Leonardo Sarra <******@****.***> 1718116194 +0200

// RUN: tf-opt -convert-tf-control-flow-to-scf %s | FileCheck %s

// `tf.IfRegion` which returns values gets converted to `scf.if`.
func.func private @test_if_then1(tensor<4xf32>) -> tensor<4xf32>
func.func private @test_if_else1(tensor<4xf32>) -> tensor<4xf32>
// CHECK-LABEL: func @test_supported_lowering_of_tf_if_region1
// CHECK-SAME: (%[[ARG0:.*]]: tensor<i1>, %[[ARG1:.*]]: tensor<4xf32>)

    return "quant-convert-tf-custom-aggregator-op-to-quant-stats";
  }

  StringRef getDescription() const final {
    // This is a brief description of the pass.
    return "Convert tf.CustomAggregator op to quant.Stats";
  }

  void getDependentDialects(DialectRegistry &registry) const override {
    registry.insert<TF::TensorFlowDialect>();
    registry.insert<quant::QuantizationDialect>();

// RUN: stablehlo-quant-opt %s -convert-tf-quant-types -split-input-file -verify-diagnostics | FileCheck %s

// CHECK-LABEL: func @relu_qint8
func.func @relu_qint8(%arg0: tensor<1x!tf_type.qint8>) -> tensor<1x!tf_type.qint8> {
  // CHECK: %[[X:.*]] = "tf.Relu"(%arg0) : (tensor<1xi8>) -> tensor<1xi8>
  %0 = "tf.Relu"(%arg0) : (tensor<1x!tf_type.qint8>) -> tensor<1x!tf_type.qint8>
  func.return %0: tensor<1x!tf_type.qint8>
}

// -----

Leonardo Sarra <******@****.***> 1718116194 +0200

Leonardo Sarra <******@****.***> 1718116194 +0200

Leonardo Sarra <******@****.***> 1718116194 +0200

    // Insert ConvertOp if it does not exist yet. Otherwise, just rewire without
    // creating a ConvertOp.
    for (const OpOperand& connected_op : op.getResult().getUses()) {
      ConvertOp convert_op =
          dyn_cast_or_null<ConvertOp>(connected_op.getOwner());
      // ConvertOp already exists. Rewire the existing convert op into f16.

e","copy","copyIsArray","clone","target","deep","isPlainObject","Array","isArray","undefined","expando","Math","random","replace","isReady","error","msg","noop","proto","Ctor","isEmptyObject","globalEval","makeArray","results","inArray","second","invert","matches","callbackExpect","arg","value","guid","Symbol","iterator","split","_i","toLowerCase","Sizzle","Expr","getText","isXML","tokenize","compile","select","outermostContext","sortInput","hasDuplicate","setDocument","docElem","documentIsHTML"...

			addedHeadless = true
			for c := range services {
				inconsistentClusters.Insert(c.String())
			}
			inconsistentReasons.Insert("service has mixed mode like headless and clusterIP")
		}

		// Compare service types
		if firstService.Type != service.Type {
			inconsistentClusters.Insert(id.String())
			inconsistentReasons.Insert("service type is inconsistent")
		}

		// Compare ports