google-cloud-tpu Questions
2
A follow up to this question:
How to save a Tensorflow Checkpoint file from Google Colaboratory in when using TPU mode?
Where the official way of saving a checkpoint when using a Tensorflow TPU i...
Ufo asked 26/10, 2018 at 23:53
2
Just curious, on how long will it take to train the VGG16 model on IMAGENET using GOOGLE COLAB TPU? If someone can explain me the calcuations they did to get to the answer, that would be great!
Biel asked 27/10, 2019 at 19:42
2
Solved
I am using TPU runtime in Google Colab, but having problems in reading files (not sure). I initialized TPU using:
import tensorflow as tf
import os
import tensorflow_datasets as tfds
resolver = tf...
Lough asked 13/7, 2020 at 6:54
2
Solved
I have been allocated multiple Google Cloud TPUs in the us-central1-f region. The machine types are all v2-8.
How can I utilize all my TPUs to train a single model?
The us-central1-f region does...
Moderato asked 16/6, 2019 at 6:20
2
I'm using Google colab TPU to train a simple Keras model. Removing the distributed strategy and running the same program on the CPU is much faster than TPU. How is that possible?
import timeit
impo...
Awildaawkward asked 10/12, 2019 at 10:14
3
I'm trying to do some basic character classification on google colab with a TPU. I'm getting the following error:
InvalidArgumentError: Unsupported data type for TPU: double, caused by output cond...
Roam asked 26/7, 2019 at 16:44
5
Solved
I'm using Talos and Google colab TPU to run hyperparameter tuning of a Keras model. Note that I'm using Tensorflow 1.15.0 and Keras 2.2.4-tf.
import os
import tensorflow as tf
import talos as ta
f...
Tobytobye asked 20/11, 2019 at 15:52
3
Solved
I am trying to use Google Cloud's TPU from Colab. I was able to do it following the tutorial by using Tensorflow.
Does anybody know if it is possible to make use of the TPUs using PyTorch?
If so h...
Peeress asked 4/10, 2018 at 17:15
2
Solved
Hello！I have encountered some problems when compiling the model using TPU.Some part of codes as follows:
resolver = tf.contrib.cluster_resolver.TPUClusterResolver(TF_MASTER)
tf.contrib.distribute...
Kinship asked 28/9, 2019 at 7:34
0
I'm trying to fine-tune a Huggingface transformers BERT model on TPU. It works in Colab but fails when I switch to a paid TPU on GCP. Jupyter notebook code is as follows:
[1] model = transformers....
Sonasonant asked 22/1, 2020 at 1:47
1
Solved
I'd like to connect Colab to a PAID TPU (upgrading from the free TPU). I created a JSON key using this guide: https://cloud.google.com/docs/authentication/production#auth-cloud-explicit-python, the...
Punkah asked 18/1, 2020 at 0:17
1
I am working with a pretrained keras model and I want to run it on TPU by Google Colaboratory, but I get the following error:
ValueError:
Layer has a variable shape in a non-batch dimension. T...
Ulrikaumeko asked 29/10, 2019 at 21:17
6
How do I set up a TensorFlow in the Google cloud? I understand how to create a Google Compute Engine instance, and how to run TensorFlow locally; and a recent Google blog post suggests that there o...
Sonometer asked 14/5, 2016 at 21:5
1
I'm trying to get a tf.keras model to run on a TPU using mixed precision. I was wondering how to build the keras model using bfloat16 mixed precision. Is it something like this?
with tf.contrib.tp...
Prow asked 13/5, 2019 at 16:44
3
Solved
I am training a model, and when I open the TPU in the Google Cloud Platform console, it shows me the CPU utilization (on the TPU, I suppose). It is really, really, low (like 0.07%), so maybe it is ...
Bulbul asked 20/9, 2018 at 14:11
2
Solved
Does anybody know the storage limits for running Google Colab? I seem to run out of space after uploading 22gb zip file, and then trying to unzip it, suggesting <~40gb storage being available. A...
Marcelline asked 27/10, 2018 at 15:19
1
Since TF 2.0 doesn't have the tf.contrib layer, how do I convert my model to run the training on TPU, without having access to tf.contrib.tpu.keras_to_tpu_model()?
I tried looking for code, but al...
Instalment asked 5/4, 2019 at 19:4
2
We are trying to build an image segmentation deep learning model using Google Colab TPU. Our model is Mask R-CNN.
TPU_WORKER = 'grpc://' + os.environ['COLAB_TPU_ADDR']
import tensorflow as tf
tp...
Kunkle asked 17/10, 2018 at 14:58
2
I have attempted unsuccessfully to implement an Estimator-based Tensorflow Model using the TPUEstimator API. It hits an error during training:
InvalidArgumentError (see above for traceback): No O...
Qintar asked 17/7, 2018 at 1:23
2
Solved
When I use saver = tf.train.Saver() and save_path = saver.save(session, "checkpointsFolder/checkpoint.ckpt")
I get a UnimplementedError (see above for traceback): File system scheme '[local]' not ...
Coarsen asked 26/10, 2018 at 7:2
2
I wrote a NN model that analyze an image and extract 8 floating numbers at the end. The model is working fine (but slowly) on my computer so I try it on the TPU cloud and there BAM! I have an error...
Klansman asked 8/10, 2018 at 13:7
1
Solved
I am trying out the newly added TPU support on Google Colab with the simple cats vs dogs dataset.
After creating a simple CNN, I tried to export the model to TPU. But it failed with error
TypeEr...
Systemic asked 7/10, 2018 at 17:54
1
Solved
Google colab brings TPUs in the Runtime Accelerator. I found an example, How to use TPU in Official Tensorflow github. But the example not worked on google-colaboratory. It stuck on following line:...
Hatter asked 27/9, 2018 at 6:16
1
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