Skip to content
Merged
Changes from all commits
Commits
File filter

Filter by extension

Filter by extension

Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
15 changes: 13 additions & 2 deletions src/aspire/abinitio/commonline_sdp.py
Original file line number Diff line number Diff line change
@@ -1,4 +1,5 @@
import logging
import warnings

import cvxpy as cp
import numpy as np
Expand Down Expand Up @@ -142,8 +143,18 @@ def _compute_gram_SDP(self, S, A, b):
G = cp.Variable((n, n), symmetric=True)
# The operator >> denotes matrix inequality.
constraints = [G >> 0]
constraints += [cp.trace(A[i] @ G) == b[i] for i in range(3 * self.n_img)]
prob = cp.Problem(cp.Minimize(cp.trace(-S @ G)), constraints)

# cvxpy.trace uses uninitialized scratch array to infer shapes.
# This can cause a RuntimeWarning, see cvxpy issue #3235.
# This warnings filter can be removed once cvxpy > 1.9.2
with warnings.catch_warnings():
warnings.filterwarnings(
"ignore",
message=r"invalid value encountered in reduce",
category=RuntimeWarning,
)
constraints += [cp.trace(A[i] @ G) == b[i] for i in range(3 * self.n_img)]
prob = cp.Problem(cp.Minimize(cp.trace(-S @ G)), constraints)
prob.solve()

return G.value.astype(self.dtype, copy=False)
Expand Down