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unit: def initialize()
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unit: def server_init_tf()
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unit: def forward_pass()
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unit: def __init__()
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unit: def create_tf_dataset_for_client()
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unit: def model_fn()
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unit: def create_resnet18()
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unit: def create_resnet34()
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unit: def create_resnet50()
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unit: def create_resnet101()
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unit: def create_resnet152()
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unit: def preprocess_fn()
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id: 788
unit: std::string ExecutorValue::DebugString()
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unit: inline void ExpectResolveToValue()
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unit: inline v0::Value TensorVFromIntList()
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unit: absl::StatusOr CreateStruct()
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unit: NamesForBindingRewrite GetVariantTensorNodeNameAndReplacement()
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unit: absl::StatusOr CreateStruct()
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id: 795
unit: auto GetAll()
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id: 796
unit: grpc::Status ExecutorService::ClearExecutor()
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id: 797
unit: absl::StatusOr SelectSliceForKey()
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unit: static handle cast()
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unit: absl::optional Trace()
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id: 800
unit: def _concat_graphs()
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id: 801
unit: def _parse_graph_spec_list()
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id: 802
unit: def to_odict()
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id: 803
unit: def record_variable_creation_scope()
file: tensorflow_federated/python/tensorflow_libs/variable_utils.py
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id: 804
unit: def _check_component_dtypes()
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id: 805
unit: def _unique_seeds_for_struct()
file: tensorflow_federated/python/aggregators/rotation.py
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id: 806
unit: def quantize_above_threshold()
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unit: def create()
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unit: def make_clip_fn()
file: tensorflow_federated/python/aggregators/robust.py
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id: 809
unit: def is_name_value_pair()
file: tensorflow_federated/python/common_libs/py_typecheck.py
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id: 810
unit: def _check_no_graph_level_seed()
file: tensorflow_federated/python/common_libs/serialization_utils.py
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unit: def span()
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unit: def span()
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id: 813
unit: def load_latest()
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unit: def __init__()
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id: 815
unit: def _read_values()
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unit: def __init__()
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id: 817
unit: def xla_computation_and_bindings_to_tff_type()
file: tensorflow_federated/python/core/impl/xla_context/xla_serialization.py
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id: 818
unit: def _bind_computation_to_reference()
file: tensorflow_federated/python/core/impl/federated_context/value_impl.py
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id: 819
unit: def __iter__()
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id: 820
unit: def federated_broadcast()
file: tensorflow_federated/python/core/impl/federated_context/intrinsics.py
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id: 821
unit: def with_type()
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id: 822
unit: def get_signature()
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id: 823
unit: def _capture_tensors()
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unit: def __init__()
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id: 825
unit: def __init__()
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id: 826
unit: def create_lambda_empty_struct()
file: tensorflow_federated/python/core/impl/compiler/computation_factory.py
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id: 827
unit: def drop_scope_down()
file: tensorflow_federated/python/core/impl/compiler/transformation_utils.py
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id: 828
unit: def __init__()
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id: 829
unit: def create_binding()
file: tensorflow_federated/python/core/impl/compiler/transformations.py
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id: 830
unit: def _extract_selections()
file: tensorflow_federated/python/core/impl/compiler/building_block_factory.py
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id: 831
unit: def create_federated_getattr_call()
file: tensorflow_federated/python/core/impl/compiler/building_block_factory.py
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id: 832
unit: def create_null_federated_aggregate()
file: tensorflow_federated/python/core/impl/compiler/building_block_factory.py
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unit: def create_sequence_sum()
file: tensorflow_federated/python/core/impl/compiler/building_block_factory.py
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id: 834
unit: def federated_sum()
file: tensorflow_federated/python/core/impl/compiler/intrinsic_reductions.py
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unit: def count()
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id: 836
unit: def check_aggregate_not_dependent_on_aggregate()
file: tensorflow_federated/python/core/impl/compiler/tree_analysis.py
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unit: def _unwrap_execution_context_value()
file: tensorflow_federated/python/core/impl/execution_contexts/async_execution_context.py
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id: 838
unit: def reconcile_value_with_type_spec()
file: tensorflow_federated/python/core/impl/executors/executor_utils.py
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id: 839
unit: def factory()
file: tensorflow_federated/python/core/impl/executors/federated_resolving_strategy.py
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id: 840
unit: def __init__()
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id: 841
unit: def _clear_executor()
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id: 842
unit: def securely_aggregates_tensors()
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unit: def __init__()
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unit: def _select_output_result_and_wrap_as_noarg_tensorflow()
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id: 845
unit: def create_sizing_execution_context()
file: tensorflow_federated/python/core/backends/native/execution_contexts.py
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id: 846
unit: def normalize_tensor_representation()
file: tensorflow_federated/python/core/backends/xla/runtime.py
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id: 847
unit: def enforce_consistency()
file: tensorflow_federated/python/analytics/hierarchical_histogram/hierarchical_histogram_decoder.py
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id: 848
unit: def compute_unique_sketch()
file: tensorflow_federated/python/analytics/heavy_hitters/iblt/iblt_tff.py
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id: 849
unit: def get_heavy_hitters_mask()
file: tensorflow_federated/python/analytics/heavy_hitters/iblt/iblt_tff.py
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id: 850
unit: def __init__()
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id: 851
unit: def _hash_to_float()
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id: 852
unit: def _compute_hash_check()
file: tensorflow_federated/python/analytics/heavy_hitters/iblt/iblt_lib.py
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id: 853
unit: def next_fn()
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id: 854
unit: def next_fn()
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id: 855
unit: def init_fn()
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id: 856
unit: def build_linear_regression_keras_subclass_model()
file: tensorflow_federated/python/learning/model_examples.py
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id: 857
unit: def build_ragged_tensor_input_keras_model()
file: tensorflow_federated/python/learning/model_examples.py
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id: 858
unit: def build_encoded_broadcast_process_from_model()
file: tensorflow_federated/python/learning/framework/encoding_utils.py
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file: tensorflow_federated/python/learning/framework/optimizer_utils.py
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unit: def initialize()
file: tensorflow_federated/python/learning/optimizers/adagrad.py
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unit: def build_federated_evaluation()
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id: 862
unit: def check_numpy_random_seed()
file: tensorflow_federated/python/simulation/datasets/client_data.py
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unit: def create_tf_dataset_from_all_clients()
file: tensorflow_federated/python/simulation/datasets/client_data.py
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unit: def _get_synthetic_digits_data()
file: tensorflow_federated/python/simulation/datasets/emnist.py
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file: tensorflow_federated/python/simulation/datasets/cifar100.py
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id: 867
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file: tensorflow_federated/python/simulation/baselines/cifar100/image_classification_preprocessing.py
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id: 869
unit: def create_word_prediction_task_from_datasets()
file: tensorflow_federated/python/simulation/baselines/stackoverflow/word_prediction_tasks.py
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McCabe index: 1
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id: 870
unit: def get_special_tokens()
file: tensorflow_federated/python/simulation/baselines/stackoverflow/word_prediction_preprocessing.py
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id: 871
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file: tensorflow_federated/python/simulation/baselines/keras_metrics.py
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file: tensorflow_federated/python/simulation/models/group_norm.py
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id: 874
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id: 875
unit: void DescribeRelationToExpectedProto()
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unit: void PrintExpected()
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id: 883
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unit: def same_shape()
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unit: def add_control_dep_mappings()
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unit: def _unconcat_impl()
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id: 891
unit: def _build_finalize_sample_computation()
file: tensorflow_federated/python/aggregators/sampling.py
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id: 892
unit: def gaussian_adaptive()
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id: 893
unit: def tree_aggregation()
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unit: def _check_upper_larger_than_lower()
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unit: def _create_get_bounds_single_process()
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unit: def _create_update_state_single_process()
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id: 897
unit: def __getattr__()
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id: 900
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unit: def __len__()
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unit: def federated_sum()
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unit: def _format_struct_type_members()
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id: 909
unit: def _interleave_dataset_results_and_tensors()
file: tensorflow_federated/python/core/impl/utils/tensorflow_utils.py
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id: 910
unit: def replace_called_lambda_with_block()
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id: 911
unit: def transform()
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id: 912
unit: def create_lambda_identity()
file: tensorflow_federated/python/core/impl/compiler/computation_factory.py
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id: 913
unit: def pop_scope_up()
file: tensorflow_federated/python/core/impl/compiler/transformation_utils.py
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id: 914
unit: def walk_down_one_variable_binding()
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id: 915
unit: def __eq__()
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id: 916
unit: def __eq__()
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id: 917
unit: def _proto()
file: tensorflow_federated/python/core/impl/compiler/building_blocks.py
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id: 918
unit: def intrinsic_def()
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id: 919
unit: def _unpack()
file: tensorflow_federated/python/core/impl/compiler/transformations.py
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id: 920
unit: def create_tensorflow_constant()
file: tensorflow_federated/python/core/impl/compiler/building_block_factory.py
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id: 921
unit: def replace_intrinsics_with_bodies()
file: tensorflow_federated/python/core/impl/compiler/intrinsic_reductions.py
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id: 922
unit: def replace_secure_intrinsics_with_insecure_bodies()
file: tensorflow_federated/python/core/impl/compiler/intrinsic_reductions.py
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id: 923
unit: def transform()
file: tensorflow_federated/python/core/impl/compiler/compiled_computation_transforms.py
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id: 924
unit: def visit_preorder()
file: tensorflow_federated/python/core/impl/compiler/tree_analysis.py
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McCabe index: 1
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id: 925
unit: def visit_postorder()
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id: 926
unit: def __init__()
file: tensorflow_federated/python/core/impl/execution_contexts/mergeable_comp_execution_context.py
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id: 927
unit: def _deserialize_tensor_value()
file: tensorflow_federated/python/core/impl/executors/value_serialization.py
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id: 928
unit: def _unwrap_tensors()
file: tensorflow_federated/python/core/impl/executors/executor_test_utils.py
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id: 929
unit: def __iter__()
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id: 930
unit: def normalize_num_clients_and_default_num_clients()
file: tensorflow_federated/python/core/impl/executors/executor_stacks.py
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id: 931
unit: def set_cardinalities()
file: tensorflow_federated/python/core/impl/executors/remote_executor.py
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id: 932
unit: def consolidate_and_extract_local_processing()
file: tensorflow_federated/python/core/backends/mapreduce/transformations.py
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id: 933
unit: def _split_ast_on_aggregate()
file: tensorflow_federated/python/core/backends/mapreduce/form_utils.py
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id: 934
unit: def _get_default_config_for_driver()
file: tensorflow_federated/python/core/backends/iree/runtime.py
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id: 935
unit: def _select_output_result_and_wrap_as_tensorflow()
file: tensorflow_federated/python/core/backends/native/mergeable_comp_compiler.py
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id: 936
unit: def up_to_merge_computation()
file: tensorflow_federated/python/core/backends/native/mergeable_comp_compiler.py
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id: 937
unit: def up_to_merge_computation()
file: tensorflow_federated/python/core/backends/native/mergeable_comp_compiler.py
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id: 938
unit: def _xla_tensor_shape_list_from_from_tff_tensor_or_struct_type()
file: tensorflow_federated/python/core/backends/xla/compiler.py
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id: 939
unit: def __init__()
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id: 940
unit: def get_top_elements()
file: tensorflow_federated/python/analytics/data_processing.py
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McCabe index: 1
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id: 941
unit: def get_top_multi_elements()
file: tensorflow_federated/python/analytics/data_processing.py
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McCabe index: 1
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id: 942
unit: def create()
file: tensorflow_federated/python/analytics/hierarchical_histogram/modular_clipping_factory.py
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McCabe index: 1
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id: 943
unit: def range_query()
file: tensorflow_federated/python/analytics/hierarchical_histogram/hierarchical_histogram_decoder.py
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id: 944
unit: def dp_aggregator()
file: tensorflow_federated/python/learning/model_update_aggregator.py
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id: 945
unit: def build_scheduled_client_work()
file: tensorflow_federated/python/learning/algorithms/fed_avg_with_optimizer_schedule.py
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McCabe index: 1
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id: 946
unit: def client_update_computation()
file: tensorflow_federated/python/learning/algorithms/fed_avg_with_optimizer_schedule.py
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McCabe index: 1
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id: 947
unit: def client_update_computation()
file: tensorflow_federated/python/learning/templates/model_delta_client_work.py
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McCabe index: 1
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id: 948
unit: def build_multiple_outputs_keras_model()
file: tensorflow_federated/python/learning/model_examples.py
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McCabe index: 1
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id: 949
unit: def _is_valid_stateful_process()
file: tensorflow_federated/python/learning/framework/optimizer_utils.py
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id: 950
unit: def report_local_outputs()
file: tensorflow_federated/python/learning/keras_utils.py
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id: 951
unit: def federated_output_computation()
file: tensorflow_federated/python/learning/keras_utils.py
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id: 952
unit: def server_init_tff()
file: tensorflow_federated/python/learning/reconstruction/training_process.py
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id: 953
unit: def _build_run_one_round_fn()
file: tensorflow_federated/python/learning/reconstruction/training_process.py
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id: 954
unit: def check_non_tf_value()
file: tensorflow_federated/python/learning/models/functional.py
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id: 955
unit: def report_local_unfinalized_metrics()
file: tensorflow_federated/python/learning/models/functional.py
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id: 956
unit: def metric_finalizers()
file: tensorflow_federated/python/learning/models/functional.py
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id: 957
unit: def metric_finalizers()
file: tensorflow_federated/python/learning/models/serialization.py
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unit: def _deserialize_type_spec()
file: tensorflow_federated/python/learning/models/serialization.py
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unit: def _unflatten_fn()
file: tensorflow_federated/python/learning/models/serialization.py
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id: 960
unit: def dataset_computation()
file: tensorflow_federated/python/simulation/datasets/client_data.py
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id: 961
unit: def create_image_classification_task_with_datasets()
file: tensorflow_federated/python/simulation/baselines/cifar100/image_classification_tasks.py
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id: 962
unit: def get_centralized_test_data()
file: tensorflow_federated/python/simulation/baselines/task_data.py
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id: 963
unit: def create_tag_prediction_task_from_datasets()
file: tensorflow_federated/python/simulation/baselines/stackoverflow/tag_prediction_tasks.py
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id: 964
unit: def update_state()
file: tensorflow_federated/python/simulation/baselines/keras_metrics.py
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id: 965
unit: def run_server()
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unit: def get_config()
file: tensorflow_federated/python/simulation/models/group_norm.py
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unit: def _check_size_of_dimensions()
file: tensorflow_federated/python/simulation/models/group_norm.py
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id: 968
unit: bool MatchAndExplain()
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id: 971
unit: std::string GetNodeName()
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id: 972
unit: explicit MockGrpcExecutorServer()
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id: 973
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id: 974
unit: void SessionProvider::ReturnSession()
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id: 975
unit: ValueId ReturnsNewValue()
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id: 976
unit: inline ValueId ExpectCreateStruct()
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id: 977
unit: inline void ExpectMaterialize()
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id: 978
unit: internal_status::StatusIsMatcher StatusIs()
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id: 979
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id: 980
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file: tensorflow_federated/tools/python_package/setup.py
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unit: def is_tensorflow_version_newer()
file: tensorflow_federated/python/tensorflow_libs/version_check.py
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id: 982
unit: def uniquify_shared_names()
file: tensorflow_federated/python/tensorflow_libs/graph_merge.py
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id: 983
unit: def check_nested_equal()
file: tensorflow_federated/python/tensorflow_libs/tensor_utils.py
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id: 984
unit: def _build_next_global_seed_fn()
file: tensorflow_federated/python/aggregators/rotation.py
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id: 985
unit: def _validate_value_on_clients()
file: tensorflow_federated/python/aggregators/primitives.py
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id: 986
unit: def _check_positive()
file: tensorflow_federated/python/aggregators/secure.py
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id: 987
unit: def _create_initial_state_two_processes()
file: tensorflow_federated/python/aggregators/secure.py
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id: 988
unit: def pack_graph_def()
file: tensorflow_federated/python/common_libs/serialization_utils.py
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id: 989
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file: tensorflow_federated/python/common_libs/serialization_utils.py
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id: 992
unit: def release()
file: tensorflow_federated/python/program/file_release_manager.py
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id: 993
unit: def building_block_to_computation()
file: tensorflow_federated/python/core/impl/wrappers/computation_wrapper_instances.py
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id: 994
unit: def _wrap_computation_as_value()
file: tensorflow_federated/python/core/impl/federated_context/value_impl.py
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id: 995
unit: def _dictlike_items_to_value()
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unit: def create_whimsy_intrinsic_def_federated_map()
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unit: def create_whimsy_intrinsic_def_federated_secure_sum_bitwidth()
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unit: def create_whimsy_intrinsic_def_federated_weighted_mean()
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unit: def create_whimsy_intrinsic_def_federated_zip_at_clients()
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unit: def create_whimsy_intrinsic_def_federated_zip_at_server()
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id: 1020
unit: def create_whimsy_computation_call()
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unit: def create_whimsy_computation_intrinsic()
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id: 1022
unit: def create_whimsy_computation_selection()
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id: 1023
unit: def _ensure_comp_runtime_compatible()
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id: 1024
unit: def __init__()
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id: 1025
unit: def __init__()
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id: 1026
unit: def _get_next_client_device()
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id: 1027
unit: def sizing_executors()
file: tensorflow_federated/python/core/impl/executors/executor_stacks.py
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id: 1028
unit: def clean_up_executors()
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id: 1029
unit: def __call__()
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id: 1030
unit: def _dispose()
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id: 1031
unit: def _check_tensorflow_computation()
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id: 1032
unit: def _check_accepts_tuple()
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id: 1033
unit: def _check_returns_tuple()
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id: 1034
unit: def summary()
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unit: def _prepare_for_rebinding()
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id: 1036
unit: def _compile_selected_output_to_no_argument_tensorflow()
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id: 1037
unit: def _compile_selected_output_as_tensorflow_function()
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id: 1038
unit: def _merge_grappler_config_with_default()
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id: 1039
unit: def _constant_from_tensor()
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id: 1040
unit: def _modular_clip_by_value()
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id: 1041
unit: def _check_clip_range_overflow()
file: tensorflow_federated/python/analytics/hierarchical_histogram/modular_clipping_factory.py
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id: 1042
unit: def _check_index()
file: tensorflow_federated/python/analytics/hierarchical_histogram/hierarchical_histogram_decoder.py
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id: 1043
unit: def _get_hash_check()
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id: 1044
unit: def _decode_and_remove()
file: tensorflow_federated/python/analytics/heavy_hitters/iblt/iblt_lib.py
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id: 1045
unit: def _find_closest_centroid()
file: tensorflow_federated/python/learning/algorithms/kmeans_clustering.py
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id: 1046
unit: def client_update_computation()
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id: 1047
unit: def build_linear_regression_regularized_keras_sequential_model()
file: tensorflow_federated/python/learning/model_examples.py
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id: 1048
unit: def build_linear_regression_ones_regularized_keras_sequential_model()
file: tensorflow_federated/python/learning/model_examples.py
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id: 1049
unit: def build_model_metrics_aggregator()
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id: 1050
unit: def aggregate_metrics()
file: tensorflow_federated/python/learning/framework/evaluation.py
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id: 1051
unit: def is_valid_broadcast_process()
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id: 1052
unit: def _check_range()
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id: 1053
unit: def create_stateless_aggregator()
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id: 1054
unit: def from_keras_model()
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id: 1055
unit: def initialize()
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id: 1056
unit: def build_yogi()
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id: 1057
unit: def has_only_global_variables()
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id: 1058
unit: def _build_server_update_fn()
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id: 1059
unit: def build_federated_evaluation()
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id: 1060
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id: 1061
unit: def check_tf_function_decorated()
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id: 1062
unit: def __init__()
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id: 1063
unit: def create_tf_dataset_for_client()
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id: 1064
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id: 1065
unit: def create_tf_dataset_for_client()
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id: 1066
unit: def get_special_tokens()
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id: 1067
unit: def create_tag_prediction_task()
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id: 1068
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id: 1069
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id: 1070
unit: absl::Status ParallelTasks::WaitAll()
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id: 1073
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id: 1074
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id: 1075
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id: 1077
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id: 1079
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id: 1080
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id: 1085
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id: 1089
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id: 1090
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id: 1093
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id: 1094
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id: 1095
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id: 1096
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id: 1097
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id: 1101
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id: 1102
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id: 1103
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file: tensorflow_federated/python/program/logging_release_manager.py
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unit: ExecutorValue ClientsAllEqualValue()
file: tensorflow_federated/cc/core/impl/executors/federating_executor.cc
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size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 1214
unit: void CreateChildMaterializeTask()
file: tensorflow_federated/cc/core/impl/executors/federating_executor.cc
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end line: 600
size: 6 LOC
McCabe index: 1
number of parameters: 3

id: 1215
unit: absl::Status Materialize()
file: tensorflow_federated/cc/core/impl/executors/federating_executor.cc
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end line: 659
size: 6 LOC
McCabe index: 1
number of parameters: 2

id: 1216
unit: absl::StatusOr ResolveToValue()
file: tensorflow_federated/cc/core/impl/executors/data_backend.h
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size: 6 LOC
McCabe index: 1
number of parameters: 2

id: 1217
unit: absl::StatusOr CreateSelection()
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size: 6 LOC
McCabe index: 1
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id: 1218
unit: std::shared_ptr CreateDataExecutor()
file: tensorflow_federated/cc/core/impl/executors/data_executor.cc
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size: 6 LOC
McCabe index: 1
number of parameters: 2

id: 1219
unit: inline ValueId ExpectCreateValue()
file: tensorflow_federated/cc/core/impl/executors/mock_executor.h
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McCabe index: 1
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id: 1220
unit: inline ValueId ExpectCreateCall()
file: tensorflow_federated/cc/core/impl/executors/mock_executor.h
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McCabe index: 1
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id: 1221
unit: internal_status::StatusIsMatcher StatusIs()
file: tensorflow_federated/cc/core/impl/executors/status_matchers.h
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size: 6 LOC
McCabe index: 3
number of parameters: 2

id: 1222
unit: internal_status::CanonicalStatusIsMatcher CanonicalStatusIs()
file: tensorflow_federated/cc/core/impl/executors/status_matchers.h
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size: 6 LOC
McCabe index: 3
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id: 1223
unit: void DescribeTo()
file: tensorflow_federated/cc/core/impl/executors/status_matchers.h
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size: 6 LOC
McCabe index: 2
number of parameters: 1

id: 1224
unit: void DescribeNegationTo()
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McCabe index: 2
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id: 1225
unit: def _same_dimension()
file: tensorflow_federated/python/tensorflow_libs/tensor_utils.py
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id: 1226
unit: def make_control_dependency()
file: tensorflow_federated/python/tensorflow_libs/graph_utils.py
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McCabe index: 2
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id: 1227
unit: def __init__()
file: tensorflow_federated/python/aggregators/sampling.py
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McCabe index: 2
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id: 1228
unit: def _check_value_type()
file: tensorflow_federated/python/aggregators/mean.py
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McCabe index: 2
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id: 1229
unit: def _init_global_seed()
file: tensorflow_federated/python/aggregators/rotation.py
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McCabe index: 1
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id: 1230
unit: def sample_cis()
file: tensorflow_federated/python/aggregators/rotation.py
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McCabe index: 2
number of parameters: 3

id: 1231
unit: def _pad_zeros_pow2()
file: tensorflow_federated/python/aggregators/rotation.py
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size: 5 LOC
McCabe index: 1
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id: 1232
unit: def _check_float_probability()
file: tensorflow_federated/python/aggregators/quantile_estimation.py
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McCabe index: 2
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id: 1233
unit: def _check_threshold()
file: tensorflow_federated/python/aggregators/encoded.py
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McCabe index: 2
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id: 1234
unit: def _check_quantization_bits()
file: tensorflow_federated/python/aggregators/encoded.py
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McCabe index: 2
number of parameters: 1

id: 1235
unit: def _validate_dtype_is_min_max_compatible()
file: tensorflow_federated/python/aggregators/primitives.py
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McCabe index: 3
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id: 1236
unit: def federated_min()
file: tensorflow_federated/python/aggregators/primitives.py
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id: 1237
unit: def federated_max()
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McCabe index: 1
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id: 1238
unit: def __init__()
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id: 1239
unit: def __init__()
file: tensorflow_federated/python/aggregators/primitives.py
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size: 5 LOC
McCabe index: 1
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id: 1240
unit: def _check_float_probability()
file: tensorflow_federated/python/aggregators/differential_privacy.py
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McCabe index: 2
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id: 1241
unit: def _mod_clip_after_symmetric_range_sum()
file: tensorflow_federated/python/aggregators/secure.py
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size: 5 LOC
McCabe index: 1
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id: 1242
unit: def _cast_bounds()
file: tensorflow_federated/python/aggregators/secure.py
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size: 5 LOC
McCabe index: 1
number of parameters: 3

id: 1243
unit: def clipping_factory()
file: tensorflow_federated/python/aggregators/robust.py
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size: 5 LOC
McCabe index: 1
number of parameters: 0

id: 1244
unit: def _check_value_type()
file: tensorflow_federated/python/aggregators/robust.py
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size: 5 LOC
McCabe index: 2
number of parameters: 1

id: 1245
unit: def add_measurements()
file: tensorflow_federated/python/aggregators/measurements.py
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size: 5 LOC
McCabe index: 1
number of parameters: 0

id: 1246
unit: def dict_update()
file: tensorflow_federated/python/aggregators/measurements.py
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size: 5 LOC
McCabe index: 2
number of parameters: 2

id: 1247
unit: def check_none()
file: tensorflow_federated/python/common_libs/py_typecheck.py
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size: 5 LOC
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id: 1248
unit: def check_subclass()
file: tensorflow_federated/python/common_libs/py_typecheck.py
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size: 5 LOC
McCabe index: 2
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id: 1249
unit: def is_named_tuple()
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size: 5 LOC
McCabe index: 3
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id: 1250
unit: def check_len()
file: tensorflow_federated/python/common_libs/py_typecheck.py
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McCabe index: 2
number of parameters: 2

id: 1251
unit: def check_non_negative_float()
file: tensorflow_federated/python/common_libs/py_typecheck.py
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McCabe index: 2
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id: 1252
unit: def recurse()
file: tensorflow_federated/python/common_libs/structure.py
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McCabe index: 2
number of parameters: 1

id: 1253
unit: def _current_task()
file: tensorflow_federated/python/common_libs/tracing.py
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McCabe index: 4
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id: 1254
unit: def _with_span_yields()
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McCabe index: 1
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id: 1255
unit: def propagate_trace_context_task_factory()
file: tensorflow_federated/python/common_libs/tracing.py
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McCabe index: 1
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id: 1256
unit: def _write_value()
file: tensorflow_federated/python/program/file_release_manager.py
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McCabe index: 3
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id: 1257
unit: def __init__()
file: tensorflow_federated/python/core/impl/tensorflow_context/tensorflow_computation_context.py
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McCabe index: 1
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id: 1258
unit: def pack_xla_computation()
file: tensorflow_federated/python/core/impl/xla_context/xla_serialization.py
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McCabe index: 1
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id: 1259
unit: def __bool__()
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McCabe index: 1
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id: 1260
unit: def federated_computation_serializer()
file: tensorflow_federated/python/core/impl/federated_context/federated_computation_utils.py
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McCabe index: 1
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id: 1261
unit: def __call__()
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McCabe index: 1
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id: 1262
unit: def deserialize_computation()
file: tensorflow_federated/python/core/impl/computation/computation_serialization.py
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McCabe index: 1
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id: 1263
unit: def __call__()
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McCabe index: 4
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id: 1264
unit: def is_tensorflow_compatible_type()
file: tensorflow_federated/python/core/impl/types/type_analysis.py
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McCabe index: 4
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id: 1265
unit: def check_tensorflow_compatible_type()
file: tensorflow_federated/python/core/impl/types/type_analysis.py
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McCabe index: 2
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id: 1266
unit: def check_is_structure_of_floats()
file: tensorflow_federated/python/core/impl/types/type_analysis.py
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McCabe index: 2
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id: 1267
unit: def check_is_structure_of_integers()
file: tensorflow_federated/python/core/impl/types/type_analysis.py
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McCabe index: 2
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id: 1268
unit: def __init__()
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McCabe index: 1
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id: 1269
unit: def type_mismatch_error_message()
file: tensorflow_federated/python/core/impl/types/computation_types.py
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McCabe index: 1
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id: 1270
unit: def __eq__()
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McCabe index: 4
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id: 1271
unit: def is_assignable_from()
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McCabe index: 3
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id: 1272
unit: def __eq__()
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McCabe index: 5
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id: 1273
unit: def __init__()
file: tensorflow_federated/python/core/impl/types/placements.py
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McCabe index: 1
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id: 1274
unit: def uri_to_placement_literal()
file: tensorflow_federated/python/core/impl/types/placements.py
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McCabe index: 3
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id: 1275
unit: def type_to_tf_tensor_specs()
file: tensorflow_federated/python/core/impl/types/type_conversions.py
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McCabe index: 1
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id: 1276
unit: def structure_from_tensor_type_tree()
file: tensorflow_federated/python/core/impl/types/type_conversions.py
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McCabe index: 1
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id: 1277
unit: def visit_preorder()
file: tensorflow_federated/python/core/impl/types/type_transformations.py
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id: 1278
unit: def should_transform()
file: tensorflow_federated/python/core/impl/compiler/tree_transformations.py
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McCabe index: 4
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id: 1279
unit: def _resolve_reference_to_concrete_value()
file: tensorflow_federated/python/core/impl/compiler/tree_transformations.py
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McCabe index: 2
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id: 1280
unit: def walk_to_scope_beginning()
file: tensorflow_federated/python/core/impl/compiler/transformation_utils.py
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unit: def __init__()
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id: 1282
unit: def __init__()
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id: 1283
unit: def __init__()
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id: 1284
unit: def _proto()
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id: 1285
unit: def __repr__()
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unit: def __repr__()
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id: 1287
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id: 1289
unit: def is_called_intrinsic()
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id: 1290
unit: def bindings_to_block_with_result()
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id: 1291
unit: def _compute_intrinsic_dependencies()
file: tensorflow_federated/python/core/impl/compiler/transformations.py
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id: 1292
unit: def _apply_generic_op()
file: tensorflow_federated/python/core/impl/compiler/intrinsic_reductions.py
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id: 1293
unit: def federated_mean()
file: tensorflow_federated/python/core/impl/compiler/intrinsic_reductions.py
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McCabe index: 1
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id: 1294
unit: def create_plus_operator()
file: tensorflow_federated/python/core/impl/compiler/tensorflow_computation_factory.py
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McCabe index: 1
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id: 1295
unit: def create_multiply_operator()
file: tensorflow_federated/python/core/impl/compiler/tensorflow_computation_factory.py
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McCabe index: 1
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id: 1296
unit: def current()
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McCabe index: 1
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id: 1297
unit: def _run_coro_threadsafe_with_tracing()
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id: 1298
unit: def close()
file: tensorflow_federated/python/core/impl/executors/federated_resolving_strategy.py
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id: 1299
unit: def __init__()
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id: 1302
unit: def create_whimsy_intrinsic_def_federated_value_at_clients()
file: tensorflow_federated/python/core/impl/executors/executor_test_utils.py
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id: 1303
unit: def create_whimsy_intrinsic_def_federated_value_at_server()
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id: 1304
unit: def create_whimsy_computation_lambda_identity()
file: tensorflow_federated/python/core/impl/executors/executor_test_utils.py
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id: 1305
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id: 1306
unit: def _calculate_bit_size()
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id: 1307
unit: def create_executor()
file: tensorflow_federated/python/core/impl/executors/executor_stacks.py
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McCabe index: 1
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id: 1308
unit: def sizing_executor_factory()
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id: 1309
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id: 1310
unit: def _check_len()
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id: 1311
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id: 1312
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unit: def _check_type_is_fn()
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unit: def _check_type_is_no_arg_fn()
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unit: def _replace_selections()
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unit: def __init__()
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id: 1320
unit: def create_mergeable_comp_execution_context()
file: tensorflow_federated/python/core/backends/native/execution_contexts.py
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unit: def set_mergeable_comp_execution_context()
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id: 1322
unit: def _xla_tensor_shape_from_tff_tensor_type()
file: tensorflow_federated/python/core/backends/xla/compiler.py
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unit: def __init__()
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unit: def build_preprocessing_lookup_keras_model()
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unit: def create_null_federated_secure_sum()
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unit: def create_null_federated_secure_sum_bitwidth()
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unit: def find_aggregations_in_tree()
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unit: def create_constant_from_scalar()
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unit: def create_binary_operator()
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unit: def create_constant_from_scalar()
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unit: def create_scalar_multiply_operator()
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unit: def create_indexing_operator()
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unit: def ingest()
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unit: def cardinalities_condition()
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unit: def _delegate_with_trace_ctx()
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unit: def SetCardinalities()
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file: tensorflow_federated/python/learning/metrics/aggregator.py
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file: tensorflow_federated/python/learning/metrics/aggregator.py
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file: tensorflow_federated/python/learning/optimizers/sgdm.py
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unit: def build_adagrad()
file: tensorflow_federated/python/learning/optimizers/adagrad.py
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id: 1545
unit: def _check_beta()
file: tensorflow_federated/python/learning/optimizers/adam.py
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McCabe index: 3
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id: 1546
unit: def _check_decay()
file: tensorflow_federated/python/learning/optimizers/rmsprop.py
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id: 1547
unit: def build_rmsprop()
file: tensorflow_federated/python/learning/optimizers/rmsprop.py
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size: 4 LOC
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id: 1548
unit: def get_global_variables()
file: tensorflow_federated/python/learning/reconstruction/reconstruction_utils.py
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id: 1549
unit: def get_local_variables()
file: tensorflow_federated/python/learning/reconstruction/reconstruction_utils.py
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id: 1550
unit: def get_config()
file: tensorflow_federated/python/learning/reconstruction/keras_utils.py
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id: 1551
unit: def client_fed_avg()
file: tensorflow_federated/python/learning/federated_averaging.py
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id: 1552
unit: def model_from_functional()
file: tensorflow_federated/python/learning/models/functional.py
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id: 1553
unit: def functional_model_from_keras()
file: tensorflow_federated/python/learning/models/functional.py
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id: 1554
unit: def is_nonnegative_32_bit_int()
file: tensorflow_federated/python/simulation/datasets/client_data.py
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id: 1555
unit: def datasets()
file: tensorflow_federated/python/simulation/datasets/client_data.py
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id: 1556
unit: def from_clients_and_tf_fn()
file: tensorflow_federated/python/simulation/datasets/client_data.py
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id: 1557
unit: def __init__()
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id: 1558
unit: def load_data()
file: tensorflow_federated/python/simulation/datasets/inaturalist.py
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id: 1559
unit: def _split_target()
file: tensorflow_federated/python/simulation/baselines/shakespeare/char_prediction_preprocessing.py
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id: 1560
unit: def create_preprocess_fn()
file: tensorflow_federated/python/simulation/baselines/shakespeare/char_prediction_preprocessing.py
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id: 1561
unit: def crop_fn()
file: tensorflow_federated/python/simulation/baselines/cifar100/image_classification_preprocessing.py
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id: 1562
unit: def _check_iterable_with_positive_ints()
file: tensorflow_federated/python/simulation/baselines/cifar100/resnet_models.py
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id: 1563
unit: def split_input_target()
file: tensorflow_federated/python/simulation/baselines/stackoverflow/word_prediction_preprocessing.py
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id: 1564
unit: def get_config()
file: tensorflow_federated/python/simulation/baselines/keras_metrics.py
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id: 1565
unit: def get_config()
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id: 1566
unit: def create_preprocess_fn()
file: tensorflow_federated/python/simulation/baselines/emnist/emnist_preprocessing.py
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id: 1567
unit: def _create_input_spec()
file: tensorflow_federated/python/simulation/models/group_norm.py
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id: 1568
unit: void ExpectMaterialize()
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id: 1569
unit: void ExpectCreateMaterialize()
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id: 1570
unit: std::shared_ptr CreateReferenceResolvingExecutor()
file: tensorflow_federated/cc/core/impl/executors/reference_resolving_executor.cc
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id: 1571
unit: inline absl::Status __get_status()
file: tensorflow_federated/cc/core/impl/executors/status_macros.h
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id: 1572
unit: void DescribeTo()
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id: 1573
unit: void DescribeNegationTo()
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id: 1574
unit: inline ::testing::PolymorphicMatcher EqualsProto()
file: tensorflow_federated/cc/core/impl/executors/protobuf_matchers.h
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id: 1575
unit: inline InnerMatcher IgnoringRepeatedFieldOrdering()
file: tensorflow_federated/cc/core/impl/executors/protobuf_matchers.h
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id: 1576
unit: inline static ExecutorValue CreateUnplaced()
file: tensorflow_federated/cc/core/impl/executors/composing_executor.cc
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id: 1577
unit: absl::string_view ExecutorName()
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id: 1578
unit: absl::StatusOr CallIntrinsicValueAtServer()
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unit: absl::StatusOr CallIntrinsicZipAtServer()
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id: 1580
unit: absl::string_view ExecutorName()
file: tensorflow_federated/cc/core/impl/executors/tensorflow_executor.cc
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id: 1581
unit: absl::StatusOr CreateExecutorValue()
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id: 1582
unit: std::shared_ptr CreateTensorFlowExecutor()
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id: 1583
unit: absl::string_view ExecutorName()
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id: 1584
unit: ExecutorService::RemoteValueId ExecutorService::CreateRemoteValue_()
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id: 1585
unit: inline static ExecutorValue CreateFederatedIntrinsic()
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id: 1586
unit: absl::string_view ExecutorName()
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id: 1587
unit: ValueId ref()
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id: 1588
unit: void ClearTracked()
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id: 1589
unit: absl::StatusOr CreateValue()
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id: 1590
unit: absl::Status Materialize()
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id: 1591
unit: absl::string_view ExecutorName()
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id: 1592
unit: absl::Status Materialize()
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id: 1593
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id: 1594
unit: void DescribeTo()
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id: 1595
unit: void DescribeNegationTo()
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id: 1596
unit: operator Matcher()
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id: 1597
unit: operator Matcher()
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id: 1598
unit: def ingest()
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unit: def invoke()
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unit: def _jax_shape_dtype_struct_to_tff_tensor()
file: tensorflow_federated/experimental/python/core/impl/jax_context/jax_serialization.py
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file: tensorflow_federated/python/aggregators/concat.py
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id: 1602
unit: def sample_rademacher()
file: tensorflow_federated/python/aggregators/rotation.py
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id: 1603
unit: def _pad_zeros_even()
file: tensorflow_federated/python/aggregators/rotation.py
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unit: def __init__()
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id: 1607
unit: def _check_secure_quantized_sum_dtype()
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id: 1608
unit: def _reduce_nest_max()
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id: 1609
unit: def _reduce_nest_min()
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id: 1610
unit: def _global_inf_norm()
file: tensorflow_federated/python/aggregators/robust.py
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id: 1611
unit: def _global_l1_norm()
file: tensorflow_federated/python/aggregators/robust.py
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id: 1612
unit: def check_raises_traceback()
file: tensorflow_federated/python/common_libs/golden.py
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unit: def __init__()
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id: 1614
unit: def __repr__()
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unit: def to_elements()
file: tensorflow_federated/python/common_libs/structure.py
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unit: def iter_elements()
file: tensorflow_federated/python/common_libs/structure.py
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id: 1617
unit: def to_container_recursive()
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unit: def name_to_index_map()
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id: 1619
unit: def wrap_rpc()
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unit: def _remove_all_values()
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id: 1624
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id: 1625
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id: 1627
unit: def create_remote_executor_stack()
file: tensorflow_federated/python/core/impl/executor_stacks/executor_stack_bindings.py
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id: 1628
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file: tensorflow_federated/python/core/impl/federated_context/federated_computation_context.py
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id: 1629
unit: def ingest()
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unit: def federated_secure_select()
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id: 1635
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file: tensorflow_federated/python/core/impl/computation/computation_impl.py
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id: 1647
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unit: def __init__()
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id: 1768
unit: def after_merge_computation()
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McCabe index: 1
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id: 1769
unit: def after_merge_computation()
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McCabe index: 1
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id: 1770
unit: def create_scalar_multiply_operator()
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McCabe index: 1
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id: 1771
unit: def set_local_python_execution_context()
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McCabe index: 1
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id: 1772
unit: def _check_positive()
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McCabe index: 2
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id: 1773
unit: def _check_greater_than_equal_thres()
file: tensorflow_federated/python/analytics/hierarchical_histogram/hierarchical_histogram_lib.py
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id: 1774
unit: def _check_positive()
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McCabe index: 2
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id: 1775
unit: def _check_non_negative()
file: tensorflow_federated/python/analytics/hierarchical_histogram/hierarchical_histogram_lib.py
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McCabe index: 2
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id: 1776
unit: def _check_greater_equal()
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id: 1777
unit: def _check_positive()
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id: 1778
unit: def _check_non_negative()
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id: 1779
unit: def secure_sum()
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McCabe index: 1
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id: 1780
unit: def initialize_centers()
file: tensorflow_federated/python/learning/algorithms/kmeans_clustering.py
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id: 1781
unit: def predict_on_batch()
file: tensorflow_federated/python/learning/model_examples.py
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id: 1782
unit: def from_model()
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id: 1783
unit: def _accumulator_value()
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McCabe index: 1
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id: 1784
unit: def build_stateless_broadcaster()
file: tensorflow_federated/python/learning/framework/optimizer_utils.py
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id: 1785
unit: def sum_then_finalize()
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id: 1786
unit: def create_keras_metric_finalizer()
file: tensorflow_federated/python/learning/metrics/finalizer.py
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id: 1787
unit: def create_keras_metric()
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id: 1788
unit: def build_sgdm()
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McCabe index: 1
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id: 1789
unit: def _check_shape_dtype_match()
file: tensorflow_federated/python/learning/optimizers/optimizer.py
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id: 1790
unit: def simple_dataset_split_fn()
file: tensorflow_federated/python/learning/reconstruction/reconstruction_utils.py
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id: 1791
unit: def __init__()
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id: 1792
unit: def assign_placeholder()
file: tensorflow_federated/python/learning/models/functional.py
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id: 1793
unit: def from_ids()
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id: 1794
unit: def create_tf_dataset_for_client()
file: tensorflow_federated/python/simulation/datasets/client_data.py
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id: 1795
unit: def _float_feature()
file: tensorflow_federated/python/simulation/datasets/sql_client_data_utils.py
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McCabe index: 1
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id: 1796
unit: def _int64_feature()
file: tensorflow_federated/python/simulation/datasets/sql_client_data_utils.py
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id: 1797
unit: def get_synthetic()
file: tensorflow_federated/python/simulation/datasets/emnist.py
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id: 1798
unit: def read_csv()
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McCabe index: 1
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id: 1799
unit: def isnamedtuple()
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id: 1800
unit: def get_synthetic()
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id: 1801
unit: def get_synthetic()
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id: 1802
unit: def get_synthetic()
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id: 1803
unit: def url_basename()
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McCabe index: 1
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id: 1804
unit: def compose_dataset_computation_with_computation()
file: tensorflow_federated/python/simulation/iterative_process_compositions.py
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McCabe index: 1
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id: 1805
unit: def new_computation()
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id: 1806
unit: def new_computation()
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id: 1807
unit: def compose_dataset_computation_with_iterative_process()
file: tensorflow_federated/python/simulation/iterative_process_compositions.py
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id: 1808
unit: def _check_positive()
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id: 1809
unit: def build_image_map()
file: tensorflow_federated/python/simulation/baselines/cifar100/image_classification_preprocessing.py
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id: 1810
unit: def crop_fn()
file: tensorflow_federated/python/simulation/baselines/cifar100/image_classification_preprocessing.py
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id: 1811
unit: def __init__()
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id: 1812
unit: def __init__()
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id: 1813
unit: def __init__()
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id: 1814
unit: def _reshape_for_autoencoder()
file: tensorflow_federated/python/simulation/baselines/emnist/emnist_preprocessing.py
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id: 1815
unit: inline absl::Status __get_status()
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id: 1816
unit: inline T __void_or_result()
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id: 1817
unit: bool ParallelTasksInner_::AllDone_()
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id: 1818
unit: void SetIgnoreRepeatedFieldOrdering()
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id: 1819
unit: void PrintExpected()
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id: 1820
unit: auto ElementsAreProtos()
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id: 1821
unit: auto UnorderedElementsAreProtos()
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id: 1822
unit: inline std::shared_ptr ShareValueId()
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id: 1823
unit: inline Structure NewStructure()
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id: 1824
unit: inline static ExecutorValue CreateServerPlaced()
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id: 1825
unit: inline static ExecutorValue CreateClientsPlaced()
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id: 1826
unit: inline static ExecutorValue CreateStructure()
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id: 1827
unit: inline static ExecutorValue FederatedIntrinsic()
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id: 1828
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id: 1829
unit: Clients NewClients()
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id: 1830
unit: absl::StatusOr BorrowSession()
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id: 1831
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id: 1832
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id: 1833
unit: auto GetAll()
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id: 1834
unit: auto WaitAll()
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id: 1835
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unit: inline std::shared_ptr ShareValueId()
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id: 1837
unit: inline Structure NewStructure()
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id: 1838
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id: 1839
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id: 1844
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id: 1845
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id: 1848
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id: 1852
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id: 1857
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id: 1860
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id: 1900
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id: 1901
unit: def select()
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id: 1903
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unit: def iterator()
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unit: def release()
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id: 1906
unit: def get_value()
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unit: def init_ops()
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unit: def _parameters()
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unit: def _parameter_type()
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unit: def __init__()
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id: 1911
unit: def name()
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unit: def parent()
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id: 1913
unit: def bind_computation_to_reference()
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unit: def _is_named_tuple()
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unit: def type_signature()
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unit: def comp()
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number of parameters: 1

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unit: def __repr__()
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unit: def __str__()
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unit: def type_signature()
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id: 1920
unit: def __hash__()
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id: 1921
unit: def type_signature()
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id: 1922
unit: def contains_federated_types()
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id: 1923
unit: def contains_tensor_types()
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number of parameters: 1

id: 1924
unit: def is_structure_of_tensors()
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number of parameters: 1

id: 1925
unit: def compact_representation()
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id: 1926
unit: def formatted_representation()
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id: 1927
unit: def children()
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id: 1928
unit: def is_abstract()
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id: 1929
unit: def is_federated()
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number of parameters: 1

id: 1930
unit: def is_function()
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number of parameters: 1

id: 1931
unit: def is_placement()
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id: 1932
unit: def is_sequence()
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id: 1933
unit: def is_struct()
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id: 1934
unit: def is_struct_with_python()
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id: 1935
unit: def is_tensor()
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id: 1936
unit: def __repr__()
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id: 1937
unit: def __str__()
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id: 1938
unit: def __hash__()
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id: 1939
unit: def __eq__()
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id: 1940
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unit: def is_assignable_from()
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id: 1942
unit: def is_equivalent_to()
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number of parameters: 2

id: 1943
unit: def is_identical_to()
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id: 1944
unit: def __eq__()
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id: 1945
unit: def __hash__()
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id: 1946
unit: def _hash_normalized_args()
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unit: def _hash_normalized_args()
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id: 1948
unit: def children()
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id: 1949
unit: def is_tensor()
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unit: def dtype()
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unit: def shape()
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id: 1952
unit: def _hash_normalized_args()
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id: 1953
unit: def children()
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id: 1954
unit: def python_container()
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number of parameters: 1

id: 1955
unit: def is_struct()
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id: 1956
unit: def __hash__()
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id: 1957
unit: def _hash_normalized_args()
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id: 1958
unit: def is_struct_with_python()
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id: 1959
unit: def python_container()
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id: 1960
unit: def __hash__()
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id: 1961
unit: def get_container_type()
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id: 1962
unit: def _normalize_init_args()
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id: 1963
unit: def children()
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id: 1964
unit: def is_sequence()
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id: 1965
unit: def element()
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id: 1966
unit: def __repr__()
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id: 1967
unit: def __hash__()
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id: 1968
unit: def _normalize_init_args()
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id: 1969
unit: def is_function()
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id: 1970
unit: def parameter()
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id: 1971
unit: def result()
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id: 1972
unit: def __repr__()
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id: 1973
unit: def __hash__()
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id: 1974
unit: def children()
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id: 1975
unit: def is_abstract()
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id: 1976
unit: def label()
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id: 1977
unit: def __repr__()
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number of parameters: 1

id: 1978
unit: def __hash__()
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number of parameters: 1

id: 1979
unit: def is_assignable_from()
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number of parameters: 2

id: 1980
unit: def _normalize_init_args()
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id: 1981
unit: def __init__()
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number of parameters: 1

id: 1982
unit: def children()
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id: 1983
unit: def is_placement()
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number of parameters: 1

id: 1984
unit: def __repr__()
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size: 2 LOC
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number of parameters: 1

id: 1985
unit: def __hash__()
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number of parameters: 1

id: 1986
unit: def __eq__()
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id: 1987
unit: def children()
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id: 1988
unit: def is_federated()
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number of parameters: 1

id: 1989
unit: def member()
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id: 1990
unit: def placement()
file: tensorflow_federated/python/core/impl/types/computation_types.py
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number of parameters: 1

id: 1991
unit: def all_equal()
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size: 2 LOC
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number of parameters: 1

id: 1992
unit: def __hash__()
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size: 2 LOC
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number of parameters: 1

id: 1993
unit: def at_server()
file: tensorflow_federated/python/core/impl/types/computation_types.py
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size: 2 LOC
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number of parameters: 1

id: 1994
unit: def at_clients()
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size: 2 LOC
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unit: def initial_weights()
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unit: def client_ids()
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