diff --git a/mlir/docs/Interfaces.md b/mlir/docs/Interfaces.md
--- a/mlir/docs/Interfaces.md
+++ b/mlir/docs/Interfaces.md
@@ -731,6 +731,8 @@
 *   `CallableOpInterface` - Used to represent the target callee of call.
     -   `Region * getCallableRegion()`
     -   `ArrayRef<Type> getCallableResults()`
+    -   `ArrayAttr getCallableArgAttrs()`
+    -   `ArrayAttr getCallableResAttrs()`
 
 ##### RegionKindInterfaces
 
diff --git a/mlir/docs/Tutorials/Toy/Ch-4.md b/mlir/docs/Tutorials/Toy/Ch-4.md
--- a/mlir/docs/Tutorials/Toy/Ch-4.md
+++ b/mlir/docs/Tutorials/Toy/Ch-4.md
@@ -169,6 +169,18 @@
 /// executed.
 ArrayRef<Type> FuncOp::getCallableResults() { return getType().getResults(); }
 
+/// Returns the argument attributes for all callable region arguments or
+/// null if there are none.
+ArrayAttr FuncOp::getCallableArgAttrs() {
+  return getArgAttrs().value_or(nullptr);
+}
+
+/// Returns the result attributes for all callable region results or
+/// null if there are none.
+ArrayAttr FuncOp::getCallableResAttrs() {
+  return getResAttrs().value_or(nullptr);
+}
+
 // ....
 
 /// Return the callee of the generic call operation, this is required by the
diff --git a/mlir/examples/toy/Ch4/mlir/Dialect.cpp b/mlir/examples/toy/Ch4/mlir/Dialect.cpp
--- a/mlir/examples/toy/Ch4/mlir/Dialect.cpp
+++ b/mlir/examples/toy/Ch4/mlir/Dialect.cpp
@@ -307,6 +307,18 @@
   return getFunctionType().getResults();
 }
 
+/// Returns the argument attributes for all callable region arguments or
+/// null if there are none.
+ArrayAttr FuncOp::getCallableArgAttrs() {
+  return getArgAttrs().value_or(nullptr);
+}
+
+/// Returns the result attributes for all callable region results or
+/// null if there are none.
+ArrayAttr FuncOp::getCallableResAttrs() {
+  return getResAttrs().value_or(nullptr);
+}
+
 //===----------------------------------------------------------------------===//
 // GenericCallOp
 //===----------------------------------------------------------------------===//
diff --git a/mlir/examples/toy/Ch5/mlir/Dialect.cpp b/mlir/examples/toy/Ch5/mlir/Dialect.cpp
--- a/mlir/examples/toy/Ch5/mlir/Dialect.cpp
+++ b/mlir/examples/toy/Ch5/mlir/Dialect.cpp
@@ -307,6 +307,18 @@
   return getFunctionType().getResults();
 }
 
+/// Returns the argument attributes for all callable region arguments or
+/// null if there are none.
+ArrayAttr FuncOp::getCallableArgAttrs() {
+  return getArgAttrs().value_or(nullptr);
+}
+
+/// Returns the result attributes for all callable region results or
+/// null if there are none.
+ArrayAttr FuncOp::getCallableResAttrs() {
+  return getResAttrs().value_or(nullptr);
+}
+
 //===----------------------------------------------------------------------===//
 // GenericCallOp
 //===----------------------------------------------------------------------===//
diff --git a/mlir/examples/toy/Ch6/mlir/Dialect.cpp b/mlir/examples/toy/Ch6/mlir/Dialect.cpp
--- a/mlir/examples/toy/Ch6/mlir/Dialect.cpp
+++ b/mlir/examples/toy/Ch6/mlir/Dialect.cpp
@@ -307,6 +307,18 @@
   return getFunctionType().getResults();
 }
 
+/// Returns the argument attributes for all callable region arguments or
+/// null if there are none.
+ArrayAttr FuncOp::getCallableArgAttrs() {
+  return getArgAttrs().value_or(nullptr);
+}
+
+/// Returns the result attributes for all callable region results or
+/// null if there are none.
+ArrayAttr FuncOp::getCallableResAttrs() {
+  return getResAttrs().value_or(nullptr);
+}
+
 //===----------------------------------------------------------------------===//
 // GenericCallOp
 //===----------------------------------------------------------------------===//
diff --git a/mlir/examples/toy/Ch7/mlir/Dialect.cpp b/mlir/examples/toy/Ch7/mlir/Dialect.cpp
--- a/mlir/examples/toy/Ch7/mlir/Dialect.cpp
+++ b/mlir/examples/toy/Ch7/mlir/Dialect.cpp
@@ -336,6 +336,18 @@
   return getFunctionType().getResults();
 }
 
+/// Returns the argument attributes for all callable region arguments or
+/// null if there are none.
+ArrayAttr FuncOp::getCallableArgAttrs() {
+  return getArgAttrs().value_or(nullptr);
+}
+
+/// Returns the result attributes for all callable region results or
+/// null if there are none.
+ArrayAttr FuncOp::getCallableResAttrs() {
+  return getResAttrs().value_or(nullptr);
+}
+
 //===----------------------------------------------------------------------===//
 // GenericCallOp
 //===----------------------------------------------------------------------===//
diff --git a/mlir/include/mlir/Dialect/Async/IR/AsyncOps.td b/mlir/include/mlir/Dialect/Async/IR/AsyncOps.td
--- a/mlir/include/mlir/Dialect/Async/IR/AsyncOps.td
+++ b/mlir/include/mlir/Dialect/Async/IR/AsyncOps.td
@@ -168,6 +168,18 @@
     ArrayRef<Type> getCallableResults() { return getFunctionType()
                                                     .getResults(); }
 
+    /// Returns the argument attributes for all callable region arguments or
+    /// null if there are none.
+    ::mlir::ArrayAttr getCallableArgAttrs() {
+      return getArgAttrs().value_or(nullptr);
+    }
+
+    /// Returns the result attributes for all callable region results or
+    /// null if there are none.
+    ::mlir::ArrayAttr getCallableResAttrs() {
+      return getResAttrs().value_or(nullptr);
+    }
+
     //===------------------------------------------------------------------===//
     // FunctionOpInterface Methods
     //===------------------------------------------------------------------===//
diff --git a/mlir/include/mlir/Dialect/Func/IR/FuncOps.td b/mlir/include/mlir/Dialect/Func/IR/FuncOps.td
--- a/mlir/include/mlir/Dialect/Func/IR/FuncOps.td
+++ b/mlir/include/mlir/Dialect/Func/IR/FuncOps.td
@@ -299,6 +299,18 @@
     /// executed.
     ArrayRef<Type> getCallableResults() { return getFunctionType().getResults(); }
 
+    /// Returns the argument attributes for all callable region arguments or
+    /// null if there are none.
+    ::mlir::ArrayAttr getCallableArgAttrs() {
+      return getArgAttrs().value_or(nullptr);
+    }
+
+    /// Returns the result attributes for all callable region results or
+    /// null if there are none.
+    ::mlir::ArrayAttr getCallableResAttrs() {
+      return getResAttrs().value_or(nullptr);
+    }
+
     //===------------------------------------------------------------------===//
     // FunctionOpInterface Methods
     //===------------------------------------------------------------------===//
diff --git a/mlir/include/mlir/Dialect/LLVMIR/LLVMOps.td b/mlir/include/mlir/Dialect/LLVMIR/LLVMOps.td
--- a/mlir/include/mlir/Dialect/LLVMIR/LLVMOps.td
+++ b/mlir/include/mlir/Dialect/LLVMIR/LLVMOps.td
@@ -1583,6 +1583,10 @@
     /// Returns the result types of this function.
     ArrayRef<Type> getResultTypes() { return getFunctionType().getReturnTypes(); }
 
+    //===------------------------------------------------------------------===//
+    // CallableOpInterface
+    //===------------------------------------------------------------------===//
+
     /// Returns the callable region, which is the function body. If the function
     /// is external, returns null.
     Region *getCallableRegion();
@@ -1596,6 +1600,17 @@
       return getFunctionType().getReturnTypes();
     }
 
+    /// Returns the argument attributes for all callable region arguments or
+    /// null if there are none.
+    ::mlir::ArrayAttr getCallableArgAttrs() {
+      return getArgAttrs().value_or(nullptr);
+    }
+
+    /// Returns the result attributes for all callable region results or
+    /// null if there are none.
+    ::mlir::ArrayAttr getCallableResAttrs() {
+      return getResAttrs().value_or(nullptr);
+    }
   }];
 
   let hasCustomAssemblyFormat = 1;
diff --git a/mlir/include/mlir/Dialect/MLProgram/IR/MLProgramOps.td b/mlir/include/mlir/Dialect/MLProgram/IR/MLProgramOps.td
--- a/mlir/include/mlir/Dialect/MLProgram/IR/MLProgramOps.td
+++ b/mlir/include/mlir/Dialect/MLProgram/IR/MLProgramOps.td
@@ -73,6 +73,18 @@
     /// executed.
     ArrayRef<Type> getCallableResults() { return getFunctionType().getResults(); }
 
+    /// Returns the argument attributes for all callable region arguments or
+    /// null if there are none.
+    ::mlir::ArrayAttr getCallableArgAttrs() {
+      return getArgAttrs().value_or(nullptr);
+    }
+
+    /// Returns the result attributes for all callable region results or
+    /// null if there are none.
+    ::mlir::ArrayAttr getCallableResAttrs() {
+      return getResAttrs().value_or(nullptr);
+    }
+
     //===------------------------------------------------------------------===//
     // FunctionOpInterface Methods
     //===------------------------------------------------------------------===//
@@ -422,6 +434,18 @@
     /// executed.
     ArrayRef<Type> getCallableResults() { return getFunctionType().getResults(); }
 
+    /// Returns the argument attributes for all callable region arguments or
+    /// null if there are none.
+    ::mlir::ArrayAttr getCallableArgAttrs() {
+      return getArgAttrs().value_or(nullptr);
+    }
+
+    /// Returns the result attributes for all callable region results or
+    /// null if there are none.
+    ::mlir::ArrayAttr getCallableResAttrs() {
+      return getResAttrs().value_or(nullptr);
+    }
+
     //===------------------------------------------------------------------===//
     // FunctionOpInterface Methods
     //===------------------------------------------------------------------===//
diff --git a/mlir/include/mlir/Dialect/Shape/IR/ShapeOps.td b/mlir/include/mlir/Dialect/Shape/IR/ShapeOps.td
--- a/mlir/include/mlir/Dialect/Shape/IR/ShapeOps.td
+++ b/mlir/include/mlir/Dialect/Shape/IR/ShapeOps.td
@@ -1149,6 +1149,18 @@
       return getFunctionType().getResults();
     }
 
+    /// Returns the argument attributes for all callable region arguments or
+    /// null if there are none.
+    ::mlir::ArrayAttr getCallableArgAttrs() {
+      return getArgAttrs().value_or(nullptr);
+    }
+
+    /// Returns the result attributes for all callable region results or
+    /// null if there are none.
+    ::mlir::ArrayAttr getCallableResAttrs() {
+      return getResAttrs().value_or(nullptr);
+    }
+
     //===------------------------------------------------------------------===//
     // FunctionOpInterface Methods
     //===------------------------------------------------------------------===//
diff --git a/mlir/include/mlir/Dialect/Transform/IR/TransformOps.td b/mlir/include/mlir/Dialect/Transform/IR/TransformOps.td
--- a/mlir/include/mlir/Dialect/Transform/IR/TransformOps.td
+++ b/mlir/include/mlir/Dialect/Transform/IR/TransformOps.td
@@ -394,6 +394,12 @@
     ::llvm::ArrayRef<::mlir::Type> getCallableResults() {
       return getFunctionType().getResults();
     }
+    ::mlir::ArrayAttr getCallableArgAttrs() {
+      return getArgAttrs().value_or(nullptr);
+    }
+    ::mlir::ArrayAttr getCallableResAttrs() {
+      return getResAttrs().value_or(nullptr);
+    }
   }];
 }
 
diff --git a/mlir/include/mlir/Interfaces/CallInterfaces.td b/mlir/include/mlir/Interfaces/CallInterfaces.td
--- a/mlir/include/mlir/Interfaces/CallInterfaces.td
+++ b/mlir/include/mlir/Interfaces/CallInterfaces.td
@@ -84,6 +84,18 @@
       }],
       "::llvm::ArrayRef<::mlir::Type>", "getCallableResults"
     >,
+    InterfaceMethod<[{
+        Returns the argument attributes for all callable region arguments or
+        null if there are none.
+      }],
+      "::mlir::ArrayAttr", "getCallableArgAttrs"
+    >,
+    InterfaceMethod<[{
+        Returns the result attributes for all callable region results or null
+        if there are none.
+      }],
+      "::mlir::ArrayAttr", "getCallableResAttrs"
+    >
   ];
 }
 
diff --git a/mlir/include/mlir/Transforms/InliningUtils.h b/mlir/include/mlir/Transforms/InliningUtils.h
--- a/mlir/include/mlir/Transforms/InliningUtils.h
+++ b/mlir/include/mlir/Transforms/InliningUtils.h
@@ -13,6 +13,7 @@
 #ifndef MLIR_TRANSFORMS_INLININGUTILS_H
 #define MLIR_TRANSFORMS_INLININGUTILS_H
 
+#include "mlir/IR/BuiltinAttributes.h"
 #include "mlir/IR/DialectInterface.h"
 #include "mlir/IR/Location.h"
 #include "mlir/IR/Region.h"
@@ -141,6 +142,40 @@
     return nullptr;
   }
 
+  /// Hook to transform the call arguments before using them to replace the
+  /// callee arguments. It returns the transformation result or `argument`
+  /// itself if the hook did not change anything. The type of the returned value
+  /// has to match `targetType`, and the `argumentAttrs` dictionary is non-null
+  /// even if no attribute is present. The hook is called after converting the
+  /// callsite argument types using the materializeCallConversion callback, and
+  /// right before inlining the callee region. Any operations created using the
+  /// provided `builder` are inserted right before the inlined callee region.
+  /// Example use cases are the insertion of copies for by value arguments, or
+  /// integer conversions that require signedness information.
+  virtual Value handleArgument(OpBuilder &builder, Operation *call,
+                               Operation *callable, Value argument,
+                               Type targetType,
+                               DictionaryAttr argumentAttrs) const {
+    return argument;
+  }
+
+  /// Hook to transform the callee results before using them to replace the call
+  /// results. It returns the transformation result or the `result` itself if
+  /// the hook did not change anything. The type of the returned values has to
+  /// match `targetType`, and the `resultAttrs` dictionary is non-null even if
+  /// no attribute is present. The hook is called right before handling
+  /// terminators, and obtains the callee result before converting its type
+  /// using the `materializeCallConversion` callback. Any operations created
+  /// using the provided `builder` are inserted right after the inlined callee
+  /// region. Example use cases are the insertion of copies for by value results
+  /// or integer conversions that require signedness information.
+  /// NOTE: This hook is invoked after inlining the `callable` region.
+  virtual Value handleResult(OpBuilder &builder, Operation *call,
+                             Operation *callable, Value result, Type targetType,
+                             DictionaryAttr resultAttrs) const {
+    return result;
+  }
+
   /// Process a set of blocks that have been inlined for a call. This callback
   /// is invoked before inlined terminator operations have been processed.
   virtual void processInlinedCallBlocks(
@@ -183,6 +218,15 @@
   virtual void handleTerminator(Operation *op, Block *newDest) const;
   virtual void handleTerminator(Operation *op,
                                 ArrayRef<Value> valuesToRepl) const;
+
+  virtual Value handleArgument(OpBuilder &builder, Operation *call,
+                               Operation *callable, Value argument,
+                               Type targetType,
+                               DictionaryAttr argumentAttrs) const;
+  virtual Value handleResult(OpBuilder &builder, Operation *call,
+                             Operation *callable, Value result, Type targetType,
+                             DictionaryAttr resultAttrs) const;
+
   virtual void processInlinedCallBlocks(
       Operation *call, iterator_range<Region::iterator> inlinedBlocks) const;
 };
diff --git a/mlir/lib/Dialect/SPIRV/IR/SPIRVOps.cpp b/mlir/lib/Dialect/SPIRV/IR/SPIRVOps.cpp
--- a/mlir/lib/Dialect/SPIRV/IR/SPIRVOps.cpp
+++ b/mlir/lib/Dialect/SPIRV/IR/SPIRVOps.cpp
@@ -2469,6 +2469,16 @@
   return getFunctionType().getResults();
 }
 
+// CallableOpInterface
+::mlir::ArrayAttr spirv::FuncOp::getCallableArgAttrs() {
+  return getArgAttrs().value_or(nullptr);
+}
+
+// CallableOpInterface
+::mlir::ArrayAttr spirv::FuncOp::getCallableResAttrs() {
+  return getResAttrs().value_or(nullptr);
+}
+
 //===----------------------------------------------------------------------===//
 // spirv.FunctionCall
 //===----------------------------------------------------------------------===//
diff --git a/mlir/lib/Transforms/Utils/InliningUtils.cpp b/mlir/lib/Transforms/Utils/InliningUtils.cpp
--- a/mlir/lib/Transforms/Utils/InliningUtils.cpp
+++ b/mlir/lib/Transforms/Utils/InliningUtils.cpp
@@ -103,6 +103,26 @@
   handler->handleTerminator(op, valuesToRepl);
 }
 
+Value InlinerInterface::handleArgument(OpBuilder &builder, Operation *call,
+                                       Operation *callable, Value argument,
+                                       Type targetType,
+                                       DictionaryAttr argumentAttrs) const {
+  auto *handler = getInterfaceFor(callable);
+  assert(handler && "expected valid dialect handler");
+  return handler->handleArgument(builder, call, callable, argument, targetType,
+                                 argumentAttrs);
+}
+
+Value InlinerInterface::handleResult(OpBuilder &builder, Operation *call,
+                                     Operation *callable, Value result,
+                                     Type targetType,
+                                     DictionaryAttr resultAttrs) const {
+  auto *handler = getInterfaceFor(callable);
+  assert(handler && "expected valid dialect handler");
+  return handler->handleResult(builder, call, callable, result, targetType,
+                               resultAttrs);
+}
+
 void InlinerInterface::processInlinedCallBlocks(
     Operation *call, iterator_range<Region::iterator> inlinedBlocks) const {
   auto *handler = getInterfaceFor(call);
@@ -141,6 +161,71 @@
 // Inline Methods
 //===----------------------------------------------------------------------===//
 
+static void handleArgumentImpl(InlinerInterface &interface, OpBuilder &builder,
+                               CallOpInterface call,
+                               CallableOpInterface callable,
+                               IRMapping &mapper) {
+  // Unpack the argument attributes if there are any.
+  SmallVector<DictionaryAttr> argAttrs(
+      callable.getCallableRegion()->getNumArguments(),
+      builder.getDictionaryAttr({}));
+  if (ArrayAttr arrayAttr = callable.getCallableArgAttrs()) {
+    assert(arrayAttr.size() == argAttrs.size());
+    for (auto [idx, attr] : llvm::enumerate(arrayAttr))
+      argAttrs[idx] = cast<DictionaryAttr>(attr);
+  }
+
+  // Run the argument attribute handler for the given argument and attribute.
+  for (auto [blockArg, argAttr] :
+       llvm::zip(callable.getCallableRegion()->getArguments(), argAttrs)) {
+    Value newArgument = interface.handleArgument(builder, call, callable,
+                                                 mapper.lookup(blockArg),
+                                                 blockArg.getType(), argAttr);
+    assert(newArgument.getType() == blockArg.getType() &&
+           "expected the handled argument type to match the target type");
+
+    // Update the mapping to point the new argument returned by the handler.
+    mapper.map(blockArg, newArgument);
+  }
+}
+
+static void handleResultImpl(InlinerInterface &interface, OpBuilder &builder,
+                             CallOpInterface call, CallableOpInterface callable,
+                             ValueRange results) {
+  // Unpack the result attributes if there are any.
+  SmallVector<DictionaryAttr> resAttrs(results.size(),
+                                       builder.getDictionaryAttr({}));
+  if (ArrayAttr arrayAttr = callable.getCallableResAttrs()) {
+    assert(arrayAttr.size() == resAttrs.size());
+    for (auto [idx, attr] : llvm::enumerate(arrayAttr))
+      resAttrs[idx] = cast<DictionaryAttr>(attr);
+  }
+
+  // Run the result attribute handler for the given result and attribute.
+  SmallVector<DictionaryAttr> resultAttributes;
+  for (auto [result, resAttr] : llvm::zip(results, resAttrs)) {
+    // Store the original result users before running the handler.
+    DenseSet<Operation *> resultUsers;
+    for (Operation *user : result.getUsers())
+      resultUsers.insert(user);
+
+    // TODO: Use the type of the call result to replace once the hook can be
+    // used for type conversions. At the moment, all type conversions have to be
+    // done using materializeCallConversion.
+    Type targetType = result.getType();
+
+    Value newResult = interface.handleResult(builder, call, callable, result,
+                                             targetType, resAttr);
+    assert(newResult.getType() == targetType &&
+           "expected the handled result type to match the target type");
+
+    // Replace the result uses except for the ones introduce by the handler.
+    result.replaceUsesWithIf(newResult, [&](OpOperand &operand) {
+      return resultUsers.count(operand.getOwner());
+    });
+  }
+}
+
 static LogicalResult
 inlineRegionImpl(InlinerInterface &interface, Region *src, Block *inlineBlock,
                  Block::iterator inlinePoint, IRMapping &mapper,
@@ -166,6 +251,12 @@
                        mapper))
     return failure();
 
+  // Run the argument attribute handler before inlining the callable region.
+  OpBuilder builder(inlineBlock, inlinePoint);
+  auto callable = dyn_cast<CallableOpInterface>(src->getParentOp());
+  if (call && callable)
+    handleArgumentImpl(interface, builder, call, callable, mapper);
+
   // Check to see if the region is being cloned, or moved inline. In either
   // case, move the new blocks after the 'insertBlock' to improve IR
   // readability.
@@ -199,8 +290,14 @@
 
   // Handle the case where only a single block was inlined.
   if (std::next(newBlocks.begin()) == newBlocks.end()) {
+    // Run the result attribute handler on the terminator operands.
+    Operation *firstBlockTerminator = firstNewBlock->getTerminator();
+    builder.setInsertionPoint(firstBlockTerminator);
+    if (call && callable)
+      handleResultImpl(interface, builder, call, callable,
+                       firstBlockTerminator->getOperands());
+
     // Have the interface handle the terminator of this block.
-    auto *firstBlockTerminator = firstNewBlock->getTerminator();
     interface.handleTerminator(firstBlockTerminator,
                                llvm::to_vector<6>(resultsToReplace));
     firstBlockTerminator->erase();
@@ -218,6 +315,12 @@
                                        resultToRepl.value().getLoc()));
     }
 
+    // Run the result attribute handler on the post insertion block arguments.
+    builder.setInsertionPointToStart(postInsertBlock);
+    if (call && callable)
+      handleResultImpl(interface, builder, call, callable,
+                       postInsertBlock->getArguments());
+
     /// Handle the terminators for each of the new blocks.
     for (auto &newBlock : newBlocks)
       interface.handleTerminator(newBlock.getTerminator(), postInsertBlock);
diff --git a/mlir/test/Transforms/inlining.mlir b/mlir/test/Transforms/inlining.mlir
--- a/mlir/test/Transforms/inlining.mlir
+++ b/mlir/test/Transforms/inlining.mlir
@@ -226,3 +226,40 @@
   call @func_with_block_args_location(%arg0) : (i32) -> ()
   return
 }
+
+// Check that we can handle argument and result attributes.
+test.conversion_func_op @handle_attr_callee_fn_multi_arg(%arg0 : i16, %arg1 : i16 {"test.handle_argument"}) -> (i16 {"test.handle_result"}, i16) {
+  %0 = arith.addi %arg0, %arg1 : i16
+  %1 = arith.subi %arg0, %arg1 : i16
+  "test.return"(%0, %1) : (i16, i16) -> ()
+}
+test.conversion_func_op @handle_attr_callee_fn(%arg0 : i32 {"test.handle_argument"}) -> (i32 {"test.handle_result"}) {
+  "test.return"(%arg0) : (i32) -> ()
+}
+
+// CHECK-LABEL: func @inline_handle_attr_call
+// CHECK-SAME: %[[ARG0:[a-zA-Z0-9]+]]
+// CHECK-SAME: %[[ARG1:[a-zA-Z0-9]+]]
+func.func @inline_handle_attr_call(%arg0 : i16, %arg1 : i16) -> (i16, i16) {
+
+  // CHECK: %[[CHANGE_INPUT:.*]] = "test.type_changer"(%[[ARG1]]) : (i16) -> i16
+  // CHECK: %[[SUM:.*]] = arith.addi %[[ARG0]], %[[CHANGE_INPUT]]
+  // CHECK: %[[DIFF:.*]] = arith.subi %[[ARG0]], %[[CHANGE_INPUT]]
+  // CHECK: %[[CHANGE_RESULT:.*]] = "test.type_changer"(%[[SUM]]) : (i16) -> i16
+  // CHECK-NEXT: return %[[CHANGE_RESULT]], %[[DIFF]]
+  %res0, %res1 = "test.conversion_call_op"(%arg0, %arg1) { callee=@handle_attr_callee_fn_multi_arg } : (i16, i16) -> (i16, i16)
+  return %res0, %res1 : i16, i16
+}
+
+// CHECK-LABEL: func @inline_convert_and_handle_attr_call
+// CHECK-SAME: %[[ARG0:[a-zA-Z0-9]+]]
+func.func @inline_convert_and_handle_attr_call(%arg0 : i16) -> (i16) {
+
+  // CHECK: %[[CAST_INPUT:.*]] = "test.cast"(%[[ARG0]]) : (i16) -> i32
+  // CHECK: %[[CHANGE_INPUT:.*]] = "test.type_changer"(%[[CAST_INPUT]]) : (i32) -> i32
+  // CHECK: %[[CHANGE_RESULT:.*]] = "test.type_changer"(%[[CHANGE_INPUT]]) : (i32) -> i32
+  // CHECK: %[[CAST_RESULT:.*]] = "test.cast"(%[[CHANGE_RESULT]]) : (i32) -> i16
+  // CHECK: return %[[CAST_RESULT]]
+  %res = "test.conversion_call_op"(%arg0) { callee=@handle_attr_callee_fn } : (i16) -> (i16)
+  return %res : i16
+}
diff --git a/mlir/test/lib/Dialect/Test/TestDialect.cpp b/mlir/test/lib/Dialect/Test/TestDialect.cpp
--- a/mlir/test/lib/Dialect/Test/TestDialect.cpp
+++ b/mlir/test/lib/Dialect/Test/TestDialect.cpp
@@ -19,6 +19,7 @@
 #include "mlir/IR/BuiltinOps.h"
 #include "mlir/IR/Diagnostics.h"
 #include "mlir/IR/ExtensibleDialect.h"
+#include "mlir/IR/FunctionImplementation.h"
 #include "mlir/IR/MLIRContext.h"
 #include "mlir/IR/OperationSupport.h"
 #include "mlir/IR/PatternMatch.h"
@@ -354,6 +355,24 @@
     return builder.create<TestCastOp>(conversionLoc, resultType, input);
   }
 
+  Value handleArgument(OpBuilder &builder, Operation *call, Operation *callable,
+                       Value argument, Type targetType,
+                       DictionaryAttr argumentAttrs) const final {
+    if (!argumentAttrs.contains("test.handle_argument"))
+      return argument;
+    return builder.create<TestTypeChangerOp>(call->getLoc(), targetType,
+                                             argument);
+  }
+
+  Value handleResult(OpBuilder &builder, Operation *call, Operation *callable,
+                     Value result, Type targetType,
+                     DictionaryAttr resultAttrs) const final {
+    if (!resultAttrs.contains("test.handle_result"))
+      return result;
+    return builder.create<TestTypeChangerOp>(call->getLoc(), targetType,
+                                             result);
+  }
+
   void processInlinedCallBlocks(
       Operation *call,
       iterator_range<Region::iterator> inlinedBlocks) const final {
@@ -650,6 +669,29 @@
   return success();
 }
 
+//===----------------------------------------------------------------------===//
+// ConversionFuncOp
+//===----------------------------------------------------------------------===//
+
+ParseResult ConversionFuncOp::parse(OpAsmParser &parser,
+                                    OperationState &result) {
+  auto buildFuncType =
+      [](Builder &builder, ArrayRef<Type> argTypes, ArrayRef<Type> results,
+         function_interface_impl::VariadicFlag,
+         std::string &) { return builder.getFunctionType(argTypes, results); };
+
+  return function_interface_impl::parseFunctionOp(
+      parser, result, /*allowVariadic=*/false,
+      getFunctionTypeAttrName(result.name), buildFuncType,
+      getArgAttrsAttrName(result.name), getResAttrsAttrName(result.name));
+}
+
+void ConversionFuncOp::print(OpAsmPrinter &p) {
+  function_interface_impl::printFunctionOp(
+      p, *this, /*isVariadic=*/false, getFunctionTypeAttrName(),
+      getArgAttrsAttrName(), getResAttrsAttrName());
+}
+
 //===----------------------------------------------------------------------===//
 // TestFoldToCallOp
 //===----------------------------------------------------------------------===//
diff --git a/mlir/test/lib/Dialect/Test/TestOps.td b/mlir/test/lib/Dialect/Test/TestOps.td
--- a/mlir/test/lib/Dialect/Test/TestOps.td
+++ b/mlir/test/lib/Dialect/Test/TestOps.td
@@ -14,6 +14,7 @@
 include "mlir/Dialect/DLTI/DLTIBase.td"
 include "mlir/Dialect/Linalg/IR/LinalgInterfaces.td"
 include "mlir/IR/EnumAttr.td"
+include "mlir/IR/FunctionInterfaces.td"
 include "mlir/IR/OpBase.td"
 include "mlir/IR/OpAsmInterface.td"
 include "mlir/IR/PatternBase.td"
@@ -482,6 +483,66 @@
   }];
 }
 
+def ConversionFuncOp : TEST_Op<"conversion_func_op", [CallableOpInterface,
+                                                      FunctionOpInterface]> {
+  let arguments = (ins SymbolNameAttr:$sym_name,
+                       TypeAttrOf<FunctionType>:$function_type,
+                       OptionalAttr<DictArrayAttr>:$arg_attrs,
+                       OptionalAttr<DictArrayAttr>:$res_attrs,
+                       OptionalAttr<StrAttr>:$sym_visibility);
+  let regions = (region AnyRegion:$body);
+
+  let extraClassDeclaration = [{
+    //===------------------------------------------------------------------===//
+    // CallableOpInterface
+    //===------------------------------------------------------------------===//
+
+    /// Returns the region on the current operation that is callable. This may
+    /// return null in the case of an external callable object, e.g. an external
+    /// function.
+    ::mlir::Region *getCallableRegion() {
+      return isExternal() ? nullptr : &getBody();
+    }
+
+    /// Returns the results types that the callable region produces when
+    /// executed.
+    ::mlir::ArrayRef<::mlir::Type> getCallableResults() {
+      return getFunctionType().getResults();
+    }
+
+    /// Returns the argument attributes for all callable region arguments or
+    /// null if there are none.
+    ::mlir::ArrayAttr getCallableArgAttrs() {
+      return getArgAttrs().value_or(nullptr);
+    }
+
+    /// Returns the result attributes for all callable region results or
+    /// null if there are none.
+    ::mlir::ArrayAttr getCallableResAttrs() {
+      return getResAttrs().value_or(nullptr);
+    }
+
+    //===------------------------------------------------------------------===//
+    // FunctionOpInterface Methods
+    //===------------------------------------------------------------------===//
+
+    /// Returns the argument types of this async function.
+    ::mlir::ArrayRef<::mlir::Type> getArgumentTypes() {
+      return getFunctionType().getInputs();
+    }
+
+    /// Returns the result types of this async function.
+    ::mlir::ArrayRef<::mlir::Type> getResultTypes() {
+      return getFunctionType().getResults();
+    }
+
+    /// Returns the number of results of this async function
+    unsigned getNumResults() {return getResultTypes().size();}
+  }];
+
+  let hasCustomAssemblyFormat = 1;
+}
+
 def FunctionalRegionOp : TEST_Op<"functional_region_op",
     [CallableOpInterface]> {
   let regions = (region AnyRegion:$body);
@@ -492,6 +553,12 @@
     ::llvm::ArrayRef<::mlir::Type> getCallableResults() {
       return getType().cast<::mlir::FunctionType>().getResults();
     }
+    ::mlir::ArrayAttr getCallableArgAttrs() {
+      return nullptr;
+    }
+    ::mlir::ArrayAttr getCallableResAttrs() {
+      return nullptr;
+    }
   }];
 }