Я пытаюсь использовать keras, но не могу, потому что при запуске from tensorflow import keras
я получаю следующую ошибку:
➜ kerasTutorial python3
Python 3.7.7 (default, Mar 10 2020, 15:43:33)
[Clang 11.0.0 (clang-1100.0.33.17)] on darwin
Type "help", "copyright", "credits" or "license" for more information.
>>> from tensorflow import keras
Traceback (most recent call last):
File "<stdin>", line 1, in <module>
File "/usr/local/lib/python3.7/site-packages/tensorflow/__init__.py", line 41, in <module>
from tensorflow.python.tools import module_util as _module_util
File "/usr/local/lib/python3.7/site-packages/tensorflow/python/__init__.py", line 64, in <module>
from tensorflow.python.framework.framework_lib import * # pylint: disable=redefined-builtin
File "/usr/local/lib/python3.7/site-packages/tensorflow/python/framework/framework_lib.py", line 25, in <module>
from tensorflow.python.framework.ops import Graph
File "/usr/local/lib/python3.7/site-packages/tensorflow/python/framework/ops.py", line 64, in <module>
from tensorflow.python.platform import app
File "/usr/local/lib/python3.7/site-packages/tensorflow/python/platform/app.py", line 23, in <module>
from absl.app import run as _run
File "/usr/local/lib/python3.7/site-packages/absl/app.py", line 35, in <module>
import pdb
File "/usr/local/Cellar/python/3.7.7/Frameworks/Python.framework/Versions/3.7/lib/python3.7/pdb.py", line 76, in <module>
import code
File "/Users/mathewlewis/Documents/Y4S3/Crypto/kerasTutorial/code.py", line 4, in <module>
from tensorflow.keras.models import Sequential
File "/usr/local/lib/python3.7/site-packages/tensorflow/keras/__init__.py", line 14, in <module>
from . import activations
File "/usr/local/lib/python3.7/site-packages/tensorflow/keras/activations/__init__.py", line 10, in <module>
from tensorflow.python.keras.activations import deserialize
File "/usr/local/lib/python3.7/site-packages/tensorflow/python/keras/__init__.py", line 27, in <module>
from tensorflow.python.keras import models
File "/usr/local/lib/python3.7/site-packages/tensorflow/python/keras/models.py", line 23, in <module>
from tensorflow.python.keras import backend as K
File "/usr/local/lib/python3.7/site-packages/tensorflow/python/keras/backend.py", line 36, in <module>
from tensorflow.python.client import session as session_module
File "/usr/local/lib/python3.7/site-packages/tensorflow/python/client/session.py", line 38, in <module>
from tensorflow.python.framework import sparse_tensor
File "/usr/local/lib/python3.7/site-packages/tensorflow/python/framework/sparse_tensor.py", line 29, in <module>
from tensorflow.python.framework import constant_op
File "/usr/local/lib/python3.7/site-packages/tensorflow/python/framework/constant_op.py", line 324, in <module>
ops.register_tensor_conversion_function(
AttributeError: module 'tensorflow.python.framework.ops' has no attribute 'register_tensor_conversion_function'
>>>
Я использую python3 на ma c. Я установил как keras, так и tensorflow, используя pip3 install keras
и pip3 install tensorflow
. У меня сложилось впечатление, что импорт keras из tensorflow должен быть возможен, учитывая, что здесь на keras.io они предоставляют следующий пример кода:
import numpy as np
import tensorflow as tf
from tensorflow import keras
Из-за этого я подозреваю, что я неправильно установил tenorflow или keras. По этой причине я включил ниже результаты, которые получаю при запуске pip3 install tensorflow
и pip3 install keras
:
➜ kerasTutorial pip3 install tensorflow
Requirement already satisfied: tensorflow in /usr/local/lib/python3.7/site-packages (2.2.0)
Requirement already satisfied: six>=1.12.0 in /usr/local/lib/python3.7/site-packages (from tensorflow) (1.14.0)
Requirement already satisfied: grpcio>=1.8.6 in /usr/local/lib/python3.7/site-packages (from tensorflow) (1.29.0)
Requirement already satisfied: astunparse==1.6.3 in /usr/local/lib/python3.7/site-packages (from tensorflow) (1.6.3)
Requirement already satisfied: wheel>=0.26; python_version >= "3" in /usr/local/lib/python3.7/site-packages (from tensorflow) (0.34.2)
Requirement already satisfied: google-pasta>=0.1.8 in /usr/local/lib/python3.7/site-packages (from tensorflow) (0.2.0)
Requirement already satisfied: h5py<2.11.0,>=2.10.0 in /usr/local/lib/python3.7/site-packages (from tensorflow) (2.10.0)
Requirement already satisfied: gast==0.3.3 in /usr/local/lib/python3.7/site-packages (from tensorflow) (0.3.3)
Requirement already satisfied: opt-einsum>=2.3.2 in /usr/local/lib/python3.7/site-packages (from tensorflow) (3.2.1)
Requirement already satisfied: protobuf>=3.8.0 in /usr/local/lib/python3.7/site-packages (from tensorflow) (3.12.0)
Requirement already satisfied: wrapt>=1.11.1 in /usr/local/lib/python3.7/site-packages (from tensorflow) (1.12.1)
Requirement already satisfied: scipy==1.4.1; python_version >= "3" in /usr/local/lib/python3.7/site-packages (from tensorflow) (1.4.1)
Requirement already satisfied: absl-py>=0.7.0 in /usr/local/lib/python3.7/site-packages (from tensorflow) (0.9.0)
Requirement already satisfied: tensorflow-estimator<2.3.0,>=2.2.0 in /usr/local/lib/python3.7/site-packages (from tensorflow) (2.2.0)
Requirement already satisfied: tensorboard<2.3.0,>=2.2.0 in /usr/local/lib/python3.7/site-packages (from tensorflow) (2.2.1)
Requirement already satisfied: keras-preprocessing>=1.1.0 in /usr/local/lib/python3.7/site-packages (from tensorflow) (1.1.2)
Requirement already satisfied: numpy<2.0,>=1.16.0 in /usr/local/lib/python3.7/site-packages (from tensorflow) (1.18.4)
Requirement already satisfied: termcolor>=1.1.0 in /usr/local/lib/python3.7/site-packages (from tensorflow) (1.1.0)
Requirement already satisfied: setuptools in /Users/mathewlewis/Library/Python/3.7/lib/python/site-packages (from protobuf>=3.8.0->tensorflow) (46.4.0)
Requirement already satisfied: requests<3,>=2.21.0 in /usr/local/lib/python3.7/site-packages (from tensorboard<2.3.0,>=2.2.0->tensorflow) (2.23.0)
Requirement already satisfied: markdown>=2.6.8 in /usr/local/lib/python3.7/site-packages (from tensorboard<2.3.0,>=2.2.0->tensorflow) (3.2.2)
Requirement already satisfied: google-auth<2,>=1.6.3 in /usr/local/lib/python3.7/site-packages (from tensorboard<2.3.0,>=2.2.0->tensorflow) (1.15.0)
Requirement already satisfied: google-auth-oauthlib<0.5,>=0.4.1 in /usr/local/lib/python3.7/site-packages (from tensorboard<2.3.0,>=2.2.0->tensorflow) (0.4.1)
Requirement already satisfied: werkzeug>=0.11.15 in /usr/local/lib/python3.7/site-packages (from tensorboard<2.3.0,>=2.2.0->tensorflow) (1.0.1)
Requirement already satisfied: tensorboard-plugin-wit>=1.6.0 in /usr/local/lib/python3.7/site-packages (from tensorboard<2.3.0,>=2.2.0->tensorflow) (1.6.0.post3)
Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.7/site-packages (from requests<3,>=2.21.0->tensorboard<2.3.0,>=2.2.0->tensorflow) (3.0.4)
Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.7/site-packages (from requests<3,>=2.21.0->tensorboard<2.3.0,>=2.2.0->tensorflow) (2020.4.5.1)
Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.7/site-packages (from requests<3,>=2.21.0->tensorboard<2.3.0,>=2.2.0->tensorflow) (2.9)
Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /usr/local/lib/python3.7/site-packages (from requests<3,>=2.21.0->tensorboard<2.3.0,>=2.2.0->tensorflow) (1.25.9)
Requirement already satisfied: importlib-metadata; python_version < "3.8" in /usr/local/lib/python3.7/site-packages (from markdown>=2.6.8->tensorboard<2.3.0,>=2.2.0->tensorflow) (1.6.0)
Requirement already satisfied: rsa<4.1,>=3.1.4 in /usr/local/lib/python3.7/site-packages (from google-auth<2,>=1.6.3->tensorboard<2.3.0,>=2.2.0->tensorflow) (4.0)
Requirement already satisfied: cachetools<5.0,>=2.0.0 in /usr/local/lib/python3.7/site-packages (from google-auth<2,>=1.6.3->tensorboard<2.3.0,>=2.2.0->tensorflow) (4.1.0)
Requirement already satisfied: pyasn1-modules>=0.2.1 in /usr/local/lib/python3.7/site-packages (from google-auth<2,>=1.6.3->tensorboard<2.3.0,>=2.2.0->tensorflow) (0.2.8)
Requirement already satisfied: requests-oauthlib>=0.7.0 in /usr/local/lib/python3.7/site-packages (from google-auth-oauthlib<0.5,>=0.4.1->tensorboard<2.3.0,>=2.2.0->tensorflow) (1.3.0)
Requirement already satisfied: zipp>=0.5 in /usr/local/lib/python3.7/site-packages (from importlib-metadata; python_version < "3.8"->markdown>=2.6.8->tensorboard<2.3.0,>=2.2.0->tensorflow) (3.1.0)
Requirement already satisfied: pyasn1>=0.1.3 in /usr/local/lib/python3.7/site-packages (from rsa<4.1,>=3.1.4->google-auth<2,>=1.6.3->tensorboard<2.3.0,>=2.2.0->tensorflow) (0.4.8)
Requirement already satisfied: oauthlib>=3.0.0 in /usr/local/lib/python3.7/site-packages (from requests-oauthlib>=0.7.0->google-auth-oauthlib<0.5,>=0.4.1->tensorboard<2.3.0,>=2.2.0->tensorflow) (3.1.0)
➜ kerasTutorial pip3 install keras
Requirement already satisfied: keras in /usr/local/lib/python3.7/site-packages (2.3.1)
Requirement already satisfied: keras-applications>=1.0.6 in /usr/local/lib/python3.7/site-packages (from keras) (1.0.8)
Requirement already satisfied: h5py in /usr/local/lib/python3.7/site-packages (from keras) (2.10.0)
Requirement already satisfied: keras-preprocessing>=1.0.5 in /usr/local/lib/python3.7/site-packages (from keras) (1.1.2)
Requirement already satisfied: numpy>=1.9.1 in /usr/local/lib/python3.7/site-packages (from keras) (1.18.4)
Requirement already satisfied: six>=1.9.0 in /usr/local/lib/python3.7/site-packages (from keras) (1.14.0)
Requirement already satisfied: scipy>=0.14 in /usr/local/lib/python3.7/site-packages (from keras) (1.4.1)
Requirement already satisfied: pyyaml in /usr/local/lib/python3.7/site-packages (from keras) (5.3.1)
На случай, если это не так, я использую macbook pro середины 2015 года, работаю с macos catalina. версия 10.15.4
Это была моя лучшая попытка включить всю соответствующую информацию. Если вы хотите узнать что-то еще, дайте мне знать, и я постараюсь выяснить это для вас. Большое спасибо за то, что нашли время, чтобы прочитать этот длинный вопрос.
Я также пробовал использовать keras напрямую, а не импортировать из tensorflow. Для этого я запустил from keras.models import Sequential
и получил следующую ошибку:
➜ kerasTutorial python3
Python 3.7.7 (default, Mar 10 2020, 15:43:33)
[Clang 11.0.0 (clang-1100.0.33.17)] on darwin
Type "help", "copyright", "credits" or "license" for more information.
>>> from keras.models import Sequential
Using TensorFlow backend.
Traceback (most recent call last):
File "<stdin>", line 1, in <module>
File "/usr/local/lib/python3.7/site-packages/keras/__init__.py", line 3, in <module>
from . import utils
File "/usr/local/lib/python3.7/site-packages/keras/utils/__init__.py", line 6, in <module>
from . import conv_utils
File "/usr/local/lib/python3.7/site-packages/keras/utils/conv_utils.py", line 9, in <module>
from .. import backend as K
File "/usr/local/lib/python3.7/site-packages/keras/backend/__init__.py", line 1, in <module>
from .load_backend import epsilon
File "/usr/local/lib/python3.7/site-packages/keras/backend/load_backend.py", line 90, in <module>
from .tensorflow_backend import *
File "/usr/local/lib/python3.7/site-packages/keras/backend/tensorflow_backend.py", line 5, in <module>
import tensorflow as tf
File "/usr/local/lib/python3.7/site-packages/tensorflow/__init__.py", line 41, in <module>
from tensorflow.python.tools import module_util as _module_util
File "/usr/local/lib/python3.7/site-packages/tensorflow/python/__init__.py", line 64, in <module>
from tensorflow.python.framework.framework_lib import * # pylint: disable=redefined-builtin
File "/usr/local/lib/python3.7/site-packages/tensorflow/python/framework/framework_lib.py", line 25, in <module>
from tensorflow.python.framework.ops import Graph
File "/usr/local/lib/python3.7/site-packages/tensorflow/python/framework/ops.py", line 64, in <module>
from tensorflow.python.platform import app
File "/usr/local/lib/python3.7/site-packages/tensorflow/python/platform/app.py", line 23, in <module>
from absl.app import run as _run
File "/usr/local/lib/python3.7/site-packages/absl/app.py", line 35, in <module>
import pdb
File "/usr/local/Cellar/python/3.7.7/Frameworks/Python.framework/Versions/3.7/lib/python3.7/pdb.py", line 76, in <module>
import code
File "/Users/mathewlewis/Documents/Y4S3/Crypto/kerasTutorial/code.py", line 4, in <module>
from tensorflow.keras.models import Sequential
File "/usr/local/lib/python3.7/site-packages/tensorflow/keras/__init__.py", line 14, in <module>
from . import activations
File "/usr/local/lib/python3.7/site-packages/tensorflow/keras/activations/__init__.py", line 10, in <module>
from tensorflow.python.keras.activations import deserialize
File "/usr/local/lib/python3.7/site-packages/tensorflow/python/keras/__init__.py", line 27, in <module>
from tensorflow.python.keras import models
File "/usr/local/lib/python3.7/site-packages/tensorflow/python/keras/models.py", line 23, in <module>
from tensorflow.python.keras import backend as K
File "/usr/local/lib/python3.7/site-packages/tensorflow/python/keras/backend.py", line 36, in <module>
from tensorflow.python.client import session as session_module
File "/usr/local/lib/python3.7/site-packages/tensorflow/python/client/session.py", line 38, in <module>
from tensorflow.python.framework import sparse_tensor
File "/usr/local/lib/python3.7/site-packages/tensorflow/python/framework/sparse_tensor.py", line 29, in <module>
from tensorflow.python.framework import constant_op
File "/usr/local/lib/python3.7/site-packages/tensorflow/python/framework/constant_op.py", line 324, in <module>
ops.register_tensor_conversion_function(
AttributeError: module 'tensorflow.python.framework.ops' has no attribute 'register_tensor_conversion_function'
>>>
Кроме того, я не использую conda. Я хотел бы иметь решение, использующее python3 и пакеты, которые можно установить с помощью pip3.