TensorBoard is a visualization suite for the TensorFlow library. It can be used to visualize the TensorFlow computation graph, plot quantitative metrics about the execution of the graph, and show additional data (e.g. images) that pass through it.
Questions tagged [tensorboard]
2004 questions
203
votes
12 answers
How can I run Tensorboard on a remote server?
I'm new to Tensorflow and would greatly benefit from some visualizations of what I'm doing. I understand that Tensorboard is a useful visualization tool, but how do I run it on my remote Ubuntu machine?
user
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169
votes
2 answers
Understanding TensorBoard (weight) histograms
It is really straightforward to see and understand the scalar values in TensorBoard. However, it's not clear how to understand histogram graphs.
For example, they are the histograms of my network weights.
(After fixing a bug thanks to…
Sung Kim
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160
votes
10 answers
How do I use the Tensorboard callback of Keras?
I have built a neural network with Keras. I would visualize its data by Tensorboard, therefore I have utilized:
keras.callbacks.TensorBoard(log_dir='/Graph', histogram_freq=0,
write_graph=True, write_images=True)
as…
Simone
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150
votes
1 answer
How are the new tf.contrib.summary summaries in TensorFlow evaluated?
I'm having a bit of trouble understanding the new tf.contrib.summary API. In the old one, it seemed that all one was supposed to do was to run tf.summary.merge_all() and run that as an op.
But now we have things like…
Jakub Arnold
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142
votes
10 answers
In Tensorflow, get the names of all the Tensors in a graph
I am creating neural nets with Tensorflow and skflow; for some reason I want to get the values of some inner tensors for a given input, so I am using myClassifier.get_layer_value(input, "tensorName"), myClassifier being a…
P. Camilleri
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109
votes
22 answers
Can I use TensorBoard with Google Colab?
Is there any way to use TensorBoard when training a TensorFlow model on Google Colab?
ociule
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91
votes
4 answers
How do display different runs in TensorBoard?
TensorBoard seems to have a feature to display multiple different runs and toggle them.
How can I make multiple runs show up here and how can assign a name to them to differentiate them?
Maarten
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73
votes
8 answers
How to "reset" tensorboard data after killing tensorflow instance
I'm testing different hyperparameters for a cnn model I built, but I'm having a small annoyance when viewing the summaries in Tensorboard. The problem seems to be that the data is just "added" in consecutive runs, so the functions result in a weird…
mathetes
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70
votes
9 answers
TensorFlow - Importing data from a TensorBoard TFEvent file?
I've run several training sessions with different graphs in TensorFlow. The summaries I set up show interesting results in the training and validation. Now, I'd like to take the data I've saved in the summary logs and perform some statistical…
golmschenk
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69
votes
3 answers
Tensorflow Tensorboard default port
Is there a way to change the default port (6006) on TensorBoard so we could open multiple TensorBoards? Maybe an option like --port="8008"?
nicolasdavid
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68
votes
8 answers
Simple way to visualize a TensorFlow graph in Jupyter?
The official way to visualize a TensorFlow graph is with TensorBoard, but sometimes I just want a quick look at the graph when I'm working in Jupyter.
Is there a quick solution, ideally based on TensorFlow tools, or standard SciPy packages (like…
MiniQuark
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62
votes
12 answers
How do I install TensorFlow's tensorboard?
How do I install TensorFlow's tensorboard?
Alex_M
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59
votes
9 answers
TensorBoard - Plot training and validation losses on the same graph?
Is there a way to plot both the training losses and validation losses on the same graph?
It's easy to have two separate scalar summaries for each of them individually, but this puts them on separate graphs. If both are displayed in the same graph…
golmschenk
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48
votes
3 answers
What is the mathematics behind the "smoothing" parameter in TensorBoard's scalar graphs?
I presume it is some kind of moving average, but the valid range is between 0 and 1.
Willian Mitsuda
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46
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5 answers
Tensorboard not found as magic function in jupyter
I want to run tensorboard in jupyter using the latest tensorflow 2.0.0a0.
With the tensorboard version 1.13.1, and python 3.6.
using
...
%tensorboard --logdir {logs_base_dir}
I get the error :
UsageError: Line magic function %tensorboard not…
Florida Man
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