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use log::trace;
use std::{cmp};
use std::hash::{BuildHasher, BuildHasherDefault, Hasher, Hash};
use std::marker::PhantomData;
use rand::prelude::*;
use rand::distributions::*;
use rand_xoshiro::Xoshiro256PlusPlus;
use std::f64;
#[allow(unused_imports)]
use crate::invhash;
#[allow(unused_imports)]
use fnv::FnvHasher;
pub struct NoHashHasher(u64);
impl Default for NoHashHasher {
#[inline]
fn default() -> NoHashHasher {
NoHashHasher(0x0000000000000000)
}
}
impl Hasher for NoHashHasher {
#[inline]
fn write(&mut self, bytes: &[u8]) {
match bytes.len() {
4 => {
*self = NoHashHasher(
((bytes[0] as u64) << 24) +
((bytes[1] as u64) << 16) +
((bytes[2] as u64) << 8) +
(bytes[3] as u64));
},
8 => {
*self = NoHashHasher(
((bytes[0] as u64) << 56) +
((bytes[1] as u64) << 48) +
((bytes[2] as u64) << 40) +
((bytes[3] as u64) << 32) +
((bytes[4] as u64) << 24) +
((bytes[5] as u64) << 16) +
((bytes[6] as u64) << 8) +
(bytes[7] as u64));
},
_ => panic!("bad slice len in NoHashHasher write"),
}
}
fn finish(&self) -> u64 { self.0 }
}
pub struct SuperMinHash<'a, T: Hash, H: 'a + Hasher+Default> {
hsketch:Vec<f64>,
q:Vec<i64>,
p:Vec<usize>,
b:Vec<i64>,
item_rank:usize,
b_hasher: &'a BuildHasherDefault<H>,
t_marker: PhantomData<T>,
}
impl <'a, T:Hash , H : 'a + Hasher+Default> SuperMinHash<'a,T, H> {
pub fn new(size:usize, build_hasher: &'a BuildHasherDefault<H>) -> SuperMinHash<'a, T, H> {
let mut sketch_init = Vec::<f64>::with_capacity(size);
let mut q_init = Vec::<i64>::with_capacity(size);
let mut p_init = Vec::<usize>::with_capacity(size);
let mut b_init = Vec::<i64>::with_capacity(size);
let large:f64 = size as f64 * size as f64;
for _i in 0..size {
sketch_init.push(large);
q_init.push(-1);
p_init.push(0);
b_init.push(0);
}
b_init[size-1] = size as i64;
SuperMinHash{hsketch: sketch_init, q: q_init, p: p_init, b: b_init, item_rank: 0,
b_hasher: build_hasher, t_marker : PhantomData,}
}
pub fn reinit(&mut self) {
let size = self.hsketch.len();
let large:f64 = size as f64 * size as f64;
for i in 0..size {
self.hsketch[i] = large;
self.q[i] = -1;
self.p[i] = 0;
self.b[i] = 0;
}
self.b[size-1] = size as i64;
self.item_rank = 0;
}
pub fn get_hsketch(&self) -> &Vec<f64> {
return &self.hsketch;
}
pub fn get_jaccard_index_estimate(&self, other_sketch : &Vec<f64>) -> Result<f64, ()> {
if other_sketch.len() != self.hsketch.len() {
return Err(());
}
let mut count:usize = 0;
for i in 0..self.hsketch.len() {
if self.hsketch[i] == other_sketch[i] {
trace!(" intersection {:?} ", self.hsketch[i]);
count += 1;
}
}
return Ok(count as f64/other_sketch.len() as f64);
}
pub fn sketch(&mut self, to_sketch : &T) -> Result <(),()> {
let m = self.hsketch.len();
let mut a_upper = m - 1;
let unit_range = Uniform::<f64>::new(0., 1.);
let mut hasher = self.b_hasher.build_hasher();
to_sketch.hash(&mut hasher);
let hval1 : u64 = hasher.finish();
let mut rand_generator = Xoshiro256PlusPlus::seed_from_u64(hval1);
let mut j:usize = 0;
let irank = (self.item_rank) as i64;
while j <= a_upper {
let r:f64 = unit_range.sample(&mut rand_generator);
let k = Uniform::<usize>::new(j, m).sample(&mut rand_generator);
if self.q[j] != irank {
self.q[j] = irank;
self.p[j] = j;
}
if self.q[k] != irank {
self.q[k] = irank;
self.p[k] = k;
}
let tmp_swap = self.p[j];
self.p[j] = self.p[k];
self.p[k] = tmp_swap;
let rpj = r+(j as f64);
if rpj < self.hsketch[self.p[j]] {
let j_2 = cmp::min(self.hsketch[self.p[j]] as usize, m-1);
self.hsketch[self.p[j]] = rpj;
if j < j_2 {
self.b[j_2] = self.b[j_2]-1;
self.b[j] += 1;
while self.b[a_upper] == 0 {
a_upper = a_upper - 1;
}
}
}
j+=1;
}
self.item_rank +=1;
return Ok(());
}
pub fn sketch_slice(&mut self, to_sketch : &[T]) -> Result <(),()> {
let nb_elem = to_sketch.len();
if nb_elem == 0 {
println!(" empty arg");
return Err(());
}
for i in 1..nb_elem {
self.sketch(&to_sketch[i]).unwrap();
}
return Ok(());
}
}
pub fn get_jaccard_index_estimate(hsketch: &Vec<f64> , other_sketch: &Vec<f64>) -> Result<f64, ()> {
if hsketch.len() != other_sketch.len() {
return Err(());
}
let mut count:usize = 0;
for i in 0..hsketch.len() {
if hsketch[i] == other_sketch[i] {
trace!(" intersection {:?} ", hsketch[i]);
count += 1;
}
}
return Ok(count as f64/other_sketch.len() as f64);
}
#[cfg(test)]
mod tests {
use super::*;
#[allow(dead_code)]
fn log_init_test() {
let _ = env_logger::builder().is_test(true).try_init();
}
#[test]
fn test_build_hasher() {
let bh = BuildHasherDefault::<FnvHasher>::default();
let _new_hasher = bh.build_hasher();
let _sminhash : SuperMinHash<u64, FnvHasher>= SuperMinHash::new(10, &bh);
}
#[test]
fn test_range_intersection_fnv() {
log_init_test();
let va : Vec<usize> = (0..1000).collect();
let vb : Vec<usize> = (900..2000).collect();
let bh = BuildHasherDefault::<FnvHasher>::default();
let mut sminhash : SuperMinHash<usize, FnvHasher>= SuperMinHash::new(70, &bh);
let resa = sminhash.sketch_slice(&va);
if !resa.is_ok() {
println!("error in sketcing va");
return;
}
let ska = sminhash.get_hsketch().clone();
sminhash.reinit();
let resb = sminhash.sketch_slice(&vb);
if !resb.is_ok() {
println!("error in sketching vb");
return;
}
let skb = sminhash.get_hsketch();
let jac = get_jaccard_index_estimate(&ska, &skb).unwrap();
let jexact = 0.05;
println!(" jaccard estimate {jacfmt:.2}, j exact : {jexactfmt:.2} ", jacfmt=jac, jexactfmt=jexact);
assert!( jac > 0.);
}
#[test]
fn test_range_intersection_already_hashed() {
log_init_test();
let va : Vec<u64> = (0..1000).map(|x| invhash::int64_hash(x)).collect();
let vb : Vec<u64> = (900..2000).map(|x| invhash::int64_hash(x)).collect();
let bh = BuildHasherDefault::<NoHashHasher>::default();
let mut sminhash : SuperMinHash<u64, NoHashHasher>= SuperMinHash::new(50, &bh);
trace!("sketching a ");
let resa = sminhash.sketch_slice(&va);
if !resa.is_ok() {
println!("error in sketcing va");
return;
}
let ska = sminhash.get_hsketch().clone();
sminhash.reinit();
trace!("\n \n sketching b ");
let resb = sminhash.sketch_slice(&vb);
if !resb.is_ok() {
println!("error in sketching vb");
return;
}
let skb = sminhash.get_hsketch();
let jac = get_jaccard_index_estimate(&ska, &skb).unwrap();
let jexact = 0.05;
println!(" jaccard estimate : {} exact value : {} ", jac, jexact);
assert!(jac > 0.);
}
}