SESaMo provides an extension to Normalizing Flows that enforces symmetries to the output distribution.
Project description
SESaMo: Symmetry-Enforcing Stochastic Modulation for Normalizing Flows
Quick installation
Move into the repository's directory and create a new python environment:
$ cd SESaMo
$ python -m venv .venv
$ source .venv/bin/activate
Install the SESaMo module with pip:
$ pip install -e .
Run experiments
Run experiments with
cd scripts
python train.py -cp configs/<experiment> -cn <model>
Available <experiment>s are:
hubbard
gaussian-mixture
broken-gaussian-mixture
complex-phi4
broken-complex-phi4
broken-scalar-phi4
Available <model>s are:
realnvp
vmonf
canonicalization
sesamo
The checkpoint, tensorboard, config and stats files are stored in the SESaMo/scripts/runs folder.
After training is completed or interupted the distribution is plotted and saved as SESaMo/scripts/runs/.../samples.png
Release history Release notifications | RSS feed
Download files
Download the file for your platform. If you're not sure which to choose, learn more about installing packages.
Source Distribution
Built Distribution
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 sesamo-0.1.0.tar.gz.
File metadata
- Download URL: sesamo-0.1.0.tar.gz
- Upload date:
- Size: 16.5 kB
- Tags: Source
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/6.2.0 CPython/3.9.21
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
e6e712bc39d423ff2d7c9d7d762746671a0f2a06fc65b135cb3f840ca0e90a09
|
|
| MD5 |
fc4b676ad6588cc91f552911657bedde
|
|
| BLAKE2b-256 |
590d0da6a474829f4f6f4d5c727f04aad72be536fbd39a4dcacc5a049cd59ff2
|
File details
Details for the file sesamo-0.1.0-py3-none-any.whl.
File metadata
- Download URL: sesamo-0.1.0-py3-none-any.whl
- Upload date:
- Size: 19.3 kB
- Tags: Python 3
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/6.2.0 CPython/3.9.21
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
e199c6f60e64e5a9cb26a70dbcdc2ef02b023ec341cbf7460bf7c8daf4b5874d
|
|
| MD5 |
9ccf1fabcc6df47d7f4d59a990fc0a7e
|
|
| BLAKE2b-256 |
27ca6aeb0be74ff70a8f6b54283546a87f7198082af50e30287f928c31405b1a
|
