id: 1 unit: def train() file: train.py start line: 0 end line: 0 size: 236 LOC McCabe index: 33 number of parameters: 2 id: 2 unit: def parse_eval_args() file: evaluation.py start line: 0 end line: 0 size: 187 LOC McCabe index: 2 number of parameters: 0 id: 3 unit: def cli_evaluate_single() file: evaluation.py start line: 0 end line: 0 size: 142 LOC McCabe index: 49 number of parameters: 2 id: 4 unit: def measure_vram() file: eval/measure_vram.py start line: 0 end line: 0 size: 117 LOC McCabe index: 33 number of parameters: 3 id: 5 unit: def cli_evaluate() file: evaluation.py start line: 0 end line: 0 size: 80 LOC McCabe index: 32 number of parameters: 2 id: 6 unit: def from_pretrained() file: models/language_model.py start line: 0 end line: 0 size: 79 LOC McCabe index: 24 number of parameters: 2 id: 7 unit: def from_pretrained() file: models/vision_transformer.py start line: 0 end line: 0 size: 64 LOC McCabe index: 10 number of parameters: 2 id: 8 unit: def generate() file: 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McCabe index: 6 number of parameters: 0 id: 16 unit: def forward() file: models/vision_transformer.py start line: 0 end line: 0 size: 23 LOC McCabe index: 5 number of parameters: 2 id: 17 unit: def _prepare_inputs_and_loss_mask() file: data/datasets.py start line: 0 end line: 0 size: 20 LOC McCabe index: 4 number of parameters: 2 id: 18 unit: def parse_args() file: generate.py start line: 0 end line: 0 size: 20 LOC McCabe index: 1 number of parameters: 0 id: 19 unit: def _int_or_none_list_arg_type() file: evaluation.py start line: 0 end line: 0 size: 20 LOC McCabe index: 11 number of parameters: 6 id: 20 unit: def __getitem__() file: data/datasets.py start line: 0 end line: 0 size: 19 LOC McCabe index: 1 number of parameters: 2 id: 21 unit: def _prepare_visual_input() file: eval/lmms_eval_wrapper.py start line: 0 end line: 0 size: 19 LOC McCabe index: 12 number of parameters: 2 id: 22 unit: def __init__() file: models/language_model.py start line: 0 end line: 0 size: 19 LOC McCabe index: 3 number of parameters: 2 id: 23 unit: def __init__() file: models/vision_transformer.py start line: 0 end line: 0 size: 19 LOC McCabe index: 2 number of parameters: 2 id: 24 unit: def synchronized_dataloader_step() file: data/data_utils.py start line: 0 end line: 0 size: 18 LOC McCabe index: 6 number of parameters: 2 id: 25 unit: def main() file: eval/measure_vram.py start line: 0 end line: 0 size: 16 LOC McCabe index: 4 number of parameters: 0 id: 26 unit: def check_multiple_choice_with_regex() file: models/utils.py start line: 0 end line: 0 size: 16 LOC McCabe index: 7 number of parameters: 2 id: 27 unit: def __getitem__() file: data/datasets.py start line: 0 end line: 0 size: 15 LOC McCabe index: 2 number of parameters: 2 id: 28 unit: def prepare_batch() file: data/collators.py start line: 0 end line: 0 size: 15 LOC McCabe index: 6 number of parameters: 3 id: 29 unit: def forward() file: models/language_model.py start line: 0 end line: 0 size: 15 LOC McCabe index: 5 number of parameters: 2 id: 30 unit: def __init__() file: models/language_model.py start line: 0 end line: 0 size: 15 LOC McCabe index: 3 number of parameters: 2 id: 31 unit: def push_to_hub() file: models/vision_language_model.py start line: 0 end line: 0 size: 15 LOC McCabe index: 1 number of parameters: 3 id: 32 unit: def forward() file: models/language_model.py start line: 0 end line: 0 size: 14 LOC McCabe index: 9 number of parameters: 5 id: 33 unit: def forward() file: models/vision_language_model.py start line: 0 end line: 0 size: 14 LOC McCabe index: 8 number of parameters: 5 id: 34 unit: def __init__() file: models/vision_transformer.py start line: 0 end line: 0 size: 14 LOC McCabe index: 4 number of parameters: 2 id: 35 unit: def top_k_top_p_filtering() file: models/utils.py start line: 0 end line: 0 size: 13 LOC McCabe index: 3 number of parameters: 4 id: 36 unit: def __init__() file: models/vision_language_model.py start line: 0 end line: 0 size: 13 LOC McCabe index: 2 number of parameters: 3 id: 37 unit: def pixel_shuffle() file: models/modality_projector.py start line: 0 end line: 0 size: 13 LOC McCabe index: 2 number of parameters: 2 id: 38 unit: def _init_weights() file: models/vision_transformer.py start line: 0 end line: 0 size: 12 LOC McCabe index: 6 number of parameters: 2 id: 39 unit: def get_run_name() file: train.py start line: 0 end line: 0 size: 11 LOC McCabe index: 2 number of parameters: 2 id: 40 unit: def get_lr() file: train.py start line: 0 end line: 0 size: 11 LOC McCabe index: 6 number of parameters: 3 id: 41 unit: def _process_images() file: data/datasets.py start line: 0 end line: 0 size: 11 LOC McCabe index: 4 number of parameters: 2 id: 42 unit: def get_tokenizer() file: data/processors.py start line: 0 end line: 0 size: 11 LOC McCabe index: 4 number of parameters: 3 id: 43 unit: def benchmark_vlm() file: eval/benchmark_suite.py start line: 0 end line: 0 size: 11 LOC McCabe index: 1 number of parameters: 0 id: 44 unit: def _discard_samples_that_are_too_long() file: data/collators.py start line: 0 end line: 0 size: 10 LOC McCabe index: 4 number of parameters: 3 id: 45 unit: def __init__() file: data/advanced_datasets.py start line: 0 end line: 0 size: 10 LOC McCabe index: 1 number of parameters: 0 id: 46 unit: def _pack_one_group() file: data/advanced_datasets.py start line: 0 end line: 0 size: 10 LOC McCabe index: 3 number of parameters: 4 id: 47 unit: def __init__() file: models/language_model.py start line: 0 end line: 0 size: 10 LOC McCabe index: 2 number of parameters: 2 id: 48 unit: def forward() file: models/language_model.py start line: 0 end line: 0 size: 10 LOC McCabe index: 1 number of parameters: 6 id: 49 unit: def forward() file: models/vision_transformer.py start line: 0 end line: 0 size: 10 LOC McCabe index: 3 number of parameters: 2 id: 50 unit: def _init_weights() file: models/language_model.py start line: 0 end line: 0 size: 9 LOC McCabe index: 5 number of parameters: 2 id: 51 unit: def forward() file: models/vision_transformer.py start line: 0 end line: 0 size: 9 LOC McCabe index: 3 number of parameters: 2 id: 52 unit: def __init__() file: models/vision_transformer.py start line: 0 end line: 0 size: 9 LOC McCabe index: 2 number of parameters: 2 id: 53 unit: def _get_messages() file: data/datasets.py start line: 0 end line: 0 size: 8 LOC McCabe index: 3 number of parameters: 3 id: 54 unit: def __init__() file: models/language_model.py start line: 0 end line: 0 size: 8 LOC McCabe index: 1 number of parameters: 2 id: 55 unit: def __init__() file: models/modality_projector.py start line: 0 end line: 0 size: 8 LOC McCabe index: 1 number of parameters: 2 id: 56 unit: def check_argument_types() file: evaluation.py start line: 0 end line: 0 size: 7 LOC McCabe index: 5 number of parameters: 1 id: 57 unit: def _handle_non_serializable() file: evaluation.py start line: 0 end line: 0 size: 7 LOC McCabe index: 4 number of parameters: 1 id: 58 unit: def __init__() file: data/datasets.py start line: 0 end line: 0 size: 6 LOC McCabe index: 1 number of parameters: 5 id: 59 unit: def __init__() file: eval/lmms_eval_wrapper.py start line: 0 end line: 0 size: 6 LOC McCabe index: 1 number of parameters: 0 id: 60 unit: def flatten() file: eval/lmms_eval_wrapper.py start line: 0 end line: 0 size: 6 LOC McCabe index: 3 number of parameters: 2 id: 61 unit: def apply_rotary_pos_embd() file: models/language_model.py start line: 0 end line: 0 size: 6 LOC McCabe index: 3 number of parameters: 5 id: 62 unit: def __init__() file: models/language_model.py start line: 0 end line: 0 size: 6 LOC McCabe index: 1 number of parameters: 2 id: 63 unit: def __init__() file: models/vision_transformer.py start line: 0 end line: 0 size: 6 LOC McCabe index: 1 number of parameters: 2 id: 64 unit: def forward() file: models/vision_transformer.py start line: 0 end line: 0 size: 6 LOC McCabe index: 1 number of parameters: 2 id: 65 unit: def __init__() file: models/vision_transformer.py start line: 0 end line: 0 size: 6 LOC McCabe index: 1 number of parameters: 2 id: 66 unit: def _get_prefix_len() file: data/datasets.py start line: 0 end line: 0 size: 5 LOC McCabe index: 1 number of parameters: 1 id: 67 unit: def _get_labels() file: data/datasets.py start line: 0 end line: 0 size: 5 LOC McCabe index: 2 number of parameters: 3 id: 68 unit: def get_image_processor() file: data/processors.py start line: 0 end line: 0 size: 5 LOC McCabe index: 1 number of parameters: 1 id: 69 unit: def forward() file: models/language_model.py start line: 0 end line: 0 size: 5 LOC McCabe index: 1 number of parameters: 2 id: 70 unit: def _replace_img_tokens_with_embd() file: models/vision_language_model.py start line: 0 end line: 0 size: 5 LOC McCabe index: 1 number of parameters: 4 id: 71 unit: def save_pretrained() file: models/vision_language_model.py start line: 0 end line: 0 size: 5 LOC McCabe index: 2 number of parameters: 2 id: 72 unit: def _init_weights() file: models/modality_projector.py start line: 0 end line: 0 size: 5 LOC McCabe index: 3 number of parameters: 2 id: 73 unit: def print_results() file: evaluation.py start line: 0 end line: 0 size: 5 LOC McCabe index: 2 number of parameters: 2 id: 74 unit: def seed_worker() file: train.py start line: 0 end line: 0 size: 4 LOC McCabe index: 1 number of parameters: 1 id: 75 unit: def dist_gather() file: train.py start line: 0 end line: 0 size: 4 LOC McCabe index: 2 number of parameters: 1 id: 76 unit: def _pad_batch() file: data/collators.py start line: 0 end line: 0 size: 4 LOC McCabe index: 4 number of parameters: 3 id: 77 unit: def _pad_batch() file: data/collators.py start line: 0 end line: 0 size: 4 LOC McCabe index: 5 number of parameters: 3 id: 78 unit: def __len__() file: data/advanced_datasets.py start line: 0 end line: 0 size: 4 LOC McCabe index: 1 number of parameters: 1 id: 79 unit: def _producer() file: data/advanced_datasets.py start line: 0 end line: 0 size: 4 LOC McCabe index: 1 number of parameters: 3 id: 80 unit: def __init__() file: models/language_model.py start line: 0 end line: 0 size: 4 LOC McCabe index: 1 number of parameters: 2 id: 81 unit: def forward() file: models/language_model.py start line: 0 end line: 0 size: 4 LOC McCabe index: 1 number of parameters: 2 id: 82 unit: def forward() file: models/vision_transformer.py start line: 0 end line: 0 size: 4 LOC McCabe index: 1 number of parameters: 2 id: 83 unit: def forward() file: models/modality_projector.py start line: 0 end line: 0 size: 4 LOC McCabe index: 1 number of parameters: 2 id: 84 unit: def init_dist() file: train.py start line: 0 end line: 0 size: 3 LOC McCabe index: 1 number of parameters: 0 id: 85 unit: def _get_labels() file: data/datasets.py start line: 0 end line: 0 size: 3 LOC McCabe index: 1 number of parameters: 3 id: 86 unit: def __init__() file: data/collators.py start line: 0 end line: 0 size: 3 LOC McCabe index: 1 number of parameters: 3 id: 87 unit: def __call__() file: data/collators.py start line: 0 end line: 0 size: 3 LOC McCabe index: 1 number of parameters: 2 id: 88 unit: def __call__() file: data/collators.py start line: 0 end line: 0 size: 3 LOC McCabe index: 1 number of parameters: 2 id: 89 unit: def rotate_half() file: models/language_model.py start line: 0 end line: 0 size: 3 LOC McCabe index: 1 number of parameters: 1 id: 90 unit: def destroy_dist() file: train.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 0 id: 91 unit: def is_dist() file: train.py start line: 0 end line: 0 size: 2 LOC McCabe index: 2 number of parameters: 0 id: 92 unit: def is_master() file: train.py start line: 0 end line: 0 size: 2 LOC McCabe index: 2 number of parameters: 0 id: 93 unit: def get_world_size() file: train.py start line: 0 end line: 0 size: 2 LOC McCabe index: 2 number of parameters: 0 id: 94 unit: def get_rank() file: train.py start line: 0 end line: 0 size: 2 LOC McCabe index: 2 number of parameters: 0 id: 95 unit: def wrap_model() file: train.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 1 id: 96 unit: def __len__() file: data/datasets.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 1 id: 97 unit: def __init__() file: data/collators.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 2 id: 98 unit: def _balanced_greedy_knapsack() file: data/advanced_datasets.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 0 id: 99 unit: def generate_tokens() file: eval/benchmark-inference.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 2 id: 100 unit: def loglikelihood() file: eval/lmms_eval_wrapper.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 2 id: 101 unit: def generate_until_multi_round() file: eval/lmms_eval_wrapper.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 2 id: 102 unit: def max_length() file: eval/lmms_eval_wrapper.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 1 id: 103 unit: def batch_size_per_gpu() file: eval/lmms_eval_wrapper.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 1 id: 104 unit: def from_pretrained() file: models/vision_language_model.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 0