MeCo/sota/cnn/visualize.py
HamsterMimi 189df25fd3 upload
2023-05-04 13:09:03 +08:00

68 lines
2.0 KiB
Python

import sys
import genotypes
from graphviz import Digraph
def plot(genotype, filename, mode=''):
g = Digraph(
format='pdf',
edge_attr=dict(fontsize='40', fontname="times"),
node_attr=dict(style='filled', shape='rect', align='center', fontsize='40', height='0.5', width='0.5',
penwidth='2', fontname="times"),
engine='dot')
g.body.extend(['rankdir=LR'])
# g.body.extend(['ratio=0.15'])
# g.view()
g.node("c_{k-2}", fillcolor='darkseagreen2')
g.node("c_{k-1}", fillcolor='darkseagreen2')
assert len(genotype) % 2 == 0
steps = len(genotype) // 2
for i in range(steps):
g.node(str(i), fillcolor='lightblue')
for i in range(steps):
for k in [2 * i, 2 * i + 1]:
op, j = genotype[k]
if j == 0:
u = "c_{k-2}"
elif j == 1:
u = "c_{k-1}"
else:
u = str(j - 2)
v = str(i)
if mode == 'cue' and op != 'skip_connect' and op != 'noise':
g.edge(u, v, label=op, fillcolor='gray', color='red', fontcolor='red')
else:
g.edge(u, v, label=op, fillcolor="gray")
g.node("c_{k}", fillcolor='palegoldenrod')
for i in range(steps):
g.edge(str(i), "c_{k}", fillcolor="gray")
g.render(filename, view=False)
if __name__ == '__main__':
if len(sys.argv) != 2:
print("usage:\n python {} ARCH_NAME".format(sys.argv[0]))
sys.exit(1)
genotype_name = sys.argv[1]
try:
genotype = eval('genotypes.{}'.format(genotype_name))
# print(genotype)
except AttributeError:
print("{} is not specified in genotypes.py".format(genotype_name))
sys.exit(1)
mode = 'cue'
path = '../../figs/genotypes/cnn_{}/'.format(mode)
# print(genotype.normal)
plot(genotype.normal, path + genotype_name + "_normal", mode=mode)
plot(genotype.reduce, path + genotype_name + "_reduce", mode=mode)