diff --git a/lib/Dialect/XeTile/Transforms/WgToSg.cpp b/lib/Dialect/XeTile/Transforms/WgToSg.cpp
index 5264a8621..77ef9f7d2 100644
--- a/lib/Dialect/XeTile/Transforms/WgToSg.cpp
+++ b/lib/Dialect/XeTile/Transforms/WgToSg.cpp
@@ -579,6 +579,137 @@ class WGToSGVectorTranspose
 };
 
 
+// This pattern transforms the convert layout op in the following manner:
+// 1. Store the original vector to slm using input operand layout
+// 2. Add barrier
+// 3. Load the vector from slm using the result layout
+
+// Example:
+// WG IR
+// #wg_map_b = #xetile.wg_map<sg_layout = [8, 4], sg_data = [32, 64]>
+// #wg_map_a = #xetile.wg_map<sg_layout = [32, 1], sg_data = [8, 256]>
+// %vector_a = xetile.tile_conv_layout %vector_b {wg_map_result = #wg_map_a, wg_map_source = #wg_map_b}: vector<256x256xfloat> into vector<256x256xfloat>
+
+// SG IR
+// %slm = memref.alloc() : memref<256x256xf32, 3>
+// %tile = xetile.init_tile %slm[offset_x, offset_y] : memref<256x256xf32, 3> -> xetile.tile<32x64xf32>
+// xetile.store_tile %vector_b, %tile :vector<32x64xf32>, !xetile.tile<32x64xf32>
+// gpu.barrier
+// %remapped_tile = xetile.init_tile %slm[offsetX, offsetY] : memref<256x256xf32, 3> -> xetile.tile<8x256xf32>
+// %remapped_vector = xetile.load_tile %reshaped_tile : xetile.tile<8x256xf32> -> vector<8x256xf32>
+class WGToSGXeTileConvertLayout
+    :public XeOneToNConversion<xetile::ConvertLayoutOp> {
+  using XeOneToNConversion<xetile::ConvertLayoutOp>::XeOneToNConversion;
+
+  mlir::LogicalResult
+  matchAndRewrite(xetile::ConvertLayoutOp op, OpAdaptor adaptor,
+                  XeOneToNPatternRewriter &rewriter) const override {
+    if (op.getSource().getType().getRank() != 2)
+      return mlir::failure();
+
+    auto loc = op.getLoc();
+    auto res = op.getResult();
+    auto resType = mlir::dyn_cast<mlir::VectorType>(res.getType());
+    auto elemTy = resType.getElementType();
+    auto resShape = resType.getShape();
+
+    auto dstMapAttr =
+        llvm::dyn_cast_or_null<xetile::WorkGroupMapAttr>(op->getAttr("wg_map_result"));
+
+    xetile::WorkGroupMapAttr srcMapAttr;
+    srcMapAttr = llvm::dyn_cast_or_null<xetile::WorkGroupMapAttr>(op->getAttr("wg_map_source"));
+
+    if (!dstMapAttr) {
+      return mlir::failure();
+    }
+
+    if(!srcMapAttr) {
+      // Get the map from operand
+      auto operand = op.getSource().getDefiningOp();
+      srcMapAttr =  llvm::dyn_cast_or_null<xetile::WorkGroupMapAttr>(operand->getAttr("map"));
+      if (!srcMapAttr) {
+        return mlir::failure();
+      }
+    }
+
+    auto srcMapSgData = srcMapAttr.getSgData();
+    auto srcSgLayout = srcMapAttr.getSgLayout();
+    auto dstMapSgData = dstMapAttr.getSgData();
+    auto dstSgLayout = dstMapAttr.getSgLayout();
+
+    auto createIndexConstant = [&](mlir::Type type, int64_t value) {
+      auto attr = rewriter.getIndexAttr(value);
+      return rewriter.create<mlir::arith::ConstantOp>(loc, type, attr);
+    };
+
+    rewriter.setInsertionPoint(op);
+    // Allocate SLM
+    // TODO: Allocate slm as 1D array of i8, and then create the expected view on it.
+    auto slmTy = mlir::MemRefType::get({resShape[0], resShape[1]}, elemTy, {}, 3);
+    auto slm = rewriter.create<mlir::memref::AllocOp>(loc, slmTy);
+
+    // Get SG id
+    auto sgId = rewriter.create<mlir::gpu::SubgroupIdOp>(
+        loc, rewriter.getIndexType(), nullptr);
+
+    auto indexType = rewriter.getIndexType();
+    auto srcMapDimY = createIndexConstant(indexType, srcSgLayout[1]);
+
+    // The sgID is a linear (1D) id. Convert it to 2D to get the x and y
+    // coordinates of sg
+    // row = i / cols
+    // col =  i % cols
+    // x is row, y is col
+    // TODO: Floorsdiv and Remu are expensive. Find alterate.
+    auto storeSgIdX =
+        rewriter.create<mlir::index::FloorDivSOp>(loc, sgId, srcMapDimY);
+    auto storeSgIdY =
+        rewriter.create<mlir::index::RemUOp>(loc, sgId, srcMapDimY);
+
+    // Store to SLM using src map
+    auto memoryScopeAttr = mlir::IntegerAttr::get(rewriter.getIntegerType(32), 3);
+    auto order = mlir::DenseI32ArrayAttr::get(op.getContext(), {1, 0});
+    auto attr = imex::xetile::XeTileAttr::get(
+        op.getContext(), nullptr /*sgMap*/, nullptr /*wgMap*/,
+        order /*order*/, nullptr /*innerblocks*/, memoryScopeAttr /*memoryscope*/,
+        nullptr /*scatterAttr*/);
+    xetile::TileType srcTileTy =
+      imex::xetile::TileType::get({srcMapSgData[0], srcMapSgData[1]}, elemTy, attr);
+
+    auto storeOffsetX = rewriter.createOrFold<mlir::index::MulOp>(
+                loc, storeSgIdX, createIndexConstant(indexType, srcMapSgData[0]));
+    auto storeOffsetY = rewriter.createOrFold<mlir::index::MulOp>(
+                loc, storeSgIdY, createIndexConstant(indexType, srcMapSgData[1]));
+    auto storeInitTileOp = rewriter.create<xetile::InitTileOp>(
+          loc, srcTileTy, slm, llvm::ArrayRef<mlir::OpFoldResult>({storeOffsetX, storeOffsetY}));
+    rewriter.create<xetile::StoreTileOp>(loc, adaptor.getSource()[0],
+                                         storeInitTileOp);
+
+    // Add barrier
+    rewriter.create<mlir::gpu::BarrierOp>(loc);
+
+    // Load from SLM with result map
+    xetile::TileType dstTileTy =
+      imex::xetile::TileType::get({dstMapSgData[0], dstMapSgData[1]}, elemTy, attr);
+    auto newResTy =
+          mlir::VectorType::get({dstMapSgData[0], dstMapSgData[1]}, elemTy);
+
+    auto dstMapDimY = createIndexConstant(indexType, dstSgLayout[1]);
+    auto loadSgIdX = rewriter.create<mlir::index::FloorDivSOp>(loc, sgId, dstMapDimY);
+    auto loadSgIdY =  rewriter.create<mlir::index::RemUOp>(loc, sgId, dstMapDimY);
+    auto loadOffsetX = rewriter.createOrFold<mlir::index::MulOp>(
+                loc, loadSgIdX, createIndexConstant(indexType, dstMapSgData[0]));
+    auto loadOffsetY = rewriter.createOrFold<mlir::index::MulOp>(
+                loc, loadSgIdY, createIndexConstant(indexType, dstMapSgData[1]));
+    auto loadInitTileOp = rewriter.create<xetile::InitTileOp>(
+          loc, dstTileTy, slm, llvm::ArrayRef<mlir::OpFoldResult>({loadOffsetX, loadOffsetY}));
+    auto loadTile = rewriter.create<xetile::LoadTileOp>(
+          loc, newResTy, loadInitTileOp, mlir::Attribute());
+
+    rewriter.replaceOp(op, loadTile);
+    return mlir::success();
+    }
+  };
 
 class WGToSGVectorBroadcast
     :public XeOneToNConversion<mlir::vector::BroadcastOp> {
@@ -704,16 +835,14 @@ void analyzeInitTileOps(mlir::Operation *op) {
 }
 
 
-
 void populateXeTileWgToSgPatterns(imex::XeOneToNTypeConverter &converter,
                                   mlir::RewritePatternSet &patterns,
                                   TileUsageAnalysis &analysis) {
   patterns.insert<WGToSGInitTileOpPattern, WGToSGLoadTileOpPattern,
                   WGToSGTileMMAOpPattern, WGToSGStoreTileOpPattern,
                   WGToSGSCFForOpPattern, WGToSGUpdateTileOffsetOpPattern,
-                  WGToSGSCFYieldOpPattern, WGToSGVectorTranspose,
-                  WGToSGVectorBroadcast>(patterns.getContext(), converter,
-                                           analysis);
+                  WGToSGSCFYieldOpPattern, WGToSGVectorTranspose, WGToSGVectorBroadcast,
+                  WGToSGXeTileConvertLayout>(patterns.getContext(), converter, analysis);
   patterns.insert<WGToSGElementWiseOpPattern<mlir::math::ExpOp, 1>,
                   WGToSGElementWiseOpPattern<mlir::arith::AddFOp, 2>,
                   WGToSGArithConstantOpPattern>(patterns.getContext(),
@@ -824,6 +953,8 @@ class XeTileWgToSgPass
             return false;
         });
 
+    target.addIllegalOp<xetile::ConvertLayoutOp>();
+
     target.markUnknownOpDynamicallyLegal([](Operation *) { return true; });
 
     populateXeTileWgToSgPatterns(typeConverter, patterns, analysis);
diff --git a/test/Dialect/XeTile/Transforms/wg_to_sg_convert_layout.mlir b/test/Dialect/XeTile/Transforms/wg_to_sg_convert_layout.mlir
new file mode 100644
index 000000000..2f984382e
--- /dev/null
+++ b/test/Dialect/XeTile/Transforms/wg_to_sg_convert_layout.mlir
@@ -0,0 +1,36 @@
+// RUN: imex-opt --split-input-file --xetile-wg-to-sg --cse %s -verify-diagnostics | FileCheck %s
+
+gpu.module @test_convert_layout{
+  //CHECK:  gpu.func @test_kernel()
+  gpu.func @test_kernel() {
+    //CHECK: %[[c0:.*]] = arith.constant dense<0.000000e+00> : vector<32x64xf32>
+    //CHECK: %[[c0_0:.*]] = arith.constant dense<0.000000e+00> : vector<8x256xf32>
+    //CHECK: %[[SLM:.*]] = memref.alloc() : memref<256x256xf32, 3>
+    //CHECK: %[[R0:.*]] = gpu.subgroup_id : index
+    //CHECK: %[[c4:.*]] = arith.constant 4 : index
+    //CHECK: %[[R1:.*]] = index.floordivs %[[R0]], %[[c4]]
+    //CHECK: %[[R2:.*]] = index.remu %[[R0]], %[[c4]]
+    //CHECK: %[[c32:.*]] = arith.constant 32 : index
+    //CHECK: %[[R3:.*]] = index.mul %[[R1]], %[[c32]]
+    //CHECK: %[[c64:.*]] = arith.constant 64 : index
+    //CHECK: %[[R4:.*]] = index.mul %[[R2]], %[[c64]]
+    //CHECK: %[[INITTILESRCMAP:.*]] = xetile.init_tile %[[SLM]][%[[R3]], %[[R4]]] : memref<256x256xf32, 3> -> !xetile.tile<32x64xf32, #xetile.tile_attr<memory_space = 3 : i32>>
+    //CHECK: xetile.store_tile  %[[c0]], %[[INITTILESRCMAP]] : vector<32x64xf32>, !xetile.tile<32x64xf32, #xetile.tile_attr<memory_space = 3 : i32>>
+    //CHECK: gpu.barrier
+    //CHECK: %[[c1:.*]] = arith.constant 1 : index
+    //CHECK: %[[R5:.*]] = index.floordivs %[[R0]], %[[c1]]
+    //CHECK: %[[R6:.*]] = index.remu %[[R0]], %[[c1]]
+    //CHECK: %[[c8:.*]] = arith.constant 8 : index
+    //CHECK: %[[R7:.*]] = index.mul %[[R5]], %[[c8]]
+    //CHECK: %[[c256:.*]] = arith.constant 256 : index
+    //CHECK: %[[R8:.*]] = index.mul %[[R6]], %[[c256]]
+    //CHECK: %[[INITTILEDSTMAP:.*]] = xetile.init_tile %[[SLM]][%[[R7]], %[[R8]]] : memref<256x256xf32, 3> -> !xetile.tile<8x256xf32, #xetile.tile_attr<memory_space = 3 : i32>>
+    //CHECK: %[[LOADTILE:.*]] = xetile.load_tile %[[INITTILEDSTMAP]] : !xetile.tile<8x256xf32, #xetile.tile_attr<memory_space = 3 : i32>> -> vector<8x256xf32>
+
+    %cst = arith.constant {map = #xetile.wg_map<sg_layout = [8, 4], sg_data = [32, 64]>} dense<0.000000e+00> : vector<256x256xf32>
+    %cst_temp =  arith.constant {map = #xetile.wg_map<sg_layout = [32, 1], sg_data = [8, 256]>} dense<0.000000e+00> : vector<256x256xf32>
+    %convert_layout = xetile.convert_layout %cst {wg_map_result = #xetile.wg_map<sg_layout = [32, 1], sg_data = [8, 256]>, wg_map_source = #xetile.wg_map<sg_layout = [8, 4], sg_data = [32, 64]>} : vector<256x256xf32>
+    %add = arith.addf %cst_temp, %convert_layout {map = #xetile.wg_map<sg_layout = [32, 1], sg_data = [8, 256]>} : vector<256x256xf32>
+    gpu.return
+    }
+  }