VNN-LIB Python
A Python package for parsing and manipulating neural network properties in the updated VNN-LIB format.
Features
Features include:
- Parsing: Convert VNN-LIB file or string into a type-checked AST
- AST traversal: Access, traverse, and convert the AST back to a string.
- Transformers:
- Linearise arithmetic expressions
- Convert boolean expressions to Disjunctive Normal Form (DNF)
- Transform spec to reachability format used in prior VNN-COMPs.
Installation
Install the latest stable version via PyPi:
pip install vnnlib
Basic Usage
import vnnlib
# Parse a VNN-LIB specification
query = vnnlib.parse_query_file("path/to/spec.vnnlib")
for assertion in query.assertions:
print(assertion)
Version compatibility
| VNNLIB-Python version | VNNLIB version |
|---|---|
| v1.0.* | v2.0 |
| v0.0.1 | v1.0 |
3 maintainers
Metadata
3 maintainers
Release files for vnnlib 1.0.2
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Built distributions (wheels)
Total release size: 16.9 MB
Release files / vnnlib-1.0.2-cp314-cp314-win_amd64.whl
| Download URL | vnnlib-1.0.2-cp314-cp314-win_amd64.whl |
|---|---|
| Size | 295.8 kB |
| Tags | CPython 3.14 Windows x86-64 |
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twine/6.2.0 CPython/3.12.3
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Release files / vnnlib-1.0.2-cp314-cp314-win32.whl
| Download URL | vnnlib-1.0.2-cp314-cp314-win32.whl |
|---|---|
| Size | 259.4 kB |
| Tags | CPython 3.14 Windows x86-32 |
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twine/6.2.0 CPython/3.12.3
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Release files / vnnlib-1.0.2-cp314-cp314-musllinux_1_2_x86_64.whl
| Download URL | vnnlib-1.0.2-cp314-cp314-musllinux_1_2_x86_64.whl |
|---|---|
| Size | 1.4 MB |
| Tags | CPython 3.14 Linux musl 1.2+ x86-64 |
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twine/6.2.0 CPython/3.12.3
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Release files / vnnlib-1.0.2-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
| Download URL | vnnlib-1.0.2-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 348.8 kB |
| Tags | CPython 3.14 Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64 |
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Release files / vnnlib-1.0.2-cp314-cp314-macosx_11_0_arm64.whl
| Download URL | vnnlib-1.0.2-cp314-cp314-macosx_11_0_arm64.whl |
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| Size | 259.5 kB |
| Tags | CPython 3.14 macOS 11.0+ ARM64 |
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Release files / vnnlib-1.0.2-cp314-cp314-macosx_10_15_x86_64.whl
| Download URL | vnnlib-1.0.2-cp314-cp314-macosx_10_15_x86_64.whl |
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| Size | 284.8 kB |
| Tags | CPython 3.14 macOS 10.15+ x86-64 |
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Release files / vnnlib-1.0.2-cp313-cp313-win_amd64.whl
| Download URL | vnnlib-1.0.2-cp313-cp313-win_amd64.whl |
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| Size | 286.6 kB |
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Release files / vnnlib-1.0.2-cp313-cp313-win32.whl
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Release files / vnnlib-1.0.2-cp313-cp313-musllinux_1_2_x86_64.whl
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Release files / vnnlib-1.0.2-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
| Download URL | vnnlib-1.0.2-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl |
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Release files / vnnlib-1.0.2-cp313-cp313-macosx_11_0_arm64.whl
| Download URL | vnnlib-1.0.2-cp313-cp313-macosx_11_0_arm64.whl |
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Release files / vnnlib-1.0.2-cp313-cp313-macosx_10_15_x86_64.whl
| Download URL | vnnlib-1.0.2-cp313-cp313-macosx_10_15_x86_64.whl |
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Release files / vnnlib-1.0.2-cp312-cp312-win_amd64.whl
| Download URL | vnnlib-1.0.2-cp312-cp312-win_amd64.whl |
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| Size | 286.6 kB |
| Tags | CPython 3.12 Windows x86-64 |
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Release files / vnnlib-1.0.2-cp312-cp312-win32.whl
| Download URL | vnnlib-1.0.2-cp312-cp312-win32.whl |
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| Size | 252.6 kB |
| Tags | CPython 3.12 Windows x86-32 |
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Release files / vnnlib-1.0.2-cp312-cp312-musllinux_1_2_x86_64.whl
| Download URL | vnnlib-1.0.2-cp312-cp312-musllinux_1_2_x86_64.whl |
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| Size | 1.4 MB |
| Tags | CPython 3.12 Linux musl 1.2+ x86-64 |
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Release files / vnnlib-1.0.2-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
| Download URL | vnnlib-1.0.2-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl |
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Release files / vnnlib-1.0.2-cp312-cp312-macosx_11_0_arm64.whl
| Download URL | vnnlib-1.0.2-cp312-cp312-macosx_11_0_arm64.whl |
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| Size | 259.0 kB |
| Tags | CPython 3.12 macOS 11.0+ ARM64 |
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Release files / vnnlib-1.0.2-cp312-cp312-macosx_10_15_x86_64.whl
| Download URL | vnnlib-1.0.2-cp312-cp312-macosx_10_15_x86_64.whl |
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Release files / vnnlib-1.0.2-cp311-cp311-win_amd64.whl
| Download URL | vnnlib-1.0.2-cp311-cp311-win_amd64.whl |
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| Size | 284.4 kB |
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Release files / vnnlib-1.0.2-cp311-cp311-win32.whl
| Download URL | vnnlib-1.0.2-cp311-cp311-win32.whl |
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Release files / vnnlib-1.0.2-cp311-cp311-musllinux_1_2_x86_64.whl
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Release files / vnnlib-1.0.2-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
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Release files / vnnlib-1.0.2-cp311-cp311-macosx_10_15_x86_64.whl
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Release files / vnnlib-1.0.2-cp310-cp310-win_amd64.whl
| Download URL | vnnlib-1.0.2-cp310-cp310-win_amd64.whl |
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Release files / vnnlib-1.0.2-cp310-cp310-win32.whl
| Download URL | vnnlib-1.0.2-cp310-cp310-win32.whl |
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Release files / vnnlib-1.0.2-cp310-cp310-musllinux_1_2_x86_64.whl
| Download URL | vnnlib-1.0.2-cp310-cp310-musllinux_1_2_x86_64.whl |
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| Tags | CPython 3.10 Linux musl 1.2+ x86-64 |
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Release files / vnnlib-1.0.2-cp39-cp39-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
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Release files / vnnlib-1.0.2-cp39-cp39-macosx_11_0_arm64.whl
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Release files / vnnlib-1.0.2-cp39-cp39-macosx_10_15_x86_64.whl
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