[TOSA] Allow all integer types in most ops (#86509)

As discussed in one of the previous TOSA community meetings, we would
like to allow for more integer types in the TOSA dialect to enable more
use cases.

For strict standards conformance, the TosaValidation pass can be used.

Follow up PRs will extend conversions from TOSA where needed.

Author: mgehre-amd

mlir/include/mlir/Dialect/Tosa/IR/TosaOps.td

@@ -1942,7 +1942,7 @@ def Tosa_ConstOp : Tosa_Op<"const", [ConstantLike, Pure,
   );
 
   let results = (outs
-    TensorOf<[AnyTypeOf<[Tosa_AnyNumber_Plus_F64, Tosa_Int4]>]>:$output
+    TensorOf<[AnyTypeOf<[Tosa_AnyNumber_Plus_F64]>]>:$output
   );
 
   let hasFolder = 1;

mlir/include/mlir/Dialect/Tosa/IR/TosaTypesBase.td

@@ -38,29 +38,17 @@ class Tosa_QuantizedType<string n, list<int> params, bit signed>
 // Used to express accumulator results or compare results.
 //===----------------------------------------------------------------------===//
 
-def Tosa_UInt8 : UI<8>;
-def Tosa_UInt16 : UI<16>;
-
 def Tosa_Int4 : I<4>;
 def Tosa_Int8 : I<8>;
-def Tosa_Int16 : I<16>;
 def Tosa_Int32 : I<32>;
-def Tosa_Int48 : I<48>;
 def Tosa_Int64 : I<64>;
 
-def Tosa_SignedInt : AnyTypeOf<[Tosa_Int8,
-                                Tosa_Int16,
-                                Tosa_Int32,
-                                Tosa_Int48,
-                                Tosa_Int64]>;
-
-def Tosa_Bool : I<1>;
-
-// No unsigned unquantized int types.
-def Tosa_Int : AnyTypeOf<[Tosa_Bool,
-                          Tosa_UInt8,
-                          Tosa_UInt16,
-                          Tosa_SignedInt]>;
+// The TOSA dialect allows more types than the TOSA standard to allow for
+// experimentation. For historical reasons, signless is used in the place of
+// signed.
+// The TosaValidation pass can be used to check for standard conformance.
+def Tosa_Int : AnyTypeOf<[AnyUnsignedInteger,
+                          AnySignlessInteger]>;
 
 def Tosa_Int32Or64 : AnyTypeOf<[Tosa_Int32,
                    	        Tosa_Int64]>;
@@ -172,9 +160,6 @@ class Tosa_TypeLike<list<Type> types, string description = ""> : TypeConstraint<
 
 def Tosa_IntLike : Tosa_TypeLike<[Tosa_Int], "signless-integer-like">;
 def Tosa_Int8Like : Tosa_TypeLike<[Tosa_Int8], "signless-integer-8-bit-like">;
-def Tosa_Int16Like : Tosa_TypeLike<[Tosa_Int16], "signless-integer-16-bit-like">;
-def Tosa_Int32Like : Tosa_TypeLike<[Tosa_Int32], "signless-integer-32-bit-like">;
-def Tosa_Int64Like : Tosa_TypeLike<[Tosa_Int64], "signless-integer-64-bit-like">;
 
 //===----------------------------------------------------------------------===//
 // Attribute predicates and classes.

mlir/lib/Dialect/Tosa/Transforms/TosaValidation.cpp

@@ -410,6 +410,8 @@ struct TosaValidation : public tosa::impl::TosaValidationBase<TosaValidation> {
   bool CheckVariable(Operation *op);
   bool CheckVariableReadOrWrite(Operation *op);
 
+  bool isValidElementType(Type type);
+
   SmallVector<std::function<LogicalResult(Operation *)>> constCheckers;
   TosaLevel tosaLevel;
   DenseMap<StringAttr, mlir::Type> variablesMap;
@@ -503,15 +505,58 @@ LogicalResult TosaValidation::applyVariableCheck(Operation *op) {
   return success();
 }
 
+bool TosaValidation::isValidElementType(Type type) {
+  if ((profile == TosaProfileEnum::BaseInference) && isa<FloatType>(type)) {
+    return false;
+  }
+  if (type.isF64()) {
+    return false;
+  }
+  if (auto intTy = dyn_cast<IntegerType>(type)) {
+    if (intTy.isUnsigned()) {
+      switch (intTy.getWidth()) {
+      case 8:
+      case 16:
+        return true;
+      default:
+        return false;
+      }
+    } else {
+      // Signless - treated as signed.
+      switch (intTy.getWidth()) {
+      case 1:
+      case 4:
+      case 8:
+      case 16:
+      case 32:
+      case 48:
+      case 64:
+        return true;
+      default:
+        return false;
+      }
+    }
+    return false;
+  }
+  return true;
+}
+
 void TosaValidation::runOnOperation() {
   configLevelAndProfile();
   getOperation().walk([&](Operation *op) {
     for (Value operand : op->getOperands()) {
-      if ((profile == TosaProfileEnum::BaseInference) &&
-          isa<FloatType>(getElementTypeOrSelf(operand))) {
+      auto elementTy = getElementTypeOrSelf(operand);
+      if (!isValidElementType(elementTy)) {
+        op->emitOpError() << "is not profile-aligned: element type "
+                          << elementTy << " is not legal";
         return signalPassFailure();
       }
-      if (getElementTypeOrSelf(operand).isF64()) {
+    }
+    for (Type resultTy : op->getResultTypes()) {
+      auto elementTy = getElementTypeOrSelf(resultTy);
+      if (!isValidElementType(elementTy)) {
+        op->emitOpError() << "is not profile-aligned: element type "
+                          << elementTy << " is not legal";
         return signalPassFailure();
       }
     }

mlir/test/Dialect/Tosa/level_check.mlir

@@ -115,6 +115,22 @@ func.func @test_const(%arg0 : tensor<1x1xi32>) -> tensor<1x1x1x1x1x1x1xi32> {
 
 // -----
 
+func.func @test_const_i2(%arg0 : tensor<1xi2>) {
+  // expected-error@+1 {{'tosa.const' op is not profile-aligned: element type 'i2' is not legal}}
+  %0 = "tosa.const"() {value = dense<0> : tensor<1xi2>} : () -> tensor<1xi2>
+  return
+}
+
+// -----
+
+func.func @test_const_ui32(%arg0 : tensor<1xui32>) {
+  // expected-error@+1 {{'tosa.const' op is not profile-aligned: element type 'ui32' is not legal}}
+  %0 = "tosa.const"() {value = dense<0> : tensor<1xui32>} : () -> tensor<1xui32>
+  return
+}
+
+// -----
+
 func.func @test_avgpool2d_kernel_y(%arg0: tensor<1x32x32x8xf32>) -> tensor<1x32x32x8xf32> {
   // expected-error@+1 {{'tosa.avg_pool2d' op failed level check: kernel <= MAX_KERNEL}}
   %0 = "tosa.avg_pool2d"(%arg0) {kernel = array<i64: 8193, 1>, pad = array<i64: 4, 4, 4, 4>, stride = array<i64: 1, 1>, acc_type = f32} :