id: 1
unit: def main()
file: summarize_from_feedback/sample.py
start line: 0
end line: 0
size: 225 LOC
McCabe index: 23
number of parameters: 1

id: 2
unit: def main()
file: summarize_from_feedback/eval_rm.py
start line: 0
end line: 0
size: 56 LOC
McCabe index: 11
number of parameters: 1

id: 3
unit: def load()
file: summarize_from_feedback/query_response_model.py
start line: 0
end line: 0
size: 35 LOC
McCabe index: 11
number of parameters: 4

id: 4
unit: def bpe()
file: summarize_from_feedback/datasets/encodings.py
start line: 0
end line: 0
size: 35 LOC
McCabe index: 14
number of parameters: 2

id: 5
unit: def get_experiment_jobs()
file: summarize_from_feedback/utils/experiments.py
start line: 0
end line: 0
size: 35 LOC
McCabe index: 15
number of parameters: 4

id: 6
unit: def experiment_definitions()
file: exps/sample.py
start line: 0
end line: 0
size: 34 LOC
McCabe index: 1
number of parameters: 0

id: 7
unit: def embed_tokens()
file: summarize_from_feedback/models/transformer.py
start line: 0
end line: 0
size: 32 LOC
McCabe index: 5
number of parameters: 4

id: 8
unit: def _split_query_response_output_parts()
file: summarize_from_feedback/query_response_model.py
start line: 0
end line: 0
size: 31 LOC
McCabe index: 5
number of parameters: 3

id: 9
unit: def get_article_and_highlights()
file: summarize_from_feedback/datasets/cnndm.py
start line: 0
end line: 0
size: 30 LOC
McCabe index: 9
number of parameters: 3

id: 10
unit: def __init__()
file: summarize_from_feedback/query_response_model.py
start line: 0
end line: 0
size: 28 LOC
McCabe index: 6
number of parameters: 5

id: 11
unit: def save_exported_model()
file: summarize_from_feedback/query_response_model.py
start line: 0
end line: 0
size: 27 LOC
McCabe index: 9
number of parameters: 5

id: 12
unit: def _construct_from_json()
file: summarize_from_feedback/utils/hyperparams.py
start line: 0
end line: 0
size: 27 LOC
McCabe index: 9
number of parameters: 3

id: 13
unit: def override_from_pair()
file: summarize_from_feedback/utils/hyperparams.py
start line: 0
end line: 0
size: 26 LOC
McCabe index: 10
number of parameters: 4

id: 14
unit: def encode_example()
file: summarize_from_feedback/datasets/jsonl_encoding.py
start line: 0
end line: 0
size: 25 LOC
McCabe index: 11
number of parameters: 1

id: 15
unit: def __init__()
file: summarize_from_feedback/models/transformer.py
start line: 0
end line: 0
size: 25 LOC
McCabe index: 2
number of parameters: 0

id: 16
unit: def __init__()
file: summarize_from_feedback/model_layout.py
start line: 0
end line: 0
size: 24 LOC
McCabe index: 4
number of parameters: 3

id: 17
unit: def _ensure_length()
file: summarize_from_feedback/tasks.py
start line: 0
end line: 0
size: 23 LOC
McCabe index: 6
number of parameters: 5

id: 18
unit: def experiment_definitions()
file: exps/eval_rm.py
start line: 0
end line: 0
size: 23 LOC
McCabe index: 1
number of parameters: 0

id: 19
unit: def _load()
file: summarize_from_feedback/datasets/encodings.py
start line: 0
end line: 0
size: 21 LOC
McCabe index: 7
number of parameters: 1

id: 20
unit: def _cnndm_iter()
file: summarize_from_feedback/datasets/cnndm.py
start line: 0
end line: 0
size: 21 LOC
McCabe index: 4
number of parameters: 4

id: 21
unit: def parameter_name_to_sharding_dim()
file: summarize_from_feedback/query_response_model.py
start line: 0
end line: 0
size: 20 LOC
McCabe index: 9
number of parameters: 1

id: 22
unit: def get_shard_fix_factor()
file: summarize_from_feedback/query_response_model.py
start line: 0
end line: 0
size: 20 LOC
McCabe index: 5
number of parameters: 3

id: 23
unit: def fetch()
file: summarize_from_feedback/query_response_model.py
start line: 0
end line: 0
size: 20 LOC
McCabe index: 4
number of parameters: 2

id: 24
unit: def launch()
file: summarize_from_feedback/utils/jobs.py
start line: 0
end line: 0
size: 20 LOC
McCabe index: 2
number of parameters: 1

id: 25
unit: def _sync_params()
file: summarize_from_feedback/query_response_model.py
start line: 0
end line: 0
size: 19 LOC
McCabe index: 6
number of parameters: 3

id: 26
unit: def validate_data_is_mpi_safe()
file: summarize_from_feedback/utils/dist_utils.py
start line: 0
end line: 0
size: 19 LOC
McCabe index: 8
number of parameters: 2

id: 27
unit: def __call__()
file: summarize_from_feedback/models/attention.py
start line: 0
end line: 0
size: 19 LOC
McCabe index: 1
number of parameters: 4

id: 28
unit: def nucleus_sampler()
file: summarize_from_feedback/models/sample_fns.py
start line: 0
end line: 0
size: 18 LOC
McCabe index: 3
number of parameters: 2

id: 29
unit: def make_jsonl_samples_iter()
file: summarize_from_feedback/task_data.py
start line: 0
end line: 0
size: 17 LOC
McCabe index: 5
number of parameters: 2

id: 30
unit: def clean_up_highlights()
file: summarize_from_feedback/datasets/cnndm.py
start line: 0
end line: 0
size: 17 LOC
McCabe index: 7
number of parameters: 1

id: 31
unit: def flat_to_nested()
file: summarize_from_feedback/utils/hyperparams.py
start line: 0
end line: 0
size: 17 LOC
McCabe index: 7
number of parameters: 2

id: 32
unit: def reward()
file: summarize_from_feedback/reward_model.py
start line: 0
end line: 0
size: 17 LOC
McCabe index: 3
number of parameters: 6

id: 33
unit: def fetch()
file: summarize_from_feedback/query_response_model.py
start line: 0
end line: 0
size: 16 LOC
McCabe index: 6
number of parameters: 2

id: 34
unit: def override_from_json()
file: summarize_from_feedback/utils/hyperparams.py
start line: 0
end line: 0
size: 16 LOC
McCabe index: 8
number of parameters: 3

id: 35
unit: def __init__()
file: summarize_from_feedback/models/transformer.py
start line: 0
end line: 0
size: 16 LOC
McCabe index: 1
number of parameters: 0

id: 36
unit: def bytes_to_unicode()
file: summarize_from_feedback/datasets/encodings.py
start line: 0
end line: 0
size: 15 LOC
McCabe index: 4
number of parameters: 0

id: 37
unit: def eval()
file: summarize_from_feedback/policy.py
start line: 0
end line: 0
size: 15 LOC
McCabe index: 5
number of parameters: 5

id: 38
unit: def _flat_type_map()
file: summarize_from_feedback/utils/hyperparams.py
start line: 0
end line: 0
size: 15 LOC
McCabe index: 7
number of parameters: 2

id: 39
unit: def __init__()
file: summarize_from_feedback/models/transformer.py
start line: 0
end line: 0
size: 15 LOC
McCabe index: 1
number of parameters: 0

id: 40
unit: def _hparam_constructible_class()
file: summarize_from_feedback/utils/hyperparams.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 9
number of parameters: 1

id: 41
unit: def nested_reduce()
file: summarize_from_feedback/utils/nested.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 5
number of parameters: 2

id: 42
unit: def _collate_fn()
file: summarize_from_feedback/task_data.py
start line: 0
end line: 0
size: 13 LOC
McCabe index: 7
number of parameters: 3

id: 43
unit: def parallel_copy_recursive()
file: summarize_from_feedback/utils/blobs.py
start line: 0
end line: 0
size: 13 LOC
McCabe index: 5
number of parameters: 4

id: 44
unit: def setup_logging_with_pacific_tz()
file: summarize_from_feedback/utils/logging_utils.py
start line: 0
end line: 0
size: 13 LOC
McCabe index: 1
number of parameters: 1

id: 45
unit: def forward()
file: summarize_from_feedback/models/transformer.py
start line: 0
end line: 0
size: 13 LOC
McCabe index: 3
number of parameters: 3

id: 46
unit: def process_responses()
file: summarize_from_feedback/tasks.py
start line: 0
end line: 0
size: 12 LOC
McCabe index: 2
number of parameters: 2

id: 47
unit: def _update_model_with_head_info()
file: summarize_from_feedback/query_response_model.py
start line: 0
end line: 0
size: 12 LOC
McCabe index: 2
number of parameters: 2

id: 48
unit: def get_dataset()
file: summarize_from_feedback/datasets/__init__.py
start line: 0
end line: 0
size: 12 LOC
McCabe index: 4
number of parameters: 5

id: 49
unit: def decode_example()
file: summarize_from_feedback/datasets/jsonl_encoding.py
start line: 0
end line: 0
size: 12 LOC
McCabe index: 4
number of parameters: 1

id: 50
unit: def parse_url()
file: summarize_from_feedback/utils/blobs.py
start line: 0
end line: 0
size: 12 LOC
McCabe index: 6
number of parameters: 1

id: 51
unit: def download_directory_cached()
file: summarize_from_feedback/utils/blobs.py
start line: 0
end line: 0
size: 12 LOC
McCabe index: 2
number of parameters: 1

id: 52
unit: def distribute()
file: summarize_from_feedback/utils/even_more_itertools.py
start line: 0
end line: 0
size: 12 LOC
McCabe index: 5
number of parameters: 2

id: 53
unit: def __init__()
file: summarize_from_feedback/models/attention.py
start line: 0
end line: 0
size: 12 LOC
McCabe index: 2
number of parameters: 0

id: 54
unit: def softmax_xent_loss_fn()
file: summarize_from_feedback/models/loss_functions.py
start line: 0
end line: 0
size: 12 LOC
McCabe index: 2
number of parameters: 4

id: 55
unit: def concat_with()
file: summarize_from_feedback/models/transformer.py
start line: 0
end line: 0
size: 12 LOC
McCabe index: 2
number of parameters: 2

id: 56
unit: def map_input()
file: summarize_from_feedback/task_data.py
start line: 0
end line: 0
size: 11 LOC
McCabe index: 4
number of parameters: 1

id: 57
unit: def encode_response()
file: summarize_from_feedback/tasks.py
start line: 0
end line: 0
size: 11 LOC
McCabe index: 5
number of parameters: 3

id: 58
unit: def __post_init__()
file: summarize_from_feedback/datasets/encodings.py
start line: 0
end line: 0
size: 11 LOC
McCabe index: 2
number of parameters: 1

id: 59
unit: def dump()
file: summarize_from_feedback/utils/hyperparams.py
start line: 0
end line: 0
size: 11 LOC
McCabe index: 3
number of parameters: 3

id: 60
unit: def experiment_def_launcher()
file: summarize_from_feedback/utils/experiments.py
start line: 0
end line: 0
size: 11 LOC
McCabe index: 4
number of parameters: 3

id: 61
unit: def _broadcast()
file: summarize_from_feedback/utils/dist_utils.py
start line: 0
end line: 0
size: 11 LOC
McCabe index: 5
number of parameters: 5

id: 62
unit: def maybe_convert_weights()
file: summarize_from_feedback/models/transformer.py
start line: 0
end line: 0
size: 11 LOC
McCabe index: 5
number of parameters: 4

id: 63
unit: def torch_loader()
file: summarize_from_feedback/task_data.py
start line: 0
end line: 0
size: 10 LOC
McCabe index: 1
number of parameters: 5

id: 64
unit: def get_iter_for_task()
file: summarize_from_feedback/task_data.py
start line: 0
end line: 0
size: 10 LOC
McCabe index: 1
number of parameters: 0

id: 65
unit: def standard()
file: summarize_from_feedback/model_layout.py
start line: 0
end line: 0
size: 10 LOC
McCabe index: 1
number of parameters: 5

id: 66
unit: def nested_to_flat()
file: summarize_from_feedback/utils/hyperparams.py
start line: 0
end line: 0
size: 10 LOC
McCabe index: 3
number of parameters: 2

id: 67
unit: def assert_shape_eq()
file: summarize_from_feedback/utils/assertions.py
start line: 0
end line: 0
size: 10 LOC
McCabe index: 3
number of parameters: 3

id: 68
unit: def __init__()
file: summarize_from_feedback/models/ops.py
start line: 0
end line: 0
size: 10 LOC
McCabe index: 2
number of parameters: 6

id: 69
unit: def forward()
file: summarize_from_feedback/models/ops.py
start line: 0
end line: 0
size: 10 LOC
McCabe index: 2
number of parameters: 2

id: 70
unit: def forward()
file: summarize_from_feedback/models/transformer.py
start line: 0
end line: 0
size: 10 LOC
McCabe index: 2
number of parameters: 3

id: 71
unit: def decode()
file: summarize_from_feedback/datasets/encodings.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 4
number of parameters: 3

id: 72
unit: def tensors_to_device()
file: summarize_from_feedback/utils/torch_utils.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 5
number of parameters: 2

id: 73
unit: def all_gather_no_backward()
file: summarize_from_feedback/utils/dist_utils.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 3
number of parameters: 3

id: 74
unit: def create_within_replica_comm()
file: summarize_from_feedback/utils/dist_utils.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 3
number of parameters: 1

id: 75
unit: def __init__()
file: summarize_from_feedback/models/transformer.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 0

id: 76
unit: def act_shape()
file: summarize_from_feedback/models/transformer.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 2
number of parameters: 2

id: 77
unit: def decode_response()
file: summarize_from_feedback/tasks.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 5
number of parameters: 2

id: 78
unit: def sample()
file: summarize_from_feedback/query_response_model.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 1
number of parameters: 6

id: 79
unit: def nested_reduce()
file: summarize_from_feedback/query_response_model.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 5
number of parameters: 2

id: 80
unit: def _get_sample_fn()
file: summarize_from_feedback/query_response_model.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 3
number of parameters: 1

id: 81
unit: def _sample()
file: summarize_from_feedback/query_response_model.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 1
number of parameters: 0

id: 82
unit: def encode()
file: summarize_from_feedback/datasets/encodings.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 3
number of parameters: 2

id: 83
unit: def fix_missing_period()
file: summarize_from_feedback/datasets/cnndm.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 4
number of parameters: 1

id: 84
unit: def get_url_info()
file: summarize_from_feedback/datasets/cnndm.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 5
number of parameters: 1

id: 85
unit: def to_json()
file: summarize_from_feedback/utils/hyperparams.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 7
number of parameters: 1

id: 86
unit: def _shortstr()
file: summarize_from_feedback/utils/combos.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 3
number of parameters: 1

id: 87
unit: def assert_eq()
file: summarize_from_feedback/utils/assertions.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 3
number of parameters: 3

id: 88
unit: def get_annotation_of_only_argument()
file: summarize_from_feedback/utils/experiments.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 2
number of parameters: 1

id: 89
unit: def experiment_fn_launcher()
file: summarize_from_feedback/utils/experiments.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 2
number of parameters: 2

id: 90
unit: def to_numpy()
file: summarize_from_feedback/utils/torch_utils.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 4
number of parameters: 1

id: 91
unit: def create_data_parallel_comm()
file: summarize_from_feedback/utils/dist_utils.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 3
number of parameters: 1

id: 92
unit: def create_model_parallel_comm()
file: summarize_from_feedback/utils/dist_utils.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 3
number of parameters: 1

id: 93
unit: def map_nested()
file: summarize_from_feedback/utils/nested.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 3
number of parameters: 2

id: 94
unit: def detach()
file: summarize_from_feedback/models/transformer.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 3
number of parameters: 1

id: 95
unit: def standard()
file: summarize_from_feedback/models/sample_fns.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 3
number of parameters: 1

id: 96
unit: def _wrap_reward_model_fn()
file: summarize_from_feedback/reward_model.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 1
number of parameters: 1

id: 97
unit: def name()
file: summarize_from_feedback/query_response_model.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 3
number of parameters: 1

id: 98
unit: def load_exported_model()
file: summarize_from_feedback/query_response_model.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 0

id: 99
unit: def tldr_filtered_generator()
file: summarize_from_feedback/datasets/tldr.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 5
number of parameters: 1

id: 100
unit: def tldr_filtered_queries_generator()
file: summarize_from_feedback/datasets/tldr.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 5
number of parameters: 1

id: 101
unit: def clean_up_start()
file: summarize_from_feedback/datasets/cnndm.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 1

id: 102
unit: def _wrap_policy_fn()
file: summarize_from_feedback/policy.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 2
number of parameters: 2

id: 103
unit: def validate()
file: summarize_from_feedback/utils/hyperparams.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 3
number of parameters: 3

id: 104
unit: def _union_subtypes()
file: summarize_from_feedback/utils/hyperparams.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 3
number of parameters: 1

id: 105
unit: def __init__()
file: summarize_from_feedback/utils/dist_utils.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 3

id: 106
unit: def all_reduce()
file: summarize_from_feedback/utils/dist_utils.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 3
number of parameters: 3

id: 107
unit: def _get_past_keys_values()
file: summarize_from_feedback/models/attention.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 4
number of parameters: 2

id: 108
unit: def split_heads()
file: summarize_from_feedback/models/attention.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 2
number of parameters: 3

id: 109
unit: def __init__()
file: summarize_from_feedback/reward_model.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 2
number of parameters: 4

id: 110
unit: def all_gpu_layout()
file: summarize_from_feedback/query_response_model.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 111
unit: def forward()
file: summarize_from_feedback/query_response_model.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 3

id: 112
unit: def _zero_padding_tokens()
file: summarize_from_feedback/query_response_model.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 113
unit: def __eq__()
file: summarize_from_feedback/model_layout.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 3
number of parameters: 2

id: 114
unit: def is_hparam_type()
file: summarize_from_feedback/utils/hyperparams.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 3
number of parameters: 1

id: 115
unit: def exact_div()
file: summarize_from_feedback/utils/__init__.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 3

id: 116
unit: def _convert_to_numpy()
file: summarize_from_feedback/utils/assertions.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 3
number of parameters: 1

id: 117
unit: def is_blob_url()
file: summarize_from_feedback/utils/blobs.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 1

id: 118
unit: def first_true_indices()
file: summarize_from_feedback/utils/torch_utils.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 2

id: 119
unit: def label_logprobs()
file: summarize_from_feedback/utils/torch_utils.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 3

id: 120
unit: def forward()
file: summarize_from_feedback/models/transformer.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 2

id: 121
unit: def forward()
file: summarize_from_feedback/models/transformer.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 3

id: 122
unit: def combos()
file: summarize_from_feedback/utils/combos.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 4
number of parameters: 1

id: 123
unit: def _maybe_convert_to_numpy()
file: summarize_from_feedback/utils/assertions.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 2
number of parameters: 1

id: 124
unit: def __init__()
file: summarize_from_feedback/tasks.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 4

id: 125
unit: def _decode_responses_list()
file: summarize_from_feedback/tasks.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 3
number of parameters: 1

id: 126
unit: def _get_query_padding_for_task()
file: summarize_from_feedback/tasks.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 2

id: 127
unit: def dim_to_shard()
file: summarize_from_feedback/query_response_model.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 1

id: 128
unit: def validate()
file: summarize_from_feedback/query_response_model.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 3

id: 129
unit: def decode_bytes()
file: summarize_from_feedback/datasets/encodings.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 3
number of parameters: 2

id: 130
unit: def hashhex()
file: summarize_from_feedback/datasets/cnndm.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 131
unit: def _update_disjoint()
file: summarize_from_feedback/utils/hyperparams.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 2

id: 132
unit: def foreach()
file: summarize_from_feedback/utils/combos.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 4
number of parameters: 3

id: 133
unit: def assert_allclose()
file: summarize_from_feedback/utils/assertions.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 6

id: 134
unit: def mpi_all_gather()
file: summarize_from_feedback/utils/dist_utils.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 4

id: 135
unit: def create_mpi_group()
file: summarize_from_feedback/utils/dist_utils.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 136
unit: def merge_heads()
file: summarize_from_feedback/models/attention.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 137
unit: def NormalParameter()
file: summarize_from_feedback/models/ops.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 3

id: 138
unit: def forward()
file: summarize_from_feedback/models/transformer.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 139
unit: def get_normal()
file: summarize_from_feedback/models/transformer.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 140
unit: def __init__()
file: summarize_from_feedback/models/transformer.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 4

id: 141
unit: def print_hparams()
file: summarize_from_feedback/models/transformer.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 2

id: 142
unit: def argmax()
file: summarize_from_feedback/models/sample_fns.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 0

id: 143
unit: def fetch_single_piece()
file: summarize_from_feedback/query_response_model.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 144
unit: def barrier()
file: summarize_from_feedback/query_response_model.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 145
unit: def read_file()
file: summarize_from_feedback/datasets/encodings.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 146
unit: def _register()
file: summarize_from_feedback/datasets/encodings.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 147
unit: def __init__()
file: summarize_from_feedback/policy.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 4

id: 148
unit: def override_from_pairs()
file: summarize_from_feedback/utils/hyperparams.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 2
number of parameters: 3

id: 149
unit: def __enter__()
file: summarize_from_feedback/utils/__init__.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 150
unit: def __exit__()
file: summarize_from_feedback/utils/__init__.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 151
unit: def open_file_cached()
file: summarize_from_feedback/utils/blobs.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 152
unit: def broadcast()
file: summarize_from_feedback/utils/dist_utils.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 4

id: 153
unit: def __init__()
file: summarize_from_feedback/models/attention.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 154
unit: def avg_negative()
file: summarize_from_feedback/sample.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 155
unit: def _response_indices()
file: summarize_from_feedback/reward_model.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 156
unit: def __init__()
file: summarize_from_feedback/task_data.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 157
unit: def __iter__()
file: summarize_from_feedback/task_data.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 158
unit: def decode_responses()
file: summarize_from_feedback/tasks.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 0

id: 159
unit: def process_query()
file: summarize_from_feedback/tasks.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 0

id: 160
unit: def act_shape()
file: summarize_from_feedback/query_response_model.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 161
unit: def _matches_any_prefix()
file: summarize_from_feedback/query_response_model.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 2
number of parameters: 2

id: 162
unit: def argmax()
file: summarize_from_feedback/query_response_model.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 163
unit: def __init__()
file: summarize_from_feedback/query_response_model.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 6

id: 164
unit: def _eval()
file: summarize_from_feedback/query_response_model.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 0

id: 165
unit: def __hash__()
file: summarize_from_feedback/model_layout.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 166
unit: def __post_init__()
file: summarize_from_feedback/datasets/encodings.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 167
unit: def __call__()
file: summarize_from_feedback/datasets/encodings.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 168
unit: def encode()
file: summarize_from_feedback/datasets/encodings.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 169
unit: def decode()
file: summarize_from_feedback/datasets/encodings.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 170
unit: def cnndm_generator()
file: summarize_from_feedback/datasets/cnndm.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 171
unit: def cnndm_filtered_generator()
file: summarize_from_feedback/datasets/cnndm.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 172
unit: def cnndm_filtered_generator_short()
file: summarize_from_feedback/datasets/cnndm.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 173
unit: def sample()
file: summarize_from_feedback/policy.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 0

id: 174
unit: def has_param()
file: summarize_from_feedback/utils/hyperparams.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 175
unit: def clone()
file: summarize_from_feedback/utils/hyperparams.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 176
unit: def from_json()
file: summarize_from_feedback/utils/hyperparams.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 177
unit: def to_json()
file: summarize_from_feedback/utils/hyperparams.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 178
unit: def is_hparam()
file: summarize_from_feedback/utils/hyperparams.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 179
unit: def _is_union_type()
file: summarize_from_feedback/utils/hyperparams.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 180
unit: def _is_list_type()
file: summarize_from_feedback/utils/hyperparams.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 181
unit: def _is_dict_type()
file: summarize_from_feedback/utils/hyperparams.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 182
unit: def _type_map()
file: summarize_from_feedback/utils/hyperparams.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 2
number of parameters: 1

id: 183
unit: def each()
file: summarize_from_feedback/utils/combos.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 3
number of parameters: 1

id: 184
unit: def bind()
file: summarize_from_feedback/utils/combos.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 0

id: 185
unit: def label()
file: summarize_from_feedback/utils/combos.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 186
unit: def labels()
file: summarize_from_feedback/utils/combos.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 2
number of parameters: 1

id: 187
unit: def options()
file: summarize_from_feedback/utils/combos.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 0

id: 188
unit: def options_shortdesc()
file: summarize_from_feedback/utils/combos.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 2
number of parameters: 3

id: 189
unit: def options_vardesc()
file: summarize_from_feedback/utils/combos.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 2
number of parameters: 2

id: 190
unit: def repeat()
file: summarize_from_feedback/utils/combos.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 2
number of parameters: 1

id: 191
unit: def bind_nested()
file: summarize_from_feedback/utils/combos.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 0

id: 192
unit: def multilaunch()
file: summarize_from_feedback/utils/jobs.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 2
number of parameters: 1

id: 193
unit: def nans()
file: summarize_from_feedback/utils/torch_utils.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 194
unit: def gather_one()
file: summarize_from_feedback/utils/torch_utils.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 4

id: 195
unit: def my_index()
file: summarize_from_feedback/utils/dist_utils.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 196
unit: def barrier()
file: summarize_from_feedback/utils/dist_utils.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 197
unit: def setup_cuda_device_and_dist()
file: summarize_from_feedback/utils/dist_utils.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 0

id: 198
unit: def wait()
file: summarize_from_feedback/utils/dist_utils.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 199
unit: def wait()
file: summarize_from_feedback/utils/dist_utils.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 200
unit: def forward()
file: summarize_from_feedback/models/attention.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 0

id: 201
unit: def gelu()
file: summarize_from_feedback/models/ops.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 202
unit: def swish()
file: summarize_from_feedback/models/ops.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 203
unit: def quick_gelu()
file: summarize_from_feedback/models/ops.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 204
unit: def __getstate__()
file: summarize_from_feedback/models/transformer.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 205
unit: def __setstate__()
file: summarize_from_feedback/models/transformer.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 206
unit: def __getattr__()
file: summarize_from_feedback/models/transformer.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 207
unit: def __setattr__()
file: summarize_from_feedback/models/transformer.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 208
unit: def detach()
file: summarize_from_feedback/models/transformer.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 209
unit: def concat_with()
file: summarize_from_feedback/models/transformer.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 210
unit: def _cat_ignore_none()
file: summarize_from_feedback/models/transformer.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 3
number of parameters: 4

id: 211
unit: def forward()
file: summarize_from_feedback/models/transformer.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 0

id: 212
unit: def build_with_random_weights()
file: summarize_from_feedback/models/transformer.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 0