GoogleCloudPlatform / specialized-training-content

Intro

Conditional complexity (also called cyclomatic complexity) is a term used to measure the complexity of software. The term refers to the number of possible paths through a program function. A higher value ofter means higher maintenance and testing costs (infosecinstitute.com).
Conditional complexity is calculated by counting all conditions in the program that can affect the execution path (e.g. if statement, loops, switches, and/or operators, try and catch blocks...).
Conditional complexity is measured at the unit level (methods, functions...).
Units are classified in four categories based on the measured McCabe index: 1-5 (simple units), 6-10 (medium complex units), 11-25 (complex units), 26+ (very complex units).

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Conditional Complexity Overall

There are 42 units with 596 lines of code in units (4.1% of code).

0 very complex units (0 lines of code)
0 complex units (0 lines of code)
1 medium complex units (40 lines of code)
2 simple units (85 lines of code)
39 very simple units (471 lines of code)

Legend:

51+

26-50

11-25

6-10

1-5

Alternative Visuals

3D view of all units

Conditional Complexity per Extension

51+

26-50

11-25

6-10

1-5

Conditional Complexity per Logical Component

primary logical decomposition

51+

26-50

11-25

6-10

1-5

Most Complex Units

Top 42 most complex units

Unit	# lines	McCabe index	# params
def train_and_evaluate() in courses/DSL/challenge-mlprep/fraud_detection/trainer/model.py	40	18	1
def home() in courses/writing_prompts/streamlit_gemini_vision/app.py	56	10	0
def get_input_and_transform() in courses/DSL/challenge-mlprep/fraud_detection/trainer/model.py	29	9	3
def build_dnn_model() in courses/DSL/challenge-mlprep/fraud_detection/trainer/model.py	15	4	3
def receive_message() in courses/DSL/clicks-service/main.py	11	3	0
def insert_owner_pet() in courses/understanding_spanner/cloud-run/main.py	19	3	3
def get() in courses/understanding_spanner/cloud-run/main.py	21	3	2
def insert_owner_pet() in courses/understanding_spanner/cloud-functions/spanner_save_pets/main.py	23	3	3
def _call() in courses/writing_prompts/streamlit_gemini_text/app.py	20	3	5
def get() in courses/understanding_spanner/cloud-run/main.py	14	2	1
def post() in courses/understanding_spanner/cloud-run/main.py	4	2	1
def delete() in courses/understanding_spanner/cloud-run/main.py	7	2	1
def patch() in courses/understanding_spanner/cloud-run/main.py	2	2	2
def delete() in courses/understanding_spanner/cloud-run/main.py	2	2	2
def spanner_save_pets() in courses/understanding_spanner/cloud-functions/spanner_save_pets/main.py	5	2	2
def spanner_get_pets() in courses/understanding_spanner/cloud-functions/spanner_get_pets/main.py	11	2	1
def parse_prediction() in courses/DSL/challenge-mlprep/predict.py	3	1	1
def features_and_labels() in courses/DSL/challenge-mlprep/fraud_detection/trainer/model.py	3	1	1
def load_dataset() in courses/DSL/challenge-mlprep/fraud_detection/trainer/model.py	11	1	3
def create_train_dataset() in courses/DSL/challenge-mlprep/fraud_detection/trainer/model.py	3	1	2
def create_adapt_dataset() in courses/DSL/challenge-mlprep/fraud_detection/trainer/model.py	3	1	2
def create_eval_dataset() in courses/DSL/challenge-mlprep/fraud_detection/trainer/model.py	3	1	2
def main() in courses/DSL/clicks-service/main.py	2	1	0
def not_found() in courses/understanding_spanner/cloud-run/main.py	2	1	1
def server_error() in courses/understanding_spanner/cloud-run/main.py	2	1	1
def main() in courses/understanding_spanner/dataflow/spanner-to-bq0.py	15	1	2
def reverse_bits() in courses/understanding_spanner/dataflow/csv-to-spanner.py	5	1	2
def main() in courses/understanding_spanner/dataflow/csv-to-spanner.py	38	1	2
def main() in courses/understanding_spanner/dataflow/spanner-to-bq1.py	18	1	2
def main() in courses/understanding_spanner/dataflow/spanner-to-bq.py	28	1	2
def reverse_bits() in courses/understanding_spanner/spanner-challenge-lab/import-details-to-spanner.py	5	1	2
def main() in courses/understanding_spanner/spanner-challenge-lab/import-details-to-spanner.py	37	1	2
def reverse_bits() in courses/understanding_spanner/spanner-challenge-lab/import-orders-to-spanner.py	5	1	2
def main() in courses/understanding_spanner/spanner-challenge-lab/import-orders-to-spanner.py	37	1	2
def reverse_bits() in courses/understanding_spanner/spanner-challenge-lab/import-customers-to-spanner.py	5	1	2
def main() in courses/understanding_spanner/spanner-challenge-lab/import-customers-to-spanner.py	37	1	2
def reverse_bits() in courses/understanding_spanner/spanner-challenge-lab/import-products-to-spanner.py	5	1	2
def main() in courses/understanding_spanner/spanner-challenge-lab/import-products-to-spanner.py	37	1	2
def _llm_type() in courses/writing_prompts/streamlit_gemini_text/app.py	2	1	1
def _identifying_params() in courses/writing_prompts/streamlit_gemini_text/app.py	2	1	1
def load_chain() in courses/writing_prompts/streamlit_gemini_text/app.py	7	1	0
def initialize_session_state() in courses/writing_prompts/streamlit_gemini_vision/app.py	2	1	0