GoogleCloudPlatform / ai-on-gke - Conditional Complexity

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).

Learn more...

Conditional Complexity Overall

There are 295 units with 5,471 lines of code in units (10.5% of code).

0 very complex units (0 lines of code)
1 complex units (182 lines of code)
12 medium complex units (913 lines of code)
41 simple units (1,234 lines of code)
241 very simple units (3,142 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 50 most complex units

Unit	# lines	McCabe index	# params
func() in tpu-provisioner/internal/cloud/gke.go	182	33	1
func() in ray-on-gke/tpu/kuberay-tpu-webhook/main.go	119	20	1
func generateResourceCasesForStruct() in benchmarks/benchmark/tools/model-load-benchmark/suite-generator/generator.go	66	20	3
func main() in tpu-provisioner/cmd/main.go	198	19	0
func() in benchmarks/benchmark/tools/model-load-benchmark/k8sclient/k8sclient.go	67	19	1
func() in tpu-provisioner/internal/controller/deletion_controller.go	60	18	1
func() in ray-on-gke/tpu/kuberay-tpu-webhook/main.go	56	15	1
func() in tpu-provisioner/internal/controller/nodepool_garbage_collector.go	60	14	1
def urls_for_zone() in tools/dcgm-on-gke/grafana/proxy/get_proxy_url.py	24	13	2
def print_and_save_result() in benchmarks/benchmark/tools/profile-generator/container/benchmark_serving.py	55	13	7
func main() in ray-on-gke/tpu/kuberay-tpu-webhook/main.go	64	12	0
func() in tpu-provisioner/internal/cloud/gke.go	61	12	1
func main() in tools/gke-disk-image-builder/cli/main.go	83	12	0
def generate_request() in benchmarks/benchmark/tools/locust-load-inference/locust-docker/locust-tasks/tasks.py	61	10	1
def save_model_for_inference() in tutorials-and-examples/nvidia-bionemo/fine-tuning/job/finetuning.py	70	10	2
def get() in modules/jupyter/authentication/authenticator/gcpiapjwtauthenticator/gcpiapjwtauthenticator.py	32	9	1
func getReplicaIndex() in ray-on-gke/tpu/kuberay-tpu-webhook/main.go	23	9	4
func() in ray-on-gke/tpu/kuberay-tpu-webhook/main.go	28	9	1
def make_patches() in tpu-provisioner/admission_controller/admission_controller.py	22	9	1
func() in tpu-provisioner/internal/cloud/gke_service.go	25	9	1
func() in tpu-provisioner/internal/controller/creation_controller.go	20	9	1
def main() in benchmarks/benchmark/dataset/ShareGPT_v3_unflitered_cleaned_split/upload_sharegpt.py	47	9	2
func() in benchmarks/benchmark/tools/model-load-benchmark/config/config.go	27	9	1
func() in benchmarks/benchmark/tools/model-load-benchmark/k8sclient/k8sclient.go	29	9	1
func checkWorkersMatchTopology() in ray-on-gke/tpu/kuberay-tpu-webhook/main.go	35	8	3
def main() in tools/dcgm-on-gke/grafana/proxy/get_proxy_url.py	36	8	0
def get_stats_for_set() in benchmarks/benchmark/tools/profile-generator/container/benchmark_serving.py	18	8	3
func() in benchmarks/benchmark/tools/model-load-benchmark/config/config.go	27	8	1
func validateRayCluster() in ray-on-gke/tpu/kuberay-tpu-webhook/main.go	39	7	1
func getNextWorkerID() in ray-on-gke/tpu/kuberay-tpu-webhook/main.go	22	7	4
func() in tpu-provisioner/internal/cloud/gke.go	21	7	1
func() in tpu-provisioner/internal/controller/creation_controller.go	28	7	1
def print_metrics() in benchmarks/benchmark/tools/profile-generator/container/benchmark_serving.py	58	7	3
func LoadConfig() in benchmarks/benchmark/tools/model-load-benchmark/config/config.go	21	7	1
func() in benchmarks/benchmark/tools/model-load-benchmark/config/config.go	24	7	1
func() in benchmarks/benchmark/tools/model-load-benchmark/deployment/deployment.go	24	7	1
func generateSideCarAndVolumeCases() in benchmarks/benchmark/tools/model-load-benchmark/suite-generator/generator.go	31	7	1
def load_test_prompts() in benchmarks/benchmark/tools/locust-load-inference/locust-docker/locust-tasks/load_data.py	28	7	3
def calculate_average_tokens() in benchmarks/benchmark/tools/locust-load-inference/locust-docker/locust-tasks/custom_metric_aggregator.py	16	7	1
def save_to_gss() in benchmarks/benchmark/tools/locust-load-inference/locust-runner/app/main.py	41	7	3
def main() in tutorials-and-examples/workflow-orchestration/indexed-job/mnist.py	57	7	0
def main() in best-practices/gke-batch-refarch/jobset/mnist.py	57	7	0
func() in ray-on-gke/tpu/kuberay-tpu-webhook/main.go	32	6	1
func() in ray-on-gke/tpu/kuberay-tpu-webhook/main.go	30	6	1
func containerRequestingTPUs() in ray-on-gke/tpu/kuberay-tpu-webhook/main.go	15	6	1
func getNumTPUChipsRequested() in ray-on-gke/tpu/kuberay-tpu-webhook/main.go	19	6	1
func() in ray-on-gke/tpu/kuberay-tpu-webhook/main.go	23	6	1
func tpuTopologyToNodeCount() in tpu-provisioner/internal/cloud/gke.go	24	6	2
func tpuMachineType() in tpu-provisioner/internal/cloud/gke.go	16	6	2
func() in tpu-provisioner/internal/cloud/gke_service.go	20	6	1