Spaces:
Build error
Build error
File size: 11,866 Bytes
84d2a97 |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 |
use std::borrow::Cow;
use std::mem::size_of;
use std::path::{Path, PathBuf};
use std::sync::Arc;
use common::types::PointOffsetType;
use io::file_operations::{atomic_save_json, read_json};
use io::storage_version::StorageVersion;
use memmap2::{Mmap, MmapMut};
use memory::madvise::{Advice, AdviceSetting};
use memory::mmap_ops::{
create_and_ensure_length, open_read_mmap, open_write_mmap, transmute_from_u8,
transmute_from_u8_to_slice, transmute_to_u8, transmute_to_u8_slice,
};
use serde::{Deserialize, Serialize};
use super::INDEX_FILE_NAME;
use crate::common::sparse_vector::RemappedSparseVector;
use crate::common::types::{DimId, DimOffset};
use crate::index::inverted_index::inverted_index_ram::InvertedIndexRam;
use crate::index::inverted_index::InvertedIndex;
use crate::index::posting_list::PostingListIterator;
use crate::index::posting_list_common::PostingElementEx;
const POSTING_HEADER_SIZE: usize = size_of::<PostingListFileHeader>();
const INDEX_CONFIG_FILE_NAME: &str = "inverted_index_config.json";
pub struct Version;
impl StorageVersion for Version {
fn current_raw() -> &'static str {
"0.1.0"
}
}
#[derive(Debug, Default, Clone, Serialize, Deserialize)]
pub struct InvertedIndexFileHeader {
pub posting_count: usize, // number oof posting lists
pub vector_count: usize, // number of unique vectors indexed
}
/// Inverted flatten index from dimension id to posting list
#[derive(Debug)]
pub struct InvertedIndexMmap {
path: PathBuf,
mmap: Arc<Mmap>,
pub file_header: InvertedIndexFileHeader,
}
#[derive(Debug, Default, Clone)]
struct PostingListFileHeader {
pub start_offset: u64,
pub end_offset: u64,
}
impl InvertedIndex for InvertedIndexMmap {
type Iter<'a> = PostingListIterator<'a>;
type Version = Version;
fn open(path: &Path) -> std::io::Result<Self> {
Self::load(path)
}
fn save(&self, path: &Path) -> std::io::Result<()> {
debug_assert_eq!(path, self.path);
// If Self instance exists, it's either constructed by using `open()` (which reads index
// files), or using `from_ram_index()` (which writes them). Both assume that the files
// exist. If any of the files are missing, then something went wrong.
for file in Self::files(path) {
debug_assert!(file.exists());
}
Ok(())
}
fn get(&self, id: &DimId) -> Option<PostingListIterator> {
self.get(id).map(PostingListIterator::new)
}
fn len(&self) -> usize {
self.file_header.posting_count
}
fn posting_list_len(&self, id: &DimOffset) -> Option<usize> {
self.get(id).map(|posting_list| posting_list.len())
}
fn files(path: &Path) -> Vec<PathBuf> {
vec![
Self::index_file_path(path),
Self::index_config_file_path(path),
]
}
fn remove(&mut self, _id: PointOffsetType, _old_vector: RemappedSparseVector) {
panic!("Cannot remove from a read-only Mmap inverted index")
}
fn upsert(
&mut self,
_id: PointOffsetType,
_vector: RemappedSparseVector,
_old_vector: Option<RemappedSparseVector>,
) {
panic!("Cannot upsert into a read-only Mmap inverted index")
}
fn from_ram_index<P: AsRef<Path>>(
ram_index: Cow<InvertedIndexRam>,
path: P,
) -> std::io::Result<Self> {
Self::convert_and_save(&ram_index, path)
}
fn vector_count(&self) -> usize {
self.file_header.vector_count
}
fn max_index(&self) -> Option<DimId> {
match self.file_header.posting_count {
0 => None,
len => Some(len as DimId - 1),
}
}
}
impl InvertedIndexMmap {
pub fn index_file_path(path: &Path) -> PathBuf {
path.join(INDEX_FILE_NAME)
}
pub fn index_config_file_path(path: &Path) -> PathBuf {
path.join(INDEX_CONFIG_FILE_NAME)
}
pub fn get(&self, id: &DimId) -> Option<&[PostingElementEx]> {
// check that the id is not out of bounds (posting_count includes the empty zeroth entry)
if *id >= self.file_header.posting_count as DimId {
return None;
}
let header_start = *id as usize * POSTING_HEADER_SIZE;
let header = transmute_from_u8::<PostingListFileHeader>(
&self.mmap[header_start..header_start + POSTING_HEADER_SIZE],
)
.clone();
let elements_bytes = &self.mmap[header.start_offset as usize..header.end_offset as usize];
Some(transmute_from_u8_to_slice(elements_bytes))
}
pub fn convert_and_save<P: AsRef<Path>>(
inverted_index_ram: &InvertedIndexRam,
path: P,
) -> std::io::Result<Self> {
let total_posting_headers_size = Self::total_posting_headers_size(inverted_index_ram);
let total_posting_elements_size = Self::total_posting_elements_size(inverted_index_ram);
let file_length = total_posting_headers_size + total_posting_elements_size;
let file_path = Self::index_file_path(path.as_ref());
create_and_ensure_length(file_path.as_ref(), file_length)?;
let mut mmap = open_write_mmap(
file_path.as_ref(),
AdviceSetting::from(Advice::Normal),
false,
)?;
// file index data
Self::save_posting_headers(&mut mmap, inverted_index_ram, total_posting_headers_size);
Self::save_posting_elements(&mut mmap, inverted_index_ram, total_posting_headers_size);
if file_length > 0 {
mmap.flush()?;
}
// save header properties
let posting_count = inverted_index_ram.postings.len();
let vector_count = inverted_index_ram.vector_count();
// finalize data with index file.
let file_header = InvertedIndexFileHeader {
posting_count,
vector_count,
};
let config_file_path = Self::index_config_file_path(path.as_ref());
atomic_save_json(&config_file_path, &file_header)?;
Ok(Self {
path: path.as_ref().to_owned(),
mmap: Arc::new(mmap.make_read_only()?),
file_header,
})
}
pub fn load<P: AsRef<Path>>(path: P) -> std::io::Result<Self> {
// read index config file
let config_file_path = Self::index_config_file_path(path.as_ref());
// if the file header does not exist, the index is malformed
let file_header: InvertedIndexFileHeader = read_json(&config_file_path)?;
// read index data into mmap
let file_path = Self::index_file_path(path.as_ref());
let mmap = open_read_mmap(
file_path.as_ref(),
AdviceSetting::from(Advice::Normal),
false,
)?;
Ok(Self {
path: path.as_ref().to_owned(),
mmap: Arc::new(mmap),
file_header,
})
}
fn total_posting_headers_size(inverted_index_ram: &InvertedIndexRam) -> usize {
inverted_index_ram.postings.len() * POSTING_HEADER_SIZE
}
fn total_posting_elements_size(inverted_index_ram: &InvertedIndexRam) -> usize {
let mut total_posting_elements_size = 0;
for posting in &inverted_index_ram.postings {
total_posting_elements_size += posting.elements.len() * size_of::<PostingElementEx>();
}
total_posting_elements_size
}
fn save_posting_headers(
mmap: &mut MmapMut,
inverted_index_ram: &InvertedIndexRam,
total_posting_headers_size: usize,
) {
let mut elements_offset: usize = total_posting_headers_size;
for (id, posting) in inverted_index_ram.postings.iter().enumerate() {
let posting_elements_size = posting.elements.len() * size_of::<PostingElementEx>();
let posting_header = PostingListFileHeader {
start_offset: elements_offset as u64,
end_offset: (elements_offset + posting_elements_size) as u64,
};
elements_offset = posting_header.end_offset as usize;
// save posting header
let posting_header_bytes = transmute_to_u8(&posting_header);
let start_posting_offset = id * POSTING_HEADER_SIZE;
let end_posting_offset = (id + 1) * POSTING_HEADER_SIZE;
mmap[start_posting_offset..end_posting_offset].copy_from_slice(posting_header_bytes);
}
}
fn save_posting_elements(
mmap: &mut MmapMut,
inverted_index_ram: &InvertedIndexRam,
total_posting_headers_size: usize,
) {
let mut offset = total_posting_headers_size;
for posting in &inverted_index_ram.postings {
// save posting element
let posting_elements_bytes = transmute_to_u8_slice(&posting.elements);
mmap[offset..offset + posting_elements_bytes.len()]
.copy_from_slice(posting_elements_bytes);
offset += posting_elements_bytes.len();
}
}
}
#[cfg(test)]
mod tests {
use tempfile::Builder;
use super::*;
use crate::index::inverted_index::inverted_index_ram_builder::InvertedIndexBuilder;
fn compare_indexes(
inverted_index_ram: &InvertedIndexRam,
inverted_index_mmap: &InvertedIndexMmap,
) {
for id in 0..inverted_index_ram.postings.len() as DimId {
let posting_list_ram = inverted_index_ram.get(&id).unwrap().elements.as_slice();
let posting_list_mmap = inverted_index_mmap.get(&id).unwrap();
assert_eq!(posting_list_ram.len(), posting_list_mmap.len());
for i in 0..posting_list_ram.len() {
assert_eq!(posting_list_ram[i], posting_list_mmap[i]);
}
}
}
#[test]
fn test_inverted_index_mmap() {
// skip 4th dimension
let mut builder = InvertedIndexBuilder::new();
builder.add(1, [(1, 10.0), (2, 10.0), (3, 10.0), (5, 10.0)].into());
builder.add(2, [(1, 20.0), (2, 20.0), (3, 20.0), (5, 20.0)].into());
builder.add(3, [(1, 30.0), (2, 30.0), (3, 30.0)].into());
builder.add(4, [(1, 1.0), (2, 1.0)].into());
builder.add(5, [(1, 2.0)].into());
builder.add(6, [(1, 3.0)].into());
builder.add(7, [(1, 4.0)].into());
builder.add(8, [(1, 5.0)].into());
builder.add(9, [(1, 6.0)].into());
let inverted_index_ram = builder.build();
let tmp_dir_path = Builder::new().prefix("test_index_dir").tempdir().unwrap();
{
let inverted_index_mmap =
InvertedIndexMmap::convert_and_save(&inverted_index_ram, &tmp_dir_path).unwrap();
compare_indexes(&inverted_index_ram, &inverted_index_mmap);
}
let inverted_index_mmap = InvertedIndexMmap::load(&tmp_dir_path).unwrap();
// posting_count: 0th entry is always empty + 1st + 2nd + 3rd + 4th empty + 5th
assert_eq!(inverted_index_mmap.file_header.posting_count, 6);
assert_eq!(inverted_index_mmap.file_header.vector_count, 9);
compare_indexes(&inverted_index_ram, &inverted_index_mmap);
assert!(inverted_index_mmap.get(&0).unwrap().is_empty()); // the first entry is always empty as dimension ids start at 1
assert_eq!(inverted_index_mmap.get(&1).unwrap().len(), 9);
assert_eq!(inverted_index_mmap.get(&2).unwrap().len(), 4);
assert_eq!(inverted_index_mmap.get(&3).unwrap().len(), 3);
assert!(inverted_index_mmap.get(&4).unwrap().is_empty()); // return empty posting list info for intermediary empty ids
assert_eq!(inverted_index_mmap.get(&5).unwrap().len(), 2);
// index after the last values are None
assert!(inverted_index_mmap.get(&6).is_none());
assert!(inverted_index_mmap.get(&7).is_none());
assert!(inverted_index_mmap.get(&100).is_none());
}
}
|