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use std::collections::HashMap;
use api::rest::{
BaseGroupRequest, Batch, BatchVectorStruct, PointStruct, PointVectors, PointsList,
SearchGroupsRequestInternal, SearchRequestInternal, Vector, VectorStruct,
};
use sparse::common::sparse_vector::SparseVector;
use validator::Validate;
use crate::operations::types::{
ContextExamplePair, DiscoverRequestInternal, RecommendExample, RecommendRequestInternal,
};
fn wrong_sparse_vector() -> SparseVector {
SparseVector {
indices: vec![1, 2],
values: vec![0.0, 1.0, 2.0],
}
}
fn wrong_named_vector_struct() -> api::rest::NamedVectorStruct {
api::rest::NamedVectorStruct::Sparse(segment::data_types::vectors::NamedSparseVector {
name: "sparse".to_owned(),
vector: wrong_sparse_vector(),
})
}
fn wrong_point_struct() -> PointStruct {
let vector_data: HashMap<String, _> =
HashMap::from([("sparse".to_owned(), Vector::Sparse(wrong_sparse_vector()))]);
PointStruct {
id: 0.into(),
vector: VectorStruct::Named(vector_data),
payload: None,
}
}
fn wrong_recommend_example() -> RecommendExample {
RecommendExample::Sparse(wrong_sparse_vector())
}
fn check_validation_error<T: Validate>(v: T) {
match v.validate() {
Ok(_) => panic!("Expected validation error"),
// check if there is an error message about the length of the sparse vector
Err(e) => assert!(e.to_string().contains("must be the same length as indices")),
}
}
#[test]
fn validate_error_sparse_vector_point_struct() {
check_validation_error(wrong_point_struct());
}
#[test]
fn validate_error_sparse_vector_points_batch() {
let vector_data: HashMap<String, Vec<_>> = HashMap::from([(
"sparse".to_owned(),
vec![Vector::Sparse(wrong_sparse_vector())],
)]);
check_validation_error(Batch {
ids: vec![1.into()],
vectors: BatchVectorStruct::Named(vector_data),
payloads: None,
});
}
#[test]
fn validate_error_sparse_vector_points_list() {
check_validation_error(PointsList {
points: vec![wrong_point_struct()],
shard_key: None,
});
}
#[test]
fn validate_error_sparse_vector_search_request_internal() {
check_validation_error(SearchRequestInternal {
vector: wrong_named_vector_struct(),
filter: None,
params: None,
limit: 5,
offset: None,
with_payload: None,
with_vector: None,
score_threshold: None,
});
}
#[test]
fn validate_error_sparse_vector_search_groups_request_internal() {
check_validation_error(SearchGroupsRequestInternal {
vector: wrong_named_vector_struct(),
filter: None,
params: None,
with_payload: None,
with_vector: None,
score_threshold: None,
group_request: BaseGroupRequest {
group_by: "sparse".parse().unwrap(),
group_size: 5,
limit: 5,
with_lookup: None,
},
});
}
#[test]
fn validate_error_sparse_vector_recommend_example() {
check_validation_error(RecommendExample::Sparse(wrong_sparse_vector()));
}
#[test]
fn validate_error_sparse_vector_recommend_request_internal() {
check_validation_error(RecommendRequestInternal {
positive: vec![wrong_recommend_example()],
negative: vec![wrong_recommend_example()],
strategy: None,
filter: None,
params: None,
limit: 5,
offset: None,
with_payload: None,
with_vector: None,
score_threshold: None,
using: None,
lookup_from: None,
});
}
#[test]
fn validate_error_sparse_vector_context_example_pair() {
check_validation_error(ContextExamplePair {
positive: wrong_recommend_example(),
negative: wrong_recommend_example(),
});
}
#[test]
fn validate_error_sparse_vector_discover_request_internal() {
check_validation_error(DiscoverRequestInternal {
target: Some(wrong_recommend_example()),
context: Some(vec![ContextExamplePair {
positive: wrong_recommend_example(),
negative: wrong_recommend_example(),
}]),
filter: None,
params: None,
limit: 5,
offset: None,
with_payload: None,
with_vector: None,
using: None,
lookup_from: None,
});
}
#[test]
fn validate_error_sparse_vector_point_vectors() {
let vector_data: HashMap<String, _> =
HashMap::from([("sparse".to_owned(), Vector::Sparse(wrong_sparse_vector()))]);
let vector_struct = VectorStruct::Named(vector_data);
check_validation_error(PointVectors {
id: 1.into(),
vector: vector_struct,
});
}
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