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-0.4.3.tar.gz (6.5 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-0.4.3-py3-none-any.whl (49.3 kB view details)

Uploaded Python 3

File details

Details for the file landscape_tools-0.4.3.tar.gz.

File metadata

  • Download URL: landscape_tools-0.4.3.tar.gz
  • Upload date:
  • Size: 6.5 MB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/7.0.0 CPython/3.12.3

File hashes

Hashes for landscape_tools-0.4.3.tar.gz
Algorithm Hash digest
SHA256 31a9fae739bd1e56794ec5f683b3d0e4e991d4b545fee79acbf9fc95236589b7
MD5 9439f18e7deb756c2fe1c90e3aa5c870
BLAKE2b-256 e610a60fa95ef3582bbb5b7e6163f0182d735c63d0a00bed3993d36613ab9add

See more details on using hashes here.

File details

Details for the file landscape_tools-0.4.3-py3-none-any.whl.

File metadata

File hashes

Hashes for landscape_tools-0.4.3-py3-none-any.whl
Algorithm Hash digest
SHA256 eb113512136b1d3e8726492cceb9c94a165661209aae98edabdc7a8d4d6d1016
MD5 b132304441bd6426b14aaa4baa65cd89
BLAKE2b-256 fc5b6766a767c418816be3e13743b03f68a3e6af6e21cb7d074a4474b70c1489

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

This release

0.4.3 This release

2 files

0.4.2

2 files

0.4.1

2 files

0.4.0

2 files

0.3.9

2 files

0.3.8

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