}

  /**
   * Returns an arbitrary ordering over all objects, for which {@code compare(a, b) == 0} implies
   * {@code a == b} (identity equality). There is no meaning whatsoever to the order imposed, but it
   * is constant for the life of the VM.
   *
   * <p>Because the ordering is identity-based, it is not "consistent with {@link
   * Object#equals(Object)}" as defined by {@link Comparator}. Use caution when building a {@link

must be 'config.env' ## # extraSecret: minio-extraenv ## OpenID Identity Management ## The following section documents environment variables for enabling external identity management using an OpenID Connect (OIDC)-compatible provider. ## See https://min.io/docs/minio/linux/operations/external-iam/configure-openid-external-identity-management.html for a tutorial on using these variables. oidc: enabled: false configUrl: "https://identity-provider-url/.well-known/openid-configuration" clientId: "minio"...

  int assign = TF_OpIsStateful("AssignAddVariableOp", status.get());
  ASSERT_EQ(TF_OK, TF_GetCode(status.get())) << TF_Message(status.get());
  EXPECT_EQ(assign, 1);
  int id = TF_OpIsStateful("Identity", status.get());
  ASSERT_EQ(TF_OK, TF_GetCode(status.get())) << TF_Message(status.get());
  EXPECT_EQ(id, 0);
}

class ShapeInferenceTest : public ::testing::Test {
 protected:
  ShapeInferenceTest()

      .override(Encoding.IDENTITY, '?'.code, '`'.code)
      .override(Encoding.PERCENT, '\''.code)
      .override(Encoding.SKIP, '#'.code, '+'.code)
      .test(UrlComponentEncodingTester.Component.QUERY_VALUE)
  }

  @Test
  fun fragmentCharacters() {
    UrlComponentEncodingTester.newInstance()
      .override(
        Encoding.IDENTITY,
        ' '.code,
        '"'.code,

in the secret must be 'config.env' ## extraSecret: ~ ## OpenID Identity Management ## The following section documents environment variables for enabling external identity management using an OpenID Connect (OIDC)-compatible provider. ## See https://min.io/docs/minio/linux/operations/external-iam/configure-openid-external-identity-management.html for a tutorial on using these variables. oidc: enabled: false configUrl: "https://identity-provider-url/.well-known/openid-configuration" clientId: "minio"...

in the secret must be 'config.env' ## extraSecret: ~ ## OpenID Identity Management ## The following section documents environment variables for enabling external identity management using an OpenID Connect (OIDC)-compatible provider. ## See https://min.io/docs/minio/linux/operations/external-iam/configure-openid-external-identity-management.html for a tutorial on using these variables. oidc: enabled: false configUrl: "https://identity-provider-url/.well-known/openid-configuration" clientId: "minio"...

      "or NotDifferentiableGradientFunction.",
      s.message());
  ASSERT_EQ(nullptr, outputs[0]);
}

// TODO(b/164171226): Enable this test with tfrt after AddInputList is
// supported. It is needed for IdentityN.
#ifdef PLATFORM_GOOGLE
INSTANTIATE_TEST_SUITE_P(
    UnifiedCAPI, CppGradients,
    ::testing::Combine(::testing::Values("graphdef", "mlir"),
                       /*tfrt*/ ::testing::Values(false),

Network isolation between different models is also important not only to prevent
unauthorized access to data or models, but also to prevent malicious users or
tenants sending graphs to execute under another tenant’s identity.

The isolation mechanisms are the responsibility of the users to design and
implement, and therefore security issues deriving from their absence are not
considered a vulnerability in TensorFlow.

     * @return the publicly callable counterpart method. Note that if the parameter
     *         method is itself declared by a public class, this method is an identity
     *         function.
     */
    private static Method getPublicMethod(Method method) {
        Class<?> clazz = method.getDeclaringClass();

  /**
   * This object is unsafely published, but avoids problematic races by relying exclusively on the
   * identity equality of its Thread field so that the task field is only accessed by a single
   * thread.
   */
  private static final class ThreadConfinedTaskQueue {
    /**
     * This field is only used for identity comparisons with the current thread. Field assignments