QML-Toolbox

A toolbox that analyses loss landscapes by combining metrics, ansatz characteristics and ZX-calculus

Dependencies

The code contained in this repository requires the following dependencies:

• matplotlib==3.5.2
• networkx==2.8.8
• numpy==1.24.1
• orqviz==0.5.0
• PennyLane==0.27.0
• scipy==1.13.1
• torch==2.2.0
• cirq==0.13.1
• pyquil==3.0.1
• qiskit==1.2.4
• qiskit-aer==0.14.1
• tensorflow==2.15.0
• Flask==2.1.2
• flask-smorest==0.39.0
• ply==3.11
• qiskit_qasm3_import
• marshmallow~=3.23.1
• sympy~=1.13.3
• tqdm~=4.67.0

Install dependencies using pip install -r requirements.txt
Python 3.9.13 is the version compatible with the dependencies.

Docker

Steps to be performed to run the application using docker.

Prerequisites: Installed docker and docker compose. On Windows you can easily install Docker Desktop, which includes both.

Start the corresponding container by executing:

docker compose up

If changes were made, execute:

docker compose up --build

To forward port 8000 of the container to port 8000 of your host computer, run:

docker run -p 8000:8000 qmltoolbox

The OpenAPI documentation can be accessed at http://localhost:8000/api/swagger-ui

ZX-calculus

• circuitName must be one of: introExample, iqpExample, sim1, sim2, sim9, sim10, sim11, sim12, sim15, iqp1, iqp2, iqp3. Here, introExample and iqpExample are the example circuits we discuss in Sections 5.4.1 and 5.5.4 respectively.

• pauliString represents the measurement Hamiltonian, for example ZXIIYX. Should have length numQubits.

• parameterIdx is the parameter with regards to which the derivative is analysed. Counting starts at 0.

Disclaimer of Warranty

Unless required by applicable law or agreed to in writing, Licensor provides the Work (and each Contributor provides its Contributions) on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied, including, without limitation, any warranties or conditions of TITLE, NON-INFRINGEMENT, MERCHANTABILITY, or FITNESS FOR A PARTICULAR PURPOSE. You are solely responsible for determining the appropriateness of using or redistributing the Work and assume any risks associated with Your exercise of permissions under this License.

Haftungsausschluss

Dies ist ein Forschungsprototyp. Die Haftung für entgangenen Gewinn, Produktionsausfall, Betriebsunterbrechung, entgangene Nutzungen, Verlust von Daten und Informationen, Finanzierungsaufwendungen sowie sonstige Vermögens- und Folgeschäden ist, außer in Fällen von grober Fahrlässigkeit, Vorsatz und Personenschäden, ausgeschlossen.