Created
December 30, 2016 01:50
-
-
Save yaroslavvb/97504b8221a8529e7a51a50915206d68 to your computer and use it in GitHub Desktop.
Visualizing graph in Jupyter notebook
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
# make things wide | |
from IPython.core.display import display, HTML | |
display(HTML("<style>.container { width:100% !important; }</style>")) | |
from IPython.display import clear_output, Image, display, HTML | |
def strip_consts(graph_def, max_const_size=32): | |
"""Strip large constant values from graph_def.""" | |
strip_def = tf.GraphDef() | |
for n0 in graph_def.node: | |
n = strip_def.node.add() | |
n.MergeFrom(n0) | |
if n.op == 'Const': | |
tensor = n.attr['value'].tensor | |
size = len(tensor.tensor_content) | |
if size > max_const_size: | |
tensor.tensor_content = "<stripped %d bytes>"%size | |
return strip_def | |
def show_graph(graph_def=None, width=1200, height=800, max_const_size=32, ungroup_gradients=False): | |
if not graph_def: | |
graph_def = tf.get_default_graph().as_graph_def() | |
"""Visualize TensorFlow graph.""" | |
if hasattr(graph_def, 'as_graph_def'): | |
graph_def = graph_def.as_graph_def() | |
strip_def = strip_consts(graph_def, max_const_size=max_const_size) | |
data = str(strip_def) | |
if ungroup_gradients: | |
data = data.replace('"gradients/', '"b_') | |
#print(data) | |
code = """ | |
<script> | |
function load() {{ | |
document.getElementById("{id}").pbtxt = {data}; | |
}} | |
</script> | |
<link rel="import" href="https://tensorboard.appspot.com/tf-graph-basic.build.html" onload=load()> | |
<div style="height:600px"> | |
<tf-graph-basic id="{id}"></tf-graph-basic> | |
</div> | |
""".format(data=repr(data), id='graph'+str(np.random.rand())) | |
iframe = """ | |
<iframe seamless style="width:{}px;height:{}px;border:0" srcdoc="{}"></iframe> | |
""".format(width, height, code.replace('"', '"')) | |
display(HTML(iframe)) |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment
Is it possible to use it with scala?