License Documentation PyPI workflow PyPI version GitHub stars Python versions

alt text

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.

Landscape Tools demo

Installation

pip install landscape_tools

from landscape_tools import landscape_visualization, barren_plateaus

Project links

Key dates

PyPI data
Data sourced directly from PyPI's database.
  • Released:
Newer release available (0.4.9)

Owner

PyPI data
Data sourced directly from PyPI's database.

Requires

Python >=3.9

Report project as malware

Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

landscape_tools-0.3.8.tar.gz (1.7 MB view details)

Uploaded Source

Built Distribution

If you're not sure about the file name format, learn more about wheel file names.

landscape_tools-0.3.8-py3-none-any.whl (49.0 kB view details)

Uploaded Python 3

File details

Details for the file landscape_tools-0.3.8.tar.gz.

File metadata

  • Download URL: landscape_tools-0.3.8.tar.gz
  • Upload date:
  • Size: 1.7 MB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/7.0.0 CPython/3.12.3

File hashes

Hashes for landscape_tools-0.3.8.tar.gz
Algorithm Hash digest
SHA256 b8e82fb5224ddf4d1c9bc9dae4ce3230578fcbb51626ff0511eec2c0d9c0252e
MD5 65d5af90c98af823897c83c7bfc0764f
BLAKE2b-256 14776c990fad4568f0c57a8f2f581c0ef70c21b55b7f1461600789cda9b03109

See more details on using hashes here.

File details

Details for the file landscape_tools-0.3.8-py3-none-any.whl.

File metadata

File hashes

Hashes for landscape_tools-0.3.8-py3-none-any.whl
Algorithm Hash digest
SHA256 0d4010f31f6b426d5e86c9632434feb14ed1009fe476d56c41d3b7d245b21f3e
MD5 761094d0bec1aaab2e8e558d23526666
BLAKE2b-256 8d522efdc3c230d6fc8923c3de2ac846628b02c5ebd39f3f37d957d7134991da

See more details on using hashes here.

Release history Release notifications | RSS feed

0.4.9

2 files

0.4.8

2 files

0.4.7

2 files

0.4.6

2 files

0.4.5

2 files

0.4.4

2 files

0.4.3

2 files

0.4.2

2 files

0.4.1

2 files

0.4.0

2 files

0.3.9

2 files

This release

0.3.8 This release

2 files

0.3.7

2 files

0.3.6

2 files

0.3.5

2 files

0.3.4

2 files

0.3.3

2 files

0.3.2

2 files

0.3.1

2 files

0.3.0

2 files

0.2.9

2 files

0.2.8

2 files

0.2.7

2 files

0.2.6

2 files

0.2.5

2 files

0.2.4

2 files

0.2.3

2 files

0.2.2

2 files

0.2.1

2 files

0.2.0

2 files

0.1.9

2 files

0.1.8

2 files

0.1.7

2 files

0.1.6

2 files

0.1.5

2 files

0.1.4

2 files

0.1.3

2 files

0.1.2

2 files

0.1.1

2 files

0.1.0

2 files

0.0.4

2 files

0.0.3

2 files

0.0.2

2 files

Anthropic, PBC Visionary sponsor Bloomberg Visionary sponsor Hudson River Trading Visionary sponsor Meta Visionary sponsor NVIDIA Visionary sponsor Microsoft Sustainability sponsor Depot Continuous Integration AWS Cloud computing and Security Sponsor Datadog Monitoring Fastly CDN Google Download Analytics Sentry Error logging StatusPage Status page