MuvFDE
A Python library to generate fixed dimensional embeddings for multi-dimensional vectors based on Google Muvera.
Installation
pip install --upgrade muvfde
Integeration Benchmark
uv venv --python 3.12
uv pip install -e .
uv pip install -r integeration_test/requirements.txt
python integeration_test/benchmark.py
Usage
Check out integeration_test/benchmark.py for usage examples.
Caveats
- The FDE algorithm is highly hyperparameter sensitive. The hyperparameters used in the benchmark are not optimal for all models.
- FDE quality is tightly linked to dimensionality; increase in dimensionality will generally result in quality gains.
Results
References
1 maintainer
Metadata
1 maintainer
Release files for muvfde 0.0.9
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | |
|---|---|---|---|
| muvfde-0.0.9.tar.gz | 995.7 kB | Details |
Built distributions (wheels)
| File | Reset | |||
|---|---|---|---|---|
| muvfde-0.0.9-cp312-abi3-musllinux_1_2_x86_64.whl | CPython 3.12 | abi3 | Linux musl 1.2+ x86-64 | Details |
| muvfde-0.0.9-cp312-abi3-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl | CPython 3.12 | abi3 | Linux glibc 2.28+ x86-64, Linux glibc 2.27+ x86-64 | Details |
| muvfde-0.0.9-cp311-cp311-musllinux_1_2_x86_64.whl | CPython 3.11 | CPython 3.11 | Linux musl 1.2+ x86-64 | Details |
| muvfde-0.0.9-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl | CPython 3.11 | CPython 3.11 | Linux glibc 2.28+ x86-64, Linux glibc 2.27+ x86-64 | Details |
| muvfde-0.0.9-cp310-cp310-musllinux_1_2_x86_64.whl | CPython 3.10 | CPython 3.10 | Linux musl 1.2+ x86-64 | Details |
| muvfde-0.0.9-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl | CPython 3.10 | CPython 3.10 | Linux glibc 2.28+ x86-64, Linux glibc 2.27+ x86-64 | Details |
Total release size: 3.0 MB
Release files / muvfde-0.0.9.tar.gz
| Download URL | muvfde-0.0.9.tar.gz |
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Release files / muvfde-0.0.9-cp312-abi3-musllinux_1_2_x86_64.whl
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| Size | 93.9 kB |
| Tags | CPython 3.12 Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64 abi3 |
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Release files / muvfde-0.0.9-cp311-cp311-musllinux_1_2_x86_64.whl
| Download URL | muvfde-0.0.9-cp311-cp311-musllinux_1_2_x86_64.whl |
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| Size | 557.1 kB |
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| Size | 98.1 kB |
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| Download URL | muvfde-0.0.9-cp310-cp310-musllinux_1_2_x86_64.whl |
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| Size | 97.8 kB |
| Tags | CPython 3.10 Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64 |
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