https://github.com/milvus-io/milvus/issues/42589
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## Semantic Highlighting Feature
**Core Invariant**: Semantic highlighting operates on a per-field basis
with independent text processing through an external Zilliz highlight
provider. The implementation maintains field ID to field name mapping
and correlates highlight results back to original field outputs.
**What is Added**: This PR introduces semantic highlighting capability
for search results alongside the existing lexical highlighting. The
feature consists of:
- New `SemanticHighlight` orchestrator that validates queries/input
fields against collection schema, instantiates a Zilliz-based provider,
and batches text processing across multiple queries
- New `SemanticHighlighter` proxy wrapper implementing the `Highlighter`
interface for search pipeline integration
- New `semanticHighlightOperator` that processes search results by
delegating per-field text processing to the provider and attaching
correlated `HighlightResult` data to search outputs
- New gRPC service definition (`HighlightService`) and
`ZillizClient.Highlight()` method for external provider communication
**No Data Loss or Regression**: The change is purely additive without
modifying existing logic:
- Lexical highlighting path remains unchanged (separate switch case in
`createHighlightTask`)
- New `HighlightResults` field is only populated when semantic
highlighting is explicitly requested via `HighlightType_Semantic` enum
value
- Gracefully handles missing fields by returning explicit errors rather
than silent failures
- Pipeline operator integration follows existing patterns and only
processes when semantic highlighter is instantiated
**Why This Design**: Semantic highlighting is routed through the same
pipeline operator pattern as lexical highlighting, ensuring consistent
integration into search workflows. The per-field model allows flexible
highlighting across different text columns and batch processing ensures
efficient handling of multiple queries with configurable provider
constraints.
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Signed-off-by: junjie.jiang <junjie.jiang@zilliz.com>
issue: #45831
This PR fixes a race condition in `TestZillizClient` test cases where
`t.Logf`
could be called after the test function had returned, leading to a panic
or data race failure.
Root cause:
1. Incorrect defer order: `defer s.Stop()` was called after `defer
lis.Close()`.
This caused `lis.Accept()` to return an error before `s.Stop()` had set
the quit flag,
triggering the error handling path in the server goroutine.
2. Unsafe logging: The error handling path used `t.Logf` inside a
goroutine, which
is unsafe if the main test function exits before the log is printed.
Fixes:
- Changed defer order to ensure `s.Stop()` is called before
`lis.Close()`.
- Replaced `t.Logf` with `fmt.Printf` in the background goroutine to
avoid panic on test completion.
Signed-off-by: Li Liu <li.liu@zilliz.com>
https://github.com/milvus-io/milvus/issues/45544
- Add batch_factor configuration parameter (default: 5) to control
embedding provider batch sizes
- Add disable_func_runtime_check property to bypass function validation
during collection creation
- Add database interceptor support for AddCollectionFunction,
AlterCollectionFunction, and DropCollectionFunction requests
Signed-off-by: junjie.jiang <junjie.jiang@zilliz.com>
The tests were failing with "grpc: Server.RegisterService after
Server.Serve" because setupMockServer() was starting the gRPC server
before tests could register their services. gRPC requires all services
to be registered before Server.Serve() is called.
Changes:
- Remove s.Serve() from setupMockServer() helper function
- Add s.Serve() to each test after service registration
- Apply fix consistently to all 6 affected tests:
* TestZillizClient_Embedding
* TestZillizClient_Embedding_Error
* TestZillizClient_Rerank
* TestZillizClient_Rerank_Error
* TestNewZilliClient_WithMockServer
* TestZillizClient_Embedding_EmptyResponse
This follows the correct gRPC server lifecycle:
1. Create server
2. Register services
3. Start serving
Related to #44620
Case: "internal/util/function/models/zilliz TestZillizClient_Rerank"
Signed-off-by: Congqi Xia <congqi.xia@zilliz.com>
- Add enable configuration for all model service providers
- Migrate environment variables from MILVUSAI_* to MILVUS_* prefix with
backward compatibility
- Unify model service enable/disable logic using configuration
- Add tests for environment variable parsing with fallback support
#35856
Signed-off-by: junjie.jiang <junjie.jiang@zilliz.com>
#35856
1. Add function-related configuration in milvus.yaml
2. Add null and empty value check to TextEmbeddingFunction
Signed-off-by: junjie.jiang <junjie.jiang@zilliz.com>
