2020
2121namespace  mlir ::iree_compiler::IREE {
2222
23- using  IREE::Codegen::MaterializeEncodingInfo;
24- using  IREE::TensorExt::DispatchTensorType;
25- 
2623static  const  char  kEncodingInfoAttrName [] = " encoding_info" 
2724
2825//  This class is the base class for the external model of different packed
@@ -33,18 +30,18 @@ static const char kEncodingInfoAttrName[] = "encoding_info";
3330template  <typename  DeviceEncodingPackedLayoutAttrInterface,
3431          typename  EncodingLayoutAttr>
3532struct  DevicePackedLayoutAttrExternalModelBase 
36-     : public Codegen::PackedLayoutAttrInterface::ExternalModel<
33+     : public IREE:: Codegen::PackedLayoutAttrInterface::ExternalModel<
3734          DeviceEncodingPackedLayoutAttrInterface, EncodingLayoutAttr> {
3835public: 
39-   Codegen::MaterializeEncodingInfo
36+   IREE:: Codegen::MaterializeEncodingInfo
4037  getEncodingInfo (Attribute attr, RankedTensorType type) const  {
4138    const  DeviceEncodingPackedLayoutAttrInterface *impl =
4239        static_cast <const  DeviceEncodingPackedLayoutAttrInterface *>(this );
4340    //  If the layout is already resolved, use it directly.
4441    if  (auto  config = impl->getConfiguration (attr)) {
4542      if  (auto  namedAttr = config.getNamed (kEncodingInfoAttrName )) {
46-         std::optional<Codegen::MaterializeEncodingInfo> info =
47-             Codegen::deserializeEncodingInfo (
43+         std::optional<IREE:: Codegen::MaterializeEncodingInfo> info =
44+             IREE:: Codegen::deserializeEncodingInfo
4845                cast<DictionaryAttr>(namedAttr->getValue ()));
4946        assert (info && " encoding_info is invalid" 
5047        return  info.value ();
@@ -60,8 +57,8 @@ struct DeviceEncodingLayoutAttrInterfaceExternalModelBase
6057    : public IREE::Encoding::LayoutAttrInterface::ExternalModel<
6158          DeviceEncodingLayoutAttrInterface, EncodingLayoutAttr> {
6259public: 
63-   MaterializeEncodingInfo  getEncodingInfo (EncodingLayoutAttr layoutAttr, 
64-                                            RankedTensorType type) const  {
60+   IREE::Codegen:: MaterializeEncodingInfo
61+   getEncodingInfo (EncodingLayoutAttr layoutAttr,  RankedTensorType type) const  {
6562    return  getEncodingInfoFromLayout (
6663        type, cast<IREE::Encoding::LayoutAttrInterface>(layoutAttr));
6764  }
@@ -73,7 +70,7 @@ struct DeviceEncodingLayoutAttrInterfaceExternalModelBase
7370          //  For a given tensor type with an encoding, return the materialized
7471          //  type to use for it. If no encoding is set, then return the tensor
7572          //  type itself.
76-           MaterializeEncodingInfo encodingInfo =
73+           IREE::Codegen:: MaterializeEncodingInfo encodingInfo =
7774              getEncodingInfo (layoutAttr, type);
7875          if  (IREE::Codegen::isIdentityLayout (encodingInfo)) {
7976            return  type.dropEncoding ();
@@ -100,15 +97,16 @@ struct DeviceEncodingLayoutAttrInterfaceExternalModelBase
10097          newShape.append (swizzledTileShape);
10198          return  RankedTensorType::get (newShape, packedType.getElementType ());
10299        })
103-         .template  Case <DispatchTensorType>([&](auto  dispatchTensorType) {
104-           Type boundType = dispatchTensorType.getBoundType ();
105-           Type convertedBoundType = convertType (attr, boundType);
106-           if  (convertedBoundType == boundType) {
107-             return  dispatchTensorType;
108-           }
109-           return  DispatchTensorType::get (dispatchTensorType.getAccess (),
110-                                          convertedBoundType);
111-         })
100+         .template  Case <IREE::TensorExt::DispatchTensorType>(
101+             [&](auto  dispatchTensorType) {
102+               Type boundType = dispatchTensorType.getBoundType ();
103+               Type convertedBoundType = convertType (attr, boundType);
104+               if  (convertedBoundType == boundType) {
105+                 return  dispatchTensorType;
106+               }
107+               return  IREE::TensorExt::DispatchTensorType::get (
108+                   dispatchTensorType.getAccess (), convertedBoundType);
109+             })
112110        .Default ([&](auto  concreteType) { return  concreteType; });
113111  }
114112
@@ -127,7 +125,7 @@ struct DeviceEncodingLayoutAttrInterfaceExternalModelBase
127125      return  failure ();
128126    }
129127    auto  boundTensorType = cast<RankedTensorType>(type.getBoundType ());
130-     MaterializeEncodingInfo encodingInfo =
128+     IREE::Codegen:: MaterializeEncodingInfo encodingInfo =
131129        getEncodingInfoFromLayout (boundTensorType, layoutAttr);
132130    newSizes = getMixedValues (boundTensorType.getShape (), dynamicDims, builder);
133131    FailureOr<SmallVector<OpFoldResult>> convertedMixedSizes =
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