diff --git a/llvm/lib/Target/LoongArch/LoongArchISelLowering.cpp b/llvm/lib/Target/LoongArch/LoongArchISelLowering.cpp
index ca4a655f06587..442a6d23795ad 100644
--- a/llvm/lib/Target/LoongArch/LoongArchISelLowering.cpp
+++ b/llvm/lib/Target/LoongArch/LoongArchISelLowering.cpp
@@ -386,6 +386,8 @@ LoongArchTargetLowering::LoongArchTargetLowering(const TargetMachine &TM,
       setOperationAction(ISD::VECREDUCE_UMAX, VT, Custom);
       setOperationAction(ISD::VECREDUCE_UMIN, VT, Custom);
     }
+    // We want to legalize this to an f64 load rather than an i64 load.
+    setOperationAction(ISD::LOAD, MVT::v2f32, Custom);
   }
 
   // Set operations for 'LASX' feature.
@@ -4668,6 +4670,32 @@ void LoongArchTargetLowering::ReplaceNodeResults(
            "Unexpected custom legalisation");
     Results.push_back(customLegalizeToWOp(N, DAG, 2));
     break;
+  case ISD::LOAD: {
+    // Use an f64 load and a scalar_to_vector for v2f32 loads. This avoids
+    // scalarizing in 32-bit mode. In 64-bit mode this avoids a int->fp
+    // cast since type legalization will try to use an i64 load.
+    MVT VT = N->getSimpleValueType(0);
+    assert(VT == MVT::v2f32 && "Unexpected VT");
+    assert(getTypeAction(*DAG.getContext(), VT) == TypeWidenVector &&
+           "Unexpected type action!");
+    if (!ISD::isNON_EXTLoad(N))
+      return;
+    auto *Ld = cast<LoadSDNode>(N);
+    if (Subtarget.hasExtLSX()) {
+      MVT LdVT = MVT::f64;
+      SDValue Res = DAG.getLoad(LdVT, DL, Ld->getChain(), Ld->getBasePtr(),
+                                Ld->getPointerInfo(), Ld->getBaseAlign(),
+                                Ld->getMemOperand()->getFlags());
+      SDValue Chain = Res.getValue(1);
+      MVT VecVT = MVT::getVectorVT(LdVT, 2);
+      Res = DAG.getNode(ISD::SCALAR_TO_VECTOR, DL, VecVT, Res);
+      EVT WideVT = getTypeToTransformTo(*DAG.getContext(), VT);
+      Res = DAG.getBitcast(WideVT, Res);
+      Results.push_back(Res);
+      Results.push_back(Chain);
+    }
+    break;
+  }
   case ISD::FP_TO_SINT: {
     assert(VT == MVT::i32 && Subtarget.is64Bit() &&
            "Unexpected custom legalisation");
diff --git a/llvm/test/CodeGen/LoongArch/vector-fp-imm.ll b/llvm/test/CodeGen/LoongArch/vector-fp-imm.ll
index 16c9e754fb94d..48dd0b9e03bca 100644
--- a/llvm/test/CodeGen/LoongArch/vector-fp-imm.ll
+++ b/llvm/test/CodeGen/LoongArch/vector-fp-imm.ll
@@ -123,8 +123,7 @@ define void @test_f2(ptr %P, ptr %S) nounwind {
 ;
 ; LA64D-LABEL: test_f2:
 ; LA64D:       # %bb.0:
-; LA64D-NEXT:    ld.d $a0, $a0, 0
-; LA64D-NEXT:    vinsgr2vr.d $vr0, $a0, 0
+; LA64D-NEXT:    fld.d $fa0, $a0, 0
 ; LA64D-NEXT:    lu12i.w $a0, 260096
 ; LA64D-NEXT:    lu52i.d $a0, $a0, 1024
 ; LA64D-NEXT:    vreplgr2vr.d $vr1, $a0