GoogleCloudPlatform / kubectl-ai - 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).

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Conditional Complexity Overall

There are 269 units with 3,873 lines of code in units (72.9% of code).

0 very complex units (0 lines of code)
3 complex units (461 lines of code)
8 medium complex units (501 lines of code)
23 simple units (810 lines of code)
235 very simple units (2,101 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 printMarkdownResults() in k8s-bench/main.go	201	37	3
func() in pkg/ui/terminal.go	124	30	1
func() in pkg/agent/conversation.go	136	29	1
func run() in main.go	128	22	1
func run() in kubectl-utils/cmd/kubectl-expect/main.go	87	18	1
func() in kubectl-utils/pkg/kel/info.go	65	13	1
func() in k8s-bench/eval.go	63	13	1
func() in main.go	40	13	1
func runEvaluation() in k8s-bench/eval.go	41	11	2
func toGeminiSchema() in gollm/gemini.go	38	11	1
func() in main.go	39	11	1
func() in kubectl-utils/pkg/kube/discovery.go	32	10	1
func BuildSchemaFor() in gollm/schema.go	40	10	1
func Retry[T any]() in gollm/factory.go	49	10	4
func candidateToShimCandidate() in pkg/agent/conversation.go	39	9	1
func loadTasks() in k8s-bench/eval.go	31	9	1
func runEvals() in k8s-bench/main.go	69	9	1
func runAnalyze() in k8s-bench/main.go	42	9	0
func() in pkg/ui/terminal.go	36	8	1
func() in kubectl-utils/pkg/kel/info.go	32	8	1
func evaluateTask() in k8s-bench/eval.go	54	8	6
func NewVertexAIClient() in gollm/gemini.go	37	8	2
func() in gollm/openai.go	46	8	1
func collectResults() in k8s-bench/main.go	24	7	1
func NewAzureOpenAIClient() in gollm/azopenai.go	31	7	2
func() in gollm/gemini.go	34	7	1
func() in pkg/agent/conversation.go	41	6	1
func NewClient() in kubectl-utils/pkg/kube/client.go	27	6	1
func() in gollm/azopenai.go	30	6	1
func() in gollm/azopenai.go	23	6	1
func DefaultIsRetryableError() in gollm/factory.go	21	6	1
func() in gollm/gemini.go	23	6	1
func() in gollm/gemini.go	21	6	1
func() in gollm/openai.go	28	6	1
func() in pkg/tools/bash_tool.go	22	5	1
func() in pkg/tools/kubectl_tool.go	30	5	1
func runKubectlCommand() in pkg/tools/kubectl_tool.go	19	5	4
func() in pkg/agent/conversation.go	20	5	1
func splitYAML() in pkg/journal/loader.go	12	5	2
func() in pkg/journal/recorder.go	18	5	1
func() in kubectl-utils/pkg/kel/expression.go	15	5	1
func() in k8s-bench/eval.go	42	5	1
func() in k8s-bench/eval.go	18	5	1
func main() in k8s-bench/main.go	11	5	0
func run() in k8s-bench/main.go	16	5	1
func() in gollm/ollama.go	52	5	1
func() in gollm/azopenai.go	16	5	1
func() in gollm/factory.go	14	5	1
func findDefaultGCPProject() in gollm/gemini.go	25	5	1
func() in gollm/gemini.go	24	5	1