SYMBOL INDEX (129 symbols across 22 files)

FILE: eval_gpt4v_multiplechoice.py
  function infer_and_eval_model (line 23) | def infer_and_eval_model(args):
  function get_prompt (line 77) | def get_prompt():
  function validate_video_path (line 84) | def validate_video_path(filename):

FILE: eval_gpt4v_openended.py
  function infer_and_eval_model (line 22) | def infer_and_eval_model(args):
  function get_prompt (line 62) | def get_prompt():
  function validate_video_path (line 69) | def validate_video_path(filename):

FILE: eval_gpt4v_textgeneration_openended.py
  function infer_and_eval_model (line 23) | def infer_and_eval_model(args):
  function get_prompt (line 83) | def get_prompt():
  function validate_video_path (line 90) | def validate_video_path(filename):

FILE: eval_llava_multiplechoice.py
  function infer_and_eval_model (line 23) | def infer_and_eval_model(args):
  function get_llava_and_prompt (line 80) | def get_llava_and_prompt(llm_size):
  function validate_llm_size (line 93) | def validate_llm_size(type_llm_size):
  function validate_video_path (line 99) | def validate_video_path(filename):

FILE: eval_llava_openended.py
  function infer_and_eval_model (line 23) | def infer_and_eval_model(args):
  function get_llava_and_prompt (line 62) | def get_llava_and_prompt(llm_size):
  function validate_llm_size (line 72) | def validate_llm_size(type_llm_size):
  function validate_video_path (line 78) | def validate_video_path(filename):

FILE: eval_llava_textgeneration_openended.py
  function infer_and_eval_model (line 23) | def infer_and_eval_model(args):
  function get_llava_and_prompt (line 82) | def get_llava_and_prompt(llm_size):
  function validate_llm_size (line 92) | def validate_llm_size(type_llm_size):
  function validate_video_path (line 98) | def validate_video_path(filename):

FILE: evaluation/direct_answer_eval.py
  function eval_multiple_choice (line 11) | def eval_multiple_choice(df):
  function map_prediction_to_answer_v2 (line 26) | def map_prediction_to_answer_v2(row):
  function eval_multiple_choice_gpt4 (line 51) | def eval_multiple_choice_gpt4(df):
  function map_prediction_to_answer_gpt4 (line 65) | def map_prediction_to_answer_gpt4(row):

FILE: evaluation/gpt3_consistency_utils.py
  function eval_gpt3_consistency (line 16) | def eval_gpt3_consistency(df_merged1, df_merged2, path_result, api_key):
  function process_gpt3_evaluation_consistency (line 36) | def process_gpt3_evaluation_consistency(row1, row2, path_result, api_key):
  function merge_qa_and_answer_consistency (line 83) | def merge_qa_and_answer_consistency(df_qa1, df_qa2, path_result):

FILE: evaluation/gpt3_evaluation_utils.py
  function eval_gpt3 (line 18) | def eval_gpt3(df_merged, path_result, api_key, gpt_eval_type=EvaluationT...
  function process_gpt3_evaluation_v2 (line 38) | def process_gpt3_evaluation_v2(
  function merge_qa_and_answer (line 61) | def merge_qa_and_answer(df_qa, path_result):
  function make_messages (line 99) | def make_messages(question, answer, pred, gpt_eval_type):

FILE: model_processor/base_model_inference.py
  class BaseModelInference (line 13) | class BaseModelInference(ABC):
    method __init__ (line 14) | def __init__(self, model_name, local_save_path):
    method load_model (line 20) | def load_model(self, **kwargs):
    method inference (line 24) | def inference(self, **kwargs):
    method extract_answers (line 28) | def extract_answers(self):
    method save_local_file (line 31) | def save_local_file(self, answer):
    method infer_and_save (line 39) | def infer_and_save(self, **kwargs):

FILE: model_processor/gpt4_model_processor.py
  class GPT4Inference (line 14) | class GPT4Inference(BaseModelInference):
    method __init__ (line 15) | def __init__(self, model_name, local_save_path=""):
    method load_model (line 18) | def load_model(self, **kwargs):
    method inference (line 22) | def inference(self, *args, **kwargs):
    method _request_gpt_api (line 27) | def _request_gpt_api(self, payload):
    method extract_answers (line 35) | def extract_answers(self):
    method _make_headers (line 40) | def _make_headers(self):
    method _make_payload (line 46) | def _make_payload(self):
    method _make_system_prompt (line 67) | def _make_system_prompt(self):
    method _make_user_prompt (line 70) | def _make_user_prompt(self):
    method _make_assistant_prompt (line 85) | def _make_assistant_prompt(self):
    method _extract_arguments (line 88) | def _extract_arguments(self, **kwargs):

FILE: model_processor/llava2_model_processor.py
  class Llava2Processor (line 29) | class Llava2Processor(BaseModelInference):
    method __init__ (line 30) | def __init__(self, model_name, local_save_path=""):
    method load_model (line 33) | def load_model(self):
    method inference (line 48) | def inference(self, *args, **kwargs):
    method extract_answers (line 84) | def extract_answers(self):
    method _extract_arguments (line 87) | def _extract_arguments(self, **kwargs):

FILE: pipeline_processor/gpt4_pipeline.py
  class Gpt4Pipeline (line 20) | class Gpt4Pipeline:
    method __init__ (line 21) | def __init__(self, path_qa, path_video_file_format, dir="./gpt4_pipeli...
    method make_video_file_list (line 28) | def make_video_file_list(self):
    method set_component (line 34) | def set_component(
    method do_pipeline (line 65) | def do_pipeline(self):
    method write_result_file (line 101) | def write_result_file(self, question_id, answer, extension=".txt"):
    method _make_file_path (line 106) | def _make_file_path(self, question_id, extension=".txt"):
    method _load_qa_file (line 109) | def _load_qa_file(self):
    method _make_directory (line 112) | def _make_directory(self, extra_dir):
    method merge_qa_and_answer (line 116) | def merge_qa_and_answer(self):

FILE: pipeline_processor/llava_pipeline.py
  class LlavaPipeline (line 23) | class LlavaPipeline:
    method __init__ (line 24) | def __init__(
    method make_video_file_list (line 40) | def make_video_file_list(self):
    method load_model (line 46) | def load_model(self):
    method set_component (line 50) | def set_component(
    method do_pipeline (line 75) | def do_pipeline(self):
    method write_result_file (line 111) | def write_result_file(self, question_id, answer, extension=".txt"):
    method _make_file_path (line 116) | def _make_file_path(self, question_id, extension=".txt"):
    method _load_qa_file (line 119) | def _load_qa_file(self):
    method _make_directory (line 126) | def _make_directory(self, extra_dir):
    method merge_qa_and_answer (line 130) | def merge_qa_and_answer(self):

FILE: pipeline_processor/record.py
  class EvaluationType (line 11) | class EvaluationType(Enum):

FILE: vision_processor/base_frame_extractor.py
  class SaveOption (line 14) | class SaveOption(Enum):
  class BaseFrameExtractor (line 22) | class BaseFrameExtractor(ABC):
    method __init__ (line 23) | def __init__(self, video_path_with_list):
    method extract_frames (line 28) | def extract_frames(self, **kwargs):
    method _extract_frame_on_option (line 31) | def _extract_frame_on_option(self, **kwargs):
    method save_data_based_on_option (line 35) | def save_data_based_on_option(self, option, filename=None, quality=95,...
    method _check_video_valid (line 48) | def _check_video_valid(self):
    method _save_data (line 52) | def _save_data(self, data):
    method _save_data_to_file (line 56) | def _save_data_to_file(self, data, filename, quality):
    method _save_data_to_base64 (line 62) | def _save_data_to_base64(self, data):

FILE: vision_processor/base_post_processor.py
  class BasePostProcessor (line 17) | class BasePostProcessor(ABC):
    method __init__ (line 18) | def __init__(self):
    method post_process (line 22) | def post_process(self, **kwargs):
    method _post_processo_on_option (line 25) | def _post_processo_on_option(self, *args, **kwargs):
    method post_process_based_on_options (line 29) | def post_process_based_on_options(self, option, *args, **kwargs):
    method _save_data_to_base64 (line 40) | def _save_data_to_base64(self, data, quality=95):
    method _save_data_to_file (line 44) | def _save_data_to_file(self, data, filename=None, quality=95):

FILE: vision_processor/decorator_processor.py
  function save_to_bytes (line 8) | def save_to_bytes(func):
  function save_to_one_file (line 16) | def save_to_one_file(func):
  function save_to_file (line 24) | def save_to_file(func):
  function save_to_base64 (line 35) | def save_to_base64(func):

FILE: vision_processor/fps_extractor.py
  class FpsExtractor (line 13) | class FpsExtractor(BaseFrameExtractor):
    method __init__ (line 14) | def __init__(self, video_path):
    method __del__ (line 17) | def __del__(self):
    method extract_frames (line 20) | def extract_frames(self, **kwargs):
    method _open_video (line 26) | def _open_video(self, ts=None):
    method _release_video (line 36) | def _release_video(self):
    method _extract_arguments (line 39) | def _extract_arguments(self, **kwargs):
    method _process_video (line 46) | def _process_video(self):
    method _adjust_interval_fixed (line 75) | def _adjust_interval_fixed(self):
  function main (line 81) | def main():

FILE: vision_processor/fps_gridview_processor.py
  class FpsDataProcessor (line 13) | class FpsDataProcessor:
    method __init__ (line 14) | def __init__(
    method process (line 24) | def process(self, video_path, ts=None):
  function main (line 46) | def main():

FILE: vision_processor/gridview_generator.py
  class GridViewCreator (line 15) | class GridViewCreator(BasePostProcessor):
    method __init__ (line 16) | def __init__(self, func_max_per_row, quality=95):
    method post_process (line 20) | def post_process(self, *args, **kwargs):
    method _extract_arguments (line 23) | def _extract_arguments(self, **kwargs):
    method create_grid_view_as_array_from_image_array (line 29) | def create_grid_view_as_array_from_image_array(self, images):
    method _get_frame_number (line 55) | def _get_frame_number(self, file_path):

FILE: vision_processor/video_validation.py
  class VideoLoader (line 5) | class VideoLoader:
    method __init__ (line 6) | def __init__(self, video_path):
    method file_exists (line 10) | def file_exists(self):
    method check_open_video (line 13) | def check_open_video(self):
    method open_video (line 21) | def open_video(self, ts=None):
    method release_video (line 47) | def release_video(self):
  class VideoValidator (line 51) | class VideoValidator:
    method __init__ (line 52) | def __init__(self, video_path):
    method check_and_open_video (line 57) | def check_and_open_video(self):