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| extern crate blas_src; | |
| use hnsw::{Hnsw, Params, Searcher}; | |
| use ndarray_npy::{ViewNpyExt, WriteNpyExt}; | |
| use memmap2::{Mmap, MmapMut}; | |
| use rand_pcg::Pcg64; | |
| use space::Metric; | |
| use std::{fs::OpenOptions, io::BufWriter, time::Instant}; |
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| [package] | |
| name = "mem" | |
| version = "0.1.0" | |
| edition = "2021" | |
| # See more keys and their definitions at https://doc.rust-lang.org/cargo/reference/manifest.html | |
| [dependencies] | |
| rayon = "1.5" | |
| indicatif = {version = "0.16", features = ["rayon"]} |
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| [package] | |
| name = "mem" | |
| version = "0.1.0" | |
| edition = "2021" | |
| # See more keys and their definitions at https://doc.rust-lang.org/cargo/reference/manifest.html | |
| [dependencies] | |
| rayon = "1.5" | |
| indicatif = {version = "0.16", features = ["rayon"]} |
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| # https://github.com/matsui528/faiss_tips | |
| import faiss | |
| import numpy as np | |
| D = 256 | |
| N = 10000 | |
| X = np.random.random((N, D)).astype(np.float32) | |
| # Setup | |
| index = faiss.index_factory(D, "IVF25,Flat", faiss.METRIC_INNER_PRODUCT) |
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| use std::{ | |
| fs::File, | |
| io::{BufRead, BufReader}, | |
| path::PathBuf, | |
| time::Instant, | |
| }; | |
| use faiss::{error::Error, index_factory, read_index, write_index, Index, MetricType}; | |
| use itertools_num::linspace; | |
| use structopt::StructOpt; |
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| use std::{path::PathBuf, time::Instant}; | |
| use faiss::{error::Error, index_factory, read_index, write_index, Index, MetricType}; | |
| use itertools_num::linspace; | |
| use structopt::StructOpt; | |
| #[derive(Debug, StructOpt)] | |
| #[structopt(name = "dann", about = "Demo ANN")] | |
| struct DannOpt { | |
| /// FAISS Index factory string |
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| use std::time::Instant; | |
| use faiss::{error::Error, index_factory, Index, MetricType}; | |
| use itertools_num::linspace; | |
| fn main() -> Result<(), Error> { | |
| let d: u32 = 64; | |
| // let my_data: Vec<f32> = (1u16..(d * 10) as u16).map(f32::from).collect(); | |
| // above way of generating f32 ranges is limited in d size wrt default traits | |
| // https://users.rust-lang.org/t/collect-f32-range-into-a-vector/15936/3 |
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| use faiss::{error::Error, index_factory, Index, MetricType}; | |
| fn main() -> Result<(), Error> { | |
| let my_data = vec![1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0]; | |
| let mut index = index_factory(8, "Flat", MetricType::L2)?; | |
| index.add(&my_data)?; | |
| let result = index.search(&my_data, 5)?; | |
| for (i, (l, d)) in result | |
| .labels | |
| .iter() | |
| .zip(result.distances.iter()) |
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| #![deny(warnings)] | |
| use std::{collections::HashMap, convert::Infallible, sync::Arc}; | |
| use tokio::sync::RwLock; | |
| use warp::{Filter, Rejection}; | |
| fn with_store( | |
| store: Arc<RwLock<HashMap<String, u64>>>, | |
| ) -> impl Filter<Extract = (Arc<RwLock<HashMap<String, u64>>>,), Error = Infallible> + Clone { | |
| warp::any().map(move || store.clone()) | |
| } |
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| #![deny(warnings)] | |
| use std::{collections::HashMap, convert::Infallible, str::FromStr, sync::Arc}; | |
| use tokio::sync::RwLock; | |
| use warp::{Filter, Rejection}; | |
| fn with_store( | |
| store: Arc<RwLock<HashMap<String, u64>>>, | |
| ) -> impl Filter<Extract = (Arc<RwLock<HashMap<String, u64>>>,), Error = Infallible> + Clone { | |
| warp::any().map(move || store.clone()) | |
| } |