LDA11 - yet another collapsed gibbs sampler for python.
Features
- Support parallelized sampler proposed in Distributed Inference for Latent Dirichlet Allocation.
- Implement CGS_p estimator for more precise point estimate of topic-word distribution.
- Implement Labelled LDA
- Able to obtain per-word topic frequency.
The implementaion relies on Eigen for faster array multiplication and pybind11 for simple binding.
Installation
You can install the wheel from pypi:
pip install lda11
For x64 architecture, the above wheel is built using AVX. If it is not convenient for you, try e.g.
CFLAGS="-march=native" pip install git+https://github.com/tohtsky/lda11
1 maintainer
Metadata
1 maintainer
Release files for lda11 0.3.0.2
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | Provenance | Actions |
|---|---|---|---|---|
| lda11-0.3.0.2.tar.gz | 33.7 kB | Without provenance | Details for lda11-0.3.0.2.tar.gz |
Built distributions (wheels)
Total release size: 41.0 MB
Release files / lda11-0.3.0.2.tar.gz
| Download URL | lda11-0.3.0.2.tar.gz |
|---|---|
| Size | 33.7 kB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
095521e6d35871a8032278cb0fcd1390fc54bcfd84967fde5653f7d51a3c9cdc
|
|
BLAKE2b-256 checksum How to use checksums |
b6ed4f7ecec4694a1568a03830cbdee4005b57ca0386d6476635f48c54ba0aab
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/3.7.1 importlib_metadata/4.10.0 pkginfo/1.8.2 requests/2.27.1 requests-toolbelt/0.9.1 tqdm/4.62.3 CPython/3.9.9
|
Release files / lda11-0.3.0.2-cp310-cp310-win_amd64.whl
| Download URL | lda11-0.3.0.2-cp310-cp310-win_amd64.whl |
|---|---|
| Size | 154.1 kB |
| Tags | CPython 3.10 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
8f4289f501d3bf4d99ed802ba478f4f84d04b09e6b95602fa7ef1f3c08debec5
|
|
BLAKE2b-256 checksum How to use checksums |
6a04bc815eb290e7d39495197169d55cd7b280dbc3ab46d672fbc3d8340c8955
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/3.7.1 importlib_metadata/4.10.0 pkginfo/1.8.2 requests/2.27.1 requests-toolbelt/0.9.1 tqdm/4.62.3 CPython/3.9.9
|
Release files / lda11-0.3.0.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | lda11-0.3.0.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 4.9 MB |
| Tags | CPython 3.10 Linux glibc 2.17+ x86-64 |
|
SHA-256 checksum How to use checksums |
d29b0bc9609cd448bab70e3d79f9f342bdac6b306ff5ff0b11527c5dc8d77d45
|
|
BLAKE2b-256 checksum How to use checksums |
ef779e98775efff4caaeae76cbfdab4bd1cf2f3ce5b890ca646fe471f20773bb
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/3.7.1 importlib_metadata/4.10.0 pkginfo/1.8.2 requests/2.27.1 requests-toolbelt/0.9.1 tqdm/4.62.3 CPython/3.9.9
|
Release files / lda11-0.3.0.2-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
| Download URL | lda11-0.3.0.2-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl |
|---|---|
| Size | 4.8 MB |
| Tags | CPython 3.10 Linux glibc 2.17+ ARM64 |
|
SHA-256 checksum How to use checksums |
cd9be7e58cba331ddd451955740a42cdc89fd35f2d97648e884c87cb1688c355
|
|
BLAKE2b-256 checksum How to use checksums |
44c32fbfbe2396e5640d16a605cfa858d3ae486c6f1e973512e04d2cdb38692f
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/3.7.1 importlib_metadata/4.10.0 pkginfo/1.8.2 requests/2.27.1 requests-toolbelt/0.9.1 tqdm/4.62.3 CPython/3.9.9
|
Release files / lda11-0.3.0.2-cp310-cp310-macosx_10_9_universal2.whl
| Download URL | lda11-0.3.0.2-cp310-cp310-macosx_10_9_universal2.whl |
|---|---|
| Size | 388.0 kB |
| Tags | CPython 3.10 macOS 10.9+ universal2 (ARM64, x86-64) |
|
SHA-256 checksum How to use checksums |
09991732d421d7509b10b923a899a4b553f9d4634d78da68c1d41331365f3868
|
|
BLAKE2b-256 checksum How to use checksums |
17962c9a4e934a9c72b9d4aa23b807490163b55f1da0208dca565455008035b5
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/3.7.1 importlib_metadata/4.10.0 pkginfo/1.8.2 requests/2.27.1 requests-toolbelt/0.9.1 tqdm/4.62.3 CPython/3.9.9
|
Release files / lda11-0.3.0.2-cp39-cp39-win_amd64.whl
| Download URL | lda11-0.3.0.2-cp39-cp39-win_amd64.whl |
|---|---|
| Size | 152.3 kB |
| Tags | CPython 3.9 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
35c5846433a59a7be927629a1ea212a11f0e8b48a97dee6202f9b6aa6be54c0c
|
|
BLAKE2b-256 checksum How to use checksums |
29824fb0a6de6dd170093e98d1e2a07d8e32ea11803a22c342923776d98f0fdc
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/3.7.1 importlib_metadata/4.10.0 pkginfo/1.8.2 requests/2.27.1 requests-toolbelt/0.9.1 tqdm/4.62.3 CPython/3.9.9
|
Release files / lda11-0.3.0.2-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | lda11-0.3.0.2-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 4.9 MB |
| Tags | CPython 3.9 Linux glibc 2.17+ x86-64 |
|
SHA-256 checksum How to use checksums |
6ce9212798f194820455d7c297bbf98b8334bbd2a58e3ee300b005d00c0eb42b
|
|
BLAKE2b-256 checksum How to use checksums |
5f5a72742554f9607b9817eadc323de5bc634faa414993b97e5139722cc9c411
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/3.7.1 importlib_metadata/4.10.0 pkginfo/1.8.2 requests/2.27.1 requests-toolbelt/0.9.1 tqdm/4.62.3 CPython/3.9.9
|
Release files / lda11-0.3.0.2-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
| Download URL | lda11-0.3.0.2-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl |
|---|---|
| Size | 4.8 MB |
| Tags | CPython 3.9 Linux glibc 2.17+ ARM64 |
|
SHA-256 checksum How to use checksums |
635278e08fe16402af119b12ee6b2b7a8d8e2dba866b9e34c4f685eba4392a38
|
|
BLAKE2b-256 checksum How to use checksums |
3e909efc6bd6634424a9acb0621791c456d6e33884301f19bc2befb2266d295e
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/3.7.1 importlib_metadata/4.10.0 pkginfo/1.8.2 requests/2.27.1 requests-toolbelt/0.9.1 tqdm/4.62.3 CPython/3.9.9
|
Release files / lda11-0.3.0.2-cp39-cp39-macosx_10_9_universal2.whl
| Download URL | lda11-0.3.0.2-cp39-cp39-macosx_10_9_universal2.whl |
|---|---|
| Size | 388.2 kB |
| Tags | CPython 3.9 macOS 10.9+ universal2 (ARM64, x86-64) |
|
SHA-256 checksum How to use checksums |
6ccc201c84afeb2e989e9d756d6f3f3535940854ac24909795c37db185287584
|
|
BLAKE2b-256 checksum How to use checksums |
6916442a773e967467aba91a1a5f8c659c2d3cceb85f56a50e75c53855d88869
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/3.7.1 importlib_metadata/4.10.0 pkginfo/1.8.2 requests/2.27.1 requests-toolbelt/0.9.1 tqdm/4.62.3 CPython/3.9.9
|
Release files / lda11-0.3.0.2-cp38-cp38-win_amd64.whl
| Download URL | lda11-0.3.0.2-cp38-cp38-win_amd64.whl |
|---|---|
| Size | 154.1 kB |
| Tags | CPython 3.8 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
91d741868843c41e931c9fae7cbb6a68de0d21ef070f98d1e74115648897116f
|
|
BLAKE2b-256 checksum How to use checksums |
f845e63462f5a540eea2641e096aafcc830794c5bea2e5318927e8dc2c14b319
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/3.7.1 importlib_metadata/4.10.0 pkginfo/1.8.2 requests/2.27.1 requests-toolbelt/0.9.1 tqdm/4.62.3 CPython/3.9.9
|
Release files / lda11-0.3.0.2-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | lda11-0.3.0.2-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 4.9 MB |
| Tags | CPython 3.8 Linux glibc 2.17+ x86-64 |
|
SHA-256 checksum How to use checksums |
aea53aeeb764210c3340c49b02683ccf39294de38d0d283b4f49e5609704121b
|
|
BLAKE2b-256 checksum How to use checksums |
b3d407d3e558c74e666bf3dad1c667a148d17a9fa4197fa61e6fd2bf8ef53f71
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/3.7.1 importlib_metadata/4.10.0 pkginfo/1.8.2 requests/2.27.1 requests-toolbelt/0.9.1 tqdm/4.62.3 CPython/3.9.9
|
Release files / lda11-0.3.0.2-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
| Download URL | lda11-0.3.0.2-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl |
|---|---|
| Size | 4.8 MB |
| Tags | CPython 3.8 Linux glibc 2.17+ ARM64 |
|
SHA-256 checksum How to use checksums |
4392fd0c6bab8daf2be0312481a58455f309afbaaf1d85f643434e26bd36ae38
|
|
BLAKE2b-256 checksum How to use checksums |
e7784d603bf3dd0929cbf441777699d6f5a780cd17f9a01c2ae4913a6faec0d3
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/3.7.1 importlib_metadata/4.10.0 pkginfo/1.8.2 requests/2.27.1 requests-toolbelt/0.9.1 tqdm/4.62.3 CPython/3.9.9
|
Release files / lda11-0.3.0.2-cp38-cp38-macosx_10_9_x86_64.whl
| Download URL | lda11-0.3.0.2-cp38-cp38-macosx_10_9_x86_64.whl |
|---|---|
| Size | 214.1 kB |
| Tags | CPython 3.8 macOS 10.9+ x86-64 |
|
SHA-256 checksum How to use checksums |
ffd08a733e54fc73bf3b23ea35382549e56c85c33f5014bb8a0a351c940bb181
|
|
BLAKE2b-256 checksum How to use checksums |
aca67fae68497d712e1e739385785f9b522dbd569ab8d712442e64d79150d5e0
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/3.7.1 importlib_metadata/4.10.0 pkginfo/1.8.2 requests/2.27.1 requests-toolbelt/0.9.1 tqdm/4.62.3 CPython/3.9.9
|
Release files / lda11-0.3.0.2-cp37-cp37m-win_amd64.whl
| Download URL | lda11-0.3.0.2-cp37-cp37m-win_amd64.whl |
|---|---|
| Size | 154.7 kB |
| Tags | CPython 3.7 CPython 3.7 pymalloc Windows x86-64 |
|
SHA-256 checksum How to use checksums |
d3c1491435e5ea50faaaa1fcc96fb4e02618b5bf1cfe2f1e30976d810ab2596e
|
|
BLAKE2b-256 checksum How to use checksums |
f36399d145ba86d226ffe16a93fd1cad9225e76a086044fc264e077e3dd9100e
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/3.7.1 importlib_metadata/4.10.0 pkginfo/1.8.2 requests/2.27.1 requests-toolbelt/0.9.1 tqdm/4.62.3 CPython/3.9.9
|
Release files / lda11-0.3.0.2-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
| Download URL | lda11-0.3.0.2-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl |
|---|---|
| Size | 4.9 MB |
| Tags | CPython 3.7 CPython 3.7 pymalloc Linux glibc 2.17+ ARM64 |
|
SHA-256 checksum How to use checksums |
a7c14bffb5c9e5d38e646bbda985b975009bbefd87721f755997af1684ed1a00
|
|
BLAKE2b-256 checksum How to use checksums |
4cc407b839835902d8766320365ef71d2a46db57e5749a43d3c53e7d30528f01
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/3.7.1 importlib_metadata/4.10.0 pkginfo/1.8.2 requests/2.27.1 requests-toolbelt/0.9.1 tqdm/4.62.3 CPython/3.9.9
|
Release files / lda11-0.3.0.2-cp37-cp37m-manylinux_2_12_x86_64.manylinux2010_x86_64.whl
| Download URL | lda11-0.3.0.2-cp37-cp37m-manylinux_2_12_x86_64.manylinux2010_x86_64.whl |
|---|---|
| Size | 5.0 MB |
| Tags | CPython 3.7 CPython 3.7 pymalloc Linux glibc 2.12+ x86-64 |
|
SHA-256 checksum How to use checksums |
ede20ef96885daf8f2ccfda6a0750317066799d51d25122013a2bd201840416b
|
|
BLAKE2b-256 checksum How to use checksums |
23428e92a040161e3f2ac011513f217a43c87f7e02b224257bd4c8cb7293216f
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/3.7.1 importlib_metadata/4.10.0 pkginfo/1.8.2 requests/2.27.1 requests-toolbelt/0.9.1 tqdm/4.62.3 CPython/3.9.9
|
Release files / lda11-0.3.0.2-cp37-cp37m-macosx_10_9_x86_64.whl
| Download URL | lda11-0.3.0.2-cp37-cp37m-macosx_10_9_x86_64.whl |
|---|---|
| Size | 212.4 kB |
| Tags | CPython 3.7 CPython 3.7 pymalloc macOS 10.9+ x86-64 |
|
SHA-256 checksum How to use checksums |
d5bd5e03a2b399122fe3fbf5d8bafad7e990bb2df6c5d3ecc9162bbae760996e
|
|
BLAKE2b-256 checksum How to use checksums |
a7f59637c0a2c78b4c3cb97bc8f6c4d4f71f95535a93f8189240b250a9997ed2
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/3.7.1 importlib_metadata/4.10.0 pkginfo/1.8.2 requests/2.27.1 requests-toolbelt/0.9.1 tqdm/4.62.3 CPython/3.9.9
|
Security for lda11 0.3.0.2
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
No provenance found
None of the files in this release were uploaded with provenance metadata.
A note on package security
PyPI is a repository for distributing packages, not a service for auditing them. While third-party security researchers and our staff do their best to detect and remove malicious packages, PyPI cannot guarantee the quality, security or suitability of any given package.
To learn more about protecting yourself from malicious actors, visit our package security documentation.
