import tensorflow.keras as k
import tensorflow as tf
import numpy as np
x = np.ones([8,224,224,3]).astype(np.float)
data = tf.placeholder(tf.float32,[None,224,224,3])
net = k.layers.Conv2D(64,[3,3])(data)
y_ = tf.layers.batch_normalization(net, name='qsd')
with tf.Session() as sess:
sess.run(tf.initialize_all_variables())
y = sess.run(y_,feed_dict={data:x})
print(y)结果
"C:\Program Files\Python36\python.exe" "E:/md_book/09 论文_代码_说明/06 目标检测/03 centernet-Objects as Points/code/keras-CenterNet-master02/tmp/11.py"
2020-10-28 13:55:58.042592: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library cudart64_100.dll
WARNING:tensorflow:From E:/md_book/09 论文_代码_说明/06 目标检测/03 centernet-Objects as Points/code/keras-CenterNet-master02/tmp/11.py:5: The name tf.placeholder is deprecated. Please use tf.compat.v1.placeholder instead.
WARNING:tensorflow:From C:\Program Files\Python36\lib\site-packages\tensorflow_core\python\ops\resource_variable_ops.py:1630: calling BaseResourceVariable.__init__ (from tensorflow.python.ops.resource_variable_ops) with constraint is deprecated and will be removed in a future version.
Instructions for updating:
If using Keras pass *_constraint arguments to layers.
WARNING:tensorflow:From E:/md_book/09 论文_代码_说明/06 目标检测/03 centernet-Objects as Points/code/keras-CenterNet-master02/tmp/11.py:7: batch_normalization (from tensorflow.python.layers.normalization) is deprecated and will be removed in a future version.
Instructions for updating:
Use keras.layers.BatchNormalization instead. In particular, `tf.control_dependencies(tf.GraphKeys.UPDATE_OPS)` should not be used (consult the `tf.keras.layers.batch_normalization` documentation).
WARNING:tensorflow:From C:\Program Files\Python36\lib\site-packages\tensorflow_core\python\layers\normalization.py:327: Layer.apply (from tensorflow.python.keras.engine.base_layer) is deprecated and will be removed in a future version.
Instructions for updating:
Please use `layer.__call__` method instead.
WARNING:tensorflow:From E:/md_book/09 论文_代码_说明/06 目标检测/03 centernet-Objects as Points/code/keras-CenterNet-master02/tmp/11.py:8: The name tf.Session is deprecated. Please use tf.compat.v1.Session instead.
2020-10-28 13:55:59.904304: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library nvcuda.dll
2020-10-28 13:56:00.885049: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1639] Found device 0 with properties:
name: GeForce GTX 1070 major: 6 minor: 1 memoryClockRate(GHz): 1.695
pciBusID: 0000:01:00.0
2020-10-28 13:56:00.885792: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library cudart64_100.dll
2020-10-28 13:56:00.891817: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library cublas64_100.dll
2020-10-28 13:56:00.898733: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library cufft64_100.dll
2020-10-28 13:56:00.901716: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library curand64_100.dll
2020-10-28 13:56:00.912136: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library cusolver64_100.dll
2020-10-28 13:56:00.918777: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library cusparse64_100.dll
2020-10-28 13:56:01.032494: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library cudnn64_7.dll
2020-10-28 13:56:01.034644: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1767] Adding visible gpu devices: 0
2020-10-28 13:56:01.039832: I tensorflow/core/platform/cpu_feature_guard.cc:142] Your CPU supports instructions that this TensorFlow binary was not compiled to use: AVX2
2020-10-28 13:56:01.046427: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1639] Found device 0 with properties:
name: GeForce GTX 1070 major: 6 minor: 1 memoryClockRate(GHz): 1.695
pciBusID: 0000:01:00.0
2020-10-28 13:56:01.046572: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library cudart64_100.dll
2020-10-28 13:56:01.046664: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library cublas64_100.dll
2020-10-28 13:56:01.046758: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library cufft64_100.dll
2020-10-28 13:56:01.046851: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library curand64_100.dll
2020-10-28 13:56:01.046944: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library cusolver64_100.dll
2020-10-28 13:56:01.047037: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library cusparse64_100.dll
2020-10-28 13:56:01.047131: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library cudnn64_7.dll
2020-10-28 13:56:01.048002: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1767] Adding visible gpu devices: 0
2020-10-28 13:56:04.311926: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1180] Device interconnect StreamExecutor with strength 1 edge matrix:
2020-10-28 13:56:04.312030: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1186] 0
2020-10-28 13:56:04.312091: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1199] 0: N
2020-10-28 13:56:04.316842: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1325] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 6794 MB memory) -> physical GPU (device: 0, name: GeForce GTX 1070, pci bus id: 0000:01:00.0, compute capability: 6.1)
WARNING:tensorflow:From C:\Program Files\Python36\lib\site-packages\tensorflow_core\python\util\tf_should_use.py:198: initialize_all_variables (from tensorflow.python.ops.variables) is deprecated and will be removed after 2017-03-02.
Instructions for updating:
Use `tf.global_variables_initializer` instead.
2020-10-28 13:56:04.762211: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library cudnn64_7.dll
2020-10-28 13:56:06.817843: W tensorflow/stream_executor/cuda/redzone_allocator.cc:312] Internal: Invoking ptxas not supported on Windows
Relying on driver to perform ptx compilation. This message will be only logged once.
2020-10-28 13:56:06.865571: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library cublas64_100.dll
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Process finished with exit code 0