// CHECK: %[[GATHER:.*]] = "stablehlo.gather"(%arg0, %arg1)
// CHECK: return %[[GATHER]] : tensor<2x3x2x2xi32>
// CHECK: }

// -----

// Test that the name of composite functions are deterministic. There are 3
// unsorted functions in this module and each function has 2 quantizable ops.
module {
  func.func @conv_3_fn(%arg0: tensor<1x3x3x4xf32>) -> tensor<1x3x3x4xf32> {
    %0 = stablehlo.constant dense<2.000000e+00> : tensor<3x3x4x4xf32>

// policies (both alpha and beta) in the system. The function always returns MTLSUnknown for external service.
// The result is a best effort. It is because the PeerAuthentication is workload-based, this function is unable
// to compute the correct service mTLS mode without knowing service to workload binding. For now, this
// function uses only mesh and namespace level PeerAuthentication and ignore workload & port level policies.

    : public impl::ExtractOutsideCompilationPassBase<
          ExtractOutsideCompilation> {
  void runOnOperation() override;
};

// Build a function containing `ops` with `inputs` and `outputs` using
// `builder`.  The `ops` are cloned and modified to use the function arguments
// as inputs.
FuncOp BuildFunction(llvm::ArrayRef<Operation*> ops,
                     llvm::ArrayRef<Value> inputs,

//
// This function is needed to break a cycle. The main package needs to know
// whether modules are enabled in order to install the module or GOPATH version
// of 'go get', but Init reads the -modfile flag in 'go get', so it shouldn't
// be called until the command is installed and flags are parsed. Instead of
// calling Init and Enabled, the main package can call this function.
func WillBeEnabled() bool {

      Iterator<F> fromIterator, Function<? super F, ? extends T> function) {
    checkNotNull(function);
    return new TransformedIterator<F, T>(fromIterator) {
      @ParametricNullness
      @Override
      T transform(@ParametricNullness F from) {
        return function.apply(from);
      }
    };
  }

  /**

      Iterator<F> fromIterator, Function<? super F, ? extends T> function) {
    checkNotNull(function);
    return new TransformedIterator<F, T>(fromIterator) {
      @ParametricNullness
      @Override
      T transform(@ParametricNullness F from) {
        return function.apply(from);
      }
    };
  }

  /**

      .Output("output1: uint8")
      .Attr("SomeDataTypeAttr: type");

  static int num_inputs = 0;
  static int num_outputs = 0;

  // A kernel whose Compute function has a side-effect of updating num_inputs
  // and num_outputs. Various functions on TF_OpKernelContext are also
  // exercised.
  auto my_compute_func = [](void* kernel, TF_OpKernelContext* ctx) {
    num_inputs = TF_NumInputs(ctx);

			//    so the values of this block are more likely to be allocated to registers.
			// 2, Avoid the predecessor that contains the function call, because the predecessor that
			//    contains the function call usually generates a lot of spills and lose the previous
			//    allocation state.
			// TODO: Improve this part. At least the size of endRegs of the predecessor also has

	workQueue queue.WorkQueue

	// This function is run to sync the desired state of pod.
	// NOTE: This function has to be thread-safe - it can be called for
	// different pods at the same time.
	podSyncer podSyncer

	// workerChannelFn is exposed for testing to allow unit tests to impose delays
	// in channel communication. The function is invoked once each time a new worker
	// goroutine starts.

		{name: "CALLtail", argLength: 1, reg: regInfo{clobbers: callerSave}, aux: "CallOff", clobberFlags: true, call: true, tailCall: true},                                  // tail call static function aux.(*obj.LSym).  arg0=mem, auxint=argsize, returns mem