[mlir][spirv] Make SPIRVTypeConverter target environment aware

[antiagainst]

Summary

Non-32-bit scalar types requires special hardware support that may
not exist on all Vulkan-capable GPUs. This is reflected as non-32-bit
scalar types require special capabilities or extensions to be used.
This commit makes SPIRVTypeConverter target environment aware so
that it can properly convert standard types to what is accepted on
the target environment.

Right now if a scalar type bitwidth is not supported in the target
environment, we use 32-bit unconditionally. This requires Vulkan
runtime to also feed in data with a matched bitwidth and layout,
especially for interface types. The Vulkan runtime can do that by
inspecting the SPIR-V module. Longer term, we might want to introduce
a way to control how such case are handled and explicitly fail
if wanted.

Depends On D76243

[mravishankar]

Awesome! THis is a very clean solution

mlir/include/mlir/Dialect/SPIRV/SPIRVLowering.h

38

Cant we do this right now? If any tests failed we can update the extension/capability accordingly and not just force expand right?

mlir/lib/Dialect/SPIRV/SPIRVLowering.cpp

287

I understand that this is maintaining functionality. I am actually not sure it is a good thing to lower from TensorType directly into SPIR-V type. SPIRV Array Type is not an SSA data-structure. It is a load/store data-structure. Please remove this. We should never have supported this in the first place.

[antiagainst]

Address comments

[antiagainst]

mlir/include/mlir/Dialect/SPIRV/SPIRVLowering.h

38

I'd prefer to defer this given it's not needed immediately and this commit is already ~1000 LOC change. The TODO here is not meant for tests. For tests where we care about the type conversions, we should probably test both with and without capabilities. For tests where we don't care about type conversions, it does not matter. This is for real-world use cases. Given a hardware implementation, the extension/capabilities are already predetermined; adding more does not work and we must dance inside the boundaries here. I'd assume this is the majority of the use cases.

mlir/lib/Dialect/SPIRV/SPIRVLowering.cpp

287

There is complication here. The type conversion was introduced for lowering constant tensors (https://reviews.llvm.org/D73022). In SPIR-V one creates composite (vector/matrix/array/struct) constants with OpConstantComposite to embed relative large constant values and use OpCompositeExtract and OpCompositeInsert. So array types are not only just used in the load/store way; they can also be used in an SSA way like what we do for vectors.

I guess the real problem is that in some frontend dialect (like TensorFlow) all things are represented as tensors, even for scalars. So this forced the tensor abstraction down the stack sometimes, especially during every development stage. I would think it's better to actually turn some constant tensors into constant vectors in a pre-pass so it's cleaner.

Added some comments.

[mravishankar]

mlir/include/mlir/Dialect/SPIRV/SPIRVLowering.h

38

Sorry I wasnt being clear. I meant that for tests that fail we add the extension/capabilities needed. For the "real-world" use case where the extension/capability comes from the hardware, the type conversion should fail (and not force expand). But its fine to force expand for now and revisit later.

mlir/lib/Dialect/SPIRV/SPIRVLowering.cpp

287

Forgot about constants. That make sense. Thanks for the explanation.

[antiagainst]

mlir/include/mlir/Dialect/SPIRV/SPIRVLowering.h

38

Yeah, agreed. I think a more appropriate approach is we emulate the support for shorter bitwidth if the target hardware does not support it directly. For example, if the target hardware does not support 16bit values in StorageBuffer, instead of forcing the runtime to cast all 16bit values from buffer A into 32-bit values into another buffer B and pass buffer B to the shader, we should do the magic in the compiler to treat every 32-bit value as two 16-bit values and use bitmasks to load/store and adjust offsets so that the runtime does not need to do the cast and we can save memory bandwidth. But you can see this is quite complicated. I'll look into supporting that later.

mlir/include/mlir/Dialect/SPIRV/SPIRVLowering.h

 #include "mlir/Dialect/SPIRV/TargetAndABI.h"
 #include "mlir/Transforms/DialectConversion.h"
 #include "llvm/ADT/SmallSet.h"
 
 namespace mlir {
 
 /// Type conversion from standard types to SPIR-V types for shader interface.
 ///
-/// For composite types, this converter additionally performs type wrapping to
+/// Non-32-bit scalar types require special hardware support that may not exist
+/// on all GPUs. This is reflected in SPIR-V as that non-32-bit scalar types
+/// require special capabilities or extensions. Right now if a scalar type of a
+/// certain bitwidth is not supported in the target environment, we use 32-bit
+/// ones unconditionally. This requires the runtime to also feed in data with
+/// a matched bitwidth and layout for interface types. The runtime can do that
+/// by inspecting the SPIR-V module.
+///
+/// For memref types, this converter additionally performs type wrapping to
 /// satisfy shader interface requirements: shader interface types must be
 /// pointers to structs.
+///
+/// TODO(antiagainst): We might want to introduce a way to control how
+/// unsupported bitwidth are handled and explicitly fail if wanted.
 class SPIRVTypeConverter : public TypeConverter {
 public:
   explicit SPIRVTypeConverter(spirv::TargetEnvAttr targetAttr);
 
   /// Gets the SPIR-V correspondence for the standard index type.
   static Type getIndexType(MLIRContext *context);
 
   /// Returns the corresponding memory space for memref given a SPIR-V storage

mlir/include/mlir/Dialect/SPIRV/TargetAndABI.h

public:
 
   /// Returns true if the given extension is allowed.
   bool allows(Extension) const;
   /// Returns the first allowed one if any of the given extensions is allowed.
   /// Returns llvm::None otherwise.
   Optional<Extension> allows(ArrayRef<Extension>) const;
 
   /// Returns the MLIRContext.
-  MLIRContext *getContext();
+  MLIRContext *getContext() const;
 
   /// Allows implicity converting to the underlying spirv::TargetEnvAttr.
   operator TargetEnvAttr() const { return targetAttr; }
 
 private:
   TargetEnvAttr targetAttr;
   llvm::SmallSet<Extension, 4> givenExtensions;    /// Allowed extensions
   llvm::SmallSet<Capability, 8> givenCapabilities; /// Allowed capabilities

mlir/lib/Dialect/SPIRV/SPIRVLowering.cpp

 
 #include <functional>
 
 #define DEBUG_TYPE "mlir-spirv-lowering"
 
 using namespace mlir;
 
 //===----------------------------------------------------------------------===//
+// Utility functions
+//===----------------------------------------------------------------------===//
+
+/// Checks that `candidates` extension requirements are possible to be satisfied
+/// with the given `targetEnv`.
+///
+///  `candidates` is a vector of vector for extension requirements following
+/// ((Extension::A OR Extension::B) AND (Extension::C OR Extension::D))
+/// convention.
+template <typename LabelT>
+static LogicalResult checkExtensionRequirements(
+    LabelT label, const spirv::TargetEnv &targetEnv,
+    const spirv::SPIRVType::ExtensionArrayRefVector &candidates) {
+  for (const auto &ors : candidates) {
+    if (targetEnv.allows(ors))
+      continue;
+
+    SmallVector<StringRef, 4> extStrings;
+    for (spirv::Extension ext : ors)
+      extStrings.push_back(spirv::stringifyExtension(ext));
+
+    LLVM_DEBUG(llvm::dbgs()
+               << label << " illegal: requires at least one extension in ["
+               << llvm::join(extStrings, ", ")
+               << "] but none allowed in target environment\n");
+    return failure();
+  }
+  return success();
+}
+
+/// Checks that `candidates`capability requirements are possible to be satisfied
+/// with the given `isAllowedFn`.
+///
+///  `candidates` is a vector of vector for capability requirements following
+/// ((Capability::A OR Capability::B) AND (Capability::C OR Capability::D))
+/// convention.
+template <typename LabelT>
+static LogicalResult checkCapabilityRequirements(
+    LabelT label, const spirv::TargetEnv &targetEnv,
+    const spirv::SPIRVType::CapabilityArrayRefVector &candidates) {
+  for (const auto &ors : candidates) {
+    if (targetEnv.allows(ors))
+      continue;
+
+    SmallVector<StringRef, 4> capStrings;
+    for (spirv::Capability cap : ors)
+      capStrings.push_back(spirv::stringifyCapability(cap));
+
+    LLVM_DEBUG(llvm::dbgs()
+               << label << " illegal: requires at least one capability in ["
+               << llvm::join(capStrings, ", ")
+               << "] but none allowed in target environment\n");
+    return failure();
+  }
+  return success();
+}
+
+//===----------------------------------------------------------------------===//
 // Type Conversion
 //===----------------------------------------------------------------------===//
 
 Type SPIRVTypeConverter::getIndexType(MLIRContext *context) {
   // Convert to 32-bit integers for now. Might need a way to control this in
   // future.
   // TODO(ravishankarm): It is probably better to make it 64-bit integers. To
   // this some support is needed in SPIR-V dialect for Conversion
for (auto shape : tensorType.getShape()) {
       size *= shape;
     }
     return size;
   }
   // TODO: Add size computation for other types.
   return llvm::None;
 }
 
+/// Converts a scalar `type` to a suitable type under the given `targetEnv`.
+static Optional<Type>
+convertScalarType(const spirv::TargetEnv &targetEnv, spirv::ScalarType type,
+                  Optional<spirv::StorageClass> storageClass = {}) {
+  // Get extension and capability requirements for the given type.
+  SmallVector<ArrayRef<spirv::Extension>, 1> extensions;
+  SmallVector<ArrayRef<spirv::Capability>, 2> capabilities;
+  type.getExtensions(extensions, storageClass);
+  type.getCapabilities(capabilities, storageClass);
+
+  // If all requirements are met, then we can accept this type as-is.
+  if (succeeded(checkCapabilityRequirements(type, targetEnv, capabilities)) &&
+      succeeded(checkExtensionRequirements(type, targetEnv, extensions)))
+    return type;
+
+  // Otherwise we need to adjust the type, which really means adjusting the
+  // bitwidth given this is a scalar type.
+  // TODO(antiagainst): We are unconditionally converting the bitwidth here,
+  // this might be okay for non-interface types (i.e., types used in
+  // Priviate/Function storage classes), but not for interface types (i.e.,
+  // types used in StorageBuffer/Uniform/PushConstant/etc. storage classes).
+  // This is because the later actually affects the ABI contract with the
+  // runtime. So we may want to expose a control on SPIRVTypeConverter to fail
+  // conversion if we cannot change there.
+
+  if (auto floatType = type.dyn_cast<FloatType>()) {
+    LLVM_DEBUG(llvm::dbgs() << type << " converted to 32-bit for SPIR-V\n");
+    return Builder(targetEnv.getContext()).getF32Type();
+  }
+
+  auto intType = type.cast<IntegerType>();
+  LLVM_DEBUG(llvm::dbgs() << type << " converted to 32-bit for SPIR-V\n");
+  return IntegerType::get(/*width=*/32, intType.getSignedness(),
+                          targetEnv.getContext());
+}
+
+/// Converts a vector `type` to a suitable type under the given `targetEnv`.
+static Optional<Type>
+convertVectorType(const spirv::TargetEnv &targetEnv, VectorType type,
+                  Optional<spirv::StorageClass> storageClass = {}) {
+  if (!spirv::CompositeType::isValid(type)) {
+    // TODO(antiagainst): One-element vector types can be translated into scalar
+    // types. Vector types with more than four elements can be translated into
+    // array types.
+    LLVM_DEBUG(llvm::dbgs()
+               << type << " illegal: 1- and > 4-element unimplemented\n");
+    return llvm::None;
+  }
+
+  // Get extension and capability requirements for the given type.
+  SmallVector<ArrayRef<spirv::Extension>, 1> extensions;
+  SmallVector<ArrayRef<spirv::Capability>, 2> capabilities;
+  type.cast<spirv::CompositeType>().getExtensions(extensions, storageClass);
+  type.cast<spirv::CompositeType>().getCapabilities(capabilities, storageClass);
+
+  // If all requirements are met, then we can accept this type as-is.
+  if (succeeded(checkCapabilityRequirements(type, targetEnv, capabilities)) &&
+      succeeded(checkExtensionRequirements(type, targetEnv, extensions)))
+    return type;
+
+  auto elementType = convertScalarType(
+      targetEnv, type.getElementType().cast<spirv::ScalarType>(), storageClass);
+  if (elementType)
+    return VectorType::get(type.getShape(), *elementType);
+  return llvm::None;
+}
+
+/// Converts a tensor `type` to a suitable type under the given `targetEnv`.
+///
+/// Note that this is mainly for lowering constant tensors.In SPIR-V one can
+/// create composite constants with OpConstantComposite to embed relative large
+/// constant values and use OpCompositeExtract and OpCompositeInsert to
+/// manipulate, like what we do for vectors.
+static Optional<Type> convertTensorType(const spirv::TargetEnv &targetEnv,
+                                        TensorType type) {
+  // TODO(ravishankarm) : Handle dynamic shapes.
+  if (!type.hasStaticShape()) {
+    LLVM_DEBUG(llvm::dbgs()
+               << type << " illegal: dynamic shape unimplemented\n");
+    return llvm::None;
+  }
+
+  auto scalarType = type.getElementType().dyn_cast<spirv::ScalarType>();
+  if (!scalarType) {
+    LLVM_DEBUG(llvm::dbgs()
+               << type << " illegal: cannot convert non-scalar element type\n");
+    return llvm::None;
+  }
+
+  Optional<int64_t> scalarSize = getTypeNumBytes(scalarType);
+  Optional<int64_t> tensorSize = getTypeNumBytes(type);
+  if (!scalarSize || !tensorSize) {
+    LLVM_DEBUG(llvm::dbgs()
+               << type << " illegal: cannot deduce element count\n");
+    return llvm::None;
+  }
+
+  auto arrayElemCount = *tensorSize / *scalarSize;
+  auto arrayElemType = convertScalarType(targetEnv, scalarType);
+  if (!arrayElemType)
+    return llvm::None;
+  Optional<int64_t> arrayElemSize = getTypeNumBytes(*arrayElemType);
+  if (!arrayElemSize) {
+    LLVM_DEBUG(llvm::dbgs()
+               << type << " illegal: cannot deduce converted element size\n");
+    return llvm::None;
+  }
+
+  return spirv::ArrayType::get(*arrayElemType, arrayElemCount, *arrayElemSize);
+}
+
+static Optional<Type> convertMemrefType(const spirv::TargetEnv &targetEnv,
+                                        MemRefType type) {
+  // TODO(ravishankarm) : Handle dynamic shapes.
+  if (!type.hasStaticShape()) {
+    LLVM_DEBUG(llvm::dbgs()
+               << type << " illegal: dynamic shape unimplemented\n");
+    return llvm::None;
+  }
+
+  auto scalarType = type.getElementType().dyn_cast<spirv::ScalarType>();
+  if (!scalarType) {
+    LLVM_DEBUG(llvm::dbgs()
+               << type << " illegal: cannot convert non-scalar element type\n");
+    return llvm::None;
+  }
+
+  Optional<int64_t> scalarSize = getTypeNumBytes(scalarType);
+  Optional<int64_t> memrefSize = getTypeNumBytes(type);
+  if (!scalarSize || !memrefSize) {
+    LLVM_DEBUG(llvm::dbgs()
+               << type << " illegal: cannot deduce element count\n");
+    return llvm::None;
+  }
+
+  auto arrayElemCount = *memrefSize / *scalarSize;
+
+  auto storageClass =
+      SPIRVTypeConverter::getStorageClassForMemorySpace(type.getMemorySpace());
+  if (!storageClass) {
+    LLVM_DEBUG(llvm::dbgs()
+               << type << " illegal: cannot convert memory space\n");
+    return llvm::None;
+  }
+
+  auto arrayElemType = convertScalarType(targetEnv, scalarType, storageClass);
+  if (!arrayElemType)
+    return llvm::None;
+  Optional<int64_t> arrayElemSize = getTypeNumBytes(*arrayElemType);
+  if (!arrayElemSize) {
+    LLVM_DEBUG(llvm::dbgs()
+               << type << " illegal: cannot deduce converted element size\n");
+    return llvm::None;
+  }
+
+  auto arrayType =
+      spirv::ArrayType::get(*arrayElemType, arrayElemCount, *arrayElemSize);
+
+  // Wrap in a struct to satisfy Vulkan interface requirements.
+  auto structType = spirv::StructType::get(arrayType, 0);
+  return spirv::PointerType::get(structType, *storageClass);
+}
+
 SPIRVTypeConverter::SPIRVTypeConverter(spirv::TargetEnvAttr targetAttr)
     : targetEnv(targetAttr) {
-  addConversion([](Type type) -> Optional<Type> {
-    // If the type is already valid in SPIR-V, directly return.
-    return type.isa<spirv::SPIRVType>() ? type : Optional<Type>();
-  });
+  // Add conversions. The order matters here: later ones will be tried earlier.
+
+  // All other cases failed. Then we cannot convert this type.
+  addConversion([](Type type) { return llvm::None; });
+
+  // Allow all SPIR-V dialect specific types. This assumes all standard types
+  // adopted in the SPIR-V dialect (i.e., IntegerType, FloatType, VectorType)
+  // were tried before.
+  //
+  // TODO(antiagainst): this assumes that the SPIR-V types are valid to use in
+  // the given target environment, which should be the case if the whole
+  // pipeline is driven by the same target environment. Still, we probably still
+  // want to validate and convert to be safe.
+  addConversion([](spirv::SPIRVType type) { return type; });
+
   addConversion([](IndexType indexType) {
     return SPIRVTypeConverter::getIndexType(indexType.getContext());
   });
-  addConversion([this](MemRefType memRefType) -> Type {
-    auto elementType = convertType(memRefType.getElementType());
-    if (!elementType)
-      return Type();
-
-    auto elementSize = getTypeNumBytes(elementType);
-    if (!elementSize)
-      return Type();
 
-    // TODO(ravishankarm) : Handle dynamic shapes.
-    if (memRefType.hasStaticShape()) {
-      auto arraySize = getTypeNumBytes(memRefType);
-      if (!arraySize)
-        return Type();
-
-      auto arrayType = spirv::ArrayType::get(
-          elementType, arraySize.getValue() / elementSize.getValue(),
-          elementSize.getValue());
+  addConversion([this](IntegerType intType) -> Optional<Type> {
+    if (auto scalarType = intType.dyn_cast<spirv::ScalarType>())
+      return convertScalarType(targetEnv, scalarType);
+    return llvm::None;
+  });
 
-      // Wrap in a struct to satisfy Vulkan interface requirements.
-      auto structType = spirv::StructType::get(arrayType, 0);
-      if (auto sc = getStorageClassForMemorySpace(memRefType.getMemorySpace()))
-        return spirv::PointerType::get(structType, *sc);
-      return Type();
-    }
-    return Type();
+  addConversion([this](FloatType floatType) -> Optional<Type> {
+    if (auto scalarType = floatType.dyn_cast<spirv::ScalarType>())
+      return convertScalarType(targetEnv, scalarType);
+    return llvm::None;
+  });
+
+  addConversion([this](VectorType vectorType) {
+    return convertVectorType(targetEnv, vectorType);
+  });
+
+  addConversion([this](TensorType tensorType) {
+    return convertTensorType(targetEnv, tensorType);
   });
-  addConversion([this](TensorType tensorType) -> Type {
-    // TODO(ravishankarm) : Handle dynamic shapes.
-    if (!tensorType.hasStaticShape())
-      return Type();
 
-    auto elementType = convertType(tensorType.getElementType());
-    if (!elementType)
-      return Type();
-
-    auto elementSize = getTypeNumBytes(elementType);
-    if (!elementSize)
-      return Type();
-
-    auto tensorSize = getTypeNumBytes(tensorType);
-    if (!tensorSize)
-      return Type();
-
-    return spirv::ArrayType::get(elementType,
-                                 tensorSize.getValue() / elementSize.getValue(),
-                                 elementSize.getValue());
+  addConversion([this](MemRefType memRefType) {
+    return convertMemrefType(targetEnv, memRefType);
   });
 }
 
 //===----------------------------------------------------------------------===//
 // FuncOp Conversion Patterns
 //===----------------------------------------------------------------------===//
 
 namespace {
target->addDynamicallyLegalDialect<SPIRVDialect>(
           [targetPtr](Operation *op) { return targetPtr->isLegalOp(op); }));
   return target;
 }
 
 spirv::SPIRVConversionTarget::SPIRVConversionTarget(
     spirv::TargetEnvAttr targetAttr)
     : ConversionTarget(*targetAttr.getContext()), targetEnv(targetAttr) {}
 
-/// Checks that `candidates` extension requirements are possible to be satisfied
-/// with the given `targetEnv`.
-///
-///  `candidates` is a vector of vector for extension requirements following
-/// ((Extension::A OR Extension::B) AND (Extension::C OR Extension::D))
-/// convention.
-static LogicalResult checkExtensionRequirements(
-    Operation *op, const spirv::TargetEnv &targetEnv,
-    const spirv::SPIRVType::ExtensionArrayRefVector &candidates) {
-  for (const auto &ors : candidates) {
-    if (targetEnv.allows(ors))
-      continue;
-
-    SmallVector<StringRef, 4> extStrings;
-    for (spirv::Extension ext : ors)
-      extStrings.push_back(spirv::stringifyExtension(ext));
-
-    LLVM_DEBUG(llvm::dbgs() << op->getName()
-                            << " illegal: requires at least one extension in ["
-                            << llvm::join(extStrings, ", ")
-                            << "] but none allowed in target environment\n");
-    return failure();
-  }
-  return success();
-}
-
-/// Checks that `candidates`capability requirements are possible to be satisfied
-/// with the given `isAllowedFn`.
-///
-///  `candidates` is a vector of vector for capability requirements following
-/// ((Capability::A OR Capability::B) AND (Capability::C OR Capability::D))
-/// convention.
-static LogicalResult checkCapabilityRequirements(
-    Operation *op, const spirv::TargetEnv &targetEnv,
-    const spirv::SPIRVType::CapabilityArrayRefVector &candidates) {
-  for (const auto &ors : candidates) {
-    if (targetEnv.allows(ors))
-      continue;
-
-    SmallVector<StringRef, 4> capStrings;
-    for (spirv::Capability cap : ors)
-      capStrings.push_back(spirv::stringifyCapability(cap));
-
-    LLVM_DEBUG(llvm::dbgs() << op->getName()
-                            << " illegal: requires at least one capability in ["
-                            << llvm::join(capStrings, ", ")
-                            << "] but none allowed in target environment\n");
-    return failure();
-  }
-  return success();
-}
-
 bool spirv::SPIRVConversionTarget::isLegalOp(Operation *op) {
   // Make sure this op is available at the given version. Ops not implementing
   // QueryMinVersionInterface/QueryMaxVersionInterface are available to all
   // SPIR-V versions.
   if (auto minVersion = dyn_cast<spirv::QueryMinVersionInterface>(op))
     if (minVersion.getMinVersion() > this->targetEnv.getVersion()) {
       LLVM_DEBUG(llvm::dbgs()
                  << op->getName() << " illegal: requiring min version "
if (maxVersion.getMaxVersion() < this->targetEnv.getVersion()) {
                  << "\n");
       return false;
     }
 
   // Make sure this op's required extensions are allowed to use. Ops not
   // implementing QueryExtensionInterface do not require extensions to be
   // available.
   if (auto extensions = dyn_cast<spirv::QueryExtensionInterface>(op))
-    if (failed(checkExtensionRequirements(op, this->targetEnv,
+    if (failed(checkExtensionRequirements(op->getName(), this->targetEnv,
                                           extensions.getExtensions())))
       return false;
 
   // Make sure this op's required extensions are allowed to use. Ops not
   // implementing QueryCapabilityInterface do not require capabilities to be
   // available.
   if (auto capabilities = dyn_cast<spirv::QueryCapabilityInterface>(op))
-    if (failed(checkCapabilityRequirements(op, this->targetEnv,
+    if (failed(checkCapabilityRequirements(op->getName(), this->targetEnv,
                                            capabilities.getCapabilities())))
       return false;
 
   SmallVector<Type, 4> valueTypes;
   valueTypes.append(op->operand_type_begin(), op->operand_type_end());
   valueTypes.append(op->result_type_begin(), op->result_type_end());
 
   // Special treatment for global variables, whose type requirements are
   // conveyed by type attributes.
   if (auto globalVar = dyn_cast<spirv::GlobalVariableOp>(op))
     valueTypes.push_back(globalVar.type());
 
   // Make sure the op's operands/results use types that are allowed by the
   // target environment.
   SmallVector<ArrayRef<spirv::Extension>, 4> typeExtensions;
   SmallVector<ArrayRef<spirv::Capability>, 8> typeCapabilities;
   for (Type valueType : valueTypes) {
     typeExtensions.clear();
     valueType.cast<spirv::SPIRVType>().getExtensions(typeExtensions);
-    if (failed(checkExtensionRequirements(op, this->targetEnv, typeExtensions)))
+    if (failed(checkExtensionRequirements(op->getName(), this->targetEnv,
+                                          typeExtensions)))
       return false;
 
     typeCapabilities.clear();
     valueType.cast<spirv::SPIRVType>().getCapabilities(typeCapabilities);
-    if (failed(
-            checkCapabilityRequirements(op, this->targetEnv, typeCapabilities)))
+    if (failed(checkCapabilityRequirements(op->getName(), this->targetEnv,
+                                           typeCapabilities)))
       return false;
   }
 
   return true;
 }

mlir/lib/Dialect/SPIRV/TargetAndABI.cpp

spirv::TargetEnv::allows(ArrayRef<spirv::Extension> exts) const {
   auto chosen = llvm::find_if(exts, [this](spirv::Extension ext) {
     return givenExtensions.count(ext);
   });
   if (chosen != exts.end())
     return *chosen;
   return llvm::None;
 }
 
-MLIRContext *spirv::TargetEnv::getContext() { return targetAttr.getContext(); }
+MLIRContext *spirv::TargetEnv::getContext() const {
+  return targetAttr.getContext();
+}
 
 //===----------------------------------------------------------------------===//
 // Utility functions
 //===----------------------------------------------------------------------===//
 
 StringRef spirv::getInterfaceVarABIAttrName() {
   return "spv.interface_var_abi";
 }

mlir/test/Conversion/StandardToSPIRV/std-types-to-spirv.mlir

+// RUN: mlir-opt -split-input-file -convert-std-to-spirv %s -o - | FileCheck %s
+
+//===----------------------------------------------------------------------===//
+// Integer types
+//===----------------------------------------------------------------------===//
+
+// Check that non-32-bit integer types are converted to 32-bit types if the
+// corresponding capabilities are not available.
+module attributes {
+  spv.target_env = #spv.target_env<
+    #spv.vce<v1.0, [], []>,
+    {max_compute_workgroup_invocations = 128 : i32,
+     max_compute_workgroup_size = dense<[128, 128, 64]> : vector<3xi32>}>
+} {
+
+// CHECK-LABEL: spv.func @integer8
+// CHECK-SAME: i32
+// CHECK-SAME: si32
+// CHECK-SAME: ui32
+func @integer8(%arg0: i8, %arg1: si8, %arg2: ui8) { return }
+
+// CHECK-LABEL: spv.func @integer16
+// CHECK-SAME: i32
+// CHECK-SAME: si32
+// CHECK-SAME: ui32
+func @integer16(%arg0: i16, %arg1: si16, %arg2: ui16) { return }
+
+// CHECK-LABEL: spv.func @integer64
+// CHECK-SAME: i32
+// CHECK-SAME: si32
+// CHECK-SAME: ui32
+func @integer64(%arg0: i64, %arg1: si64, %arg2: ui64) { return }
+
+} // end module
+
+// -----
+
+// Check that non-32-bit integer types are kept untouched if the corresponding
+// capabilities are available.
+module attributes {
+  spv.target_env = #spv.target_env<
+    #spv.vce<v1.0, [Int8, Int16, Int64], []>,
+    {max_compute_workgroup_invocations = 128 : i32,
+     max_compute_workgroup_size = dense<[128, 128, 64]> : vector<3xi32>}>
+} {
+
+// CHECK-LABEL: spv.func @integer8
+// CHECK-SAME: i8
+// CHECK-SAME: si8
+// CHECK-SAME: ui8
+func @integer8(%arg0: i8, %arg1: si8, %arg2: ui8) { return }
+
+// CHECK-LABEL: spv.func @integer16
+// CHECK-SAME: i16
+// CHECK-SAME: si16
+// CHECK-SAME: ui16
+func @integer16(%arg0: i16, %arg1: si16, %arg2: ui16) { return }
+
+// CHECK-LABEL: spv.func @integer64
+// CHECK-SAME: i64
+// CHECK-SAME: si64
+// CHECK-SAME: ui64
+func @integer64(%arg0: i64, %arg1: si64, %arg2: ui64) { return }
+
+} // end module
+
+// -----
+
+// Check that weird bitwidths are not supported.
+module attributes {
+  spv.target_env = #spv.target_env<
+    #spv.vce<v1.0, [], []>,
+    {max_compute_workgroup_invocations = 128 : i32,
+     max_compute_workgroup_size = dense<[128, 128, 64]> : vector<3xi32>}>
+} {
+
+// CHECK-NOT: spv.func @integer4
+func @integer4(%arg0: i4) { return }
+
+// CHECK-NOT: spv.func @integer128
+func @integer128(%arg0: i128) { return }
+
+// CHECK-NOT: spv.func @integer42
+func @integer42(%arg0: i42) { return }
+
+} // end module
+// -----
+
+//===----------------------------------------------------------------------===//
+// Index type
+//===----------------------------------------------------------------------===//
+
+// The index type is always converted into i32.
+module attributes {
+  spv.target_env = #spv.target_env<
+    #spv.vce<v1.0, [], []>,
+    {max_compute_workgroup_invocations = 128 : i32,
+     max_compute_workgroup_size = dense<[128, 128, 64]> : vector<3xi32>}>
+} {
+
+// CHECK-LABEL: spv.func @index_type
+// CHECK-SAME: %{{.*}}: i32
+func @index_type(%arg0: index) { return }
+
+} // end module
+
+// -----
+
+//===----------------------------------------------------------------------===//
+// Float types
+//===----------------------------------------------------------------------===//
+
+// Check that non-32-bit float types are converted to 32-bit types if the
+// corresponding capabilities are not available.
+module attributes {
+  spv.target_env = #spv.target_env<
+    #spv.vce<v1.0, [], []>,
+    {max_compute_workgroup_invocations = 128 : i32,
+     max_compute_workgroup_size = dense<[128, 128, 64]> : vector<3xi32>}>
+} {
+
+// CHECK-LABEL: spv.func @float16
+// CHECK-SAME: f32
+func @float16(%arg0: f16) { return }
+
+// CHECK-LABEL: spv.func @float64
+// CHECK-SAME: f32
+func @float64(%arg0: f64) { return }
+
+} // end module
+
+// -----
+
+// Check that non-32-bit float types are kept untouched if the corresponding
+// capabilities are available.
+module attributes {
+  spv.target_env = #spv.target_env<
+    #spv.vce<v1.0, [Float16, Float64], []>,
+    {max_compute_workgroup_invocations = 128 : i32,
+     max_compute_workgroup_size = dense<[128, 128, 64]> : vector<3xi32>}>
+} {
+
+// CHECK-LABEL: spv.func @float16
+// CHECK-SAME: f16
+func @float16(%arg0: f16) { return }
+
+// CHECK-LABEL: spv.func @float64
+// CHECK-SAME: f64
+func @float64(%arg0: f64) { return }
+
+} // end module
+
+// -----
+
+// Check that bf16 is not supported.
+module attributes {
+  spv.target_env = #spv.target_env<
+    #spv.vce<v1.0, [], []>,
+    {max_compute_workgroup_invocations = 128 : i32,
+     max_compute_workgroup_size = dense<[128, 128, 64]> : vector<3xi32>}>
+} {
+
+// CHECK-NOT: spv.func @bf16_type
+func @bf16_type(%arg0: bf16) { return }
+
+} // end module
+
+// -----
+
+//===----------------------------------------------------------------------===//
+// Vector types
+//===----------------------------------------------------------------------===//
+
+// Check that capabilities for scalar types affects vector types too: no special
+// capabilities available means using turning element types to 32-bit.
+module attributes {
+  spv.target_env = #spv.target_env<
+    #spv.vce<v1.0, [], []>,
+    {max_compute_workgroup_invocations = 128 : i32,
+     max_compute_workgroup_size = dense<[128, 128, 64]> : vector<3xi32>}>
+} {
+
+// CHECK-LABEL: spv.func @int_vector
+// CHECK-SAME: vector<2xi32>
+// CHECK-SAME: vector<3xsi32>
+// CHECK-SAME: vector<4xui32>
+func @int_vector(
+  %arg0: vector<2xi8>,
+  %arg1: vector<3xsi16>,
+  %arg2: vector<4xui64>
+) { return }
+
+// CHECK-LABEL: spv.func @float_vector
+// CHECK-SAME: vector<2xf32>
+// CHECK-SAME: vector<3xf32>
+func @float_vector(
+  %arg0: vector<2xf16>,
+  %arg1: vector<3xf64>
+) { return }
+
+} // end module
+
+// -----
+
+// Check that capabilities for scalar types affects vector types too: having
+// special capabilities means keep vector types untouched.
+module attributes {
+  spv.target_env = #spv.target_env<
+    #spv.vce<v1.0, [Int8, Int16, Int64, Float16, Float64], []>,
+    {max_compute_workgroup_invocations = 128 : i32,
+     max_compute_workgroup_size = dense<[128, 128, 64]> : vector<3xi32>}>
+} {
+
+// CHECK-LABEL: spv.func @int_vector
+// CHECK-SAME: vector<2xi8>
+// CHECK-SAME: vector<3xsi16>
+// CHECK-SAME: vector<4xui64>
+func @int_vector(
+  %arg0: vector<2xi8>,
+  %arg1: vector<3xsi16>,
+  %arg2: vector<4xui64>
+) { return }
+
+// CHECK-LABEL: spv.func @float_vector
+// CHECK-SAME: vector<2xf16>
+// CHECK-SAME: vector<3xf64>
+func @float_vector(
+  %arg0: vector<2xf16>,
+  %arg1: vector<3xf64>
+) { return }
+
+} // end module
+
+// -----
+
+// Check that 1- or > 4-element vectors are not supported.
+module attributes {
+  spv.target_env = #spv.target_env<
+    #spv.vce<v1.0, [], []>,
+    {max_compute_workgroup_invocations = 128 : i32,
+     max_compute_workgroup_size = dense<[128, 128, 64]> : vector<3xi32>}>
+} {
+
+// CHECK-NOT: spv.func @one_element_vector
+func @one_element_vector(%arg0: vector<1xi32>) { return }
+
+// CHECK-NOT: spv.func @large_vector
+func @large_vector(%arg0: vector<1024xi32>) { return }
+
+} // end module
+
+// -----
+
+//===----------------------------------------------------------------------===//
+// MemRef types
+//===----------------------------------------------------------------------===//
+
+// Check that using non-32-bit scalar types in interface storage classes
+// requires special capability and extension: convert them to 32-bit if not
+// satisfied.
+module attributes {
+  spv.target_env = #spv.target_env<
+    #spv.vce<v1.0, [], []>,
+    {max_compute_workgroup_invocations = 128 : i32,
+     max_compute_workgroup_size = dense<[128, 128, 64]> : vector<3xi32>}>
+} {
+
+// CHECK-LABEL: spv.func @memref_8bit_StorageBuffer
+// CHECK-SAME: !spv.ptr<!spv.struct<!spv.array<16 x i32 [4]> [0]>, StorageBuffer>
+func @memref_8bit_StorageBuffer(%arg0: memref<16xi8, 0>) { return }
+
+// CHECK-LABEL: spv.func @memref_8bit_Uniform
+// CHECK-SAME: !spv.ptr<!spv.struct<!spv.array<16 x si32 [4]> [0]>, Uniform>
+func @memref_8bit_Uniform(%arg0: memref<16xsi8, 4>) { return }
+
+// CHECK-LABEL: spv.func @memref_8bit_PushConstant
+// CHECK-SAME: !spv.ptr<!spv.struct<!spv.array<16 x ui32 [4]> [0]>, PushConstant>
+func @memref_8bit_PushConstant(%arg0: memref<16xui8, 7>) { return }
+
+// CHECK-LABEL: spv.func @memref_16bit_StorageBuffer
+// CHECK-SAME: !spv.ptr<!spv.struct<!spv.array<16 x i32 [4]> [0]>, StorageBuffer>
+func @memref_16bit_StorageBuffer(%arg0: memref<16xi16, 0>) { return }
+
+// CHECK-LABEL: spv.func @memref_16bit_Uniform
+// CHECK-SAME: !spv.ptr<!spv.struct<!spv.array<16 x si32 [4]> [0]>, Uniform>
+func @memref_16bit_Uniform(%arg0: memref<16xsi16, 4>) { return }
+
+// CHECK-LABEL: spv.func @memref_16bit_PushConstant
+// CHECK-SAME: !spv.ptr<!spv.struct<!spv.array<16 x ui32 [4]> [0]>, PushConstant>
+func @memref_16bit_PushConstant(%arg0: memref<16xui16, 7>) { return }
+
+// CHECK-LABEL: spv.func @memref_16bit_Input
+// CHECK-SAME: !spv.ptr<!spv.struct<!spv.array<16 x f32 [4]> [0]>, Input>
+func @memref_16bit_Input(%arg3: memref<16xf16, 9>) { return }
+
+// CHECK-LABEL: spv.func @memref_16bit_Output
+// CHECK-SAME: !spv.ptr<!spv.struct<!spv.array<16 x f32 [4]> [0]>, Output>
+func @memref_16bit_Output(%arg4: memref<16xf16, 10>) { return }
+
+} // end module
+
+// -----
+
+// Check that using non-32-bit scalar types in interface storage classes
+// requires special capability and extension: keep as-is when the capability
+// and extension is available.
+module attributes {
+  spv.target_env = #spv.target_env<
+    #spv.vce<v1.0, [StoragePushConstant8, StoragePushConstant16],
+             [SPV_KHR_8bit_storage, SPV_KHR_16bit_storage]>,
+    {max_compute_workgroup_invocations = 128 : i32,
+     max_compute_workgroup_size = dense<[128, 128, 64]> : vector<3xi32>}>
+} {
+
+// CHECK-LABEL: spv.func @memref_8bit_PushConstant
+// CHECK-SAME: !spv.ptr<!spv.struct<!spv.array<16 x i8 [1]> [0]>, PushConstant>
+func @memref_8bit_PushConstant(%arg0: memref<16xi8, 7>) { return }
+
+// CHECK-LABEL: spv.func @memref_16bit_PushConstant
+// CHECK-SAME: !spv.ptr<!spv.struct<!spv.array<16 x i16 [2]> [0]>, PushConstant>
+// CHECK-SAME: !spv.ptr<!spv.struct<!spv.array<16 x f16 [2]> [0]>, PushConstant>
+func @memref_16bit_PushConstant(
+  %arg0: memref<16xi16, 7>,
+  %arg1: memref<16xf16, 7>
+) { return }
+
+} // end module
+
+// -----
+
+// Check that using non-32-bit scalar types in interface storage classes
+// requires special capability and extension: keep as-is when the capability
+// and extension is available.
+module attributes {
+  spv.target_env = #spv.target_env<
+    #spv.vce<v1.0, [StorageBuffer8BitAccess, StorageBuffer16BitAccess],
+             [SPV_KHR_8bit_storage, SPV_KHR_16bit_storage]>,
+    {max_compute_workgroup_invocations = 128 : i32,
+     max_compute_workgroup_size = dense<[128, 128, 64]> : vector<3xi32>}>
+} {
+
+// CHECK-LABEL: spv.func @memref_8bit_StorageBuffer
+// CHECK-SAME: !spv.ptr<!spv.struct<!spv.array<16 x i8 [1]> [0]>, StorageBuffer>
+func @memref_8bit_StorageBuffer(%arg0: memref<16xi8, 0>) { return }
+
+// CHECK-LABEL: spv.func @memref_16bit_StorageBuffer
+// CHECK-SAME: !spv.ptr<!spv.struct<!spv.array<16 x i16 [2]> [0]>, StorageBuffer>
+// CHECK-SAME: !spv.ptr<!spv.struct<!spv.array<16 x f16 [2]> [0]>, StorageBuffer>
+func @memref_16bit_StorageBuffer(
+  %arg0: memref<16xi16, 0>,
+  %arg1: memref<16xf16, 0>
+) { return }
+
+} // end module
+
+// -----
+
+// Check that using non-32-bit scalar types in interface storage classes
+// requires special capability and extension: keep as-is when the capability
+// and extension is available.
+module attributes {
+  spv.target_env = #spv.target_env<
+    #spv.vce<v1.0, [UniformAndStorageBuffer8BitAccess, StorageUniform16],
+             [SPV_KHR_8bit_storage, SPV_KHR_16bit_storage]>,
+    {max_compute_workgroup_invocations = 128 : i32,
+     max_compute_workgroup_size = dense<[128, 128, 64]> : vector<3xi32>}>
+} {
+
+// CHECK-LABEL: spv.func @memref_8bit_Uniform
+// CHECK-SAME: !spv.ptr<!spv.struct<!spv.array<16 x i8 [1]> [0]>, Uniform>
+func @memref_8bit_Uniform(%arg0: memref<16xi8, 4>) { return }
+
+// CHECK-LABEL: spv.func @memref_16bit_Uniform
+// CHECK-SAME: !spv.ptr<!spv.struct<!spv.array<16 x i16 [2]> [0]>, Uniform>
+// CHECK-SAME: !spv.ptr<!spv.struct<!spv.array<16 x f16 [2]> [0]>, Uniform>
+func @memref_16bit_Uniform(
+  %arg0: memref<16xi16, 4>,
+  %arg1: memref<16xf16, 4>
+) { return }
+
+} // end module
+
+// -----
+
+// Check that using non-32-bit scalar types in interface storage classes
+// requires special capability and extension: keep as-is when the capability
+// and extension is available.
+module attributes {
+  spv.target_env = #spv.target_env<
+    #spv.vce<v1.0, [StorageInputOutput16], [SPV_KHR_16bit_storage]>,
+    {max_compute_workgroup_invocations = 128 : i32,
+     max_compute_workgroup_size = dense<[128, 128, 64]> : vector<3xi32>}>
+} {
+
+// CHECK-LABEL: spv.func @memref_16bit_Input
+// CHECK-SAME: !spv.ptr<!spv.struct<!spv.array<16 x f16 [2]> [0]>, Input>
+func @memref_16bit_Input(%arg3: memref<16xf16, 9>) { return }
+
+// CHECK-LABEL: spv.func @memref_16bit_Output
+// CHECK-SAME: !spv.ptr<!spv.struct<!spv.array<16 x i16 [2]> [0]>, Output>
+func @memref_16bit_Output(%arg4: memref<16xi16, 10>) { return }
+
+} // end module
+
+// -----
+
+// Check that memref offset and strides affect the array size.
+module attributes {
+  spv.target_env = #spv.target_env<
+    #spv.vce<v1.0, [StorageBuffer16BitAccess], [SPV_KHR_16bit_storage]>,
+    {max_compute_workgroup_invocations = 128 : i32,
+     max_compute_workgroup_size = dense<[128, 128, 64]> : vector<3xi32>}>
+} {
+
+// CHECK-LABEL: spv.func @memref_offset_strides
+func @memref_offset_strides(
+// CHECK-SAME: !spv.array<64 x f32 [4]> [0]>, StorageBuffer>
+// CHECK-SAME: !spv.array<72 x f32 [4]> [0]>, StorageBuffer>
+// CHECK-SAME: !spv.array<256 x f32 [4]> [0]>, StorageBuffer>
+// CHECK-SAME: !spv.array<64 x f32 [4]> [0]>, StorageBuffer>
+// CHECK-SAME: !spv.array<88 x f32 [4]> [0]>, StorageBuffer>
+  %arg0: memref<16x4xf32, offset: 0, strides: [4, 1]>,  // tightly packed; row major
+  %arg1: memref<16x4xf32, offset: 8, strides: [4, 1]>,  // offset 8
+  %arg2: memref<16x4xf32, offset: 0, strides: [16, 1]>, // pad 12 after each row
+  %arg3: memref<16x4xf32, offset: 0, strides: [1, 16]>, // tightly packed; col major
+  %arg4: memref<16x4xf32, offset: 0, strides: [1, 22]>, // pad 4 after each col
+
+// CHECK-SAME: !spv.array<64 x f16 [2]> [0]>, StorageBuffer>
+// CHECK-SAME: !spv.array<72 x f16 [2]> [0]>, StorageBuffer>
+// CHECK-SAME: !spv.array<256 x f16 [2]> [0]>, StorageBuffer>
+// CHECK-SAME: !spv.array<64 x f16 [2]> [0]>, StorageBuffer>
+// CHECK-SAME: !spv.array<88 x f16 [2]> [0]>, StorageBuffer>
+  %arg5: memref<16x4xf16, offset: 0, strides: [4, 1]>,
+  %arg6: memref<16x4xf16, offset: 8, strides: [4, 1]>,
+  %arg7: memref<16x4xf16, offset: 0, strides: [16, 1]>,
+  %arg8: memref<16x4xf16, offset: 0, strides: [1, 16]>,
+  %arg9: memref<16x4xf16, offset: 0, strides: [1, 22]>
+) { return }
+
+} // end module
+
+// -----
+
+// Check that dynamic shapes are not supported.
+module attributes {
+  spv.target_env = #spv.target_env<
+    #spv.vce<v1.0, [], []>,
+    {max_compute_workgroup_invocations = 128 : i32,
+     max_compute_workgroup_size = dense<[128, 128, 64]> : vector<3xi32>}>
+} {
+
+// CHECK-LABEL: func @unranked_memref
+// CHECK-SAME: memref<*xi32>
+func @unranked_memref(%arg0: memref<*xi32>) { return }
+
+// CHECK-LABEL: func @dynamic_dim_memref
+// CHECK-SAME: memref<8x?xi32>
+func @dynamic_dim_memref(%arg0: memref<8x?xi32>) { return }
+
+} // end module
+
+// -----
+
+//===----------------------------------------------------------------------===//
+// Tensor types
+//===----------------------------------------------------------------------===//
+
+// Check that tensor element types are kept untouched with proper capabilites.
+module attributes {
+  spv.target_env = #spv.target_env<
+    #spv.vce<v1.0, [Int8, Int16, Int64, Float16, Float64], []>,
+    {max_compute_workgroup_invocations = 128 : i32,
+     max_compute_workgroup_size = dense<[128, 128, 64]> : vector<3xi32>}>
+} {
+
+// CHECK-LABEL: spv.func @int_tensor_types
+// CHECK-SAME: !spv.array<32 x i64 [8]>
+// CHECK-SAME: !spv.array<32 x i32 [4]>
+// CHECK-SAME: !spv.array<32 x i16 [2]>
+// CHECK-SAME: !spv.array<32 x i8 [1]>
+func @int_tensor_types(
+  %arg0: tensor<8x4xi64>,
+  %arg1: tensor<8x4xi32>,
+  %arg2: tensor<8x4xi16>,
+  %arg3: tensor<8x4xi8>
+) { return }
+
+// CHECK-LABEL: spv.func @float_tensor_types
+// CHECK-SAME: !spv.array<32 x f64 [8]>
+// CHECK-SAME: !spv.array<32 x f32 [4]>
+// CHECK-SAME: !spv.array<32 x f16 [2]>
+func @float_tensor_types(
+  %arg0: tensor<8x4xf64>,
+  %arg1: tensor<8x4xf32>,
+  %arg2: tensor<8x4xf16>
+) { return }
+
+} // end module
+
+// -----
+
+// Check that tensor element types are changed to 32-bit without capabilities.
+module attributes {
+  spv.target_env = #spv.target_env<
+    #spv.vce<v1.0, [], []>,
+    {max_compute_workgroup_invocations = 128 : i32,
+     max_compute_workgroup_size = dense<[128, 128, 64]> : vector<3xi32>}>
+} {
+
+// CHECK-LABEL: spv.func @int_tensor_types
+// CHECK-SAME: !spv.array<32 x i32 [4]>
+// CHECK-SAME: !spv.array<32 x i32 [4]>
+// CHECK-SAME: !spv.array<32 x i32 [4]>
+// CHECK-SAME: !spv.array<32 x i32 [4]>
+func @int_tensor_types(
+  %arg0: tensor<8x4xi64>,
+  %arg1: tensor<8x4xi32>,
+  %arg2: tensor<8x4xi16>,
+  %arg3: tensor<8x4xi8>
+) { return }
+
+// CHECK-LABEL: spv.func @float_tensor_types
+// CHECK-SAME: !spv.array<32 x f32 [4]>
+// CHECK-SAME: !spv.array<32 x f32 [4]>
+// CHECK-SAME: !spv.array<32 x f32 [4]>
+func @float_tensor_types(
+  %arg0: tensor<8x4xf64>,
+  %arg1: tensor<8x4xf32>,
+  %arg2: tensor<8x4xf16>
+) { return }
+
+} // end module
+
+// -----
+
+// Check that dynamic shapes are not supported.
+module attributes {
+  spv.target_env = #spv.target_env<
+    #spv.vce<v1.0, [], []>,
+    {max_compute_workgroup_invocations = 128 : i32,
+     max_compute_workgroup_size = dense<[128, 128, 64]> : vector<3xi32>}>
+} {
+
+// CHECK-LABEL: func @unranked_tensor
+// CHECK-SAME: tensor<*xi32>
+func @unranked_tensor(%arg0: tensor<*xi32>) { return }
+
+// CHECK-LABEL: func @dynamic_dim_tensor
+// CHECK-SAME: tensor<8x?xi32>
+func @dynamic_dim_tensor(%arg0: tensor<8x?xi32>) { return }
+
+} // end module