py-vowpal-wabbit-next
These are a new set of bindings for VowpalWabbit. Parity with the existing bindings is not a goal of this project as it is an opportunity for a clean slate and opportunity to rethink old decisions. The interfaces here are all subject to change so be prepared for things to change if you use this library.
Installation
pip install vowpal-wabbit-next
Example
import vowpal_wabbit_next as vw
import io
cb_input = io.StringIO(
"""shared | s
0:1:0.5 | a=0
| a=1
shared | s
| a=0
1:0:0.5 | a=1"""
)
workspace = vw.Workspace(["--cb_explore_adf"])
with vw.TextFormatReader(workspace, cb_input) as reader:
for event in reader:
print(workspace.predict_then_learn_one(event))
Goals
- Fully typed and documented
- All artifacts automatically build in CI
- Focus on library usage instead of CLI behavior
Supported platforms
Wheels are provided for the following platforms:
- OS+arch: Windows x86_x64, MacOS x86_x64, MacOS arm64, Linux x86_x64
- Python: 3.7 (except MacOS), 3.8, 3.9, 3.10, 3.11
Development information
Local debug if using vcpkg deps
# Build
export CMAKE_TOOLCHAIN_FILE=$(pwd)/ext_libs/vcpkg/scripts/buildsystems/vcpkg.cmake
pip install -v .
# Install dev dependncies
pip install -r requirements-dev.txt
# Test
pytest
# Type check
mypy
# Format
black src tests
# Check documentation
pydocstyle src
Update pybind11 module type stub
After updating the native module the type stub must be updated. This can be done automatically like so (ideally automatically in future, or at least checked if it is stale):
./generate_types.sh
1 maintainer
Metadata
1 maintainer
Release files for vowpal-wabbit-next 0.7.0
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | |
|---|---|---|---|
| vowpal-wabbit-next-0.7.0.tar.gz | 3.3 MB | Details |
Built distributions (wheels)
Total release size: 59.8 MB
Release files / vowpal-wabbit-next-0.7.0.tar.gz
| Download URL | vowpal-wabbit-next-0.7.0.tar.gz |
|---|---|
| Size | 3.3 MB |
| Tags | Source |
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No |
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twine/4.0.1 CPython/3.11.6
|
Release files / vowpal_wabbit_next-0.7.0-cp312-cp312-win_amd64.whl
| Download URL | vowpal_wabbit_next-0.7.0-cp312-cp312-win_amd64.whl |
|---|---|
| Size | 2.1 MB |
| Tags | CPython 3.12 Windows x86-64 |
|
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Release files / vowpal_wabbit_next-0.7.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | vowpal_wabbit_next-0.7.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 3.2 MB |
| Tags | CPython 3.12 Linux glibc 2.17+ x86-64 |
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twine/4.0.1 CPython/3.11.6
|
Release files / vowpal_wabbit_next-0.7.0-cp312-cp312-macosx_10_13_universal2.whl
| Download URL | vowpal_wabbit_next-0.7.0-cp312-cp312-macosx_10_13_universal2.whl |
|---|---|
| Size | 4.9 MB |
| Tags | CPython 3.12 macOS 10.13+ universal2 (ARM64, x86-64) |
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Release files / vowpal_wabbit_next-0.7.0-cp311-cp311-win_amd64.whl
| Download URL | vowpal_wabbit_next-0.7.0-cp311-cp311-win_amd64.whl |
|---|---|
| Size | 2.1 MB |
| Tags | CPython 3.11 Windows x86-64 |
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Release files / vowpal_wabbit_next-0.7.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | vowpal_wabbit_next-0.7.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 3.2 MB |
| Tags | CPython 3.11 Linux glibc 2.17+ x86-64 |
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Release files / vowpal_wabbit_next-0.7.0-cp311-cp311-macosx_10_13_universal2.whl
| Download URL | vowpal_wabbit_next-0.7.0-cp311-cp311-macosx_10_13_universal2.whl |
|---|---|
| Size | 4.9 MB |
| Tags | CPython 3.11 macOS 10.13+ universal2 (ARM64, x86-64) |
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Release files / vowpal_wabbit_next-0.7.0-cp310-cp310-win_amd64.whl
| Download URL | vowpal_wabbit_next-0.7.0-cp310-cp310-win_amd64.whl |
|---|---|
| Size | 2.1 MB |
| Tags | CPython 3.10 Windows x86-64 |
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Release files / vowpal_wabbit_next-0.7.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | vowpal_wabbit_next-0.7.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 3.2 MB |
| Tags | CPython 3.10 Linux glibc 2.17+ x86-64 |
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Release files / vowpal_wabbit_next-0.7.0-cp310-cp310-macosx_10_13_universal2.whl
| Download URL | vowpal_wabbit_next-0.7.0-cp310-cp310-macosx_10_13_universal2.whl |
|---|---|
| Size | 4.9 MB |
| Tags | CPython 3.10 macOS 10.13+ universal2 (ARM64, x86-64) |
|
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| Download URL | vowpal_wabbit_next-0.7.0-cp39-cp39-win_amd64.whl |
|---|---|
| Size | 2.1 MB |
| Tags | CPython 3.9 Windows x86-64 |
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Release files / vowpal_wabbit_next-0.7.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | vowpal_wabbit_next-0.7.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 3.2 MB |
| Tags | CPython 3.9 Linux glibc 2.17+ x86-64 |
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Release files / vowpal_wabbit_next-0.7.0-cp39-cp39-macosx_10_13_universal2.whl
| Download URL | vowpal_wabbit_next-0.7.0-cp39-cp39-macosx_10_13_universal2.whl |
|---|---|
| Size | 4.9 MB |
| Tags | CPython 3.9 macOS 10.13+ universal2 (ARM64, x86-64) |
|
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Release files / vowpal_wabbit_next-0.7.0-cp38-cp38-win_amd64.whl
| Download URL | vowpal_wabbit_next-0.7.0-cp38-cp38-win_amd64.whl |
|---|---|
| Size | 2.1 MB |
| Tags | CPython 3.8 Windows x86-64 |
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Release files / vowpal_wabbit_next-0.7.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | vowpal_wabbit_next-0.7.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 3.2 MB |
| Tags | CPython 3.8 Linux glibc 2.17+ x86-64 |
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Release files / vowpal_wabbit_next-0.7.0-cp38-cp38-macosx_10_13_universal2.whl
| Download URL | vowpal_wabbit_next-0.7.0-cp38-cp38-macosx_10_13_universal2.whl |
|---|---|
| Size | 4.9 MB |
| Tags | CPython 3.8 macOS 10.13+ universal2 (ARM64, x86-64) |
|
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| Download URL | vowpal_wabbit_next-0.7.0-cp37-cp37m-win_amd64.whl |
|---|---|
| Size | 2.1 MB |
| Tags | CPython 3.7 CPython 3.7 pymalloc Windows x86-64 |
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| Download URL | vowpal_wabbit_next-0.7.0-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 3.2 MB |
| Tags | CPython 3.7 CPython 3.7 pymalloc Linux glibc 2.17+ x86-64 |
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