1use crate::znx_base::ZnxInfos;
  2use crate::{Backend, DataView, DataViewMut, Module, ZnxSliceSize, ZnxView, ZnxViewMut, alloc_aligned};
  3use rand::seq::SliceRandom;
  4use rand_core::RngCore;
  5use rand_distr::{Distribution, weighted::WeightedIndex};
  6use sampling::source::Source;
  7
  8pub struct Scalar<D> {
  9    data: D,
 10    n: usize,
 11    cols: usize,
 12}
 13
 14impl<D> ZnxInfos for Scalar<D> {
 15    fn cols(&self) -> usize {
 16        self.cols
 17    }
 18
 19    fn rows(&self) -> usize {
 20        1
 21    }
 22
 23    fn n(&self) -> usize {
 24        self.n
 25    }
 26
 27    fn size(&self) -> usize {
 28        1
 29    }
 30}
 31
 32impl<D> ZnxSliceSize for Scalar<D> {
 33    fn sl(&self) -> usize {
 34        self.n()
 35    }
 36}
 37
 38impl<D> DataView for Scalar<D> {
 39    type D = D;
 40    fn data(&self) -> &Self::D {
 41        &self.data
 42    }
 43}
 44
 45impl<D> DataViewMut for Scalar<D> {
 46    fn data_mut(&mut self) -> &mut Self::D {
 47        &mut self.data
 48    }
 49}
 50
 51impl<D: AsRef<[u8]>> ZnxView for Scalar<D> {
 52    type Scalar = i64;
 53}
 54
 55impl<D: AsMut<[u8]> + AsRef<[u8]>> Scalar<D> {
 56    pub fn fill_ternary_prob(&mut self, col: usize, prob: f64, source: &mut Source) {
 57        let choices: [i64; 3] = [-1, 0, 1];
 58        let weights: [f64; 3] = [prob / 2.0, 1.0 - prob, prob / 2.0];
 59        let dist: WeightedIndex<f64> = WeightedIndex::new(&weights).unwrap();
 60        self.at_mut(col, 0)
 61            .iter_mut()
 62            .for_each(|x: &mut i64| *x = choices[dist.sample(source)]);
 63    }
 64
 65    pub fn fill_ternary_hw(&mut self, col: usize, hw: usize, source: &mut Source) {
 66        assert!(hw <= self.n());
 67        self.at_mut(col, 0)[..hw]
 68            .iter_mut()
 69            .for_each(|x: &mut i64| *x = (((source.next_u32() & 1) as i64) << 1) - 1);
 70        self.at_mut(col, 0).shuffle(source);
 71    }
 72}
 73
 74impl<D: From<Vec<u8>>> Scalar<D> {
 75    pub(crate) fn bytes_of<S: Sized>(n: usize, cols: usize) -> usize {
 76        n * cols * size_of::<S>()
 77    }
 78
 79    pub(crate) fn new<S: Sized>(n: usize, cols: usize) -> Self {
 80        let data = alloc_aligned::<u8>(Self::bytes_of::<S>(n, cols));
 81        Self {
 82            data: data.into(),
 83            n,
 84            cols,
 85        }
 86    }
 87
 88    pub(crate) fn new_from_bytes<S: Sized>(n: usize, cols: usize, bytes: impl Into<Vec<u8>>) -> Self {
 89        let data: Vec<u8> = bytes.into();
 90        assert!(data.len() == Self::bytes_of::<S>(n, cols));
 91        Self {
 92            data: data.into(),
 93            n,
 94            cols,
 95        }
 96    }
 97}
 98
 99pub type ScalarOwned = Scalar<Vec<u8>>;
100
101pub trait ScalarAlloc {
102    fn bytes_of_scalar(&self, cols: usize) -> usize;
103    fn new_scalar(&self, cols: usize) -> ScalarOwned;
104    fn new_scalar_from_bytes(&self, cols: usize, bytes: Vec<u8>) -> ScalarOwned;
105}
106
107impl<B: Backend> ScalarAlloc for Module<B> {
108    fn bytes_of_scalar(&self, cols: usize) -> usize {
109        ScalarOwned::bytes_of::<i64>(self.n(), cols)
110    }
111    fn new_scalar(&self, cols: usize) -> ScalarOwned {
112        ScalarOwned::new::<i64>(self.n(), cols)
113    }
114    fn new_scalar_from_bytes(&self, cols: usize, bytes: Vec<u8>) -> ScalarOwned {
115        ScalarOwned::new_from_bytes::<i64>(self.n(), cols, bytes)
116    }
117}
118
119pub trait ScalarToRef {
120    fn to_ref(&self) -> Scalar<&[u8]>;
121}
122
123pub trait ScalarToMut {
124    fn to_mut(&mut self) -> Scalar<&mut [u8]>;
125}
126
127impl ScalarToMut for Scalar<Vec<u8>> {
128    fn to_mut(&mut self) -> Scalar<&mut [u8]> {
129        Scalar {
130            data: self.data.as_mut_slice(),
131            n: self.n,
132            cols: self.cols,
133        }
134    }
135}
136
137impl ScalarToRef for Scalar<Vec<u8>> {
138    fn to_ref(&self) -> Scalar<&[u8]> {
139        Scalar {
140            data: self.data.as_slice(),
141            n: self.n,
142            cols: self.cols,
143        }
144    }
145}
146
147impl ScalarToMut for Scalar<&mut [u8]> {
148    fn to_mut(&mut self) -> Scalar<&mut [u8]> {
149        Scalar {
150            data: self.data,
151            n: self.n,
152            cols: self.cols,
153        }
154    }
155}
156
157impl ScalarToRef for Scalar<&mut [u8]> {
158    fn to_ref(&self) -> Scalar<&[u8]> {
159        Scalar {
160            data: self.data,
161            n: self.n,
162            cols: self.cols,
163        }
164    }
165}
166
167impl ScalarToRef for Scalar<&[u8]> {
168    fn to_ref(&self) -> Scalar<&[u8]> {
169        Scalar {
170            data: self.data,
171            n: self.n,
172            cols: self.cols,
173        }
174    }
175}