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34 changes: 7 additions & 27 deletions
34
algorithms/qml/qsvm_pauli_feature_map/qsvm_pauli_feature_map.qmod
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -1,47 +1,27 @@ | ||
| qfunc pauli_kernel_expanded___0(qba: qbit[2]) { | ||
| qfunc pauli_kernel_expanded___0(data: real[2], qba: qbit[2]) { | ||
| power (2) { | ||
| hadamard_transform(qba); | ||
| suzuki_trotter([ | ||
| PauliTerm { | ||
| pauli=[3, 0], | ||
| coefficient=data1_param_0 | ||
| coefficient=data[0] | ||
| }, | ||
| PauliTerm { | ||
| pauli=[0, 3], | ||
| coefficient=data1_param_1 | ||
| coefficient=data[1] | ||
| }, | ||
| PauliTerm { | ||
| pauli=[3, 3], | ||
| coefficient=(data1_param_0 - 3.1416) * (data1_param_1 - 3.1416) | ||
| coefficient=(data[0] - 3.1416) * (data[1] - 3.1416) | ||
| } | ||
| ], -1, 1, 1, qba); | ||
| } | ||
| } | ||
|
|
||
| qfunc pauli_kernel_expanded___1(qba: qbit[2]) { | ||
| power (2) { | ||
| hadamard_transform(qba); | ||
| suzuki_trotter([ | ||
| PauliTerm { | ||
| pauli=[3, 0], | ||
| coefficient=data2_param_0 | ||
| }, | ||
| PauliTerm { | ||
| pauli=[0, 3], | ||
| coefficient=data2_param_1 | ||
| }, | ||
| PauliTerm { | ||
| pauli=[3, 3], | ||
| coefficient=(data2_param_0 - 3.1416) * (data2_param_1 - 3.1416) | ||
| } | ||
| ], -1, 1, 1, qba); | ||
| } | ||
| } | ||
|
|
||
| qfunc main(output qba: qnum<2, False, 0>) { | ||
| qfunc main(data1: real[2], data2: real[2], output qba: qnum<2, False, 0>) { | ||
| allocate(2, qba); | ||
| pauli_kernel_expanded___0(qba); | ||
| pauli_kernel_expanded___0(data1, qba); | ||
| invert { | ||
| pauli_kernel_expanded___1(qba); | ||
| pauli_kernel_expanded___0(data2, qba); | ||
| } | ||
| } |
52 changes: 10 additions & 42 deletions
52
applications/finance/credit_card_fraud/credit_card_fraud.qmod
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -1,71 +1,39 @@ | ||
| qfunc pauli_kernel_expanded___0(qba: qbit[3]) { | ||
| qfunc pauli_kernel_expanded___0(data: real[3], qba: qbit[3]) { | ||
| power (2) { | ||
| hadamard_transform(qba); | ||
| suzuki_trotter([ | ||
| PauliTerm { | ||
| pauli=[3, 0, 0], | ||
| coefficient=data1_param_0 | ||
| coefficient=data[0] | ||
| }, | ||
| PauliTerm { | ||
| pauli=[0, 3, 0], | ||
| coefficient=data1_param_1 | ||
| coefficient=data[1] | ||
| }, | ||
| PauliTerm { | ||
| pauli=[0, 0, 3], | ||
| coefficient=data1_param_2 | ||
| coefficient=data[2] | ||
| }, | ||
| PauliTerm { | ||
| pauli=[3, 3, 0], | ||
| coefficient=(data1_param_0 - 3.1416) * (data1_param_1 - 3.1416) | ||
| coefficient=(data[0] - 3.1416) * (data[1] - 3.1416) | ||
| }, | ||
| PauliTerm { | ||
| pauli=[3, 0, 3], | ||
| coefficient=(data1_param_0 - 3.1416) * (data1_param_2 - 3.1416) | ||
| coefficient=(data[0] - 3.1416) * (data[2] - 3.1416) | ||
| }, | ||
| PauliTerm { | ||
| pauli=[0, 3, 3], | ||
| coefficient=(data1_param_1 - 3.1416) * (data1_param_2 - 3.1416) | ||
| coefficient=(data[1] - 3.1416) * (data[2] - 3.1416) | ||
| } | ||
| ], -1, 1, 1, qba); | ||
| } | ||
| } | ||
|
|
||
| qfunc pauli_kernel_expanded___1(qba: qbit[3]) { | ||
| power (2) { | ||
| hadamard_transform(qba); | ||
| suzuki_trotter([ | ||
| PauliTerm { | ||
| pauli=[3, 0, 0], | ||
| coefficient=data2_param_0 | ||
| }, | ||
| PauliTerm { | ||
| pauli=[0, 3, 0], | ||
| coefficient=data2_param_1 | ||
| }, | ||
| PauliTerm { | ||
| pauli=[0, 0, 3], | ||
| coefficient=data2_param_2 | ||
| }, | ||
| PauliTerm { | ||
| pauli=[3, 3, 0], | ||
| coefficient=(data2_param_0 - 3.1416) * (data2_param_1 - 3.1416) | ||
| }, | ||
| PauliTerm { | ||
| pauli=[3, 0, 3], | ||
| coefficient=(data2_param_0 - 3.1416) * (data2_param_2 - 3.1416) | ||
| }, | ||
| PauliTerm { | ||
| pauli=[0, 3, 3], | ||
| coefficient=(data2_param_1 - 3.1416) * (data2_param_2 - 3.1416) | ||
| } | ||
| ], -1, 1, 1, qba); | ||
| } | ||
| } | ||
|
|
||
| qfunc main(output qba: qnum<3, False, 0>) { | ||
| qfunc main(data1: real[3], data2: real[3], output qba: qnum<3, False, 0>) { | ||
| allocate(3, qba); | ||
| pauli_kernel_expanded___0(qba); | ||
| pauli_kernel_expanded___0(data1, qba); | ||
| invert { | ||
| pauli_kernel_expanded___1(qba); | ||
| pauli_kernel_expanded___0(data2, qba); | ||
| } | ||
| } |