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zenfro_v8
tope1129/zenfro_v8
zenfro_v8 is a machine learning model from tope1129. Use it for the machine learning task on the model card, and read the license before you ship it in a product.
Cascade miner generator. Emits fixed-length (L = 4096) univariate series from a fourteen-family mixture aimed at 4096 → 64 forecast skill.
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At a glance
- Access
- Public
- Created
- Jul 24, 2026
- Updated
- Jul 24, 2026
- SHA
- e63e049b
Model card
From the Hugging Face model README
zenfro_v8 — full-context mixture prior
Cascade miner generator. Emits fixed-length (L = 4096) univariate series
from a fourteen-family mixture aimed at 4096 → 64 forecast skill.
Prior shape
- Dynamics core: AR(2), integrated, threshold-AR, OU-SV, regimes, chaotic
- Seasonal / growth: trend+seasonal+AR(1), multiplicative
- Spectral: GP-like FFT paths, long-memory power-law spectra
- Sparse / counts: physical sensors, seasonal counts, intermittent, pulses
Layout
zenfro_v8/
generator.py
config.json # active config (defaults to configs/config_01.json)
configs/config_01.json … config_10.json
requirements.txt
README.md
Config sweep
| id | name | intent |
|---|---|---|
| 01 | baseline | default dynamics-heavy mix |
| 02 | ar-integrated | more AR(2) / I(1–2) |
| 03 | seasonal-core | more trend/seasonal + multiplicative |
| 04 | spectral | more GP / long-memory |
| 05 | regime-ou | more regimes + OU-SV |
| 06 | counts-events | more counts / intermittent / pulses |
| 07 | soft-trend | softer trend knobs |
| 08 | strong-trend | stronger trend knobs |
| 09 | clean-seasonal | higher clean-innovation fraction |
| 10 | balanced | near-equal family weights |
To score a variant:
cp ./mywork/zenfro_v8/configs/config_0N.json ./mywork/zenfro_v8/config.json
cascade score ./mywork/zenfro_v8 --pool-dir <held-out>
Quick checks
cascade verify ./mywork/zenfro_v8
Contract
- Deterministic at a fixed seed
- NumPy/SciPy only
- Prefetch producer thread overlaps generation with training
- Created
- Jul 24, 2026
- Updated
- Jul 24, 2026