diff --git a/mlir/include/mlir/Dialect/OpenMP/OpenMPOps.td b/mlir/include/mlir/Dialect/OpenMP/OpenMPOps.td
--- a/mlir/include/mlir/Dialect/OpenMP/OpenMPOps.td
+++ b/mlir/include/mlir/Dialect/OpenMP/OpenMPOps.td
@@ -813,6 +813,20 @@
     `:` type($x) attr-dict
   }];
   let hasVerifier = 1;
+  let extraClassDeclaration = [{
+    /// The number of variable operands.
+    unsigned getNumVariableOperands() {
+      assert(x() && "expected 'x' operand");
+      assert(v() && "expected 'v' operand");
+      return 2;
+    }
+
+    /// The i-th variable operand passed.
+    Value getVariableOperand(unsigned i) {
+      assert(0 <= i < 2 && "invalid index position for an operand");
+      return i == 0 ? x() : v();
+    }
+  }];
 }
 
 def AtomicWriteOp : OpenMP_Op<"atomic.write"> {
@@ -847,6 +861,20 @@
     attr-dict
   }];
   let hasVerifier = 1;
+  let extraClassDeclaration = [{
+    /// The number of variable operands.
+    unsigned getNumVariableOperands() {
+      assert(address() && "expected address operand");
+      assert(value() && "expected value operand");
+      return 2;
+    }
+
+    /// The i-th variable operand passed.
+    Value getVariableOperand(unsigned i) {
+      assert(0 <= i < 2 && "invalid index position for an operand");
+      return i == 0 ? address() : value();
+    }
+  }];
 }
 
 def AtomicUpdateOp : OpenMP_Op<"atomic.update",
@@ -996,6 +1024,19 @@
   let assemblyFormat = [{
     $sym_addr `:` type($sym_addr) `->` type($tls_addr) attr-dict
   }];
+  let extraClassDeclaration = [{
+    /// The number of variable operands.
+    unsigned getNumVariableOperands() {
+      assert(sym_addr() && "expected one variable operand");
+      return 1;
+    }
+
+    /// The i-th variable operand passed.
+    Value getVariableOperand(unsigned i) {
+      assert(i == 0 && "invalid index position for an operand");
+      return sym_addr();
+    }
+  }];
 }
 
 //===----------------------------------------------------------------------===//
diff --git a/mlir/lib/Conversion/OpenMPToLLVM/OpenMPToLLVM.cpp b/mlir/lib/Conversion/OpenMPToLLVM/OpenMPToLLVM.cpp
--- a/mlir/lib/Conversion/OpenMPToLLVM/OpenMPToLLVM.cpp
+++ b/mlir/lib/Conversion/OpenMPToLLVM/OpenMPToLLVM.cpp
@@ -52,7 +52,23 @@
   LogicalResult
   matchAndRewrite(T curOp, typename T::Adaptor adaptor,
                   ConversionPatternRewriter &rewriter) const override {
-    rewriter.replaceOpWithNewOp<T>(curOp, TypeRange(), adaptor.getOperands(),
+    TypeConverter *converter = ConvertToLLVMPattern::getTypeConverter();
+    SmallVector<Type> resTypes;
+    if (failed(converter->convertTypes(curOp->getResultTypes(), resTypes)))
+      return failure();
+    SmallVector<Value> convertedOperands;
+    for (unsigned idx = 0; idx < curOp.getNumVariableOperands(); ++idx) {
+      Value originalVariableOperand = curOp.getVariableOperand(idx);
+      if (!originalVariableOperand)
+        return failure();
+      if (originalVariableOperand.getType().isa<MemRefType>()) {
+        // TODO: Support memref type in variable operands
+        rewriter.notifyMatchFailure(curOp, "memref is not supported yet");
+      } else {
+        convertedOperands.emplace_back(adaptor.getOperands()[idx]);
+      }
+    }
+    rewriter.replaceOpWithNewOp<T>(curOp, resTypes, convertedOperands,
                                    curOp->getAttrs());
     return success();
   }
@@ -65,10 +81,10 @@
                                mlir::omp::MasterOp>(
       [&](Operation *op) { return typeConverter.isLegal(&op->getRegion(0)); });
   target
-      .addDynamicallyLegalOp<mlir::omp::AtomicReadOp, mlir::omp::AtomicWriteOp>(
-          [&](Operation *op) {
-            return typeConverter.isLegal(op->getOperandTypes());
-          });
+      .addDynamicallyLegalOp<mlir::omp::AtomicReadOp, mlir::omp::AtomicWriteOp,
+                             mlir::omp::ThreadprivateOp>([&](Operation *op) {
+        return typeConverter.isLegal(op->getOperandTypes());
+      });
 }
 
 void mlir::populateOpenMPToLLVMConversionPatterns(LLVMTypeConverter &converter,
@@ -77,7 +93,8 @@
                RegionOpConversion<omp::ParallelOp>,
                RegionOpConversion<omp::WsLoopOp>,
                RegionLessOpConversion<omp::AtomicReadOp>,
-               RegionLessOpConversion<omp::AtomicWriteOp>>(converter);
+               RegionLessOpConversion<omp::AtomicWriteOp>,
+               RegionLessOpConversion<omp::ThreadprivateOp>>(converter);
 }
 
 namespace {
diff --git a/mlir/test/Conversion/OpenMPToLLVM/convert-to-llvmir.mlir b/mlir/test/Conversion/OpenMPToLLVM/convert-to-llvmir.mlir
--- a/mlir/test/Conversion/OpenMPToLLVM/convert-to-llvmir.mlir
+++ b/mlir/test/Conversion/OpenMPToLLVM/convert-to-llvmir.mlir
@@ -1,4 +1,4 @@
-// RUN: mlir-opt -convert-openmp-to-llvm %s  -split-input-file | FileCheck %s
+// RUN: mlir-opt -convert-openmp-to-llvm -split-input-file %s | FileCheck %s
 
 // CHECK-LABEL: llvm.func @master_block_arg
 func.func @master_block_arg() {
@@ -15,6 +15,8 @@
   return
 }
 
+// -----
+
 // CHECK-LABEL: llvm.func @branch_loop
 func.func @branch_loop() {
   %start = arith.constant 0 : index
@@ -44,6 +46,8 @@
   return
 }
 
+// -----
+
 // CHECK-LABEL: @wsloop
 // CHECK: (%[[ARG0:.*]]: i64, %[[ARG1:.*]]: i64, %[[ARG2:.*]]: i64, %[[ARG3:.*]]: i64, %[[ARG4:.*]]: i64, %[[ARG5:.*]]: i64)
 func.func @wsloop(%arg0: index, %arg1: index, %arg2: index, %arg3: index, %arg4: index, %arg5: index) {
@@ -62,3 +66,35 @@
   }
   return
 }
+
+// -----
+
+// CHECK-LABEL: @atomic_write
+// CHECK: (%[[ARG0:.*]]: !llvm.ptr<i32>)
+// CHECK: %[[VAL0:.*]] = llvm.mlir.constant(1 : i32) : i32
+// CHECK: omp.atomic.write %[[ARG0]] = %[[VAL0]] hint(none) memory_order(relaxed) : !llvm.ptr<i32>, i32
+func.func @atomic_write(%a: !llvm.ptr<i32>) -> () {
+  %1 = arith.constant 1 : i32
+  omp.atomic.write %a = %1 hint(none) memory_order(relaxed) : !llvm.ptr<i32>, i32
+  return
+}
+
+// -----
+
+// CHECK-LABEL: @atomic_read
+// CHECK: (%[[ARG0:.*]]: !llvm.ptr<i32>, %[[ARG1:.*]]: !llvm.ptr<i32>)
+// CHECK: omp.atomic.read %[[ARG1]] = %[[ARG0]] memory_order(acquire) hint(contended) : !llvm.ptr<i32>
+func.func @atomic_read(%a: !llvm.ptr<i32>, %b: !llvm.ptr<i32>) -> () {
+  omp.atomic.read %b = %a memory_order(acquire) hint(contended) : !llvm.ptr<i32>
+  return
+}
+
+// -----
+
+// CHECK-LABEL: @threadprivate
+// CHECK: (%[[ARG0:.*]]: !llvm.ptr<i32>)
+// CHECK: %[[VAL0:.*]] = omp.threadprivate %[[ARG0]] : !llvm.ptr<i32> -> !llvm.ptr<i32>
+func.func @threadprivate(%a: !llvm.ptr<i32>) -> () {
+  %1 = omp.threadprivate %a : !llvm.ptr<i32> -> !llvm.ptr<i32>
+  return
+}