qdrant-edge 0.7.2

A lightweight, in-process vector search engine designed for embedded devices, autonomous systems, and mobile agents.
Documentation
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
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
use std::borrow::Cow;
use std::mem::MaybeUninit;
use std::path::{Path, PathBuf};

use ahash::{AHashMap, HashSet};
use crate::common::generic_consts::AccessPattern;
use crate::common::maybe_uninit::assume_init_vec;
use crate::common::mmap::{Advice, AdviceSetting};
use crate::common::universal_io::{
    FileIndex, Flusher, OpenOptions, Populate, ReadRange, UniversalRead, UniversalReadFileOps,
    UniversalReadFs, UniversalWrite,
};
use itertools::Either;

use crate::gridstore::Result;
use crate::gridstore::config::StorageConfig;
use crate::gridstore::error::GridstoreError;
use crate::gridstore::tracker::{PageId, ValuePointer};

pub fn page_path(base_path: &Path, page_id: PageId) -> PathBuf {
    base_path.join(format!("page_{page_id}.dat"))
}

#[derive(Debug)]
pub(crate) struct Pages<S> {
    base_path: PathBuf,
    pages: Vec<S>,
    /// Whether attached pages are opened writable. The writable [`Gridstore`]
    /// opens writable so it can append; a read-only [`GridstoreReader`] opens
    /// non-writable so it can sit on a write-enforced backend (e.g.
    /// `ReadOnly<MmapFile>`). Applied by [`Self::attach_page`] to every page,
    /// including those attached later by grow / `live_reload`.
    ///
    /// [`Gridstore`]: crate::Gridstore
    /// [`GridstoreReader`]: crate::GridstoreReader
    writeable: bool,
}

impl<S> Pages<S> {
    pub fn clear(&mut self) {
        self.pages.clear();
    }
}

impl<S: UniversalRead> Pages<S> {
    pub fn new(base_path: PathBuf, writeable: bool) -> Self {
        Self {
            base_path,
            pages: Vec::new(),
            writeable,
        }
    }

    pub fn open(fs: &S::Fs, dir: &Path, writeable: bool) -> Result<Self> {
        let mut pages = Self::new(dir.to_path_buf(), writeable);

        let page_files: HashSet<_> = fs.list_files(&dir.join("page_"))?.into_iter().collect();

        for page_id in 0.. {
            let page_path = pages.page_path(page_id);
            if !page_files.contains(&page_path) {
                break;
            }
            pages.attach_page(fs, &page_path)?;
        }

        Ok(pages)
    }

    pub fn attach_page(&mut self, fs: &S::Fs, path: &Path) -> Result<()> {
        let options = OpenOptions {
            writeable: self.writeable,
            need_sequential: true,
            populate: Populate::No,
            advice: AdviceSetting::Advice(Advice::Random),
        };

        let page = fs.open(path, options, Default::default())?;
        self.pages.push(page);

        Ok(())
    }

    pub fn num_pages(&self) -> usize {
        self.pages.len()
    }

    pub fn page_path(&self, page_id: PageId) -> PathBuf {
        page_path(&self.base_path, page_id)
    }

    /// Computes the page ranges for reading or writing a value described by the
    /// given [`ValuePointer`].
    ///
    /// Returns an iterator of tuples that together cover the full extent of the
    /// value. Each tuple contains information about its chunk.
    ///
    /// Typically, the iterator contains only one entry (if value is within a
    /// single page), or two entries if the value spans across two consecutive
    /// pages.
    ///
    /// # Example
    ///
    /// Assume each page is 8×1K blocks. The requested [`ValuePointer`] spans
    /// across two pages, so this function returns two tuples.
    ///
    /// ```text
    ///                            ┌── ValuePointer ───┐
    ///                            │ page_id:      123 │
    ///                            │ block_offset: 6   │  ←  requested value
    ///                            │ length:       5K  │
    ///                            └─────────┬─────────┘
    ///                           ╭──────────┴──────────╮
    /// ┐ ┌───┬───┬── page 123 ───┬───┬───┐ ┌───┬───┬── page 124 ───┬───┬───┐ ┌
    /// │ │ 0 │ 1 │ 2 │ 3 │ 4 │ 5 │ 6 │ 7 │ │ 0 │ 1 │ 2 │ 3 │ 4 │ 5 │ 6 │ 7 │ │
    /// ┘ └───┴───┴───┴───┴───┴───┴───┴───┘ └───┴───┴───┴───┴───┴───┴───┴───┘ └
    ///                           ╰───┬───╯ ╰─────┬─────╯
    ///              ┌────── tuple 0 ─┴───┐ ┌─────┴ tuple 1 ─────┐
    ///              │ buf_offset: 0      │ │ buf_offset: 2K     │  ←  returned
    ///              │ page_id:    123    │ │ page_id:    124    │      tuples
    ///              │ read_range: 6K..8K │ │ read_range: 0K..2K │
    ///              └─────────────────┬──┘ └────┬───────────────┘
    ///                            ┌───┴───┬─────┴─────┐
    ///                            │ 0..2K │ 2K..5K    │  ←  value buffer
    ///                            └───────┴───────────┘
    /// ```
    fn get_page_value_ranges(
        pointer: ValuePointer,
        config: &StorageConfig,
    ) -> impl Iterator<
        Item = (
            usize, // buf_offset - byte offset within the value buffer
            PageId,
            ReadRange,
        ),
    > {
        let ValuePointer {
            mut page_id,
            block_offset,
            length,
        } = pointer;

        let page_len = config.page_size_bytes as u64;
        let block_size_bytes = config.block_size_bytes as u64;
        let total_length = u64::from(length);

        let value_start = u64::from(block_offset) * block_size_bytes;
        assert!(value_start < page_len);

        // A zero-length pointer would otherwise yield no entries; emit a single
        // empty range so callers (read_from_pages, read_batch_from_pages,
        // write_to_pages) get a uniform per-pointer iteration.
        if total_length == 0 {
            return Either::Left(std::iter::once((
                0,
                page_id,
                ReadRange {
                    byte_offset: value_start,
                    length: 0,
                },
            )));
        }

        let mut buf_offset = 0;
        let mut start = value_start;

        Either::Right(std::iter::from_fn(move || {
            if buf_offset >= total_length {
                return None;
            }
            let remaining = total_length - buf_offset;
            let available_on_page = page_len - start;
            let section_len = remaining.min(available_on_page);

            let read_range = ReadRange {
                byte_offset: start,
                length: section_len,
            };
            let result = (buf_offset as usize, page_id, read_range);

            buf_offset += section_len;
            page_id += 1;
            start = 0;
            Some(result)
        }))
    }

    pub fn value_len_pages(pointer: ValuePointer, config: &StorageConfig) -> usize {
        let ValuePointer {
            page_id: _,
            block_offset,
            length: value_length,
        } = pointer;

        let page_size_bytes = config.page_size_bytes as u64;
        let block_size_bytes = config.block_size_bytes as u64;

        let block_offset = u64::from(block_offset);
        let value_length = u64::from(value_length);

        let byte_offset = block_offset * block_size_bytes;
        assert!(byte_offset < page_size_bytes);

        let pages = (byte_offset + value_length).div_ceil(page_size_bytes);
        pages as usize
    }

    pub fn read_from_pages<P: AccessPattern>(
        &self,
        pointer: ValuePointer,
        config: &StorageConfig,
    ) -> Result<Cow<'_, [u8]>> {
        let reads = Self::get_page_value_ranges(pointer, config)
            .map(|(buf_offset, page, range)| (buf_offset, &self.pages[page as usize], range));

        let pages = Self::value_len_pages(pointer, config);

        let mut buffer = if pages == 1 {
            // Avoid allocating buffer, if value fits within single page
            Vec::new()
        } else {
            // Avoid initializing buffer with zeros, as it will be overwritten by file read
            vec![MaybeUninit::uninit(); pointer.length as _]
        };

        for result in S::read_multi_iter::<P, u8, _>(reads)? {
            let (offset, bytes) = result?;

            if pages == 1 {
                return Ok(bytes);
            }

            buffer[offset..offset + bytes.len()].write_copy_of_slice(&bytes);
        }

        Ok(Cow::Owned(unsafe { assume_init_vec(buffer) }))
    }

    /// Batch-read values pointed to by `pointers`, invoking `callback` for each
    /// input slot.
    ///
    /// The callback is invoked once per slot in `pointers`, receiving the slot
    /// index and `Some(bytes)` for set pointers (in arbitrary order — io_uring
    /// completions may interleave) or `None` for empty slots (after all data
    /// arrives). The callback's error type `E` flows back through the function
    /// so callers don't have to bridge it themselves.
    pub fn read_batch_from_pages<P, F, E>(
        &self,
        pointers: Vec<Option<ValuePointer>>,
        config: &StorageConfig,
        mut callback: F,
    ) -> std::result::Result<(), E>
    where
        P: AccessPattern,
        F: FnMut(usize, Option<Cow<'_, [u8]>>) -> std::result::Result<(), E>,
        E: From<GridstoreError>,
    {
        struct ReadMeta {
            value_idx: usize,
            buffer_offset: usize,
            len_bytes: usize,
            len_pages: usize,
        }

        let mut empty_values = Vec::new(); // expect (almost) no values

        let reads = pointers
            .iter()
            .copied()
            .enumerate()
            .flat_map(|(value_idx, pointer_opt)| {
                if pointer_opt.is_none() {
                    empty_values.push(value_idx);
                }
                pointer_opt.into_iter().flat_map(move |pointer| {
                    let len_bytes = pointer.length as usize;
                    let len_pages = Self::value_len_pages(pointer, config);

                    Self::get_page_value_ranges(pointer, config).map(
                        move |(buffer_offset, page_idx, range)| {
                            let meta = ReadMeta {
                                value_idx,
                                buffer_offset,
                                len_bytes,
                                len_pages,
                            };

                            let page = &self.pages[page_idx as usize];
                            (meta, page, range)
                        },
                    )
                })
            });

        let chunks = S::read_multi_iter::<P, u8, _>(reads).map_err(GridstoreError::from)?;

        // Multi-page values need buffering since chunks for the same value may
        // arrive interleaved with chunks for other values. Single-page reads
        // (the common case, including zero-length) bypass this map entirely.
        let mut pending: AHashMap<usize, (Vec<MaybeUninit<u8>>, usize)> = AHashMap::new();

        for result in chunks {
            let (meta, bytes) = result.map_err(GridstoreError::from)?;

            let ReadMeta {
                value_idx,
                buffer_offset,
                len_bytes,
                len_pages,
            } = meta;

            if len_pages <= 1 {
                callback(value_idx, Some(bytes))?;
                continue;
            }

            let (value_buffer, pages_read) = pending
                .entry(value_idx)
                .or_insert_with(|| (vec![MaybeUninit::uninit(); len_bytes], 0));

            value_buffer[buffer_offset..buffer_offset + bytes.len()].write_copy_of_slice(&bytes);

            *pages_read += 1;

            if *pages_read >= len_pages {
                let (value_buffer, _) = pending.remove(&value_idx).expect("value exists");
                let value_buffer = unsafe { assume_init_vec(value_buffer) };

                callback(value_idx, Some(Cow::Owned(value_buffer)))?;
            }
        }

        debug_assert!(
            pending.is_empty(),
            "all valid pointers should have been delivered",
        );

        for idx in empty_values {
            callback(idx, None)?;
        }

        Ok(())
    }

    /// Populate all pages in the mmap.
    /// Block until all pages are populated.
    pub fn populate(&self) -> Result<()> {
        for page in &self.pages {
            page.populate()?;
        }
        Ok(())
    }

    /// Drop disk cache.
    pub fn clear_cache(&self) -> Result<()> {
        let Self {
            base_path: _,
            pages,
            writeable: _,
        } = self;
        for page in pages {
            page.clear_ram_cache()?;
        }
        Ok(())
    }

    /// This method reloads the pages storage from "disk", so that
    /// it should make newly written data is readable.
    ///
    /// Important assumptions:
    ///
    /// - Should only be called on read-only instances of the Pages.
    /// - Only appending new data is supported, for modifications of existing data there are no consistency guarantees.
    /// - Partial writes are possible, it is up to the caller to read only fully written data.
    pub fn live_reload(&mut self, fs: &S::Fs) -> Result<()> {
        let num_pages = self.pages.len();
        let next_page_id = num_pages as PageId;

        if num_pages > 0 {
            // Re-attach the last page, which should have the latest data.
            self.pages.pop();
            let page_path = self.page_path((num_pages - 1) as PageId);
            self.attach_page(fs, &page_path)?;
        }

        for page_id in next_page_id.. {
            let page_path = self.page_path(page_id);
            if !fs.exists(&page_path)? {
                break;
            }
            self.attach_page(fs, &page_path)?;
        }

        Ok(())
    }
}

impl<S: UniversalWrite> Pages<S> {
    pub fn write_to_pages(
        &mut self,
        pointer: ValuePointer,
        value: &[u8],
        config: &StorageConfig,
    ) -> Result<()> {
        let writes =
            Self::get_page_value_ranges(pointer, config).map(|(buf_offset, page, range)| {
                let data = &value[buf_offset..buf_offset + range.length as usize];
                (page as FileIndex, range.byte_offset, data)
            });

        // Execute writes (mutable borrow of self.pages)
        S::write_multi(self.pages.as_mut_slice(), writes)?;

        Ok(())
    }

    pub fn flusher(&self) -> Flusher {
        let mut flushers = Vec::with_capacity(self.pages.len());
        for page in &self.pages {
            flushers.push(page.flusher());
        }
        Box::new(move || {
            for flusher in flushers {
                flusher()?;
            }
            Ok(())
        })
    }
}