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use std::cmp;
use std::collections::BinaryHeap;
use std::iter::FromIterator;
use crate::raw::Output;
use crate::stream::{IntoStreamer, Streamer};
/// Permits stream operations to be hetergeneous with respect to streams.
type BoxedStream<'f> = Box<dyn for<'a> Streamer<'a, Item = (&'a [u8], Output)> + 'f>;
/// A value indexed by a stream.
///
/// Indexed values are used to indicate the presence of a key in multiple
/// streams during a set operation. Namely, the index corresponds to the stream
/// (by the order in which it was added to the operation, starting at `0`)
/// and the value corresponds to the value associated with a particular key
/// in that stream.
#[derive(Copy, Clone, Debug, Eq, Hash, Ord, PartialEq, PartialOrd)]
pub struct IndexedValue {
/// The index of the stream that produced this value (starting at `0`).
pub index: usize,
/// The value.
pub value: u64,
}
/// A builder for collecting fst streams on which to perform set operations
/// on the keys of fsts.
///
/// Set operations include intersection, union, difference and symmetric
/// difference. The result of each set operation is itself a stream that emits
/// pairs of keys and a sequence of each occurrence of that key in the
/// participating streams. This information allows one to perform set
/// operations on fsts and customize how conflicting output values are handled.
///
/// All set operations work efficiently on an arbitrary number of
/// streams with memory proportional to the number of streams.
///
/// The algorithmic complexity of all set operations is `O(n1 + n2 + n3 + ...)`
/// where `n1, n2, n3, ...` correspond to the number of elements in each
/// stream.
///
/// The `'f` lifetime parameter refers to the lifetime of the underlying set.
pub struct OpBuilder<'f> {
streams: Vec<BoxedStream<'f>>,
}
impl<'f> Default for OpBuilder<'f> {
fn default() -> Self {
OpBuilder { streams: vec![] }
}
}
impl<'f> OpBuilder<'f> {
/// Add a stream to this set operation.
///
/// This is useful for a chaining style pattern, e.g.,
/// `builder.add(stream1).add(stream2).union()`.
///
/// The stream must emit a lexicographically ordered sequence of key-value
/// pairs.
pub fn add<I, S>(mut self, stream: I) -> Self
where
I: for<'a> IntoStreamer<'a, Into = S, Item = (&'a [u8], Output)>,
S: 'f + for<'a> Streamer<'a, Item = (&'a [u8], Output)>,
{
self.push(stream);
self
}
/// Add a stream to this set operation.
///
/// The stream must emit a lexicographically ordered sequence of key-value
/// pairs.
pub fn push<I, S>(&mut self, stream: I)
where
I: for<'a> IntoStreamer<'a, Into = S, Item = (&'a [u8], Output)>,
S: 'f + for<'a> Streamer<'a, Item = (&'a [u8], Output)>,
{
self.streams.push(Box::new(stream.into_stream()));
}
/// Performs a chain operation on all streams that have been added.
///
/// Panics when no streams have been added.
#[inline]
pub fn chain(self) -> Chain<'f> {
Chain::new(self.streams)
}
/// Performs a union operation on all streams that have been added.
///
/// Note that this returns a stream of `(&[u8], &[IndexedValue])`. The
/// first element of the tuple is the byte string key. The second element
/// of the tuple is a list of all occurrences of that key in participating
/// streams. The `IndexedValue` contains an index and the value associated
/// with that key in that stream. The index uniquely identifies each
/// stream, which is an integer that is auto-incremented when a stream
/// is added to this operation (starting at `0`).
#[inline]
pub fn union(self) -> Union<'f> {
Union {
heap: StreamHeap::new(self.streams),
outs: vec![],
cur_slot: None,
}
}
/// Performs an intersection operation on all streams that have been added.
///
/// Note that this returns a stream of `(&[u8], &[IndexedValue])`. The
/// first element of the tuple is the byte string key. The second element
/// of the tuple is a list of all occurrences of that key in participating
/// streams. The `IndexedValue` contains an index and the value associated
/// with that key in that stream. The index uniquely identifies each
/// stream, which is an integer that is auto-incremented when a stream
/// is added to this operation (starting at `0`).
#[inline]
pub fn intersection(self) -> Intersection<'f> {
Intersection {
heap: StreamHeap::new(self.streams),
outs: vec![],
cur_slot: None,
}
}
/// Performs a difference operation with respect to the first stream added.
/// That is, this returns a stream of all elements in the first stream
/// that don't exist in any other stream that has been added.
///
/// Note that this returns a stream of `(&[u8], &[IndexedValue])`. The
/// first element of the tuple is the byte string key. The second element
/// of the tuple is a list of all occurrences of that key in participating
/// streams. The `IndexedValue` contains an index and the value associated
/// with that key in that stream. The index uniquely identifies each
/// stream, which is an integer that is auto-incremented when a stream
/// is added to this operation (starting at `0`).
#[inline]
pub fn difference(mut self) -> Difference<'f> {
let first = self.streams.swap_remove(0);
Difference {
set: first,
key: vec![],
heap: StreamHeap::new(self.streams),
outs: vec![],
}
}
/// Performs a symmetric difference operation on all of the streams that
/// have been added.
///
/// When there are only two streams, then the keys returned correspond to
/// keys that are in either stream but *not* in both streams.
///
/// More generally, for any number of streams, keys that occur in an odd
/// number of streams are returned.
///
/// Note that this returns a stream of `(&[u8], &[IndexedValue])`. The
/// first element of the tuple is the byte string key. The second element
/// of the tuple is a list of all occurrences of that key in participating
/// streams. The `IndexedValue` contains an index and the value associated
/// with that key in that stream. The index uniquely identifies each
/// stream, which is an integer that is auto-incremented when a stream
/// is added to this operation (starting at `0`).
#[inline]
pub fn symmetric_difference(self) -> SymmetricDifference<'f> {
SymmetricDifference {
heap: StreamHeap::new(self.streams),
outs: vec![],
cur_slot: None,
}
}
}
impl<'f, I, S> Extend<I> for OpBuilder<'f>
where
I: for<'a> IntoStreamer<'a, Into = S, Item = (&'a [u8], Output)>,
S: 'f + for<'a> Streamer<'a, Item = (&'a [u8], Output)>,
{
fn extend<T>(&mut self, it: T)
where
T: IntoIterator<Item = I>,
{
for stream in it {
self.push(stream);
}
}
}
impl<'f, I, S> FromIterator<I> for OpBuilder<'f>
where
I: for<'a> IntoStreamer<'a, Into = S, Item = (&'a [u8], Output)>,
S: 'f + for<'a> Streamer<'a, Item = (&'a [u8], Output)>,
{
fn from_iter<T>(it: T) -> Self
where
T: IntoIterator<Item = I>,
{
let mut op = OpBuilder::default();
op.extend(it);
op
}
}
/// A stream of chaining multiple fst streams in added order.
///
/// The `'f` lifetime parameter refers to the lifetime of the underlying map.
pub struct Chain<'f> {
streams: Vec<BoxedStream<'f>>,
current_stream: BoxedStream<'f>,
key: Vec<u8>,
}
impl<'f> Chain<'f> {
/// Creates a new Chain. panics when streams is empty
fn new(mut streams: Vec<BoxedStream<'f>>) -> Self {
streams.reverse();
let current_stream = streams.pop().unwrap();
Chain {
streams,
current_stream,
key: vec![],
}
}
}
impl<'a, 'f> Streamer<'a> for Chain<'f> {
type Item = (&'a [u8], Output);
fn next(&'a mut self) -> Option<Self::Item> {
loop {
if let Some((key, val)) = self.current_stream.next() {
self.key.clear();
self.key.extend_from_slice(&key);
return Some((&self.key, val));
} else {
if let Some(next_stream) = self.streams.pop() {
self.current_stream = next_stream;
} else {
return None;
}
}
}
}
}
/// A stream of set union over multiple fst streams in lexicographic order.
///
/// The `'f` lifetime parameter refers to the lifetime of the underlying map.
pub struct Union<'f> {
heap: StreamHeap<'f>,
outs: Vec<IndexedValue>,
cur_slot: Option<Slot>,
}
impl<'a, 'f> Streamer<'a> for Union<'f> {
type Item = (&'a [u8], &'a [IndexedValue]);
fn next(&'a mut self) -> Option<Self::Item> {
if let Some(slot) = self.cur_slot.take() {
self.heap.refill(slot);
}
let slot = match self.heap.pop() {
None => return None,
Some(slot) => {
self.cur_slot = Some(slot);
self.cur_slot.as_ref().unwrap()
}
};
self.outs.clear();
self.outs.push(slot.indexed_value());
while let Some(slot2) = self.heap.pop_if_equal(slot.input()) {
self.outs.push(slot2.indexed_value());
self.heap.refill(slot2);
}
Some((slot.input(), &self.outs))
}
}
/// A stream of set intersection over multiple fst streams in lexicographic
/// order.
///
/// The `'f` lifetime parameter refers to the lifetime of the underlying fst.
pub struct Intersection<'f> {
heap: StreamHeap<'f>,
outs: Vec<IndexedValue>,
cur_slot: Option<Slot>,
}
impl<'a, 'f> Streamer<'a> for Intersection<'f> {
type Item = (&'a [u8], &'a [IndexedValue]);
fn next(&'a mut self) -> Option<Self::Item> {
if let Some(slot) = self.cur_slot.take() {
self.heap.refill(slot);
}
loop {
let slot = match self.heap.pop() {
None => return None,
Some(slot) => slot,
};
self.outs.clear();
self.outs.push(slot.indexed_value());
let mut popped: usize = 1;
while let Some(slot2) = self.heap.pop_if_equal(slot.input()) {
self.outs.push(slot2.indexed_value());
self.heap.refill(slot2);
popped += 1;
}
if popped < self.heap.num_slots() {
self.heap.refill(slot);
} else {
self.cur_slot = Some(slot);
let key = self.cur_slot.as_ref().unwrap().input();
return Some((key, &self.outs));
}
}
}
}
/// A stream of set difference over multiple fst streams in lexicographic
/// order.
///
/// The difference operation is taken with respect to the first stream and the
/// rest of the streams. i.e., All elements in the first stream that do not
/// appear in any other streams.
///
/// The `'f` lifetime parameter refers to the lifetime of the underlying fst.
pub struct Difference<'f> {
set: BoxedStream<'f>,
key: Vec<u8>,
heap: StreamHeap<'f>,
outs: Vec<IndexedValue>,
}
impl<'a, 'f> Streamer<'a> for Difference<'f> {
type Item = (&'a [u8], &'a [IndexedValue]);
fn next(&'a mut self) -> Option<Self::Item> {
loop {
match self.set.next() {
None => return None,
Some((key, out)) => {
self.key.clear();
self.key.extend(key);
self.outs.clear();
self.outs.push(IndexedValue {
index: 0,
value: out.value(),
});
}
};
let mut unique = true;
while let Some(slot) = self.heap.pop_if_le(&self.key) {
if slot.input() == &*self.key {
unique = false;
}
self.heap.refill(slot);
}
if unique {
return Some((&self.key, &self.outs));
}
}
}
}
/// A stream of set symmetric difference over multiple fst streams in
/// lexicographic order.
///
/// The `'f` lifetime parameter refers to the lifetime of the underlying fst.
pub struct SymmetricDifference<'f> {
heap: StreamHeap<'f>,
outs: Vec<IndexedValue>,
cur_slot: Option<Slot>,
}
impl<'a, 'f> Streamer<'a> for SymmetricDifference<'f> {
type Item = (&'a [u8], &'a [IndexedValue]);
fn next(&'a mut self) -> Option<Self::Item> {
if let Some(slot) = self.cur_slot.take() {
self.heap.refill(slot);
}
loop {
let slot = match self.heap.pop() {
None => return None,
Some(slot) => slot,
};
self.outs.clear();
self.outs.push(slot.indexed_value());
let mut popped: usize = 1;
while let Some(slot2) = self.heap.pop_if_equal(slot.input()) {
self.outs.push(slot2.indexed_value());
self.heap.refill(slot2);
popped += 1;
}
// This key is in the symmetric difference if and only if it
// appears in an odd number of sets.
if popped % 2 == 0 {
self.heap.refill(slot);
} else {
self.cur_slot = Some(slot);
let key = self.cur_slot.as_ref().unwrap().input();
return Some((key, &self.outs));
}
}
}
}
struct StreamHeap<'f> {
rdrs: Vec<BoxedStream<'f>>,
heap: BinaryHeap<Slot>,
}
impl<'f> StreamHeap<'f> {
fn new(streams: Vec<BoxedStream<'f>>) -> StreamHeap<'f> {
let mut u = StreamHeap {
rdrs: streams,
heap: BinaryHeap::new(),
};
for i in 0..u.rdrs.len() {
u.refill(Slot::new(i));
}
u
}
fn pop(&mut self) -> Option<Slot> {
self.heap.pop()
}
fn peek_is_duplicate(&self, key: &[u8]) -> bool {
self.heap.peek().map(|s| s.input() == key).unwrap_or(false)
}
fn pop_if_equal(&mut self, key: &[u8]) -> Option<Slot> {
if self.peek_is_duplicate(key) {
self.pop()
} else {
None
}
}
fn pop_if_le(&mut self, key: &[u8]) -> Option<Slot> {
if self.heap.peek().map(|s| s.input() <= key).unwrap_or(false) {
self.pop()
} else {
None
}
}
fn num_slots(&self) -> usize {
self.rdrs.len()
}
fn refill(&mut self, mut slot: Slot) {
if let Some((input, output)) = self.rdrs[slot.idx].next() {
slot.set_input(input);
slot.set_output(output);
self.heap.push(slot);
}
}
}
#[derive(Debug, Eq, PartialEq)]
struct Slot {
idx: usize,
input: Vec<u8>,
output: Output,
}
impl Slot {
fn new(rdr_idx: usize) -> Slot {
Slot {
idx: rdr_idx,
input: Vec::with_capacity(64),
output: Output::zero(),
}
}
fn indexed_value(&self) -> IndexedValue {
IndexedValue {
index: self.idx,
value: self.output.value(),
}
}
fn input(&self) -> &[u8] {
&self.input
}
fn set_input(&mut self, input: &[u8]) {
self.input.clear();
self.input.extend(input);
}
fn set_output(&mut self, output: Output) {
self.output = output;
}
}
impl PartialOrd for Slot {
fn partial_cmp(&self, other: &Slot) -> Option<cmp::Ordering> {
(&self.input, self.output)
.partial_cmp(&(&other.input, other.output))
.map(|ord| ord.reverse())
}
}
impl Ord for Slot {
fn cmp(&self, other: &Slot) -> cmp::Ordering {
self.partial_cmp(other).unwrap()
}
}
#[cfg(test)]
mod tests {
use crate::raw::tests::{fst_map, fst_set};
use crate::raw::Fst;
use crate::raw::Output;
use crate::stream::{IntoStreamer, Streamer};
use super::OpBuilder;
fn s(string: &str) -> String {
string.to_owned()
}
macro_rules! create_set_op {
($name:ident, $op:ident) => {
fn $name(sets: Vec<Vec<&str>>) -> Vec<String> {
let fsts: Vec<Fst> = sets.into_iter().map(fst_set).collect();
let op: OpBuilder = fsts.iter().collect();
let mut stream = op.$op().into_stream();
let mut keys = vec![];
while let Some((key, _)) = stream.next() {
keys.push(String::from_utf8(key.to_vec()).unwrap());
}
keys
}
};
}
macro_rules! create_map_op {
($name:ident, $op:ident) => {
fn $name(sets: Vec<Vec<(&str, u64)>>) -> Vec<(String, u64)> {
let fsts: Vec<Fst> = sets.into_iter().map(fst_map).collect();
let op: OpBuilder = fsts.iter().collect();
let mut stream = op.$op().into_stream();
let mut keys = vec![];
while let Some((key, outs)) = stream.next() {
let merged = outs.iter().fold(0, |a, b| a + b.value);
let s = String::from_utf8(key.to_vec()).unwrap();
keys.push((s, merged));
}
keys
}
};
}
macro_rules! create_map_op_chain {
($name:ident, $op:ident) => {
fn $name(sets: Vec<Vec<(&str, u64)>>) -> Vec<(String, Output)> {
let fsts: Vec<Fst> = sets.into_iter().map(fst_map).collect();
let op: OpBuilder = fsts.iter().collect();
let mut stream = op.$op().into_stream();
let mut keys = vec![];
while let Some((key, outs)) = stream.next() {
let s = String::from_utf8(key.to_vec()).unwrap();
keys.push((s, outs));
}
keys
}
};
}
create_set_op!(fst_union, union);
create_set_op!(fst_intersection, intersection);
create_set_op!(fst_symmetric_difference, symmetric_difference);
create_set_op!(fst_difference, difference);
create_set_op!(fst_chain, chain);
create_map_op!(fst_union_map, union);
create_map_op!(fst_intersection_map, intersection);
create_map_op!(fst_symmetric_difference_map, symmetric_difference);
create_map_op!(fst_difference_map, difference);
create_map_op_chain!(fst_chain_map, chain);
#[test]
fn chain_set() {
let v = fst_chain(vec![vec!["a", "b", "c"], vec!["x", "y", "z"]]);
assert_eq!(v, vec!["a", "b", "c", "x", "y", "z"]);
}
#[test]
fn chain_set_wrong_order() {
// Chaining doesn't care about order
let v = fst_chain(vec![vec!["a", "b", "c", "z"], vec!["x", "y", "z"]]);
assert_eq!(v, vec!["a", "b", "c", "z", "x", "y", "z"]);
}
#[test]
fn chain_map() {
let v = fst_chain_map(vec![
vec![("a", 1), ("b", 2), ("c", 3)],
vec![("x", 1), ("y", 2), ("z", 3)],
]);
assert_eq!(
v,
vec![
(s("a"), Output::new(1)),
(s("b"), Output::new(2)),
(s("c"), Output::new(3)),
(s("x"), Output::new(1)),
(s("y"), Output::new(2)),
(s("z"), Output::new(3)),
]
);
}
#[test]
fn union_set() {
let v = fst_union(vec![vec!["a", "b", "c"], vec!["x", "y", "z"]]);
assert_eq!(v, vec!["a", "b", "c", "x", "y", "z"]);
}
#[test]
fn union_set_dupes() {
let v = fst_union(vec![vec!["aa", "b", "cc"], vec!["b", "cc", "z"]]);
assert_eq!(v, vec!["aa", "b", "cc", "z"]);
}
#[test]
fn union_map() {
let v = fst_union_map(vec![
vec![("a", 1), ("b", 2), ("c", 3)],
vec![("x", 1), ("y", 2), ("z", 3)],
]);
assert_eq!(
v,
vec![
(s("a"), 1),
(s("b"), 2),
(s("c"), 3),
(s("x"), 1),
(s("y"), 2),
(s("z"), 3),
]
);
}
#[test]
fn union_map_dupes() {
let v = fst_union_map(vec![
vec![("aa", 1), ("b", 2), ("cc", 3)],
vec![("b", 1), ("cc", 2), ("z", 3)],
vec![("b", 1)],
]);
assert_eq!(
v,
vec![(s("aa"), 1), (s("b"), 4), (s("cc"), 5), (s("z"), 3),]
);
}
#[test]
fn intersect_set() {
let v = fst_intersection(vec![vec!["a", "b", "c"], vec!["x", "y", "z"]]);
assert_eq!(v, Vec::<String>::new());
}
#[test]
fn intersect_set_dupes() {
let v = fst_intersection(vec![vec!["aa", "b", "cc"], vec!["b", "cc", "z"]]);
assert_eq!(v, vec!["b", "cc"]);
}
#[test]
fn intersect_map() {
let v = fst_intersection_map(vec![
vec![("a", 1), ("b", 2), ("c", 3)],
vec![("x", 1), ("y", 2), ("z", 3)],
]);
assert_eq!(v, Vec::<(String, u64)>::new());
}
#[test]
fn intersect_map_dupes() {
let v = fst_intersection_map(vec![
vec![("aa", 1), ("b", 2), ("cc", 3)],
vec![("b", 1), ("cc", 2), ("z", 3)],
vec![("b", 1)],
]);
assert_eq!(v, vec![(s("b"), 4)]);
}
#[test]
fn symmetric_difference() {
let v = fst_symmetric_difference(vec![vec!["a", "b", "c"], vec!["a", "b"], vec!["a"]]);
assert_eq!(v, vec!["a", "c"]);
}
#[test]
fn symmetric_difference_map() {
let v = fst_symmetric_difference_map(vec![
vec![("a", 1), ("b", 2), ("c", 3)],
vec![("a", 1), ("b", 2)],
vec![("a", 1)],
]);
assert_eq!(v, vec![(s("a"), 3), (s("c"), 3)]);
}
#[test]
fn difference() {
let v = fst_difference(vec![vec!["a", "b", "c"], vec!["a", "b"], vec!["a"]]);
assert_eq!(v, vec!["c"]);
}
#[test]
fn difference2() {
// Regression test: https://github.com/BurntSushi/fst/issues/19
let v = fst_difference(vec![vec!["a", "c"], vec!["b", "c"]]);
assert_eq!(v, vec!["a"]);
let v = fst_difference(vec![vec!["bar", "foo"], vec!["baz", "foo"]]);
assert_eq!(v, vec!["bar"]);
}
#[test]
fn difference_map() {
let v = fst_difference_map(vec![
vec![("a", 1), ("b", 2), ("c", 3)],
vec![("a", 1), ("b", 2)],
vec![("a", 1)],
]);
assert_eq!(v, vec![(s("c"), 3)]);
}
}