diff --git a/mlir/lib/Conversion/GPUCommon/GPUToLLVMConversion.cpp b/mlir/lib/Conversion/GPUCommon/GPUToLLVMConversion.cpp
index 3cfbd898e49e..e516118f7520 100644
--- a/mlir/lib/Conversion/GPUCommon/GPUToLLVMConversion.cpp
+++ b/mlir/lib/Conversion/GPUCommon/GPUToLLVMConversion.cpp
@@ -532,6 +532,9 @@ void GpuToLLVMConversionPass::runOnOperation() {
     // Vector transfer ops with rank > 1 should be lowered with VectorToSCF.
     vector::populateVectorTransferLoweringPatterns(patterns,
                                                    /*maxTransferRank=*/1);
+    // Transform N-D vector.from_elements to 1-D vector.from_elements before
+    // conversion.
+    vector::populateVectorFromElementsLoweringPatterns(patterns);
     if (failed(applyPatternsGreedily(getOperation(), std::move(patterns))))
       return signalPassFailure();
   }
diff --git a/mlir/lib/Conversion/GPUToNVVM/LowerGpuOpsToNVVMOps.cpp b/mlir/lib/Conversion/GPUToNVVM/LowerGpuOpsToNVVMOps.cpp
index 317bfc2970cf..50ac1c60184e 100644
--- a/mlir/lib/Conversion/GPUToNVVM/LowerGpuOpsToNVVMOps.cpp
+++ b/mlir/lib/Conversion/GPUToNVVM/LowerGpuOpsToNVVMOps.cpp
@@ -27,6 +27,7 @@
 #include "mlir/Dialect/Math/IR/Math.h"
 #include "mlir/Dialect/MemRef/IR/MemRef.h"
 #include "mlir/Dialect/NVGPU/IR/NVGPUDialect.h"
+#include "mlir/Dialect/Vector/Transforms/LoweringPatterns.h"
 #include "mlir/Transforms/DialectConversion.h"
 #include "mlir/Transforms/GreedyPatternRewriteDriver.h"
 
@@ -369,6 +370,9 @@ struct LowerGpuOpsToNVVMOpsPass final
     {
       RewritePatternSet patterns(m.getContext());
       populateGpuRewritePatterns(patterns);
+      // Transform N-D vector.from_elements to 1-D vector.from_elements before
+      // conversion.
+      vector::populateVectorFromElementsLoweringPatterns(patterns);
       if (failed(applyPatternsGreedily(m, std::move(patterns))))
         return signalPassFailure();
     }