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unit: def main()
file: src/kg_validator.py
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McCabe index: 10
number of parameters: 2

id: 2
unit: def evaluation_prompt()
file: src/llm_judge.py
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size: 37 LOC
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number of parameters: 4

id: 3
unit: def eval_pipeline()
file: evaluation_pipeline/evaluation.py
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size: 30 LOC
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number of parameters: 4

id: 4
unit: def run_history_in_vector_db()
file: evaluation_pipeline/retrieval.py
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size: 29 LOC
McCabe index: 8
number of parameters: 3

id: 5
unit: def convert_dict_to_df()
file: evaluation_pipeline/retrieval.py
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size: 24 LOC
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number of parameters: 6

id: 6
unit: def visualize_embeddings()
file: evaluation_pipeline/evaluation.py
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number of parameters: 2

id: 7
unit: def get_embeddings()
file: src/feature_extractor.py
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size: 21 LOC
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number of parameters: 2

id: 8
unit: def get_ers_data()
file: src/entity_relation_scorer.py
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number of parameters: 1

id: 9
unit: def create_embeddings()
file: evaluation_pipeline/retrieval.py
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number of parameters: 3

id: 10
unit: def __init__()
file: src/llm_judge.py
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id: 11
unit: def run_traditional_eval()
file: evaluation_pipeline/evaluation.py
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number of parameters: 6

id: 12
unit: def run_traditional_eval()
file: src/metrics.py
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size: 16 LOC
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id: 13
unit: def mean_pooling()
file: src/feature_extractor.py
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size: 16 LOC
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number of parameters: 2

id: 14
unit: def perform_traditional_evals()
file: src/kg_validator.py
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size: 16 LOC
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number of parameters: 5

id: 15
unit: def create_embeddings_table_in_vector_db()
file: evaluation_pipeline/retrieval.py
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number of parameters: 4

id: 16
unit: def run_llm_judge()
file: evaluation_pipeline/evaluation.py
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number of parameters: 5

id: 17
unit: def __init__()
file: src/feature_extractor.py
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size: 15 LOC
McCabe index: 3
number of parameters: 3

id: 18
unit: def generate_topics()
file: src/kg_builder.py
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end line: 0
size: 15 LOC
McCabe index: 4
number of parameters: 2

id: 19
unit: def log_performance()
file: evaluation_pipeline/retrieval.py
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number of parameters: 1

id: 20
unit: def main()
file: evaluation_pipeline/retrieval.py
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size: 14 LOC
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id: 21
unit: def format_judge_response()
file: evaluation_pipeline/evaluation.py
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number of parameters: 1

id: 22
unit: def create_ground_truth()
file: evaluation_pipeline/retrieval.py
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number of parameters: 2

id: 23
unit: def calc_average_precision()
file: evaluation_pipeline/evaluation.py
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number of parameters: 3

id: 24
unit: def load_retrieved()
file: evaluation_pipeline/evaluation.py
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id: 25
unit: def calc_average_precision()
file: src/metrics.py
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size: 13 LOC
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number of parameters: 3

id: 26
unit: def infer_topics()
file: src/kg.py
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size: 13 LOC
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number of parameters: 2

id: 27
unit: def wandb_logging()
file: evaluation_pipeline/evaluation.py
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size: 12 LOC
McCabe index: 2
number of parameters: 2

id: 28
unit: def _extract_keyword_entities_rltn_score()
file: src/entity_relation_scorer.py
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end line: 0
size: 12 LOC
McCabe index: 7
number of parameters: 6

id: 29
unit: def extract_tags_batch()
file: src/kg_builder.py
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end line: 0
size: 12 LOC
McCabe index: 6
number of parameters: 1

id: 30
unit: def load_ground_truth_from_golden()
file: evaluation_pipeline/retrieval.py
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size: 11 LOC
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number of parameters: 2

id: 31
unit: def extract_tags_for_queries()
file: src/kg.py
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end line: 0
size: 11 LOC
McCabe index: 6
number of parameters: 1

id: 32
unit: def create_db()
file: evaluation_pipeline/retrieval.py
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end line: 0
size: 10 LOC
McCabe index: 1
number of parameters: 0

id: 33
unit: def get_table_size()
file: evaluation_pipeline/retrieval.py
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McCabe index: 3
number of parameters: 2

id: 34
unit: def load_history_in_db()
file: evaluation_pipeline/retrieval.py
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size: 10 LOC
McCabe index: 2
number of parameters: 2

id: 35
unit: def run_retrieval()
file: evaluation_pipeline/retrieval.py
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size: 10 LOC
McCabe index: 3
number of parameters: 6

id: 36
unit: def calc_ndcg()
file: evaluation_pipeline/evaluation.py
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size: 10 LOC
McCabe index: 8
number of parameters: 5

id: 37
unit: def calc_ndcg()
file: src/metrics.py
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end line: 0
size: 10 LOC
McCabe index: 8
number of parameters: 5

id: 38
unit: def extract_features()
file: src/feature_extractor.py
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end line: 0
size: 10 LOC
McCabe index: 3
number of parameters: 2

id: 39
unit: def process_history()
file: evaluation_pipeline/retrieval.py
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end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 2

id: 40
unit: def get_combined_texts_uniform_k()
file: evaluation_pipeline/evaluation.py
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end line: 0
size: 9 LOC
McCabe index: 6
number of parameters: 2

id: 41
unit: def vectorized_evaluation()
file: evaluation_pipeline/evaluation.py
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end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 2

id: 42
unit: def fetch_entity_relations_with_keywords()
file: src/kg.py
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end line: 0
size: 9 LOC
McCabe index: 5
number of parameters: 4

id: 43
unit: def vectorized_llm_evaluation()
file: evaluation_pipeline/evaluation.py
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end line: 0
size: 8 LOC
McCabe index: 1
number of parameters: 3

id: 44
unit: def extract_additional_path_info()
file: src/kg_builder.py
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end line: 0
size: 8 LOC
McCabe index: 1
number of parameters: 1

id: 45
unit: def fetch_ground_truths()
file: src/kg_validator.py
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end line: 0
size: 8 LOC
McCabe index: 1
number of parameters: 1

id: 46
unit: def query_and_result()
file: evaluation_pipeline/retrieval.py
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end line: 0
size: 7 LOC
McCabe index: 2
number of parameters: 6

id: 47
unit: def convert_to_list()
file: evaluation_pipeline/evaluation.py
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end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 1

id: 48
unit: def _extract_path_info_entities_rltn_score()
file: src/entity_relation_scorer.py
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end line: 0
size: 6 LOC
McCabe index: 5
number of parameters: 5

id: 49
unit: def _extract_tags_entities_rltn_score()
file: src/entity_relation_scorer.py
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size: 6 LOC
McCabe index: 5
number of parameters: 5

id: 50
unit: def _extract_topics_entities_rltn_score()
file: src/entity_relation_scorer.py
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size: 6 LOC
McCabe index: 4
number of parameters: 5

id: 51
unit: def get_sql_connection()
file: src/history_search_app.py
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size: 6 LOC
McCabe index: 1
number of parameters: 0

id: 52
unit: def get_url_hash_batch()
file: src/kg_validator.py
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size: 6 LOC
McCabe index: 1
number of parameters: 2

id: 53
unit: def format_size()
file: evaluation_pipeline/retrieval.py
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number of parameters: 1

id: 54
unit: def calc_reciprocal_rank()
file: evaluation_pipeline/evaluation.py
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size: 5 LOC
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number of parameters: 2

id: 55
unit: def calc_reciprocal_rank()
file: src/metrics.py
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size: 5 LOC
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number of parameters: 2

id: 56
unit: def get_embeddings_data()
file: src/history_search_app.py
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size: 5 LOC
McCabe index: 1
number of parameters: 0

id: 57
unit: def get_embeddings_size()
file: src/history_search_app.py
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size: 5 LOC
McCabe index: 1
number of parameters: 0

id: 58
unit: def main()
file: src/kg_builder.py
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size: 5 LOC
McCabe index: 1
number of parameters: 2

id: 59
unit: def get_sql_connection_for_validation()
file: src/kg_validator.py
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size: 5 LOC
McCabe index: 1
number of parameters: 0

id: 60
unit: def process_golden_queries()
file: evaluation_pipeline/retrieval.py
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size: 4 LOC
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number of parameters: 1

id: 61
unit: def calc_precision_at_k()
file: evaluation_pipeline/evaluation.py
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size: 4 LOC
McCabe index: 1
number of parameters: 3

id: 62
unit: def calc_recall_at_k()
file: evaluation_pipeline/evaluation.py
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size: 4 LOC
McCabe index: 1
number of parameters: 3

id: 63
unit: def _extract_domain_entities_rltn_score()
file: src/entity_relation_scorer.py
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size: 4 LOC
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number of parameters: 5

id: 64
unit: def calc_precision_at_k()
file: src/metrics.py
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McCabe index: 1
number of parameters: 3

id: 65
unit: def calc_recall_at_k()
file: src/metrics.py
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size: 4 LOC
McCabe index: 1
number of parameters: 3

id: 66
unit: def run_vectorized_traditional_eval()
file: evaluation_pipeline/evaluation.py
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size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 67
unit: def run_vectorized_llm_eval()
file: evaluation_pipeline/evaluation.py
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size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 68
unit: def get_kg_input_data()
file: src/kg_builder.py
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size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 69
unit: def serialize_f32()
file: evaluation_pipeline/retrieval.py
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size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 70
unit: def main()
file: evaluation_pipeline/evaluation.py
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size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 71
unit: def _generate_entity_rltn_score()
file: src/entity_relation_scorer.py
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size: 2 LOC
McCabe index: 1
number of parameters: 5

id: 72
unit: def get_history_data()
file: src/history_search_app.py
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size: 2 LOC
McCabe index: 1
number of parameters: 0

id: 73
unit: def serialize_f32()
file: src/history_search_app.py
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size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 74
unit: def get_connection_to_places()
file: src/kg_builder.py
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size: 2 LOC
McCabe index: 1
number of parameters: 0

id: 75
unit: def get_connection_to_kg()
file: src/kg_builder.py
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size: 2 LOC
McCabe index: 1
number of parameters: 0

id: 76
unit: def load_kg_db()
file: src/kg_builder.py
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size: 2 LOC
McCabe index: 1
number of parameters: 2