Stress-test time-series forecasters: known dynamical systems, controlled shocks, calibrated noise titration (the AURA protocol). Placeholder release; 0.1.0 in preparation.
Project description
serie
Stress-test your forecaster before reality does.
serie will implement the AURA protocol (Artificial Uncertainty and
Regime Alteration): take a clean reference series — a simulated dynamical
system with exact ground truth, or a clean recording treated as the
system — apply controlled non-stationary shocks, and inject calibrated
Gaussian observation noise at chosen levels. Measure exactly when and how
a forecaster breaks, instead of ranking models on one recorded history.
import serie
stock = serie.prepare("lorenz", seed=42)
for sigma in (0.0, 0.25, 1.0, 2.0):
split = serie.titrate(stock, sigma=sigma)
...
This is a 0.0.1 name reservation — the API above ships in 0.1.0. Watch github.com/QilinWang for the release.
MIT license. Author: Qilin Wang.
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 serie-0.0.1.tar.gz.
File metadata
- Download URL: serie-0.0.1.tar.gz
- Upload date:
- Size: 2.8 kB
- Tags: Source
- Uploaded using Trusted Publishing? No
- Uploaded via: uv/0.9.16 {"installer":{"name":"uv","version":"0.9.16","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"Debian GNU/Linux","version":"12","id":"bookworm","libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":null}
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
a2eb003306fc05c5920b3af350045ce435b658c61228a319a04fe152486f0fb3
|
|
| MD5 |
4803930845d0168bef5e1c4165538cb0
|
|
| BLAKE2b-256 |
db1a351ba70629919c065dc6b6e022ed1c54d4e7b01f4eb9b6ce4d89352222d8
|
File details
Details for the file serie-0.0.1-py3-none-any.whl.
File metadata
- Download URL: serie-0.0.1-py3-none-any.whl
- Upload date:
- Size: 3.0 kB
- Tags: Python 3
- Uploaded using Trusted Publishing? No
- Uploaded via: uv/0.9.16 {"installer":{"name":"uv","version":"0.9.16","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"Debian GNU/Linux","version":"12","id":"bookworm","libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":null}
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
de12ecc1ca05936d5e0076084674dc6adf52e486466104362964390f7e8b3d3b
|
|
| MD5 |
b01f539f938c8cd56fd12d6b63b05afe
|
|
| BLAKE2b-256 |
056a2ffe37da08924989176841fa064239bc8ea71fce19f7b826e561e5fc1592
|
