About the library
Landscape Tools is a Python library designed to visualize, characterize, and analyze the loss landscapes of variational quantum algorithms. It provides utilities for one-dimensional, two-dimensional, and three-dimensional loss scans, PCA-based landscape projections, optimization trajectory visualization, and interpretable parameter-sensitivity analysis directly on quantum circuits. The library also includes tools for studying barren plateaus through variance-based scaling analyses over circuit depth, number of qubits, observables, and Pauli-string padding strategies. Built with quantum machine learning experiments in mind, Landscape Tools helps researchers diagnose trainability issues, inspect optimization dynamics, and better understand how variational quantum ansätze behave across parameter space.
Installation
pip install landscape_tools
from landscape_tools import landscape_visualization, barren_plateaus
Metadata
Release files for landscape-tools 0.4.9
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | Provenance | Actions |
|---|---|---|---|---|
| landscape_tools-0.4.9.tar.gz | 6.5 MB | Without provenance | Details for landscape_tools-0.4.9.tar.gz |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Actions Reset |
|---|---|---|---|---|
| landscape_tools-0.4.9-py3-none-any.whl | Python 3 | none | any | Details for landscape_tools-0.4.9-py3-none-any.whl |
Total release size: 6.6 MB
Release files / landscape_tools-0.4.9.tar.gz
| Download URL | landscape_tools-0.4.9.tar.gz |
|---|---|
| Size | 6.5 MB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
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No |
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twine/7.0.0 CPython/3.12.3
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Release files / landscape_tools-0.4.9-py3-none-any.whl
| Download URL | landscape_tools-0.4.9-py3-none-any.whl |
|---|---|
| Size | 50.2 kB |
| Tags | Python 3 |
|
SHA-256 checksum How to use checksums |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/7.0.0 CPython/3.12.3
|
Security for landscape-tools 0.4.9
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