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unit: def mmmu_process_results()
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unit: def simple_evaluate()
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id: 123
unit: def top_k_logits()
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size: 14 LOC
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id: 124
unit: def ai2d_doc_to_text()
file: lmms_eval/tasks/ai2d/utils.py
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size: 14 LOC
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number of parameters: 2

id: 125
unit: def process_digit_article()
file: lmms_eval/tasks/_task_utils/vqa_eval_metric.py
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size: 14 LOC
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number of parameters: 2

id: 126
unit: def normalize_str()
file: lmms_eval/tasks/cmmmu/utils.py
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size: 14 LOC
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number of parameters: 2

id: 127
unit: def parse_pred_ans()
file: lmms_eval/tasks/mme/utils.py
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end line: 0
size: 14 LOC
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number of parameters: 1

id: 128
unit: def _split_generators()
file: lmms_eval/tasks/chartqa/upload_chartqa.py
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end line: 0
size: 14 LOC
McCabe index: 5
number of parameters: 2

id: 129
unit: def parse_score()
file: lmms_eval/tasks/llava-bench-coco/utils.py
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size: 14 LOC
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number of parameters: 1

id: 130
unit: def mathvista_doc_to_text()
file: lmms_eval/tasks/mathvista/utils.py
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size: 14 LOC
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id: 131
unit: def run_task_tests()
file: lmms_eval/utils.py
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size: 14 LOC
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number of parameters: 1

id: 132
unit: def levenshtein_distance()
file: lmms_eval/api/metrics.py
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size: 13 LOC
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number of parameters: 2

id: 133
unit: def acc_all()
file: lmms_eval/api/metrics.py
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size: 13 LOC
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number of parameters: 1

id: 134
unit: def __init__()
file: lmms_eval/api/samplers.py
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size: 13 LOC
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id: 135
unit: def apply()
file: lmms_eval/filters/extraction.py
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id: 136
unit: def parse_score()
file: lmms_eval/tasks/ferret/utils.py
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id: 137
unit: def ferret_aggregation()
file: lmms_eval/tasks/ferret/utils.py
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size: 13 LOC
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number of parameters: 2

id: 138
unit: def parse_score()
file: lmms_eval/tasks/llava-in-the-wild/utils.py
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id: 139
unit: def llava_aggregation()
file: lmms_eval/tasks/llava-in-the-wild/utils.py
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size: 13 LOC
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number of parameters: 2

id: 140
unit: def can_compute_power()
file: lmms_eval/tasks/olympiadbench/olympiadbench_evals.py
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size: 13 LOC
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number of parameters: 2

id: 141
unit: def can_infer_text()
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size: 13 LOC
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number of parameters: 3

id: 142
unit: def llava_aggregation()
file: lmms_eval/tasks/llava-bench-coco/utils.py
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size: 13 LOC
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number of parameters: 2

id: 143
unit: def normalize_str()
file: lmms_eval/tasks/mmmu/utils.py
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size: 13 LOC
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id: 144
unit: def get_batched()
file: lmms_eval/utils.py
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size: 13 LOC
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number of parameters: 3

id: 145
unit: def acc_all_stderr()
file: lmms_eval/api/metrics.py
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size: 12 LOC
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number of parameters: 1

id: 146
unit: def _sacreformat()
file: lmms_eval/api/metrics.py
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size: 12 LOC
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id: 147
unit: def doc_to_decontamination_query()
file: lmms_eval/api/task.py
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size: 12 LOC
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number of parameters: 2

id: 148
unit: def init_run()
file: lmms_eval/logging_utils.py
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size: 12 LOC
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id: 149
unit: def register_configurable_group()
file: lmms_eval/tasks/__init__.py
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size: 12 LOC
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number of parameters: 2

id: 150
unit: def textvqa_doc_to_text()
file: lmms_eval/tasks/textvqa/utils.py
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size: 12 LOC
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number of parameters: 2

id: 151
unit: def seed_doc_to_text()
file: lmms_eval/tasks/seedbench_2/utils.py
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size: 12 LOC
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number of parameters: 2

id: 152
unit: def pope_process_results()
file: lmms_eval/tasks/pope/utils.py
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size: 12 LOC
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number of parameters: 2

id: 153
unit: def pope_aggregate_precision()
file: lmms_eval/tasks/pope/utils.py
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size: 12 LOC
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number of parameters: 1

id: 154
unit: def pope_aggregate_recall()
file: lmms_eval/tasks/pope/utils.py
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size: 12 LOC
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number of parameters: 1

id: 155
unit: def mmbench_aggregate_dev_results_eval()
file: lmms_eval/tasks/mmbench/en_utils.py
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size: 12 LOC
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number of parameters: 2

id: 156
unit: def mmbench_aggregate_dev_results_eval()
file: lmms_eval/tasks/mmbench/cn_utils.py
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size: 12 LOC
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number of parameters: 2

id: 157
unit: def mmbench_cn_cc_aggregate_dev_results_eval()
file: lmms_eval/tasks/mmbench/cc_utils.py
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size: 12 LOC
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number of parameters: 2

id: 158
unit: def import_function()
file: lmms_eval/utils.py
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size: 12 LOC
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number of parameters: 2

id: 159
unit: def __init__()
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id: 160
unit: def __init__()
file: lmms_eval/logging_utils.py
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id: 161
unit: def _log_samples_as_artifact()
file: lmms_eval/logging_utils.py
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size: 11 LOC
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number of parameters: 4

id: 162
unit: def vizwiz_vqa_doc_to_text()
file: lmms_eval/tasks/vizwiz_vqa/utils.py
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size: 11 LOC
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number of parameters: 2

id: 163
unit: def pope_aggregate_yes_ratio()
file: lmms_eval/tasks/pope/utils.py
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size: 11 LOC
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number of parameters: 1

id: 164
unit: def numerical_equal()
file: lmms_eval/tasks/olympiadbench/olympiadbench_evals.py
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size: 11 LOC
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number of parameters: 4

id: 165
unit: def ok_vqa_doc_to_text()
file: lmms_eval/tasks/ok_vqa/utils.py
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size: 11 LOC
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number of parameters: 2

id: 166
unit: def chartqa_process_results()
file: lmms_eval/tasks/chartqa/utils.py
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size: 11 LOC
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number of parameters: 2

id: 167
unit: def eval_multi_choice()
file: lmms_eval/tasks/mmmu/utils.py
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size: 11 LOC
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number of parameters: 2

id: 168
unit: def handle_arg_string()
file: lmms_eval/utils.py
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size: 11 LOC
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number of parameters: 1

id: 169
unit: def __init__()
file: lmms_eval/utils.py
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id: 170
unit: def register_group()
file: lmms_eval/api/registry.py
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size: 10 LOC
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number of parameters: 1

id: 171
unit: def get_batch()
file: lmms_eval/models/model_utils/qwen/qwen_generate_utils.py
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size: 10 LOC
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number of parameters: 2

id: 172
unit: def _decode_default()
file: lmms_eval/models/model_utils/qwen/qwen_generate_utils.py
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size: 10 LOC
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id: 173
unit: def _calc_stopped_samples()
file: lmms_eval/models/model_utils/qwen/qwen_generate_utils.py
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size: 10 LOC
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number of parameters: 2

id: 174
unit: def apply()
file: lmms_eval/filters/extraction.py
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size: 10 LOC
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number of parameters: 3

id: 175
unit: def _split_generators()
file: lmms_eval/tasks/ai2d/upload_ai2d.py
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size: 10 LOC
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number of parameters: 2

id: 176
unit: def gqa_doc_to_visual()
file: lmms_eval/tasks/gqa/utils.py
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size: 10 LOC
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number of parameters: 1

id: 177
unit: def cmmmu_process_results()
file: lmms_eval/tasks/cmmmu/utils.py
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size: 10 LOC
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number of parameters: 2

id: 178
unit: def mme_process_results()
file: lmms_eval/tasks/mme/utils.py
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size: 10 LOC
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number of parameters: 2

id: 179
unit: def doc_to_visual()
file: lmms_eval/tasks/iconqa/utils.py
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size: 10 LOC
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number of parameters: 1

id: 180
unit: def vqav2_doc_to_text()
file: lmms_eval/tasks/vqav2/utils.py
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size: 10 LOC
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number of parameters: 2

id: 181
unit: def formatTime()
file: lmms_eval/utils.py
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size: 10 LOC
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number of parameters: 3

id: 182
unit: def get_original()
file: lmms_eval/utils.py
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size: 10 LOC
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number of parameters: 2

id: 183
unit: def get_chunks()
file: lmms_eval/utils.py
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size: 10 LOC
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number of parameters: 3

id: 184
unit: def fewshot_docs()
file: lmms_eval/api/task.py
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size: 9 LOC
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number of parameters: 1

id: 185
unit: def decode_tokens()
file: lmms_eval/models/model_utils/qwen/qwen_generate_utils.py
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size: 9 LOC
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number of parameters: 0

id: 186
unit: def _tokens_match()
file: lmms_eval/models/model_utils/qwen/qwen_generate_utils.py
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size: 9 LOC
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number of parameters: 3

id: 187
unit: def build_filter_ensemble()
file: lmms_eval/filters/__init__.py
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size: 9 LOC
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number of parameters: 2

id: 188
unit: def nocaps_test_aggregation_result()
file: lmms_eval/tasks/nocaps/utils.py
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size: 9 LOC
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number of parameters: 2

id: 189
unit: def get_builder_config()
file: lmms_eval/tasks/ai2d/upload_ai2d.py
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size: 9 LOC
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number of parameters: 1

id: 190
unit: def sqa_process_results()
file: lmms_eval/tasks/scienceqa/utils.py
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size: 9 LOC
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number of parameters: 2

id: 191
unit: def process_punctuation()
file: lmms_eval/tasks/_task_utils/vqa_eval_metric.py
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size: 9 LOC
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number of parameters: 2

id: 192
unit: def seed_aggregation_result_all()
file: lmms_eval/tasks/seedbench/utils.py
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size: 9 LOC
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number of parameters: 1

id: 193
unit: def extract_numbers()
file: lmms_eval/tasks/cmmmu/utils.py
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size: 9 LOC
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number of parameters: 1

id: 194
unit: def calculate_ins_level_acc()
file: lmms_eval/tasks/cmmmu/utils.py
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size: 9 LOC
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number of parameters: 1

id: 195
unit: def coco_test_aggregation_result()
file: lmms_eval/tasks/coco_cap/utils.py
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size: 9 LOC
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number of parameters: 2

id: 196
unit: def mme_doc_to_text()
file: lmms_eval/tasks/mme/utils.py
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size: 9 LOC
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number of parameters: 2

id: 197
unit: def seed_aggregation_result_all()
file: lmms_eval/tasks/seedbench_2/utils.py
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size: 9 LOC
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number of parameters: 1

id: 198
unit: def get_builder_config()
file: lmms_eval/tasks/ocrbench/upload_ocrbench.py
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size: 9 LOC
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number of parameters: 1

id: 199
unit: def trans_plus_minus_sign()
file: lmms_eval/tasks/olympiadbench/olympiadbench_evals.py
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size: 9 LOC
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number of parameters: 2

id: 200
unit: def get_builder_config()
file: lmms_eval/tasks/chartqa/upload_chartqa.py
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size: 9 LOC
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number of parameters: 1

id: 201
unit: def create_options_prompt()
file: lmms_eval/tasks/mmbench/mmbench_evals.py
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size: 9 LOC
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number of parameters: 3

id: 202
unit: def build_option_str()
file: lmms_eval/tasks/mmbench/mmbench_evals.py
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size: 9 LOC
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number of parameters: 2

id: 203
unit: def calculate_hit_rates()
file: lmms_eval/tasks/mmbench/mmbench_evals.py
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size: 9 LOC
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number of parameters: 2

id: 204
unit: def calculate_ins_level_acc()
file: lmms_eval/tasks/mmmu/utils.py
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size: 9 LOC
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number of parameters: 1

id: 205
unit: def extract_numbers()
file: lmms_eval/tasks/mmmu/utils.py
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size: 9 LOC
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number of parameters: 1

id: 206
unit: def textcaps_test_aggregation_result()
file: lmms_eval/tasks/textcaps/utils.py
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size: 9 LOC
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number of parameters: 2

id: 207
unit: def get_metrics()
file: lmms_eval/tasks/multidocvqa/utils.py
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size: 9 LOC
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number of parameters: 3

id: 208
unit: def _calculate_anls()
file: lmms_eval/tasks/multidocvqa/utils.py
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size: 9 LOC
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number of parameters: 3

id: 209
unit: def chunks()
file: lmms_eval/utils.py
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number of parameters: 3

id: 210
unit: def get_original()
file: lmms_eval/utils.py
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size: 9 LOC
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id: 211
unit: def find_test_root()
file: lmms_eval/utils.py
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size: 9 LOC
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number of parameters: 1

id: 212
unit: def register_model()
file: lmms_eval/api/registry.py
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number of parameters: 1

id: 213
unit: def register_task()
file: lmms_eval/api/registry.py
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id: 214
unit: def __call__()
file: lmms_eval/api/metrics.py
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id: 215
unit: def to_dict()
file: lmms_eval/api/task.py
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id: 216
unit: def doc_to_visual()
file: lmms_eval/api/task.py
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size: 8 LOC
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number of parameters: 2

id: 217
unit: def evaluate()
file: lmms_eval/evaluator.py
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id: 218
unit: def flatten()
file: lmms_eval/models/fuyu.py
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size: 8 LOC
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number of parameters: 3

id: 219
unit: def get_stop_words_ids()
file: lmms_eval/models/model_utils/qwen/qwen_generate_utils.py
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size: 8 LOC
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number of parameters: 2

id: 220
unit: def __init__()
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id: 221
unit: def __init__()
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id: 222
unit: def _get_config()
file: lmms_eval/logging_utils.py
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id: 223
unit: def log_eval_result()
file: lmms_eval/logging_utils.py
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size: 8 LOC
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number of parameters: 1

id: 224
unit: def assign_correctness()
file: lmms_eval/tasks/hallusion_bench/utils.py
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size: 8 LOC
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number of parameters: 2

id: 225
unit: def seed_aggregation_result()
file: lmms_eval/tasks/seedbench/utils.py
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size: 8 LOC
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number of parameters: 1

id: 226
unit: def get_multi_choice_info()
file: lmms_eval/tasks/cmmmu/utils.py
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size: 8 LOC
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number of parameters: 1

id: 227
unit: def seed_process_result()
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id: 228
unit: def seed_aggregation_result()
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id: 229
unit: def extract_options()
file: lmms_eval/tasks/mmbench/mmbench_evals.py
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size: 8 LOC
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number of parameters: 2

id: 230
unit: def _post_request()
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size: 8 LOC
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number of parameters: 2

id: 231
unit: def construct_prompt()
file: lmms_eval/tasks/mmmu/utils.py
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size: 8 LOC
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number of parameters: 1

id: 232
unit: def extract_subset_name()
file: lmms_eval/tasks/mmmu/utils.py
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size: 8 LOC
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number of parameters: 1

id: 233
unit: def get_multi_choice_info()
file: lmms_eval/tasks/mmmu/utils.py
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size: 8 LOC
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id: 234
unit: def _post_request()
file: lmms_eval/tasks/mathvista/mathvista_evals.py
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size: 8 LOC
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number of parameters: 2

id: 235
unit: def safe_equal()
file: lmms_eval/tasks/mathvista/mathvista_evals.py
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size: 8 LOC
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number of parameters: 3

id: 236
unit: def get_acc_with_contion()
file: lmms_eval/tasks/mathvista/mathvista_evals.py
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size: 8 LOC
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number of parameters: 4

id: 237
unit: def __contains__()
file: lmms_eval/utils.py
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id: 238
unit: def pattern_match()
file: lmms_eval/utils.py
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size: 8 LOC
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number of parameters: 2

id: 239
unit: def general_detokenize()
file: lmms_eval/utils.py
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size: 8 LOC
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number of parameters: 1

id: 240
unit: def get_grouped()
file: lmms_eval/utils.py
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size: 8 LOC
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number of parameters: 1

id: 241
unit: def get_original()
file: lmms_eval/utils.py
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size: 8 LOC
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number of parameters: 2

id: 242
unit: def get_aggregation()
file: lmms_eval/api/registry.py
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size: 7 LOC
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number of parameters: 1

id: 243
unit: def get_metric_aggregation()
file: lmms_eval/api/registry.py
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size: 7 LOC
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id: 244
unit: def fewshot_context()
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id: 245
unit: def apply_filters()
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id: 246
unit: def fewshot_docs()
file: lmms_eval/api/task.py
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size: 7 LOC
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id: 247
unit: def apply_filters()
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size: 7 LOC
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id: 248
unit: def __init__()
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id: 249
unit: def _handle_non_serializable()
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id: 250
unit: def __init__()
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id: 251
unit: def make_context()
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size: 7 LOC
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id: 252
unit: def pad_sequence()
file: lmms_eval/models/llava.py
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size: 7 LOC
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id: 253
unit: def __init__()
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id: 254
unit: def _handle_non_serializable()
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size: 7 LOC
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id: 255
unit: def _info()
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size: 7 LOC
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id: 256
unit: def ai2d_doc_to_target()
file: lmms_eval/tasks/ai2d/utils.py
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size: 7 LOC
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number of parameters: 2

id: 257
unit: def vizwiz_vqa_aggreate_submissions()
file: lmms_eval/tasks/vizwiz_vqa/utils.py
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size: 7 LOC
McCabe index: 1
number of parameters: 2

id: 258
unit: def get_task()
file: lmms_eval/tasks/__init__.py
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size: 7 LOC
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number of parameters: 2

id: 259
unit: def doc_to_text()
file: lmms_eval/tasks/mmvet/utils.py
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size: 7 LOC
McCabe index: 2
number of parameters: 2

id: 260
unit: def ferret_doc_to_text()
file: lmms_eval/tasks/ferret/utils.py
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size: 7 LOC
McCabe index: 2
number of parameters: 2

id: 261
unit: def seed_doc_to_text()
file: lmms_eval/tasks/seedbench/utils.py
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size: 7 LOC
McCabe index: 1
number of parameters: 1

id: 262
unit: def seed_process_result()
file: lmms_eval/tasks/seedbench/utils.py
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size: 7 LOC
McCabe index: 2
number of parameters: 2

id: 263
unit: def cmmmu_test_aggregate_results_for_submission()
file: lmms_eval/tasks/cmmmu/utils.py
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end line: 0
size: 7 LOC
McCabe index: 2
number of parameters: 2

id: 264
unit: def coco_process_result()
file: lmms_eval/tasks/coco_cap/utils.py
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size: 7 LOC
McCabe index: 3
number of parameters: 2

id: 265
unit: def refcoco_bbox_doc_to_visual()
file: lmms_eval/tasks/refcocog/utils.py
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size: 7 LOC
McCabe index: 1
number of parameters: 1

id: 266
unit: def refcoco_bbox_doc_to_visual()
file: lmms_eval/tasks/refcoco/utils.py
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size: 7 LOC
McCabe index: 1
number of parameters: 1

id: 267
unit: def options_to_str()
file: lmms_eval/tasks/iconqa/utils.py
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size: 7 LOC
McCabe index: 2
number of parameters: 1

id: 268
unit: def vqav2_aggreate_submissions()
file: lmms_eval/tasks/vqav2/utils.py
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size: 7 LOC
McCabe index: 1
number of parameters: 2

id: 269
unit: def olympiadbench_aggregate_results()
file: lmms_eval/tasks/olympiadbench/en_utils.py
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size: 7 LOC
McCabe index: 1
number of parameters: 2

id: 270
unit: def olympiadbench_aggregate_results()
file: lmms_eval/tasks/olympiadbench/cn_utils.py
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end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 2

id: 271
unit: def ok_vqa_aggreate_submissions()
file: lmms_eval/tasks/ok_vqa/utils.py
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size: 7 LOC
McCabe index: 1
number of parameters: 2

id: 272
unit: def _info()
file: lmms_eval/tasks/chartqa/upload_chartqa.py
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end line: 0
size: 7 LOC
McCabe index: 5
number of parameters: 1

id: 273
unit: def refcoco_bbox_doc_to_visual()
file: lmms_eval/tasks/refcoco+/utils.py
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size: 7 LOC
McCabe index: 1
number of parameters: 1

id: 274
unit: def replace_images_tokens()
file: lmms_eval/tasks/mmmu/utils.py
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end line: 0
size: 7 LOC
McCabe index: 3
number of parameters: 1

id: 275
unit: def _calculate_accuracy()
file: lmms_eval/tasks/multidocvqa/utils.py
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size: 7 LOC
McCabe index: 4
number of parameters: 3

id: 276
unit: def simple_parse_args_string()
file: lmms_eval/utils.py
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end line: 0
size: 7 LOC
McCabe index: 6
number of parameters: 1

id: 277
unit: def __init__()
file: lmms_eval/utils.py
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size: 7 LOC
McCabe index: 5
number of parameters: 3

id: 278
unit: def positional_deprecated()
file: lmms_eval/utils.py
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size: 7 LOC
McCabe index: 3
number of parameters: 1

id: 279
unit: def get_git_commit_hash()
file: lmms_eval/utils.py
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end line: 0
size: 7 LOC
McCabe index: 3
number of parameters: 0

id: 280
unit: def __call__()
file: lmms_eval/utils.py
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size: 7 LOC
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number of parameters: 4

id: 281
unit: def apply()
file: lmms_eval/api/filter.py
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size: 6 LOC
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number of parameters: 3

id: 282
unit: def register_aggregation()
file: lmms_eval/api/registry.py
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end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 283
unit: def f1_score()
file: lmms_eval/api/metrics.py
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size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 284
unit: def metric_max_over_ground_truths()
file: lmms_eval/api/metrics.py
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size: 6 LOC
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number of parameters: 3

id: 285
unit: def __init__()
file: lmms_eval/api/task.py
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size: 6 LOC
McCabe index: 1
number of parameters: 0

id: 286
unit: def set_loggers()
file: lmms_eval/__main__.py
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size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 287
unit: def tok_encode()
file: lmms_eval/models/fuyu.py
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end line: 0
size: 6 LOC
McCabe index: 3
number of parameters: 4

id: 288
unit: def pad_batch()
file: lmms_eval/models/model_utils/qwen/qwen_generate_utils.py
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size: 6 LOC
McCabe index: 3
number of parameters: 3

id: 289
unit: def get_ltor_masks_and_position_ids()
file: lmms_eval/models/model_utils/qwen/qwen_generate_utils.py
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size: 6 LOC
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number of parameters: 0

id: 290
unit: def __call__()
file: lmms_eval/models/model_utils/qwen/qwen_generate_utils.py
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size: 6 LOC
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number of parameters: 3

id: 291
unit: def tok_encode()
file: lmms_eval/models/minicpm_v.py
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size: 6 LOC
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number of parameters: 4

id: 292
unit: def flatten()
file: lmms_eval/models/minicpm_v.py
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size: 6 LOC
McCabe index: 3
number of parameters: 2

id: 293
unit: def encode_image()
file: lmms_eval/models/gpt4v.py
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end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 2

id: 294
unit: def flatten()
file: lmms_eval/models/gpt4v.py
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size: 6 LOC
McCabe index: 3
number of parameters: 2

id: 295
unit: def tok_encode()
file: lmms_eval/models/llava.py
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size: 6 LOC
McCabe index: 3
number of parameters: 4

id: 296
unit: def flatten()
file: lmms_eval/models/llava.py
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size: 6 LOC
McCabe index: 3
number of parameters: 2

id: 297
unit: def flatten()
file: lmms_eval/models/qwen_vl.py
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size: 6 LOC
McCabe index: 3
number of parameters: 2

id: 298
unit: def tok_encode()
file: lmms_eval/models/instructblip.py
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size: 6 LOC
McCabe index: 3
number of parameters: 4

id: 299
unit: def flatten()
file: lmms_eval/models/instructblip.py
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size: 6 LOC
McCabe index: 3
number of parameters: 2

id: 300
unit: def apply()
file: lmms_eval/filters/selection.py
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size: 6 LOC
McCabe index: 1
number of parameters: 3

id: 301
unit: def _log_results_as_artifact()
file: lmms_eval/logging_utils.py
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size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 302
unit: def hb_doc_to_text()
file: lmms_eval/tasks/hallusion_bench/evaluate_hb.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 2

id: 303
unit: def __call__()
file: lmms_eval/tasks/_task_utils/vqa_eval_metric.py
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size: 6 LOC
McCabe index: 1
number of parameters: 2

id: 304
unit: def cmmmu_doc_to_visual()
file: lmms_eval/tasks/cmmmu/utils.py
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end line: 0
size: 6 LOC
McCabe index: 4
number of parameters: 1

id: 305
unit: def check_is_number()
file: lmms_eval/tasks/cmmmu/utils.py
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size: 6 LOC
McCabe index: 3
number of parameters: 1

id: 306
unit: def textvqa_aggreate_submissions()
file: lmms_eval/tasks/textvqa/utils.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 2

id: 307
unit: def refcoco_seg_doc_to_visual()
file: lmms_eval/tasks/refcocog/utils.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 308
unit: def pope_aggregate_accuracy()
file: lmms_eval/tasks/pope/utils.py
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end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 1

id: 309
unit: def llava_doc_to_text()
file: lmms_eval/tasks/llava-in-the-wild/utils.py
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end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 2

id: 310
unit: def refcoco_seg_doc_to_visual()
file: lmms_eval/tasks/refcoco/utils.py
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size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 311
unit: def mmbench_aggregate_dev_results_submission()
file: lmms_eval/tasks/mmbench/en_utils.py
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end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 2

id: 312
unit: def mmbench_aggregate_test_results()
file: lmms_eval/tasks/mmbench/en_utils.py
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end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 2

id: 313
unit: def build_choices()
file: lmms_eval/tasks/mmbench/mmbench_evals.py
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end line: 0
size: 6 LOC
McCabe index: 3
number of parameters: 2

id: 314
unit: def mmbench_aggregate_dev_results()
file: lmms_eval/tasks/mmbench/cn_utils.py
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end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 2

id: 315
unit: def mmbench_aggregate_test_results()
file: lmms_eval/tasks/mmbench/cn_utils.py
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end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 2

id: 316
unit: def mmbench_cn_cc_aggregate_results()
file: lmms_eval/tasks/mmbench/cc_utils.py
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end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 2

id: 317
unit: def refcoco_seg_doc_to_visual()
file: lmms_eval/tasks/refcoco+/utils.py
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end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 318
unit: def llava_doc_to_text()
file: lmms_eval/tasks/llava-bench-coco/utils.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 2

id: 319
unit: def mmmu_doc_to_visual()
file: lmms_eval/tasks/mmmu/utils.py
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end line: 0
size: 6 LOC
McCabe index: 4
number of parameters: 1

id: 320
unit: def check_is_number()
file: lmms_eval/tasks/mmmu/utils.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 3
number of parameters: 1

id: 321
unit: def multidocvqa_aggregate_results_anls()
file: lmms_eval/tasks/multidocvqa/utils.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 5
number of parameters: 1

id: 322
unit: def multidocvqa_aggregate_results_accuracy()
file: lmms_eval/tasks/multidocvqa/utils.py
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end line: 0
size: 6 LOC
McCabe index: 5
number of parameters: 1

id: 323
unit: def format()
file: lmms_eval/utils.py
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end line: 0
size: 6 LOC
McCabe index: 3
number of parameters: 2

id: 324
unit: def escaped_split()
file: lmms_eval/utils.py
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end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 3

id: 325
unit: def get_dtype()
file: lmms_eval/utils.py
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end line: 0
size: 6 LOC
McCabe index: 3
number of parameters: 2

id: 326
unit: def __init__()
file: lmms_eval/utils.py
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size: 6 LOC
McCabe index: 1
number of parameters: 0

id: 327
unit: def __init__()
file: lmms_eval/utils.py
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size: 6 LOC
McCabe index: 1
number of parameters: 0

id: 328
unit: def get_model()
file: lmms_eval/api/registry.py
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end line: 0
size: 5 LOC
McCabe index: 2
number of parameters: 1

id: 329
unit: def is_higher_better()
file: lmms_eval/api/registry.py
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end line: 0
size: 5 LOC
McCabe index: 2
number of parameters: 1

id: 330
unit: def matthews_corrcoef()
file: lmms_eval/api/metrics.py
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end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 1

id: 331
unit: def bleu()
file: lmms_eval/api/metrics.py
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end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 1

id: 332
unit: def chrf()
file: lmms_eval/api/metrics.py
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end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 1

id: 333
unit: def ter()
file: lmms_eval/api/metrics.py
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size: 5 LOC
McCabe index: 1
number of parameters: 1

id: 334
unit: def get_sampler()
file: lmms_eval/api/samplers.py
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end line: 0
size: 5 LOC
McCabe index: 2
number of parameters: 1

id: 335
unit: def has_training_docs()
file: lmms_eval/api/task.py
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end line: 0
size: 5 LOC
McCabe index: 2
number of parameters: 1

id: 336
unit: def has_validation_docs()
file: lmms_eval/api/task.py
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size: 5 LOC
McCabe index: 2
number of parameters: 1

id: 337
unit: def has_test_docs()
file: lmms_eval/api/task.py
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size: 5 LOC
McCabe index: 2
number of parameters: 1

id: 338
unit: def training_docs()
file: lmms_eval/api/task.py
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size: 5 LOC
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number of parameters: 1

id: 339
unit: def validation_docs()
file: lmms_eval/api/task.py
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size: 5 LOC
McCabe index: 3
number of parameters: 1

id: 340
unit: def test_docs()
file: lmms_eval/api/task.py
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size: 5 LOC
McCabe index: 3
number of parameters: 1

id: 341
unit: def __init__()
file: lmms_eval/api/model.py
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size: 5 LOC
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number of parameters: 1

id: 342
unit: def create_from_arg_string()
file: lmms_eval/api/model.py
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size: 5 LOC
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number of parameters: 3

id: 343
unit: def __init__()
file: lmms_eval/api/model.py
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size: 5 LOC
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number of parameters: 2

id: 344
unit: def add_partial()
file: lmms_eval/api/model.py
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size: 5 LOC
McCabe index: 2
number of parameters: 4

id: 345
unit: def print_results()
file: lmms_eval/__main__.py
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size: 5 LOC
McCabe index: 2
number of parameters: 2

id: 346
unit: def model()
file: lmms_eval/models/fuyu.py
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size: 5 LOC
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number of parameters: 1

id: 347
unit: def model()
file: lmms_eval/models/minicpm_v.py
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size: 5 LOC
McCabe index: 3
number of parameters: 1

id: 348
unit: def model()
file: lmms_eval/models/llava.py
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size: 5 LOC
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number of parameters: 1

id: 349
unit: def model()
file: lmms_eval/models/qwen_vl.py
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size: 5 LOC
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number of parameters: 1

id: 350
unit: def model()
file: lmms_eval/models/instructblip.py
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size: 5 LOC
McCabe index: 3
number of parameters: 1

id: 351
unit: def get_filter()
file: lmms_eval/filters/__init__.py
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size: 5 LOC
McCabe index: 2
number of parameters: 1

id: 352
unit: def remove_none_pattern()
file: lmms_eval/logging_utils.py
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size: 5 LOC
McCabe index: 2
number of parameters: 1

id: 353
unit: def get_wandb_printer()
file: lmms_eval/logging_utils.py
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size: 5 LOC
McCabe index: 1
number of parameters: 0

id: 354
unit: def nocaps_process_result()
file: lmms_eval/tasks/nocaps/utils.py
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size: 5 LOC
McCabe index: 2
number of parameters: 2

id: 355
unit: def docvqa_doc_to_text()
file: lmms_eval/tasks/docvqa/utils.py
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size: 5 LOC
McCabe index: 1
number of parameters: 2

id: 356
unit: def docvqa_test_aggregate_results()
file: lmms_eval/tasks/docvqa/utils.py
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size: 5 LOC
McCabe index: 1
number of parameters: 2

id: 357
unit: def gqa_doc_to_text()
file: lmms_eval/tasks/gqa/utils.py
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end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 2

id: 358
unit: def generate_submission_file()
file: lmms_eval/tasks/_task_utils/file_utils.py
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size: 5 LOC
McCabe index: 1
number of parameters: 3

id: 359
unit: def get_task_name_from_config()
file: lmms_eval/tasks/__init__.py
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size: 5 LOC
McCabe index: 2
number of parameters: 2

id: 360
unit: def get_task_name_from_object()
file: lmms_eval/tasks/__init__.py
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size: 5 LOC
McCabe index: 5
number of parameters: 1

id: 361
unit: def refcoco_process_result()
file: lmms_eval/tasks/refcocog/utils.py
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end line: 0
size: 5 LOC
McCabe index: 3
number of parameters: 2

id: 362
unit: def stvqa_doc_to_text()
file: lmms_eval/tasks/stvqa/utils.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 2

id: 363
unit: def stvqa_aggregate_submissions()
file: lmms_eval/tasks/stvqa/utils.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 2

id: 364
unit: def pope_aggregate_f1_score()
file: lmms_eval/tasks/pope/utils.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 2
number of parameters: 1

id: 365
unit: def image2byte()
file: lmms_eval/tasks/ocrbench/upload_ocrbench.py
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end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 1

id: 366
unit: def infovqa_doc_to_text()
file: lmms_eval/tasks/infovqa/utils.py
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end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 2

id: 367
unit: def infovqa_test_aggregate_results()
file: lmms_eval/tasks/infovqa/utils.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 2

id: 368
unit: def refcoco_process_result()
file: lmms_eval/tasks/refcoco/utils.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 3
number of parameters: 2

id: 369
unit: def test_process_results()
file: lmms_eval/tasks/iconqa/utils.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 2

id: 370
unit: def vqav2_process_results_test()
file: lmms_eval/tasks/vqav2/utils.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 2

id: 371
unit: def vqav2_process_results_val()
file: lmms_eval/tasks/vqav2/utils.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 2

id: 372
unit: def chartqa_doc_to_text()
file: lmms_eval/tasks/chartqa/utils.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 2

id: 373
unit: def __init__()
file: lmms_eval/tasks/mmbench/mmbench_evals.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 5

id: 374
unit: def refcoco_process_result()
file: lmms_eval/tasks/refcoco+/utils.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 3
number of parameters: 2

id: 375
unit: def flickr_process_result()
file: lmms_eval/tasks/flickr30k/utils.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 3
number of parameters: 2

id: 376
unit: def mmmu_test_aggregate_results_for_submission()
file: lmms_eval/tasks/mmmu/utils.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 2

id: 377
unit: def verify_extraction()
file: lmms_eval/tasks/mathvista/mathvista_evals.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 2
number of parameters: 2

id: 378
unit: def create_test_prompt()
file: lmms_eval/tasks/mathvista/mathvista_evals.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 4

id: 379
unit: def multidocvqa_doc_to_text()
file: lmms_eval/tasks/multidocvqa/utils.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 2

id: 380
unit: def multidocvqa_test_aggregate_results_for_submission()
file: lmms_eval/tasks/multidocvqa/utils.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 2

id: 381
unit: def group()
file: lmms_eval/utils.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 2
number of parameters: 2

id: 382
unit: def get_datetime_str()
file: lmms_eval/utils.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 1

id: 383
unit: def stop_sequences_criteria()
file: lmms_eval/utils.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 0

id: 384
unit: def anls()
file: lmms_eval/api/metrics.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 0

id: 385
unit: def fewshot_examples()
file: lmms_eval/api/task.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 3

id: 386
unit: def __init__()
file: lmms_eval/filters/extraction.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 3

id: 387
unit: def apply()
file: lmms_eval/filters/transformation.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 3
number of parameters: 3

id: 388
unit: def apply()
file: lmms_eval/filters/transformation.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 3
number of parameters: 3

id: 389
unit: def __init__()
file: lmms_eval/filters/transformation.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 3

id: 390
unit: def apply()
file: lmms_eval/filters/transformation.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 3
number of parameters: 3

id: 391
unit: def post_init()
file: lmms_eval/logging_utils.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 3

id: 392
unit: def sqa_doc_to_visual()
file: lmms_eval/tasks/scienceqa/utils.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 1

id: 393
unit: def sqa_doc_to_target()
file: lmms_eval/tasks/scienceqa/utils.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 1

id: 394
unit: def docvqa_test_process_results()
file: lmms_eval/tasks/docvqa/utils.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 395
unit: def hb_process_results()
file: lmms_eval/tasks/hallusion_bench/evaluate_hb.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 2

id: 396
unit: def word_tokenize()
file: lmms_eval/tasks/_task_utils/vqa_eval_metric.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 397
unit: def include_path()
file: lmms_eval/tasks/__init__.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 398
unit: def initialize_tasks()
file: lmms_eval/tasks/__init__.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 399
unit: def mmvet_doc_to_visual()
file: lmms_eval/tasks/mmvet/utils.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 1

id: 400
unit: def coco_test_process_result()
file: lmms_eval/tasks/coco_cap/utils.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 401
unit: def parse_choice_img()
file: lmms_eval/tasks/seedbench_2/utils.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 3
number of parameters: 2

id: 402
unit: def infovqa_test_process_results()
file: lmms_eval/tasks/infovqa/utils.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 403
unit: def parse_options()
file: lmms_eval/tasks/mmmu/utils.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 3
number of parameters: 1

id: 404
unit: def __init__()
file: lmms_eval/tasks/mathvista/mathvista_evals.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 4

id: 405
unit: def get_most_similar()
file: lmms_eval/tasks/mathvista/mathvista_evals.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 3

id: 406
unit: def textcaps_process_result()
file: lmms_eval/tasks/textcaps/utils.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 3
number of parameters: 2

id: 407
unit: def multidocvqa_process_results()
file: lmms_eval/tasks/multidocvqa/utils.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 408
unit: def __init__()
file: lmms_eval/tasks/multidocvqa/utils.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 409
unit: def _preprocess_str()
file: lmms_eval/tasks/multidocvqa/utils.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 2

id: 410
unit: def pad_and_concat()
file: lmms_eval/utils.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 0

id: 411
unit: def _reorder()
file: lmms_eval/utils.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 3
number of parameters: 5

id: 412
unit: def perplexity()
file: lmms_eval/api/metrics.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 413
unit: def pop_stddev()
file: lmms_eval/api/metrics.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 2
number of parameters: 1

id: 414
unit: def sample_stddev()
file: lmms_eval/api/metrics.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 2
number of parameters: 1

id: 415
unit: def weighted_mean()
file: lmms_eval/api/metrics.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 416
unit: def __init__()
file: lmms_eval/api/metrics.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 417
unit: def sample()
file: lmms_eval/api/samplers.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 418
unit: def doc_to_decontamination_query()
file: lmms_eval/api/task.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 419
unit: def hash_args()
file: lmms_eval/api/model.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 420
unit: def switch()
file: lmms_eval/models/model_utils/qwen/qwen_generate_utils.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 421
unit: def __init__()
file: lmms_eval/models/gpt4v.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 6
number of parameters: 2

id: 422
unit: def __init__()
file: lmms_eval/filters/selection.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 423
unit: def apply()
file: lmms_eval/filters/selection.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 424
unit: def hb_aggregation_result_qAcc_intern()
file: lmms_eval/tasks/hallusion_bench/evaluate_hb.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 425
unit: def hb_aggregation_result_fAcc_intern()
file: lmms_eval/tasks/hallusion_bench/evaluate_hb.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 426
unit: def hb_aggregation_result_aAcc_intern()
file: lmms_eval/tasks/hallusion_bench/evaluate_hb.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 427
unit: def seed_doc_to_text_mc()
file: lmms_eval/tasks/seedbench/utils.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 428
unit: def seed_doc_to_mc_target()
file: lmms_eval/tasks/seedbench/utils.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 429
unit: def cmmmu_process_test_results_for_submission()
file: lmms_eval/tasks/cmmmu/utils.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 430
unit: def stvqa_process_results()
file: lmms_eval/tasks/stvqa/utils.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 431
unit: def pope_doc_to_text()
file: lmms_eval/tasks/pope/utils.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 432
unit: def ocrbench_doc_to_text()
file: lmms_eval/tasks/ocrbench/utils.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 433
unit: def can_infer()
file: lmms_eval/tasks/mmbench/mmbench_evals.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 2
number of parameters: 3

id: 434
unit: def prefetch_answer()
file: lmms_eval/tasks/mmbench/mmbench_evals.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 435
unit: def flickr_test_process_result()
file: lmms_eval/tasks/flickr30k/utils.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 436
unit: def mmmu_doc_to_text()
file: lmms_eval/tasks/mmmu/utils.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 437
unit: def multidocvqa_process_test_results_for_submission()
file: lmms_eval/tasks/multidocvqa/utils.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 438
unit: def __init__()
file: lmms_eval/utils.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 4

id: 439
unit: def join_iters()
file: lmms_eval/utils.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 2
number of parameters: 1

id: 440
unit: def __iter__()
file: lmms_eval/utils.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 2
number of parameters: 1

id: 441
unit: def make_disjoint_window()
file: lmms_eval/utils.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 442
unit: def apply_template()
file: lmms_eval/utils.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 443
unit: def clear_torch_cache()
file: lmms_eval/utils.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 0

id: 444
unit: def apply()
file: lmms_eval/api/filter.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 445
unit: def __post_init__()
file: lmms_eval/api/instance.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 446
unit: def args()
file: lmms_eval/api/instance.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 2
number of parameters: 1

id: 447
unit: def mean()
file: lmms_eval/api/metrics.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 448
unit: def median()
file: lmms_eval/api/metrics.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 449
unit: def weighted_perplexity()
file: lmms_eval/api/metrics.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 450
unit: def bits_per_byte()
file: lmms_eval/api/metrics.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 451
unit: def acc_fn()
file: lmms_eval/api/metrics.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 452
unit: def acc_norm_fn()
file: lmms_eval/api/metrics.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 453
unit: def acc_mutual_info_fn()
file: lmms_eval/api/metrics.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 454
unit: def exact_match_fn()
file: lmms_eval/api/metrics.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 455
unit: def perplexity_fn()
file: lmms_eval/api/metrics.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 456
unit: def mean_stderr()
file: lmms_eval/api/metrics.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 457
unit: def mcc_fn()
file: lmms_eval/api/metrics.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 458
unit: def f1_fn()
file: lmms_eval/api/metrics.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 459
unit: def bleu_fn()
file: lmms_eval/api/metrics.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 460
unit: def chrf_fn()
file: lmms_eval/api/metrics.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 461
unit: def ter_fn()
file: lmms_eval/api/metrics.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 462
unit: def is_non_str_iterable()
file: lmms_eval/api/metrics.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 2
number of parameters: 1

id: 463
unit: def sample()
file: lmms_eval/api/samplers.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 464
unit: def sample()
file: lmms_eval/api/samplers.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 465
unit: def sample()
file: lmms_eval/api/samplers.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 466
unit: def __getitem__()
file: lmms_eval/api/task.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 467
unit: def __setitem__()
file: lmms_eval/api/task.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 468
unit: def config()
file: lmms_eval/api/task.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 469
unit: def has_training_docs()
file: lmms_eval/api/task.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 470
unit: def has_validation_docs()
file: lmms_eval/api/task.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 471
unit: def has_test_docs()
file: lmms_eval/api/task.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 472
unit: def training_docs()
file: lmms_eval/api/task.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 473
unit: def validation_docs()
file: lmms_eval/api/task.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 474
unit: def test_docs()
file: lmms_eval/api/task.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 475
unit: def _process_doc()
file: lmms_eval/api/task.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 476
unit: def instances()
file: lmms_eval/api/task.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 477
unit: def doc_to_text()
file: lmms_eval/api/task.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 478
unit: def doc_to_target()
file: lmms_eval/api/task.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 479
unit: def construct_requests()
file: lmms_eval/api/task.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 4

id: 480
unit: def process_results()
file: lmms_eval/api/task.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 481
unit: def aggregation()
file: lmms_eval/api/task.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 482
unit: def higher_is_better()
file: lmms_eval/api/task.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 483
unit: def count_bytes()
file: lmms_eval/api/task.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 484
unit: def dump_config()
file: lmms_eval/api/task.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 485
unit: def should_decontaminate()
file: lmms_eval/api/task.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 486
unit: def _process_doc()
file: lmms_eval/api/task.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 487
unit: def aggregation()
file: lmms_eval/api/task.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 488
unit: def higher_is_better()
file: lmms_eval/api/task.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 489
unit: def loglikelihood()
file: lmms_eval/api/model.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 490
unit: def generate_until()
file: lmms_eval/api/model.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 491
unit: def rank()
file: lmms_eval/api/model.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 492
unit: def world_size()
file: lmms_eval/api/model.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 493
unit: def set_cache_hook()
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id: 498
unit: def max_length()
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unit: def batch_size()
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unit: def tok_decode()
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unit: def _decode_chatml()
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unit: def tokenizer()
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unit: def eot_token_id()
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id: 509
unit: def max_length()
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id: 510
unit: def batch_size()
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id: 511
unit: def device()
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unit: def rank()
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unit: def world_size()
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id: 514
unit: def tok_decode()
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id: 515
unit: def loglikelihood()
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id: 516
unit: def loglikelihood()
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unit: def config()
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unit: def tokenizer()
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unit: def eot_token_id()
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id: 520
unit: def max_length()
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unit: def batch_size()
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unit: def device()
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unit: def rank()
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unit: def world_size()
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id: 525
unit: def tok_decode()
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id: 526
unit: def config()
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id: 527
unit: def tokenizer()
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id: 528
unit: def eot_token_id()
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id: 529
unit: def max_length()
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id: 530
unit: def batch_size()
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id: 531
unit: def device()
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unit: def rank()
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id: 533
unit: def world_size()
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id: 534
unit: def config()
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id: 535
unit: def tokenizer()
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id: 536
unit: def eot_token_id()
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id: 537
unit: def max_length()
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id: 538
unit: def batch_size()
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unit: def device()
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id: 540
unit: def rank()
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id: 541
unit: def world_size()
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id: 542
unit: def tok_decode()
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id: 543
unit: def loglikelihood()
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id: 544
unit: def __init__()
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unit: def apply()
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unit: def apply()
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unit: def __init__()
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unit: def __init__()
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unit: def __init__()
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id: 550
unit: def finish()
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id: 551
unit: def nocaps_doc_to_visual()
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id: 552
unit: def nocaps_doc_to_text()
file: lmms_eval/tasks/nocaps/utils.py
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size: 2 LOC
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id: 553
unit: def nocaps_bleu4()
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id: 554
unit: def nocaps_bleu3()
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size: 2 LOC
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id: 555
unit: def nocaps_bleu2()
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size: 2 LOC
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id: 556
unit: def nocaps_bleu1()
file: lmms_eval/tasks/nocaps/utils.py
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id: 557
unit: def nocaps_meteor()
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id: 558
unit: def nocaps_rougel()
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id: 559
unit: def nocaps_cider()
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size: 2 LOC
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id: 560
unit: def nocaps_spice()
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id: 561
unit: def nocaps_test_process_result()
file: lmms_eval/tasks/nocaps/utils.py
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id: 562
unit: def ai2d_doc_to_visual()
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size: 2 LOC
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id: 563
unit: def docvqa_doc_to_visual()
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size: 2 LOC
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id: 564
unit: def hb_doc_to_visual()
file: lmms_eval/tasks/hallusion_bench/evaluate_hb.py
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size: 2 LOC
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id: 565
unit: def hb_aggregation_result_qAcc()
file: lmms_eval/tasks/hallusion_bench/evaluate_hb.py
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id: 566
unit: def hb_aggregation_result_fAcc()
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id: 567
unit: def hb_aggregation_result_aAcc()
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id: 568
unit: def __init__()
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id: 569
unit: def vizwiz_vqa_doc_to_visual()
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size: 2 LOC
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number of parameters: 1

id: 570
unit: def ferret_doc_to_visual()
file: lmms_eval/tasks/ferret/utils.py
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size: 2 LOC
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id: 571
unit: def ferret_refer_desc_aggregation()
file: lmms_eval/tasks/ferret/utils.py
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size: 2 LOC
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id: 572
unit: def ferret_refer_reason_aggregation()
file: lmms_eval/tasks/ferret/utils.py
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size: 2 LOC
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id: 573
unit: def ferret_ground_conv_aggregation()
file: lmms_eval/tasks/ferret/utils.py
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size: 2 LOC
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id: 574
unit: def ferret_all_aggregation()
file: lmms_eval/tasks/ferret/utils.py
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size: 2 LOC
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id: 575
unit: def seed_doc_to_visual()
file: lmms_eval/tasks/seedbench/utils.py
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size: 2 LOC
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number of parameters: 1

id: 576
unit: def seed_doc_to_choice()
file: lmms_eval/tasks/seedbench/utils.py
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size: 2 LOC
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id: 577
unit: def cmmmu_doc_to_text()
file: lmms_eval/tasks/cmmmu/utils.py
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size: 2 LOC
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number of parameters: 1

id: 578
unit: def count_letters()
file: lmms_eval/tasks/cmmmu/utils.py
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size: 2 LOC
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number of parameters: 1

id: 579
unit: def coco_doc_to_visual()
file: lmms_eval/tasks/coco_cap/utils.py
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size: 2 LOC
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number of parameters: 1

id: 580
unit: def coco_doc_to_text()
file: lmms_eval/tasks/coco_cap/utils.py
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size: 2 LOC
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id: 581
unit: def coco_bleu4()
file: lmms_eval/tasks/coco_cap/utils.py
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size: 2 LOC
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number of parameters: 2

id: 582
unit: def coco_bleu3()
file: lmms_eval/tasks/coco_cap/utils.py
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size: 2 LOC
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number of parameters: 2

id: 583
unit: def coco_bleu2()
file: lmms_eval/tasks/coco_cap/utils.py
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size: 2 LOC
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number of parameters: 2

id: 584
unit: def coco_bleu1()
file: lmms_eval/tasks/coco_cap/utils.py
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size: 2 LOC
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number of parameters: 2

id: 585
unit: def coco_meteor()
file: lmms_eval/tasks/coco_cap/utils.py
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size: 2 LOC
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number of parameters: 2

id: 586
unit: def coco_rougel()
file: lmms_eval/tasks/coco_cap/utils.py
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size: 2 LOC
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number of parameters: 2

id: 587
unit: def coco_cider()
file: lmms_eval/tasks/coco_cap/utils.py
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size: 2 LOC
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number of parameters: 2

id: 588
unit: def coco_spice()
file: lmms_eval/tasks/coco_cap/utils.py
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size: 2 LOC
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number of parameters: 2

id: 589
unit: def textvqa_doc_to_visual()
file: lmms_eval/tasks/textvqa/utils.py
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size: 2 LOC
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number of parameters: 1

id: 590
unit: def refcoco_doc_to_text()
file: lmms_eval/tasks/refcocog/utils.py
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size: 2 LOC
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number of parameters: 1

id: 591
unit: def refcoco_bleu4()
file: lmms_eval/tasks/refcocog/utils.py
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size: 2 LOC
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number of parameters: 1

id: 592
unit: def refcoco_bleu3()
file: lmms_eval/tasks/refcocog/utils.py
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size: 2 LOC
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number of parameters: 1

id: 593
unit: def refcoco_bleu2()
file: lmms_eval/tasks/refcocog/utils.py
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size: 2 LOC
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number of parameters: 1

id: 594
unit: def refcoco_bleu1()
file: lmms_eval/tasks/refcocog/utils.py
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size: 2 LOC
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number of parameters: 1

id: 595
unit: def refcoco_meteor()
file: lmms_eval/tasks/refcocog/utils.py
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size: 2 LOC
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id: 596
unit: def refcoco_rougel()
file: lmms_eval/tasks/refcocog/utils.py
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size: 2 LOC
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id: 597
unit: def refcoco_cider()
file: lmms_eval/tasks/refcocog/utils.py
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size: 2 LOC
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number of parameters: 1

id: 598
unit: def refcoco_spice()
file: lmms_eval/tasks/refcocog/utils.py
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size: 2 LOC
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number of parameters: 1

id: 599
unit: def mme_doc_to_visual()
file: lmms_eval/tasks/mme/utils.py
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size: 2 LOC
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number of parameters: 1

id: 600
unit: def stvqa_doc_to_visual()
file: lmms_eval/tasks/stvqa/utils.py
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size: 2 LOC
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number of parameters: 1

id: 601
unit: def seed_doc_to_visual()
file: lmms_eval/tasks/seedbench_2/utils.py
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size: 2 LOC
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number of parameters: 1

id: 602
unit: def pope_doc_to_visual()
file: lmms_eval/tasks/pope/utils.py
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size: 2 LOC
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number of parameters: 1

id: 603
unit: def llava_doc_to_visual()
file: lmms_eval/tasks/llava-in-the-wild/utils.py
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size: 2 LOC
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number of parameters: 1

id: 604
unit: def llava_conv_aggregation()
file: lmms_eval/tasks/llava-in-the-wild/utils.py
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size: 2 LOC
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number of parameters: 1

id: 605
unit: def llava_complex_aggregation()
file: lmms_eval/tasks/llava-in-the-wild/utils.py
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size: 2 LOC
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number of parameters: 1

id: 606
unit: def llava_detail_aggregation()
file: lmms_eval/tasks/llava-in-the-wild/utils.py
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size: 2 LOC
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number of parameters: 1

id: 607
unit: def llava_all_aggregation()
file: lmms_eval/tasks/llava-in-the-wild/utils.py
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size: 2 LOC
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number of parameters: 1

id: 608
unit: def ocrbench_doc_to_visual()
file: lmms_eval/tasks/ocrbench/utils.py
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size: 2 LOC
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number of parameters: 1

id: 609
unit: def infovqa_doc_to_visual()
file: lmms_eval/tasks/infovqa/utils.py
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size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 610
unit: def refcoco_doc_to_text()
file: lmms_eval/tasks/refcoco/utils.py
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size: 2 LOC
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number of parameters: 1

id: 611
unit: def refcoco_bleu4()
file: lmms_eval/tasks/refcoco/utils.py
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size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 612
unit: def refcoco_bleu3()
file: lmms_eval/tasks/refcoco/utils.py
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size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 613
unit: def refcoco_bleu2()
file: lmms_eval/tasks/refcoco/utils.py
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size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 614
unit: def refcoco_bleu1()
file: lmms_eval/tasks/refcoco/utils.py
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size: 2 LOC
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number of parameters: 1

id: 615
unit: def refcoco_meteor()
file: lmms_eval/tasks/refcoco/utils.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 616
unit: def refcoco_rougel()
file: lmms_eval/tasks/refcoco/utils.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 617
unit: def refcoco_cider()
file: lmms_eval/tasks/refcoco/utils.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 618
unit: def refcoco_spice()
file: lmms_eval/tasks/refcoco/utils.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 619
unit: def vqav2_doc_to_visual()
file: lmms_eval/tasks/vqav2/utils.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 620
unit: def olympiadbench_doc_to_visual()
file: lmms_eval/tasks/olympiadbench/en_utils.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 2
number of parameters: 1

id: 621
unit: def is_interval()
file: lmms_eval/tasks/olympiadbench/olympiadbench_evals.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 3
number of parameters: 2

id: 622
unit: def sympy_sub_pi()
file: lmms_eval/tasks/olympiadbench/olympiadbench_evals.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 2
number of parameters: 2

id: 623
unit: def olympiadbench_doc_to_visual()
file: lmms_eval/tasks/olympiadbench/cn_utils.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 2
number of parameters: 1

id: 624
unit: def ok_vqa_doc_to_visual()
file: lmms_eval/tasks/ok_vqa/utils.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 625
unit: def chartqa_doc_to_visual()
file: lmms_eval/tasks/chartqa/utils.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 626
unit: def mmbench_doc_to_visual()
file: lmms_eval/tasks/mmbench/en_utils.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 627
unit: def mmbench_doc_to_visual()
file: lmms_eval/tasks/mmbench/cn_utils.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 628
unit: def mmbench_doc_to_visual()
file: lmms_eval/tasks/mmbench/cc_utils.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 629
unit: def refcoco_doc_to_text()
file: lmms_eval/tasks/refcoco+/utils.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 630
unit: def refcoco_bleu4()
file: lmms_eval/tasks/refcoco+/utils.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 631
unit: def refcoco_bleu3()
file: lmms_eval/tasks/refcoco+/utils.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 632
unit: def refcoco_bleu2()
file: lmms_eval/tasks/refcoco+/utils.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 633
unit: def refcoco_bleu1()
file: lmms_eval/tasks/refcoco+/utils.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 634
unit: def refcoco_meteor()
file: lmms_eval/tasks/refcoco+/utils.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 635
unit: def refcoco_rougel()
file: lmms_eval/tasks/refcoco+/utils.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 636
unit: def refcoco_cider()
file: lmms_eval/tasks/refcoco+/utils.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 637
unit: def refcoco_spice()
file: lmms_eval/tasks/refcoco+/utils.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 638
unit: def flickr_doc_to_visual()
file: lmms_eval/tasks/flickr30k/utils.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 639
unit: def flickr_doc_to_text()
file: lmms_eval/tasks/flickr30k/utils.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 640
unit: def flickr_bleu4()
file: lmms_eval/tasks/flickr30k/utils.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 641
unit: def flickr_bleu3()
file: lmms_eval/tasks/flickr30k/utils.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 642
unit: def flickr_bleu2()
file: lmms_eval/tasks/flickr30k/utils.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 643
unit: def flickr_bleu1()
file: lmms_eval/tasks/flickr30k/utils.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 644
unit: def flickr_meteor()
file: lmms_eval/tasks/flickr30k/utils.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 645
unit: def flickr_rougel()
file: lmms_eval/tasks/flickr30k/utils.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 646
unit: def flickr_cider()
file: lmms_eval/tasks/flickr30k/utils.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 647
unit: def flickr_spice()
file: lmms_eval/tasks/flickr30k/utils.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 648
unit: def llava_doc_to_visual()
file: lmms_eval/tasks/llava-bench-coco/utils.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 649
unit: def llava_conv_aggregation()
file: lmms_eval/tasks/llava-bench-coco/utils.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 650
unit: def llava_complex_aggregation()
file: lmms_eval/tasks/llava-bench-coco/utils.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 651
unit: def llava_detail_aggregation()
file: lmms_eval/tasks/llava-bench-coco/utils.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 652
unit: def llava_all_aggregation()
file: lmms_eval/tasks/llava-bench-coco/utils.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 653
unit: def mathvista_doc_to_visual()
file: lmms_eval/tasks/mathvista/utils.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 654
unit: def textcaps_doc_to_visual()
file: lmms_eval/tasks/textcaps/utils.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 655
unit: def textcaps_doc_to_text()
file: lmms_eval/tasks/textcaps/utils.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 656
unit: def textcaps_bleu4()
file: lmms_eval/tasks/textcaps/utils.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 657
unit: def textcaps_bleu3()
file: lmms_eval/tasks/textcaps/utils.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 658
unit: def textcaps_bleu2()
file: lmms_eval/tasks/textcaps/utils.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 659
unit: def textcaps_bleu1()
file: lmms_eval/tasks/textcaps/utils.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 660
unit: def textcaps_meteor()
file: lmms_eval/tasks/textcaps/utils.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 661
unit: def textcaps_rougel()
file: lmms_eval/tasks/textcaps/utils.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 662
unit: def textcaps_cider()
file: lmms_eval/tasks/textcaps/utils.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 663
unit: def textcaps_spice()
file: lmms_eval/tasks/textcaps/utils.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 664
unit: def textcaps_test_process_result()
file: lmms_eval/tasks/textcaps/utils.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 665
unit: def multidocvqa_doc_to_visual()
file: lmms_eval/tasks/multidocvqa/utils.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 3
number of parameters: 1

id: 666
unit: def __init__()
file: lmms_eval/utils.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 667
unit: def get_reordered()
file: lmms_eval/utils.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 2
number of parameters: 1

id: 668
unit: def regex_replace()
file: lmms_eval/utils.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 4

id: 669
unit: def create_iterator()
file: lmms_eval/utils.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 4

id: 670
unit: def group_by_index()
file: lmms_eval/utils.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 671
unit: def __len__()
file: lmms_eval/utils.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 672
unit: def __init__()
file: lmms_eval/api/filter.py
start line: 0
end line: 0
size: 1 LOC
McCabe index: 1
number of parameters: 3

id: 673
unit: def __init__()
file: lmms_eval/filters/selection.py
start line: 0
end line: 0
size: 1 LOC
McCabe index: 1
number of parameters: 1

id: 674
unit: def __init__()
file: lmms_eval/filters/selection.py
start line: 0
end line: 0
size: 1 LOC
McCabe index: 1
number of parameters: 1