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import networkx as nx, numpy as np, matplotlib.pyplot as plt | |
np.random.seed(0) | |
g = nx.florentine_families_graph() | |
# g = nx.krackhardt_kite_graph() | |
pos = nx.random_layout(g) | |
x = {node: p[0] for node, p in pos.items()} | |
y = {node: p[1] for node, p in pos.items()} | |
l = {node: node for node in g.nodes()} | |
s = {node: 4 for node in g.nodes()} | |
nx.set_node_attributes(g, x, "x") | |
nx.set_node_attributes(g, y, "y") | |
nx.set_node_attributes(g, l, "label") | |
nx.set_node_attributes(g, s, "size") | |
for r in "rgb": | |
nx.set_node_attributes(g, 0, r) | |
nx.write_graphml(g, "f.graphml", named_key_ids=1) | |
import inspect | |
from subprocess import call | |
def get_pos(g): | |
pos = {} | |
p = np.zeros(2) | |
for node in g.nodes(): | |
for idx, i in enumerate("x y".split()): | |
p[idx] = g.nodes[node][i] | |
pos[node] = p.copy() | |
return pos | |
base = "java -jar gephi-cli.jar force-atlas-2" | |
tmp = inspect.getargspec(nx.forceatlas2_layout) | |
print(tmp) | |
assert len(tmp.defaults) == len(tmp.args) - 1, len(tmp.defaults) | |
for default, arg in zip(tmp.defaults, tmp.args[1:]): | |
print(f"Checking {arg=}") | |
if arg not in "pos".split(): | |
gephi_arg = arg.replace("_", "-") | |
# reverse flag | |
if arg in "dissuade_hubs distributed_action gravity".split(): | |
continue | |
if type(default) is bool: | |
print(arg) | |
if arg == "edge_weight_influence": | |
t = 1.0 | |
else: | |
default = not default | |
t = "true" if default else "false" | |
name = arg | |
command = f"{base} --max-iters=1000 --{gephi_arg}={t} -i f.graphml -o {name}.graphml" | |
print(arg, command) | |
call(command.split()) | |
# gephi graph | |
gg = nx.read_graphml(f"{name}.graphml") | |
tmp = {arg: default, "scaling_ratio": 10.0, "n_iter": 1000} | |
nx_pos = nx.forceatlas2_layout(g, pos=pos, **tmp) | |
g_pos = get_pos(gg) | |
fig, ax = plt.subplots(1, 2) | |
nx.draw(g, nx_pos, ax=ax[0]) | |
nx.draw(gg, g_pos, ax=ax[1]) | |
ax[0].set_title("networkx") | |
ax[1].set_title("gephi") | |
fig.suptitle(arg) | |
for node in g.nodes(): | |
d = ((g_pos[str(node)] - nx_pos[node]) ** 2).sum() | |
# this currently fails because gephi disregards input positions | |
try: | |
assert np.allclose(d, 0) # , (g_pos[node], nx_pos[node]) | |
except Exception as e: | |
continue | |
# print(e) | |
plt.show(block=1) |
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