diff --git a/lib/Conversion/TorchToLinalg/DataMovement.cpp b/lib/Conversion/TorchToLinalg/DataMovement.cpp
index 05fd12f16..bd0215d30 100644
--- a/lib/Conversion/TorchToLinalg/DataMovement.cpp
+++ b/lib/Conversion/TorchToLinalg/DataMovement.cpp
@@ -403,21 +403,40 @@ public:
     int64_t vDim = numDims - 2;
     Value hDimSize = inputShape[hDim];
     Value vDimSize = inputShape[vDim];
+    Type indexType = rewriter.getIndexType();
+
+    auto leftPadAssertMsg = "Left padding too large";
+    auto rightPadAssertMsg = "Right padding too large";
+    auto topPadAssertMsg = "Top padding too large";
+    auto bottomPadAssertMsg = "Bottom padding too large";
+
+    auto addPadDynAssert = [&](int64_t pad, Value dimSize,
+                               const llvm::Twine &msg) {
+      Value padValue = getConstant(rewriter, loc, pad, indexType);
+      Value pred = rewriter.create<arith::CmpIOp>(
+          loc, arith::CmpIPredicate::slt, padValue, dimSize);
+      rewriter.create<cf::AssertOp>(loc, pred, rewriter.getStringAttr(msg));
+    };
 
     if (inputType.getShape()[hDim] != ShapedType::kDynamic) {
       assert(getHPadArgument(LEFT) < inputType.getShape()[hDim] &&
-             "Left padding too large");
+             leftPadAssertMsg);
       assert(getHPadArgument(RIGHT) < inputType.getShape()[hDim] &&
-             "Right padding too large");
+             rightPadAssertMsg);
+    } else {
+      addPadDynAssert(getHPadArgument(LEFT), hDimSize, leftPadAssertMsg);
+      addPadDynAssert(getHPadArgument(RIGHT), hDimSize, rightPadAssertMsg);
     }
     if (inputType.getShape()[vDim] != ShapedType::kDynamic) {
       assert(getVPadArgument(TOP) < inputType.getShape()[vDim] &&
-             "Top padding too large");
+             topPadAssertMsg);
       assert(getVPadArgument(BOTTOM) < inputType.getShape()[vDim] &&
-             "Bottom padding too large");
+             bottomPadAssertMsg);
+    } else {
+      addPadDynAssert(getVPadArgument(TOP), vDimSize, topPadAssertMsg);
+      addPadDynAssert(getVPadArgument(BOTTOM), vDimSize, bottomPadAssertMsg);
     }
 
-    Type indexType = rewriter.getIndexType();
     Value zero = getConstant(rewriter, loc, 0, indexType);
     Value one = getConstant(rewriter, loc, 1, indexType);