// Return a ConstOp if it's static dimension.
    if (!ranked_ty.isDynamicDim(idx)) {
      return builder->create<TF::ConstOp>(
          loc, GetScalarOfType(
                   builder->getIntegerType(use_32bit.getValue() ? 32 : 64),
                   ranked_ty.getDimSize(idx)));
    }
  }

  auto shape = builder->create<TF::ShapeOp>(loc, input, use_32bit);
  return builder->create<TF::StridedSliceOp>(

        if (properties != null && !properties.isEmpty()) {
            return properties.entrySet().stream()
                    .collect(Collectors.toMap(e -> String.valueOf(e.getKey()), e -> String.valueOf(e.getValue())));

        } else {
            return null;
        }
    }

    @SuppressWarnings("unchecked")
    static <T extends Throwable> void uncheckedThrow(Throwable t) throws T {

      mlir::SymbolTable::lookupNearestSymbolFrom(caller, sym));
  OpBuilder builder(func.getBody());

  StringAttr new_group = builder.getStringAttr(
      absl::StrCat(old_group.getValue().str(), caller.getF().str()));

  builder.insert(metadata_op.clone());
  for (Operation& op : func.getOps()) {
    if (!IsTPUOp(&op)) continue;
    op.setAttr(TF::kReplicationInfoAttr, new_group);
  }

    {{- end }}
      }
    spec:
      {{- $holdProxy := and
          (or .ProxyConfig.HoldApplicationUntilProxyStarts.GetValue .Values.global.proxy.holdApplicationUntilProxyStarts)
          (not $nativeSidecar) }}
      initContainers:
      {{ if ne (annotation .ObjectMeta `sidecar.istio.io/interceptionMode` .ProxyConfig.InterceptionMode) `NONE` }}

    {{- end }}
      }
    spec:
      {{- $holdProxy := and
          (or .ProxyConfig.HoldApplicationUntilProxyStarts.GetValue .Values.global.proxy.holdApplicationUntilProxyStarts)
          (not $nativeSidecar) }}
      initContainers:
      {{ if ne (annotation .ObjectMeta `sidecar.istio.io/interceptionMode` .ProxyConfig.InterceptionMode) `NONE` }}

    {{- end }}
      }
    spec:
      {{- $holdProxy := and
          (or .ProxyConfig.HoldApplicationUntilProxyStarts.GetValue .Values.global.proxy.holdApplicationUntilProxyStarts)
          (not $nativeSidecar) }}
      initContainers:
      {{ if ne (annotation .ObjectMeta `sidecar.istio.io/interceptionMode` .ProxyConfig.InterceptionMode) `NONE` }}

    {{- end }}
      }
    spec:
      {{- $holdProxy := and
          (or .ProxyConfig.HoldApplicationUntilProxyStarts.GetValue .Values.global.proxy.holdApplicationUntilProxyStarts)
          (not $nativeSidecar) }}
      initContainers:
      {{ if ne (annotation .ObjectMeta `sidecar.istio.io/interceptionMode` .ProxyConfig.InterceptionMode) `NONE` }}

    {{- end }}
      }
    spec:
      {{- $holdProxy := and
          (or .ProxyConfig.HoldApplicationUntilProxyStarts.GetValue .Values.global.proxy.holdApplicationUntilProxyStarts)
          (not $nativeSidecar) }}
      initContainers:
      {{ if ne (annotation .ObjectMeta `sidecar.istio.io/interceptionMode` .ProxyConfig.InterceptionMode) `NONE` }}

		}

		familyMatch = true
		for _, metric := range mf.GetMetric() {
			if !testutil.LabelsMatch(metric, labelFilter) {
				continue
			}

			labelMatch = true
			sum += int(metric.GetGauge().GetValue())
		}
	}
	if !familyMatch {
		return fmt.Errorf("expected to find the metric family: %s in the gathered result", name)
	}
	if !labelMatch {

        {{- end }}
          }
        spec:
          {{- $holdProxy := and
              (or .ProxyConfig.HoldApplicationUntilProxyStarts.GetValue .Values.global.proxy.holdApplicationUntilProxyStarts)
              (not $nativeSidecar) }}
          initContainers: