确保安装tensorrt
添加models/research在环境变量中
目标检测模型优化
{
"source_model": {
"model_name": "ssd_inception_v2_coco",
"output_dir": "models"
},
"optimization_config": {
"use_trt": true,
"precision_mode": "FP16",
"force_nms_cpu": true,
"replace_relu6": true,
"remove_assert": true,
"override_nms_score_threshold": 0.3,
"max_batch_size": 1
},
"benchmark_config": {
"images_dir": "/tmp/coco/coco/val2017",
"annotation_path": "/tmp/coco/coco/annotations/instances_val2017.json",
"batch_size": 1,
"image_shape": [600, 600],
"num_images": 4096,
"output_path": "stats/ssd_inception_v2_coco_trt_fp16.json"
},
"assertions": [
"statistics['map'] > (0.268 - 0.005)"
]
}
- 执行测试脚本
python -m tftrt.examples.object_detection.test my.json
输出如下：
/home/amax/anaconda3/lib/python3.5/site-packages/h5py/__init__.py:36: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.
from ._conv import register_converters as _register_converters
/home/amax/anaconda3/lib/python3.5/runpy.py:125: RuntimeWarning: 'tftrt.examples.object_detection.test' found in sys.modules after import of package 'tftrt.examples.object_detection', but prior to execution of 'tftrt.examples.object_detection.test'; this may result in unpredictable behaviour
warn(RuntimeWarning(msg))
{
"assertions": [
"statistics['map'] > (0.268 - 0.005)"
],
"benchmark_config": {
"annotation_path": "/tmp/coco/coco/annotations/instances_val2017.json",
"batch_size": 1,
"image_shape": [
600,
600
],
"images_dir": "/tmp/coco/coco/val2017",
"num_images": 4096,
"output_path": "stats/ssd_inception_v2_coco_trt_fp16.json"
},
"optimization_config": {
"force_nms_cpu": true,
"max_batch_size": 1,
"override_nms_score_threshold": 0.3,
"precision_mode": "FP16",
"remove_assert": true,
"replace_relu6": true,
"use_trt": true
},
"source_model": {
"model_name": "ssd_inception_v2_coco",
"output_dir": "models"
}
}
--2019-01-21 16:41:07-- http://download.tensorflow.org/models/object_detection/ssd_inception_v2_coco_2018_01_28.tar.gz
正在解析主机 download.tensorflow.org (download.tensorflow.org)... 172.217.160.112, 2404:6800:4005:802::2010
正在连接 download.tensorflow.org (download.tensorflow.org)|172.217.160.112|:80... 已连接。
已发出 HTTP 请求，正在等待回应... 200 OK
长度： 278114232 (265M) [application/x-tar]
正在保存至: “models/ssd_inception_v2_coco_2018_01_28.tar.gz”
models/ssd_inception_v2_coco_2 100%[===================================================>] 265.23M 537KB/s in 6m 15s
2019-01-21 16:47:22 (725 KB/s) - 已保存 “models/ssd_inception_v2_coco_2018_01_28.tar.gz” [278114232/278114232])
2019-01-21 16:47:25.484207: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1432] Found device 0 with properties:
name: GeForce GTX 1080 major: 6 minor: 1 memoryClockRate(GHz): 1.7335
pciBusID: 0000:02:00.0
totalMemory: 7.93GiB freeMemory: 7.23GiB
2019-01-21 16:47:25.698941: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1432] Found device 1 with properties:
name: GeForce GTX 1080 major: 6 minor: 1 memoryClockRate(GHz): 1.7335
pciBusID: 0000:82:00.0
totalMemory: 7.93GiB freeMemory: 7.62GiB
2019-01-21 16:47:25.699049: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1511] Adding visible gpu devices: 0, 1
2019-01-21 16:47:26.740297: I tensorflow/core/common_runtime/gpu/gpu_device.cc:982] Device interconnect StreamExecutor with strength 1 edge matrix:
2019-01-21 16:47:26.740372: I tensorflow/core/common_runtime/gpu/gpu_device.cc:988] 0 1
2019-01-21 16:47:26.740381: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1001] 0: N N
2019-01-21 16:47:26.740389: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1001] 1: N N
2019-01-21 16:47:26.740941: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1115] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 6951 MB memory) -> physical GPU (device: 0, name: GeForce GTX 1080, pci bus id: 0000:02:00.0, compute capability: 6.1)
2019-01-21 16:47:26.741749: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1115] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:1 with 7333 MB memory) -> physical GPU (device: 1, name: GeForce GTX 1080, pci bus id: 0000:82:00.0, compute capability: 6.1)
WARNING:tensorflow:From /home/amax/models/research/object_detection/exporter.py:328: get_or_create_global_step (from tensorflow.contrib.framework.python.ops.variables) is deprecated and will be removed in a future version.
Instructions for updating:
Please switch to tf.train.get_or_create_global_step
WARNING: Logging before flag parsing goes to stderr.
W0121 16:47:33.177986 140088102528768 tf_logging.py:125] From /home/amax/models/research/object_detection/exporter.py:328: get_or_create_global_step (from tensorflow.contrib.framework.python.ops.variables) is deprecated and will be removed in a future version.
Instructions for updating:
Please switch to tf.train.get_or_create_global_step
WARNING:tensorflow:From /home/amax/models/research/object_detection/exporter.py:482: print_model_analysis (from tensorflow.contrib.tfprof.model_analyzer) is deprecated and will be removed after 2018-01-01.
Instructions for updating:
Use `tf.profiler.profile(graph, run_meta, op_log, cmd, options)`. Build `options` with `tf.profiler.ProfileOptionBuilder`. See README.md for details
W0121 16:47:33.181960 140088102528768 tf_logging.py:125] From /home/amax/models/research/object_detection/exporter.py:482: print_model_analysis (from tensorflow.contrib.tfprof.model_analyzer) is deprecated and will be removed after 2018-01-01.
Instructions for updating:
Use `tf.profiler.profile(graph, run_meta, op_log, cmd, options)`. Build `options` with `tf.profiler.ProfileOptionBuilder`. See README.md for details
20 ops no flops stats due to incomplete shapes.
Parsing Inputs...
Incomplete shape.
=========================Options=============================
-max_depth 10000
-min_bytes 0
-min_peak_bytes 0
-min_residual_bytes 0
-min_output_bytes 0
-min_micros 0
-min_accelerator_micros 0
-min_cpu_micros 0
-min_params 0
-min_float_ops 0
-min_occurrence 0
-step -1
-order_by name
-account_type_regexes _trainable_variables
-start_name_regexes .*
-trim_name_regexes .*BatchNorm.*
-show_name_regexes .*
-hide_name_regexes
-account_displayed_op_only true
-select params
-output stdout:
==================Model Analysis Report======================
Incomplete shape.
Doc:
scope: The nodes in the model graph are organized by their names, which is hierarchical like filesystem.
param: Number of parameters (in the Variable).
Profile:
node name |
_TFProfRoot (--/25.01m params)
BoxPredictor_0 (--/1.48m params)
BoxPredictor_0/BoxEncodingPredictor (--/62.22k params)
BoxPredictor_0/BoxEncodingPredictor/biases (12, 12/12 params)
BoxPredictor_0/BoxEncodingPredictor/weights (3x3x576x12, 62.21k/62.21k params)
BoxPredictor_0/ClassPredictor (--/1.42m params)
BoxPredictor_0/ClassPredictor/biases (273, 273/273 params)
BoxPredictor_0/ClassPredictor/weights (3x3x576x273, 1.42m/1.42m params)
BoxPredictor_1 (--/5.25m params)
BoxPredictor_1/BoxEncodingPredictor (--/221.21k params)
BoxPredictor_1/BoxEncodingPredictor/biases (24, 24/24 params)
BoxPredictor_1/BoxEncodingPredictor/weights (3x3x1024x24, 221.18k/221.18k params)
BoxPredictor_1/ClassPredictor (--/5.03m params)
BoxPredictor_1/ClassPredictor/biases (546, 546/546 params)
BoxPredictor_1/ClassPredictor/weights (3x3x1024x546, 5.03m/5.03m params)
BoxPredictor_2 (--/2.63m params)
BoxPredictor_2/BoxEncodingPredictor (--/110.62k params)
BoxPredictor_2/BoxEncodingPredictor/biases (24, 24/24 params)
BoxPredictor_2/BoxEncodingPredictor/weights (3x3x512x24, 110.59k/110.59k params)
BoxPredictor_2/ClassPredictor (--/2.52m params)
BoxPredictor_2/ClassPredictor/biases (546, 546/546 params)
BoxPredictor_2/ClassPredictor/weights (3x3x512x546, 2.52m/2.52m params)
BoxPredictor_3 (--/1.31m params)
BoxPredictor_3/BoxEncodingPredictor (--/55.32k params)
BoxPredictor_3/BoxEncodingPredictor/biases (24, 24/24 params)
BoxPredictor_3/BoxEncodingPredictor/weights (3x3x256x24, 55.30k/55.30k params)
BoxPredictor_3/ClassPredictor (--/1.26m params)
BoxPredictor_3/ClassPredictor/biases (546, 546/546 params)
BoxPredictor_3/ClassPredictor/weights (3x3x256x546, 1.26m/1.26m params)
BoxPredictor_4 (--/1.31m params)
BoxPredictor_4/BoxEncodingPredictor (--/55.32k params)
BoxPredictor_4/BoxEncodingPredictor/biases (24, 24/24 params)
BoxPredictor_4/BoxEncodingPredictor/weights (3x3x256x24, 55.30k/55.30k params)
BoxPredictor_4/ClassPredictor (--/1.26m params)
BoxPredictor_4/ClassPredictor/biases (546, 546/546 params)
BoxPredictor_4/ClassPredictor/weights (3x3x256x546, 1.26m/1.26m params)
BoxPredictor_5 (--/657.21k params)
BoxPredictor_5/BoxEncodingPredictor (--/27.67k params)
BoxPredictor_5/BoxEncodingPredictor/biases (24, 24/24 params)
BoxPredictor_5/BoxEncodingPredictor/weights (3x3x128x24, 27.65k/27.65k params)
BoxPredictor_5/ClassPredictor (--/629.54k params)
BoxPredictor_5/ClassPredictor/biases (546, 546/546 params)
BoxPredictor_5/ClassPredictor/weights (3x3x128x546, 628.99k/628.99k params)
FeatureExtractor (--/12.36m params)
FeatureExtractor/InceptionV2 (--/12.36m params)
FeatureExtractor/InceptionV2/Conv2d_1a_7x7 (--/2.71k params)
FeatureExtractor/InceptionV2/Conv2d_1a_7x7/BatchNorm (--/0 params)
FeatureExtractor/InceptionV2/Conv2d_1a_7x7/depthwise_weights (7x7x3x8, 1.18k/1.18k params)
FeatureExtractor/InceptionV2/Conv2d_1a_7x7/pointwise_weights (1x1x24x64, 1.54k/1.54k params)
FeatureExtractor/InceptionV2/Conv2d_2b_1x1 (--/4.10k params)
FeatureExtractor/InceptionV2/Conv2d_2b_1x1/BatchNorm (--/0 params)
FeatureExtractor/InceptionV2/Conv2d_2b_1x1/weights (1x1x64x64, 4.10k/4.10k params)
FeatureExtractor/InceptionV2/Conv2d_2c_3x3 (--/110.59k params)
FeatureExtractor/InceptionV2/Conv2d_2c_3x3/BatchNorm (--/0 params)
FeatureExtractor/InceptionV2/Conv2d_2c_3x3/weights (3x3x64x192, 110.59k/110.59k params)
FeatureExtractor/InceptionV2/Mixed_3b (--/218.11k params)
FeatureExtractor/InceptionV2/Mixed_3b/Branch_0 (--/12.29k params)
FeatureExtractor/InceptionV2/Mixed_3b/Branch_0/Conv2d_0a_1x1 (--/12.29k params)
FeatureExtractor/InceptionV2/Mixed_3b/Branch_0/Conv2d_0a_1x1/BatchNorm (--/0 params)
FeatureExtractor/InceptionV2/Mixed_3b/Branch_0/Conv2d_0a_1x1/weights (1x1x192x64, 12.29k/12.29k params)
FeatureExtractor/InceptionV2/Mixed_3b/Branch_1 (--/49.15k params)
FeatureExtractor/InceptionV2/Mixed_3b/Branch_1/Conv2d_0a_1x1 (--/12.29k params)
FeatureExtractor/InceptionV2/Mixed_3b/Branch_1/Conv2d_0a_1x1/BatchNorm (--/0 params)
FeatureExtractor/InceptionV2/Mixed_3b/Branch_1/Conv2d_0a_1x1/weights (1x1x192x64, 12.29k/12.29k params)
FeatureExtractor/InceptionV2/Mixed_3b/Branch_1/Conv2d_0b_3x3 (--/36.86k params)
FeatureExtractor/InceptionV2/Mixed_3b/Branch_1/Conv2d_0b_3x3/BatchNorm (--/0 params)
FeatureExtractor/InceptionV2/Mixed_3b/Branch_1/Conv2d_0b_3x3/weights (3x3x64x64, 36.86k/36.86k params)
FeatureExtractor/InceptionV2/Mixed_3b/Branch_2 (--/150.53k params)
FeatureExtractor/InceptionV2/Mixed_3b/Branch_2/Conv2d_0a_1x1 (--/12.29k params)
FeatureExtractor/InceptionV2/Mixed_3b/Branch_2/Conv2d_0a_1x1/BatchNorm (--/0 params)
FeatureExtractor/InceptionV2/Mixed_3b/Branch_2/Conv2d_0a_1x1/weights (1x1x192x64, 12.29k/12.29k params)
FeatureExtractor/InceptionV2/Mixed_3b/Branch_2/Conv2d_0b_3x3 (--/55.30k params)
FeatureExtractor/InceptionV2/Mixed_3b/Branch_2/Conv2d_0b_3x3/BatchNorm (--/0 params)
FeatureExtractor/InceptionV2/Mixed_3b/Branch_2/Conv2d_0b_3x3/weights (3x3x64x96, 55.30k/55.30k params)
FeatureExtractor/InceptionV2/Mixed_3b/Branch_2/Conv2d_0c_3x3 (--/82.94k params)
FeatureExtractor/InceptionV2/Mixed_3b/Branch_2/Conv2d_0c_3x3/BatchNorm (--/0 params)
FeatureExtractor/InceptionV2/Mixed_3b/Branch_2/Conv2d_0c_3x3/weights (3x3x96x96, 82.94k/82.94k params)
FeatureExtractor/InceptionV2/Mixed_3b/Branch_3 (--/6.14k params)
FeatureExtractor/InceptionV2/Mixed_3b/Branch_3/Conv2d_0b_1x1 (--/6.14k params)
FeatureExtractor/InceptionV2/Mixed_3b/Branch_3/Conv2d_0b_1x1/BatchNorm (--/0 params)
FeatureExtractor/InceptionV2/Mixed_3b/Branch_3/Conv2d_0b_1x1/weights (1x1x192x32, 6.14k/6.14k params)
FeatureExtractor/InceptionV2/Mixed_3c (--/259.07k params)
FeatureExtractor/InceptionV2/Mixed_3c/Branch_0 (--/16.38k params)
FeatureExtractor/InceptionV2/Mixed_3c/Branch_0/Conv2d_0a_1x1 (--/16.38k params)
FeatureExtractor/InceptionV2/Mixed_3c/Branch_0/Conv2d_0a_1x1/BatchNorm (--/0 params)
FeatureExtractor/InceptionV2/Mixed_3c/Branch_0/Conv2d_0a_1x1/weights (1x1x256x64, 16.38k/16.38k params)
FeatureExtractor/InceptionV2/Mixed_3c/Branch_1 (--/71.68k params)
FeatureExtractor/InceptionV2/Mixed_3c/Branch_1/Conv2d_0a_1x1 (--/16.38k params)
FeatureExtractor/InceptionV2/Mixed_3c/Branch_1/Conv2d_0a_1x1/BatchNorm (--/0 params)
FeatureExtractor/InceptionV2/Mixed_3c/Branch_1/Conv2d_0a_1x1/weights (1x1x256x64, 16.38k/16.38k params)
FeatureExtractor/InceptionV2/Mixed_3c/Branch_1/Conv2d_0b_3x3 (--/55.30k params)
FeatureExtractor/InceptionV2/Mixed_3c/Branch_1/Conv2d_0b_3x3/BatchNorm (--/0 params)
FeatureExtractor/InceptionV2/Mixed_3c/Branch_1/Conv2d_0b_3x3/weights (3x3x64x96, 55.30k/55.30k params)
FeatureExtractor/InceptionV2/Mixed_3c/Branch_2 (--/154.62k params)
FeatureExtractor/InceptionV2/Mixed_3c/Branch_2/Conv2d_0a_1x1 (--/16.38k params)
FeatureExtractor/InceptionV2/Mixed_3c/Branch_2/Conv2d_0a_1x1/BatchNorm (--/0 params)
FeatureExtractor/InceptionV2/Mixed_3c/Branch_2/Conv2d_0a_1x1/weights (1x1x256x64, 16.38k/16.38k params)
FeatureExtractor/InceptionV2/Mixed_3c/Branch_2/Conv2d_0b_3x3 (--/55.30k params)
FeatureExtractor/InceptionV2/Mixed_3c/Branch_2/Conv2d_0b_3x3/BatchNorm (--/0 params)
FeatureExtractor/InceptionV2/Mixed_3c/Branch_2/Conv2d_0b_3x3/weights (3x3x64x96, 55.30k/55.30k params)
FeatureExtractor/InceptionV2/Mixed_3c/Branch_2/Conv2d_0c_3x3 (--/82.94k params)
FeatureExtractor/InceptionV2/Mixed_3c/Branch_2/Conv2d_0c_3x3/BatchNorm (--/0 params)
FeatureExtractor/InceptionV2/Mixed_3c/Branch_2/Conv2d_0c_3x3/weights (3x3x96x96, 82.94k/82.94k params)
FeatureExtractor/InceptionV2/Mixed_3c/Branch_3 (--/16.38k params)
FeatureExtractor/InceptionV2/Mixed_3c/Branch_3/Conv2d_0b_1x1 (--/16.38k params)
FeatureExtractor/InceptionV2/Mixed_3c/Branch_3/Conv2d_0b_1x1/BatchNorm (--/0 params)
FeatureExtractor/InceptionV2/Mixed_3c/Branch_3/Conv2d_0b_1x1/weights (1x1x256x64, 16.38k/16.38k params)
FeatureExtractor/InceptionV2/Mixed_4a (--/384.00k params)
FeatureExtractor/InceptionV2/Mixed_4a/Branch_0 (--/225.28k params)
FeatureExtractor/InceptionV2/Mixed_4a/Branch_0/Conv2d_0a_1x1 (--/40.96k params)
FeatureExtractor/InceptionV2/Mixed_4a/Branch_0/Conv2d_0a_1x1/BatchNorm (--/0 params)
FeatureExtractor/InceptionV2/Mixed_4a/Branch_0/Conv2d_0a_1x1/weights (1x1x320x128, 40.96k/40.96k params)
FeatureExtractor/InceptionV2/Mixed_4a/Branch_0/Conv2d_1a_3x3 (--/184.32k params)
FeatureExtractor/InceptionV2/Mixed_4a/Branch_0/Conv2d_1a_3x3/BatchNorm (--/0 params)
FeatureExtractor/InceptionV2/Mixed_4a/Branch_0/Conv2d_1a_3x3/weights (3x3x128x160, 184.32k/184.32k params)
FeatureExtractor/InceptionV2/Mixed_4a/Branch_1 (--/158.72k params)
FeatureExtractor/InceptionV2/Mixed_4a/Branch_1/Conv2d_0a_1x1 (--/20.48k params)
FeatureExtractor/InceptionV2/Mixed_4a/Branch_1/Conv2d_0a_1x1/BatchNorm (--/0 params)
FeatureExtractor/InceptionV2/Mixed_4a/Branch_1/Conv2d_0a_1x1/weights (1x1x320x64, 20.48k/20.48k params)
FeatureExtractor/InceptionV2/Mixed_4a/Branch_1/Conv2d_0b_3x3 (--/55.30k params)
FeatureExtractor/InceptionV2/Mixed_4a/Branch_1/Conv2d_0b_3x3/BatchNorm (--/0 params)
FeatureExtractor/InceptionV2/Mixed_4a/Branch_1/Conv2d_0b_3x3/weights (3x3x64x96, 55.30k/55.30k params)
FeatureExtractor/InceptionV2/Mixed_4a/Branch_1/Conv2d_1a_3x3 (--/82.94k params)
FeatureExtractor/InceptionV2/Mixed_4a/Branch_1/Conv2d_1a_3x3/BatchNorm (--/0 params)
FeatureExtractor/InceptionV2/Mixed_4a/Branch_1/Conv2d_1a_3x3/weights (3x3x96x96, 82.94k/82.94k params)
FeatureExtractor/InceptionV2/Mixed_4b (--/608.26k params)
FeatureExtractor/InceptionV2/Mixed_4b/Branch_0 (--/129.02k params)
FeatureExtractor/InceptionV2/Mixed_4b/Branch_0/Conv2d_0a_1x1 (--/129.02k params)
FeatureExtractor/InceptionV2/Mixed_4b/Branch_0/Conv2d_0a_1x1/BatchNorm (--/0 params)
FeatureExtractor/InceptionV2/Mixed_4b/Branch_0/Conv2d_0a_1x1/weights (1x1x576x224, 129.02k/129.02k params)
FeatureExtractor/InceptionV2/Mixed_4b/Branch_1 (--/92.16k params)
FeatureExtractor/InceptionV2/Mixed_4b/Branch_1/Conv2d_0a_1x1 (--/36.86k params)
FeatureExtractor/InceptionV2/Mixed_4b/Branch_1/Conv2d_0a_1x1/BatchNorm (--/0 params)
FeatureExtractor/InceptionV2/Mixed_4b/Branch_1/Conv2d_0a_1x1/weights (1x1x576x64, 36.86k/36.86k params)
FeatureExtractor/InceptionV2/Mixed_4b/Branch_1/Conv2d_0b_3x3 (--/55.30k params)
FeatureExtractor/InceptionV2/Mixed_4b/Branch_1/Conv2d_0b_3x3/BatchNorm (--/0 params)
FeatureExtractor/InceptionV2/Mixed_4b/Branch_1/Conv2d_0b_3x3/weights (3x3x64x96, 55.30k/55.30k params)
FeatureExtractor/InceptionV2/Mixed_4b/Branch_2 (--/313.34k params)
FeatureExtractor/InceptionV2/Mixed_4b/Branch_2/Conv2d_0a_1x1 (--/55.30k params)
FeatureExtractor/InceptionV2/Mixed_4b/Branch_2/Conv2d_0a_1x1/BatchNorm (--/0 params)
FeatureExtractor/InceptionV2/Mixed_4b/Branch_2/Conv2d_0a_1x1/weights (1x1x576x96, 55.30k/55.30k params)
FeatureExtractor/InceptionV2/Mixed_4b/Branch_2/Conv2d_0b_3x3 (--/110.59k params)
FeatureExtractor/InceptionV2/Mixed_4b/Branch_2/Conv2d_0b_3x3/BatchNorm (--/0 params)
FeatureExtractor/InceptionV2/Mixed_4b/Branch_2/Conv2d_0b_3x3/weights (3x3x96x128, 110.59k/110.59k params)
FeatureExtractor/InceptionV2/Mixed_4b/Branch_2/Conv2d_0c_3x3 (--/147.46k params)
FeatureExtractor/InceptionV2/Mixed_4b/Branch_2/Conv2d_0c_3x3/BatchNorm (--/0 params)
FeatureExtractor/InceptionV2/Mixed_4b/Branch_2/Conv2d_0c_3x3/weights (3x3x128x128, 147.46k/147.46k params)
FeatureExtractor/InceptionV2/Mixed_4b/Branch_3 (--/73.73k params)
FeatureExtractor/InceptionV2/Mixed_4b/Branch_3/Conv2d_0b_1x1 (--/73.73k params)
FeatureExtractor/InceptionV2/Mixed_4b/Branch_3/Conv2d_0b_1x1/BatchNorm (--/0 params)
FeatureExtractor/InceptionV2/Mixed_4b/Branch_3/Conv2d_0b_1x1/weights (1x1x576x128, 73.73k/73.73k params)
FeatureExtractor/InceptionV2/Mixed_4c (--/663.55k params)
FeatureExtractor/InceptionV2/Mixed_4c/Branch_0 (--/110.59k params)
FeatureExtractor/InceptionV2/Mixed_4c/Branch_0/Conv2d_0a_1x1 (--/110.59k params)
FeatureExtractor/InceptionV2/Mixed_4c/Branch_0/Conv2d_0a_1x1/BatchNorm (--/0 params)
FeatureExtractor/InceptionV2/Mixed_4c/Branch_0/Conv2d_0a_1x1/weights (1x1x576x192, 110.59k/110.59k params)
FeatureExtractor/InceptionV2/Mixed_4c/Branch_1 (--/165.89k params)
FeatureExtractor/InceptionV2/Mixed_4c/Branch_1/Conv2d_0a_1x1 (--/55.30k params)
FeatureExtractor/InceptionV2/Mixed_4c/Branch_1/Conv2d_0a_1x1/BatchNorm (--/0 params)
FeatureExtractor/InceptionV2/Mixed_4c/Branch_1/Conv2d_0a_1x1/weights (1x1x576x96, 55.30k/55.30k params)
FeatureExtractor/InceptionV2/Mixed_4c/Branch_1/Conv2d_0b_3x3 (--/110.59k params)
FeatureExtractor/InceptionV2/Mixed_4c/Branch_1/Conv2d_0b_3x3/BatchNorm (--/0 params)
FeatureExtractor/InceptionV2/Mixed_4c/Branch_1/Conv2d_0b_3x3/weights (3x3x96x128, 110.59k/110.59k params)
FeatureExtractor/InceptionV2/Mixed_4c/Branch_2 (--/313.34k params)
FeatureExtractor/InceptionV2/Mixed_4c/Branch_2/Conv2d_0a_1x1 (--/55.30k params)
FeatureExtractor/InceptionV2/Mixed_4c/Branch_2/Conv2d_0a_1x1/BatchNorm (--/0 params)
FeatureExtractor/InceptionV2/Mixed_4c/Branch_2/Conv2d_0a_1x1/weights (1x1x576x96, 55.30k/55.30k params)
FeatureExtractor/InceptionV2/Mixed_4c/Branch_2/Conv2d_0b_3x3 (--/110.59k params)
FeatureExtractor/InceptionV2/Mixed_4c/Branch_2/Conv2d_0b_3x3/BatchNorm (--/0 params)
FeatureExtractor/InceptionV2/Mixed_4c/Branch_2/Conv2d_0b_3x3/weights (3x3x96x128, 110.59k/110.59k params)
FeatureExtractor/InceptionV2/Mixed_4c/Branch_2/Conv2d_0c_3x3 (--/147.46k params)
FeatureExtractor/InceptionV2/Mixed_4c/Branch_2/Conv2d_0c_3x3/BatchNorm (--/0 params)
FeatureExtractor/InceptionV2/Mixed_4c/Branch_2/Conv2d_0c_3x3/weights (3x3x128x128, 147.46k/147.46k params)
FeatureExtractor/InceptionV2/Mixed_4c/Branch_3 (--/73.73k params)
FeatureExtractor/InceptionV2/Mixed_4c/Branch_3/Conv2d_0b_1x1 (--/73.73k params)
FeatureExtractor/InceptionV2/Mixed_4c/Branch_3/Conv2d_0b_1x1/BatchNorm (--/0 params)
FeatureExtractor/InceptionV2/Mixed_4c/Branch_3/Conv2d_0b_1x1/weights (1x1x576x128, 73.73k/73.73k params)
FeatureExtractor/InceptionV2/Mixed_4d (--/893.95k params)
FeatureExtractor/InceptionV2/Mixed_4d/Branch_0 (--/92.16k params)
FeatureExtractor/InceptionV2/Mixed_4d/Branch_0/Conv2d_0a_1x1 (--/92.16k params)
FeatureExtractor/InceptionV2/Mixed_4d/Branch_0/Conv2d_0a_1x1/BatchNorm (--/0 params)
FeatureExtractor/InceptionV2/Mixed_4d/Branch_0/Conv2d_0a_1x1/weights (1x1x576x160, 92.16k/92.16k params)
FeatureExtractor/InceptionV2/Mixed_4d/Branch_1 (--/258.05k params)
FeatureExtractor/InceptionV2/Mixed_4d/Branch_1/Conv2d_0a_1x1 (--/73.73k params)
FeatureExtractor/InceptionV2/Mixed_4d/Branch_1/Conv2d_0a_1x1/BatchNorm (--/0 params)
FeatureExtractor/InceptionV2/Mixed_4d/Branch_1/Conv2d_0a_1x1/weights (1x1x576x128, 73.73k/73.73k params)
FeatureExtractor/InceptionV2/Mixed_4d/Branch_1/Conv2d_0b_3x3 (--/184.32k params)
FeatureExtractor/InceptionV2/Mixed_4d/Branch_1/Conv2d_0b_3x3/BatchNorm (--/0 params)
FeatureExtractor/InceptionV2/Mixed_4d/Branch_1/Conv2d_0b_3x3/weights (3x3x128x160, 184.32k/184.32k params)
FeatureExtractor/InceptionV2/Mixed_4d/Branch_2 (--/488.45k params)
FeatureExtractor/InceptionV2/Mixed_4d/Branch_2/Conv2d_0a_1x1 (--/73.73k params)
FeatureExtractor/InceptionV2/Mixed_4d/Branch_2/Conv2d_0a_1x1/BatchNorm (--/0 params)
FeatureExtractor/InceptionV2/Mixed_4d/Branch_2/Conv2d_0a_1x1/weights (1x1x576x128, 73.73k/73.73k params)
FeatureExtractor/InceptionV2/Mixed_4d/Branch_2/Conv2d_0b_3x3 (--/184.32k params)
FeatureExtractor/InceptionV2/Mixed_4d/Branch_2/Conv2d_0b_3x3/BatchNorm (--/0 params)
FeatureExtractor/InceptionV2/Mixed_4d/Branch_2/Conv2d_0b_3x3/weights (3x3x128x160, 184.32k/184.32k params)
FeatureExtractor/InceptionV2/Mixed_4d/Branch_2/Conv2d_0c_3x3 (--/230.40k params)
FeatureExtractor/InceptionV2/Mixed_4d/Branch_2/Conv2d_0c_3x3/BatchNorm (--/0 params)
FeatureExtractor/InceptionV2/Mixed_4d/Branch_2/Conv2d_0c_3x3/weights (3x3x160x160, 230.40k/230.40k params)
FeatureExtractor/InceptionV2/Mixed_4d/Branch_3 (--/55.30k params)
FeatureExtractor/InceptionV2/Mixed_4d/Branch_3/Conv2d_0b_1x1 (--/55.30k params)
FeatureExtractor/InceptionV2/Mixed_4d/Branch_3/Conv2d_0b_1x1/BatchNorm (--/0 params)
FeatureExtractor/InceptionV2/Mixed_4d/Branch_3/Conv2d_0b_1x1/weights (1x1x576x96, 55.30k/55.30k params)
FeatureExtractor/InceptionV2/Mixed_4e (--/1.11m params)
FeatureExtractor/InceptionV2/Mixed_4e/Branch_0 (--/55.30k params)
FeatureExtractor/InceptionV2/Mixed_4e/Branch_0/Conv2d_0a_1x1 (--/55.30k params)
FeatureExtractor/InceptionV2/Mixed_4e/Branch_0/Conv2d_0a_1x1/BatchNorm (--/0 params)
FeatureExtractor/InceptionV2/Mixed_4e/Branch_0/Conv2d_0a_1x1/weights (1x1x576x96, 55.30k/55.30k params)
FeatureExtractor/InceptionV2/Mixed_4e/Branch_1 (--/294.91k params)
FeatureExtractor/InceptionV2/Mixed_4e/Branch_1/Conv2d_0a_1x1 (--/73.73k params)
FeatureExtractor/InceptionV2/Mixed_4e/Branch_1/Conv2d_0a_1x1/BatchNorm (--/0 params)
FeatureExtractor/InceptionV2/Mixed_4e/Branch_1/Conv2d_0a_1x1/weights (1x1x576x128, 73.73k/73.73k params)
FeatureExtractor/InceptionV2/Mixed_4e/Branch_1/Conv2d_0b_3x3 (--/221.18k params)
FeatureExtractor/InceptionV2/Mixed_4e/Branch_1/Conv2d_0b_3x3/BatchNorm (--/0 params)
FeatureExtractor/InceptionV2/Mixed_4e/Branch_1/Conv2d_0b_3x3/weights (3x3x128x192, 221.18k/221.18k params)
FeatureExtractor/InceptionV2/Mixed_4e/Branch_2 (--/700.42k params)
FeatureExtractor/InceptionV2/Mixed_4e/Branch_2/Conv2d_0a_1x1 (--/92.16k params)
FeatureExtractor/InceptionV2/Mixed_4e/Branch_2/Conv2d_0a_1x1/BatchNorm (--/0 params)
FeatureExtractor/InceptionV2/Mixed_4e/Branch_2/Conv2d_0a_1x1/weights (1x1x576x160, 92.16k/92.16k params)
FeatureExtractor/InceptionV2/Mixed_4e/Branch_2/Conv2d_0b_3x3 (--/276.48k params)
FeatureExtractor/InceptionV2/Mixed_4e/Branch_2/Conv2d_0b_3x3/BatchNorm (--/0 params)
FeatureExtractor/InceptionV2/Mixed_4e/Branch_2/Conv2d_0b_3x3/weights (3x3x160x192, 276.48k/276.48k params)
FeatureExtractor/InceptionV2/Mixed_4e/Branch_2/Conv2d_0c_3x3 (--/331.78k params)
FeatureExtractor/InceptionV2/Mixed_4e/Branch_2/Conv2d_0c_3x3/BatchNorm (--/0 params)
FeatureExtractor/InceptionV2/Mixed_4e/Branch_2/Conv2d_0c_3x3/weights (3x3x192x192, 331.78k/331.78k params)
FeatureExtractor/InceptionV2/Mixed_4e/Branch_3 (--/55.30k params)
FeatureExtractor/InceptionV2/Mixed_4e/Branch_3/Conv2d_0b_1x1 (--/55.30k params)
FeatureExtractor/InceptionV2/Mixed_4e/Branch_3/Conv2d_0b_1x1/BatchNorm (--/0 params)
FeatureExtractor/InceptionV2/Mixed_4e/Branch_3/Conv2d_0b_1x1/weights (1x1x576x96, 55.30k/55.30k params)
FeatureExtractor/InceptionV2/Mixed_5a (--/1.44m params)
FeatureExtractor/InceptionV2/Mixed_5a/Branch_0 (--/294.91k params)
FeatureExtractor/InceptionV2/Mixed_5a/Branch_0/Conv2d_0a_1x1 (--/73.73k params)
FeatureExtractor/InceptionV2/Mixed_5a/Branch_0/Conv2d_0a_1x1/BatchNorm (--/0 params)
FeatureExtractor/InceptionV2/Mixed_5a/Branch_0/Conv2d_0a_1x1/weights (1x1x576x128, 73.73k/73.73k params)
FeatureExtractor/InceptionV2/Mixed_5a/Branch_0/Conv2d_1a_3x3 (--/221.18k params)
FeatureExtractor/InceptionV2/Mixed_5a/Branch_0/Conv2d_1a_3x3/BatchNorm (--/0 params)
FeatureExtractor/InceptionV2/Mixed_5a/Branch_0/Conv2d_1a_3x3/weights (3x3x128x192, 221.18k/221.18k params)
FeatureExtractor/InceptionV2/Mixed_5a/Branch_1 (--/1.14m params)
FeatureExtractor/InceptionV2/Mixed_5a/Branch_1/Conv2d_0a_1x1 (--/110.59k params)
FeatureExtractor/InceptionV2/Mixed_5a/Branch_1/Conv2d_0a_1x1/BatchNorm (--/0 params)
FeatureExtractor/InceptionV2/Mixed_5a/Branch_1/Conv2d_0a_1x1/weights (1x1x576x192, 110.59k/110.59k params)
FeatureExtractor/InceptionV2/Mixed_5a/Branch_1/Conv2d_0b_3x3 (--/442.37k params)
FeatureExtractor/InceptionV2/Mixed_5a/Branch_1/Conv2d_0b_3x3/BatchNorm (--/0 params)
FeatureExtractor/InceptionV2/Mixed_5a/Branch_1/Conv2d_0b_3x3/weights (3x3x192x256, 442.37k/442.37k params)
FeatureExtractor/InceptionV2/Mixed_5a/Branch_1/Conv2d_1a_3x3 (--/589.82k params)
FeatureExtractor/InceptionV2/Mixed_5a/Branch_1/Conv2d_1a_3x3/BatchNorm (--/0 params)
FeatureExtractor/InceptionV2/Mixed_5a/Branch_1/Conv2d_1a_3x3/weights (3x3x256x256, 589.82k/589.82k params)
FeatureExtractor/InceptionV2/Mixed_5b (--/2.18m params)
FeatureExtractor/InceptionV2/Mixed_5b/Branch_0 (--/360.45k params)
FeatureExtractor/InceptionV2/Mixed_5b/Branch_0/Conv2d_0a_1x1 (--/360.45k params)
FeatureExtractor/InceptionV2/Mixed_5b/Branch_0/Conv2d_0a_1x1/BatchNorm (--/0 params)
FeatureExtractor/InceptionV2/Mixed_5b/Branch_0/Conv2d_0a_1x1/weights (1x1x1024x352, 360.45k/360.45k params)
FeatureExtractor/InceptionV2/Mixed_5b/Branch_1 (--/749.57k params)
FeatureExtractor/InceptionV2/Mixed_5b/Branch_1/Conv2d_0a_1x1 (--/196.61k params)
FeatureExtractor/InceptionV2/Mixed_5b/Branch_1/Conv2d_0a_1x1/BatchNorm (--/0 params)
FeatureExtractor/InceptionV2/Mixed_5b/Branch_1/Conv2d_0a_1x1/weights (1x1x1024x192, 196.61k/196.61k params)
FeatureExtractor/InceptionV2/Mixed_5b/Branch_1/Conv2d_0b_3x3 (--/552.96k params)
FeatureExtractor/InceptionV2/Mixed_5b/Branch_1/Conv2d_0b_3x3/BatchNorm (--/0 params)
FeatureExtractor/InceptionV2/Mixed_5b/Branch_1/Conv2d_0b_3x3/weights (3x3x192x320, 552.96k/552.96k params)
FeatureExtractor/InceptionV2/Mixed_5b/Branch_2 (--/937.98k params)
FeatureExtractor/InceptionV2/Mixed_5b/Branch_2/Conv2d_0a_1x1 (--/163.84k params)
FeatureExtractor/InceptionV2/Mixed_5b/Branch_2/Conv2d_0a_1x1/BatchNorm (--/0 params)
FeatureExtractor/InceptionV2/Mixed_5b/Branch_2/Conv2d_0a_1x1/weights (1x1x1024x160, 163.84k/163.84k params)
FeatureExtractor/InceptionV2/Mixed_5b/Branch_2/Conv2d_0b_3x3 (--/322.56k params)
FeatureExtractor/InceptionV2/Mixed_5b/Branch_2/Conv2d_0b_3x3/BatchNorm (--/0 params)
FeatureExtractor/InceptionV2/Mixed_5b/Branch_2/Conv2d_0b_3x3/weights (3x3x160x224, 322.56k/322.56k params)
FeatureExtractor/InceptionV2/Mixed_5b/Branch_2/Conv2d_0c_3x3 (--/451.58k params)
FeatureExtractor/InceptionV2/Mixed_5b/Branch_2/Conv2d_0c_3x3/BatchNorm (--/0 params)
FeatureExtractor/InceptionV2/Mixed_5b/Branch_2/Conv2d_0c_3x3/weights (3x3x224x224, 451.58k/451.58k params)
FeatureExtractor/InceptionV2/Mixed_5b/Branch_3 (--/131.07k params)
FeatureExtractor/InceptionV2/Mixed_5b/Branch_3/Conv2d_0b_1x1 (--/131.07k params)
FeatureExtractor/InceptionV2/Mixed_5b/Branch_3/Conv2d_0b_1x1/BatchNorm (--/0 params)
FeatureExtractor/InceptionV2/Mixed_5b/Branch_3/Conv2d_0b_1x1/weights (1x1x1024x128, 131.07k/131.07k params)
FeatureExtractor/InceptionV2/Mixed_5c (--/2.28m params)
FeatureExtractor/InceptionV2/Mixed_5c/Branch_0 (--/360.45k params)
FeatureExtractor/InceptionV2/Mixed_5c/Branch_0/Conv2d_0a_1x1 (--/360.45k params)
FeatureExtractor/InceptionV2/Mixed_5c/Branch_0/Conv2d_0a_1x1/BatchNorm (--/0 params)
FeatureExtractor/InceptionV2/Mixed_5c/Branch_0/Conv2d_0a_1x1/weights (1x1x1024x352, 360.45k/360.45k params)
FeatureExtractor/InceptionV2/Mixed_5c/Branch_1 (--/749.57k params)
FeatureExtractor/InceptionV2/Mixed_5c/Branch_1/Conv2d_0a_1x1 (--/196.61k params)
FeatureExtractor/InceptionV2/Mixed_5c/Branch_1/Conv2d_0a_1x1/BatchNorm (--/0 params)
FeatureExtractor/InceptionV2/Mixed_5c/Branch_1/Conv2d_0a_1x1/weights (1x1x1024x192, 196.61k/196.61k params)
FeatureExtractor/InceptionV2/Mixed_5c/Branch_1/Conv2d_0b_3x3 (--/552.96k params)
FeatureExtractor/InceptionV2/Mixed_5c/Branch_1/Conv2d_0b_3x3/BatchNorm (--/0 params)
FeatureExtractor/InceptionV2/Mixed_5c/Branch_1/Conv2d_0b_3x3/weights (3x3x192x320, 552.96k/552.96k params)
FeatureExtractor/InceptionV2/Mixed_5c/Branch_2 (--/1.04m params)
FeatureExtractor/InceptionV2/Mixed_5c/Branch_2/Conv2d_0a_1x1 (--/196.61k params)
FeatureExtractor/InceptionV2/Mixed_5c/Branch_2/Conv2d_0a_1x1/BatchNorm (--/0 params)
FeatureExtractor/InceptionV2/Mixed_5c/Branch_2/Conv2d_0a_1x1/weights (1x1x1024x192, 196.61k/196.61k params)
FeatureExtractor/InceptionV2/Mixed_5c/Branch_2/Conv2d_0b_3x3 (--/387.07k params)
FeatureExtractor/InceptionV2/Mixed_5c/Branch_2/Conv2d_0b_3x3/BatchNorm (--/0 params)
FeatureExtractor/InceptionV2/Mixed_5c/Branch_2/Conv2d_0b_3x3/weights (3x3x192x224, 387.07k/387.07k params)
FeatureExtractor/InceptionV2/Mixed_5c/Branch_2/Conv2d_0c_3x3 (--/451.58k params)
FeatureExtractor/InceptionV2/Mixed_5c/Branch_2/Conv2d_0c_3x3/BatchNorm (--/0 params)
FeatureExtractor/InceptionV2/Mixed_5c/Branch_2/Conv2d_0c_3x3/weights (3x3x224x224, 451.58k/451.58k params)
FeatureExtractor/InceptionV2/Mixed_5c/Branch_3 (--/131.07k params)
FeatureExtractor/InceptionV2/Mixed_5c/Branch_3/Conv2d_0b_1x1 (--/131.07k params)
FeatureExtractor/InceptionV2/Mixed_5c/Branch_3/Conv2d_0b_1x1/BatchNorm (--/0 params)
FeatureExtractor/InceptionV2/Mixed_5c/Branch_3/Conv2d_0b_1x1/weights (1x1x1024x128, 131.07k/131.07k params)
FeatureExtractor/InceptionV2/Mixed_5c_1_Conv2d_2_1x1_256 (--/262.14k params)
FeatureExtractor/InceptionV2/Mixed_5c_1_Conv2d_2_1x1_256/BatchNorm (--/0 params)
FeatureExtractor/InceptionV2/Mixed_5c_1_Conv2d_2_1x1_256/weights (1x1x1024x256, 262.14k/262.14k params)
FeatureExtractor/InceptionV2/Mixed_5c_1_Conv2d_3_1x1_128 (--/65.54k params)
FeatureExtractor/InceptionV2/Mixed_5c_1_Conv2d_3_1x1_128/BatchNorm (--/0 params)
FeatureExtractor/InceptionV2/Mixed_5c_1_Conv2d_3_1x1_128/weights (1x1x512x128, 65.54k/65.54k params)
FeatureExtractor/InceptionV2/Mixed_5c_1_Conv2d_4_1x1_128 (--/32.77k params)
FeatureExtractor/InceptionV2/Mixed_5c_1_Conv2d_4_1x1_128/BatchNorm (--/0 params)
FeatureExtractor/InceptionV2/Mixed_5c_1_Conv2d_4_1x1_128/weights (1x1x256x128, 32.77k/32.77k params)
FeatureExtractor/InceptionV2/Mixed_5c_1_Conv2d_5_1x1_64 (--/16.38k params)
FeatureExtractor/InceptionV2/Mixed_5c_1_Conv2d_5_1x1_64/BatchNorm (--/0 params)
FeatureExtractor/InceptionV2/Mixed_5c_1_Conv2d_5_1x1_64/weights (1x1x256x64, 16.38k/16.38k params)
FeatureExtractor/InceptionV2/Mixed_5c_2_Conv2d_2_3x3_s2_512 (--/1.18m params)
FeatureExtractor/InceptionV2/Mixed_5c_2_Conv2d_2_3x3_s2_512/BatchNorm (--/0 params)
FeatureExtractor/InceptionV2/Mixed_5c_2_Conv2d_2_3x3_s2_512/weights (3x3x256x512, 1.18m/1.18m params)
FeatureExtractor/InceptionV2/Mixed_5c_2_Conv2d_3_3x3_s2_256 (--/294.91k params)
FeatureExtractor/InceptionV2/Mixed_5c_2_Conv2d_3_3x3_s2_256/BatchNorm (--/0 params)
FeatureExtractor/InceptionV2/Mixed_5c_2_Conv2d_3_3x3_s2_256/weights (3x3x128x256, 294.91k/294.91k params)
FeatureExtractor/InceptionV2/Mixed_5c_2_Conv2d_4_3x3_s2_256 (--/294.91k params)
FeatureExtractor/InceptionV2/Mixed_5c_2_Conv2d_4_3x3_s2_256/BatchNorm (--/0 params)
FeatureExtractor/InceptionV2/Mixed_5c_2_Conv2d_4_3x3_s2_256/weights (3x3x128x256, 294.91k/294.91k params)
FeatureExtractor/InceptionV2/Mixed_5c_2_Conv2d_5_3x3_s2_128 (--/73.73k params)
FeatureExtractor/InceptionV2/Mixed_5c_2_Conv2d_5_3x3_s2_128/BatchNorm (--/0 params)
FeatureExtractor/InceptionV2/Mixed_5c_2_Conv2d_5_3x3_s2_128/weights (3x3x64x128, 73.73k/73.73k params)
======================End of Report==========================
20 ops no flops stats due to incomplete shapes.
Parsing Inputs...
Incomplete shape.
=========================Options=============================
-max_depth 10000
-min_bytes 0
-min_peak_bytes 0
-min_residual_bytes 0
-min_output_bytes 0
-min_micros 0
-min_accelerator_micros 0
-min_cpu_micros 0
-min_params 0
-min_float_ops 1
-min_occurrence 0
-step -1
-order_by float_ops
-account_type_regexes .*
-start_name_regexes .*
-trim_name_regexes .*BatchNorm.*,.*Initializer.*,.*Regularizer.*,.*BiasAdd.*
-show_name_regexes .*
-hide_name_regexes
-account_displayed_op_only true
-select float_ops
-output stdout:
==================Model Analysis Report======================
Incomplete shape.
Doc:
scope: The nodes in the model graph are organized by their names, which is hierarchical like filesystem.
flops: Number of float operations. Note: Please read the implementation for the math behind it.
Profile:
node name |
_TFProfRoot (--/9.62b flops)
FeatureExtractor/InceptionV2/InceptionV2/Conv2d_2c_3x3/Conv2D (1.24b/1.24b flops)
BoxPredictor_0/ClassPredictor/Conv2D (1.02b/1.02b flops)
BoxPredictor_1/ClassPredictor/Conv2D (1.01b/1.01b flops)
FeatureExtractor/InceptionV2/InceptionV2/Mixed_5a/Branch_1/Conv2d_0b_3x3/Conv2D (319.39m/319.39m flops)
FeatureExtractor/InceptionV2/InceptionV2/Mixed_3c/Branch_2/Conv2d_0c_3x3/Conv2D (239.54m/239.54m flops)
FeatureExtractor/InceptionV2/InceptionV2/Mixed_3b/Branch_2/Conv2d_0c_3x3/Conv2D (239.54m/239.54m flops)
FeatureExtractor/InceptionV2/InceptionV2/Mixed_4e/Branch_2/Conv2d_0c_3x3/Conv2D (239.54m/239.54m flops)
FeatureExtractor/InceptionV2/InceptionV2/Mixed_4e/Branch_2/Conv2d_0b_3x3/Conv2D (199.62m/199.62m flops)
FeatureExtractor/InceptionV2/InceptionV2/Mixed_4d/Branch_2/Conv2d_0c_3x3/Conv2D (166.35m/166.35m flops)
FeatureExtractor/InceptionV2/InceptionV2/Mixed_3c/Branch_1/Conv2d_0b_3x3/Conv2D (159.69m/159.69m flops)
FeatureExtractor/InceptionV2/InceptionV2/Mixed_4a/Branch_1/Conv2d_0b_3x3/Conv2D (159.69m/159.69m flops)
FeatureExtractor/InceptionV2/InceptionV2/Mixed_4e/Branch_1/Conv2d_0b_3x3/Conv2D (159.69m/159.69m flops)
FeatureExtractor/InceptionV2/InceptionV2/Mixed_3c/Branch_2/Conv2d_0b_3x3/Conv2D (159.69m/159.69m flops)
FeatureExtractor/InceptionV2/InceptionV2/Mixed_3b/Branch_2/Conv2d_0b_3x3/Conv2D (159.69m/159.69m flops)
FeatureExtractor/InceptionV2/InceptionV2/Mixed_4d/Branch_2/Conv2d_0b_3x3/Conv2D (133.08m/133.08m flops)
FeatureExtractor/InceptionV2/InceptionV2/Mixed_4a/Branch_0/Conv2d_1a_3x3/Conv2D (133.08m/133.08m flops)
FeatureExtractor/InceptionV2/InceptionV2/Mixed_4d/Branch_1/Conv2d_0b_3x3/Conv2D (133.08m/133.08m flops)
BoxPredictor_2/ClassPredictor/Conv2D (125.80m/125.80m flops)
FeatureExtractor/InceptionV2/InceptionV2/Conv2d_1a_7x7/separable_conv2d (69.12m/122.04m flops)
FeatureExtractor/InceptionV2/InceptionV2/Conv2d_1a_7x7/separable_conv2d/depthwise (52.92m/52.92m flops)
FeatureExtractor/InceptionV2/InceptionV2/Mixed_4a/Branch_0/Conv2d_0a_1x1/Conv2D (118.29m/118.29m flops)
FeatureExtractor/InceptionV2/InceptionV2/Mixed_5a/Branch_1/Conv2d_1a_3x3/Conv2D (117.96m/117.96m flops)
FeatureExtractor/InceptionV2/InceptionV2/Mixed_5b/Branch_1/Conv2d_0b_3x3/Conv2D (110.59m/110.59m flops)
FeatureExtractor/InceptionV2/InceptionV2/Mixed_5c/Branch_1/Conv2d_0b_3x3/Conv2D (110.59m/110.59m flops)
FeatureExtractor/InceptionV2/InceptionV2/Mixed_4c/Branch_2/Conv2d_0c_3x3/Conv2D (106.46m/106.46m flops)
FeatureExtractor/InceptionV2/InceptionV2/Mixed_4b/Branch_2/Conv2d_0c_3x3/Conv2D (106.46m/106.46m flops)
FeatureExtractor/InceptionV2/InceptionV2/Mixed_3b/Branch_1/Conv2d_0b_3x3/Conv2D (106.46m/106.46m flops)
FeatureExtractor/InceptionV2/InceptionV2/Mixed_4b/Branch_0/Conv2d_0a_1x1/Conv2D (93.16m/93.16m flops)
FeatureExtractor/InceptionV2/InceptionV2/Mixed_5b/Branch_2/Conv2d_0c_3x3/Conv2D (90.32m/90.32m flops)
FeatureExtractor/InceptionV2/InceptionV2/Mixed_5c/Branch_2/Conv2d_0c_3x3/Conv2D (90.32m/90.32m flops)
FeatureExtractor/InceptionV2/InceptionV2/Mixed_4c/Branch_1/Conv2d_0b_3x3/Conv2D (79.85m/79.85m flops)
FeatureExtractor/InceptionV2/InceptionV2/Mixed_4b/Branch_2/Conv2d_0b_3x3/Conv2D (79.85m/79.85m flops)
FeatureExtractor/InceptionV2/InceptionV2/Mixed_4c/Branch_2/Conv2d_0b_3x3/Conv2D (79.85m/79.85m flops)
FeatureExtractor/InceptionV2/InceptionV2/Mixed_4c/Branch_0/Conv2d_0a_1x1/Conv2D (79.85m/79.85m flops)
FeatureExtractor/InceptionV2/InceptionV2/Mixed_5a/Branch_1/Conv2d_0a_1x1/Conv2D (79.85m/79.85m flops)
FeatureExtractor/InceptionV2/InceptionV2/Mixed_5c/Branch_2/Conv2d_0b_3x3/Conv2D (77.41m/77.41m flops)
FeatureExtractor/InceptionV2/InceptionV2/Mixed_5c/Branch_0/Conv2d_0a_1x1/Conv2D (72.09m/72.09m flops)
FeatureExtractor/InceptionV2/InceptionV2/Mixed_5b/Branch_0/Conv2d_0a_1x1/Conv2D (72.09m/72.09m flops)
FeatureExtractor/InceptionV2/InceptionV2/Mixed_4e/Branch_2/Conv2d_0a_1x1/Conv2D (66.54m/66.54m flops)
FeatureExtractor/InceptionV2/InceptionV2/Mixed_4d/Branch_0/Conv2d_0a_1x1/Conv2D (66.54m/66.54m flops)
FeatureExtractor/InceptionV2/InceptionV2/Mixed_5b/Branch_2/Conv2d_0b_3x3/Conv2D (64.51m/64.51m flops)
FeatureExtractor/InceptionV2/InceptionV2/Mixed_4a/Branch_1/Conv2d_1a_3x3/Conv2D (59.89m/59.89m flops)
FeatureExtractor/InceptionV2/InceptionV2/Mixed_4a/Branch_1/Conv2d_0a_1x1/Conv2D (59.15m/59.15m flops)
FeatureExtractor/InceptionV2/Mixed_5c_2_Conv2d_2_3x3_s2_512/Conv2D (58.98m/58.98m flops)
FeatureExtractor/InceptionV2/InceptionV2/Mixed_4e/Branch_1/Conv2d_0a_1x1/Conv2D (53.23m/53.23m flops)
FeatureExtractor/InceptionV2/InceptionV2/Mixed_4b/Branch_3/Conv2d_0b_1x1/Conv2D (53.23m/53.23m flops)
FeatureExtractor/InceptionV2/InceptionV2/Mixed_4c/Branch_3/Conv2d_0b_1x1/Conv2D (53.23m/53.23m flops)
FeatureExtractor/InceptionV2/InceptionV2/Mixed_4d/Branch_1/Conv2d_0a_1x1/Conv2D (53.23m/53.23m flops)
FeatureExtractor/InceptionV2/InceptionV2/Mixed_5a/Branch_0/Conv2d_0a_1x1/Conv2D (53.23m/53.23m flops)
FeatureExtractor/InceptionV2/InceptionV2/Mixed_4d/Branch_2/Conv2d_0a_1x1/Conv2D (53.23m/53.23m flops)
FeatureExtractor/InceptionV2/Mixed_5c_1_Conv2d_2_1x1_256/Conv2D (52.43m/52.43m flops)
FeatureExtractor/InceptionV2/InceptionV2/Mixed_3c/Branch_3/Conv2d_0b_1x1/Conv2D (47.32m/47.32m flops)
FeatureExtractor/InceptionV2/InceptionV2/Mixed_3c/Branch_2/Conv2d_0a_1x1/Conv2D (47.32m/47.32m flops)
FeatureExtractor/InceptionV2/InceptionV2/Mixed_3c/Branch_1/Conv2d_0a_1x1/Conv2D (47.32m/47.32m flops)
FeatureExtractor/InceptionV2/InceptionV2/Mixed_3c/Branch_0/Conv2d_0a_1x1/Conv2D (47.32m/47.32m flops)
FeatureExtractor/InceptionV2/InceptionV2/Conv2d_2b_1x1/Conv2D (46.08m/46.08m flops)
BoxPredictor_0/BoxEncodingPredictor/Conv2D (44.91m/44.91m flops)
FeatureExtractor/InceptionV2/InceptionV2/Mixed_5a/Branch_0/Conv2d_1a_3x3/Conv2D (44.24m/44.24m flops)
BoxPredictor_1/BoxEncodingPredictor/Conv2D (44.24m/44.24m flops)
FeatureExtractor/InceptionV2/InceptionV2/Mixed_4e/Branch_3/Conv2d_0b_1x1/Conv2D (39.92m/39.92m flops)
FeatureExtractor/InceptionV2/InceptionV2/Mixed_4d/Branch_3/Conv2d_0b_1x1/Conv2D (39.92m/39.92m flops)
FeatureExtractor/InceptionV2/InceptionV2/Mixed_4c/Branch_2/Conv2d_0a_1x1/Conv2D (39.92m/39.92m flops)
FeatureExtractor/InceptionV2/InceptionV2/Mixed_4e/Branch_0/Conv2d_0a_1x1/Conv2D (39.92m/39.92m flops)
FeatureExtractor/InceptionV2/InceptionV2/Mixed_4c/Branch_1/Conv2d_0a_1x1/Conv2D (39.92m/39.92m flops)
FeatureExtractor/InceptionV2/InceptionV2/Mixed_4b/Branch_2/Conv2d_0a_1x1/Conv2D (39.92m/39.92m flops)
FeatureExtractor/InceptionV2/InceptionV2/Mixed_4b/Branch_1/Conv2d_0b_3x3/Conv2D (39.92m/39.92m flops)
FeatureExtractor/InceptionV2/InceptionV2/Mixed_5b/Branch_1/Conv2d_0a_1x1/Conv2D (39.32m/39.32m flops)
FeatureExtractor/InceptionV2/InceptionV2/Mixed_5c/Branch_1/Conv2d_0a_1x1/Conv2D (39.32m/39.32m flops)
FeatureExtractor/InceptionV2/InceptionV2/Mixed_5c/Branch_2/Conv2d_0a_1x1/Conv2D (39.32m/39.32m flops)
FeatureExtractor/InceptionV2/InceptionV2/Mixed_3b/Branch_1/Conv2d_0a_1x1/Conv2D (35.49m/35.49m flops)
FeatureExtractor/InceptionV2/InceptionV2/Mixed_3b/Branch_0/Conv2d_0a_1x1/Conv2D (35.49m/35.49m flops)
FeatureExtractor/InceptionV2/InceptionV2/Mixed_3b/Branch_2/Conv2d_0a_1x1/Conv2D (35.49m/35.49m flops)
FeatureExtractor/InceptionV2/InceptionV2/Mixed_5b/Branch_2/Conv2d_0a_1x1/Conv2D (32.77m/32.77m flops)
FeatureExtractor/InceptionV2/InceptionV2/Mixed_4b/Branch_1/Conv2d_0a_1x1/Conv2D (26.62m/26.62m flops)
FeatureExtractor/InceptionV2/InceptionV2/Mixed_5c/Branch_3/Conv2d_0b_1x1/Conv2D (26.21m/26.21m flops)
FeatureExtractor/InceptionV2/InceptionV2/Mixed_5b/Branch_3/Conv2d_0b_1x1/Conv2D (26.21m/26.21m flops)
BoxPredictor_3/ClassPredictor/Conv2D (22.64m/22.64m flops)
FeatureExtractor/InceptionV2/InceptionV2/Mixed_3b/Branch_3/Conv2d_0b_1x1/Conv2D (17.74m/17.74m flops)
BoxPredictor_4/ClassPredictor/Conv2D (10.06m/10.06m flops)
BoxPredictor_2/BoxEncodingPredictor/Conv2D (5.53m/5.53m flops)
FeatureExtractor/InceptionV2/Mixed_5c_2_Conv2d_3_3x3_s2_256/Conv2D (5.31m/5.31m flops)
FeatureExtractor/InceptionV2/InceptionV2/Mixed_3c/Branch_3/AvgPool_0a_3x3/AvgPool (3.33m/3.33m flops)
FeatureExtractor/InceptionV2/Mixed_5c_1_Conv2d_3_1x1_128/Conv2D (3.28m/3.28m flops)
FeatureExtractor/InceptionV2/InceptionV2/MaxPool_2a_3x3/MaxPool (3.24m/3.24m flops)
FeatureExtractor/InceptionV2/InceptionV2/Mixed_3b/Branch_3/AvgPool_0a_3x3/AvgPool (2.50m/2.50m flops)
FeatureExtractor/InceptionV2/InceptionV2/MaxPool_3a_3x3/MaxPool (2.50m/2.50m flops)
FeatureExtractor/InceptionV2/Mixed_5c_2_Conv2d_4_3x3_s2_256/Conv2D (2.36m/2.36m flops)
FeatureExtractor/InceptionV2/InceptionV2/Mixed_4b/Branch_3/AvgPool_0a_3x3/AvgPool (1.87m/1.87m flops)
FeatureExtractor/InceptionV2/InceptionV2/Mixed_4c/Branch_3/AvgPool_0a_3x3/AvgPool (1.87m/1.87m flops)
FeatureExtractor/InceptionV2/InceptionV2/Mixed_4d/Branch_3/AvgPool_0a_3x3/AvgPool (1.87m/1.87m flops)
FeatureExtractor/InceptionV2/InceptionV2/Mixed_4e/Branch_3/AvgPool_0a_3x3/AvgPool (1.87m/1.87m flops)
BoxPredictor_5/ClassPredictor/Conv2D (1.26m/1.26m flops)
FeatureExtractor/InceptionV2/InceptionV2/Mixed_4a/Branch_2/MaxPool_1a_3x3/MaxPool (1.04m/1.04m flops)
BoxPredictor_3/BoxEncodingPredictor/Conv2D (995.33k/995.33k flops)
FeatureExtractor/InceptionV2/InceptionV2/Mixed_5b/Branch_3/AvgPool_0a_3x3/AvgPool (921.60k/921.60k flops)
FeatureExtractor/InceptionV2/InceptionV2/Mixed_5c/Branch_3/MaxPool_0a_3x3/MaxPool (921.60k/921.60k flops)
FeatureExtractor/InceptionV2/Mixed_5c_1_Conv2d_4_1x1_128/Conv2D (589.82k/589.82k flops)
FeatureExtractor/InceptionV2/InceptionV2/Mixed_5a/Branch_2/MaxPool_1a_3x3/MaxPool (518.40k/518.40k flops)
BoxPredictor_4/BoxEncodingPredictor/Conv2D (442.37k/442.37k flops)
Preprocessor/mul (270.00k/270.00k flops)
Preprocessor/sub (270.00k/270.00k flops)
Postprocessor/scale_logits (174.45k/174.45k flops)
FeatureExtractor/InceptionV2/Mixed_5c_2_Conv2d_5_3x3_s2_128/Conv2D (147.46k/147.46k flops)
FeatureExtractor/InceptionV2/Mixed_5c_1_Conv2d_5_1x1_64/Conv2D (131.07k/131.07k flops)
BoxPredictor_0/ClassPredictor/BiasAdd (98.55k/98.55k flops)
BoxPredictor_5/BoxEncodingPredictor/Conv2D (55.30k/55.30k flops)
BoxPredictor_1/ClassPredictor/BiasAdd (54.60k/54.60k flops)
BoxPredictor_2/ClassPredictor/BiasAdd (13.65k/13.65k flops)
BoxPredictor_3/ClassPredictor/BiasAdd (4.91k/4.91k flops)
BoxPredictor_0/BoxEncodingPredictor/BiasAdd (4.33k/4.33k flops)
BoxPredictor_1/BoxEncodingPredictor/BiasAdd (2.40k/2.40k flops)
BoxPredictor_4/ClassPredictor/BiasAdd (2.18k/2.18k flops)
MultipleGridAnchorGenerator/sub (2.17k/2.17k flops)
MultipleGridAnchorGenerator/add_2 (2.17k/2.17k flops)
MultipleGridAnchorGenerator/mul_20 (2.17k/2.17k flops)
MultipleGridAnchorGenerator/mul_19 (2.17k/2.17k flops)
Postprocessor/Decode/truediv_6 (1.92k/1.92k flops)
Postprocessor/Decode/add (1.92k/1.92k flops)
Postprocessor/Decode/add_1 (1.92k/1.92k flops)
Postprocessor/Decode/add_2 (1.92k/1.92k flops)
Postprocessor/Decode/add_3 (1.92k/1.92k flops)
Postprocessor/Decode/get_center_coordinates_and_sizes/add (1.92k/1.92k flops)
Postprocessor/Decode/get_center_coordinates_and_sizes/add_1 (1.92k/1.92k flops)
Postprocessor/Decode/get_center_coordinates_and_sizes/sub (1.92k/1.92k flops)
Postprocessor/Decode/get_center_coordinates_and_sizes/sub_1 (1.92k/1.92k flops)
Postprocessor/Decode/get_center_coordinates_and_sizes/truediv (1.92k/1.92k flops)
Postprocessor/Decode/get_center_coordinates_and_sizes/truediv_1 (1.92k/1.92k flops)
Postprocessor/Decode/mul (1.92k/1.92k flops)
Postprocessor/Decode/mul_1 (1.92k/1.92k flops)
Postprocessor/Decode/mul_3 (1.92k/1.92k flops)
Postprocessor/Decode/truediv_7 (1.92k/1.92k flops)
Postprocessor/Decode/truediv_5 (1.92k/1.92k flops)
Postprocessor/Decode/truediv_4 (1.92k/1.92k flops)
Postprocessor/Decode/truediv_3 (1.92k/1.92k flops)
Postprocessor/Decode/truediv_2 (1.92k/1.92k flops)
Postprocessor/Decode/truediv_1 (1.92k/1.92k flops)
Postprocessor/Decode/truediv (1.92k/1.92k flops)
Postprocessor/Decode/sub_1 (1.92k/1.92k flops)
Postprocessor/Decode/sub (1.92k/1.92k flops)
Postprocessor/Decode/mul_2 (1.92k/1.92k flops)
MultipleGridAnchorGenerator/add_5 (1.20k/1.20k flops)
MultipleGridAnchorGenerator/sub_1 (1.20k/1.20k flops)
MultipleGridAnchorGenerator/mul_28 (1.20k/1.20k flops)
MultipleGridAnchorGenerator/mul_27 (1.20k/1.20k flops)
MultipleGridAnchorGenerator/mul_21 (1.08k/1.08k flops)
BoxPredictor_2/BoxEncodingPredictor/BiasAdd (600/600 flops)
MultipleGridAnchorGenerator/mul_29 (600/600 flops)
BoxPredictor_5/ClassPredictor/BiasAdd (546/546 flops)
MultipleGridAnchorGenerator/mul_36 (300/300 flops)
MultipleGridAnchorGenerator/mul_35 (300/300 flops)
MultipleGridAnchorGenerator/sub_2 (300/300 flops)
MultipleGridAnchorGenerator/add_8 (300/300 flops)
BoxPredictor_3/BoxEncodingPredictor/BiasAdd (216/216 flops)
MultipleGridAnchorGenerator/mul_37 (150/150 flops)
MultipleGridAnchorGenerator/mul_43 (108/108 flops)
MultipleGridAnchorGenerator/mul_44 (108/108 flops)
MultipleGridAnchorGenerator/add_11 (108/108 flops)
MultipleGridAnchorGenerator/sub_3 (108/108 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_41 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_57 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_53 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_51 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_5 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_49 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_47 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_45 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_43 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_23 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_39 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_37 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_35 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_33 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_31 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_3 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_29 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_27 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_25 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_77 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_99 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_97 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_95 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_93 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_91 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_9 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_89 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_87 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_85 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_83 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_81 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_79 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_55 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_75 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_73 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_71 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_7 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_69 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_67 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_65 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_63 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_61 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_59 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_19 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_119 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_139 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_137 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_135 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_133 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_131 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_13 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_129 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_127 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_125 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_123 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_121 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_141 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_117 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_115 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_113 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_111 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_11 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_109 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_107 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_105 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_103 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_101 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_1 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_161 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/mul_11 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_179 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_177 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_175 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_173 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_171 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_17 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_169 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_167 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_165 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_163 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_21 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_159 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_157 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_155 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_153 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_151 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_15 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_149 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_147 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_145 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_143 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/mul_6 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/mul_7 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/mul_69 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/mul_68 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/mul_67 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/mul_66 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/mul_65 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/mul_64 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/mul_63 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/mul_62 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/mul_61 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/mul_60 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/mul_70 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/mul_59 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/mul_58 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/mul_57 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/mul_56 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/mul_55 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/mul_54 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/mul_53 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/mul_52 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/mul_51 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/mul_50 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/mul_89 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/mul_83 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/mul_85 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/mul_86 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/mul_82 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/mul_81 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/mul_80 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/mul_8 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/mul_79 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/mul_87 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/mul_88 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/mul_5 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/mul_78 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/mul_77 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/mul_76 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/mul_75 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/mul_74 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/mul_73 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/mul_9 (100/100 flops)
add (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/mul_72 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/mul_71 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/mul_19 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/mul_29 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/mul_28 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/mul_27 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/mul_26 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/mul_25 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/mul_24 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/mul_23 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/mul_22 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/mul_21 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/mul_20 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/mul_2 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/mul_3 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/mul_18 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/mul_17 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/mul_16 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/mul_15 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/mul_14 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/mul_13 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/mul_12 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/mul_84 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/mul_10 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/mul_1 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/mul_4 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/mul_49 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/mul_48 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/mul_47 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/mul_46 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/mul_45 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/mul_44 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/mul_43 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/mul_42 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/mul_41 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/mul_40 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/mul (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/mul_39 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/mul_38 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/mul_37 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/mul_36 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/mul_35 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/mul_34 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/mul_33 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/mul_32 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/mul_31 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/mul_30 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Less_59 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Less_69 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Less_68 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Less_67 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Less_66 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Less_65 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Less_64 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Less_63 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Less_62 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Less_61 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Less_60 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Less_6 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Less_7 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Less_58 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Less_57 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Less_56 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Less_55 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Less_54 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Less_53 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Less_52 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Less_51 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Less_50 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Less_5 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Less_8 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Less_9 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Less_89 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Less_88 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Less_87 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Less_86 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Less_85 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Less_84 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Less_83 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Less_82 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Less_81 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Less_80 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Less_49 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Less_79 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Less_78 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Less_77 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Less_76 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Less_75 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Less_74 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Less_73 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Less_72 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Less_71 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Less_70 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Less_18 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Less_28 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Less_27 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Less_26 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Less_25 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Less_24 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Less_23 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Less_22 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Less_21 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Less_20 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Less_2 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Less_19 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Less_29 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Less_17 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Less_16 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Less_15 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Less_14 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Less_13 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Less_12 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Less_11 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Less_10 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Less_1 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Less (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Less_39 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Less_48 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Less_47 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Less_46 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Less_45 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Less_44 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Less_43 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Less_42 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Less_41 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Less_40 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Less_4 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Less_38 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Less_37 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Less_36 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Less_35 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Less_34 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Less_33 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Less_32 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Less_31 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Less_30 (100/100 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Less_3 (100/100 flops)
BoxPredictor_4/BoxEncodingPredictor/BiasAdd (96/96 flops)
MultipleGridAnchorGenerator/mul_45 (54/54 flops)
MultipleGridAnchorGenerator/mul_51 (48/48 flops)
MultipleGridAnchorGenerator/sub_4 (48/48 flops)
MultipleGridAnchorGenerator/mul_52 (48/48 flops)
MultipleGridAnchorGenerator/add_14 (48/48 flops)
BoxPredictor_5/BoxEncodingPredictor/BiasAdd (24/24 flops)
MultipleGridAnchorGenerator/mul_53 (24/24 flops)
MultipleGridAnchorGenerator/mul_17 (19/19 flops)
MultipleGridAnchorGenerator/mul_18 (19/19 flops)
MultipleGridAnchorGenerator/add (19/19 flops)
MultipleGridAnchorGenerator/add_1 (19/19 flops)
MultipleGridAnchorGenerator/sub_5 (12/12 flops)
MultipleGridAnchorGenerator/add_17 (12/12 flops)
MultipleGridAnchorGenerator/mul_59 (12/12 flops)
MultipleGridAnchorGenerator/mul_60 (12/12 flops)
MultipleGridAnchorGenerator/add_4 (10/10 flops)
MultipleGridAnchorGenerator/add_3 (10/10 flops)
MultipleGridAnchorGenerator/mul_26 (10/10 flops)
MultipleGridAnchorGenerator/mul_25 (10/10 flops)
MultipleGridAnchorGenerator/mul_48 (6/6 flops)
MultipleGridAnchorGenerator/mul_47 (6/6 flops)
MultipleGridAnchorGenerator/mul_54 (6/6 flops)
MultipleGridAnchorGenerator/mul_31 (6/6 flops)
MultipleGridAnchorGenerator/mul_55 (6/6 flops)
MultipleGridAnchorGenerator/mul_46 (6/6 flops)
MultipleGridAnchorGenerator/mul_40 (6/6 flops)
MultipleGridAnchorGenerator/mul_39 (6/6 flops)
MultipleGridAnchorGenerator/mul_38 (6/6 flops)
MultipleGridAnchorGenerator/mul_32 (6/6 flops)
MultipleGridAnchorGenerator/mul_30 (6/6 flops)
MultipleGridAnchorGenerator/mul_24 (6/6 flops)
MultipleGridAnchorGenerator/mul_23 (6/6 flops)
MultipleGridAnchorGenerator/mul_22 (6/6 flops)
MultipleGridAnchorGenerator/mul_56 (6/6 flops)
MultipleGridAnchorGenerator/truediv_15 (6/6 flops)
MultipleGridAnchorGenerator/truediv_16 (6/6 flops)
MultipleGridAnchorGenerator/truediv_17 (6/6 flops)
MultipleGridAnchorGenerator/truediv_18 (6/6 flops)
MultipleGridAnchorGenerator/truediv_19 (6/6 flops)
MultipleGridAnchorGenerator/mul_61 (6/6 flops)
MultipleGridAnchorGenerator/mul_34 (5/5 flops)
MultipleGridAnchorGenerator/mul_33 (5/5 flops)
MultipleGridAnchorGenerator/add_6 (5/5 flops)
MultipleGridAnchorGenerator/add_7 (5/5 flops)
MultipleGridAnchorGenerator/add_10 (3/3 flops)
MultipleGridAnchorGenerator/truediv_14 (3/3 flops)
MultipleGridAnchorGenerator/mul_16 (3/3 flops)
MultipleGridAnchorGenerator/add_9 (3/3 flops)
MultipleGridAnchorGenerator/mul_15 (3/3 flops)
MultipleGridAnchorGenerator/mul_14 (3/3 flops)
MultipleGridAnchorGenerator/mul_41 (3/3 flops)
MultipleGridAnchorGenerator/mul_42 (3/3 flops)
MultipleGridAnchorGenerator/mul_50 (2/2 flops)
MultipleGridAnchorGenerator/mul_49 (2/2 flops)
Postprocessor/Decode/get_center_coordinates_and_sizes/transpose/sub_1 (2/2 flops)
MultipleGridAnchorGenerator/add_13 (2/2 flops)
MultipleGridAnchorGenerator/add_12 (2/2 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/sub_30 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/sub_3 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/sub_20 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/sub_29 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/sub_26 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/sub_28 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/sub_27 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/sub_21 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/sub_25 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/sub_36 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/sub_22 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/sub_24 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/sub_23 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/sub_31 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/sub_32 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/sub_33 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/sub_34 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/sub_35 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/sub (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/sub_37 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/sub_38 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/sub_39 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/sub_4 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/sub_40 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/sub_41 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/sub_42 (1/1 flops)
MultipleGridAnchorGenerator/mul_12 (1/1 flops)
MultipleGridAnchorGenerator/mul_57 (1/1 flops)
MultipleGridAnchorGenerator/mul_58 (1/1 flops)
MultipleGridAnchorGenerator/mul_5 (1/1 flops)
MultipleGridAnchorGenerator/mul_6 (1/1 flops)
MultipleGridAnchorGenerator/mul_4 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/sub_5 (1/1 flops)
MultipleGridAnchorGenerator/mul_3 (1/1 flops)
MultipleGridAnchorGenerator/mul_7 (1/1 flops)
MultipleGridAnchorGenerator/mul_2 (1/1 flops)
MultipleGridAnchorGenerator/mul_8 (1/1 flops)
MultipleGridAnchorGenerator/mul_9 (1/1 flops)
MultipleGridAnchorGenerator/mul_13 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/sub_2 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/sub_1 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/sub_10 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/sub_11 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/sub_12 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/sub_13 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/sub_14 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/sub_15 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/sub_16 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/sub_17 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/sub_18 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/sub_19 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/PadOrClipBoxList/sub (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/PadOrClipBoxList/sub_7 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/PadOrClipBoxList/sub_6 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/PadOrClipBoxList/sub_5 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/PadOrClipBoxList/sub_4 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/PadOrClipBoxList/sub_3 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/PadOrClipBoxList/sub_2 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/PadOrClipBoxList/sub_13 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/PadOrClipBoxList/sub_12 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/PadOrClipBoxList/sub_11 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/PadOrClipBoxList/sub_10 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/PadOrClipBoxList/sub_1 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/PadOrClipBoxList/sub_8 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/PadOrClipBoxList/Greater_6 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/PadOrClipBoxList/Greater_5 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/PadOrClipBoxList/Greater_4 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/PadOrClipBoxList/Greater_3 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/PadOrClipBoxList/Greater_2 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/PadOrClipBoxList/Greater_1 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/PadOrClipBoxList/Greater (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/sub_9 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/sub_89 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/sub_88 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/sub_87 (1/1 flops)
MultipleGridAnchorGenerator/add_21 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Minimum_27 (1/1 flops)
MultipleGridAnchorGenerator/Minimum (1/1 flops)
Postprocessor/truediv_1 (1/1 flops)
Postprocessor/truediv (1/1 flops)
MultipleGridAnchorGenerator/add_15 (1/1 flops)
MultipleGridAnchorGenerator/add_16 (1/1 flops)
Postprocessor/Decode/transpose_1/sub (1/1 flops)
Postprocessor/Decode/transpose/sub (1/1 flops)
MultipleGridAnchorGenerator/add_18 (1/1 flops)
MultipleGridAnchorGenerator/add_19 (1/1 flops)
MultipleGridAnchorGenerator/add_20 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/sub_86 (1/1 flops)
MultipleGridAnchorGenerator/add_22 (1/1 flops)
MultipleGridAnchorGenerator/add_23 (1/1 flops)
Postprocessor/Decode/get_center_coordinates_and_sizes/transpose/sub (1/1 flops)
MultipleGridAnchorGenerator/assert_equal/Equal (1/1 flops)
MultipleGridAnchorGenerator/mul (1/1 flops)
MultipleGridAnchorGenerator/mul_1 (1/1 flops)
MultipleGridAnchorGenerator/mul_10 (1/1 flops)
MultipleGridAnchorGenerator/mul_11 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/mul (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/PadOrClipBoxList/sub_9 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/sub_54 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/sub_64 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/sub_63 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/sub_62 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/sub_61 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/sub_60 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/sub_6 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/sub_59 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/sub_58 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/sub_57 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/sub_56 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/sub_55 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/sub_65 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/sub_53 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/sub_52 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/sub_51 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/sub_50 (1/1 flops)
MultipleGridAnchorGenerator/truediv_11 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/sub_49 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/sub_48 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/sub_47 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/sub_46 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/sub_45 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/sub_44 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/sub_75 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/sub_85 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/sub_84 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/sub_83 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/sub_82 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/sub_81 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/sub_80 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/sub_8 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/sub_79 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/sub_78 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/sub_77 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/sub_76 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/sub_43 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/sub_74 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/sub_73 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/sub_72 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/sub_71 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/sub_70 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/sub_7 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/sub_69 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/sub_68 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/sub_67 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/sub_66 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/SortByField/Equal (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Minimum_86 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_18 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Minimum_87 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_178 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Minimum_88 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_176 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Minimum_89 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_174 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Minimum_9 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_172 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Minimum_90 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_170 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_2 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/SortByField_1/Equal (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_168 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_166 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Minimum_26 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_164 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_10 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_162 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_100 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_160 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_16 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_30 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_40 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_4 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Minimum_76 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_38 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Minimum_77 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_36 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Minimum_78 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_34 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Minimum_79 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_32 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Minimum_8 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Minimum_25 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Minimum_80 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Minimum_81 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_28 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Minimum_82 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_26 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Minimum_83 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_24 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Minimum_84 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_22 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Minimum_85 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_20 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Minimum_13 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_136 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Minimum_19 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_134 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Minimum (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_132 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Minimum_1 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_130 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Minimum_10 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Minimum_11 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_128 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Minimum_12 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_126 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_112 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_124 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Minimum_14 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_122 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Minimum_15 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_120 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_12 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Minimum_16 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_118 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Minimum_17 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_116 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Minimum_18 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_148 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_158 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_102 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_156 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Minimum_24 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_154 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_104 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_152 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Minimum_23 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_150 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_106 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Minimum_22 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Minimum_75 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_108 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_146 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Minimum_21 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_144 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Minimum_20 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_142 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_110 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_140 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_14 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Minimum_2 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_138 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Minimum_47 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Minimum_37 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Minimum_38 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Minimum_39 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Minimum_4 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Minimum_40 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Minimum_41 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Minimum_42 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Minimum_43 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Minimum_44 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Minimum_45 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Minimum_46 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_98 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Minimum_36 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_96 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Minimum_48 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_94 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Minimum_49 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_92 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Minimum_5 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_90 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Minimum_50 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Minimum_51 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_88 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Minimum_52 (1/1 flops)
MultipleGridAnchorGenerator/truediv_8 (1/1 flops)
MultipleGridAnchorGenerator/truediv_1 (1/1 flops)
MultipleGridAnchorGenerator/truediv_10 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_114 (1/1 flops)
MultipleGridAnchorGenerator/truediv_12 (1/1 flops)
MultipleGridAnchorGenerator/truediv_13 (1/1 flops)
MultipleGridAnchorGenerator/truediv_2 (1/1 flops)
MultipleGridAnchorGenerator/truediv_3 (1/1 flops)
MultipleGridAnchorGenerator/truediv_4 (1/1 flops)
MultipleGridAnchorGenerator/truediv_5 (1/1 flops)
MultipleGridAnchorGenerator/truediv_6 (1/1 flops)
MultipleGridAnchorGenerator/truediv_7 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_86 (1/1 flops)
MultipleGridAnchorGenerator/truediv_9 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Greater (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Minimum_28 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Minimum_29 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Minimum_3 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Minimum_30 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Minimum_31 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Minimum_32 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Minimum_33 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Minimum_34 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Minimum_35 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_52 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Minimum_64 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_62 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Minimum_65 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_60 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_6 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Minimum_66 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_58 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Minimum_67 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_56 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Minimum_68 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_54 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Minimum_69 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_64 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Minimum_7 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_50 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Minimum_70 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Minimum_71 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_48 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Minimum_72 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_46 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Minimum_73 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_44 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Minimum_74 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_42 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Minimum_58 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Minimum_53 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_84 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Minimum_54 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_82 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Minimum_55 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_80 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_8 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Minimum_56 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_78 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Minimum_57 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_76 (1/1 flops)
MultipleGridAnchorGenerator/truediv (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_74 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Minimum_59 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_72 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Minimum_6 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_70 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Minimum_60 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Minimum_61 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_68 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Minimum_62 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/add_66 (1/1 flops)
Postprocessor/BatchMultiClassNonMaxSuppression/MultiClassNonMaxSuppression/Minimum_63 (1/1 flops)
======================End of Report==========================
2019-01-21 16:47:38.265610: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1511] Adding visible gpu devices: 0, 1
2019-01-21 16:47:38.265740: I tensorflow/core/common_runtime/gpu/gpu_device.cc:982] Device interconnect StreamExecutor with strength 1 edge matrix:
2019-01-21 16:47:38.265752: I tensorflow/core/common_runtime/gpu/gpu_device.cc:988] 0 1
2019-01-21 16:47:38.265759: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1001] 0: N N
2019-01-21 16:47:38.265764: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1001] 1: N N
2019-01-21 16:47:38.266175: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1115] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 6951 MB memory) -> physical GPU (device: 0, name: GeForce GTX 1080, pci bus id: 0000:02:00.0, compute capability: 6.1)
2019-01-21 16:47:38.266421: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1115] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:1 with 7333 MB memory) -> physical GPU (device: 1, name: GeForce GTX 1080, pci bus id: 0000:82:00.0, compute capability: 6.1)
2019-01-21 16:47:42.036276: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1511] Adding visible gpu devices: 0, 1
2019-01-21 16:47:42.036417: I tensorflow/core/common_runtime/gpu/gpu_device.cc:982] Device interconnect StreamExecutor with strength 1 edge matrix:
2019-01-21 16:47:42.036430: I tensorflow/core/common_runtime/gpu/gpu_device.cc:988] 0 1
2019-01-21 16:47:42.036437: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1001] 0: N N
2019-01-21 16:47:42.036443: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1001] 1: N N
2019-01-21 16:47:42.036813: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1115] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 6951 MB memory) -> physical GPU (device: 0, name: GeForce GTX 1080, pci bus id: 0000:02:00.0, compute capability: 6.1)
2019-01-21 16:47:42.037004: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1115] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:1 with 7333 MB memory) -> physical GPU (device: 1, name: GeForce GTX 1080, pci bus id: 0000:82:00.0, compute capability: 6.1)
2019-01-21 16:47:43.911743: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1511] Adding visible gpu devices: 0, 1
2019-01-21 16:47:43.911885: I tensorflow/core/common_runtime/gpu/gpu_device.cc:982] Device interconnect StreamExecutor with strength 1 edge matrix:
2019-01-21 16:47:43.911903: I tensorflow/core/common_runtime/gpu/gpu_device.cc:988] 0 1
2019-01-21 16:47:43.911912: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1001] 0: N N
2019-01-21 16:47:43.911920: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1001] 1: N N
2019-01-21 16:47:43.912361: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1115] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 6951 MB memory) -> physical GPU (device: 0, name: GeForce GTX 1080, pci bus id: 0000:02:00.0, compute capability: 6.1)
2019-01-21 16:47:43.913248: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1115] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:1 with 7333 MB memory) -> physical GPU (device: 1, name: GeForce GTX 1080, pci bus id: 0000:82:00.0, compute capability: 6.1)
2019-01-21 16:47:48.089991: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1511] Adding visible gpu devices: 0, 1
2019-01-21 16:47:48.090152: I tensorflow/core/common_runtime/gpu/gpu_device.cc:982] Device interconnect StreamExecutor with strength 1 edge matrix:
2019-01-21 16:47:48.090178: I tensorflow/core/common_runtime/gpu/gpu_device.cc:988] 0 1
2019-01-21 16:47:48.090198: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1001] 0: N N
2019-01-21 16:47:48.090213: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1001] 1: N N
2019-01-21 16:47:48.090919: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1115] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 6951 MB memory) -> physical GPU (device: 0, name: GeForce GTX 1080, pci bus id: 0000:02:00.0, compute capability: 6.1)
2019-01-21 16:47:48.091164: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1115] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:1 with 7333 MB memory) -> physical GPU (device: 1, name: GeForce GTX 1080, pci bus id: 0000:82:00.0, compute capability: 6.1)
2019-01-21 16:47:51.076702: I tensorflow/core/grappler/devices.cc:51] Number of eligible GPUs (core count >= 8): 2
2019-01-21 16:47:51.077741: I tensorflow/core/grappler/clusters/single_machine.cc:359] Starting new session
2019-01-21 16:47:51.078776: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1511] Adding visible gpu devices: 0, 1
2019-01-21 16:47:51.078869: I tensorflow/core/common_runtime/gpu/gpu_device.cc:982] Device interconnect StreamExecutor with strength 1 edge matrix:
2019-01-21 16:47:51.078881: I tensorflow/core/common_runtime/gpu/gpu_device.cc:988] 0 1
2019-01-21 16:47:51.078890: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1001] 0: N N
2019-01-21 16:47:51.078896: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1001] 1: N N
2019-01-21 16:47:51.079238: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1115] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 6951 MB memory) -> physical GPU (device: 0, name: GeForce GTX 1080, pci bus id: 0000:02:00.0, compute capability: 6.1)
2019-01-21 16:47:51.079431: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1115] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:1 with 7333 MB memory) -> physical GPU (device: 1, name: GeForce GTX 1080, pci bus id: 0000:82:00.0, compute capability: 6.1)
2019-01-21 16:47:53.651915: I tensorflow/contrib/tensorrt/convert/convert_nodes.cc:2957] Segment @scope '', converted to graph
2019-01-21 16:47:53.652032: E tensorflow/contrib/tensorrt/convert/convert_graph.cc:418] Can't find a device placement for the op!
2019-01-21 16:47:54.051113: W tensorflow/contrib/tensorrt/log/trt_logger.cc:34] DefaultLogger Half2 support requested on hardware without native FP16 support, performance will be negatively affected.
2019-01-21 16:48:41.682193: I tensorflow/contrib/tensorrt/convert/convert_graph.cc:952] Engine my_trt_op_0 creation for segment 0, composed of 931 nodes succeeded.
2019-01-21 16:48:44.251537: W tensorflow/contrib/tensorrt/convert/trt_optimization_pass.cc:185] TensorRTOptimizer is probably called on funcdef! This optimizer must *NOT* be called on function objects.
2019-01-21 16:48:44.614295: W tensorflow/contrib/tensorrt/convert/trt_optimization_pass.cc:185] TensorRTOptimizer is probably called on funcdef! This optimizer must *NOT* be called on function objects.
2019-01-21 16:48:44.747960: I tensorflow/core/grappler/optimizers/meta_optimizer.cc:501] Optimization results for grappler item: tf_graph
2019-01-21 16:48:44.748024: I tensorflow/core/grappler/optimizers/meta_optimizer.cc:503] constant folding: Graph size after: 3877 nodes (-2975), 4850 edges (-3394), time = 1264.25598ms.
2019-01-21 16:48:44.748030: I tensorflow/core/grappler/optimizers/meta_optimizer.cc:503] layout: Graph size after: 3902 nodes (25), 4876 edges (26), time = 264.916ms.
2019-01-21 16:48:44.748035: I tensorflow/core/grappler/optimizers/meta_optimizer.cc:503] TensorRTOptimizer: Graph size after: 2972 nodes (-930), 3765 edges (-1111), time = 48818.5742ms.
2019-01-21 16:48:44.748043: I tensorflow/core/grappler/optimizers/meta_optimizer.cc:503] constant folding: Graph size after: 2962 nodes (-10), 3765 edges (0), time = 719.106ms.
2019-01-21 16:48:44.748048: I tensorflow/core/grappler/optimizers/meta_optimizer.cc:503] TensorRTOptimizer: Graph size after: 2962 nodes (0), 3765 edges (0), time = 614.29ms.
2019-01-21 16:48:44.748054: I tensorflow/core/grappler/optimizers/meta_optimizer.cc:501] Optimization results for grappler item: my_trt_op_0_native_segment
2019-01-21 16:48:44.748075: I tensorflow/core/grappler/optimizers/meta_optimizer.cc:503] constant folding: Graph size after: 932 nodes (0), 1112 edges (0), time = 440.554ms.
2019-01-21 16:48:44.748087: I tensorflow/core/grappler/optimizers/meta_optimizer.cc:503] layout: Invalid argument: The graph is already optimized by layout optimizer.
2019-01-21 16:48:44.748096: I tensorflow/core/grappler/optimizers/meta_optimizer.cc:503] TensorRTOptimizer: Graph size after: 932 nodes (0), 1112 edges (0), time = 47.589ms.
2019-01-21 16:48:44.748104: I tensorflow/core/grappler/optimizers/meta_optimizer.cc:503] constant folding: Graph size after: 932 nodes (0), 1112 edges (0), time = 314.848ms.
2019-01-21 16:48:44.748113: I tensorflow/core/grappler/optimizers/meta_optimizer.cc:503] TensorRTOptimizer: Graph size after: 932 nodes (0), 1112 edges (0), time = 47.659ms.
loading annotations into memory...
Done (t=1.50s)
creating index...
index created!
2019-01-21 16:48:47.636460: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1511] Adding visible gpu devices: 0, 1
2019-01-21 16:48:47.636610: I tensorflow/core/common_runtime/gpu/gpu_device.cc:982] Device interconnect StreamExecutor with strength 1 edge matrix:
2019-01-21 16:48:47.636623: I tensorflow/core/common_runtime/gpu/gpu_device.cc:988] 0 1
2019-01-21 16:48:47.636630: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1001] 0: N N
2019-01-21 16:48:47.636635: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1001] 1: N N
2019-01-21 16:48:47.637062: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1115] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 6951 MB memory) -> physical GPU (device: 0, name: GeForce GTX 1080, pci bus id: 0000:02:00.0, compute capability: 6.1)
2019-01-21 16:48:47.637263: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1115] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:1 with 7333 MB memory) -> physical GPU (device: 1, name: GeForce GTX 1080, pci bus id: 0000:82:00.0, compute capability: 6.1)
100%|██████████████████████████████████████████████████████████████████████████████████| 4096/4096 [02:13<00:00, 30.65it/s]
Loading and preparing results...
DONE (t=0.35s)
creating index...
index created!
Running per image evaluation...
Evaluate annotation type *bbox*
DONE (t=11.10s).
Accumulating evaluation results...
DONE (t=1.80s).
Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.269
Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.388
Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.299
Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.026
Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.185
Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.617
Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.236
Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.299
Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.300
Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.034
Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.214
Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.681
{
"avg_latency_ms": 17.33033958589658,
"avg_throughput_fps": 57.70227380967187,
"map": 0.26908895577378594
}
ASSERTION PASSED: statistics['map'] > (0.268 - 0.005)
➜ tensorrt git:(master) ✗ vim my.json
➜ tensorrt git:(master) ✗ cat my.json
{
"source_model": {
"model_name": "ssd_inception_v2_coco",
"output_dir": "models"
},
"optimization_config": {
"use_trt": true,
"precision_mode": "FP16",
"force_nms_cpu": true,
"replace_relu6": true,
"remove_assert": true,
"override_nms_score_threshold": 0.3,
"max_batch_size": 1
},
"benchmark_config": {
"images_dir": "/tmp/coco/coco/val2017",
"annotation_path": "/tmp/coco/coco/annotations/instances_val2017.json",
"batch_size": 1,
"image_shape": [600, 600],
"num_images": 4096,
"output_path": "stats/ssd_inception_v2_coco_trt_fp16.json"
},
"assertions": [
"statistics['map'] > (0.268 - 0.005)"
]
}
测试脚本
import os
from tftrt.examples.object_detection import optimize_model
from tftrt.examples.object_detection import benchmark_model
from tftrt.examples.object_detection import test
model_root='/home/amax/tensorrt/models/ssd_inception_v2_coco_2018_01_28'
config_path=os.path.join(model_root,'pipeline.config')
checkpoint_path=os.path.join(model_root,'model.ckpt')
frozen_graph = optimize_model(
config_path=config_path,
checkpoint_path=checkpoint_path,
use_trt=True,
precision_mode='FP16')
images_dir = '/tmp/coco/coco/val2017/'
annotation_path='/tmp/coco/coco/annotations/instances_val2017.json'
statistics = benchmark_model(
frozen_graph=frozen_graph,
images_dir=images_dir,
annotation_path=annotation_path
)
