Feyn
Quick start
Feyn is available as Python3.8+ package through pip. You can install it with the following command:
richard@feyn:~$ pip3 install feyn
Once installed, go to your preferred Python environment and follow along with this example.
Running a QLattice
If you're using the community edition of a QLattice then you can instantiate it by:
import feyn
ql = feyn.QLattice()
Auto run
The quickest way to get started is to use the auto_run function on the QLattice. First we will make a classification problem with feyn.datasets.make_classification.
from feyn.datasets import make_classification
train, test = make_classification()
models = ql.auto_run(train, output_name = 'y', kind = 'classification')
This returns a list of fitted models that are the best the QLattice has sampled, sorted by ascending loss.
Evaluate
The model with the lowest loss is models[0]. We can evaluate that model with the plot function and it's ROC curve.
best = models[0]
best.plot(train, test)
best.plot_roc_curve(test)
Release files for feyn 3.5.0
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Built distributions (wheels)
| File | Reset | |||
|---|---|---|---|---|
| feyn-3.5.0-cp313-cp313-win_amd64.whl | CPython 3.13 | CPython 3.13 | Windows x86-64 | Details |
| feyn-3.5.0-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl | CPython 3.13 | CPython 3.13 | Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64 | Details |
| feyn-3.5.0-cp313-cp313-macosx_11_0_arm64.whl | CPython 3.13 | CPython 3.13 | macOS 11.0+ ARM64 | Details |
| feyn-3.5.0-cp313-cp313-macosx_10_14_x86_64.whl | CPython 3.13 | CPython 3.13 | macOS 10.14+ x86-64 | Details |
| feyn-3.5.0-cp312-cp312-win_amd64.whl | CPython 3.12 | CPython 3.12 | Windows x86-64 | Details |
| feyn-3.5.0-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl | CPython 3.12 | CPython 3.12 | Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64 | Details |
| feyn-3.5.0-cp312-cp312-macosx_11_0_arm64.whl | CPython 3.12 | CPython 3.12 | macOS 11.0+ ARM64 | Details |
| feyn-3.5.0-cp312-cp312-macosx_10_14_x86_64.whl | CPython 3.12 | CPython 3.12 | macOS 10.14+ x86-64 | Details |
| feyn-3.5.0-cp311-cp311-win_amd64.whl | CPython 3.11 | CPython 3.11 | Windows x86-64 | Details |
| feyn-3.5.0-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl | CPython 3.11 | CPython 3.11 | Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64 | Details |
| feyn-3.5.0-cp311-cp311-macosx_11_0_arm64.whl | CPython 3.11 | CPython 3.11 | macOS 11.0+ ARM64 | Details |
| feyn-3.5.0-cp311-cp311-macosx_10_14_x86_64.whl | CPython 3.11 | CPython 3.11 | macOS 10.14+ x86-64 | Details |
| feyn-3.5.0-cp310-cp310-win_amd64.whl | CPython 3.10 | CPython 3.10 | Windows x86-64 | Details |
| feyn-3.5.0-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl | CPython 3.10 | CPython 3.10 | Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64 | Details |
| feyn-3.5.0-cp310-cp310-macosx_11_0_arm64.whl | CPython 3.10 | CPython 3.10 | macOS 11.0+ ARM64 | Details |
| feyn-3.5.0-cp310-cp310-macosx_10_14_x86_64.whl | CPython 3.10 | CPython 3.10 | macOS 10.14+ x86-64 | Details |
| feyn-3.5.0-cp39-cp39-win_amd64.whl | CPython 3.9 | CPython 3.9 | Windows x86-64 | Details |
| feyn-3.5.0-cp39-cp39-win32.whl | CPython 3.9 | CPython 3.9 | Windows x86-32 | Details |
| feyn-3.5.0-cp39-cp39-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl | CPython 3.9 | CPython 3.9 | Linux glibc 2.28+ x86-64, Linux glibc 2.27+ x86-64 | Details |
| feyn-3.5.0-cp39-cp39-macosx_11_0_arm64.whl | CPython 3.9 | CPython 3.9 | macOS 11.0+ ARM64 | Details |
| feyn-3.5.0-cp39-cp39-macosx_10_14_x86_64.whl | CPython 3.9 | CPython 3.9 | macOS 10.14+ x86-64 | Details |
| feyn-3.5.0-cp38-cp38-win_amd64.whl | CPython 3.8 | CPython 3.8 | Windows x86-64 | Details |
| feyn-3.5.0-cp38-cp38-win32.whl | CPython 3.8 | CPython 3.8 | Windows x86-32 | Details |
| feyn-3.5.0-cp38-cp38-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl | CPython 3.8 | CPython 3.8 | Linux glibc 2.28+ x86-64, Linux glibc 2.27+ x86-64 | Details |
| feyn-3.5.0-cp38-cp38-macosx_11_0_arm64.whl | CPython 3.8 | CPython 3.8 | macOS 11.0+ ARM64 | Details |
| feyn-3.5.0-cp38-cp38-macosx_10_14_x86_64.whl | CPython 3.8 | CPython 3.8 | macOS 10.14+ x86-64 | Details |
Total release size: 6.7 MB
Release files / feyn-3.5.0-cp313-cp313-win_amd64.whl
| Download URL | feyn-3.5.0-cp313-cp313-win_amd64.whl |
|---|---|
| Size | 240.6 kB |
| Tags | CPython 3.13 Windows x86-64 |
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Release files / feyn-3.5.0-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
| Download URL | feyn-3.5.0-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 329.4 kB |
| Tags | CPython 3.13 Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64 |
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Release files / feyn-3.5.0-cp313-cp313-macosx_11_0_arm64.whl
| Download URL | feyn-3.5.0-cp313-cp313-macosx_11_0_arm64.whl |
|---|---|
| Size | 236.7 kB |
| Tags | CPython 3.13 macOS 11.0+ ARM64 |
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Release files / feyn-3.5.0-cp313-cp313-macosx_10_14_x86_64.whl
| Download URL | feyn-3.5.0-cp313-cp313-macosx_10_14_x86_64.whl |
|---|---|
| Size | 236.6 kB |
| Tags | CPython 3.13 macOS 10.14+ x86-64 |
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Release files / feyn-3.5.0-cp312-cp312-win_amd64.whl
| Download URL | feyn-3.5.0-cp312-cp312-win_amd64.whl |
|---|---|
| Size | 240.6 kB |
| Tags | CPython 3.12 Windows x86-64 |
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Release files / feyn-3.5.0-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
| Download URL | feyn-3.5.0-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 329.4 kB |
| Tags | CPython 3.12 Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64 |
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Release files / feyn-3.5.0-cp312-cp312-macosx_11_0_arm64.whl
| Download URL | feyn-3.5.0-cp312-cp312-macosx_11_0_arm64.whl |
|---|---|
| Size | 236.7 kB |
| Tags | CPython 3.12 macOS 11.0+ ARM64 |
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Release files / feyn-3.5.0-cp312-cp312-macosx_10_14_x86_64.whl
| Download URL | feyn-3.5.0-cp312-cp312-macosx_10_14_x86_64.whl |
|---|---|
| Size | 236.6 kB |
| Tags | CPython 3.12 macOS 10.14+ x86-64 |
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Release files / feyn-3.5.0-cp311-cp311-win_amd64.whl
| Download URL | feyn-3.5.0-cp311-cp311-win_amd64.whl |
|---|---|
| Size | 240.6 kB |
| Tags | CPython 3.11 Windows x86-64 |
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Release files / feyn-3.5.0-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
| Download URL | feyn-3.5.0-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 326.9 kB |
| Tags | CPython 3.11 Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64 |
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twine/6.0.1 CPython/3.8.10
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Release files / feyn-3.5.0-cp311-cp311-macosx_11_0_arm64.whl
| Download URL | feyn-3.5.0-cp311-cp311-macosx_11_0_arm64.whl |
|---|---|
| Size | 236.7 kB |
| Tags | CPython 3.11 macOS 11.0+ ARM64 |
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Release files / feyn-3.5.0-cp311-cp311-macosx_10_14_x86_64.whl
| Download URL | feyn-3.5.0-cp311-cp311-macosx_10_14_x86_64.whl |
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| Size | 236.6 kB |
| Tags | CPython 3.11 macOS 10.14+ x86-64 |
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twine/6.0.1 CPython/3.8.10
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Release files / feyn-3.5.0-cp310-cp310-win_amd64.whl
| Download URL | feyn-3.5.0-cp310-cp310-win_amd64.whl |
|---|---|
| Size | 240.6 kB |
| Tags | CPython 3.10 Windows x86-64 |
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Release files / feyn-3.5.0-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
| Download URL | feyn-3.5.0-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl |
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| Size | 323.0 kB |
| Tags | CPython 3.10 Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64 |
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twine/6.0.1 CPython/3.8.10
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Release files / feyn-3.5.0-cp310-cp310-macosx_11_0_arm64.whl
| Download URL | feyn-3.5.0-cp310-cp310-macosx_11_0_arm64.whl |
|---|---|
| Size | 236.7 kB |
| Tags | CPython 3.10 macOS 11.0+ ARM64 |
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Release files / feyn-3.5.0-cp310-cp310-macosx_10_14_x86_64.whl
| Download URL | feyn-3.5.0-cp310-cp310-macosx_10_14_x86_64.whl |
|---|---|
| Size | 236.6 kB |
| Tags | CPython 3.10 macOS 10.14+ x86-64 |
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Release files / feyn-3.5.0-cp39-cp39-win_amd64.whl
| Download URL | feyn-3.5.0-cp39-cp39-win_amd64.whl |
|---|---|
| Size | 240.6 kB |
| Tags | CPython 3.9 Windows x86-64 |
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Release files / feyn-3.5.0-cp39-cp39-win32.whl
| Download URL | feyn-3.5.0-cp39-cp39-win32.whl |
|---|---|
| Size | 236.1 kB |
| Tags | CPython 3.9 Windows x86-32 |
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Release files / feyn-3.5.0-cp39-cp39-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
| Download URL | feyn-3.5.0-cp39-cp39-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 322.2 kB |
| Tags | CPython 3.9 Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64 |
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Release files / feyn-3.5.0-cp39-cp39-macosx_11_0_arm64.whl
| Download URL | feyn-3.5.0-cp39-cp39-macosx_11_0_arm64.whl |
|---|---|
| Size | 236.8 kB |
| Tags | CPython 3.9 macOS 11.0+ ARM64 |
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Release files / feyn-3.5.0-cp39-cp39-macosx_10_14_x86_64.whl
| Download URL | feyn-3.5.0-cp39-cp39-macosx_10_14_x86_64.whl |
|---|---|
| Size | 236.6 kB |
| Tags | CPython 3.9 macOS 10.14+ x86-64 |
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twine/6.0.1 CPython/3.8.10
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Release files / feyn-3.5.0-cp38-cp38-win_amd64.whl
| Download URL | feyn-3.5.0-cp38-cp38-win_amd64.whl |
|---|---|
| Size | 240.5 kB |
| Tags | CPython 3.8 Windows x86-64 |
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SHA-256 checksum How to use checksums |
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twine/6.0.1 CPython/3.8.10
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Release files / feyn-3.5.0-cp38-cp38-win32.whl
| Download URL | feyn-3.5.0-cp38-cp38-win32.whl |
|---|---|
| Size | 236.0 kB |
| Tags | CPython 3.8 Windows x86-32 |
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SHA-256 checksum How to use checksums |
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No |
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twine/6.0.1 CPython/3.8.10
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Release files / feyn-3.5.0-cp38-cp38-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
| Download URL | feyn-3.5.0-cp38-cp38-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 327.7 kB |
| Tags | CPython 3.8 Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64 |
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SHA-256 checksum How to use checksums |
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No |
| Uploaded via |
twine/6.0.1 CPython/3.8.10
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Release files / feyn-3.5.0-cp38-cp38-macosx_11_0_arm64.whl
| Download URL | feyn-3.5.0-cp38-cp38-macosx_11_0_arm64.whl |
|---|---|
| Size | 236.6 kB |
| Tags | CPython 3.8 macOS 11.0+ ARM64 |
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SHA-256 checksum How to use checksums |
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twine/6.0.1 CPython/3.8.10
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Release files / feyn-3.5.0-cp38-cp38-macosx_10_14_x86_64.whl
| Download URL | feyn-3.5.0-cp38-cp38-macosx_10_14_x86_64.whl |
|---|---|
| Size | 236.4 kB |
| Tags | CPython 3.8 macOS 10.14+ x86-64 |
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SHA-256 checksum How to use checksums |
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No |
| Uploaded via |
twine/6.0.1 CPython/3.8.10
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