extends AbstractMultimapTester<K, V, ListMultimap<K, V>> {

  @Override
  protected void assertGet(K key, V... values) {
    assertGet(key, Arrays.asList(values));
  }

  @Override
  protected void assertGet(K key, Collection<? extends V> values) {
    assertEqualInOrder(values, multimap().get(key));

    if (!values.isEmpty()) {

  ASSERT_EQ(errors::OK, s.code()) << s.message();
  if (isa<TracingOperation>(check_numerics_op.get())) {
    s = dyn_cast<TracingOperation>(check_numerics_op.get())
            ->SetOpName("check_numerics");
    ASSERT_EQ(errors::OK, s.code()) << s.message();
  }
  s = AddInput(check_numerics_op.get(), t.get(), &forward_op);
  ASSERT_EQ(errors::OK, s.code()) << s.message();

      CalculateQuantizedRange(1e-6, 0, std::nullopt, std::nullopt, -128, 127);
  ASSERT_EQ(a.first, -128);
  ASSERT_EQ(a.second, 127);

  auto b = CalculateQuantizedRange(1e-6, 0, 0.0, std::nullopt, -128, 127);
  ASSERT_EQ(b.first, 0);
  ASSERT_EQ(b.second, 127);

  auto c = CalculateQuantizedRange(1e-6, 0, -1.0, 1.0, -128, 127);
  ASSERT_EQ(c.first, -128);
  ASSERT_EQ(c.second, 127);

    multimap().replaceValues(k0(), values);
    assertGet(k0(), values);
  }

  @MapFeature.Require({SUPPORTS_PUT, SUPPORTS_REMOVE, ALLOWS_NULL_KEYS})
  public void testReplaceValuesWithNullKey() {
    List<V> values = Arrays.asList(v0(), v2(), v3());
    multimap().replaceValues(null, values);
    assertGet(null, values);
  }

  @MapFeature.Require({SUPPORTS_PUT, SUPPORTS_REMOVE})

    extends AbstractMultimapTester<K, V, ListMultimap<K, V>> {

  @Override
  protected void assertGet(K key, V... values) {
    assertGet(key, Arrays.asList(values));
  }

  @Override
  protected void assertGet(K key, Collection<? extends V> values) {
    assertEqualInOrder(values, multimap().get(key));

    if (!values.isEmpty()) {

               params_->cond_graph, s_);
  ASSERT_EQ(TF_OK, TF_GetCode(s_)) << TF_Message(s_);
  params_->cond_output = {less_than, 0};

  TF_Operation* add1 = Add(params_->body_inputs[0], params_->body_inputs[1],
                           params_->body_graph, s_, "add1");
  ASSERT_EQ(TF_OK, TF_GetCode(s_)) << TF_Message(s_);
  TF_Operation* one = ScalarConst(1, params_->body_graph, s_);
  ASSERT_EQ(TF_OK, TF_GetCode(s_)) << TF_Message(s_);

    status_ = StatusFromTF_Status(status.get());
    ASSERT_EQ(errors::OK, status_.code()) << status_.message();

    {
      AbstractContext* ctx_raw = nullptr;
      status_ =
          BuildImmediateExecutionContext(std::get<1>(GetParam()), &ctx_raw);
      ASSERT_EQ(errors::OK, status_.code()) << status_.message();
      immediate_execution_ctx_.reset(ctx_raw);
    }

      resetContainer(mapEntry(k0(), v0()), mapEntry(k0(), v1()), mapEntry(k0(), v0()));
      List<V> expectedValues = copyToList(values);

      multimap().get(k0()).remove(i);
      expectedValues.remove(i);

      assertGet(k0(), expectedValues);
    }
  }

  @MapFeature.Require(SUPPORTS_REMOVE)
  @CollectionSize.Require(SEVERAL)
  public void testRemoveAtIndexFromAsMapPropagates() {
    List<V> values = Arrays.asList(v0(), v1(), v0());

  StreamExecutor* executor = GetExecutor(0);
  const DeviceDescription& description = executor->GetDeviceDescription();
  ASSERT_EQ(description.name(), "TestName");
  ASSERT_EQ(description.device_vendor(), "TestVendor");
  ASSERT_EQ(description.pci_bus_id(), "TestPCIBusId");
  ASSERT_EQ(description.numa_node(), 123);
  ASSERT_EQ(description.memory_bandwidth(), 54);
}

TEST_F(StreamExecutorTest, DeviceDescriptionNumaNodeNotSet) {

  Set_TF_Status_from_Status(s, cc_status);
  ASSERT_EQ(TSL_INVALID_ARGUMENT, TSL_GetCode(s));
  ASSERT_EQ(std::string("some error"), TSL_Message(s));

  absl::Status another_cc_status(StatusFromTF_Status(s));
  ASSERT_FALSE(another_cc_status.ok());
  ASSERT_EQ(std::string("some error"), another_cc_status.message());
  ASSERT_EQ(error::INVALID_ARGUMENT, another_cc_status.code());