id: 1 unit: def main() file: src/open-r1-multimodal/src/open_r1/sft.py start line: 0 end line: 0 size: 108 LOC McCabe index: 22 number of parameters: 3 id: 2 unit: def compute_loss() file: src/open-r1-multimodal/src/open_r1/trainer/grpo_trainer.py start line: 0 end line: 0 size: 103 LOC McCabe index: 38 number of parameters: 5 id: 3 unit: def __getitem__() file: src/open-r1-multimodal/src/open_r1/grpo_rec.py start line: 0 end line: 0 size: 56 LOC McCabe index: 10 number of parameters: 2 id: 4 unit: def __init__() file: src/open-r1-multimodal/src/open_r1/grpo_rec.py start line: 0 end line: 0 size: 49 LOC McCabe index: 18 number of parameters: 3 id: 5 unit: def main() file: src/open-r1-multimodal/src/open_r1/grpo.py start line: 0 end line: 0 size: 48 LOC McCabe index: 8 number of parameters: 3 id: 6 unit: def gpt4o_query() file: src/open-r1-multimodal/local_scripts/create_vision_cot_data.py start line: 0 end line: 0 size: 43 LOC McCabe index: 6 number of parameters: 4 id: 7 unit: def __init__() file: src/open-r1-multimodal/src/open_r1/sft.py start line: 0 end line: 0 size: 39 LOC McCabe index: 14 number of parameters: 3 id: 8 unit: def iou_reward() file: src/open-r1-multimodal/src/open_r1/grpo_rec.py start line: 0 end line: 0 size: 38 LOC McCabe index: 11 number of parameters: 3 id: 9 unit: def main() file: src/open-r1-multimodal/src/open_r1/grpo_rec.py start line: 0 end line: 0 size: 35 LOC McCabe index: 5 number of parameters: 3 id: 10 unit: def custom_forward() file: src/open-r1-multimodal/src/open_r1/grpo_rec.py start line: 0 end line: 0 size: 32 LOC McCabe index: 2 number of parameters: 6 id: 11 unit: def accuracy_reward() file: src/open-r1-multimodal/src/open_r1/grpo.py start line: 0 end line: 0 size: 30 LOC McCabe index: 15 number of parameters: 3 id: 12 unit: def process_raw_data() file: src/open-r1-multimodal/local_scripts/prepare_hf_data.py start line: 0 end line: 0 size: 24 LOC McCabe index: 5 number of parameters: 1 id: 13 unit: def push_to_hub_revision() file: src/open-r1-multimodal/src/open_r1/utils/hub.py start line: 0 end line: 0 size: 23 LOC McCabe index: 2 number of parameters: 2 id: 14 unit: def get_param_count_from_repo_id() file: src/open-r1-multimodal/src/open_r1/utils/hub.py start line: 0 end line: 0 size: 22 LOC McCabe index: 9 number of parameters: 1 id: 15 unit: def __getitem__() file: src/open-r1-multimodal/src/open_r1/sft.py start line: 0 end line: 0 size: 22 LOC McCabe index: 1 number of parameters: 2 id: 16 unit: def collate_fn() file: src/open-r1-multimodal/src/open_r1/sft.py start line: 0 end line: 0 size: 21 LOC McCabe index: 3 number of parameters: 1 id: 17 unit: def __init__() file: src/open-r1-multimodal/src/open_r1/trainer/vllm_grpo_trainer.py start line: 0 end line: 0 size: 21 LOC McCabe index: 1 number of parameters: 20 id: 18 unit: def on_save() file: src/open-r1-multimodal/src/open_r1/utils/callbacks.py start line: 0 end line: 0 size: 18 LOC McCabe index: 5 number of parameters: 5 id: 19 unit: def __init__() file: src/open-r1-multimodal/src/open_r1/trainer/grpo_trainer.py start line: 0 end line: 0 size: 18 LOC McCabe index: 1 number of parameters: 22 id: 20 unit: def get_image_data_url() file: src/open-r1-multimodal/local_scripts/create_vision_cot_data.py start line: 0 end line: 0 size: 16 LOC McCabe index: 8 number of parameters: 1 id: 21 unit: def len_reward() file: src/open-r1-multimodal/src/open_r1/grpo_rec.py start line: 0 end line: 0 size: 15 LOC McCabe index: 9 number of parameters: 5 id: 22 unit: def extract_problem_solution() file: src/open-r1-multimodal/local_scripts/prepare_hf_data.py start line: 0 end line: 0 size: 14 LOC McCabe index: 6 number of parameters: 1 id: 23 unit: def accuracy_reward() file: src/open-r1-multimodal/src/open_r1/grpo_rec.py start line: 0 end line: 0 size: 14 LOC McCabe index: 5 number of parameters: 3 id: 24 unit: def process_single_item() file: src/open-r1-multimodal/local_scripts/create_vision_cot_data.py start line: 0 end line: 0 size: 13 LOC McCabe index: 2 number of parameters: 1 id: 25 unit: def check_hub_revision_exists() file: src/open-r1-multimodal/src/open_r1/utils/hub.py start line: 0 end line: 0 size: 13 LOC McCabe index: 8 number of parameters: 1 id: 26 unit: def main() file: src/open-r1-multimodal/local_scripts/create_vision_cot_data.py start line: 0 end line: 0 size: 12 LOC McCabe index: 1 number of parameters: 0 id: 27 unit: def run_benchmark_jobs() file: src/open-r1-multimodal/src/open_r1/utils/evaluation.py start line: 0 end line: 0 size: 10 LOC McCabe index: 6 number of parameters: 3 id: 28 unit: def __iter__() file: src/open-r1-multimodal/src/open_r1/grpo_rec.py start line: 0 end line: 0 size: 10 LOC McCabe index: 3 number of parameters: 1 id: 29 unit: def log() file: src/open-r1-multimodal/src/open_r1/trainer/vllm_grpo_trainer.py start line: 0 end line: 0 size: 10 LOC McCabe index: 6 number of parameters: 4 id: 30 unit: def get_train_dataloader() file: src/open-r1-multimodal/src/open_r1/trainer/grpo_trainer.py start line: 0 end line: 0 size: 10 LOC McCabe index: 2 number of parameters: 1 id: 31 unit: def _get_per_token_logps() file: src/open-r1-multimodal/src/open_r1/trainer/grpo_trainer.py start line: 0 end line: 0 size: 10 LOC McCabe index: 4 number of parameters: 6 id: 32 unit: def has_valid_image_size() file: src/open-r1-multimodal/local_scripts/prepare_hf_data.py start line: 0 end line: 0 size: 8 LOC McCabe index: 10 number of parameters: 1 id: 33 unit: def build_distilabel_pipeline() file: src/open-r1-multimodal/src/open_r1/generate.py start line: 0 end line: 0 size: 8 LOC McCabe index: 1 number of parameters: 0 id: 34 unit: def _get_per_token_logps() file: src/open-r1-multimodal/src/open_r1/trainer/vllm_grpo_trainer.py start line: 0 end line: 0 size: 8 LOC McCabe index: 1 number of parameters: 0 id: 35 unit: def log() file: src/open-r1-multimodal/src/open_r1/trainer/grpo_trainer.py start line: 0 end line: 0 size: 8 LOC McCabe index: 3 number of parameters: 4 id: 36 unit: def load_image_from_path() file: src/open-r1-multimodal/local_scripts/prepare_hf_data.py start line: 0 end line: 0 size: 7 LOC McCabe index: 2 number of parameters: 1 id: 37 unit: def prompt_fn() file: src/open-r1-multimodal/src/open_r1/evaluate.py start line: 0 end line: 0 size: 7 LOC McCabe index: 1 number of parameters: 2 id: 38 unit: def get_gpu_count_for_vllm() file: src/open-r1-multimodal/src/open_r1/utils/hub.py start line: 0 end line: 0 size: 7 LOC McCabe index: 4 number of parameters: 3 id: 39 unit: def get_callbacks() file: src/open-r1-multimodal/src/open_r1/utils/callbacks.py start line: 0 end line: 0 size: 7 LOC McCabe index: 3 number of parameters: 2 id: 40 unit: def bleu() file: src/open-r1-multimodal/src/open_r1/grpo_rec.py start line: 0 end line: 0 size: 7 LOC McCabe index: 1 number of parameters: 2 id: 41 unit: def __iter__() file: src/open-r1-multimodal/src/open_r1/trainer/vllm_grpo_trainer.py start line: 0 end line: 0 size: 7 LOC McCabe index: 3 number of parameters: 1 id: 42 unit: def is_slurm_available() file: src/open-r1-multimodal/src/open_r1/utils/callbacks.py start line: 0 end line: 0 size: 6 LOC McCabe index: 3 number of parameters: 0 id: 43 unit: def format_reward() file: src/open-r1-multimodal/src/open_r1/grpo_rec.py start line: 0 end line: 0 size: 5 LOC McCabe index: 5 number of parameters: 2 id: 44 unit: def format_reward() file: src/open-r1-multimodal/src/open_r1/grpo.py start line: 0 end line: 0 size: 5 LOC McCabe index: 5 number of parameters: 2 id: 45 unit: def create_model_card() file: src/open-r1-multimodal/src/open_r1/trainer/grpo_trainer.py start line: 0 end line: 0 size: 5 LOC McCabe index: 1 number of parameters: 0 id: 46 unit: def has_answer_pattern() file: src/open-r1-multimodal/local_scripts/prepare_hf_data.py start line: 0 end line: 0 size: 4 LOC McCabe index: 2 number of parameters: 1 id: 47 unit: def __init__() file: src/open-r1-multimodal/src/open_r1/grpo_rec.py start line: 0 end line: 0 size: 4 LOC McCabe index: 1 number of parameters: 4 id: 48 unit: def rouge() file: src/open-r1-multimodal/src/open_r1/grpo_rec.py start line: 0 end line: 0 size: 4 LOC McCabe index: 1 number of parameters: 2 id: 49 unit: def rougeL() file: src/open-r1-multimodal/src/open_r1/grpo_rec.py start line: 0 end line: 0 size: 4 LOC McCabe index: 1 number of parameters: 2 id: 50 unit: def edit_similarity_score() file: src/open-r1-multimodal/src/open_r1/grpo_rec.py start line: 0 end line: 0 size: 4 LOC McCabe index: 2 number of parameters: 2 id: 51 unit: def __init__() file: src/open-r1-multimodal/src/open_r1/trainer/vllm_grpo_trainer.py start line: 0 end line: 0 size: 4 LOC McCabe index: 1 number of parameters: 3 id: 52 unit: def has_empty_tags() file: src/open-r1-multimodal/local_scripts/prepare_hf_data.py start line: 0 end line: 0 size: 3 LOC McCabe index: 1 number of parameters: 1 id: 53 unit: def __init__() file: src/open-r1-multimodal/src/open_r1/utils/callbacks.py start line: 0 end line: 0 size: 3 LOC McCabe index: 2 number of parameters: 2 id: 54 unit: def __len__() file: src/open-r1-multimodal/src/open_r1/grpo_rec.py start line: 0 end line: 0 size: 3 LOC McCabe index: 1 number of parameters: 1 id: 55 unit: def _set_signature_columns_if_needed() file: src/open-r1-multimodal/src/open_r1/trainer/vllm_grpo_trainer.py start line: 0 end line: 0 size: 3 LOC McCabe index: 2 number of parameters: 1 id: 56 unit: def _set_signature_columns_if_needed() file: src/open-r1-multimodal/src/open_r1/trainer/grpo_trainer.py start line: 0 end line: 0 size: 3 LOC McCabe index: 2 number of parameters: 1 id: 57 unit: def register_lighteval_task() file: src/open-r1-multimodal/src/open_r1/utils/evaluation.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 0 id: 58 unit: def get_lighteval_tasks() file: src/open-r1-multimodal/src/open_r1/utils/evaluation.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 0 id: 59 unit: def run_lighteval_job() file: src/open-r1-multimodal/src/open_r1/utils/evaluation.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 0 id: 60 unit: def __init__() file: src/open-r1-multimodal/src/open_r1/utils/callbacks.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 2 id: 61 unit: def get_indices() file: src/open-r1-multimodal/src/open_r1/grpo_rec.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 1 id: 62 unit: def __len__() file: src/open-r1-multimodal/src/open_r1/grpo_rec.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 1 id: 63 unit: def collate_fn() file: src/open-r1-multimodal/src/open_r1/grpo_rec.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 1 id: 64 unit: def __len__() file: src/open-r1-multimodal/src/open_r1/sft.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 1 id: 65 unit: def __len__() file: src/open-r1-multimodal/src/open_r1/trainer/vllm_grpo_trainer.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 1 id: 66 unit: def data_collator() file: src/open-r1-multimodal/src/open_r1/trainer/vllm_grpo_trainer.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 1 id: 67 unit: def _get_train_sampler() file: src/open-r1-multimodal/src/open_r1/trainer/vllm_grpo_trainer.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 1 id: 68 unit: def _prepare_inputs() file: src/open-r1-multimodal/src/open_r1/trainer/vllm_grpo_trainer.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 0 id: 69 unit: def compute_loss() file: src/open-r1-multimodal/src/open_r1/trainer/vllm_grpo_trainer.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 0 id: 70 unit: def _get_train_sampler() file: src/open-r1-multimodal/src/open_r1/trainer/grpo_trainer.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 1 id: 71 unit: def _prepare_inputs() file: src/open-r1-multimodal/src/open_r1/trainer/grpo_trainer.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 4 id: 72 unit: def __init__() file: src/open-r1-multimodal/src/open_r1/trainer/trainer_rewrite.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 3 id: 73 unit: def _inner_training_loop() file: src/open-r1-multimodal/src/open_r1/trainer/trainer_rewrite.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 0 id: 74 unit: def deps_list() file: src/open-r1-multimodal/setup.py start line: 0 end line: 0 size: 2 LOC McCabe index: 2 number of parameters: 1