Faiss.NET.Native.Windows 1.0.0-preview.6

Faiss.NET

High-performance C#/.NET bindings for Faiss.

Faiss.NET gives you near-native performance with clean, idiomatic C# wrappers while staying as close as possible to the original Faiss API.

• Faiss v1.15.1
• .NET 9.0

Development Roadmap

About ~90% is done. I am reworking the class hierarchy to make the api as elegant as possible. This includes preventing most of the footguns there are with faiss, including making the compiler enforce all the rules.

12.08.2026: The groundwork is almost finished. I still need to polish some rough edges like the IDSelector (internal stuff) but most of this library is basically complete, stable and usable. As soon as the PRs noted below get merged and I fix some minor stuff I will publish preview release 6. I am really happy with the progress and looking forward.

01.09.2026: Feature set is basically complete (except the remaining features which are based on faiss PRs below). I am reworking the test suite.

• Adding bindings for distances_c.h
• Improving class hierarchy and generic constraints design to further prevent footguns (~ September 2026)
• Adding more tests (~ October 2026)
• Adding example project (~ November 2026)
• Adding remaining functionality to IndexShards, IndexReplicas, IndexRefineFlat and GPU indexes (Waiting for faiss PRs to merge: #5516, #5514, #5513, #5512, #5511) (~ December 2026)
• v1.0 Release 🚀 (~ December 2026)

Features

• Thin, "bare-metal" bindings with minimal overhead
• Extensions on top bindings for excellent DX
• Cross-platform support (Windows, Linux, macOS all x64 & arm64)
• Strongly-typed wrappers + generic factory for all Faiss indexes
• GPU acceleration (CUDA & ROCm)
• Human written (no AI slop)
• It just works™

Table of Contents

• Installation
• Usage
• Supported Platforms
• License

Installation

Prerequisites

Windows

winget install --id Microsoft.VCRedist.2015+.x64 --silent

Linux

sudo apt-get install -y libopenblas0 libgomp1

macOS

brew install libomp

NuGet Package

Pick either the CPU only or the CPU + GPU support NuGet, do not mix on the same platform, it would cause undefined behavior.

CPU only

dotnet add package Faiss.NET.Native

CPU+GPU

CUDA

dotnet add package Faiss.NET.Native.Gpu.Cuda # Linux only
dotnet add package Faiss.NET.Native.Windows
dotnet add package Faiss.NET.Native.MacOS

ROCm

dotnet add package Faiss.NET.Native.Gpu.Rocm # Linux x64 only
dotnet add package Faiss.NET.Native.Windows
dotnet add package Faiss.NET.Native.MacOS

Usage

Quick start

using Faiss.Cpu.Extensions;
using Faiss.Cpu.Indexes.Flat;

using var index = new IndexFlatL2(dimensions: 4);
index.Add([1, 2, 3, 4]);

using var result = index.Search([1, 2, 3, 4], k: 1);
var label = result.Labels[0]; // 0
var distance = result.Distances[0]; // 0f

RAG Embeddings

using Faiss.Cpu.Extensions;
using Faiss.Cpu.Indexes.Approximate;
using Faiss.Cpu.Indexes.Mapped;
using Faiss.Cpu.Search;
using Faiss.Cpu.Search.Parameters;
using Faiss.Cpu.Selectors;
using Faiss.Models;

var index = new IndexHNSW(dimensions: 4, metricType: MetricType.InnerProduct); // No `using`: ownership is handed to mappedIndex below
using var mappedIndex = new IndexIDMap<IndexHNSW>(index, takeOwnership: true); // `index` is closed from here on; use mappedIndex.SubIndex

mappedIndex.Add([new[] { 1f, 2f, 3f, 4f }, new[] { 2f, 3f, 4f, 1f }, new[] { 3f, 4f, 1f, 2f }, new[] { 4f, 1f, 2f, 3f }], [4, 3, 2, 1]);

var queryNeighborsCount = 2; // K
var searchResult = mappedIndex.SearchWithParams(new [] {1f, 1f, 2f, 3f}, queryNeighborsCount, new SearchParameters(new IDSelectorRange(2, 4)));
QueryResults queryResult = searchResult.GetQueryResults(0);

for (int i = 0; i < searchResult.K; i++)
{
    float distance = queryResult.Distances[i];
    long label     = queryResult.Labels[i];

    Console.WriteLine($"Rank {i}: label={label}, dist={distance}");
}

Serialization/Deserialization

using Faiss.Cpu.Extensions;
using Faiss.Cpu.Indexes.Binary;
using Faiss.Cpu.Serializer;

using var index = new IndexBinaryFlat(4);
index.Add([1, 2, 3, 4]);

BinaryIndexSerializer.Write(index, "my_index.faiss");

using var readIndex = BinaryIndexDeserializer.Read<IndexBinaryFlat>( "my_index.faiss");
var reconstructed = readIndex.Reconstruct(0); // [1, 2, 3, 4]

Approximate indexes with Factory

The factory string mirrors the upstream Faiss API: HNSW32, IVF256,Flat, PQ8x12, and so on.

using Faiss.Cpu.Extensions;
using Faiss.Cpu.Factory;
using Faiss.Cpu.Indexes.Factory;

using var index = IndexFactory.Create<GenericFloatIndex>("HNSW32", dimensions: 128);
index.Add([1f, 2f, 3f, 4f]);

using var result = index.Search([1f, 2f, 3f, 4f], k: 1);

GPU acceleration

using Faiss.Cpu.Extensions;
using Faiss.Cpu.Indexes.Flat;
using Faiss.Gpu;
using Faiss.Gpu.Resources;

using var cpuIndex = new IndexFlatIP(dimensions: 4);
cpuIndex.Add([1f, 2f, 3f, 4f]);

using var gpuResources = new GpuResourcesProvider();
using var gpuIndex = GpuIndexProvider.TransferToGpu(gpuResources, cpuIndex, deviceId: 0); // GpuIndexFlatIP

using var searchResult = gpuIndex.Search([1f, 2f, 3f, 4f], k: 1);
var results = searchResult.Length; // 1

using var transferredCpuIndex = GpuIndexProvider.TransferToCpu(gpuIndex); // IndexFlatIP
results = searchResult.Length; // 1

Supported Platforms

GPU Acceleration

Supported CUDA GPUs

Supported ROCm GPUs

<details> <summary>

Background

</summary>

I was unhappy with the existing .NET bindings for faiss out there including crashes in prod caused by those which took a while to find out what the cause was (segmentation fault by bad pointer usage through the .NET faiss library). Seeing other bindings being completely out-of-date and way too old I decided to do it myself.

My goal is to have amazing DX including guardrails that make it really hard to do something wrong, all enforced by the compiler.

Made with ♥️

</details>

License

See the LICENSE file for details.

Faiss.NET is not affiliated with Meta or the original Faiss project.