public void testOf0() {
    assertThat(ImmutableDoubleArray.of().asList()).isEmpty();
  }

  public void testOf1() {
    assertThat(ImmutableDoubleArray.of(0).asList()).containsExactly(0.0);
  }

  public void testOf2() {
    assertThat(ImmutableDoubleArray.of(0, 1).asList()).containsExactly(0.0, 1.0).inOrder();
  }

  public void testOf3() {

  public void testOf0() {
    assertThat(ImmutableIntArray.of().asList()).isEmpty();
  }

  public void testOf1() {
    assertThat(ImmutableIntArray.of(0).asList()).containsExactly(0);
  }

  public void testOf2() {
    assertThat(ImmutableIntArray.of(0, 1).asList()).containsExactly(0, 1).inOrder();
  }

  public void testOf3() {

  public void testOf0() {
    assertThat(ImmutableLongArray.of().asList()).isEmpty();
  }

  public void testOf1() {
    assertThat(ImmutableLongArray.of(0).asList()).containsExactly(0L);
  }

  public void testOf2() {
    assertThat(ImmutableLongArray.of(0, 1).asList()).containsExactly(0L, 1L).inOrder();
  }

  public void testOf3() {

  public void testOf0() {
    assertThat(ImmutableDoubleArray.of().asList()).isEmpty();
  }

  public void testOf1() {
    assertThat(ImmutableDoubleArray.of(0).asList()).containsExactly(0.0);
  }

  public void testOf2() {
    assertThat(ImmutableDoubleArray.of(0, 1).asList()).containsExactly(0.0, 1.0).inOrder();
  }

  public void testOf3() {

  public void testOf0() {
    assertThat(ImmutableLongArray.of().asList()).isEmpty();
  }

  public void testOf1() {
    assertThat(ImmutableLongArray.of(0).asList()).containsExactly(0L);
  }

  public void testOf2() {
    assertThat(ImmutableLongArray.of(0, 1).asList()).containsExactly(0L, 1L).inOrder();
  }

  public void testOf3() {

Russ Cox <******@****.***> 1410149331 -0400

// The contents of fsys must not change concurrently with TestFS.
//
// If TestFS finds any misbehaviors, it returns either the first error or a
// list of errors. Use [errors.Is] or [errors.As] to inspect.
//
// Typical usage inside a test is:
//
//	if err := fstest.TestFS(myFS, "file/that/should/be/present"); err != nil {
//		t.Fatal(err)
//	}
func TestFS(fsys fs.FS, expected ...string) error {

      tensor_flat(j) = tmp;
    }
  }

  Scope scope_;
};

TEST_F(NNGradTest, SoftmaxGrad) {
  TensorShape shape({32, 10});
  auto x = Placeholder(scope_, DT_FLOAT, Placeholder::Shape(shape));
  auto y = Softmax(scope_, x);
  RunTest(x, shape, y, shape);
}

TEST_F(NNGradTest, SoftmaxRank3Grad) {
  TensorShape shape({32, 1, 10});

    EXPECT_LT(max_error, 1e-3);
  }

  Scope scope_;
};

TEST_F(LinalgGradTest, Einsum_Transpose) {
  TensorShape x_shape({2, 3});
  Output x = Placeholder(scope_, DT_FLOAT, Placeholder::Shape(x_shape));
  auto y = Einsum(scope_, {x}, "ij->ji");
  TensorShape y_shape({3, 2});
  RunTest({x}, {x_shape}, {y}, {y_shape});
}

TEST_F(LinalgGradTest, Einsum_TransposeBroadcast) {
  TensorShape x_shape({3, 2, 3});

namespace mlir::quant {
namespace {

using ::testing::IsNull;
using ::testing::NotNull;

using FindMainFuncOpTest = ::mlir::quant::QuantizationTestBase;

TEST_F(FindMainFuncOpTest, ReturnsMainFuncOp) {
  constexpr absl::string_view kModuleWithMainFunc = R"mlir(
    module {
      func.func @main() -> () {
        return
      }
    }
  )mlir";