uni_query/procedures_plugin/
vector.rs1use std::future::Future;
7use std::sync::Arc;
8use std::sync::OnceLock;
9
10use arrow_array::RecordBatch;
11use arrow_schema::{DataType, Field, Schema, SchemaRef};
12use datafusion::error::Result as DFResult;
13use datafusion::execution::SendableRecordBatchStream;
14use datafusion::logical_expr::ColumnarValue;
15use datafusion::physical_plan::stream::RecordBatchStreamAdapter;
16use futures::stream;
17use uni_common::Value;
18use uni_plugin::traits::procedure::{
19 NamedArgType, ProcedureContext, ProcedureMode, ProcedurePlugin, ProcedureSignature,
20};
21use uni_plugin::traits::scalar::ArgType;
22use uni_plugin::{FnError, PluginError, PluginRegistrar, QName, SideEffects};
23
24use crate::procedures_plugin::host_args::{columnar_args_to_values, require_host};
25use crate::query::df_graph::search_procedures::run_vector_query;
26use crate::query::executor::procedure_host::QueryProcedureHost;
27
28fn signature() -> &'static ProcedureSignature {
31 static SIG: OnceLock<ProcedureSignature> = OnceLock::new();
32 SIG.get_or_init(|| ProcedureSignature {
33 args: vec![
34 NamedArgType {
35 name: smol_str::SmolStr::new("label"),
36 ty: ArgType::Primitive(DataType::Utf8),
37 default: None,
38 doc: "Vertex label to search.".to_owned(),
39 },
40 NamedArgType {
41 name: smol_str::SmolStr::new("property"),
42 ty: ArgType::Primitive(DataType::Utf8),
43 default: None,
44 doc: "Vector property name on the label.".to_owned(),
45 },
46 NamedArgType {
47 name: smol_str::SmolStr::new("query"),
48 ty: ArgType::CypherValue,
49 default: None,
50 doc: "Query vector (List<Float>) or query text (String, auto-embedded).".to_owned(),
51 },
52 NamedArgType {
53 name: smol_str::SmolStr::new("k"),
54 ty: ArgType::Primitive(DataType::Int64),
55 default: None,
56 doc: "Number of nearest neighbours to return.".to_owned(),
57 },
58 NamedArgType {
59 name: smol_str::SmolStr::new("filter"),
60 ty: ArgType::Primitive(DataType::Utf8),
61 default: None,
62 doc: "Optional pushdown filter expression.".to_owned(),
63 },
64 NamedArgType {
65 name: smol_str::SmolStr::new("threshold"),
66 ty: ArgType::Primitive(DataType::Float64),
67 default: None,
68 doc: "Optional maximum distance threshold (post-filter).".to_owned(),
69 },
70 NamedArgType {
71 name: smol_str::SmolStr::new("options"),
72 ty: ArgType::CypherValue,
73 default: None,
74 doc: "Optional reranker / extra options map.".to_owned(),
75 },
76 ],
77 yields: vector_query_yields(),
78 mode: ProcedureMode::Read,
79 side_effects: SideEffects::ReadOnly,
80 retry_contract: None,
81 batch_input: None,
82 docs:
83 "Approximate-nearest-neighbour over a vector index with optional cross-encoder rerank."
84 .to_owned(),
85 })
86}
87
88fn vector_query_yields() -> Vec<Field> {
90 vec![
91 vid_field(),
92 Field::new("distance", DataType::Float64, true),
93 Field::new("score", DataType::Float32, true),
94 Field::new("rerank_score", DataType::Float32, true),
95 ]
96}
97
98pub(super) fn fts_query_yields() -> Vec<Field> {
101 vec![
102 vid_field(),
103 Field::new("score", DataType::Float32, true),
104 Field::new("rerank_score", DataType::Float32, true),
105 ]
106}
107
108pub(super) fn hybrid_search_yields() -> Vec<Field> {
111 vec![
112 vid_field(),
113 Field::new("score", DataType::Float32, true),
114 Field::new("rerank_score", DataType::Float32, true),
115 Field::new("vector_score", DataType::Float32, true),
116 Field::new("fts_score", DataType::Float32, true),
117 Field::new("distance", DataType::Float64, true),
118 ]
119}
120
121fn vid_field() -> Field {
128 let mut md = std::collections::HashMap::new();
129 md.insert("_yield_kind".to_owned(), "node_vid_source".to_owned());
130 Field::new("vid", DataType::Int64, true).with_metadata(md)
131}
132
133#[derive(Debug)]
134struct VectorQueryProc;
135
136impl ProcedurePlugin for VectorQueryProc {
137 fn signature(&self) -> &ProcedureSignature {
138 signature()
139 }
140
141 fn invoke(
142 &self,
143 ctx: ProcedureContext<'_>,
144 args: &[ColumnarValue],
145 ) -> Result<SendableRecordBatchStream, FnError> {
146 run_search_procedure(
147 "uni.vector.query",
148 &ctx,
149 args,
150 signature(),
151 |host, uni_args, yield_items, output_schema| async move {
152 let target_properties = host.target_properties().clone();
153 run_vector_query(
154 &host,
155 &uni_args,
156 &yield_items,
157 &target_properties,
158 &output_schema,
159 )
160 .await
161 },
162 )
163 }
164}
165
166pub(super) fn resolve_yields_and_schema(
172 host: &crate::query::executor::procedure_host::QueryProcedureHost,
173 sig: &ProcedureSignature,
174 fallback_schema: &Arc<Schema>,
175) -> (Vec<(String, Option<String>)>, Arc<Schema>) {
176 let host_yields = host.yield_items();
177 if host_yields.is_empty() {
178 let yield_items: Vec<(String, Option<String>)> = sig
179 .yields
180 .iter()
181 .map(|f| (f.name().clone(), None))
182 .collect();
183 (yield_items, fallback_schema.clone())
184 } else {
185 let output_schema = host
186 .expected_schema()
187 .cloned()
188 .unwrap_or_else(|| fallback_schema.clone());
189 (host_yields.to_vec(), output_schema)
190 }
191}
192
193pub(super) fn run_search_procedure<F, Fut>(
201 proc_name: &'static str,
202 ctx: &ProcedureContext<'_>,
203 args: &[ColumnarValue],
204 sig: &'static ProcedureSignature,
205 run_fn: F,
206) -> Result<SendableRecordBatchStream, FnError>
207where
208 F: FnOnce(QueryProcedureHost, Vec<Value>, Vec<(String, Option<String>)>, SchemaRef) -> Fut
209 + Send
210 + 'static,
211 Fut: Future<Output = DFResult<Option<RecordBatch>>> + Send + 'static,
212{
213 let host = require_host(ctx, proc_name)?.clone();
214 let uni_args = columnar_args_to_values(args);
215 let fallback_schema = Arc::new(Schema::new(sig.yields.clone()));
216 let (yield_items, output_schema) = resolve_yields_and_schema(&host, sig, &fallback_schema);
217
218 let stream_schema = output_schema.clone();
219 let stream = stream::once(async move {
220 let batch = run_fn(host, uni_args, yield_items, output_schema.clone())
221 .await?
222 .unwrap_or_else(|| RecordBatch::new_empty(output_schema.clone()));
223 Ok::<_, datafusion::error::DataFusionError>(batch)
224 });
225 Ok(Box::pin(RecordBatchStreamAdapter::new(
226 stream_schema,
227 stream,
228 )))
229}
230
231pub fn register_into(r: &mut PluginRegistrar<'_>) -> Result<(), PluginError> {
237 r.procedure(
238 QName::new("uni", "vector.query"),
239 signature().clone(),
240 Arc::new(VectorQueryProc),
241 )?;
242 Ok(())
243}