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""" | ||
Experimental. Tools for visualizing the torch.jit.Graph objects. | ||
""" | ||
import string | ||
import json | ||
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||
_vis_template = string.Template(""" | ||
<!doctype html> | ||
<html> | ||
<head> | ||
<title>$name</title> | ||
<script type="text/javascript" src="https://cdnjs.cloudflare.com/ajax/libs/vis/4.20.1/vis.min.js"></script> | ||
<link href="https://cdnjs.cloudflare.com/ajax/libs/vis/4.20.1/vis.min.css" rel="stylesheet" type="text/css" /> | ||
<style type="text/css"> | ||
#mynetwork { | ||
height: 100vh; | ||
} | ||
</style> | ||
</head> | ||
<body> | ||
<div id="mynetwork"></div> | ||
<script type="text/javascript"> | ||
// create an array with nodes | ||
var nodes = new vis.DataSet( | ||
$nodes | ||
); | ||
// create an array with edges | ||
var edges = new vis.DataSet( | ||
$edges | ||
); | ||
// create a network | ||
var container = document.getElementById('mynetwork'); | ||
var data = { | ||
nodes: nodes, | ||
edges: edges | ||
}; | ||
var options = $options; | ||
var network = new vis.Network(container, data, options); | ||
</script> | ||
</body> | ||
</html> | ||
""") | ||
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||
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def write(self, filename): | ||
""" | ||
Write an html file that visualizes a torch.jit.Graph using vis.js | ||
Arguments: | ||
self (torch.jit.Graph): the graph. | ||
filename (string): the output filename, an html-file. | ||
""" | ||
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nodes = [] | ||
edges = [] | ||
options = {} | ||
for n, i in enumerate(self.inputs()): | ||
nodes.append({ | ||
'id': i.unique(), | ||
'label': 'input {}'.format(n), | ||
'shape': 'square', | ||
}) | ||
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existing = set() | ||
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def add_edge(i_, n): | ||
i = i_ if i_.kind() != 'Select' else i_.input() | ||
if (i, n) in existing: | ||
return | ||
existing.add((i, n)) | ||
e = { | ||
'from': n.unique(), | ||
'to': i.unique(), | ||
'arrows': 'from', | ||
} | ||
if i.stage() != n.stage(): | ||
e['color'] = 'green' | ||
edges.append(e) | ||
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counts = {} | ||
offset = 0 | ||
for n in self.nodes(): | ||
if len(n.uses()) == 0 or n.kind() == 'Select' or n.kind() == 'Undefined': | ||
continue | ||
ident = counts.get(n.kind(), 0) | ||
counts[n.kind()] = ident + 1 | ||
d = { | ||
'id': n.unique(), | ||
'label': '{}_{}'.format(n.kind(), ident), | ||
'y': offset, | ||
'fixed': {'y': True}, | ||
} | ||
if n in self.outputs(): | ||
d['shape'] = 'triangle' | ||
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for i in n.inputs(): | ||
add_edge(i, n) | ||
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nodes.append(d) | ||
offset += 30 | ||
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result = _vis_template.substitute(nodes=json.dumps(nodes), | ||
edges=json.dumps(edges), | ||
options=json.dumps(options), | ||
name=filename) | ||
with open(filename, 'w') as f: | ||
f.write(result) |
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