02.652346+0800 tflite_simple_example[4144:2858180] Metal GPU Frame Capture Enabled
2021-08-03 14:53:02.653172+0800 tflite_simple_example[4144:2858180] Metal API Validation Enabled
=== Pre-invoke Interpreter State ===
Interpreter has 1 subgraphs.

-----------Subgraph-0 has 249 tensors and 102 nodes------------
Inputs: [0]
Outputs: [226]

Tensor ID Name Type AllocType Size
Tensor 0 input_1 kTfLiteFloat32 kTfLiteArenaRw 602112B ( 0.6 MB) [1,224,224,3]
Tensor 1 bi_se_net_v3_tf/Resize... kTfLiteInt32 kTfLiteMmapRo 8B ( 0.0 MB) [2]
Tensor 2 bi_se_net_v3_tf/Resize... kTfLiteInt32 kTfLiteMmapRo 8B ( 0.0 MB) [2]
Tensor 3 bi_se_net_v3_tf/Resize... kTfLiteInt32 kTfLiteMmapRo 8B ( 0.0 MB) [2]
Tensor 4 bi_se_net_v3_tf/bga_la... kTfLiteInt32 kTfLiteMmapRo 8B ( 0.0 MB) [2]
Tensor 5 bi_se_net_v3_tf/mul/y;... kTfLiteFloat32 kTfLiteMmapRo 12B ( 0.0 MB) [1,1,1,3]
Tensor 6 bi_se_net_v3_tf/segmen... kTfLiteInt32 kTfLiteMmapRo 8B ( 0.0 MB) [2]
Tensor 7 bi_se_net_v3_tf/segmen... kTfLiteInt32 kTfLiteMmapRo 32B ( 0.0 MB) [4,2]
Tensor 8 bi_se_net_v3_tf/sub/y;... kTfLiteFloat32 kTfLiteMmapRo 12B ( 0.0 MB) [1,1,1,3]
Tensor 9 unknown_266 kTfLiteFloat32 kTfLiteMmapRo 256B ( 0.0 MB) [64]
Tensor 10 unknown_268 kTfLiteFloat32 kTfLiteMmapRo 256B ( 0.0 MB) [64]
Tensor 11 unknown_270 kTfLiteFloat32 kTfLiteMmapRo 128B ( 0.0 MB) [32]
Tensor 12 bi_se_net_v3_tf/detail... kTfLiteFloat32 kTfLiteMmapRo 128B ( 0.0 MB) [32]
Tensor 13 bi_se_net_v3_tf/detail... kTfLiteFloat32 kTfLiteMmapRo 256B ( 0.0 MB) [64]
Tensor 14 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 768B ( 0.0 MB) [192]
Tensor 15 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 768B ( 0.0 MB) [192]
Tensor 16 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 768B ( 0.0 MB) [192]
Tensor 17 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 128B ( 0.0 MB) [32]
Tensor 18 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 1536B ( 0.0 MB) [384]
Tensor 19 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 1536B ( 0.0 MB) [384]
Tensor 20 bi_se_net_v3_tf/detail... kTfLiteFloat32 kTfLiteMmapRo 256B ( 0.0 MB) [64]
Tensor 21 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 1536B ( 0.0 MB) [384]
Tensor 22 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 1536B ( 0.0 MB) [384]
Tensor 23 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 1536B ( 0.0 MB) [384]
Tensor 24 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 256B ( 0.0 MB) [64]
Tensor 25 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 3072B ( 0.0 MB) [768]
Tensor 26 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 3072B ( 0.0 MB) [768]
Tensor 27 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 3072B ( 0.0 MB) [768]
Tensor 28 bi_se_net_v3_tf/detail... kTfLiteFloat32 kTfLiteMmapRo 256B ( 0.0 MB) [64]
Tensor 29 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 3072B ( 0.0 MB) [768]
Tensor 30 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 3072B ( 0.0 MB) [768]
Tensor 31 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 3072B ( 0.0 MB) [768]
Tensor 32 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 512B ( 0.0 MB) [128]
Tensor 33 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 512B ( 0.0 MB) [128]
Tensor 34 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 512B ( 0.0 MB) [128]
Tensor 35 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 512B ( 0.0 MB) [128]
Tensor 36 bi_se_net_v3_tf/bga_la... kTfLiteFloat32 kTfLiteMmapRo 512B ( 0.0 MB) [128]
Tensor 37 bi_se_net_v3_tf/detail... kTfLiteFloat32 kTfLiteMmapRo 512B ( 0.0 MB) [128]
Tensor 38 bi_se_net_v3_tf/bga_la... kTfLiteFloat32 kTfLiteMmapRo 512B ( 0.0 MB) [128]
Tensor 39 bi_se_net_v3_tf/bga_la... kTfLiteFloat32 kTfLiteMmapRo 512B ( 0.0 MB) [128]
Tensor 40 bi_se_net_v3_tf/detail... kTfLiteFloat32 kTfLiteMmapRo 512B ( 0.0 MB) [128]
Tensor 41 bi_se_net_v3_tf/detail... kTfLiteFloat32 kTfLiteMmapRo 512B ( 0.0 MB) [128]
Tensor 42 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 64B ( 0.0 MB) [16]
Tensor 43 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 32B ( 0.0 MB) [8]
Tensor 44 bi_se_net_v3_tf/detail... kTfLiteFloat32 kTfLiteMmapRo 256B ( 0.0 MB) [64]
Tensor 45 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 64B ( 0.0 MB) [16]
Tensor 46 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 64B ( 0.0 MB) [16]
Tensor 47 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 384B ( 0.0 MB) [96]
Tensor 48 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 384B ( 0.0 MB) [96]
Tensor 49 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 384B ( 0.0 MB) [96]
Tensor 50 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 64B ( 0.0 MB) [16]
Tensor 51 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 768B ( 0.0 MB) [192]
Tensor 52 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 768B ( 0.0 MB) [192]
Tensor 53 bi_se_net_v3_tf/detail... kTfLiteFloat32 kTfLiteMmapRo 3456B ( 0.0 MB) [32,3,3,3]
Tensor 54 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 1728B ( 0.0 MB) [16,3,3,3]
Tensor 55 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 512B ( 0.0 MB) [8,1,1,16]
Tensor 56 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 4608B ( 0.0 MB) [16,3,3,8]
Tensor 57 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 18432B ( 0.0 MB) [16,3,3,32]
Tensor 58 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 6144B ( 0.0 MB) [96,1,1,16]
Tensor 59 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 12288B ( 0.0 MB) [32,1,1,96]
Tensor 60 bi_se_net_v3_tf/detail... kTfLiteFloat32 kTfLiteMmapRo 73728B ( 0.1 MB) [64,3,3,32]
Tensor 61 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 2048B ( 0.0 MB) [32,1,1,16]
Tensor 62 bi_se_net_v3_tf/detail... kTfLiteFloat32 kTfLiteMmapRo 147456B ( 0.1 MB) [64,3,3,64]
Tensor 63 bi_se_net_v3_tf/detail... kTfLiteFloat32 kTfLiteMmapRo 147456B ( 0.1 MB) [64,3,3,64]
Tensor 64 bi_se_net_v3_tf/detail... kTfLiteFloat32 kTfLiteMmapRo 147456B ( 0.1 MB) [64,3,3,64]
Tensor 65 bi_se_net_v3_tf/detail... kTfLiteFloat32 kTfLiteMmapRo 294912B ( 0.3 MB) [128,3,3,64]
Tensor 66 bi_se_net_v3_tf/detail... kTfLiteFloat32 kTfLiteMmapRo 589824B ( 0.6 MB) [128,3,3,128]
Tensor 67 bi_se_net_v3_tf/detail... kTfLiteFloat32 kTfLiteMmapRo 589824B ( 0.6 MB) [128,3,3,128]
Tensor 68 bi_se_net_v3_tf/bga_la... kTfLiteFloat32 kTfLiteMmapRo 65536B ( 0.1 MB) [128,1,1,128]
Tensor 69 bi_se_net_v3_tf/bga_la... kTfLiteFloat32 kTfLiteMmapRo 589824B ( 0.6 MB) [128,3,3,128]
Tensor 70 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 24576B ( 0.0 MB) [192,1,1,32]
Tensor 71 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 24576B ( 0.0 MB) [32,1,1,192]
Tensor 72 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 24576B ( 0.0 MB) [192,1,1,32]
Tensor 73 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 49152B ( 0.0 MB) [64,1,1,192]
Tensor 74 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 8192B ( 0.0 MB) [64,1,1,32]
Tensor 75 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 98304B ( 0.1 MB) [384,1,1,64]
Tensor 76 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 98304B ( 0.1 MB) [64,1,1,384]
Tensor 77 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 98304B ( 0.1 MB) [384,1,1,64]
Tensor 78 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 196608B ( 0.2 MB) [128,1,1,384]
Tensor 79 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 32768B ( 0.0 MB) [128,1,1,64]
Tensor 80 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 393216B ( 0.4 MB) [768,1,1,128]
Tensor 81 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 393216B ( 0.4 MB) [128,1,1,768]
Tensor 82 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 393216B ( 0.4 MB) [768,1,1,128]
Tensor 83 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 393216B ( 0.4 MB) [128,1,1,768]
Tensor 84 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 393216B ( 0.4 MB) [768,1,1,128]
Tensor 85 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 393216B ( 0.4 MB) [128,1,1,768]
Tensor 86 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 65536B ( 0.1 MB) [128,1,1,128]
Tensor 87 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 589824B ( 0.6 MB) [128,3,3,128]
Tensor 88 bi_se_net_v3_tf/bga_la... kTfLiteFloat32 kTfLiteMmapRo 589824B ( 0.6 MB) [128,3,3,128]
Tensor 89 bi_se_net_v3_tf/bga_la... kTfLiteFloat32 kTfLiteMmapRo 65536B ( 0.1 MB) [128,1,1,128]
Tensor 90 bi_se_net_v3_tf/bga_la... kTfLiteFloat32 kTfLiteMmapRo 589824B ( 0.6 MB) [128,3,3,128]
Tensor 91 bi_se_net_v3_tf/conv2d... kTfLiteFloat32 kTfLiteMmapRo 294912B ( 0.3 MB) [64,3,3,128]
Tensor 92 bi_se_net_v3_tf/conv2d... kTfLiteFloat32 kTfLiteMmapRo 147456B ( 0.1 MB) [64,3,3,64]
Tensor 93 bi_se_net_v3_tf/conv2d... kTfLiteFloat32 kTfLiteMmapRo 73728B ( 0.1 MB) [32,3,3,64]
Tensor 94 bi_se_net_v3_tf/conv2d... kTfLiteFloat32 kTfLiteMmapRo 1152B ( 0.0 MB) [1,3,3,32]
Tensor 95 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 3456B ( 0.0 MB) [1,3,3,96]
Tensor 96 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 3456B ( 0.0 MB) [1,3,3,96]
Tensor 97 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 128B ( 0.0 MB) [32]
Tensor 98 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 576B ( 0.0 MB) [1,3,3,16]
Tensor 99 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 128B ( 0.0 MB) [32]
Tensor 100 bi_se_net_v3_tf/bga_la... kTfLiteFloat32 kTfLiteMmapRo 4608B ( 0.0 MB) [1,3,3,128]
Tensor 101 bi_se_net_v3_tf/bga_la... kTfLiteFloat32 kTfLiteMmapRo 512B ( 0.0 MB) [128]
Tensor 102 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 6912B ( 0.0 MB) [1,3,3,192]
Tensor 103 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 128B ( 0.0 MB) [32]
Tensor 104 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 6912B ( 0.0 MB) [1,3,3,192]
Tensor 105 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 6912B ( 0.0 MB) [1,3,3,192]
Tensor 106 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 256B ( 0.0 MB) [64]
Tensor 107 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 1152B ( 0.0 MB) [1,3,3,32]
Tensor 108 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 256B ( 0.0 MB) [64]
Tensor 109 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 13824B ( 0.0 MB) [1,3,3,384]
Tensor 110 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 256B ( 0.0 MB) [64]
Tensor 111 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 13824B ( 0.0 MB) [1,3,3,384]
Tensor 112 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 13824B ( 0.0 MB) [1,3,3,384]
Tensor 113 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 512B ( 0.0 MB) [128]
Tensor 114 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 2304B ( 0.0 MB) [1,3,3,64]
Tensor 115 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 512B ( 0.0 MB) [128]
Tensor 116 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 27648B ( 0.0 MB) [1,3,3,768]
Tensor 117 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 512B ( 0.0 MB) [128]
Tensor 118 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 27648B ( 0.0 MB) [1,3,3,768]
Tensor 119 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 512B ( 0.0 MB) [128]
Tensor 120 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 27648B ( 0.0 MB) [1,3,3,768]
Tensor 121 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 512B ( 0.0 MB) [128]
Tensor 122 bi_se_net_v3_tf/bga_la... kTfLiteFloat32 kTfLiteMmapRo 512B ( 0.0 MB) [128]
Tensor 123 bi_se_net_v3_tf/bga_la... kTfLiteFloat32 kTfLiteMmapRo 4608B ( 0.0 MB) [1,3,3,128]
Tensor 124 bi_se_net_v3_tf/bga_la... kTfLiteFloat32 kTfLiteMmapRo 512B ( 0.0 MB) [128]
Tensor 125 bi_se_net_v3_tf/conv2d... kTfLiteFloat32 kTfLiteMmapRo 4B ( 0.0 MB) [1]
Tensor 126 bi_se_net_v3_tf/sub;St... kTfLiteFloat32 kTfLiteArenaRw 602112B ( 0.6 MB) [1,224,224,3]
Tensor 127 bi_se_net_v3_tf/mul;St... kTfLiteFloat32 kTfLiteArenaRw 602112B ( 0.6 MB) [1,224,224,3]
Tensor 128 bi_se_net_v3_tf/detail... kTfLiteFloat32 kTfLiteArenaRw 612912B ( 0.6 MB) [1,226,226,3]
Tensor 129 bi_se_net_v3_tf/detail... kTfLiteFloat32 kTfLiteArenaRw 1605632B ( 1.5 MB) [1,112,112,32]
Tensor 130 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 802816B ( 0.8 MB) [1,112,112,16]
Tensor 131 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 831744B ( 0.8 MB) [1,114,114,16]
Tensor 132 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 200704B ( 0.2 MB) [1,56,56,16]
Tensor 133 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 401408B ( 0.4 MB) [1,112,112,8]
Tensor 134 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 415872B ( 0.4 MB) [1,114,114,8]
Tensor 135 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 200704B ( 0.2 MB) [1,56,56,16]
Tensor 136 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 401408B ( 0.4 MB) [1,56,56,32]
Tensor 137 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 200704B ( 0.2 MB) [1,56,56,16]
Tensor 138 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 215296B ( 0.2 MB) [1,58,58,16]
Tensor 139 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 1204224B ( 1.1 MB) [1,56,56,96]
Tensor 140 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 1291776B ( 1.2 MB) [1,58,58,96]
Tensor 141 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 301056B ( 0.3 MB) [1,28,28,96]
Tensor 142 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 301056B ( 0.3 MB) [1,28,28,96]
Tensor 143 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 100352B ( 0.1 MB) [1,28,28,32]
Tensor 144 bi_se_net_v3_tf/detail... kTfLiteFloat32 kTfLiteArenaRw 3211264B ( 3.1 MB) [1,112,112,64]
Tensor 145 bi_se_net_v3_tf/detail... kTfLiteFloat32 kTfLiteArenaRw 3326976B ( 3.2 MB) [1,114,114,64]
Tensor 146 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 50176B ( 0.0 MB) [1,28,28,16]
Tensor 147 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 100352B ( 0.1 MB) [1,28,28,32]
Tensor 148 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 100352B ( 0.1 MB) [1,28,28,32]
Tensor 149 bi_se_net_v3_tf/detail... kTfLiteFloat32 kTfLiteArenaRw 802816B ( 0.8 MB) [1,56,56,64]
Tensor 150 bi_se_net_v3_tf/detail... kTfLiteFloat32 kTfLiteArenaRw 802816B ( 0.8 MB) [1,56,56,64]
Tensor 151 bi_se_net_v3_tf/detail... kTfLiteFloat32 kTfLiteArenaRw 802816B ( 0.8 MB) [1,56,56,64]
Tensor 152 bi_se_net_v3_tf/detail... kTfLiteFloat32 kTfLiteArenaRw 861184B ( 0.8 MB) [1,58,58,64]
Tensor 153 bi_se_net_v3_tf/detail... kTfLiteFloat32 kTfLiteArenaRw 401408B ( 0.4 MB) [1,28,28,128]
Tensor 154 bi_se_net_v3_tf/detail... kTfLiteFloat32 kTfLiteArenaRw 401408B ( 0.4 MB) [1,28,28,128]
Tensor 155 bi_se_net_v3_tf/detail... kTfLiteFloat32 kTfLiteArenaRw 401408B ( 0.4 MB) [1,28,28,128]
Tensor 156 bi_se_net_v3_tf/bga_la... kTfLiteFloat32 kTfLiteArenaRw 401408B ( 0.4 MB) [1,28,28,128]
Tensor 157 bi_se_net_v3_tf/bga_la... kTfLiteFloat32 kTfLiteArenaRw 401408B ( 0.4 MB) [1,28,28,128]
Tensor 158 bi_se_net_v3_tf/bga_la... kTfLiteFloat32 kTfLiteArenaRw 460800B ( 0.4 MB) [1,30,30,128]
Tensor 159 bi_se_net_v3_tf/bga_la... kTfLiteFloat32 kTfLiteArenaRw 100352B ( 0.1 MB) [1,14,14,128]
Tensor 160 bi_se_net_v3_tf/bga_la... kTfLiteFloat32 kTfLiteArenaRw 131072B ( 0.1 MB) [1,16,16,128]
Tensor 161 bi_se_net_v3_tf/bga_la... kTfLiteFloat32 kTfLiteArenaRw 25088B ( 0.0 MB) [1,7,7,128]
Tensor 162 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 602112B ( 0.6 MB) [1,28,28,192]
Tensor 163 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 602112B ( 0.6 MB) [1,28,28,192]
Tensor 164 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 100352B ( 0.1 MB) [1,28,28,32]
Tensor 165 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 100352B ( 0.1 MB) [1,28,28,32]
Tensor 166 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 602112B ( 0.6 MB) [1,28,28,192]
Tensor 167 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 691200B ( 0.7 MB) [1,30,30,192]
Tensor 168 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 150528B ( 0.1 MB) [1,14,14,192]
Tensor 169 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 150528B ( 0.1 MB) [1,14,14,192]
Tensor 170 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 50176B ( 0.0 MB) [1,14,14,64]
Tensor 171 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 115200B ( 0.1 MB) [1,30,30,32]
Tensor 172 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 25088B ( 0.0 MB) [1,14,14,32]
Tensor 173 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 50176B ( 0.0 MB) [1,14,14,64]
Tensor 174 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 50176B ( 0.0 MB) [1,14,14,64]
Tensor 175 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 301056B ( 0.3 MB) [1,14,14,384]
Tensor 176 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 301056B ( 0.3 MB) [1,14,14,384]
Tensor 177 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 50176B ( 0.0 MB) [1,14,14,64]
Tensor 178 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 50176B ( 0.0 MB) [1,14,14,64]
Tensor 179 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 301056B ( 0.3 MB) [1,14,14,384]
Tensor 180 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 393216B ( 0.4 MB) [1,16,16,384]
Tensor 181 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 75264B ( 0.1 MB) [1,7,7,384]
Tensor 182 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 75264B ( 0.1 MB) [1,7,7,384]
Tensor 183 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 25088B ( 0.0 MB) [1,7,7,128]
Tensor 184 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 65536B ( 0.1 MB) [1,16,16,64]
Tensor 185 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 12544B ( 0.0 MB) [1,7,7,64]
Tensor 186 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 25088B ( 0.0 MB) [1,7,7,128]
Tensor 187 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 25088B ( 0.0 MB) [1,7,7,128]
Tensor 188 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 150528B ( 0.1 MB) [1,7,7,768]
Tensor 189 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 150528B ( 0.1 MB) [1,7,7,768]
Tensor 190 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 25088B ( 0.0 MB) [1,7,7,128]
Tensor 191 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 25088B ( 0.0 MB) [1,7,7,128]
Tensor 192 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 150528B ( 0.1 MB) [1,7,7,768]
Tensor 193 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 150528B ( 0.1 MB) [1,7,7,768]
Tensor 194 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 25088B ( 0.0 MB) [1,7,7,128]
Tensor 195 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 25088B ( 0.0 MB) [1,7,7,128]
Tensor 196 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 150528B ( 0.1 MB) [1,7,7,768]
Tensor 197 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 150528B ( 0.1 MB) [1,7,7,768]
Tensor 198 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 25088B ( 0.0 MB) [1,7,7,128]
Tensor 199 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 25088B ( 0.0 MB) [1,7,7,128]
Tensor 200 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 512B ( 0.0 MB) [1,1,1,128]
Tensor 201 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 512B ( 0.0 MB) [1,1,1,128]
Tensor 202 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 512B ( 0.0 MB) [1,1,1,128]
Tensor 203 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 512B ( 0.0 MB) [1,1,1,128]
Tensor 204 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 25088B ( 0.0 MB) [1,7,7,128]
Tensor 205 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 25088B ( 0.0 MB) [1,7,7,128]
Tensor 206 bi_se_net_v3_tf/bga_la... kTfLiteFloat32 kTfLiteArenaRw 25088B ( 0.0 MB) [1,7,7,128]
Tensor 207 bi_se_net_v3_tf/bga_la... kTfLiteFloat32 kTfLiteArenaRw 401408B ( 0.4 MB) [1,28,28,128]
Tensor 208 bi_se_net_v3_tf/bga_la... kTfLiteFloat32 kTfLiteArenaRw 401408B ( 0.4 MB) [1,28,28,128]
Tensor 209 bi_se_net_v3_tf/bga_la... kTfLiteFloat32 kTfLiteArenaRw 401408B ( 0.4 MB) [1,28,28,128]
Tensor 210 bi_se_net_v3_tf/bga_la... kTfLiteFloat32 kTfLiteArenaRw 25088B ( 0.0 MB) [1,7,7,128]
Tensor 211 bi_se_net_v3_tf/bga_la... kTfLiteFloat32 kTfLiteArenaRw 25088B ( 0.0 MB) [1,7,7,128]
Tensor 212 bi_se_net_v3_tf/bga_la... kTfLiteFloat32 kTfLiteArenaRw 25088B ( 0.0 MB) [1,7,7,128]
Tensor 213 bi_se_net_v3_tf/bga_la... kTfLiteFloat32 kTfLiteArenaRw 25088B ( 0.0 MB) [1,7,7,128]
Tensor 214 bi_se_net_v3_tf/bga_la... kTfLiteFloat32 kTfLiteArenaRw 401408B ( 0.4 MB) [1,28,28,128]
Tensor 215 bi_se_net_v3_tf/bga_la... kTfLiteFloat32 kTfLiteArenaRw 401408B ( 0.4 MB) [1,28,28,128]
Tensor 216 bi_se_net_v3_tf/bga_la... kTfLiteFloat32 kTfLiteArenaRw 401408B ( 0.4 MB) [1,28,28,128]
Tensor 217 bi_se_net_v3_tf/re_lu_... kTfLiteFloat32 kTfLiteArenaRw 200704B ( 0.2 MB) [1,28,28,64]
Tensor 218 bi_se_net_v3_tf/Resize... kTfLiteFloat32 kTfLiteArenaRw 802816B ( 0.8 MB) [1,56,56,64]
Tensor 219 bi_se_net_v3_tf/add;St... kTfLiteFloat32 kTfLiteArenaRw 802816B ( 0.8 MB) [1,56,56,64]
Tensor 220 bi_se_net_v3_tf/re_lu_... kTfLiteFloat32 kTfLiteArenaRw 802816B ( 0.8 MB) [1,56,56,64]
Tensor 221 bi_se_net_v3_tf/Resize... kTfLiteFloat32 kTfLiteArenaRw 3211264B ( 3.1 MB) [1,112,112,64]
Tensor 222 bi_se_net_v3_tf/add_1;... kTfLiteFloat32 kTfLiteArenaRw 3211264B ( 3.1 MB) [1,112,112,64]
Tensor 223 bi_se_net_v3_tf/re_lu_... kTfLiteFloat32 kTfLiteArenaRw 1605632B ( 1.5 MB) [1,112,112,32]
Tensor 224 bi_se_net_v3_tf/Resize... kTfLiteFloat32 kTfLiteArenaRw 6422528B ( 6.1 MB) [1,224,224,32]
Tensor 225 bi_se_net_v3_tf/conv2d... kTfLiteFloat32 kTfLiteArenaRw 200704B ( 0.2 MB) [1,224,224,1]
Tensor 226 Identity kTfLiteFloat32 kTfLiteArenaRw 200704B ( 0.2 MB) [1,224,224,1]
Tensor 227 (nil) kTfLiteInt32 kTfLiteArenaRw 16B ( 0.0 MB) [4]
Tensor 228 (nil) kTfLiteInt32 kTfLiteArenaRw 8B ( 0.0 MB) [2]
Tensor 229 (nil) kTfLiteFloat32 kTfLiteArenaRw 512B ( 0.0 MB) [128]
Tensor 230 (nil) kTfLiteFloat32 kTfLiteArenaRw 1354752B ( 1.3 MB) [1,112,112,27]
Tensor 231 (nil) kTfLiteFloat32 kTfLiteArenaRw 1354752B ( 1.3 MB) [1,112,112,27]
Tensor 232 (nil) kTfLiteFloat32 kTfLiteArenaRw 903168B ( 0.9 MB) [1,56,56,72]
Tensor 233 (nil) kTfLiteFloat32 kTfLiteArenaRw 3612672B ( 3.4 MB) [1,56,56,288]
Tensor 234 (nil) kTfLiteFloat32 kTfLiteArenaRw 14450688B (13.8 MB) [1,112,112,288]
Tensor 235 (nil) kTfLiteFloat32 kTfLiteArenaRw 7225344B ( 6.9 MB) [1,56,56,576]
Tensor 236 (nil) kTfLiteFloat32 kTfLiteArenaRw 7225344B ( 6.9 MB) [1,56,56,576]
Tensor 237 (nil) kTfLiteFloat32 kTfLiteArenaRw 7225344B ( 6.9 MB) [1,56,56,576]
Tensor 238 (nil) kTfLiteFloat32 kTfLiteArenaRw 1806336B ( 1.7 MB) [1,28,28,576]
Tensor 239 (nil) kTfLiteFloat32 kTfLiteArenaRw 3612672B ( 3.4 MB) [1,28,28,1152]
Tensor 240 (nil) kTfLiteFloat32 kTfLiteArenaRw 3612672B ( 3.4 MB) [1,28,28,1152]
Tensor 241 (nil) kTfLiteFloat32 kTfLiteArenaRw 903168B ( 0.9 MB) [1,14,14,1152]
Tensor 242 (nil) kTfLiteFloat32 kTfLiteArenaRw 225792B ( 0.2 MB) [1,7,7,1152]
Tensor 243 (nil) kTfLiteFloat32 kTfLiteArenaRw 225792B ( 0.2 MB) [1,7,7,1152]
Tensor 244 (nil) kTfLiteFloat32 kTfLiteArenaRw 3612672B ( 3.4 MB) [1,28,28,1152]
Tensor 245 (nil) kTfLiteFloat32 kTfLiteArenaRw 3612672B ( 3.4 MB) [1,28,28,1152]
Tensor 246 (nil) kTfLiteFloat32 kTfLiteArenaRw 7225344B ( 6.9 MB) [1,56,56,576]
Tensor 247 (nil) kTfLiteFloat32 kTfLiteArenaRw 28901376B (27.6 MB) [1,112,112,576]
Tensor 248 (nil) kTfLiteFloat32 kTfLiteArenaRw 57802752B (55.1 MB) [1,224,224,288]

kTfLiteArenaRw Info:
Tensor 0 has the max size 602112 bytes (0.6 MB).
This memory arena is estimated as[0x109820000, 0x10975c000), taking 0.8 MB.

kTfLiteArenaRwPersistent Info: not holding any allocation.

Node 0 Operator Builtin Code 41 SUB
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Node 1 Operator Builtin Code 18 MUL
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Output Tensors:[127]
Node 2 Operator Builtin Code 34 PAD
Input Tensors:[127,7]
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Node 3 Operator Builtin Code 3 CONV_2D
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Output Tensors:[129]
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Node 4 Operator Builtin Code 3 CONV_2D
Input Tensors:[128,54,42]
Output Tensors:[130]
Temporary Tensors:[231]
Node 5 Operator Builtin Code 34 PAD
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Node 6 Operator Builtin Code 17 MAX_POOL_2D
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Node 7 Operator Builtin Code 3 CONV_2D
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Output Tensors:[133]
Node 8 Operator Builtin Code 34 PAD
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Node 9 Operator Builtin Code 3 CONV_2D
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Output Tensors:[135]
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Node 10 Operator Builtin Code 2 CONCATENATION
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Node 11 Operator Builtin Code 3 CONV_2D
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Node 12 Operator Builtin Code 34 PAD
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Node 13 Operator Builtin Code 3 CONV_2D
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Node 14 Operator Builtin Code 34 PAD
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Node 15 Operator Builtin Code 4 DEPTHWISE_CONV_2D
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Node 16 Operator Builtin Code 4 DEPTHWISE_CONV_2D
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Output Tensors:[142]
Node 17 Operator Builtin Code 3 CONV_2D
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Node 18 Operator Builtin Code 3 CONV_2D
Input Tensors:[129,60,44]
Output Tensors:[144]
Temporary Tensors:[234]
Node 19 Operator Builtin Code 34 PAD
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Node 20 Operator Builtin Code 4 DEPTHWISE_CONV_2D
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Node 21 Operator Builtin Code 3 CONV_2D
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Node 22 Operator Builtin Code 0 ADD
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Node 23 Operator Builtin Code 3 CONV_2D
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Node 24 Operator Builtin Code 3 CONV_2D
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Node 25 Operator Builtin Code 3 CONV_2D
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Temporary Tensors:[237]
Node 26 Operator Builtin Code 34 PAD
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Node 27 Operator Builtin Code 3 CONV_2D
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Output Tensors:[153]
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Node 28 Operator Builtin Code 3 CONV_2D
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Temporary Tensors:[239]
Node 29 Operator Builtin Code 3 CONV_2D
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Temporary Tensors:[240]
Node 30 Operator Builtin Code 4 DEPTHWISE_CONV_2D
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Node 31 Operator Builtin Code 3 CONV_2D
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Node 32 Operator Builtin Code 34 PAD
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Node 33 Operator Builtin Code 3 CONV_2D
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Temporary Tensors:[241]
Node 34 Operator Builtin Code 34 PAD
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Node 35 Operator Builtin Code 1 AVERAGE_POOL_2D
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Node 36 Operator Builtin Code 3 CONV_2D
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Node 37 Operator Builtin Code 4 DEPTHWISE_CONV_2D
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Node 38 Operator Builtin Code 3 CONV_2D
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Output Tensors:[164]
Node 39 Operator Builtin Code 0 ADD
Input Tensors:[164,148]
Output Tensors:[165]
Node 40 Operator Builtin Code 3 CONV_2D
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Node 41 Operator Builtin Code 34 PAD
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Node 42 Operator Builtin Code 4 DEPTHWISE_CONV_2D
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Node 43 Operator Builtin Code 4 DEPTHWISE_CONV_2D
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Node 44 Operator Builtin Code 3 CONV_2D
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Node 45 Operator Builtin Code 34 PAD
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Node 46 Operator Builtin Code 4 DEPTHWISE_CONV_2D
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Node 47 Operator Builtin Code 3 CONV_2D
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Node 48 Operator Builtin Code 0 ADD
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Node 49 Operator Builtin Code 3 CONV_2D
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Node 50 Operator Builtin Code 4 DEPTHWISE_CONV_2D
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Node 51 Operator Builtin Code 3 CONV_2D
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Node 52 Operator Builtin Code 0 ADD
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Node 53 Operator Builtin Code 3 CONV_2D
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Node 54 Operator Builtin Code 34 PAD
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Node 55 Operator Builtin Code 4 DEPTHWISE_CONV_2D
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Node 56 Operator Builtin Code 4 DEPTHWISE_CONV_2D
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Node 57 Operator Builtin Code 3 CONV_2D
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Node 58 Operator Builtin Code 34 PAD
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Node 59 Operator Builtin Code 4 DEPTHWISE_CONV_2D
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Node 60 Operator Builtin Code 3 CONV_2D
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Node 61 Operator Builtin Code 0 ADD
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Node 62 Operator Builtin Code 3 CONV_2D
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Node 63 Operator Builtin Code 4 DEPTHWISE_CONV_2D
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Node 64 Operator Builtin Code 3 CONV_2D
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Node 65 Operator Builtin Code 0 ADD
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Node 66 Operator Builtin Code 3 CONV_2D
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Node 67 Operator Builtin Code 4 DEPTHWISE_CONV_2D
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Node 68 Operator Builtin Code 3 CONV_2D
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Node 69 Operator Builtin Code 0 ADD
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Node 70 Operator Builtin Code 3 CONV_2D
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Node 71 Operator Builtin Code 4 DEPTHWISE_CONV_2D
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Node 72 Operator Builtin Code 3 CONV_2D
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Node 73 Operator Builtin Code 0 ADD
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Node 74 Operator Builtin Code 40 MEAN
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Node 75 Operator Builtin Code 18 MUL
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Node 76 Operator Builtin Code 0 ADD
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Node 77 Operator Builtin Code 3 CONV_2D
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Node 78 Operator Builtin Code 0 ADD
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Node 79 Operator Builtin Code 3 CONV_2D
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Temporary Tensors:[242]
Node 80 Operator Builtin Code 3 CONV_2D
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Output Tensors:[206]
Temporary Tensors:[243]
Node 81 Operator Builtin Code 23 RESIZE_BILINEAR
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Node 82 Operator Builtin Code 14 LOGISTIC
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Node 83 Operator Builtin Code 18 MUL
Input Tensors:[157,208]
Output Tensors:[209]
Node 84 Operator Builtin Code 4 DEPTHWISE_CONV_2D
Input Tensors:[205,123,38]
Output Tensors:[210]
Node 85 Operator Builtin Code 3 CONV_2D
Input Tensors:[210,89,124]
Output Tensors:[211]
Node 86 Operator Builtin Code 14 LOGISTIC
Input Tensors:[211]
Output Tensors:[212]
Node 87 Operator Builtin Code 18 MUL
Input Tensors:[161,212]
Output Tensors:[213]
Node 88 Operator Builtin Code 23 RESIZE_BILINEAR
Input Tensors:[213,4]
Output Tensors:[214]
Node 89 Operator Builtin Code 0 ADD
Input Tensors:[209,214]
Output Tensors:[215]
Node 90 Operator Builtin Code 3 CONV_2D
Input Tensors:[215,90,39]
Output Tensors:[216]
Temporary Tensors:[244]
Node 91 Operator Builtin Code 3 CONV_2D
Input Tensors:[216,91,9]
Output Tensors:[217]
Temporary Tensors:[245]
Node 92 Operator Builtin Code 23 RESIZE_BILINEAR
Input Tensors:[217,1]
Output Tensors:[218]
Node 93 Operator Builtin Code 0 ADD
Input Tensors:[218,151]
Output Tensors:[219]
Node 94 Operator Builtin Code 3 CONV_2D
Input Tensors:[219,92,10]
Output Tensors:[220]
Temporary Tensors:[246]
Node 95 Operator Builtin Code 23 RESIZE_BILINEAR
Input Tensors:[220,2]
Output Tensors:[221]
Node 96 Operator Builtin Code 0 ADD
Input Tensors:[221,144]
Output Tensors:[222]
Node 97 Operator Builtin Code 3 CONV_2D
Input Tensors:[222,93,11]
Output Tensors:[223]
Temporary Tensors:[247]
Node 98 Operator Builtin Code 23 RESIZE_BILINEAR
Input Tensors:[223,3]
Output Tensors:[224]
Node 99 Operator Builtin Code 3 CONV_2D
Input Tensors:[224,94,125]
Output Tensors:[225]
Temporary Tensors:[248]
Node 100 Operator Builtin Code 14 LOGISTIC
Input Tensors:[225]
Output Tensors:[226]
Node 101 Operator Custom Name TfLiteMetalDelegate
Input Tensors:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56,57,58,59,60,61,62,63,64,65,66,67,68,69,70,71,72,73,74,75,76,77,78,79,80,81,82,83,84,85,86,87,88,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125]
Output Tensors:[226]
--------------Subgraph-0 dump has completed--------------

2021-08-03 14:53:03.492138+0800 tflite_simple_example[4144:2858180] model load and init time 17904 ms

=== Post-invoke Interpreter State Time 39 ===
Interpreter has 1 subgraphs.

-----------Subgraph-0 has 249 tensors and 102 nodes------------
Inputs: [0]
Outputs: [226]

Tensor ID Name Type AllocType Size
Tensor 0 input_1 kTfLiteFloat32 kTfLiteArenaRw 602112B ( 0.6 MB) [1,224,224,3]
Tensor 1 bi_se_net_v3_tf/Resize... kTfLiteInt32 kTfLiteMmapRo 8B ( 0.0 MB) [2]
Tensor 2 bi_se_net_v3_tf/Resize... kTfLiteInt32 kTfLiteMmapRo 8B ( 0.0 MB) [2]
Tensor 3 bi_se_net_v3_tf/Resize... kTfLiteInt32 kTfLiteMmapRo 8B ( 0.0 MB) [2]
Tensor 4 bi_se_net_v3_tf/bga_la... kTfLiteInt32 kTfLiteMmapRo 8B ( 0.0 MB) [2]
Tensor 5 bi_se_net_v3_tf/mul/y;... kTfLiteFloat32 kTfLiteMmapRo 12B ( 0.0 MB) [1,1,1,3]
Tensor 6 bi_se_net_v3_tf/segmen... kTfLiteInt32 kTfLiteMmapRo 8B ( 0.0 MB) [2]
Tensor 7 bi_se_net_v3_tf/segmen... kTfLiteInt32 kTfLiteMmapRo 32B ( 0.0 MB) [4,2]
Tensor 8 bi_se_net_v3_tf/sub/y;... kTfLiteFloat32 kTfLiteMmapRo 12B ( 0.0 MB) [1,1,1,3]
Tensor 9 unknown_266 kTfLiteFloat32 kTfLiteMmapRo 256B ( 0.0 MB) [64]
Tensor 10 unknown_268 kTfLiteFloat32 kTfLiteMmapRo 256B ( 0.0 MB) [64]
Tensor 11 unknown_270 kTfLiteFloat32 kTfLiteMmapRo 128B ( 0.0 MB) [32]
Tensor 12 bi_se_net_v3_tf/detail... kTfLiteFloat32 kTfLiteMmapRo 128B ( 0.0 MB) [32]
Tensor 13 bi_se_net_v3_tf/detail... kTfLiteFloat32 kTfLiteMmapRo 256B ( 0.0 MB) [64]
Tensor 14 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 768B ( 0.0 MB) [192]
Tensor 15 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 768B ( 0.0 MB) [192]
Tensor 16 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 768B ( 0.0 MB) [192]
Tensor 17 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 128B ( 0.0 MB) [32]
Tensor 18 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 1536B ( 0.0 MB) [384]
Tensor 19 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 1536B ( 0.0 MB) [384]
Tensor 20 bi_se_net_v3_tf/detail... kTfLiteFloat32 kTfLiteMmapRo 256B ( 0.0 MB) [64]
Tensor 21 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 1536B ( 0.0 MB) [384]
Tensor 22 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 1536B ( 0.0 MB) [384]
Tensor 23 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 1536B ( 0.0 MB) [384]
Tensor 24 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 256B ( 0.0 MB) [64]
Tensor 25 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 3072B ( 0.0 MB) [768]
Tensor 26 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 3072B ( 0.0 MB) [768]
Tensor 27 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 3072B ( 0.0 MB) [768]
Tensor 28 bi_se_net_v3_tf/detail... kTfLiteFloat32 kTfLiteMmapRo 256B ( 0.0 MB) [64]
Tensor 29 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 3072B ( 0.0 MB) [768]
Tensor 30 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 3072B ( 0.0 MB) [768]
Tensor 31 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 3072B ( 0.0 MB) [768]
Tensor 32 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 512B ( 0.0 MB) [128]
Tensor 33 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 512B ( 0.0 MB) [128]
Tensor 34 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 512B ( 0.0 MB) [128]
Tensor 35 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 512B ( 0.0 MB) [128]
Tensor 36 bi_se_net_v3_tf/bga_la... kTfLiteFloat32 kTfLiteMmapRo 512B ( 0.0 MB) [128]
Tensor 37 bi_se_net_v3_tf/detail... kTfLiteFloat32 kTfLiteMmapRo 512B ( 0.0 MB) [128]
Tensor 38 bi_se_net_v3_tf/bga_la... kTfLiteFloat32 kTfLiteMmapRo 512B ( 0.0 MB) [128]
Tensor 39 bi_se_net_v3_tf/bga_la... kTfLiteFloat32 kTfLiteMmapRo 512B ( 0.0 MB) [128]
Tensor 40 bi_se_net_v3_tf/detail... kTfLiteFloat32 kTfLiteMmapRo 512B ( 0.0 MB) [128]
Tensor 41 bi_se_net_v3_tf/detail... kTfLiteFloat32 kTfLiteMmapRo 512B ( 0.0 MB) [128]
Tensor 42 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 64B ( 0.0 MB) [16]
Tensor 43 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 32B ( 0.0 MB) [8]
Tensor 44 bi_se_net_v3_tf/detail... kTfLiteFloat32 kTfLiteMmapRo 256B ( 0.0 MB) [64]
Tensor 45 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 64B ( 0.0 MB) [16]
Tensor 46 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 64B ( 0.0 MB) [16]
Tensor 47 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 384B ( 0.0 MB) [96]
Tensor 48 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 384B ( 0.0 MB) [96]
Tensor 49 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 384B ( 0.0 MB) [96]
Tensor 50 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 64B ( 0.0 MB) [16]
Tensor 51 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 768B ( 0.0 MB) [192]
Tensor 52 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 768B ( 0.0 MB) [192]
Tensor 53 bi_se_net_v3_tf/detail... kTfLiteFloat32 kTfLiteMmapRo 3456B ( 0.0 MB) [32,3,3,3]
Tensor 54 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 1728B ( 0.0 MB) [16,3,3,3]
Tensor 55 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 512B ( 0.0 MB) [8,1,1,16]
Tensor 56 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 4608B ( 0.0 MB) [16,3,3,8]
Tensor 57 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 18432B ( 0.0 MB) [16,3,3,32]
Tensor 58 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 6144B ( 0.0 MB) [96,1,1,16]
Tensor 59 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 12288B ( 0.0 MB) [32,1,1,96]
Tensor 60 bi_se_net_v3_tf/detail... kTfLiteFloat32 kTfLiteMmapRo 73728B ( 0.1 MB) [64,3,3,32]
Tensor 61 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 2048B ( 0.0 MB) [32,1,1,16]
Tensor 62 bi_se_net_v3_tf/detail... kTfLiteFloat32 kTfLiteMmapRo 147456B ( 0.1 MB) [64,3,3,64]
Tensor 63 bi_se_net_v3_tf/detail... kTfLiteFloat32 kTfLiteMmapRo 147456B ( 0.1 MB) [64,3,3,64]
Tensor 64 bi_se_net_v3_tf/detail... kTfLiteFloat32 kTfLiteMmapRo 147456B ( 0.1 MB) [64,3,3,64]
Tensor 65 bi_se_net_v3_tf/detail... kTfLiteFloat32 kTfLiteMmapRo 294912B ( 0.3 MB) [128,3,3,64]
Tensor 66 bi_se_net_v3_tf/detail... kTfLiteFloat32 kTfLiteMmapRo 589824B ( 0.6 MB) [128,3,3,128]
Tensor 67 bi_se_net_v3_tf/detail... kTfLiteFloat32 kTfLiteMmapRo 589824B ( 0.6 MB) [128,3,3,128]
Tensor 68 bi_se_net_v3_tf/bga_la... kTfLiteFloat32 kTfLiteMmapRo 65536B ( 0.1 MB) [128,1,1,128]
Tensor 69 bi_se_net_v3_tf/bga_la... kTfLiteFloat32 kTfLiteMmapRo 589824B ( 0.6 MB) [128,3,3,128]
Tensor 70 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 24576B ( 0.0 MB) [192,1,1,32]
Tensor 71 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 24576B ( 0.0 MB) [32,1,1,192]
Tensor 72 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 24576B ( 0.0 MB) [192,1,1,32]
Tensor 73 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 49152B ( 0.0 MB) [64,1,1,192]
Tensor 74 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 8192B ( 0.0 MB) [64,1,1,32]
Tensor 75 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 98304B ( 0.1 MB) [384,1,1,64]
Tensor 76 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 98304B ( 0.1 MB) [64,1,1,384]
Tensor 77 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 98304B ( 0.1 MB) [384,1,1,64]
Tensor 78 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 196608B ( 0.2 MB) [128,1,1,384]
Tensor 79 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 32768B ( 0.0 MB) [128,1,1,64]
Tensor 80 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 393216B ( 0.4 MB) [768,1,1,128]
Tensor 81 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 393216B ( 0.4 MB) [128,1,1,768]
Tensor 82 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 393216B ( 0.4 MB) [768,1,1,128]
Tensor 83 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 393216B ( 0.4 MB) [128,1,1,768]
Tensor 84 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 393216B ( 0.4 MB) [768,1,1,128]
Tensor 85 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 393216B ( 0.4 MB) [128,1,1,768]
Tensor 86 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 65536B ( 0.1 MB) [128,1,1,128]
Tensor 87 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 589824B ( 0.6 MB) [128,3,3,128]
Tensor 88 bi_se_net_v3_tf/bga_la... kTfLiteFloat32 kTfLiteMmapRo 589824B ( 0.6 MB) [128,3,3,128]
Tensor 89 bi_se_net_v3_tf/bga_la... kTfLiteFloat32 kTfLiteMmapRo 65536B ( 0.1 MB) [128,1,1,128]
Tensor 90 bi_se_net_v3_tf/bga_la... kTfLiteFloat32 kTfLiteMmapRo 589824B ( 0.6 MB) [128,3,3,128]
Tensor 91 bi_se_net_v3_tf/conv2d... kTfLiteFloat32 kTfLiteMmapRo 294912B ( 0.3 MB) [64,3,3,128]
Tensor 92 bi_se_net_v3_tf/conv2d... kTfLiteFloat32 kTfLiteMmapRo 147456B ( 0.1 MB) [64,3,3,64]
Tensor 93 bi_se_net_v3_tf/conv2d... kTfLiteFloat32 kTfLiteMmapRo 73728B ( 0.1 MB) [32,3,3,64]
Tensor 94 bi_se_net_v3_tf/conv2d... kTfLiteFloat32 kTfLiteMmapRo 1152B ( 0.0 MB) [1,3,3,32]
Tensor 95 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 3456B ( 0.0 MB) [1,3,3,96]
Tensor 96 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 3456B ( 0.0 MB) [1,3,3,96]
Tensor 97 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 128B ( 0.0 MB) [32]
Tensor 98 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 576B ( 0.0 MB) [1,3,3,16]
Tensor 99 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 128B ( 0.0 MB) [32]
Tensor 100 bi_se_net_v3_tf/bga_la... kTfLiteFloat32 kTfLiteMmapRo 4608B ( 0.0 MB) [1,3,3,128]
Tensor 101 bi_se_net_v3_tf/bga_la... kTfLiteFloat32 kTfLiteMmapRo 512B ( 0.0 MB) [128]
Tensor 102 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 6912B ( 0.0 MB) [1,3,3,192]
Tensor 103 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 128B ( 0.0 MB) [32]
Tensor 104 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 6912B ( 0.0 MB) [1,3,3,192]
Tensor 105 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 6912B ( 0.0 MB) [1,3,3,192]
Tensor 106 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 256B ( 0.0 MB) [64]
Tensor 107 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 1152B ( 0.0 MB) [1,3,3,32]
Tensor 108 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 256B ( 0.0 MB) [64]
Tensor 109 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 13824B ( 0.0 MB) [1,3,3,384]
Tensor 110 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 256B ( 0.0 MB) [64]
Tensor 111 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 13824B ( 0.0 MB) [1,3,3,384]
Tensor 112 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 13824B ( 0.0 MB) [1,3,3,384]
Tensor 113 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 512B ( 0.0 MB) [128]
Tensor 114 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 2304B ( 0.0 MB) [1,3,3,64]
Tensor 115 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 512B ( 0.0 MB) [128]
Tensor 116 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 27648B ( 0.0 MB) [1,3,3,768]
Tensor 117 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 512B ( 0.0 MB) [128]
Tensor 118 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 27648B ( 0.0 MB) [1,3,3,768]
Tensor 119 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 512B ( 0.0 MB) [128]
Tensor 120 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 27648B ( 0.0 MB) [1,3,3,768]
Tensor 121 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteMmapRo 512B ( 0.0 MB) [128]
Tensor 122 bi_se_net_v3_tf/bga_la... kTfLiteFloat32 kTfLiteMmapRo 512B ( 0.0 MB) [128]
Tensor 123 bi_se_net_v3_tf/bga_la... kTfLiteFloat32 kTfLiteMmapRo 4608B ( 0.0 MB) [1,3,3,128]
Tensor 124 bi_se_net_v3_tf/bga_la... kTfLiteFloat32 kTfLiteMmapRo 512B ( 0.0 MB) [128]
Tensor 125 bi_se_net_v3_tf/conv2d... kTfLiteFloat32 kTfLiteMmapRo 4B ( 0.0 MB) [1]
Tensor 126 bi_se_net_v3_tf/sub;St... kTfLiteFloat32 kTfLiteArenaRw 602112B ( 0.6 MB) [1,224,224,3]
Tensor 127 bi_se_net_v3_tf/mul;St... kTfLiteFloat32 kTfLiteArenaRw 602112B ( 0.6 MB) [1,224,224,3]
Tensor 128 bi_se_net_v3_tf/detail... kTfLiteFloat32 kTfLiteArenaRw 612912B ( 0.6 MB) [1,226,226,3]
Tensor 129 bi_se_net_v3_tf/detail... kTfLiteFloat32 kTfLiteArenaRw 1605632B ( 1.5 MB) [1,112,112,32]
Tensor 130 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 802816B ( 0.8 MB) [1,112,112,16]
Tensor 131 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 831744B ( 0.8 MB) [1,114,114,16]
Tensor 132 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 200704B ( 0.2 MB) [1,56,56,16]
Tensor 133 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 401408B ( 0.4 MB) [1,112,112,8]
Tensor 134 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 415872B ( 0.4 MB) [1,114,114,8]
Tensor 135 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 200704B ( 0.2 MB) [1,56,56,16]
Tensor 136 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 401408B ( 0.4 MB) [1,56,56,32]
Tensor 137 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 200704B ( 0.2 MB) [1,56,56,16]
Tensor 138 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 215296B ( 0.2 MB) [1,58,58,16]
Tensor 139 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 1204224B ( 1.1 MB) [1,56,56,96]
Tensor 140 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 1291776B ( 1.2 MB) [1,58,58,96]
Tensor 141 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 301056B ( 0.3 MB) [1,28,28,96]
Tensor 142 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 301056B ( 0.3 MB) [1,28,28,96]
Tensor 143 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 100352B ( 0.1 MB) [1,28,28,32]
Tensor 144 bi_se_net_v3_tf/detail... kTfLiteFloat32 kTfLiteArenaRw 3211264B ( 3.1 MB) [1,112,112,64]
Tensor 145 bi_se_net_v3_tf/detail... kTfLiteFloat32 kTfLiteArenaRw 3326976B ( 3.2 MB) [1,114,114,64]
Tensor 146 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 50176B ( 0.0 MB) [1,28,28,16]
Tensor 147 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 100352B ( 0.1 MB) [1,28,28,32]
Tensor 148 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 100352B ( 0.1 MB) [1,28,28,32]
Tensor 149 bi_se_net_v3_tf/detail... kTfLiteFloat32 kTfLiteArenaRw 802816B ( 0.8 MB) [1,56,56,64]
Tensor 150 bi_se_net_v3_tf/detail... kTfLiteFloat32 kTfLiteArenaRw 802816B ( 0.8 MB) [1,56,56,64]
Tensor 151 bi_se_net_v3_tf/detail... kTfLiteFloat32 kTfLiteArenaRw 802816B ( 0.8 MB) [1,56,56,64]
Tensor 152 bi_se_net_v3_tf/detail... kTfLiteFloat32 kTfLiteArenaRw 861184B ( 0.8 MB) [1,58,58,64]
Tensor 153 bi_se_net_v3_tf/detail... kTfLiteFloat32 kTfLiteArenaRw 401408B ( 0.4 MB) [1,28,28,128]
Tensor 154 bi_se_net_v3_tf/detail... kTfLiteFloat32 kTfLiteArenaRw 401408B ( 0.4 MB) [1,28,28,128]
Tensor 155 bi_se_net_v3_tf/detail... kTfLiteFloat32 kTfLiteArenaRw 401408B ( 0.4 MB) [1,28,28,128]
Tensor 156 bi_se_net_v3_tf/bga_la... kTfLiteFloat32 kTfLiteArenaRw 401408B ( 0.4 MB) [1,28,28,128]
Tensor 157 bi_se_net_v3_tf/bga_la... kTfLiteFloat32 kTfLiteArenaRw 401408B ( 0.4 MB) [1,28,28,128]
Tensor 158 bi_se_net_v3_tf/bga_la... kTfLiteFloat32 kTfLiteArenaRw 460800B ( 0.4 MB) [1,30,30,128]
Tensor 159 bi_se_net_v3_tf/bga_la... kTfLiteFloat32 kTfLiteArenaRw 100352B ( 0.1 MB) [1,14,14,128]
Tensor 160 bi_se_net_v3_tf/bga_la... kTfLiteFloat32 kTfLiteArenaRw 131072B ( 0.1 MB) [1,16,16,128]
Tensor 161 bi_se_net_v3_tf/bga_la... kTfLiteFloat32 kTfLiteArenaRw 25088B ( 0.0 MB) [1,7,7,128]
Tensor 162 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 602112B ( 0.6 MB) [1,28,28,192]
Tensor 163 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 602112B ( 0.6 MB) [1,28,28,192]
Tensor 164 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 100352B ( 0.1 MB) [1,28,28,32]
Tensor 165 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 100352B ( 0.1 MB) [1,28,28,32]
Tensor 166 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 602112B ( 0.6 MB) [1,28,28,192]
Tensor 167 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 691200B ( 0.7 MB) [1,30,30,192]
Tensor 168 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 150528B ( 0.1 MB) [1,14,14,192]
Tensor 169 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 150528B ( 0.1 MB) [1,14,14,192]
Tensor 170 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 50176B ( 0.0 MB) [1,14,14,64]
Tensor 171 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 115200B ( 0.1 MB) [1,30,30,32]
Tensor 172 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 25088B ( 0.0 MB) [1,14,14,32]
Tensor 173 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 50176B ( 0.0 MB) [1,14,14,64]
Tensor 174 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 50176B ( 0.0 MB) [1,14,14,64]
Tensor 175 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 301056B ( 0.3 MB) [1,14,14,384]
Tensor 176 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 301056B ( 0.3 MB) [1,14,14,384]
Tensor 177 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 50176B ( 0.0 MB) [1,14,14,64]
Tensor 178 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 50176B ( 0.0 MB) [1,14,14,64]
Tensor 179 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 301056B ( 0.3 MB) [1,14,14,384]
Tensor 180 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 393216B ( 0.4 MB) [1,16,16,384]
Tensor 181 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 75264B ( 0.1 MB) [1,7,7,384]
Tensor 182 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 75264B ( 0.1 MB) [1,7,7,384]
Tensor 183 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 25088B ( 0.0 MB) [1,7,7,128]
Tensor 184 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 65536B ( 0.1 MB) [1,16,16,64]
Tensor 185 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 12544B ( 0.0 MB) [1,7,7,64]
Tensor 186 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 25088B ( 0.0 MB) [1,7,7,128]
Tensor 187 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 25088B ( 0.0 MB) [1,7,7,128]
Tensor 188 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 150528B ( 0.1 MB) [1,7,7,768]
Tensor 189 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 150528B ( 0.1 MB) [1,7,7,768]
Tensor 190 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 25088B ( 0.0 MB) [1,7,7,128]
Tensor 191 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 25088B ( 0.0 MB) [1,7,7,128]
Tensor 192 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 150528B ( 0.1 MB) [1,7,7,768]
Tensor 193 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 150528B ( 0.1 MB) [1,7,7,768]
Tensor 194 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 25088B ( 0.0 MB) [1,7,7,128]
Tensor 195 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 25088B ( 0.0 MB) [1,7,7,128]
Tensor 196 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 150528B ( 0.1 MB) [1,7,7,768]
Tensor 197 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 150528B ( 0.1 MB) [1,7,7,768]
Tensor 198 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 25088B ( 0.0 MB) [1,7,7,128]
Tensor 199 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 25088B ( 0.0 MB) [1,7,7,128]
Tensor 200 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 512B ( 0.0 MB) [1,1,1,128]
Tensor 201 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 512B ( 0.0 MB) [1,1,1,128]
Tensor 202 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 512B ( 0.0 MB) [1,1,1,128]
Tensor 203 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 512B ( 0.0 MB) [1,1,1,128]
Tensor 204 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 25088B ( 0.0 MB) [1,7,7,128]
Tensor 205 bi_se_net_v3_tf/segmen... kTfLiteFloat32 kTfLiteArenaRw 25088B ( 0.0 MB) [1,7,7,128]
Tensor 206 bi_se_net_v3_tf/bga_la... kTfLiteFloat32 kTfLiteArenaRw 25088B ( 0.0 MB) [1,7,7,128]
Tensor 207 bi_se_net_v3_tf/bga_la... kTfLiteFloat32 kTfLiteArenaRw 401408B ( 0.4 MB) [1,28,28,128]
Tensor 208 bi_se_net_v3_tf/bga_la... kTfLiteFloat32 kTfLiteArenaRw 401408B ( 0.4 MB) [1,28,28,128]
Tensor 209 bi_se_net_v3_tf/bga_la... kTfLiteFloat32 kTfLiteArenaRw 401408B ( 0.4 MB) [1,28,28,128]
Tensor 210 bi_se_net_v3_tf/bga_la... kTfLiteFloat32 kTfLiteArenaRw 25088B ( 0.0 MB) [1,7,7,128]
Tensor 211 bi_se_net_v3_tf/bga_la... kTfLiteFloat32 kTfLiteArenaRw 25088B ( 0.0 MB) [1,7,7,128]
Tensor 212 bi_se_net_v3_tf/bga_la... kTfLiteFloat32 kTfLiteArenaRw 25088B ( 0.0 MB) [1,7,7,128]
Tensor 213 bi_se_net_v3_tf/bga_la... kTfLiteFloat32 kTfLiteArenaRw 25088B ( 0.0 MB) [1,7,7,128]
Tensor 214 bi_se_net_v3_tf/bga_la... kTfLiteFloat32 kTfLiteArenaRw 401408B ( 0.4 MB) [1,28,28,128]
Tensor 215 bi_se_net_v3_tf/bga_la... kTfLiteFloat32 kTfLiteArenaRw 401408B ( 0.4 MB) [1,28,28,128]
Tensor 216 bi_se_net_v3_tf/bga_la... kTfLiteFloat32 kTfLiteArenaRw 401408B ( 0.4 MB) [1,28,28,128]
Tensor 217 bi_se_net_v3_tf/re_lu_... kTfLiteFloat32 kTfLiteArenaRw 200704B ( 0.2 MB) [1,28,28,64]
Tensor 218 bi_se_net_v3_tf/Resize... kTfLiteFloat32 kTfLiteArenaRw 802816B ( 0.8 MB) [1,56,56,64]
Tensor 219 bi_se_net_v3_tf/add;St... kTfLiteFloat32 kTfLiteArenaRw 802816B ( 0.8 MB) [1,56,56,64]
Tensor 220 bi_se_net_v3_tf/re_lu_... kTfLiteFloat32 kTfLiteArenaRw 802816B ( 0.8 MB) [1,56,56,64]
Tensor 221 bi_se_net_v3_tf/Resize... kTfLiteFloat32 kTfLiteArenaRw 3211264B ( 3.1 MB) [1,112,112,64]
Tensor 222 bi_se_net_v3_tf/add_1;... kTfLiteFloat32 kTfLiteArenaRw 3211264B ( 3.1 MB) [1,112,112,64]
Tensor 223 bi_se_net_v3_tf/re_lu_... kTfLiteFloat32 kTfLiteArenaRw 1605632B ( 1.5 MB) [1,112,112,32]
Tensor 224 bi_se_net_v3_tf/Resize... kTfLiteFloat32 kTfLiteArenaRw 6422528B ( 6.1 MB) [1,224,224,32]
Tensor 225 bi_se_net_v3_tf/conv2d... kTfLiteFloat32 kTfLiteArenaRw 200704B ( 0.2 MB) [1,224,224,1]
Tensor 226 Identity kTfLiteFloat32 kTfLiteArenaRw 200704B ( 0.2 MB) [1,224,224,1]
Tensor 227 (nil) kTfLiteInt32 kTfLiteArenaRw 16B ( 0.0 MB) [4]
Tensor 228 (nil) kTfLiteInt32 kTfLiteArenaRw 8B ( 0.0 MB) [2]
Tensor 229 (nil) kTfLiteFloat32 kTfLiteArenaRw 512B ( 0.0 MB) [128]
Tensor 230 (nil) kTfLiteFloat32 kTfLiteArenaRw 1354752B ( 1.3 MB) [1,112,112,27]
Tensor 231 (nil) kTfLiteFloat32 kTfLiteArenaRw 1354752B ( 1.3 MB) [1,112,112,27]
Tensor 232 (nil) kTfLiteFloat32 kTfLiteArenaRw 903168B ( 0.9 MB) [1,56,56,72]
Tensor 233 (nil) kTfLiteFloat32 kTfLiteArenaRw 3612672B ( 3.4 MB) [1,56,56,288]
Tensor 234 (nil) kTfLiteFloat32 kTfLiteArenaRw 14450688B (13.8 MB) [1,112,112,288]
Tensor 235 (nil) kTfLiteFloat32 kTfLiteArenaRw 7225344B ( 6.9 MB) [1,56,56,576]
Tensor 236 (nil) kTfLiteFloat32 kTfLiteArenaRw 7225344B ( 6.9 MB) [1,56,56,576]
Tensor 237 (nil) kTfLiteFloat32 kTfLiteArenaRw 7225344B ( 6.9 MB) [1,56,56,576]
Tensor 238 (nil) kTfLiteFloat32 kTfLiteArenaRw 1806336B ( 1.7 MB) [1,28,28,576]
Tensor 239 (nil) kTfLiteFloat32 kTfLiteArenaRw 3612672B ( 3.4 MB) [1,28,28,1152]
Tensor 240 (nil) kTfLiteFloat32 kTfLiteArenaRw 3612672B ( 3.4 MB) [1,28,28,1152]
Tensor 241 (nil) kTfLiteFloat32 kTfLiteArenaRw 903168B ( 0.9 MB) [1,14,14,1152]
Tensor 242 (nil) kTfLiteFloat32 kTfLiteArenaRw 225792B ( 0.2 MB) [1,7,7,1152]
Tensor 243 (nil) kTfLiteFloat32 kTfLiteArenaRw 225792B ( 0.2 MB) [1,7,7,1152]
Tensor 244 (nil) kTfLiteFloat32 kTfLiteArenaRw 3612672B ( 3.4 MB) [1,28,28,1152]
Tensor 245 (nil) kTfLiteFloat32 kTfLiteArenaRw 3612672B ( 3.4 MB) [1,28,28,1152]
Tensor 246 (nil) kTfLiteFloat32 kTfLiteArenaRw 7225344B ( 6.9 MB) [1,56,56,576]
Tensor 247 (nil) kTfLiteFloat32 kTfLiteArenaRw 28901376B (27.6 MB) [1,112,112,576]
Tensor 248 (nil) kTfLiteFloat32 kTfLiteArenaRw 57802752B (55.1 MB) [1,224,224,288]

kTfLiteArenaRw Info:
Tensor 0 has the max size 602112 bytes (0.6 MB).
This memory arena is estimated as[0x109820000, 0x10975c000), taking 0.8 MB.

kTfLiteArenaRwPersistent Info: not holding any allocation.

Node 0 Operator Builtin Code 41 SUB
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Node 1 Operator Builtin Code 18 MUL
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Node 2 Operator Builtin Code 34 PAD
Input Tensors:[127,7]
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Node 3 Operator Builtin Code 3 CONV_2D
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Output Tensors:[129]
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Node 4 Operator Builtin Code 3 CONV_2D
Input Tensors:[128,54,42]
Output Tensors:[130]
Temporary Tensors:[231]
Node 5 Operator Builtin Code 34 PAD
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Node 6 Operator Builtin Code 17 MAX_POOL_2D
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Node 7 Operator Builtin Code 3 CONV_2D
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Node 8 Operator Builtin Code 34 PAD
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Node 9 Operator Builtin Code 3 CONV_2D
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Output Tensors:[135]
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Node 10 Operator Builtin Code 2 CONCATENATION
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Node 11 Operator Builtin Code 3 CONV_2D
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Node 12 Operator Builtin Code 34 PAD
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Node 13 Operator Builtin Code 3 CONV_2D
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Node 14 Operator Builtin Code 34 PAD
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Node 15 Operator Builtin Code 4 DEPTHWISE_CONV_2D
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Node 16 Operator Builtin Code 4 DEPTHWISE_CONV_2D
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Node 17 Operator Builtin Code 3 CONV_2D
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Node 18 Operator Builtin Code 3 CONV_2D
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Output Tensors:[144]
Temporary Tensors:[234]
Node 19 Operator Builtin Code 34 PAD
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Node 20 Operator Builtin Code 4 DEPTHWISE_CONV_2D
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Node 21 Operator Builtin Code 3 CONV_2D
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Node 22 Operator Builtin Code 0 ADD
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Node 23 Operator Builtin Code 3 CONV_2D
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Node 24 Operator Builtin Code 3 CONV_2D
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Node 25 Operator Builtin Code 3 CONV_2D
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Node 26 Operator Builtin Code 34 PAD
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Node 27 Operator Builtin Code 3 CONV_2D
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Node 28 Operator Builtin Code 3 CONV_2D
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Temporary Tensors:[239]
Node 29 Operator Builtin Code 3 CONV_2D
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Node 30 Operator Builtin Code 4 DEPTHWISE_CONV_2D
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Node 31 Operator Builtin Code 3 CONV_2D
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Node 32 Operator Builtin Code 34 PAD
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Node 33 Operator Builtin Code 3 CONV_2D
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Node 34 Operator Builtin Code 34 PAD
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Node 35 Operator Builtin Code 1 AVERAGE_POOL_2D
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Node 36 Operator Builtin Code 3 CONV_2D
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Node 37 Operator Builtin Code 4 DEPTHWISE_CONV_2D
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Node 38 Operator Builtin Code 3 CONV_2D
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Node 39 Operator Builtin Code 0 ADD
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Output Tensors:[165]
Node 40 Operator Builtin Code 3 CONV_2D
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Node 41 Operator Builtin Code 34 PAD
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Node 42 Operator Builtin Code 4 DEPTHWISE_CONV_2D
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Node 43 Operator Builtin Code 4 DEPTHWISE_CONV_2D
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Node 44 Operator Builtin Code 3 CONV_2D
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Node 45 Operator Builtin Code 34 PAD
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Node 46 Operator Builtin Code 4 DEPTHWISE_CONV_2D
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Node 47 Operator Builtin Code 3 CONV_2D
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Node 48 Operator Builtin Code 0 ADD
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Node 49 Operator Builtin Code 3 CONV_2D
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Node 50 Operator Builtin Code 4 DEPTHWISE_CONV_2D
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Node 51 Operator Builtin Code 3 CONV_2D
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Node 52 Operator Builtin Code 0 ADD
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Node 53 Operator Builtin Code 3 CONV_2D
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Node 54 Operator Builtin Code 34 PAD
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Node 55 Operator Builtin Code 4 DEPTHWISE_CONV_2D
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Node 56 Operator Builtin Code 4 DEPTHWISE_CONV_2D
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Node 57 Operator Builtin Code 3 CONV_2D
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Node 58 Operator Builtin Code 34 PAD
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Node 59 Operator Builtin Code 4 DEPTHWISE_CONV_2D
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Node 60 Operator Builtin Code 3 CONV_2D
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Node 61 Operator Builtin Code 0 ADD
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Node 62 Operator Builtin Code 3 CONV_2D
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Node 63 Operator Builtin Code 4 DEPTHWISE_CONV_2D
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Node 64 Operator Builtin Code 3 CONV_2D
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Node 65 Operator Builtin Code 0 ADD
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Node 66 Operator Builtin Code 3 CONV_2D
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Node 67 Operator Builtin Code 4 DEPTHWISE_CONV_2D
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Node 68 Operator Builtin Code 3 CONV_2D
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Node 69 Operator Builtin Code 0 ADD
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Node 70 Operator Builtin Code 3 CONV_2D
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Node 71 Operator Builtin Code 4 DEPTHWISE_CONV_2D
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Node 72 Operator Builtin Code 3 CONV_2D
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Node 73 Operator Builtin Code 0 ADD
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Node 74 Operator Builtin Code 40 MEAN
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Node 75 Operator Builtin Code 18 MUL
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Node 76 Operator Builtin Code 0 ADD
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Node 77 Operator Builtin Code 3 CONV_2D
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Node 78 Operator Builtin Code 0 ADD
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Node 79 Operator Builtin Code 3 CONV_2D
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Node 80 Operator Builtin Code 3 CONV_2D
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Temporary Tensors:[243]
Node 81 Operator Builtin Code 23 RESIZE_BILINEAR
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Node 82 Operator Builtin Code 14 LOGISTIC
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Node 83 Operator Builtin Code 18 MUL
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Output Tensors:[209]
Node 84 Operator Builtin Code 4 DEPTHWISE_CONV_2D
Input Tensors:[205,123,38]
Output Tensors:[210]
Node 85 Operator Builtin Code 3 CONV_2D
Input Tensors:[210,89,124]
Output Tensors:[211]
Node 86 Operator Builtin Code 14 LOGISTIC
Input Tensors:[211]
Output Tensors:[212]
Node 87 Operator Builtin Code 18 MUL
Input Tensors:[161,212]
Output Tensors:[213]
Node 88 Operator Builtin Code 23 RESIZE_BILINEAR
Input Tensors:[213,4]
Output Tensors:[214]
Node 89 Operator Builtin Code 0 ADD
Input Tensors:[209,214]
Output Tensors:[215]
Node 90 Operator Builtin Code 3 CONV_2D
Input Tensors:[215,90,39]
Output Tensors:[216]
Temporary Tensors:[244]
Node 91 Operator Builtin Code 3 CONV_2D
Input Tensors:[216,91,9]
Output Tensors:[217]
Temporary Tensors:[245]
Node 92 Operator Builtin Code 23 RESIZE_BILINEAR
Input Tensors:[217,1]
Output Tensors:[218]
Node 93 Operator Builtin Code 0 ADD
Input Tensors:[218,151]
Output Tensors:[219]
Node 94 Operator Builtin Code 3 CONV_2D
Input Tensors:[219,92,10]
Output Tensors:[220]
Temporary Tensors:[246]
Node 95 Operator Builtin Code 23 RESIZE_BILINEAR
Input Tensors:[220,2]
Output Tensors:[221]
Node 96 Operator Builtin Code 0 ADD
Input Tensors:[221,144]
Output Tensors:[222]
Node 97 Operator Builtin Code 3 CONV_2D
Input Tensors:[222,93,11]
Output Tensors:[223]
Temporary Tensors:[247]
Node 98 Operator Builtin Code 23 RESIZE_BILINEAR
Input Tensors:[223,3]
Output Tensors:[224]
Node 99 Operator Builtin Code 3 CONV_2D
Input Tensors:[224,94,125]
Output Tensors:[225]
Temporary Tensors:[248]
Node 100 Operator Builtin Code 14 LOGISTIC
Input Tensors:[225]
Output Tensors:[226]
Node 101 Operator Custom Name TfLiteMetalDelegate
Input Tensors:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56,57,58,59,60,61,62,63,64,65,66,67,68,69,70,71,72,73,74,75,76,77,78,79,80,81,82,83,84,85,86,87,88,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125]
Output Tensors:[226]
--------------Subgraph-0 dump has completed--------------

Describe the expected behavior
CPU GPU delegate has the same output
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@mittkongg mittkongg added the type:bug Bug label Aug 3, 2021
@abattery abattery added the TFLiteGpuDelegate TFLite Gpu delegate issue label Aug 3, 2021
@tilakrayal tilakrayal added the TF 2.5 Issues related to TF 2.5 label Aug 3, 2021
@tilakrayal tilakrayal assigned ymodak and unassigned tilakrayal Aug 3, 2021
@ymodak ymodak removed their assignment Aug 3, 2021
@ymodak ymodak added the stat:awaiting tensorflower Status - Awaiting response from tensorflower label Aug 3, 2021
@impjdi
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impjdi commented Aug 3, 2021 •
edited

It's unclear what model it is, but given the SUB MUL at the beginning AND your input tensors being pure integers, I assume it's a quantized model. I'm not sure our Metal backend supports quantized models...

Can you feed it a non-quantized, float model and float input tensors?

@mittkongg
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It's unclear what model it is, but given the SUB MUL at the beginning AND your input tensors being pure integers, I assume it's a quantized model. I'm not sure our Metal backend supports quantized models...

Can you feed it a non-quantized, float model and float input tensors?

i upload the model, https://github.com/tensorflow/tensorflow/files/6929310/bisenetv3_fp32_224.tflite.zip ,thanks

@mittkongg
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It's unclear what model it is, but given the SUB MUL at the beginning AND your input tensors being pure integers, I assume it's a quantized model. I'm not sure our Metal backend supports quantized models...

Can you feed it a non-quantized, float model and float input tensors?

we cut the first two layer , but the result remain same, cpu differ from gpu
CPUout_simple.txt
GPUout_simple.txt
Uploading bisenetv3_fp32_224_noprocess.tflite.zip…

@mittkongg
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can some related staff update this issue progress?

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