diff options
| -rw-r--r-- | Cargo.lock | 2143 | ||||
| -rw-r--r-- | Cargo.toml | 2 | ||||
| -rw-r--r-- | src/embedders/ai.rs | 105 | ||||
| -rw-r--r-- | src/embedders/imgbeddings-api.py | 18 |
4 files changed, 1899 insertions, 369 deletions
@@ -3,16 +3,16 @@ version = 4 [[package]] -name = "adler" -version = "1.0.2" +name = "adler2" +version = "2.0.0" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "f26201604c87b1e01bd3d98f8d5d9a8fcbb815e8cedb41ffccbeb4bf593a35fe" +checksum = "512761e0bb2578dd7380c6baaa0f4ce03e84f95e960231d1dec8bf4d7d6e2627" [[package]] name = "ahash" -version = "0.8.8" +version = "0.8.11" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "42cd52102d3df161c77a887b608d7a4897d7cc112886a9537b738a887a03aaff" +checksum = "e89da841a80418a9b391ebaea17f5c112ffaaa96f621d2c285b5174da76b9011" dependencies = [ "cfg-if", "getrandom", @@ -22,64 +22,138 @@ dependencies = [ ] [[package]] -name = "anstream" +name = "aho-corasick" +version = "1.1.3" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "8e60d3430d3a69478ad0993f19238d2df97c507009a52b3c10addcd7f6bcb916" +dependencies = [ + "memchr", +] + +[[package]] +name = "aligned-vec" version 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"proc-macro2", @@ -177,9 +296,9 @@ dependencies = [ [[package]] name = "clap_lex" -version = "0.5.1" +version = "0.7.3" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "cd7cc57abe963c6d3b9d8be5b06ba7c8957a930305ca90304f24ef040aa6f961" +checksum = "afb84c814227b90d6895e01398aee0d8033c00e7466aca416fb6a8e0eb19d8a7" [[package]] name = "color_quant" @@ -189,83 +308,81 @@ checksum = "3d7b894f5411737b7867f4827955924d7c254fc9f4d91a6aad6b097804b1018b" [[package]] name = "colorchoice" -version = "1.0.0" +version = "1.0.3" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "acbf1af155f9b9ef647e42cdc158db4b64a1b61f743629225fde6f3e0be2a7c7" +checksum = "5b63caa9aa9397e2d9480a9b13673856c78d8ac123288526c37d7839f2a86990" [[package]] name = "console" -version = "0.15.7" +version = "0.15.8" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "c926e00cc70edefdc64d3a5ff31cc65bb97a3460097762bd23afb4d8145fccf8" +checksum = 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[ + "libc", + "option-ext", + "redox_users", + "windows-sys 0.48.0", +] + +[[package]] +name = "displaydoc" +version = "0.2.5" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "97369cbbc041bc366949bc74d34658d6cda5621039731c6310521892a3a20ae0" +dependencies = [ + "proc-macro2", + "quote", + "syn", +] + +[[package]] name = "either" -version = "1.9.0" +version = "1.13.0" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "a26ae43d7bcc3b814de94796a5e736d4029efb0ee900c12e2d54c993ad1a1e07" +checksum = "60b1af1c220855b6ceac025d3f6ecdd2b7c4894bfe9cd9bda4fbb4bc7c0d4cf0" [[package]] name = "embeddings-sort" @@ -306,6 +521,7 @@ dependencies = [ "ahash", "anyhow", "clap", + "fastembed", "image", "indicatif", "mset", @@ -314,7 +530,6 @@ dependencies = [ "rayon", "reflink-copy", "serde", - "serde_json", "sha2", "sled", "typed-sled", @@ -328,13 +543,34 @@ source = "registry+https://github.com/rust-lang/crates.io-index" checksum = 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checksum = "73ab332fe2f6680068f3582b16a24f90ad7096d5d39b974d1c0aff0125116f02" dependencies = [ "simd-adler32", ] + +[[package]] +name = "zune-jpeg" +version = "0.4.13" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "16099418600b4d8f028622f73ff6e3deaabdff330fb9a2a131dea781ee8b0768" +dependencies = [ + "zune-core", +] @@ -9,6 +9,7 @@ edition = "2021" ahash = "0" anyhow = "1" clap = { version = "4", features = ["derive"] } +fastembed = "4" image = "0" indicatif = { version = "0", features = ["rayon"] } mset = "0" @@ -17,7 +18,6 @@ pathdiff = "0" rayon = "1" reflink-copy = "0" serde = "1" -serde_json = "1" sha2 = "0" sled = "0" typed-sled = "0" diff --git a/src/embedders/ai.rs b/src/embedders/ai.rs index 7d5ae90..8c9de11 100644 --- a/src/embedders/ai.rs +++ b/src/embedders/ai.rs @@ -1,12 +1,8 @@ -use anyhow::Result; -use indicatif::{ProgressBar, ProgressIterator, ProgressStyle}; -use std::{ - fs::{remove_file, File}, - io::{copy, BufRead, BufReader, Cursor}, - marker::PhantomData, - path::PathBuf, - process::{Command, Stdio}, -}; +use anyhow::{anyhow, Result}; +use fastembed::{ImageEmbedding, ImageInitOptions}; +use indicatif::{ProgressBar, ProgressStyle}; +use rayon::iter::{IntoParallelRefIterator, ParallelIterator}; +use std::{marker::PhantomData, path::PathBuf}; use super::vecmetric::VecMetric; use crate::{BatchEmbedder, Config}; @@ -17,22 +13,7 @@ pub(crate) struct ContentEmbedder<'a, Metric> { } impl<'a, Metric> ContentEmbedder<'a, Metric> { pub(crate) fn new(cfg: &'a Config) -> Self { - ContentEmbedder { - cfg, - _sim: PhantomData, - } - } -} - -impl<Metric> Drop for ContentEmbedder<'_, Metric> { - fn drop(&mut self) { - self.cfg - .base_dirs - .place_runtime_file("imgbeddings-api.py") - .iter() - .for_each(|p| { - let _ = remove_file(p); - }); + ContentEmbedder { cfg, _sim: PhantomData } } } @@ -41,54 +22,44 @@ impl<Metric: VecMetric> ContentEmbedder<'_, Metric> { &mut self, paths: &[PathBuf], ) -> Result<Vec<Result<<Self as BatchEmbedder>::Embedding>>> { - let venv_dir = self - .cfg - .base_dirs - .create_data_directory("imgbeddings-venv")?; - let script_file = self - .cfg - .base_dirs - .place_runtime_file("imgbeddings-api.py")?; - - let api_prog = include_bytes!("imgbeddings-api.py"); - copy(&mut Cursor::new(api_prog), &mut File::create(&script_file)?)?; + let mut options = ImageInitOptions::default(); + options.cache_dir = self.cfg.base_dirs.get_cache_home(); + let embedder = ImageEmbedding::try_new(options)?; - let bar = ProgressBar::new_spinner(); - bar.set_style(ProgressStyle::with_template("{spinner} {msg}")?); + let bar = ProgressBar::new(paths.len() as u64); + bar.set_style(ProgressStyle::with_template("{bar:20.cyan/blue} {pos}/{len} {msg}")?); bar.enable_steady_tick(std::time::Duration::from_millis(100)); + bar.set_message("Embedding images..."); - bar.set_message("Creating venv..."); - Command::new("python3") - .args(["-m", "venv", venv_dir.to_str().unwrap()]) - .stdout(Stdio::null()) - .spawn()? - .wait()?; + let mut res = Vec::with_capacity(paths.len()); - bar.set_message("Installing/checking packages..."); - Command::new(venv_dir.join("bin/pip3")) - .args(["install", "imgbeddings"]) - .stdout(Stdio::null()) - .spawn()? - .wait()?; - bar.finish(); + // fastembeds supports batched processing, but does not support error reporting on a + // per-image basis. Thus, we first try embedding 64 images at once, and if that fails, fall + // back to passing them to fastembeds one-by-one, so that we can get all the non-failure + // results. + for chunk in paths.chunks(64) { + match embedder.embed(chunk.iter().collect(), Some(8)) { + Ok(embeds) => res.extend(embeds.into_iter().map(|e| Ok(e.into()))), + Err(_) => { + // embed one by one + let mut embeds = chunk + .par_iter() + .map(|path| match embedder.embed(vec![path], Some(1)) { + Err(e) => Err(e), + Ok(mut embed) if embed.len() == 1 => Ok(embed.pop().unwrap().into()), + Ok(embed) => { + Err(anyhow!("Embedder did not return a single value: {embed:?}")) + } + }) + .collect(); - let child = Command::new(venv_dir.join("bin/python3")) - .arg(script_file) - .args(paths) - .stderr(Stdio::inherit()) - .stdout(Stdio::piped()) - .spawn()?; + res.append(&mut embeds); + } + } + bar.inc(64); + } - // TODO das ist noch nicht ok... wir geben zb potentiell zu wenig dings zurück. - // python-code muss dafür auch geändert werden xD - let st = - ProgressStyle::with_template("{bar:20.cyan/blue} {pos}/{len} Embedding images...")?; - let bar = ProgressBar::new(paths.len() as u64).with_style(st); - Ok(BufReader::new(child.stdout.unwrap()) - .lines() - .progress_with(bar) - .map(|l| Ok::<_, anyhow::Error>(serde_json::from_str(&l?)?)) - .collect()) + Ok(res) } } diff --git a/src/embedders/imgbeddings-api.py b/src/embedders/imgbeddings-api.py deleted file mode 100644 index 0c890b5..0000000 --- a/src/embedders/imgbeddings-api.py +++ /dev/null @@ -1,18 +0,0 @@ -from PIL import Image -from imgbeddings import imgbeddings -import sys, os -import json as j - -b = imgbeddings() - -paths = sys.argv[1:] -batch_size = 8 - -for i in range(0, len(paths), batch_size): - fs = paths[i:i+batch_size] - - ims = [Image.open(open(f, "rb")) for f in fs] - for emb in b.to_embeddings(ims).tolist(): - print(j.dumps(emb)) - -sys.stderr.write("\n") |