/kind improvement
<!-- This is an auto-generated comment: release notes by coderabbit.ai
-->
- Core invariant: index parameter validation and test expectations for
the HNSW-family must be explicit, consistent, and deterministic — this
PR enforces that by adding exhaustive parameter matrices for HNSW_PRQ
(tests/python_client/testcases/indexes/{idx_hnsw_prq.py,
test_hnsw_prq.py}) and normalizing expectations in idx_hnsw_pq.py via a
shared success variable.
- Logic removed / simplified: brittle, ad-hoc string expectations were
consolidated — literal "success" occurrences were replaced with a single
success variable and ambiguous short error messages were replaced by the
canonical descriptive error text; this reduces duplicated assertion
logic in tests and removes dependence on fragile, truncated messages.
- Bug fix (tests): corrected HNSW_PQ test expectations to assert the
full, authoritative error for invalid PQ m ("The dimension of the vector
(dim) should be a multiple of the number of subquantizers (m).") and
aligned HNSW_PRQ test matrices (idx_hnsw_prq.py) to the same explicit
expectations — the change targets test assertions only and fixes false
negatives caused by mismatched messages.
- No data loss or behavior regression: only test code is added/modified
(tests/python_client/testcases/indexes/*). Production code paths remain
unmodified — collection creation, insert/flush, client.create_index,
wait_for_index_ready, load_collection, search, and client.describe_index
are invoked by tests but not changed; therefore persisted data, index
artifacts, and runtime behavior are unaffected.
<!-- end of auto-generated comment: release notes by coderabbit.ai -->
Signed-off-by: zilliz <jiaming.li@zilliz.com>
- Updates e2e test error code and message after pymilvus update
see #46677
Signed-off-by: silas.jiang <silas.jiang@zilliz.com>
Co-authored-by: silas.jiang <silas.jiang@zilliz.com>
/kind improvement
<!-- This is an auto-generated comment: release notes by coderabbit.ai
-->
- Core invariant: test infrastructure treats insertion granularity as
orthogonal to data semantics—bulk generation
gen_row_data_by_schema(nb=2000, start=0, random_pk=False) yields the
same sequential PKs and vector payloads as prior multi-batch inserts, so
tests relying on collection lifecycle, flush, index build, load and
search behave identically.
- What changed / simplified: added a full HNSW_PQ parameterized test
suite (tests/python_client/testcases/indexes/idx_hnsw_pq.py and
test_hnsw_pq.py) and simplified HNSW_SQ test insertion by replacing
looped per-batch generation+insert with a single bulk
gen_row_data_by_schema(...) + insert. The per-batch PK sequencing and
repeated vector generation were redundant for correctness and were
removed to reduce complexity.
- Why this does NOT cause data loss or behavior regression: the
post-insert code paths remain unchanged—tests still call client.flush(),
create_index(...), util.wait_for_index_ready(), collection.load(), and
perform searches that assert describe_index and search outputs. Because
start=0 and random_pk=False reproduce identical sequential PKs (0..1999)
and the same vectors, index creation and search validation operate on
identical data and index parameters, preserving previous assertions and
outcomes.
- New capability: comprehensive HNSW_PQ coverage (build params: M,
efConstruction, m, nbits, refine, refine_type; search params: ef,
refine_k) across vector types (FLOAT_VECTOR, FLOAT16_VECTOR,
BFLOAT16_VECTOR, INT8_VECTOR) and metrics (L2, IP, COSINE), implemented
as data-driven tests to validate success and failure/error messages for
boundary, type-mismatch and inter-parameter constraints.
<!-- end of auto-generated comment: release notes by coderabbit.ai -->
Signed-off-by: zilliz <jiaming.li@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>
related issue #40698
1. add diskann and hnsw index test
2. update gen_row_data and gen_column_data functions
---------
Signed-off-by: yanliang567 <yanliang.qiao@zilliz.com>
related issue: #42918
1. add tests for ttl eventually search
2. add tests for partition key filter
3. improve check query results for output fields
4. verify some fix for rabitq index and update the test accordingly
5. update gen random float vector in (-1, 1) instead of (0,1)
---------
Signed-off-by: yanliang567 <yanliang.qiao@zilliz.com>
