[Fix] Adapting to function rkme_solve_qp updates

learnware/specification/regular/image/rkme.py

@@ -18,7 +18,7 @@ from tqdm import tqdm
 
 from . import cnn_gp
 from ..base import RegularStatsSpecification
-from ..table.rkme import solve_qp, choose_device, setup_seed
+from ..table.rkme import rkme_solve_qp, choose_device, setup_seed
 
 
 class RKMEImageSpecification(RegularStatsSpecification):
@@ -97,6 +97,11 @@ class RKMEImageSpecification(RegularStatsSpecification):
         -------
 
         """
+        if len(X.shape) != 4:
+            raise ValueError("X should be in shape of [N, C, {0:d}, {0:d}]. ".format(
+                    RKMEImageSpecification.IMAGE_WIDTH
+                ))
+
         if (
             X.shape[2] != RKMEImageSpecification.IMAGE_WIDTH or X.shape[3] != RKMEImageSpecification.IMAGE_WIDTH
         ) and not resize:
@@ -175,7 +180,7 @@ class RKMEImageSpecification(RegularStatsSpecification):
         C = torch.sum(C, dim=1) / x_features.shape[0]
 
         if nonnegative_beta:
-            beta = solve_qp(K.double(), C.double()).to(self.device)
+            beta = rkme_solve_qp(K.double(), C.double())[0].to(self.device)
         else:
             beta = torch.linalg.inv(K + torch.eye(K.shape[0]).to(self.device) * 1e-5) @ C