ELIPS (Python Bindings)

Embedded Local Index & Persistence System (ELIPS) Python package.

ELIPS is an in-process vector and document retrieval engine built in C++23 with native Python bindings. It keeps the embedded deployment model of SQLite, but adds ANN indexes, typed metadata filters, first-class document lineage, hybrid retrieval, segmented persistence, and optional GPU-backed indexes.

Installation

From PyPI

pip install elips

From Source

pip install .

Note: Building from source requires a C++23 compatible compiler (GCC 13+ or Clang 17+), CMake >= 3.24, and Ninja.

Quick Start

import elips

# Connect to database (either path or ":memory:")
engine = elips.connect(":memory:", dimension=128)

# Access or create a documents arena
arena = engine.arena("documents")

# Ingest documents with text and optional metadata
arena.ingest(
    texts=["alpha design note", "beta incident runbook"],
    meta=[{"kind": "design"}, {"kind": "ops"}],
)

# Run semantic search
for hit in arena.probe_text("alpha", top=2):
    print(hit.key, hit.distance, hit.text, hit.meta)

Features

Vector Search: Optimized HNSW (graph) and exact index backends.
Embedded Deployment: Simple SQLite-like single-writer/multi-reader lock model.
Local Embedding: Built-in local text embedding using local models.
Metadata Filters: Rich metadata equality filters via MetadataIndex and Filter.
Hybrid Retrieval: Combine dense semantic search and document retrieval out of the box.
Segmented Persistence: Durable writes with WAL crash recovery and snapshot checkpoints.
GPU Acceleration: Optional Metal backend on Apple Silicon and CUDA/Vulkan backends on Linux.

License

ELIPS Python bindings are released under the MIT License.

Release files for elips 1.1.0

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for elips 1.1.0
File	Size	Uploaded
elips-1.1.0.tar.gz	185.8 kB	Aug 9, 2026	Details

Built distributions (wheels)

Table of built distributions (wheels) for elips 1.1.0
File	Interpreter	ABI	Platform	Reset
elips-1.1.0-cp313-cp313-win_amd64.whl 507.8 kB Aug 9, 2026	CPython 3.13	CPython 3.13	Windows x86-64	Details
elips-1.1.0-cp313-cp313-musllinux_1_2_x86_64.whl 1.6 MB Aug 9, 2026	CPython 3.13	CPython 3.13	Linux musl 1.2+ x86-64	Details
elips-1.1.0-cp313-cp313-musllinux_1_2_aarch64.whl 1.5 MB Aug 9, 2026	CPython 3.13	CPython 3.13	Linux musl 1.2+ ARM64	Details
elips-1.1.0-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 703.2 kB Aug 9, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64	Details
elips-1.1.0-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl 612.3 kB Aug 9, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.28+ ARM64, Linux glibc 2.27+ ARM64	Details
elips-1.1.0-cp313-cp313-macosx_11_0_arm64.whl 608.5 kB Aug 9, 2026	CPython 3.13	CPython 3.13	macOS 11.0+ ARM64	Details
elips-1.1.0-cp313-cp313-macosx_10_15_x86_64.whl 649.3 kB Aug 9, 2026	CPython 3.13	CPython 3.13	macOS 10.15+ x86-64	Details
elips-1.1.0-cp312-cp312-win_amd64.whl 507.8 kB Aug 9, 2026	CPython 3.12	CPython 3.12	Windows x86-64	Details
elips-1.1.0-cp312-cp312-musllinux_1_2_x86_64.whl 1.6 MB Aug 9, 2026	CPython 3.12	CPython 3.12	Linux musl 1.2+ x86-64	Details
elips-1.1.0-cp312-cp312-musllinux_1_2_aarch64.whl 1.5 MB Aug 9, 2026	CPython 3.12	CPython 3.12	Linux musl 1.2+ ARM64	Details
elips-1.1.0-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 703.2 kB Aug 9, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.28+ x86-64, Linux glibc 2.27+ x86-64	Details
elips-1.1.0-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl 611.8 kB Aug 9, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.28+ ARM64, Linux glibc 2.27+ ARM64	Details
elips-1.1.0-cp312-cp312-macosx_11_0_arm64.whl 608.5 kB Aug 9, 2026	CPython 3.12	CPython 3.12	macOS 11.0+ ARM64	Details
elips-1.1.0-cp312-cp312-macosx_10_15_x86_64.whl 649.3 kB Aug 9, 2026	CPython 3.12	CPython 3.12	macOS 10.15+ x86-64	Details
elips-1.1.0-cp311-cp311-win_amd64.whl 503.0 kB Aug 9, 2026	CPython 3.11	CPython 3.11	Windows x86-64	Details
elips-1.1.0-cp311-cp311-musllinux_1_2_x86_64.whl 1.6 MB Aug 9, 2026	CPython 3.11	CPython 3.11	Linux musl 1.2+ x86-64	Details
elips-1.1.0-cp311-cp311-musllinux_1_2_aarch64.whl 1.5 MB Aug 9, 2026	CPython 3.11	CPython 3.11	Linux musl 1.2+ ARM64	Details
elips-1.1.0-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 704.0 kB Aug 9, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.28+ x86-64, Linux glibc 2.27+ x86-64	Details
elips-1.1.0-cp311-cp311-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl 614.4 kB Aug 9, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.27+ ARM64, Linux glibc 2.28+ ARM64	Details
elips-1.1.0-cp311-cp311-macosx_11_0_arm64.whl 606.2 kB Aug 9, 2026	CPython 3.11	CPython 3.11	macOS 11.0+ ARM64	Details
elips-1.1.0-cp311-cp311-macosx_10_15_x86_64.whl 640.1 kB Aug 9, 2026	CPython 3.11	CPython 3.11	macOS 10.15+ x86-64	Details

Total release size: 18.9 MB

Release files / elips-1.1.0.tar.gz

Download URL	elips-1.1.0.tar.gz
Size	185.8 kB
Tags	Source
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Upload date	Aug 9, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

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Publishing platform: GitHub Actions
Publishing repository: github.com/axiomchronicles/elips
Publishing commit: github.com/axiomchronicles/elips/tree/2ec81767d608000fb366968031f659aaa4982155

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Release files / elips-1.1.0-cp313-cp313-win_amd64.whl

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Size	507.8 kB
Tags	CPython 3.13 Windows x86-64
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Release files / elips-1.1.0-cp313-cp313-musllinux_1_2_x86_64.whl

Download URL	elips-1.1.0-cp313-cp313-musllinux_1_2_x86_64.whl
Size	1.6 MB
Tags	CPython 3.13 Linux musl 1.2+ x86-64
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Publishing repository: github.com/axiomchronicles/elips
Publishing commit: github.com/axiomchronicles/elips/tree/2ec81767d608000fb366968031f659aaa4982155

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Release files / elips-1.1.0-cp313-cp313-musllinux_1_2_aarch64.whl

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Publishing repository: github.com/axiomchronicles/elips
Publishing commit: github.com/axiomchronicles/elips/tree/2ec81767d608000fb366968031f659aaa4982155

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Release files / elips-1.1.0-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

Download URL	elips-1.1.0-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Size	703.2 kB
Tags	CPython 3.13 Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64
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Publishing repository: github.com/axiomchronicles/elips
Publishing commit: github.com/axiomchronicles/elips/tree/2ec81767d608000fb366968031f659aaa4982155

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Release files / elips-1.1.0-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl

Download URL	elips-1.1.0-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl
Size	612.3 kB
Tags	CPython 3.13 Linux glibc 2.27+ ARM64 Linux glibc 2.28+ ARM64
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Publishing commit: github.com/axiomchronicles/elips/tree/2ec81767d608000fb366968031f659aaa4982155

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Release files / elips-1.1.0-cp313-cp313-macosx_11_0_arm64.whl

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Release files / elips-1.1.0-cp313-cp313-macosx_10_15_x86_64.whl

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Release files / elips-1.1.0-cp312-cp312-win_amd64.whl

Download URL	elips-1.1.0-cp312-cp312-win_amd64.whl
Size	507.8 kB
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Publishing repository: github.com/axiomchronicles/elips
Publishing commit: github.com/axiomchronicles/elips/tree/2ec81767d608000fb366968031f659aaa4982155

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Release files / elips-1.1.0-cp312-cp312-musllinux_1_2_x86_64.whl

Download URL	elips-1.1.0-cp312-cp312-musllinux_1_2_x86_64.whl
Size	1.6 MB
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Release files / elips-1.1.0-cp312-cp312-musllinux_1_2_aarch64.whl

Download URL	elips-1.1.0-cp312-cp312-musllinux_1_2_aarch64.whl
Size	1.5 MB
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Release files / elips-1.1.0-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

Download URL	elips-1.1.0-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Size	703.2 kB
Tags	CPython 3.12 Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64
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Uploaded via	`twine/7.0.0 CPython/3.13.14`

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Publishing platform: GitHub Actions
Publishing repository: github.com/axiomchronicles/elips
Publishing commit: github.com/axiomchronicles/elips/tree/2ec81767d608000fb366968031f659aaa4982155

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Release files / elips-1.1.0-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl

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Publishing repository: github.com/axiomchronicles/elips
Publishing commit: github.com/axiomchronicles/elips/tree/2ec81767d608000fb366968031f659aaa4982155

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Release files / elips-1.1.0-cp312-cp312-macosx_11_0_arm64.whl

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Publishing commit: github.com/axiomchronicles/elips/tree/2ec81767d608000fb366968031f659aaa4982155

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Release files / elips-1.1.0-cp312-cp312-macosx_10_15_x86_64.whl

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Publishing commit: github.com/axiomchronicles/elips/tree/2ec81767d608000fb366968031f659aaa4982155

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Publishing repository: github.com/axiomchronicles/elips
Publishing commit: github.com/axiomchronicles/elips/tree/2ec81767d608000fb366968031f659aaa4982155

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Release files / elips-1.1.0-cp311-cp311-musllinux_1_2_x86_64.whl

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Publishing repository: github.com/axiomchronicles/elips
Publishing commit: github.com/axiomchronicles/elips/tree/2ec81767d608000fb366968031f659aaa4982155

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Release files / elips-1.1.0-cp311-cp311-musllinux_1_2_aarch64.whl

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Uploaded via	`twine/7.0.0 CPython/3.13.14`

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Publishing platform: GitHub Actions
Publishing repository: github.com/axiomchronicles/elips
Publishing commit: github.com/axiomchronicles/elips/tree/2ec81767d608000fb366968031f659aaa4982155

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Release files / elips-1.1.0-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

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Publishing platform: GitHub Actions
Publishing repository: github.com/axiomchronicles/elips
Publishing commit: github.com/axiomchronicles/elips/tree/2ec81767d608000fb366968031f659aaa4982155

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Release files / elips-1.1.0-cp311-cp311-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl

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Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

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Publishing platform: GitHub Actions
Publishing repository: github.com/axiomchronicles/elips
Publishing commit: github.com/axiomchronicles/elips/tree/2ec81767d608000fb366968031f659aaa4982155

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Release files / elips-1.1.0-cp311-cp311-macosx_11_0_arm64.whl

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Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

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Publishing platform: GitHub Actions
Publishing repository: github.com/axiomchronicles/elips
Publishing commit: github.com/axiomchronicles/elips/tree/2ec81767d608000fb366968031f659aaa4982155

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Release files / elips-1.1.0-cp311-cp311-macosx_10_15_x86_64.whl

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Upload date	Aug 9, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

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Publishing platform: GitHub Actions
Publishing repository: github.com/axiomchronicles/elips
Publishing commit: github.com/axiomchronicles/elips/tree/2ec81767d608000fb366968031f659aaa4982155

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This release

1.1.0 This release

Aug 9, 2026 22 release files

1.0.0

Jun 22, 2026 2 release files

elips 1.1.0

ELIPS (Python Bindings)

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