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-0.2.7.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-0.2.7-py3-none-any.whl (49.0 kB view details)

Uploaded Python 3

File details

Details for the file landscape_tools-0.2.7.tar.gz.

File metadata

  • Download URL: landscape_tools-0.2.7.tar.gz
  • Upload date:
  • Size: 1.7 MB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/6.2.0 CPython/3.12.3

File hashes

Hashes for landscape_tools-0.2.7.tar.gz
Algorithm Hash digest
SHA256 0a2d7544217940dd3dd420d1d1d38f30411b7baf90a7af37a0d77dc24f7a31ba
MD5 8674fd542fc8d8b64364c45433fa464e
BLAKE2b-256 040be1e2229da02d7e1064a3c67af4a1e71e48f5aec7f2372ef8b140bc395c4f

See more details on using hashes here.

File details

Details for the file landscape_tools-0.2.7-py3-none-any.whl.

File metadata

File hashes

Hashes for landscape_tools-0.2.7-py3-none-any.whl
Algorithm Hash digest
SHA256 db2760d87d91aca24f9c7bf4bb392ff69be07230badf16781044def9fb238137
MD5 9d21bebf58525b0132485c88d27948d9
BLAKE2b-256 aa46a8dd784b157f86b47c097e8020b6ee3c7a8b3249098438343933d5414a7b

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

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

This release

0.2.7 This release

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