Fixed Dimensional Embeddings for Multi-dimensional vectors.
Project description
MuvFDE
A 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
Download files
Download the file for your platform. If you're not sure which to choose, learn more about installing packages.
Source Distribution
Built Distributions
Filter files by name, interpreter, ABI, and platform.
If you're not sure about the file name format, learn more about wheel file names.
Copy a direct link to the current filters
File details
Details for the file muvfde-0.0.8.tar.gz.
File metadata
- Download URL: muvfde-0.0.8.tar.gz
- Upload date:
- Size: 995.7 kB
- Tags: Source
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/6.1.0 CPython/3.12.9
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
d131c16e6cbfa9939fed20750469e946b9193ccddc6dda3d286a99e3d21be3d3
|
|
| MD5 |
e0701b070c2876b4ab6181a1a8f49e5d
|
|
| BLAKE2b-256 |
76b355169653f4a47ce0dd61b0c1a26da78509205b58bf2035195590c0c70ba1
|
File details
Details for the file muvfde-0.0.8-cp312-abi3-musllinux_1_2_x86_64.whl.
File metadata
- Download URL: muvfde-0.0.8-cp312-abi3-musllinux_1_2_x86_64.whl
- Upload date:
- Size: 553.2 kB
- Tags: CPython 3.12+, musllinux: musl 1.2+ x86-64
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/6.1.0 CPython/3.12.9
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
5c5e4111159dd0f132320efce011ba703efed2ac33f83f030dc2bbbf3c3195ac
|
|
| MD5 |
4d6ece161a55b51536a6ef3d106899f0
|
|
| BLAKE2b-256 |
c988eb11dcc164d510fdcb4ffcad7ae040f3030db36b903fb2f40e8cb75ecb50
|
File details
Details for the file muvfde-0.0.8-cp312-abi3-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl.
File metadata
- Download URL: muvfde-0.0.8-cp312-abi3-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
- Upload date:
- Size: 93.9 kB
- Tags: CPython 3.12+, manylinux: glibc 2.27+ x86-64, manylinux: glibc 2.28+ x86-64
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/6.1.0 CPython/3.12.9
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
1baaa26764fbbe37c5e9245b864a8aa3b98ddf06f4168830cf7cebee12894e57
|
|
| MD5 |
8a15457d5c13499fa615ff87175ff295
|
|
| BLAKE2b-256 |
6a2a6da6968ba352b63a56ec05b40dc0488538bff0979bf76860dc4fde81b7c9
|
File details
Details for the file muvfde-0.0.8-cp311-cp311-musllinux_1_2_x86_64.whl.
File metadata
- Download URL: muvfde-0.0.8-cp311-cp311-musllinux_1_2_x86_64.whl
- Upload date:
- Size: 557.1 kB
- Tags: CPython 3.11, musllinux: musl 1.2+ x86-64
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/6.1.0 CPython/3.12.9
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
f2b1a2f6e208b1ecb38d7bf40be5d9a89a517011dcfab0164e6637739cb641dd
|
|
| MD5 |
b1a7732a1495fd01a388d2e6fed67076
|
|
| BLAKE2b-256 |
6de6a2576978b0301de1278ae58f1e5a0ec36a04f19b95392bd0eb306d00acc9
|
File details
Details for the file muvfde-0.0.8-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl.
File metadata
- Download URL: muvfde-0.0.8-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
- Upload date:
- Size: 98.1 kB
- Tags: CPython 3.11, manylinux: glibc 2.27+ x86-64, manylinux: glibc 2.28+ x86-64
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/6.1.0 CPython/3.12.9
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
270126e3c7b5547d640892bb16f3d2fb87ae8e540a792a0522d99a2579d8b0f3
|
|
| MD5 |
a78a197664049af0f1015e08288cb7fc
|
|
| BLAKE2b-256 |
0aa0359c6f43585b916d186919f2a1d85c58e58f69bb7cdc2bbe866c38c02aab
|
File details
Details for the file muvfde-0.0.8-cp310-cp310-musllinux_1_2_x86_64.whl.
File metadata
- Download URL: muvfde-0.0.8-cp310-cp310-musllinux_1_2_x86_64.whl
- Upload date:
- Size: 556.9 kB
- Tags: CPython 3.10, musllinux: musl 1.2+ x86-64
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/6.1.0 CPython/3.12.9
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
6b6ccf560704e2d963304fb201842118d8fc47c5cd7aaedbc128ee12633cbbf1
|
|
| MD5 |
490063aba2a7f9e7b9ae9e6f7b813fee
|
|
| BLAKE2b-256 |
249e9bdf3ca59aa6b74fefbbe138e43128c143669b342f5aa87b0e7a848dc47b
|
File details
Details for the file muvfde-0.0.8-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl.
File metadata
- Download URL: muvfde-0.0.8-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
- Upload date:
- Size: 97.8 kB
- Tags: CPython 3.10, manylinux: glibc 2.27+ x86-64, manylinux: glibc 2.28+ x86-64
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/6.1.0 CPython/3.12.9
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
99015b1d85ff03a730b2ab8292dddc4b05ba237de4eaf1e0fac477dd5134ed83
|
|
| MD5 |
1fac1423128e330851b6f5fd15881bf3
|
|
| BLAKE2b-256 |
7afac142a212ead40563e874e6acb94a017e74c4771d856da6d02345ef956acf
|
