refactor: rabitq

Signed-off-by: usamoi <[email protected]>

Author: usamoi

Cargo.lock

@@ -110,10 +110,14 @@ impl IndexOptions {
     ) -> Result<(), ValidationError> {
         match quantization {
             None => Ok(()),
-            Some(QuantizationOptions::Scalar(_) | QuantizationOptions::Product(_)) => {
+            Some(
+                QuantizationOptions::Scalar(_)
+                | QuantizationOptions::Product(_)
+                | QuantizationOptions::Rabitq(_),
+            ) => {
                 if !matches!(self.vector.v, VectorKind::Vecf32 | VectorKind::Vecf16) {
                     return Err(ValidationError::new(
-                        "scalar quantization or product quantization is not support for vectors that are not dense vectors",
+                        "quantization is not support for vectors that are not dense vectors",
                     ));
                 }
                 Ok(())
@@ -148,18 +152,6 @@ impl IndexOptions {
                     ));
                 }
             }
-            IndexingOptions::Rabitq(_) => {
-                if !matches!(self.vector.d, DistanceKind::L2 | DistanceKind::Dot) {
-                    return Err(ValidationError::new(
-                        "rabitq is not support for distance that is not l2 or dot",
-                    ));
-                }
-                if !matches!(self.vector.v, VectorKind::Vecf32) {
-                    return Err(ValidationError::new(
-                        "rabitq is not support for vectors that are not vector",
-                    ));
-                }
-            }
         }
         Ok(())
     }
@@ -293,7 +285,6 @@ pub enum IndexingOptions {
     Ivf(IvfIndexingOptions),
     Hnsw(HnswIndexingOptions),
     InvertedIndex(InvertedIndexingOptions),
-    Rabitq(RabitqIndexingOptions),
 }
 
 impl IndexingOptions {
@@ -315,12 +306,6 @@ impl IndexingOptions {
         };
         x
     }
-    pub fn unwrap_rabitq(self) -> RabitqIndexingOptions {
-        let IndexingOptions::Rabitq(x) = self else {
-            unreachable!()
-        };
-        x
-    }
 }
 
 impl Default for IndexingOptions {
@@ -336,7 +321,6 @@ impl Validate for IndexingOptions {
             Self::Ivf(x) => x.validate(),
             Self::Hnsw(x) => x.validate(),
             Self::InvertedIndex(x) => x.validate(),
-            Self::Rabitq(x) => x.validate(),
         }
     }
 }
@@ -480,13 +464,15 @@ impl Default for RabitqIndexingOptions {
 pub enum QuantizationOptions {
     Scalar(ScalarQuantizationOptions),
     Product(ProductQuantizationOptions),
+    Rabitq(RabitqQuantizationOptions),
 }
 
 impl Validate for QuantizationOptions {
     fn validate(&self) -> Result<(), validator::ValidationErrors> {
         match self {
             Self::Scalar(x) => x.validate(),
             Self::Product(x) => x.validate(),
+            Self::Rabitq(x) => x.validate(),
         }
     }
 }
@@ -554,6 +540,18 @@ impl Default for ProductQuantizationOptions {
     }
 }
 
+#[derive(Debug, Clone, Serialize, Deserialize, Validate)]
+#[serde(deny_unknown_fields)]
+pub struct RabitqQuantizationOptions {}
+
+impl RabitqQuantizationOptions {}
+
+impl Default for RabitqQuantizationOptions {
+    fn default() -> Self {
+        Self {}
+    }
+}
+
 #[derive(Debug, Clone, Serialize, Deserialize, Validate, Alter)]
 #[serde(deny_unknown_fields)]
 pub struct SearchOptions {
@@ -567,23 +565,14 @@ pub struct SearchOptions {
     pub pq_rerank_size: u32,
     #[serde(default = "SearchOptions::default_pq_fast_scan")]
     pub pq_fast_scan: bool,
+    #[serde(default = "SearchOptions::default_rq_fast_scan")]
+    pub rq_fast_scan: bool,
     #[serde(default = "SearchOptions::default_ivf_nprobe")]
     #[validate(range(min = 1, max = 65535))]
     pub ivf_nprobe: u32,
     #[serde(default = "SearchOptions::default_hnsw_ef_search")]
     #[validate(range(min = 1, max = 65535))]
     pub hnsw_ef_search: u32,
-    #[serde(default = "SearchOptions::default_rabitq_nprobe")]
-    #[validate(range(min = 1, max = 65535))]
-    pub rabitq_nprobe: u32,
-    #[serde(default = "SearchOptions::default_rabitq_epsilon")]
-    #[validate(range(min = 1.0, max = 4.0))]
-    pub rabitq_epsilon: f32,
-    #[serde(default = "SearchOptions::default_rabitq_fast_scan")]
-    pub rabitq_fast_scan: bool,
-    #[serde(default = "SearchOptions::default_diskann_ef_search")]
-    #[validate(range(min = 1, max = 65535))]
-    pub diskann_ef_search: u32,
 }
 
 impl SearchOptions {
@@ -599,24 +588,15 @@ impl SearchOptions {
     pub const fn default_pq_fast_scan() -> bool {
         false
     }
+    pub const fn default_rq_fast_scan() -> bool {
+        true
+    }
     pub const fn default_ivf_nprobe() -> u32 {
         10
     }
     pub const fn default_hnsw_ef_search() -> u32 {
         100
     }
-    pub const fn default_rabitq_nprobe() -> u32 {
-        10
-    }
-    pub const fn default_rabitq_epsilon() -> f32 {
-        1.9
-    }
-    pub const fn default_rabitq_fast_scan() -> bool {
-        true
-    }
-    pub const fn default_diskann_ef_search() -> u32 {
-        100
-    }
 }
 
 impl Default for SearchOptions {
@@ -626,12 +606,9 @@ impl Default for SearchOptions {
             sq_fast_scan: Self::default_sq_fast_scan(),
             pq_rerank_size: Self::default_pq_rerank_size(),
             pq_fast_scan: Self::default_pq_fast_scan(),
+            rq_fast_scan: Self::default_rq_fast_scan(),
             ivf_nprobe: Self::default_ivf_nprobe(),
             hnsw_ef_search: Self::default_hnsw_ef_search(),
-            rabitq_nprobe: Self::default_rabitq_nprobe(),
-            rabitq_epsilon: Self::default_rabitq_epsilon(),
-            rabitq_fast_scan: Self::default_rabitq_fast_scan(),
-            diskann_ef_search: Self::default_diskann_ef_search(),
         }
     }
 }

crates/base/src/index.rs

@@ -37,6 +37,16 @@ impl ScalarLike for f16 {
         lhs * rhs
     }
 
+    #[inline(always)]
+    fn scalar_is_sign_positive(self) -> bool {
+        self.is_sign_positive()
+    }
+
+    #[inline(always)]
+    fn scalar_is_sign_negative(self) -> bool {
+        self.is_sign_negative()
+    }
+
     #[inline(always)]
     fn from_f32(x: f32) -> Self {
         f16::from_f32(x)
@@ -236,6 +246,10 @@ impl ScalarLike for f16 {
         r
     }
 
+    fn vector_to_f32_borrowed(this: &[Self]) -> impl AsRef<[f32]> {
+        Self::vector_to_f32(this)
+    }
+
     #[detect::multiversion(v4, v3, v2, neon, fallback)]
     fn kmeans_helper(this: &mut [f16], x: f32, y: f32) {
         let x = f16::from_f32(x);

crates/base/src/scalar/f16.rs

@@ -36,6 +36,16 @@ impl ScalarLike for f32 {
         lhs * rhs
     }
 
+    #[inline(always)]
+    fn scalar_is_sign_positive(self) -> bool {
+        self.is_sign_positive()
+    }
+
+    #[inline(always)]
+    fn scalar_is_sign_negative(self) -> bool {
+        self.is_sign_negative()
+    }
+
     #[inline(always)]
     fn from_f32(x: f32) -> Self {
         x
@@ -187,6 +197,10 @@ impl ScalarLike for f32 {
         this.to_vec()
     }
 
+    fn vector_to_f32_borrowed(this: &[Self]) -> impl AsRef<[f32]> {
+        this
+    }
+
     #[detect::multiversion(v4, v3, v2, neon, fallback)]
     fn kmeans_helper(this: &mut [f32], x: f32, y: f32) {
         let n = this.len();

crates/base/src/scalar/f32.rs

@@ -39,6 +39,14 @@ impl ScalarLike for Impossible {
         unimplemented!()
     }
 
+    fn scalar_is_sign_positive(self) -> bool {
+        unimplemented!()
+    }
+
+    fn scalar_is_sign_negative(self) -> bool {
+        unimplemented!()
+    }
+
     fn from_f32(_: f32) -> Self {
         unimplemented!()
     }
@@ -101,6 +109,11 @@ impl ScalarLike for Impossible {
         unimplemented!()
     }
 
+    #[allow(unreachable_code)]
+    fn vector_to_f32_borrowed(_: &[Self]) -> impl AsRef<[f32]> {
+        unimplemented!() as Vec<f32>
+    }
+
     fn vector_add(_lhs: &[Self], _rhs: &[Self]) -> Vec<Self> {
         unimplemented!()
     }

crates/base/src/scalar/impossible.rs

@@ -24,6 +24,8 @@ pub trait ScalarLike:
     fn scalar_add(lhs: Self, rhs: Self) -> Self;
     fn scalar_sub(lhs: Self, rhs: Self) -> Self;
     fn scalar_mul(lhs: Self, rhs: Self) -> Self;
+    fn scalar_is_sign_positive(self) -> bool;
+    fn scalar_is_sign_negative(self) -> bool;
 
     fn from_f32(x: f32) -> Self;
     fn to_f32(self) -> f32;
@@ -42,6 +44,7 @@ pub trait ScalarLike:
 
     fn vector_from_f32(this: &[f32]) -> Vec<Self>;
     fn vector_to_f32(this: &[Self]) -> Vec<f32>;
+    fn vector_to_f32_borrowed(this: &[Self]) -> impl AsRef<[f32]>;
     fn vector_add(lhs: &[Self], rhs: &[Self]) -> Vec<Self>;
     fn vector_add_inplace(lhs: &mut [Self], rhs: &[Self]);
     fn vector_sub(lhs: &[Self], rhs: &[Self]) -> Vec<Self>;

crates/base/src/scalar/mod.rs

@@ -39,6 +39,11 @@ impl<S: ScalarLike> VectOwned<S> {
     pub fn slice_mut(&mut self) -> &mut [S] {
         self.0.as_mut_slice()
     }
+
+    #[inline(always)]
+    pub fn into_vec(self) -> Vec<S> {
+        self.0
+    }
 }
 
 impl<S: ScalarLike> VectorOwned for VectOwned<S> {

crates/base/src/vector/vect.rs

@@ -133,14 +133,11 @@ impl QueryArguments {
         SearchOptions {
             sq_rerank_size: 0,
             pq_rerank_size: 0,
-            hnsw_ef_search: self.ef,
-            ivf_nprobe: self.probe,
-            diskann_ef_search: 100,
             sq_fast_scan: false,
             pq_fast_scan: false,
-            rabitq_epsilon: 1.9,
-            rabitq_fast_scan: true,
-            rabitq_nprobe: self.probe,
+            rq_fast_scan: true,
+            hnsw_ef_search: self.ef,
+            ivf_nprobe: self.probe,
         }
     }
 }

crates/cli/src/args.rs

@@ -32,6 +32,9 @@ impl<T: Copy> Vec2<T> {
 }
 
 impl<T> Vec2<T> {
+    pub fn shape(&self) -> (usize, usize) {
+        self.shape
+    }
     pub fn shape_0(&self) -> usize {
         self.shape.0
     }