auto type = mlir::cast<ShapedType>(value.getType());
  SmallVector<int> new_shape;
  if (type.hasStaticShape()) {
    for (int64_t dim : type.getShape().drop_back()) {
      new_shape.push_back(dim);
    }
  } else {
    new_shape.push_back(-1);
  }
  return builder.create<ReshapeOp>(
      value.getLoc(), value,
      builder.create<arith::ConstantOp>(
          value.getLoc(),
          DenseIntElementsAttr::get(

    TF_ImportGraphDefOptions* opts, TF_Operation* oper) {
  opts->opts.control_dependencies.push_back(oper->node.name());
}

void TF_ImportGraphDefOptionsAddReturnOutput(TF_ImportGraphDefOptions* opts,
                                             const char* oper_name, int index) {
  opts->tensor_id_data.push_back(oper_name);
  const string& oper_name_str = opts->tensor_id_data.back();

  node_builder.Input(inputs);
  node_builder.Input(std::move(key_input));
  std::vector<DataType> dtypes;
  for (const auto& node : inputs) {
    dtypes.push_back(node.dt);
  }
  return opts.WithAttr("Tinputs", dtypes)
      .WithAttr("key", key)
      .WithAttr("device_ordinal", 0)
      .WithAttr("_encapsulate", cluster)
      .WithAttr("_outside", oc_cluster)

      OpTrait::util::getBroadcastedType(lhs.getType(), rhs.getType());
    if (!resultType)
      mlir::emitError($_state.location, "non-broadcastable operands");
    $_state.addOperands({lhs, rhs});
    $_state.types.push_back(resultType);
  }]>;

def TFL_FusedBroadcastableBinaryBuilder :
  OpBuilder<(ins "Value":$lhs, "Value":$rhs,
    "StringAttr":$fusedActivationFunction),
  [{
    buildFusedBroadcastableBinOp(

","createElement","text","getAttribute","setAttribute","head","appendChild","parentNode","removeChild","toType","version","jQuery","selector","context","fn","init","isArrayLike","length","prototype","jquery","constructor","toArray","get","num","pushStack","elems","ret","merge","prevObject","each","callback","map","elem","arguments","first","eq","last","even","grep","_elem","odd","len","j","end","sort","splice","extend","options","name","copy","copyIsArray","clone","target","deep","isPlainObject"...

","createElement","text","getAttribute","setAttribute","head","appendChild","parentNode","removeChild","toType","version","jQuery","selector","context","fn","init","isArrayLike","length","prototype","jquery","constructor","toArray","get","num","pushStack","elems","ret","merge","prevObject","each","callback","map","elem","arguments","first","eq","last","even","grep","_elem","odd","len","j","end","sort","splice","extend","options","name","copy","copyIsArray","clone","target","deep","isPlainObject"...