// `quantize_signed` test flags are enabled.
  bool eager_quantize = ContainsQuantizeOps(func) ||
                        (!quantize_allowlist_.empty() || quantize_signed_);
  // Infer the tensor range for the activation ops and weight constants unless
  // it is disabled explicitly.
  bool infer_tensor_range =
      (quant_specs_.post_training_quantization || eager_quantize) &&
      !quant_specs_.disable_infer_tensor_range;

  llvm::SetVector<Operation*> visited_nonquantizable_ops_;
  quant::QuantizationSpecs quant_specs_;
};

#include "tensorflow/compiler/mlir/lite/utils/generated_op_quant_spec_getters.inc"

// If the weight is applicable to dynamic range quantization, insert Quantize
// and Dequantize ops with either per-axis or per-tensor scale.
class PrepareDynamicRangeQuantizableOp
    : public OpRewritePattern<arith::ConstantOp> {
 public:

			return info.Source == kind.Pod
		})
		if pod != nil {
			return []model.AddressInfo{modelWorkloadToAddressInfo(*pod)}
		}
		// Otherwise just return the first one; all WorkloadEntry have the same weight
		return []model.AddressInfo{modelWorkloadToAddressInfo(wls[0])}
	}

	// 3. Service
	if svc := a.lookupService(key); svc != nil {
		res := []model.AddressInfo{serviceToAddressInfo(svc.Service)}

			b.Run("idle", runOne)

			b.Run("loaded", func(b *testing.B) {
				stop := applyGCLoad(b)
				runOne(b)
				// Make sure to stop the timer before we wait! The load created above
				// is very heavy-weight and not easy to stop, so we could end up
				// confusing the benchmarking framework for small b.N.
				b.StopTimer()
				stop()
			})
		}
	}

	// Measure the cost of counting goroutines

// RUN: stablehlo-quant-opt %s -split-input-file -stablehlo-insert-weight-param | FileCheck %s

// Test that q/dq pair with per-tensor quantization parameter is inserted
// between constant and XlaCallModule op with empty `weight_only_ptq` method
// and function name containing conv.

func.func @qdq_for_conv_weight_empty(%arg0: tensor<1x3x2x3xf32>) -> tensor<1x2x2x2xf32> attributes {tf._original_func_name = "main_0"} {

	  unicode,
	  unicode/utf8,
	  unicode/utf16;

	internal/goarch < internal/abi;
	internal/byteorder, internal/goarch < internal/chacha8rand;

	# RUNTIME is the core runtime group of packages, all of them very light-weight.
	internal/abi,
	internal/chacha8rand,
	internal/coverage/rtcov,
	internal/cpu,
	internal/goarch,
	internal/godebugs,
	internal/goexperiment,
	internal/goos,
	internal/profilerecord,
	math/bits

				metrics.Goroutines.WithLabelValues(metrics.PrioritizingExtender).Inc()
				defer func() {
					metrics.Goroutines.WithLabelValues(metrics.PrioritizingExtender).Dec()
					wg.Done()
				}()
				prioritizedList, weight, err := extenders[extIndex].Prioritize(pod, nodes)
				if err != nil {
					// Prioritization errors from extender can be ignored, let k8s/other extenders determine the priorities

	Locality Locality

	// EndpointPort is the port where the workload is listening, can be different
	// from the service port.
	EndpointPort uint32

	// The load balancing weight associated with this endpoint.
	LbWeight uint32

	// TLSMode endpoint is injected with istio sidecar and ready to configure Istio mTLS
	TLSMode string

		start := time.Now()
		runtime.ReadMemStats(&ms)
		latencies = append(latencies, time.Since(start))
	}
	// Make sure to stop the timer before we wait! The load created above
	// is very heavy-weight and not easy to stop, so we could end up
	// confusing the benchmarking framework for small b.N.
	b.StopTimer()
	stop()

	// Disable the default */op metrics.

            stream.addBytesToWriteWindow(windowSizeIncrement)
          }
        }
      }
    }

    override fun priority(
      streamId: Int,
      streamDependency: Int,
      weight: Int,
      exclusive: Boolean,
    ) {
      // TODO: honor priority.
    }

    override fun pushPromise(
      streamId: Int,
      promisedStreamId: Int,
      requestHeaders: List<Header>,