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about features and val_edges_false about gae HOT 2 OPEN

tkipf avatar tkipf commented on May 26, 2024
about features and val_edges_false

from gae.

Comments (2)

XiChen-97 avatar XiChen-97 commented on May 26, 2024

Same question as @zhangxiaozao mentioned in 2: In utils.py - mask_test_function(adj), when create the val_edges_false:
while len(val_edges_false) < len(val_edges):
idx_i = np.random.randint(0, adj.shape[0])
idx_j = np.random.randint(0, adj.shape[0])
if idx_i == idx_j:
continue
if ismember([idx_i, idx_j], train_edges):
continue
if ismember([idx_j, idx_i], train_edges):
continue
if ismember([idx_i, idx_j], val_edges):
continue
if ismember([idx_j, idx_i], val_edges):
continue
if val_edges_false:
if ismember([idx_j, idx_i], np.array(val_edges_false)):
continue
if ismember([idx_i, idx_j], np.array(val_edges_false)):
continue
val_edges_false.append([idx_i, idx_j])

This seems like failed to guarantee that the val_edges_false doesn't contain some edges from test edges, which will make this assertion failed:
assert ~ismember(val_edges_false, edges_all)

Looking forward to your reply, thanks!

from gae.

zrq0123 avatar zrq0123 commented on May 26, 2024

from gae.

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