pyrameter
pyrameter is a library for designing hierarchical parameter searches with
continuous and discrete domains, and then search those spaces.
Installation
pip install pyrameter
Dependencies
numpyscipyscikit-learnpymongodillsix
A Short Example
import math
import pyrameter
# Minimize the sin function
def objective(params):
return math.sin(params['x'])
# Uniformly sample values over [0, pi]
space = {
'x': pyrameter.uniform(0, math.pi),
}
# Set up the search with an experiment key, the domains to search, and
# random search to generate values.
opt = pyrameter.FMin('sin_exp', space, 'random')
# Try 1000 values of x and store the result.
for i in range(1000):
trial = opt.generate()
trial.objective = objective(trial.hyperparameters)
# Print the x that minimized sin
print(opt.optimum)
1 maintainer
Release files for pyrameter 0.3.5.post3
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | |
|---|---|---|---|
| pyrameter-0.3.5.post3.tar.gz | 32.7 kB | Details |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Reset |
|---|---|---|---|---|
| pyrameter-0.3.5.post3-py3-none-any.whl | Python 3 | none | any | Details |
Total release size: 81.0 kB
Release files / pyrameter-0.3.5.post3.tar.gz
| Download URL | pyrameter-0.3.5.post3.tar.gz |
|---|---|
| Size | 32.7 kB |
| Tags | Source |
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Release files / pyrameter-0.3.5.post3-py3-none-any.whl
| Download URL | pyrameter-0.3.5.post3-py3-none-any.whl |
|---|---|
| Size | 48.3 kB |
| Tags | Python 3 |
|
SHA-256 checksum How to use checksums |
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