Mixing
Google Colab KeyError: 'COLAB_TPU_ADDR'
I'm trying to run a simple MNIST classifier on Google Colab using the TPU option. After creating the model using Keras, I am trying to convert it into TPU by:
import tensorflow as tf
import os
tpu_model = tf.contrib.tpu.keras_to_tpu_model(
model,
strategy=tf.contrib.tpu.TPUDistributionStrategy(
tf.contrib.cluster_resolver.TPUClusterResolver(tpu='grpc://' + os.environ['COLAB_TPU_ADDR'])
)
)
tpu_model.compile(
optimizer='rmsprop',
loss='categorical_crossentropy',
metrics=['accuracy']
)
print(model.summary())
And the error I'm getting is:
---------------------------------------------------------------------------
KeyError Traceback (most recent call last)
<ipython-input-5-63c528142aab> in <module>()
5 model,
6 strategy=tf.contrib.tpu.TPUDistributionStrategy(
----> 7 tf.contrib.cluster_resolver.TPUClusterResolver(tpu='grpc://' + os.environ['COLAB_TPU_ADDR'])
8 )
9 )
/usr/lib/python3.6/os.py in __getitem__(self, key)
667 except KeyError:
668 # raise KeyError with the original key value
--> 669 raise KeyError(key) from None
670 return self.decodevalue(value)
671
KeyError: 'COLAB_TPU_ADDR'
It looks like I need to change the TPU address but been googling and haven't found anything yet. Appreciate some help, thanks!
deep-learning google-colaboratory google-cloud-tpu
edited Nov 20 '18 at 0:29
Bob Smith
6,58212129
asked Nov 4 '18 at 15:43
AntoAnto
235
add a comment |
I'm trying to run a simple MNIST classifier on Google Colab using the TPU option. After creating the model using Keras, I am trying to convert it into TPU by:
import tensorflow as tf
import os
tpu_model = tf.contrib.tpu.keras_to_tpu_model(
model,
strategy=tf.contrib.tpu.TPUDistributionStrategy(
tf.contrib.cluster_resolver.TPUClusterResolver(tpu='grpc://' + os.environ['COLAB_TPU_ADDR'])
)
)
tpu_model.compile(
optimizer='rmsprop',
loss='categorical_crossentropy',
metrics=['accuracy']
)
print(model.summary())
And the error I'm getting is:
---------------------------------------------------------------------------
KeyError Traceback (most recent call last)
<ipython-input-5-63c528142aab> in <module>()
5 model,
6 strategy=tf.contrib.tpu.TPUDistributionStrategy(
----> 7 tf.contrib.cluster_resolver.TPUClusterResolver(tpu='grpc://' + os.environ['COLAB_TPU_ADDR'])
8 )
9 )
/usr/lib/python3.6/os.py in __getitem__(self, key)
667 except KeyError:
668 # raise KeyError with the original key value
--> 669 raise KeyError(key) from None
670 return self.decodevalue(value)
671
KeyError: 'COLAB_TPU_ADDR'
It looks like I need to change the TPU address but been googling and haven't found anything yet. Appreciate some help, thanks!
deep-learning google-colaboratory google-cloud-tpu
edited Nov 20 '18 at 0:29
Bob Smith
6,58212129
asked Nov 4 '18 at 15:43
AntoAnto
235
add a comment |
I'm trying to run a simple MNIST classifier on Google Colab using the TPU option. After creating the model using Keras, I am trying to convert it into TPU by:
import tensorflow as tf
import os
tpu_model = tf.contrib.tpu.keras_to_tpu_model(
model,
strategy=tf.contrib.tpu.TPUDistributionStrategy(
tf.contrib.cluster_resolver.TPUClusterResolver(tpu='grpc://' + os.environ['COLAB_TPU_ADDR'])
)
)
tpu_model.compile(
optimizer='rmsprop',
loss='categorical_crossentropy',
metrics=['accuracy']
)
print(model.summary())
And the error I'm getting is:
---------------------------------------------------------------------------
KeyError Traceback (most recent call last)
<ipython-input-5-63c528142aab> in <module>()
5 model,
6 strategy=tf.contrib.tpu.TPUDistributionStrategy(
----> 7 tf.contrib.cluster_resolver.TPUClusterResolver(tpu='grpc://' + os.environ['COLAB_TPU_ADDR'])
8 )
9 )
/usr/lib/python3.6/os.py in __getitem__(self, key)
667 except KeyError:
668 # raise KeyError with the original key value
--> 669 raise KeyError(key) from None
670 return self.decodevalue(value)
671
KeyError: 'COLAB_TPU_ADDR'
It looks like I need to change the TPU address but been googling and haven't found anything yet. Appreciate some help, thanks!
deep-learning google-colaboratory google-cloud-tpu
edited Nov 20 '18 at 0:29
Bob Smith
6,58212129
asked Nov 4 '18 at 15:43
AntoAnto
235
I'm trying to run a simple MNIST classifier on Google Colab using the TPU option. After creating the model using Keras, I am trying to convert it into TPU by:
import tensorflow as tf
import os
tpu_model = tf.contrib.tpu.keras_to_tpu_model(
model,
strategy=tf.contrib.tpu.TPUDistributionStrategy(
tf.contrib.cluster_resolver.TPUClusterResolver(tpu='grpc://' + os.environ['COLAB_TPU_ADDR'])
)
)
tpu_model.compile(
optimizer='rmsprop',
loss='categorical_crossentropy',
metrics=['accuracy']
)
print(model.summary())
And the error I'm getting is:
---------------------------------------------------------------------------
KeyError Traceback (most recent call last)
<ipython-input-5-63c528142aab> in <module>()
5 model,
6 strategy=tf.contrib.tpu.TPUDistributionStrategy(
----> 7 tf.contrib.cluster_resolver.TPUClusterResolver(tpu='grpc://' + os.environ['COLAB_TPU_ADDR'])
8 )
9 )
/usr/lib/python3.6/os.py in __getitem__(self, key)
667 except KeyError:
668 # raise KeyError with the original key value
--> 669 raise KeyError(key) from None
670 return self.decodevalue(value)
671
KeyError: 'COLAB_TPU_ADDR'
It looks like I need to change the TPU address but been googling and haven't found anything yet. Appreciate some help, thanks!
deep-learning google-colaboratory google-cloud-tpu
deep-learning google-colaboratory google-cloud-tpu
edited Nov 20 '18 at 0:29
Bob Smith
6,58212129
asked Nov 4 '18 at 15:43
AntoAnto
235
edited Nov 20 '18 at 0:29
Bob Smith
6,58212129
asked Nov 4 '18 at 15:43
AntoAnto
235
edited Nov 20 '18 at 0:29
Bob Smith
6,58212129
edited Nov 20 '18 at 0:29
Bob Smith
6,58212129
edited Nov 20 '18 at 0:29
Bob Smith
6,58212129
6,58212129
asked Nov 4 '18 at 15:43
AntoAnto
235
asked Nov 4 '18 at 15:43
AntoAnto
235
asked Nov 4 '18 at 15:43
AntoAnto
235
235
add a comment |
add a comment |
1 Answer
1
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oldest
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You'll need to change the backend to include a TPU using the notebook settings available in the Edit -> Notebook settings menu.
answered Nov 4 '18 at 16:55
Bob SmithBob Smith
6,58212129
add a comment |
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1 Answer
1
active
oldest
votes
1 Answer
1
active
oldest
votes
active
oldest
votes
active
oldest
votes
You'll need to change the backend to include a TPU using the notebook settings available in the Edit -> Notebook settings menu.
answered Nov 4 '18 at 16:55
Bob SmithBob Smith
6,58212129
add a comment |
You'll need to change the backend to include a TPU using the notebook settings available in the Edit -> Notebook settings menu.
answered Nov 4 '18 at 16:55
Bob SmithBob Smith
6,58212129
add a comment |
You'll need to change the backend to include a TPU using the notebook settings available in the Edit -> Notebook settings menu.
answered Nov 4 '18 at 16:55
Bob SmithBob Smith
6,58212129
You'll need to change the backend to include a TPU using the notebook settings available in the Edit -> Notebook settings menu.
answered Nov 4 '18 at 16:55
Bob SmithBob Smith
6,58212129
answered Nov 4 '18 at 16:55
Bob SmithBob Smith
6,58212129
answered Nov 4 '18 at 16:55
Bob SmithBob Smith
6,58212129
answered Nov 4 '18 at 16:55
Bob SmithBob Smith
6,58212129
6,58212129
add a comment |
add a comment |
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