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Jes u2504 patch 1 #5

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75 changes: 75 additions & 0 deletions codes/satisfy_ansatz.py
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import os
import sys
sys.path.insert(0, '../')
import qtm.qcompilation
import matplotlib.pyplot as plt


def find_satisfying_ansatz(num_qubit, max_depth, num_param ,state_name, error_rate):
best_fidelity = 0
best_state = qtm.qsp.QuantumStatePreparation(f"../experiments/qsp/{state_name}_g2_{num_qubit}_1.qspobj")

for i in ['g2gn','g2','g2gnw']:
for j in [1,2,3,4,5,6,7,8,9,10]:
qspobj2 = qtm.qsp.QuantumStatePreparation(f"../experiments/qsp/{state_name}_{i}_{num_qubit}_{j}.qspobj")

# Compare fidelity
if qspobj2.fidelity > best_fidelity:
best_state = qspobj2
best_fidelity = qspobj2.fidelity

if qspobj2.fidelity == best_fidelity:

# When fidelity is the same, compare depth
if qspobj2.u.depth() < best_state.u.depth():
best_state = qspobj2

# When depth is the same, compare num_params
elif qspobj2.u.depth() == qspobj2.u.depth():
if qspobj2.num_params < best_state.num_params:
best_state = qspobj2

if best_fidelity > 1 - error_rate:
return best_state.ansatz

def get_thetas(num_qubits, num_layers, state_name, ansatz):
thetas = qtm.qsp.QuantumStatePreparation(f"../experiments/qsp/{state_name}_{ansatz}_{num_qubits}_{num_layers}.qspobj").thetas

return thetas

# Test satisfy ansatz
def find_satisfying_ansatz_test(num_qubit, max_depth, num_param ,state_name, error_rate):
best_fidelity = 0
best_state = qtm.qsp.QuantumStatePreparation(f"../experiments/qsp/{state_name}_g2_{num_qubit}_1.qspobj")

for i in ['g2gn','g2','g2gnw']:
for j in [1,2,3,4,5,6,7,8,9,10]:

qspobj2 = qtm.qsp.QuantumStatePreparation(f"../experiments/qsp/{state_name}_{i}_{num_qubit}_{j}.qspobj")

# Compare fidelity
if qspobj2.fidelity > best_fidelity:

# Consider error rate
if qspobj2.fidelity > 1 - error_rate:
best_state = qspobj2
best_fidelity = qspobj2.fidelity

if qspobj2.fidelity == best_fidelity:

# When fidelity is the same, compare depth
if qspobj2.u.depth() < best_state.u.depth():
best_state = qspobj2

# When depth is the same, compare num_params
elif qspobj2.u.depth() == qspobj2.u.depth():
if qspobj2.num_params < best_state.num_params:
best_state = qspobj2

print(best_fidelity,best_state.u.depth(),best_state.num_params)

if best_fidelity > 1 - error_rate:
return



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