QML_HEP

The python codes and relevant files used in arXiv:2002.09935 are provided here.

QCL algorithm with Qulacs simulator:

The Qulacs simulator has to be first installed. The original implementation of the QCL algorithm is taken from Quantum Native Dojo (in Japanese) and then modified for this study.

• run_qulacs_loop.sh : shell script to run Qulacs python jobs
• qulacs_qcl.py : main python script
• qcl_classification.py : QCL implementation
• qcl_utils.py : utilities used in QCL

The qcl_classification.py and qcl_utils.py in Quantum Native Dojo are licensed under the BSD 3-Clause "New" or "Revised" License.

VQC algorithm with IBM Qiskit:

The IBM Qiskit framework has to be first installed. The VQC algorithm provided in the Qiskit Aqua framework is used. The VQC codes used with the IBM Q quantum machine and QASM simulator are provided separately.

• run_vqc_qc_loop.sh : shell script to run VQC on IBM Q machine
• vqc_qc.py : main python script to run on IBM Q machine
• run_vqc_sim_loop.sh : shell script to run VQC on QASM simulator
• vqc_sim.py : main python script to run on QASM simulator

Revision history

• v1.0.0 : version used to arXiv:2002.09935 v1.0