output_mlir_type = input_mlir_type;
  }

  tensorflow::AddQuantizationPasses(mlir::TFL::PassConfig(quant_specs), pm);
  pm.addPass(TFL::CreateModifyIONodesPass(input_mlir_type, output_mlir_type));
  // If the first or final ops are not quantized, remove QDQ.
  pm.addPass(TFL::CreatePostQuantizeRemoveQDQPass());
  if (failed(pm.run(module.get()))) {
    const std::string err(statusHandler.ConsumeStatus().message());

    LOG(ERROR) << "Couldn't import flatbuffer to MLIR.";
    return absl::InternalError("Couldn't import flatbuffer to MLIR.");
  }

  PassManager pm((*module)->getName(), OpPassManager::Nesting::Implicit);
  pm.addPass(TFL::CreateDenseToSparsePass());

  if (failed(pm.run(module.get()))) {
    LOG(ERROR) << "Failed to sparsify: "
               << statusHandler.ConsumeStatus().message();
    return absl::InternalError(absl::StrCat(

               << ", inference_type: " << quant_specs.inference_type << "\n";
  Builder mlir_builder(&context);

  tensorflow::AddDynamicRangeQuantizationPasses(
      mlir::TFL::PassConfig(quant_specs), pm);

  if (failed(pm.run(module.get()))) {
    absl::string_view err = statusHandler.ConsumeStatus().message();
    LOG(ERROR) << "Failed to quantize: " << err;
    return kTfLiteError;
  }

	}
	for _, p := range panelsList {
		pm := p.(map[string]any)
		if pm["type"] == "row" {
			continue
		}
		subPanels, exist := pm["panels"]
		var targets any
		var f bool
		if exist {
			subpm := subPanels.(map[string]any)
			targets, f = subpm["targets"]
		} else {
			targets, f = pm["targets"]
		}
		if !f {
			continue
		}

//
//	Year: "2006" "06"
//	Month: "Jan" "January" "01" "1"
//	Day of the week: "Mon" "Monday"
//	Day of the month: "2" "_2" "02"
//	Day of the year: "__2" "002"
//	Hour: "15" "3" "03" (PM or AM)
//	Minute: "4" "04"
//	Second: "5" "05"
//	AM/PM mark: "PM"
//
// Numeric time zone offsets format as follows:
//
//	"-0700"     ±hhmm
//	"-07:00"    ±hh:mm
//	"-07"       ±hh
//	"-070000"   ±hhmmss
//	"-07:00:00" ±hh:mm:ss
//

	pm := GatewayPortMap{}
	for r, s := range serversByRouteName {
		portNumber, _, _ := ParseGatewayRDSRouteName(r)
		if _, f := pm[portNumber]; !f {
			pm[portNumber] = sets.New[int]()
		}
		for _, se := range s {
			if se.Port == nil {
				continue
			}
			pm[portNumber].Insert(int(se.Port.Number))
		}
	}
	return pm

var ALPNH2Only = pm.ALPNH2Only

// ALPNInMeshH2 advertises that Proxy is going to use HTTP/2 when talking to the in-mesh cluster.
// The custom "istio" value indicates in-mesh traffic and it's going to be used for routing decisions.
// Once Envoy supports client-side ALPN negotiation, this should be {"istio", "h2", "http/1.1"}.
var ALPNInMeshH2 = pm.ALPNInMeshH2

};

// Layout optimization assigns optimal data layout for layout sensitive
// operations, and cancels all redundant transposes.
void CreateLayoutOptimizationPipeline(
    OpPassManager& pm,  // NOLINT - MLIR contract is pass by mutable reference.
    const LayoutOptimizationPipelineOptions& options);

struct StandardPipelineOptions
    : public PassPipelineOptions<StandardPipelineOptions> {

golang.org/x/mod v0.2.0/go.mod h1:s0Qsj1ACt9ePp/hMypM3fl4fZqREWJwdYDEqhRiZZUA=
golang.org/x/mod v0.3.0/go.mod h1:s0Qsj1ACt9ePp/hMypM3fl4fZqREWJwdYDEqhRiZZUA=
golang.org/x/mod v0.17.0 h1:zY54UmvipHiNd+pm+m0x9KhZ9hl1/7QNMyxXbc6ICqA=
golang.org/x/mod v0.17.0/go.mod h1:hTbmBsO62+eylJbnUtE2MGJUyE7QWk4xUqPFrRgJ+7c=
golang.org/x/net v0.0.0-20180724234803-3673e40ba225/go.mod h1:mL1N/T3taQHkDXs73rZJwtUhF3w3ftmwwsq0BUmARs4=

golang.org/x/mod v0.2.0/go.mod h1:s0Qsj1ACt9ePp/hMypM3fl4fZqREWJwdYDEqhRiZZUA=
golang.org/x/mod v0.3.0/go.mod h1:s0Qsj1ACt9ePp/hMypM3fl4fZqREWJwdYDEqhRiZZUA=
golang.org/x/mod v0.17.0 h1:zY54UmvipHiNd+pm+m0x9KhZ9hl1/7QNMyxXbc6ICqA=
golang.org/x/mod v0.17.0/go.mod h1:hTbmBsO62+eylJbnUtE2MGJUyE7QWk4xUqPFrRgJ+7c=
golang.org/x/net v0.0.0-20180724234803-3673e40ba225/go.mod h1:mL1N/T3taQHkDXs73rZJwtUhF3w3ftmwwsq0BUmARs4=