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Top 23 Vector Open-Source Projects
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InfluxDB
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orama
🌌 Fast, dependency-free, full-text and vector search engine with typo tolerance, filters, facets, stemming, and more. Works with any JavaScript runtime, browser, server, service!
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gdal
GDAL is an open source MIT licensed translator library for raster and vector geospatial data formats.
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SaaSHub
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free-gophers-pack
✨ This pack of 100+ gopher pictures and elements will help you to build own design of almost anything related to Go Programming Language: presentations, posts in blogs or social media, courses, videos and many, many more.
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Math PHP
Powerful modern math library for PHP: Features descriptive statistics and regressions; Continuous and discrete probability distributions; Linear algebra with matrices and vectors, Numerical analysis; special mathematical functions; Algebra
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pgvecto.rs
Scalable, Low-latency and Hybrid-enabled Vector Search in Postgres. Revolutionize Vector Search, not Database.
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HandmadeMath
A simple math library for games and computer graphics. Compatible with both C and C++. Public domain and easy to modify.
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SaaSHub
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Project mention: What is a low/reasonable cost solution for service log storage and querying? | news.ycombinator.com | 2024-05-05I am thinking about using https://vector.dev/ but would also love opinions on the best deal for lower or reasonable cost storage/querying of logs. Thanks!
Orama, an open-source, edge-first hybrid search engine highlights the industry's shift towards more efficient, accurate, and scalable solutions. Recent trends indicate a shift from traditional search solutions to more modern and efficient answering engines like Orama, evidenced by the search features on both Node.js and SolidJS that were formerly powered by Algolia, but are now powered by Orama.
Project mention: Building a Dynamic Tile Server Using Cloud Optimized GeoTIFF(COG) with TiTiler | dev.to | 2023-12-21TiTiler is a dynamic tile server built on FastAPI and Rasterio/GDAL. Its main features include support for Cloud Optimized GeoTIFF(COG), multiple projection methods, various output formats (JPEG, JP2, PNG, WEBP, GTIFF, NumpyTile), WMTS, and virtual mosaic. It also provides Lambda and ECS deployment environments using AWS CDK.
Ok, so this uses https://rapier.rs/ which is very cool
Rapier, alongside https://nalgebra.org/ (which it uses underneath) has seriously good documentation and some advanced features like cross-platform determinism (something made hard by the way floating point differs between platforms)
Gopher credits
Gopher credits
To evaluate the performance metrics in comparison to the original vector approach, we conducted benchmarking using the dbpedia-entities-openai3-text-embedding-3-large-3072-1M dataset. The benchmark was performed on a Google Cloud virtual machine (VM) with specifications of n2-standard-8, which includes 8 virtual CPUs and 32GB of memory. We used pgvecto.rs v0.2.1 as the vector database.
Project mention: Show HN: SimSIMD vs. SciPy: How AVX-512 and SVE make SIMD cleaner and ML faster | news.ycombinator.com | 2023-10-07
If you don't like using heavy libraries such as glm, I recommend looking at HandmadeMath. It is a single file c/c++ math library for graphics programming. You can just drop it into your project. It's lightweight and will save you a lot of time implementing the math yourself. In a lot of cases, it actually uses optimized solutions to save computation time (same with the glm).
Your issue is that you're using the default (old) binding to GDAL, based on Fiona [0].
You need to use pyogrio [1], its vectorized counterpart, instead. Make sure you use `engine="pyogrio"` when calling `to_file` [2]. Fiona does a loop in Python, while pyogrio is exclusively compiled. So pyogrio is usually about 10-15x faster than fiona. Soon, in pyogrio version 0.8, it will be another ~2-4x faster than pyogrio is now [3].
[0]: https://github.com/Toblerity/Fiona
[1]: https://github.com/geopandas/pyogrio
[2]: https://geopandas.org/en/stable/docs/reference/api/geopandas...
[3]: https://github.com/geopandas/pyogrio/pull/346
NOTE:
The open source projects on this list are ordered by number of github stars.
The number of mentions indicates repo mentiontions in the last 12 Months or
since we started tracking (Dec 2020).
Vector related posts
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My binary vector search is better than your FP32 vectors
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Release of GLM 1.0.0
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Trees
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Programming in K
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Programming in K
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Origins of J
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Trees in K
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A note from our sponsor - InfluxDB
www.influxdata.com | 7 May 2024
Index
What are some of the best open-source Vector projects? This list will help you:
| Project | Stars | |
|---|---|---|
| 1 | vector | 16,561 |
| 2 | awesome-design | 15,260 |
| 3 | dom-to-image | 10,100 |
| 4 | GLM | 8,689 |
| 5 | orama | 8,095 |
| 6 | pts | 5,102 |
| 7 | gdal | 4,509 |
| 8 | TaskingAI | 4,421 |
| 9 | nalgebra | 3,743 |
| 10 | gophers | 3,347 |
| 11 | free-gophers-pack | 3,253 |
| 12 | Math PHP | 2,305 |
| 13 | sc | 2,168 |
| 14 | leaflet-geoman | 2,086 |
| 15 | cglm | 2,050 |
| 16 | react-designer | 1,854 |
| 17 | synfig | 1,703 |
| 18 | vald | 1,463 |
| 19 | pgvecto.rs | 1,390 |
| 20 | awesome-vector-search | 1,284 |
| 21 | HandmadeMath | 1,142 |
| 22 | Mapsforge | 1,140 |
| 23 | Fiona | 1,128 |
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