id: 1 unit: def train() file: src/jobs/tune_t5.py start line: 0 end line: 0 size: 106 LOC McCabe index: 11 number of parameters: 1 id: 2 unit: def print_results() file: src/tab_grouping_streamlit.py start line: 0 end line: 0 size: 102 LOC McCabe index: 19 number of parameters: 7 id: 3 unit: def train() file: src/jobs/tune_bart.py start line: 0 end line: 0 size: 97 LOC McCabe index: 4 number of parameters: 1 id: 4 unit: def train() file: src/jobs/distill_t5.py start line: 0 end line: 0 size: 90 LOC McCabe index: 9 number of parameters: 1 id: 5 unit: def main() file: src/suggest_cls_streamlit.py start line: 0 end line: 0 size: 88 LOC McCabe index: 13 number of parameters: 0 id: 6 unit: def train() file: src/jobs/tune_gpt2.py start line: 0 end line: 0 size: 81 LOC McCabe index: 4 number of parameters: 1 id: 7 unit: def get_labeled_dataset() file: src/jobs/util/labeled_data_utils.py start line: 0 end line: 0 size: 58 LOC McCabe index: 18 number of parameters: 1 id: 8 unit: def get_labeled_dataset() file: src/util/labeled_data_utils.py start line: 0 end line: 0 size: 58 LOC McCabe index: 18 number of parameters: 1 id: 9 unit: def generate_pipeline() file: src/jobs/util/grouping_pipeline.py start line: 0 end line: 0 size: 56 LOC McCabe index: 2 number of parameters: 2 id: 10 unit: def generate_pipeline() file: src/util/grouping_pipeline.py start line: 0 end line: 0 size: 56 LOC McCabe index: 2 number of parameters: 2 id: 11 unit: def train() file: src/jobs/TuneGenTopicModel.py start line: 0 end line: 0 size: 47 LOC McCabe index: 4 number of parameters: 1 id: 12 unit: def shorten_single_topic() file: src/jobs/util/shorten_topic_length.py start line: 0 end line: 0 size: 45 LOC McCabe index: 12 number of parameters: 2 id: 13 unit: def shorten_single_topic() file: src/util/shorten_topic_length.py start line: 0 end line: 0 size: 45 LOC McCabe index: 12 number of parameters: 2 id: 14 unit: def run_eval() file: src/jobs/tune_t5.py start line: 0 end line: 0 size: 43 LOC McCabe index: 4 number of parameters: 5 id: 15 unit: def get_classifications() file: src/suggest_cls_streamlit.py start line: 0 end line: 0 size: 40 LOC McCabe index: 8 number of parameters: 5 id: 16 unit: def generate_best_cluster_model() file: src/jobs/util/grouping_pipeline.py start line: 0 end line: 0 size: 40 LOC McCabe index: 12 number of parameters: 6 id: 17 unit: def generate_best_cluster_model() file: src/util/grouping_pipeline.py start line: 0 end line: 0 size: 40 LOC McCabe index: 12 number of parameters: 6 id: 18 unit: def main() file: src/embeddings_streamlit.py start line: 0 end line: 0 size: 38 LOC McCabe index: 7 number of parameters: 0 id: 19 unit: def preprocess_function() file: src/jobs/tune_t5.py start line: 0 end line: 0 size: 35 LOC McCabe index: 2 number of parameters: 3 id: 20 unit: def run_pipeline() file: src/jobs/util/grouping_pipeline.py start line: 0 end line: 0 size: 32 LOC McCabe index: 6 number of parameters: 4 id: 21 unit: def run_pipeline() file: src/util/grouping_pipeline.py start line: 0 end line: 0 size: 32 LOC McCabe index: 6 number of parameters: 4 id: 22 unit: def sweep_params() file: src/jobs/util/grouping_pipeline.py start line: 0 end line: 0 size: 31 LOC McCabe index: 10 number of parameters: 0 id: 23 unit: def __init__() file: src/jobs/tune_base.py start line: 0 end line: 0 size: 31 LOC McCabe index: 3 number of parameters: 18 id: 24 unit: def sweep_params() file: src/util/grouping_pipeline.py start line: 0 end line: 0 size: 31 LOC McCabe index: 10 number of parameters: 0 id: 25 unit: def start() file: src/jobs/TuneGenTopicModel.py start line: 0 end line: 0 size: 30 LOC McCabe index: 2 number of parameters: 1 id: 26 unit: def compute_aligned_topics() file: src/tab_grouping_streamlit.py start line: 0 end line: 0 size: 28 LOC McCabe index: 9 number of parameters: 3 id: 27 unit: def setup_data() file: src/jobs/tune_t5.py start line: 0 end line: 0 size: 28 LOC McCabe index: 4 number of parameters: 4 id: 28 unit: def generic_query() file: src/jobs/util/language_model.py start line: 0 end line: 0 size: 27 LOC McCabe index: 9 number of parameters: 5 id: 29 unit: def create_prompt_sequence() file: src/jobs/util/tab_titles.py start line: 0 end line: 0 size: 27 LOC McCabe index: 2 number of parameters: 4 id: 30 unit: def generic_query() file: src/util/language_model.py start line: 0 end line: 0 size: 27 LOC McCabe index: 9 number of parameters: 5 id: 31 unit: def create_prompt_sequence() file: src/util/tab_titles.py start line: 0 end line: 0 size: 27 LOC McCabe index: 2 number of parameters: 4 id: 32 unit: def compute_training_data_for_tests() file: src/tab_title_tuning_data.py start line: 0 end line: 0 size: 26 LOC McCabe index: 4 number of parameters: 4 id: 33 unit: def gen_data_multi_document() file: src/tab_title_tuning_data.py start line: 0 end line: 0 size: 26 LOC McCabe index: 2 number of parameters: 4 id: 34 unit: def compute_scores() file: src/jobs/util/evaluate.py start line: 0 end line: 0 size: 26 LOC McCabe index: 4 number of parameters: 4 id: 35 unit: def silhouette_score_manual() file: src/jobs/util/silhouette.py start line: 0 end line: 0 size: 26 LOC McCabe index: 9 number of parameters: 2 id: 36 unit: def compute_scores() file: src/util/evaluate.py start line: 0 end line: 0 size: 26 LOC McCabe index: 4 number of parameters: 4 id: 37 unit: def silhouette_score_manual() file: src/util/silhouette.py start line: 0 end line: 0 size: 26 LOC McCabe index: 9 number of parameters: 2 id: 38 unit: def gen_data_for_archetype() file: src/gen_annotation_data.py start line: 0 end line: 0 size: 23 LOC McCabe index: 7 number of parameters: 5 id: 39 unit: def preprocess_url() file: src/suggest_cls_streamlit.py start line: 0 end line: 0 size: 22 LOC McCabe index: 11 number of parameters: 1 id: 40 unit: def setup_data() file: src/jobs/tune_bart.py start line: 0 end line: 0 size: 22 LOC McCabe index: 1 number of parameters: 3 id: 41 unit: def create_topic_training_dataset() file: src/jobs/util/topic_utils.py start line: 0 end line: 0 size: 21 LOC McCabe index: 3 number of parameters: 4 id: 42 unit: def create_topic_training_dataset() file: src/util/topic_utils.py start line: 0 end line: 0 size: 21 LOC McCabe index: 3 number of parameters: 4 id: 43 unit: def silh_find_optimal_k() file: src/jobs/util/silhouette.py start line: 0 end line: 0 size: 20 LOC McCabe index: 4 number of parameters: 2 id: 44 unit: def silh_find_optimal_k() file: src/util/silhouette.py start line: 0 end line: 0 size: 20 LOC McCabe index: 4 number of parameters: 2 id: 45 unit: def find_domain() file: src/jobs/util/labeled_data_utils.py start line: 0 end line: 0 size: 18 LOC McCabe index: 7 number of parameters: 2 id: 46 unit: def get_browse_group_from_history() file: src/jobs/util/labeled_data_utils.py start line: 0 end line: 0 size: 18 LOC McCabe index: 8 number of parameters: 1 id: 47 unit: def calculate_loss() file: src/jobs/distill_t5.py start line: 0 end line: 0 size: 18 LOC McCabe index: 1 number of parameters: 6 id: 48 unit: def find_domain() file: src/util/labeled_data_utils.py start line: 0 end line: 0 size: 18 LOC McCabe index: 7 number of parameters: 2 id: 49 unit: def get_browse_group_from_history() file: src/util/labeled_data_utils.py start line: 0 end line: 0 size: 18 LOC McCabe index: 8 number of parameters: 1 id: 50 unit: def preprocess_function() file: src/jobs/tune_bart.py start line: 0 end line: 0 size: 17 LOC McCabe index: 1 number of parameters: 2 id: 51 unit: def get_bad_word_ids() file: src/jobs/utils.py start line: 0 end line: 0 size: 16 LOC McCabe index: 2 number of parameters: 1 id: 52 unit: def ask_list_boolean() file: src/jobs/util/language_model.py start line: 0 end line: 0 size: 16 LOC McCabe index: 3 number of parameters: 6 id: 53 unit: def get_keywords_and_topics() file: src/jobs/util/key_document_finder.py start line: 0 end line: 0 size: 16 LOC McCabe index: 5 number of parameters: 1 id: 54 unit: def upload_directory() file: src/jobs/util/storage.py start line: 0 end line: 0 size: 16 LOC McCabe index: 4 number of parameters: 4 id: 55 unit: def shrink_remove_layers() file: src/jobs/tune_t5.py start line: 0 end line: 0 size: 16 LOC McCabe index: 4 number of parameters: 4 id: 56 unit: def compute_metrics() file: src/jobs/tune_base.py start line: 0 end line: 0 size: 16 LOC McCabe index: 4 number of parameters: 2 id: 57 unit: def setup_data() file: src/jobs/tune_gpt2.py start line: 0 end line: 0 size: 16 LOC McCabe index: 1 number of parameters: 3 id: 58 unit: def ask_list_boolean() file: src/util/language_model.py start line: 0 end line: 0 size: 16 LOC McCabe index: 3 number of parameters: 6 id: 59 unit: def get_keywords_and_topics() file: src/util/key_document_finder.py start line: 0 end line: 0 size: 16 LOC McCabe index: 5 number of parameters: 1 id: 60 unit: def upload_directory() file: src/util/storage.py start line: 0 end line: 0 size: 16 LOC McCabe index: 4 number of parameters: 4 id: 61 unit: def load_all_windows() file: src/suggest_cls_streamlit.py start line: 0 end line: 0 size: 15 LOC McCabe index: 5 number of parameters: 0 id: 62 unit: def get_meta_info_for_task() file: src/tab_title_tuning_data.py start line: 0 end line: 0 size: 15 LOC McCabe index: 4 number of parameters: 4 id: 63 unit: def ask_df() file: src/jobs/util/language_model.py start line: 0 end line: 0 size: 15 LOC McCabe index: 3 number of parameters: 3 id: 64 unit: def select_best_documents() file: src/jobs/util/key_document_finder.py start line: 0 end line: 0 size: 15 LOC McCabe index: 3 number of parameters: 2 id: 65 unit: def get_topic() file: src/jobs/util/tab_titles.py start line: 0 end line: 0 size: 15 LOC McCabe index: 3 number of parameters: 5 id: 66 unit: def ask_df() file: src/util/language_model.py start line: 0 end line: 0 size: 15 LOC McCabe index: 3 number of parameters: 3 id: 67 unit: def select_best_documents() file: src/util/key_document_finder.py start line: 0 end line: 0 size: 15 LOC McCabe index: 3 number of parameters: 2 id: 68 unit: def get_topic() file: src/util/tab_titles.py start line: 0 end line: 0 size: 15 LOC McCabe index: 3 number of parameters: 5 id: 69 unit: def get_environment_name() file: src/jobs/util/secrets.py start line: 0 end line: 0 size: 13 LOC McCabe index: 7 number of parameters: 0 id: 70 unit: def get_default_config() file: src/jobs/util/grouping_pipeline.py start line: 0 end line: 0 size: 13 LOC McCabe index: 1 number of parameters: 0 id: 71 unit: def generate_response() file: src/jobs/util/tab_titles.py start line: 0 end line: 0 size: 13 LOC McCabe index: 3 number of parameters: 4 id: 72 unit: def preprocess_function() file: src/jobs/tune_gpt2.py start line: 0 end line: 0 size: 13 LOC McCabe index: 4 number of parameters: 2 id: 73 unit: def get_environment_name() file: src/util/secrets.py start line: 0 end line: 0 size: 13 LOC McCabe index: 7 number of parameters: 0 id: 74 unit: def get_default_config() file: src/util/grouping_pipeline.py start line: 0 end line: 0 size: 13 LOC McCabe index: 1 number of parameters: 0 id: 75 unit: def generate_response() file: src/util/tab_titles.py start line: 0 end line: 0 size: 13 LOC McCabe index: 3 number of parameters: 4 id: 76 unit: def apply_hints() file: src/apply_label_hints.py start line: 0 end line: 0 size: 13 LOC McCabe index: 1 number of parameters: 0 id: 77 unit: def compute_topic_using_digest() file: src/jobs/util/topic_utils.py start line: 0 end line: 0 size: 12 LOC McCabe index: 2 number of parameters: 5 id: 78 unit: def compute_topic_using_digest() file: src/util/topic_utils.py start line: 0 end line: 0 size: 12 LOC McCabe index: 2 number of parameters: 5 id: 79 unit: def generate_tasks_with_subtopics() file: src/gen_annotation_data.py start line: 0 end line: 0 size: 12 LOC McCabe index: 4 number of parameters: 2 id: 80 unit: def build_data() file: src/gen_annotation_data.py start line: 0 end line: 0 size: 12 LOC McCabe index: 5 number of parameters: 3 id: 81 unit: def create_trainer_for_config() file: src/jobs/TuneGenTopicModel.py start line: 0 end line: 0 size: 11 LOC McCabe index: 5 number of parameters: 2 id: 82 unit: def pluralize_single_word() file: src/jobs/util/shorten_topic_length.py start line: 0 end line: 0 size: 11 LOC McCabe index: 6 number of parameters: 3 id: 83 unit: def pluralize_single_word() file: src/util/shorten_topic_length.py start line: 0 end line: 0 size: 11 LOC McCabe index: 6 number of parameters: 3 id: 84 unit: def load_subtopic_data() file: src/gen_annotation_data.py start line: 0 end line: 0 size: 11 LOC McCabe index: 1 number of parameters: 1 id: 85 unit: def build_archetypes() file: src/gen_annotation_data.py start line: 0 end line: 0 size: 11 LOC McCabe index: 2 number of parameters: 3 id: 86 unit: def preprocess_text() file: src/suggest_cls_streamlit.py start line: 0 end line: 0 size: 10 LOC McCabe index: 13 number of parameters: 1 id: 87 unit: def gen_data_single_document() file: src/tab_title_tuning_data.py start line: 0 end line: 0 size: 10 LOC McCabe index: 4 number of parameters: 3 id: 88 unit: def decipher_categories_to_set() file: src/tab_grouping_streamlit.py start line: 0 end line: 0 size: 10 LOC McCabe index: 4 number of parameters: 1 id: 89 unit: def remove_and() file: src/cleanup_ml_gen.py start line: 0 end line: 0 size: 10 LOC McCabe index: 5 number of parameters: 1 id: 90 unit: def reduce_dimensions() file: src/embeddings_streamlit.py start line: 0 end line: 0 size: 10 LOC McCabe index: 3 number of parameters: 3 id: 91 unit: def get_doc_name() file: src/jobs/util/labeled_data_utils.py start line: 0 end line: 0 size: 10 LOC McCabe index: 5 number of parameters: 1 id: 92 unit: def get_important_keywords() file: src/jobs/util/key_document_finder.py start line: 0 end line: 0 size: 10 LOC McCabe index: 1 number of parameters: 1 id: 93 unit: def setup_data() file: src/jobs/distill_t5.py start line: 0 end line: 0 size: 10 LOC McCabe index: 2 number of parameters: 5 id: 94 unit: def compute_metrics_text() file: src/jobs/tune_base.py start line: 0 end line: 0 size: 10 LOC McCabe index: 4 number of parameters: 4 id: 95 unit: def get_doc_name() file: src/util/labeled_data_utils.py start line: 0 end line: 0 size: 10 LOC McCabe index: 5 number of parameters: 1 id: 96 unit: def get_important_keywords() file: src/util/key_document_finder.py start line: 0 end line: 0 size: 10 LOC McCabe index: 1 number of parameters: 1 id: 97 unit: def get_subtopics_with_prefixes() file: src/gen_annotation_data.py start line: 0 end line: 0 size: 10 LOC McCabe index: 5 number of parameters: 2 id: 98 unit: def create_tuning_data_for_synthetic_dataset() file: src/tab_title_tuning_data.py start line: 0 end line: 0 size: 9 LOC McCabe index: 1 number of parameters: 0 id: 99 unit: def create_tuning_data_for_single_item_simple() file: src/tab_title_tuning_data.py start line: 0 end line: 0 size: 9 LOC McCabe index: 2 number of parameters: 2 id: 100 unit: def basic_clean() file: src/tab_grouping_streamlit.py start line: 0 end line: 0 size: 9 LOC McCabe index: 1 number of parameters: 1 id: 101 unit: def load_secret() file: src/jobs/util/secrets.py start line: 0 end line: 0 size: 9 LOC McCabe index: 2 number of parameters: 1 id: 102 unit: def __init__() file: src/jobs/util/language_model.py start line: 0 end line: 0 size: 9 LOC McCabe index: 1 number of parameters: 4 id: 103 unit: def add_text_for_embedding() file: src/jobs/util/grouping_pipeline.py start line: 0 end line: 0 size: 9 LOC McCabe index: 3 number of parameters: 2 id: 104 unit: def load_secret() file: src/util/secrets.py start line: 0 end line: 0 size: 9 LOC McCabe index: 2 number of parameters: 1 id: 105 unit: def __init__() file: src/util/language_model.py start line: 0 end line: 0 size: 9 LOC McCabe index: 1 number of parameters: 4 id: 106 unit: def add_text_for_embedding() file: src/util/grouping_pipeline.py start line: 0 end line: 0 size: 9 LOC McCabe index: 3 number of parameters: 2 id: 107 unit: def preprocess() file: src/embeddings_streamlit.py start line: 0 end line: 0 size: 8 LOC McCabe index: 5 number of parameters: 1 id: 108 unit: def cleanup_wandb_args() file: src/jobs/TuneGenTopicModel.py start line: 0 end line: 0 size: 8 LOC McCabe index: 4 number of parameters: 1 id: 109 unit: def load_remote_env() file: src/jobs/util/secrets.py start line: 0 end line: 0 size: 8 LOC McCabe index: 3 number of parameters: 0 id: 110 unit: def __init__() file: src/jobs/util/tab_titles.py start line: 0 end line: 0 size: 8 LOC McCabe index: 2 number of parameters: 3 id: 111 unit: def __init__() file: src/jobs/util/tab_titles.py start line: 0 end line: 0 size: 8 LOC McCabe index: 2 number of parameters: 3 id: 112 unit: def __init__() file: src/jobs/util/tab_titles.py start line: 0 end line: 0 size: 8 LOC McCabe index: 3 number of parameters: 4 id: 113 unit: def load_remote_env() file: src/util/secrets.py start line: 0 end line: 0 size: 8 LOC McCabe index: 3 number of parameters: 0 id: 114 unit: def __init__() file: src/util/tab_titles.py start line: 0 end line: 0 size: 8 LOC McCabe index: 2 number of parameters: 3 id: 115 unit: def __init__() file: src/util/tab_titles.py start line: 0 end line: 0 size: 8 LOC McCabe index: 2 number of parameters: 3 id: 116 unit: def __init__() file: src/util/tab_titles.py start line: 0 end line: 0 size: 8 LOC McCabe index: 3 number of parameters: 4 id: 117 unit: def add_domain_descriptions() file: src/tab_grouping_streamlit.py start line: 0 end line: 0 size: 7 LOC McCabe index: 2 number of parameters: 1 id: 118 unit: def remove_or() file: src/cleanup_ml_gen.py start line: 0 end line: 0 size: 7 LOC McCabe index: 3 number of parameters: 1 id: 119 unit: def load_local_env() file: src/jobs/util/secrets.py start line: 0 end line: 0 size: 7 LOC McCabe index: 3 number of parameters: 0 id: 120 unit: def select_first_documents() file: src/jobs/util/key_document_finder.py start line: 0 end line: 0 size: 7 LOC McCabe index: 3 number of parameters: 1 id: 121 unit: def compute_all() file: src/jobs/util/key_document_finder.py start line: 0 end line: 0 size: 7 LOC McCabe index: 2 number of parameters: 2 id: 122 unit: def __init__() file: src/jobs/util/tab_titles.py start line: 0 end line: 0 size: 7 LOC McCabe index: 1 number of parameters: 3 id: 123 unit: def prep_dataframe() file: src/jobs/tune_t5.py start line: 0 end line: 0 size: 7 LOC McCabe index: 2 number of parameters: 2 id: 124 unit: def __init__() file: src/jobs/tune_gpt2.py start line: 0 end line: 0 size: 7 LOC McCabe index: 1 number of parameters: 8 id: 125 unit: def load_local_env() file: src/util/secrets.py start line: 0 end line: 0 size: 7 LOC McCabe index: 3 number of parameters: 0 id: 126 unit: def select_first_documents() file: src/util/key_document_finder.py start line: 0 end line: 0 size: 7 LOC McCabe index: 3 number of parameters: 1 id: 127 unit: def compute_all() file: src/util/key_document_finder.py start line: 0 end line: 0 size: 7 LOC McCabe index: 2 number of parameters: 2 id: 128 unit: def __init__() file: src/util/tab_titles.py start line: 0 end line: 0 size: 7 LOC McCabe index: 1 number of parameters: 3 id: 129 unit: def compute_tasks_for_user() file: src/gen_annotation_data.py start line: 0 end line: 0 size: 7 LOC McCabe index: 1 number of parameters: 3 id: 130 unit: def generate_window_from_df() file: src/suggest_cls_streamlit.py start line: 0 end line: 0 size: 6 LOC McCabe index: 2 number of parameters: 1 id: 131 unit: def get_topic_generator() file: src/tab_grouping_streamlit.py start line: 0 end line: 0 size: 6 LOC McCabe index: 3 number of parameters: 1 id: 132 unit: def compute_domain_categories() file: src/tab_grouping_streamlit.py start line: 0 end line: 0 size: 6 LOC McCabe index: 2 number of parameters: 1 id: 133 unit: def shorten_file() file: src/cleanup_ml_gen.py start line: 0 end line: 0 size: 6 LOC McCabe index: 1 number of parameters: 1 id: 134 unit: def get_environment() file: src/jobs/util/secrets.py start line: 0 end line: 0 size: 6 LOC McCabe index: 1 number of parameters: 0 id: 135 unit: def get_avg_scores() file: src/jobs/util/evaluate.py start line: 0 end line: 0 size: 6 LOC McCabe index: 1 number of parameters: 4 id: 136 unit: def generate_embedding_features() file: src/jobs/util/grouping_pipeline.py start line: 0 end line: 0 size: 6 LOC McCabe index: 2 number of parameters: 3 id: 137 unit: def shorten_topics() file: src/jobs/util/shorten_topic_length.py start line: 0 end line: 0 size: 6 LOC McCabe index: 1 number of parameters: 2 id: 138 unit: def create_simple_prompt_with_keywords() file: src/jobs/util/tab_titles.py start line: 0 end line: 0 size: 6 LOC McCabe index: 3 number of parameters: 3 id: 139 unit: def remove_layers() file: src/jobs/distill_t5.py start line: 0 end line: 0 size: 6 LOC McCabe index: 3 number of parameters: 1 id: 140 unit: def get_environment() file: src/util/secrets.py start line: 0 end line: 0 size: 6 LOC McCabe index: 1 number of parameters: 0 id: 141 unit: def get_avg_scores() file: src/util/evaluate.py start line: 0 end line: 0 size: 6 LOC McCabe index: 1 number of parameters: 4 id: 142 unit: def generate_embedding_features() file: src/util/grouping_pipeline.py start line: 0 end line: 0 size: 6 LOC McCabe index: 2 number of parameters: 3 id: 143 unit: def shorten_topics() file: src/util/shorten_topic_length.py start line: 0 end line: 0 size: 6 LOC McCabe index: 1 number of parameters: 2 id: 144 unit: def create_simple_prompt_with_keywords() file: src/util/tab_titles.py start line: 0 end line: 0 size: 6 LOC McCabe index: 3 number of parameters: 3 id: 145 unit: def get_tokens_as_list() file: src/filter_words.py start line: 0 end line: 0 size: 6 LOC McCabe index: 2 number of parameters: 1 id: 146 unit: def load_words_from_url() file: src/jobs/utils.py start line: 0 end line: 0 size: 5 LOC McCabe index: 2 number of parameters: 1 id: 147 unit: def is_kubernetes_environment() file: src/jobs/util/secrets.py start line: 0 end line: 0 size: 5 LOC McCabe index: 5 number of parameters: 0 id: 148 unit: def __init__() file: src/jobs/util/evaluate.py start line: 0 end line: 0 size: 5 LOC McCabe index: 1 number of parameters: 1 id: 149 unit: def __init__() file: src/jobs/util/shorten_topic_length.py start line: 0 end line: 0 size: 5 LOC McCabe index: 1 number of parameters: 2 id: 150 unit: def download_bucket_to_file() file: src/jobs/util/storage.py start line: 0 end line: 0 size: 5 LOC McCabe index: 1 number of parameters: 3 id: 151 unit: def generate_token_response() file: src/jobs/util/tab_titles.py start line: 0 end line: 0 size: 5 LOC McCabe index: 1 number of parameters: 3 id: 152 unit: def prepare_hint_data() file: src/jobs/util/tab_titles.py start line: 0 end line: 0 size: 5 LOC McCabe index: 1 number of parameters: 2 id: 153 unit: def get_document_string() file: src/jobs/util/tab_titles.py start line: 0 end line: 0 size: 5 LOC McCabe index: 3 number of parameters: 1 id: 154 unit: def get_keyword_string() file: src/jobs/util/tab_titles.py start line: 0 end line: 0 size: 5 LOC McCabe index: 4 number of parameters: 1 id: 155 unit: def generate_prompt() file: src/jobs/tune_base.py start line: 0 end line: 0 size: 5 LOC McCabe index: 2 number of parameters: 3 id: 156 unit: def is_kubernetes_environment() file: src/util/secrets.py start line: 0 end line: 0 size: 5 LOC McCabe index: 5 number of parameters: 0 id: 157 unit: def __init__() file: src/util/evaluate.py start line: 0 end line: 0 size: 5 LOC McCabe index: 1 number of parameters: 1 id: 158 unit: def __init__() file: src/util/shorten_topic_length.py start line: 0 end line: 0 size: 5 LOC McCabe index: 1 number of parameters: 2 id: 159 unit: def download_bucket_to_file() file: src/util/storage.py start line: 0 end line: 0 size: 5 LOC McCabe index: 1 number of parameters: 3 id: 160 unit: def generate_token_response() file: src/util/tab_titles.py start line: 0 end line: 0 size: 5 LOC McCabe index: 1 number of parameters: 3 id: 161 unit: def prepare_hint_data() file: src/util/tab_titles.py start line: 0 end line: 0 size: 5 LOC McCabe index: 1 number of parameters: 2 id: 162 unit: def get_document_string() file: src/util/tab_titles.py start line: 0 end line: 0 size: 5 LOC McCabe index: 3 number of parameters: 1 id: 163 unit: def get_keyword_string() file: src/util/tab_titles.py start line: 0 end line: 0 size: 5 LOC McCabe index: 4 number of parameters: 1 id: 164 unit: def load_words_from_url() file: src/filter_words.py start line: 0 end line: 0 size: 5 LOC McCabe index: 2 number of parameters: 1 id: 165 unit: def cleanup() file: src/cleanup_ml_gen.py start line: 0 end line: 0 size: 4 LOC McCabe index: 1 number of parameters: 1 id: 166 unit: def process_list_response() file: src/jobs/util/language_model.py start line: 0 end line: 0 size: 4 LOC McCabe index: 1 number of parameters: 2 id: 167 unit: def __init__() file: src/jobs/util/key_document_finder.py start line: 0 end line: 0 size: 4 LOC McCabe index: 1 number of parameters: 4 id: 168 unit: def get_model() file: src/jobs/util/grouping_pipeline.py start line: 0 end line: 0 size: 4 LOC McCabe index: 2 number of parameters: 2 id: 169 unit: def get_prefix() file: src/jobs/util/grouping_pipeline.py start line: 0 end line: 0 size: 4 LOC McCabe index: 2 number of parameters: 2 id: 170 unit: def average_distance() file: src/jobs/util/silhouette.py start line: 0 end line: 0 size: 4 LOC McCabe index: 3 number of parameters: 2 id: 171 unit: def download_bucket_to_csv() file: src/jobs/util/storage.py start line: 0 end line: 0 size: 4 LOC McCabe index: 1 number of parameters: 2 id: 172 unit: def __init__() file: src/jobs/util/tab_titles.py start line: 0 end line: 0 size: 4 LOC McCabe index: 1 number of parameters: 2 id: 173 unit: def __init__() file: src/jobs/util/tab_titles.py start line: 0 end line: 0 size: 4 LOC McCabe index: 1 number of parameters: 3 id: 174 unit: def get_closest_embeddings() file: src/jobs/util/tab_titles.py start line: 0 end line: 0 size: 4 LOC McCabe index: 1 number of parameters: 3 id: 175 unit: def generate_prompt() file: src/jobs/tune_base.py start line: 0 end line: 0 size: 4 LOC McCabe index: 1 number of parameters: 3 id: 176 unit: def process_list_response() file: src/util/language_model.py start line: 0 end line: 0 size: 4 LOC McCabe index: 1 number of parameters: 2 id: 177 unit: def __init__() file: src/util/key_document_finder.py start line: 0 end line: 0 size: 4 LOC McCabe index: 1 number of parameters: 4 id: 178 unit: def get_model() file: src/util/grouping_pipeline.py start line: 0 end line: 0 size: 4 LOC McCabe index: 2 number of parameters: 2 id: 179 unit: def get_prefix() file: src/util/grouping_pipeline.py start line: 0 end line: 0 size: 4 LOC McCabe index: 2 number of parameters: 2 id: 180 unit: def average_distance() file: src/util/silhouette.py start line: 0 end line: 0 size: 4 LOC McCabe index: 3 number of parameters: 2 id: 181 unit: def download_bucket_to_csv() file: src/util/storage.py start line: 0 end line: 0 size: 4 LOC McCabe index: 1 number of parameters: 2 id: 182 unit: def __init__() file: src/util/tab_titles.py start line: 0 end line: 0 size: 4 LOC McCabe index: 1 number of parameters: 2 id: 183 unit: def __init__() file: src/util/tab_titles.py start line: 0 end line: 0 size: 4 LOC McCabe index: 1 number of parameters: 3 id: 184 unit: def get_closest_embeddings() file: src/util/tab_titles.py start line: 0 end line: 0 size: 4 LOC McCabe index: 1 number of parameters: 3 id: 185 unit: def get_domain_dataset() file: src/tab_grouping_streamlit.py start line: 0 end line: 0 size: 3 LOC McCabe index: 1 number of parameters: 0 id: 186 unit: def remove_year() file: src/cleanup_ml_gen.py start line: 0 end line: 0 size: 3 LOC McCabe index: 1 number of parameters: 1 id: 187 unit: def load_env() file: src/jobs/util/secrets.py start line: 0 end line: 0 size: 3 LOC McCabe index: 1 number of parameters: 0 id: 188 unit: def dump_lang_logs() file: src/jobs/util/language_model.py start line: 0 end line: 0 size: 3 LOC McCabe index: 1 number of parameters: 1 id: 189 unit: def list_query() file: src/jobs/util/language_model.py start line: 0 end line: 0 size: 3 LOC McCabe index: 1 number of parameters: 2 id: 190 unit: def get_list() file: src/jobs/util/language_model.py start line: 0 end line: 0 size: 3 LOC McCabe index: 1 number of parameters: 2 id: 191 unit: def get_category_embeddings() file: src/jobs/util/key_document_finder.py start line: 0 end line: 0 size: 3 LOC McCabe index: 1 number of parameters: 1 id: 192 unit: def get_keywords_for_group() file: src/jobs/util/key_document_finder.py start line: 0 end line: 0 size: 3 LOC McCabe index: 1 number of parameters: 2 id: 193 unit: def fit() file: src/jobs/util/grouping_pipeline.py start line: 0 end line: 0 size: 3 LOC McCabe index: 1 number of parameters: 3 id: 194 unit: def transform() file: src/jobs/util/grouping_pipeline.py start line: 0 end line: 0 size: 3 LOC McCabe index: 1 number of parameters: 2 id: 195 unit: def get_embedding_for_document() file: src/jobs/util/shorten_topic_length.py start line: 0 end line: 0 size: 3 LOC McCabe index: 1 number of parameters: 2 id: 196 unit: def create_simple_prompt() file: src/jobs/util/tab_titles.py start line: 0 end line: 0 size: 3 LOC McCabe index: 1 number of parameters: 2 id: 197 unit: def create_prompt_for_llm() file: src/jobs/util/tab_titles.py start line: 0 end line: 0 size: 3 LOC McCabe index: 2 number of parameters: 4 id: 198 unit: def get_topic() file: src/jobs/util/tab_titles.py start line: 0 end line: 0 size: 3 LOC McCabe index: 1 number of parameters: 3 id: 199 unit: def get_topic_with_keywords() file: src/jobs/util/tab_titles.py start line: 0 end line: 0 size: 3 LOC McCabe index: 1 number of parameters: 5 id: 200 unit: def get_embeddings_for_hint_matching() file: src/jobs/util/tab_titles.py start line: 0 end line: 0 size: 3 LOC McCabe index: 2 number of parameters: 2 id: 201 unit: def load_env() file: src/util/secrets.py start line: 0 end line: 0 size: 3 LOC McCabe index: 1 number of parameters: 0 id: 202 unit: def dump_lang_logs() file: src/util/language_model.py start line: 0 end line: 0 size: 3 LOC McCabe index: 1 number of parameters: 1 id: 203 unit: def list_query() file: src/util/language_model.py start line: 0 end line: 0 size: 3 LOC McCabe index: 1 number of parameters: 2 id: 204 unit: def get_list() file: src/util/language_model.py start line: 0 end line: 0 size: 3 LOC McCabe index: 1 number of parameters: 2 id: 205 unit: def get_category_embeddings() file: src/util/key_document_finder.py start line: 0 end line: 0 size: 3 LOC McCabe index: 1 number of parameters: 1 id: 206 unit: def get_keywords_for_group() file: src/util/key_document_finder.py start line: 0 end line: 0 size: 3 LOC McCabe index: 1 number of parameters: 2 id: 207 unit: def fit() file: src/util/grouping_pipeline.py start line: 0 end line: 0 size: 3 LOC McCabe index: 1 number of parameters: 3 id: 208 unit: def transform() file: src/util/grouping_pipeline.py start line: 0 end line: 0 size: 3 LOC McCabe index: 1 number of parameters: 2 id: 209 unit: def get_embedding_for_document() file: src/util/shorten_topic_length.py start line: 0 end line: 0 size: 3 LOC McCabe index: 1 number of parameters: 2 id: 210 unit: def create_simple_prompt() file: src/util/tab_titles.py start line: 0 end line: 0 size: 3 LOC McCabe index: 1 number of parameters: 2 id: 211 unit: def create_prompt_for_llm() file: src/util/tab_titles.py start line: 0 end line: 0 size: 3 LOC McCabe index: 2 number of parameters: 4 id: 212 unit: def get_topic() file: src/util/tab_titles.py start line: 0 end line: 0 size: 3 LOC McCabe index: 1 number of parameters: 3 id: 213 unit: def get_topic_with_keywords() file: src/util/tab_titles.py start line: 0 end line: 0 size: 3 LOC McCabe index: 1 number of parameters: 5 id: 214 unit: def get_embeddings_for_hint_matching() file: src/util/tab_titles.py start line: 0 end line: 0 size: 3 LOC McCabe index: 2 number of parameters: 2 id: 215 unit: def sigmoid() file: src/suggest_cls_streamlit.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 1 id: 216 unit: def prod() file: src/suggest_cls_streamlit.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 4 id: 217 unit: def get_model() file: src/tab_grouping_streamlit.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 2 id: 218 unit: def get_model_streamlit_cached() file: src/tab_grouping_streamlit.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 1 id: 219 unit: def get_box() file: src/tab_grouping_streamlit.py start line: 0 end line: 0 size: 2 LOC McCabe index: 2 number of parameters: 2 id: 220 unit: def get_labeled_dataset_cached() file: src/tab_grouping_streamlit.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 1 id: 221 unit: def get_title_embedding_transformer() file: src/tab_grouping_streamlit.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 1 id: 222 unit: def get_embeddings() file: src/embeddings_streamlit.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 2 id: 223 unit: def load_model() file: src/embeddings_streamlit.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 1 id: 224 unit: def join() file: src/jobs/TuneGenTopicModel.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 2 id: 225 unit: def end() file: src/jobs/TuneGenTopicModel.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 1 id: 226 unit: def get_project_id() file: src/jobs/util/secrets.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 0 id: 227 unit: def is_local_environment() file: src/jobs/util/secrets.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 0 id: 228 unit: def is_remote_environment() file: src/jobs/util/secrets.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 0 id: 229 unit: def stats_log() file: src/jobs/util/language_model.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 1 id: 230 unit: def setup_openai() file: src/jobs/util/language_model.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 1 id: 231 unit: def cleanup_result() file: src/jobs/util/language_model.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 2 id: 232 unit: def user_message() file: src/jobs/util/language_model.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 2 id: 233 unit: def assistant_message() file: src/jobs/util/language_model.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 2 id: 234 unit: def text_query() file: src/jobs/util/language_model.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 3 id: 235 unit: def get_best_documents() file: src/jobs/util/key_document_finder.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 1 id: 236 unit: def __init__() file: src/jobs/util/grouping_pipeline.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 1 id: 237 unit: def get_title_embedding_transformer() file: src/jobs/util/grouping_pipeline.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 2 id: 238 unit: def __init__() file: src/jobs/util/grouping_pipeline.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 2 id: 239 unit: def fit() file: src/jobs/util/grouping_pipeline.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 3 id: 240 unit: def transform() file: src/jobs/util/grouping_pipeline.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 2 id: 241 unit: def __init__() file: src/jobs/util/grouping_pipeline.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 2 id: 242 unit: def fit() file: src/jobs/util/grouping_pipeline.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 3 id: 243 unit: def transform() file: src/jobs/util/grouping_pipeline.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 2 id: 244 unit: def __init__() file: src/jobs/util/grouping_pipeline.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 1 id: 245 unit: def get_document_for_row() file: src/jobs/util/shorten_topic_length.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 2 id: 246 unit: def euclidean_distance() file: src/jobs/util/silhouette.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 2 id: 247 unit: def get_topic() file: src/jobs/util/tab_titles.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 3 id: 248 unit: def get_combined_string_for_embedding() file: src/jobs/util/tab_titles.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 1 id: 249 unit: def get_dict() file: src/jobs/util/tab_titles.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 1 id: 250 unit: def get_project_id() file: src/util/secrets.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 0 id: 251 unit: def is_local_environment() file: src/util/secrets.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 0 id: 252 unit: def is_remote_environment() file: src/util/secrets.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 0 id: 253 unit: def stats_log() file: src/util/language_model.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 1 id: 254 unit: def setup_openai() file: src/util/language_model.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 1 id: 255 unit: def cleanup_result() file: src/util/language_model.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 2 id: 256 unit: def user_message() file: src/util/language_model.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 2 id: 257 unit: def assistant_message() file: src/util/language_model.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 2 id: 258 unit: def text_query() file: src/util/language_model.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 3 id: 259 unit: def get_best_documents() file: src/util/key_document_finder.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 1 id: 260 unit: def __init__() file: src/util/grouping_pipeline.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 1 id: 261 unit: def get_title_embedding_transformer() file: src/util/grouping_pipeline.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 2 id: 262 unit: def __init__() file: src/util/grouping_pipeline.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 2 id: 263 unit: def fit() file: src/util/grouping_pipeline.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 3 id: 264 unit: def transform() file: src/util/grouping_pipeline.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 2 id: 265 unit: def __init__() file: src/util/grouping_pipeline.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 2 id: 266 unit: def fit() file: src/util/grouping_pipeline.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 3 id: 267 unit: def transform() file: src/util/grouping_pipeline.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 2 id: 268 unit: def __init__() file: src/util/grouping_pipeline.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 1 id: 269 unit: def get_document_for_row() file: src/util/shorten_topic_length.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 2 id: 270 unit: def euclidean_distance() file: src/util/silhouette.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 2 id: 271 unit: def get_topic() file: src/util/tab_titles.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 3 id: 272 unit: def get_combined_string_for_embedding() file: src/util/tab_titles.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 1 id: 273 unit: def get_dict() file: src/util/tab_titles.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 1 id: 274 unit: def __init__() file: src/gen_annotation_data.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 1