ImportError:无法从tensorflow.python.keras._impl.keras.backend

时间:2019-08-08 06:59:03

标签: tensorflow keras deep-learning python-3.5

当前版本堆栈:

python 3.5

tensorflow                    1.14.0                
tensorflow-estimator          1.14.0                
tensorflow-gpu                1.14.0                
tensorflow-tensorboard        0.1.8 

protobuf                      3.9.1

Keras                         2.2.4                 
Keras-Applications            1.0.7                 
Keras-Preprocessing           1.0.9

驱动程序和机器:

Ubuntu 16.04 , NVIDIA-SMI 396.54 , CUDA - 9.0 , CuDnn 7 , libcudnn - 7.4.1

摘要-

无法从tensorflow.python.keras._impl.keras.backend上的Abs导入 tensorflow-gpu == 1.14.0

并且无法在tensorflow-gpu == 1.8.0上获取CheckpointableBase属性

哪个tensorflow-gpu和keras版本同时支持CheckpointableBase属性和tensorflow.python.keras._impl.keras.backend中的'abs'?

详细信息-

我目前正在用Keras == 2.2.4训练问题端口掩码rcnn。根据一些threads的说法,为了获得Abs,我尝试将tensorflow-gpu更新为1.8.0,并更新了protobuf。虽然我当时能够导入abs,但最终在tensorflow-gpu上收到“ AttributeError:模块'tensorflow.python.training.checkpointable'没有属性'CheckpointableBase'”到1.8.0。然后为了获取CheckpointableBase,再次指向一些线程更新tensorflow-gpu == 1.14.0。

跟踪

Traceback (most recent call last):
  File "/home/kalpit/Desktop/palash/m-rcnn-traning/data/libraries/bacteria_rcnn_train.py", line 53, in <module>
    import keras 
  File "/usr/local/lib/python3.5/dist-packages/keras/__init__.py", line 3, in <module>
    from . import utils
  File "/usr/local/lib/python3.5/dist-packages/keras/utils/__init__.py", line 6, in <module>
    from . import conv_utils
  File "/usr/local/lib/python3.5/dist-packages/keras/utils/conv_utils.py", line 9, in <module>
    from .. import backend as K
  File "/usr/local/lib/python3.5/dist-packages/keras/backend/__init__.py", line 84, in <module>
    from .tensorflow_backend import *
  File "/usr/local/lib/python3.5/dist-packages/keras/backend/tensorflow_backend.py", line 5, in <module>
    import tensorflow as tf
  File "/usr/local/lib/python3.5/dist-packages/tensorflow/__init__.py", line 28, in <module>
    from tensorflow.python import pywrap_tensorflow  # pylint: disable=unused-import
  File "/usr/local/lib/python3.5/dist-packages/tensorflow/python/__init__.py", line 83, in <module>
    from tensorflow.python import keras
  File "/usr/local/lib/python3.5/dist-packages/tensorflow/python/keras/__init__.py", line 26, in <module>
    from tensorflow.python.keras import activations
  File "/usr/local/lib/python3.5/dist-packages/tensorflow/python/keras/activations/__init__.py", line 22, in <module>
    from tensorflow.python.keras._impl.keras.activations import elu
  File "/usr/local/lib/python3.5/dist-packages/tensorflow/python/keras/_impl/keras/__init__.py", line 21, in <module>
    from tensorflow.python.keras._impl.keras import activations
  File "/usr/local/lib/python3.5/dist-packages/tensorflow/python/keras/_impl/keras/activations.py", line 23, in <module>
    from tensorflow.python.keras._impl.keras import backend as K
  File "/usr/local/lib/python3.5/dist-packages/tensorflow/python/keras/_impl/keras/backend.py", line 38, in <module>
    from tensorflow.python.layers import base as tf_base_layers
  File "/usr/local/lib/python3.5/dist-packages/tensorflow/python/layers/base.py", line 25, in <module>
    from tensorflow.python.keras import backend
  File "/usr/local/lib/python3.5/dist-packages/tensorflow/python/keras/backend/__init__.py", line 22, in <module>
    from tensorflow.python.keras._impl.keras.backend import abs
ImportError: cannot import name 'abs'

1 个答案:

答案 0 :(得分:2)

嗨,

我能够通过从dist-packages目录本身中删除所有tensorFlow和keras python3软件包,使用pip3卸载并再次安装tensorflow == 1.8.0
来解决此问题。 tensorflow-gpu == 1.8.0,Keras == 2.2.4

(引起此特定错误的潜在原因是python在解包目录中引用了多个tensoflow-gpu,keras版本的软件包文件。尽管通过pip3安装了特定的tensoflow-gpu,keras版本应该理想地删除先前的现有版本。但是就我而言,这没有发生。)

解决方案:

  1. 使用$ locate --basename '\tensorflow'命令(如果您使用的是Ubuntu)在dist-packages目录中找到tensorflow和keras软件包。就我而言,是
  

$查找--basename'\ tensorflow'

输出-

/usr/local/lib/python3.5/dist-packages/tensorflow
/usr/local/lib/python3.5/dist-packages/tensorflow/include/tensorflow
/usr/share/nginx/html/projects/python/machine-learning/objectDetection/models-master/research/syntaxnet/tensorflow

  

$查找--basename'\ keras'

输出-

/usr/local/lib/python3.5/dist-packages/keras
/usr/local/lib/python3.5/dist-packages/tensorflow/keras
/usr/local/lib/python3.5/dist-packages/tensorflow/contrib/keras
/usr/local/lib/python3.5/dist-packages/tensorflow/contrib/keras/api/keras
/usr/local/lib/python3.5/dist-packages/tensorflow/python/keras
/usr/local/lib/python3.5/dist-packages/tensorflow/python/keras/_impl/keras
/usr/local/lib/python3.5/dist-packages/tensorflow/tools/api/generator/api/keras
/usr/share/nginx/html/projects/python/Playground/lambda/testkeras/keras
  1. 现在您已经知道所需的软件包位置。只需使用以下命令删除tensorflow和keras目录并卸载软件包

删除目录

sudo rm -R /usr/local/lib/python3.5/dist-packages/tensorflow/
sudo rm -R /usr/share/nginx/html/projects/python/machine-learning/objectDetection/models-master/research/syntaxnet/tensorflow

sudo rm -R /usr/local/lib/python3.5/dist-packages/keras/
sudo rm -R /usr/share/nginx/html/projects/python/Playground/lambda/testkeras/keras

使用pip3卸载

sudo pip3 uninstall tensorflow
sudo pip3 uninstall tensorflow-gpu
sudo pip3 uninstall keras
  1. 再次安装tensorflow,tensorflow-gpu,keras

    sudo pip3 install tensorflow == 1.8.0
    须藤pip3 install tensorflow-gpu == 1.8.0 sudo pip3 install Keras == 2.2.4