[mlir][tosa] Remove Convolution Type Verifiers (#134077)

Remove the test in the convolution verifier that checks the input and
output element types of convolution operations conform to the
constraints imposed by the TOSA 1.0 specification.

These checks are too strict for users of the TOSA dialect who wish to
allow more types than those allowed by the spec and provide
compatibility issues with earlier TOSA implementation which allowed more
type combinations.

Users who do wish to constrain the convolution types combination to only
those allowed by the TOSA 1.0 spec should run the TOSA validation pass
which already performs these checks.

Signed-off-by: Jack Frankland <[email protected]>

Author: FranklandJack

mlir/lib/Dialect/Tosa/IR/TosaOps.cpp

@@ -425,17 +425,7 @@ static LogicalResult verifyConvOpModes(T op) {
   if (auto quantType = llvm::dyn_cast<mlir::quant::QuantizedType>(resultEType))
     resultEType = quantType.getStorageType();
 
-  // check allowed input/result element types combinations
-  if ((inputEType.isInteger(8) && resultEType.isInteger(32)) ||
-      (inputEType.isInteger(16) && resultEType.isInteger(48)) ||
-      (isa<Float8E5M2Type>(inputEType) && resultEType.isF16()) ||
-      (isa<Float8E4M3FNType>(inputEType) && resultEType.isF16()) ||
-      (inputEType.isF16() && resultEType.isF16()) ||
-      (inputEType.isBF16() && resultEType.isBF16()) ||
-      (inputEType.isF32() && resultEType.isF32()))
-    return success();
-
-  return op.emitOpError("input/output element types are incompatible.");
+  return success();
 }
 
 // verify that inType and outType have same element types

mlir/test/Dialect/Tosa/invalid.mlir

@@ -181,15 +181,6 @@ func.func @test_conv2d_quant_any_acc(%arg0: tensor<1x4x4x4x!quant.any<i8<-8:7>>>
   return %0 : tensor<1x4x4x8x!quant.any<i8<-8:7>>>
 }
 
-// -----
-// CHECK-LABEL: conv2d_quant_any_result
-func.func @test_conv2d_quant_any_result(%arg0: tensor<1x4x4x4x!quant.any<i8<-8:7>>>, %arg1: tensor<8x1x1x4x!quant.any<i8<-8:7>>>, %arg2: tensor<8x!quant.any<i8<-8:7>>>) -> tensor<1x4x4x8x!quant.any<i8<-8:7>>> {
-  %zp = "tosa.const" () { values = dense<0> : tensor<1xi8> } : () -> tensor<1xi8>
-  // expected-error@+1 {{'tosa.conv2d' op input/output element types are incompatible}}
-  %0 = tosa.conv2d %arg0, %arg1, %arg2, %zp, %zp {acc_type = i32, dilation = array<i64: 1, 1>, pad = array<i64: 0, 0, 0, 0>, stride = array<i64: 1, 1>, local_bound = true} : (tensor<1x4x4x4x!quant.any<i8<-8:7>>>, tensor<8x1x1x4x!quant.any<i8<-8:7>>>, tensor<8x!quant.any<i8<-8:7>>>, tensor<1xi8>, tensor<1xi8>) -> tensor<1x4x4x8x!quant.any<i8<-8:7>>>
-  return %0 : tensor<1x4x4x8x!quant.any<i8<-8:7>>>
-}
-
 // -----
 
 func.func @test_concat(%arg0 : tensor<2x1xf32>, %arg1 : tensor<2x2xf32>) -> tensor<?x?xf32> {