diff --git a/aqua/evolution.ipynb b/aqua/evolution.ipynb index 636e10cb..e333ebac 100644 --- a/aqua/evolution.ipynb +++ b/aqua/evolution.ipynb @@ -15,7 +15,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -53,8 +53,8 @@ "output_type": "stream", "text": [ "The directly computed groundtruth evolution result state is\n", - "[-0.62527859+0.25282122j -0.29631775+0.34469483j -0.0329701 +0.37924966j\n", - " -0.43234792+0.08153111j].\n" + "[-0.52115696+0.33380779j -0.03365282+0.24949932j -0.53816051+0.37654038j\n", + " -0.33346721-0.10481218j].\n" ] } ], @@ -81,8 +81,8 @@ "output_type": "stream", "text": [ "The groundtruth evolution result as computed by the Dynamics algorithm is\n", - "[-0.62527859+0.25282122j -0.29631775+0.34469483j -0.0329701 +0.37924966j\n", - " -0.43234792+0.08153111j].\n" + "[-0.52115696+0.33380779j -0.03365282+0.24949932j -0.53816051+0.37654038j\n", + " -0.33346721-0.10481218j].\n" ] } ], @@ -105,15 +105,7 @@ "cell_type": "code", "execution_count": 4, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Converting time from a MatrixOperator to a Pauli-type Operator grows exponentially. If you are converting a system with large number of qubits, it will take time. You can turn on DEBUG logging to check the progress.\n" - ] - } - ], + "outputs": [], "source": [ "qubit_op = op_converter.to_weighted_pauli_operator(qubitOp)\n", "\n", @@ -134,9 +126,9 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] }, "execution_count": 5, @@ -165,8 +157,8 @@ "output_type": "stream", "text": [ "The evolution result state from executing the Dynamics circuit is\n", - "[0.36912206+0.56450797j 0.39553492+0.22383261j 0.37840619-0.04130526j\n", - " 0.16370862+0.4084518j ].\n" + "[ 0.46878654-0.40381906j -0.00219014-0.25176808j 0.47989299-0.44857662j\n", + " 0.34500974+0.05681016j].\n" ] } ], @@ -193,7 +185,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Fidelity between the groundtruth and the circuit result states is 0.9999999421603711.\n" + "Fidelity between the groundtruth and the circuit result states is 0.9999998118796289.\n" ] } ], @@ -220,9 +212,9 @@ ], "metadata": { "kernelspec": { - "display_name": "Quantum (Dev)", + "display_name": "Python 3", "language": "python", - "name": "quantum-dev" + "name": "python3" }, "language_info": { "codemirror_mode": { @@ -234,7 +226,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.3" + "version": "3.7.4" } }, "nbformat": 4, diff --git a/aqua/index.ipynb b/aqua/index.ipynb index b32c4950..c9b12c7f 100644 --- a/aqua/index.ipynb +++ b/aqua/index.ipynb @@ -71,7 +71,7 @@ "### 5. [Qiskit Finance](../finance/)\n", "\n", "Qiskit Finance is a set of tools, algorithms and software for use with quantum computers to carry out research and investigate how to take advantage of quantum computing power to solve problems in the financial domain.\n", - "Please also see the [Qiskit Finance Tutorials](https://github.com/Qiskit/qiskit-iqx-tutorials/tree/master/qiskit/advanced/aqua/finance/index.ipynb) for more examples.\n", + "Please also see the [Qiskit Finance Tutorials](https://github.com/Qiskit/qiskit-tutorials/tree/master/tutorials/finance) for more examples.\n", "\n", "Quantum computing for option pricing:\n", "* Long Butterfly (univariate, payoff with 4 segments)\n", @@ -87,9 +87,7 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [] } @@ -110,7 +108,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.4" + "version": "3.7.9" } }, "nbformat": 4, diff --git a/aqua/simulations_with_noise_and_measurement_error_mitigation.ipynb b/aqua/simulations_with_noise_and_measurement_error_mitigation.ipynb index 639d1e1f..89c1a543 100644 --- a/aqua/simulations_with_noise_and_measurement_error_mitigation.ipynb +++ b/aqua/simulations_with_noise_and_measurement_error_mitigation.ipynb @@ -120,8 +120,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "VQE on Aer qasm simulator (no noise): -1.85727458950539\n", - "Delta from reference: 4.406969897896573e-07\n" + "VQE on Aer qasm simulator (no noise): -1.8609307153832289\n", + "Delta from reference: -0.003655685180849133\n" ] } ], @@ -136,7 +136,7 @@ " values.append(mean)\n", "\n", "aqua_globals.random_seed = 167\n", - "optimizer = SPSA(max_trials=200)\n", + "optimizer = SPSA(maxiter=200)\n", "var_form = TwoLocal(num_qubits, 'ry', 'cz')\n", "vqe = VQE(qubit_op, var_form, optimizer, callback=store_intermediate_result)\n", "vqe_result = vqe.run(quantum_instance)\n", @@ -160,7 +160,17 @@ "outputs": [ { "data": { - "image/png": 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\n", + "text/plain": [ + "Text(0.5, 1.0, 'Convergence with no noise')" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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" ] @@ -176,7 +186,7 @@ "pylab.plot(counts, values)\n", "pylab.xlabel('Eval count')\n", "pylab.ylabel('Energy')\n", - "pylab.title('Convergence with no noise');" + "pylab.title('Convergence with no noise')" ] }, { @@ -197,48 +207,63 @@ "execution_count": 6, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/manoel/projects/Quantum/qiskit-ibmq-provider/qiskit/providers/ibmq/ibmqfactory.py:192: UserWarning: Timestamps in IBMQ backend properties, jobs, and job results are all now in local time instead of UTC.\n", + " warnings.warn('Timestamps in IBMQ backend properties, jobs, and job results '\n" + ] + }, { "name": "stdout", "output_type": "stream", "text": [ "NoiseModel:\n", " Basis gates: ['cx', 'id', 'u2', 'u3']\n", - " Instructions with noise: ['u3', 'cx', 'measure', 'id', 'u2']\n", + " Instructions with noise: ['cx', 'id', 'u2', 'measure', 'u3']\n", " Qubits with noise: [0, 1, 2, 3, 4]\n", " Specific qubit errors: [('id', [0]), ('id', [1]), ('id', [2]), ('id', [3]), ('id', [4]), ('u2', [0]), ('u2', [1]), ('u2', [2]), ('u2', [3]), ('u2', [4]), ('u3', [0]), ('u3', [1]), ('u3', [2]), ('u3', [3]), ('u3', [4]), ('cx', [0, 1]), ('cx', [0, 2]), ('cx', [1, 0]), ('cx', [1, 2]), ('cx', [2, 0]), ('cx', [2, 1]), ('cx', [2, 3]), ('cx', [2, 4]), ('cx', [3, 2]), ('cx', [3, 4]), ('cx', [4, 2]), ('cx', [4, 3]), ('measure', [0]), ('measure', [1]), ('measure', [2]), ('measure', [3]), ('measure', [4])]\n", - "VQE on Aer qasm simulator (with noise): -1.83875773889128\n", - "Delta from reference: 0.018517291311099804\n" + "VQE on Aer qasm simulator (with noise): -1.7676401106245385\n", + "Delta from reference: 0.0896349195778412\n" ] } ], "source": [ + "import os\n", "from qiskit.providers.aer.noise import NoiseModel\n", - "\n", - "provider = IBMQ.load_account()\n", - "device = provider.get_backend('ibmqx2')\n", - "coupling_map = device.configuration().coupling_map\n", - "noise_model = NoiseModel.from_backend(device)\n", - "basis_gates = noise_model.basis_gates\n", - "\n", - "print(noise_model)\n", + "from qiskit.providers.ibmq.exceptions import IBMQAccountCredentialsNotFound\n", "\n", "backend = Aer.get_backend('qasm_simulator')\n", - "quantum_instance = QuantumInstance(backend=backend, seed_simulator=167, seed_transpiler=167,\n", - " noise_model=noise_model,)\n", - "\n", "counts1 = []\n", "values1 = []\n", - "def store_intermediate_result1(eval_count, parameters, mean, std):\n", - " counts1.append(eval_count)\n", - " values1.append(mean)\n", + "noise_model = None\n", + "try:\n", + " os.environ['QISKIT_IN_PARALLEL'] = 'TRUE'\n", + " provider = IBMQ.load_account()\n", + " device = provider.get_backend('ibmqx2')\n", + " coupling_map = device.configuration().coupling_map\n", + " noise_model = NoiseModel.from_backend(device)\n", + " basis_gates = noise_model.basis_gates\n", "\n", - "aqua_globals.random_seed = 167\n", - "optimizer = SPSA(max_trials=200)\n", - "var_form = TwoLocal(num_qubits, 'ry', 'cz')\n", - "vqe = VQE(qubit_op, var_form, optimizer, callback=store_intermediate_result1)\n", - "vqe_result1 = vqe.run(quantum_instance)\n", - "print('VQE on Aer qasm simulator (with noise): {}'.format(vqe_result1.eigenvalue.real))\n", - "print('Delta from reference: {}'.format(vqe_result1.eigenvalue.real-ref))" + " print(noise_model)\n", + "\n", + " quantum_instance = QuantumInstance(backend=backend, seed_simulator=167, seed_transpiler=167,\n", + " noise_model=noise_model,)\n", + "\n", + " def store_intermediate_result1(eval_count, parameters, mean, std):\n", + " counts1.append(eval_count)\n", + " values1.append(mean)\n", + "\n", + " aqua_globals.random_seed = 167\n", + " optimizer = SPSA(maxiter=200)\n", + " var_form = TwoLocal(num_qubits, 'ry', 'cz')\n", + " vqe = VQE(qubit_op, var_form, optimizer, callback=store_intermediate_result1)\n", + " vqe_result1 = vqe.run(quantum_instance)\n", + " print('VQE on Aer qasm simulator (with noise): {}'.format(vqe_result1.eigenvalue.real))\n", + " print('Delta from reference: {}'.format(vqe_result1.eigenvalue.real-ref))\n", + "except IBMQAccountCredentialsNotFound as ex:\n", + " print(str(ex))" ] }, { @@ -248,7 +273,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -260,11 +285,12 @@ } ], "source": [ - "pylab.rcParams['figure.figsize'] = (12, 4)\n", - "pylab.plot(counts1, values1)\n", - "pylab.xlabel('Eval count')\n", - "pylab.ylabel('Energy')\n", - "pylab.title('Convergence with noise');" + "if counts1 or values1:\n", + " pylab.rcParams['figure.figsize'] = (12, 4)\n", + " pylab.plot(counts1, values1)\n", + " pylab.xlabel('Eval count')\n", + " pylab.ylabel('Energy')\n", + " pylab.title('Convergence with noise')" ] }, { @@ -289,32 +315,33 @@ "name": "stdout", "output_type": "stream", "text": [ - "VQE on Aer qasm simulator (with noise and measurement error mitigation): (-1.84355006772247+0j)\n", - "Delta from reference: 0.01372496247990962\n" + "VQE on Aer qasm simulator (with noise and measurement error mitigation): (-1.837664806892775+0j)\n", + "Delta from reference: 0.019610223309604713\n" ] } ], "source": [ "from qiskit.ignis.mitigation.measurement import CompleteMeasFitter\n", "\n", - "quantum_instance = QuantumInstance(backend=backend, seed_simulator=167, seed_transpiler=167,\n", - " noise_model=noise_model, \n", - " measurement_error_mitigation_cls=CompleteMeasFitter, \n", - " cals_matrix_refresh_period=30)\n", - "\n", "counts1 = []\n", "values1 = []\n", - "def store_intermediate_result1(eval_count, parameters, mean, std):\n", - " counts1.append(eval_count)\n", - " values1.append(mean)\n", + "if noise_model is not None:\n", + " quantum_instance = QuantumInstance(backend=backend, seed_simulator=167, seed_transpiler=167,\n", + " noise_model=noise_model, \n", + " measurement_error_mitigation_cls=CompleteMeasFitter, \n", + " cals_matrix_refresh_period=30)\n", "\n", - "aqua_globals.random_seed = 167\n", - "optimizer = SPSA(max_trials=200)\n", - "var_form = TwoLocal(num_qubits, 'ry', 'cz')\n", - "vqe = VQE(qubit_op, var_form, optimizer, callback=store_intermediate_result1)\n", - "vqe_result1 = vqe.run(quantum_instance)\n", - "print('VQE on Aer qasm simulator (with noise and measurement error mitigation): {}'.format(vqe_result1.eigenvalue))\n", - "print('Delta from reference: {}'.format(vqe_result1.eigenvalue.real-ref))" + " def store_intermediate_result1(eval_count, parameters, mean, std):\n", + " counts1.append(eval_count)\n", + " values1.append(mean)\n", + "\n", + " aqua_globals.random_seed = 167\n", + " optimizer = SPSA(maxiter=200)\n", + " var_form = TwoLocal(num_qubits, 'ry', 'cz')\n", + " vqe = VQE(qubit_op, var_form, optimizer, callback=store_intermediate_result1)\n", + " vqe_result1 = vqe.run(quantum_instance)\n", + " print('VQE on Aer qasm simulator (with noise and measurement error mitigation): {}'.format(vqe_result1.eigenvalue))\n", + " print('Delta from reference: {}'.format(vqe_result1.eigenvalue.real-ref))" ] }, { @@ -324,7 +351,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -336,20 +363,12 @@ } ], "source": [ - "pylab.rcParams['figure.figsize'] = (12, 4)\n", - "pylab.plot(counts1, values1)\n", - "pylab.xlabel('Eval count')\n", - "pylab.ylabel('Energy')\n", - "pylab.title('Convergence with noise, enabling measurement error mitigation');" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Declarative approach of measurement error mitigation\n", - "\n", - "Note: if you are running an experiment using the declarative approach, with a dictionary/json, there is a keyword `measurement_error_mitigation` in the `problem` section that let you turn ON/OFF the measurement error mitigation, simply set it to `True`.\n" + "if counts1 or values1:\n", + " pylab.rcParams['figure.figsize'] = (12, 4)\n", + " pylab.plot(counts1, values1)\n", + " pylab.xlabel('Eval count')\n", + " pylab.ylabel('Energy')\n", + " pylab.title('Convergence with noise, enabling measurement error mitigation')" ] } ], diff --git a/chemistry/LiH_with_qubit_tapering_and_uccsd.ipynb b/chemistry/LiH_with_qubit_tapering_and_uccsd.ipynb index 28797a62..62aada3d 100644 --- a/chemistry/LiH_with_qubit_tapering_and_uccsd.ipynb +++ b/chemistry/LiH_with_qubit_tapering_and_uccsd.ipynb @@ -246,17 +246,16 @@ "outputs": [], "source": [ "# setup initial state\n", - "init_state = HartreeFock(num_qubits=the_tapered_op.num_qubits, num_orbitals=core._molecule_info['num_orbitals'],\n", + "init_state = HartreeFock(num_orbitals=core._molecule_info['num_orbitals'],\n", " qubit_mapping=core._qubit_mapping, two_qubit_reduction=core._two_qubit_reduction,\n", " num_particles=core._molecule_info['num_particles'], sq_list=the_tapered_op.z2_symmetries.sq_list)\n", "\n", "# setup variationl form\n", - "var_form = UCCSD(num_qubits=the_tapered_op.num_qubits, depth=1,\n", - " num_orbitals=core._molecule_info['num_orbitals'], \n", - " num_particles=core._molecule_info['num_particles'],\n", - " active_occupied=None, active_unoccupied=None, initial_state=init_state,\n", - " qubit_mapping=core._qubit_mapping, two_qubit_reduction=core._two_qubit_reduction, \n", - " num_time_slices=1, z2_symmetries=the_tapered_op.z2_symmetries)\n", + "var_form = UCCSD(num_orbitals=core._molecule_info['num_orbitals'], \n", + " num_particles=core._molecule_info['num_particles'],\n", + " active_occupied=None, active_unoccupied=None, initial_state=init_state,\n", + " qubit_mapping=core._qubit_mapping, two_qubit_reduction=core._two_qubit_reduction, \n", + " num_time_slices=1, z2_symmetries=the_tapered_op.z2_symmetries)\n", "\n", "# setup optimizer\n", "optimizer = COBYLA(maxiter=1000)\n", @@ -289,15 +288,15 @@ "text": [ "=== GROUND STATE ENERGY ===\n", " \n", - "* Electronic ground state energy (Hartree): -8.874303856889\n", - " - computed part: -1.078084288118\n", + "* Electronic ground state energy (Hartree): -8.874303841496\n", + " - computed part: -1.078084272725\n", " - frozen energy part: -7.796219568771\n", " - particle hole part: 0.0\n", "~ Nuclear repulsion energy (Hartree): 0.992207270475\n", - "> Total ground state energy (Hartree): -7.882096586414\n", + "> Total ground state energy (Hartree): -7.882096571021\n", "The parameters for UCCSD are:\n", - "[ 0.03815735 0.00366554 0.03827111 0.00369737 -0.03604811 0.0594364\n", - " -0.02741369 -0.02735108 0.05956488 -0.11497243]\n" + "[ 0.03803094 0.00360661 0.0382837 0.00369849 -0.03608325 0.05942172\n", + " -0.02729715 -0.02732059 0.05965191 -0.11498381]\n" ] } ], diff --git a/chemistry/adaptive_VQE.ipynb b/chemistry/adaptive_VQE.ipynb index 610d20d8..2c3d127b 100644 --- a/chemistry/adaptive_VQE.ipynb +++ b/chemistry/adaptive_VQE.ipynb @@ -116,7 +116,7 @@ "source": [ "# setup the initial state for the variational form\n", "from qiskit.chemistry.components.initial_states import HartreeFock\n", - "init_state = HartreeFock(num_qubits, num_spin_orbitals, num_particles)\n", + "init_state = HartreeFock(num_spin_orbitals, num_particles)\n", "\n", "# set the backend for the quantum computation=\n", "backend = BasicAer.get_backend('statevector_simulator')\n", @@ -144,7 +144,7 @@ "source": [ "# setup the variational form for VQE\n", "from qiskit.chemistry.components.variational_forms import UCCSD\n", - "var_form = UCCSD(num_qubits, 1, num_spin_orbitals, num_particles, initial_state=init_state)\n", + "var_form = UCCSD(num_spin_orbitals, num_particles, initial_state=init_state)\n", "from qiskit.aqua.algorithms import VQE\n", "algorithm = VQE(qubitOp, var_form, optimizer)\n", "result = algorithm.run(backend)" @@ -166,7 +166,7 @@ }, "outputs": [], "source": [ - "var_form_base = UCCSD(num_qubits, 1, num_spin_orbitals, num_particles, initial_state=init_state)\n", + "var_form_base = UCCSD(num_spin_orbitals, num_particles, initial_state=init_state)\n", "\n", "from qiskit.chemistry.algorithms import VQEAdapt\n", "algorithm = VQEAdapt(qubitOp, var_form_base, optimizer, threshold=0.00001, delta=0.1)\n", @@ -190,12 +190,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "+-----------+-------------------+----------------------------------------------+\n", - "| Ansatz | Energy (Hartree) | Gates |\n", - "+-----------+-------------------+----------------------------------------------+\n", - "| UCCSD | -1.85727503020237 | OrderedDict([('Evolution^1', 3), ('u3', 1)]) |\n", - "| ADAPT-VQE | -1.85727503020237 | OrderedDict([('u3', 1), ('Evolution^1', 1)]) |\n", - "+-----------+-------------------+----------------------------------------------+\n" + "+-----------+---------------------+----------------------------------------------+\n", + "| Ansatz | Energy (Hartree) | Gates |\n", + "+-----------+---------------------+----------------------------------------------+\n", + "| UCCSD | -1.8572750302023762 | OrderedDict([('Evolution^1', 3), ('u3', 1)]) |\n", + "| ADAPT-VQE | -1.8572750302023793 | OrderedDict([('u3', 1), ('Evolution^1', 1)]) |\n", + "+-----------+---------------------+----------------------------------------------+\n" ] } ], diff --git a/chemistry/h2_eom_excited_states.ipynb b/chemistry/h2_eom_excited_states.ipynb index 3bd30292..286c4150 100644 --- a/chemistry/h2_eom_excited_states.ipynb +++ b/chemistry/h2_eom_excited_states.ipynb @@ -19,7 +19,16 @@ "cell_type": "code", "execution_count": 1, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Couldn't find cython int routine\n", + "Couldn't find cython int routine\n" + ] + } + ], "source": [ "import numpy as np\n", "import pylab\n", @@ -27,7 +36,6 @@ "from qiskit.aqua import aqua_globals, QuantumInstance\n", "from qiskit.aqua.algorithms import NumPyEigensolver, VQE\n", "from qiskit.aqua.components.optimizers import COBYLA\n", - "from qiskit.aqua.components.variational_forms import SwapRZ\n", "from qiskit.chemistry.algorithms import QEomVQE\n", "from qiskit.chemistry.drivers import PySCFDriver\n", "from qiskit.chemistry.core import Hamiltonian, QubitMappingType\n", @@ -132,30 +140,30 @@ "output_type": "stream", "text": [ "Processing step 30 --- complete\n", - "Energies: [[-1.05515978 -1.09262989 -1.11628599 -1.12990476 -1.13618944 -1.13711704\n", - " -1.13414766 -1.12836186 -1.12056028 -1.11133941 -1.10115031 -1.09034217\n", - " -1.07919293 -1.06792965 -1.05674074 -1.04578313 -1.03518626 -1.02505436\n", - " -1.01546824 -1.00648692 -0.99814935 -0.99047632 -0.98347272 -0.97712959\n", - " -0.97142667 -0.9663345 -0.96181692 -0.95783293 -0.95433884 -0.95128974\n", - " -0.94864103]\n", - " [-0.07076215 -0.20189839 -0.31093041 -0.40202504 -0.47846507 -0.54274392\n", - " -0.59714953 -0.64342513 -0.68282704 -0.71672299 -0.74583479 -0.77112473\n", - " -0.79290413 -0.81197103 -0.82843825 -0.84273387 -0.85522434 -0.86602316\n", - " -0.87543849 -0.88362384 -0.89062721 -0.89669033 -0.90192401 -0.90643466\n", - " -0.9102725 -0.91379093 -0.9165668 -0.91904962 -0.92120381 -0.92289447\n", - " -0.92452693]\n", - " [ 0.26697831 0.14059065 0.03653088 -0.04938813 -0.12046392 -0.17920084\n", - " -0.22789596 -0.26830143 -0.30168365 -0.32942236 -0.35225361 -0.37115619\n", - " -0.38645966 -0.39898168 -0.40885532 -0.41652906 -0.42238942 -0.42656909\n", - " -0.42939431 -0.43103528 -0.43155533 -0.43120975 -0.43012145 -0.42840741\n", - " -0.42612678 -0.42364077 -0.42053288 -0.41725744 -0.41378303 -0.4099778\n", - " -0.4062502 ]\n", - " [ 1.30146371 1.08050358 0.89011435 0.72567234 0.58330209 0.45984271\n", - " 0.35231284 0.25829318 0.17590367 0.10322874 0.03908465 -0.01786858\n", - " -0.06824571 -0.11308856 -0.15270927 -0.18770473 -0.21859095 -0.24561971\n", - " -0.26923185 -0.28971105 -0.30723491 -0.32217439 -0.33476935 -0.34525414\n", - " -0.35380522 -0.36089908 -0.36623198 -0.37036725 -0.37337762 -0.3752293\n", - " -0.37642147]]\n" + "Energies: [[-1.05515979 -1.09262989 -1.11628599 -1.12990478 -1.13618945 -1.13711704\n", + " -1.13414766 -1.12836187 -1.12056028 -1.11133941 -1.10115031 -1.09034217\n", + " -1.07919293 -1.06792965 -1.05674074 -1.04578314 -1.03518626 -1.02505436\n", + " -1.01546824 -1.00648693 -0.99814934 -0.99047634 -0.9834727 -0.97712961\n", + " -0.97142667 -0.96633452 -0.96181692 -0.95783293 -0.95433881 -0.95128971\n", + " -0.94864101]\n", + " [-0.0707556 -0.20189839 -0.31093056 -0.40203892 -0.4784285 -0.54274392\n", + " -0.59719158 -0.64340183 -0.68284134 -0.71672299 -0.74583479 -0.77111902\n", + " -0.79290413 -0.81191974 -0.82840187 -0.84275188 -0.85520893 -0.86609882\n", + " -0.87546442 -0.88357997 -0.89054402 -0.89667793 -0.90196204 -0.90650135\n", + " -0.9102725 -0.91372674 -0.91658371 -0.91904962 -0.92107712 -0.92294385\n", + " -0.92461285]\n", + " [ 0.26698486 0.14059065 0.03653073 -0.04940202 -0.12042735 -0.17920084\n", + " -0.22793801 -0.26827813 -0.30169795 -0.32942236 -0.35225361 -0.37115048\n", + " -0.38645966 -0.39893039 -0.40881892 -0.41654707 -0.42237401 -0.42664473\n", + " -0.42942023 -0.43099146 -0.43147216 -0.43119736 -0.43015947 -0.42847401\n", + " -0.42612678 -0.42357677 -0.42054982 -0.41725744 -0.41365612 -0.41002739\n", + " -0.40633591]\n", + " [ 1.30147026 1.08050358 0.89011421 0.72565845 0.58333866 0.45984271\n", + " 0.3522708 0.25831647 0.17588937 0.10322874 0.03908465 -0.01786287\n", + " -0.06824571 -0.11303727 -0.15267287 -0.18772275 -0.21857552 -0.24569537\n", + " -0.26925777 -0.28966721 -0.30715169 -0.322162 -0.33480732 -0.34532085\n", + " -0.35380522 -0.36083492 -0.36624884 -0.37036725 -0.37325088 -0.3752787\n", + " -0.37650734]]\n" ] } ], @@ -213,7 +221,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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\n", + "image/png": 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\n", 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\n", + "image/png": 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\n", 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" ] diff --git a/machine_learning/custom_feature_map.ipynb b/machine_learning/custom_feature_map.ipynb index 73b870d8..32c97781 100644 --- a/machine_learning/custom_feature_map.ipynb +++ b/machine_learning/custom_feature_map.ipynb @@ -68,9 +68,8 @@ "import functools\n", "\n", "from qiskit import BasicAer\n", - "from qiskit.circuit.library import ZFeatureMap,ZZFeatureMap, PauliFeatureMap\n", + "from qiskit.circuit.library import ZZFeatureMap, PauliFeatureMap\n", "from qiskit.aqua import QuantumInstance\n", - "from qiskit.aqua.components.feature_maps import self_product\n", "from qiskit.aqua.algorithms import QSVM\n", "from qiskit.ml.datasets import ad_hoc_data" ] @@ -83,15 +82,16 @@ "source": [ "# Generate synthetic training and test sets from the SecondOrderExpansion quantum feature map\n", "feature_dim = 2\n", - "sample_Total, training_dataset, test_dataset, class_labels = ad_hoc_data(training_size=20, test_size=10,\n", - " n=feature_dim, gap=0.3,\n", - " plot_data=False)\n", + "sample_Total, training_dataset, test_dataset, class_labels = ad_hoc_data(training_size=10, \n", + " test_size=5,\n", + " n=feature_dim, \n", + " gap=0.3)\n", "\n", "# Using the statevector simulator\n", "backend = BasicAer.get_backend('statevector_simulator')\n", "random_seed = 10598\n", "\n", - "quantum_instance = QuantumInstance(backend, seed_simulator=random_seed, seed_transpiler=random_seed)" + "quantum_instance = QuantumInstance(backend, shots=1024, seed_simulator=random_seed, seed_transpiler=random_seed)" ] }, { @@ -117,11 +117,7 @@ "\n", "- `feature_dimension`: dimensionality of the classical data (equal to the number of required qubits)\n", "- `reps`: number of times $d$ to repeat the feature map circuit \n", - "- `data_map_func`: function $\\phi_S(\\mathbf{x})$ encoding the classical data.\n", - "\n", - "The default setting `data_map_func = self_product` for the `ZFeatureMap` has $S = \\{i\\}$ and is given by \n", - "\n", - "$$\\phi_S:x\\mapsto x_i.$$\n" + "- `data_map_func`: function $\\phi_S(\\mathbf{x})$ encoding the classical data." ] }, { @@ -133,13 +129,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "testing success ratio: 0.8\n" + "testing success ratio: 1.0\n" ] } ], "source": [ "# Generate the feature map\n", - "feature_map = ZFeatureMap(feature_dimension=feature_dim, reps=2)\n", + "feature_map = ZZFeatureMap(feature_dimension=feature_dim, reps=2, entanglement='linear')\n", "\n", "# Run the Quantum Kernel Estimator and classify the test data\n", "qsvm = QSVM(feature_map=feature_map, training_dataset=training_dataset, test_dataset=test_dataset)\n", @@ -313,7 +309,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "testing success ratio: 0.65\n" + "testing success ratio: 0.5\n" ] } ], @@ -358,7 +354,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "testing success ratio: 0.65\n" + "testing success ratio: 0.45\n" ] } ], @@ -466,7 +462,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "/Users/manoel/anaconda3/envs/QiskitenvProd/lib/python3.7/site-packages/ipykernel_launcher.py:3: DeprecationWarning: \n", + "/Users/manoel/anaconda3/envs/Qiskitenv/lib/python3.7/site-packages/ipykernel_launcher.py:3: DeprecationWarning: \n", " The object as input for the QSVM is deprecated as of 0.7.0 and will\n", " be removed no earlier than 3 months after the release.\n", " You should pass a QuantumCircuit object instead.\n", @@ -479,7 +475,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "testing success ratio: 0.55\n" + "testing success ratio: 0.6\n" ] } ], diff --git a/machine_learning/qsvm_multiclass.ipynb b/machine_learning/qsvm_multiclass.ipynb index 88a062c1..e3b26e86 100644 --- a/machine_learning/qsvm_multiclass.ipynb +++ b/machine_learning/qsvm_multiclass.ipynb @@ -26,8 +26,8 @@ "import numpy as np\n", "from qiskit.ml.datasets import wine\n", "from qiskit import BasicAer\n", + "from qiskit.circuit.library import ZZFeatureMap\n", "from qiskit.aqua import QuantumInstance, aqua_globals\n", - "from qiskit.aqua.components.feature_maps import SecondOrderExpansion\n", "from qiskit.aqua.algorithms import QSVM\n", "from qiskit.aqua.components.multiclass_extensions import AllPairs\n", "from qiskit.aqua.utils.dataset_helper import get_feature_dimension" @@ -49,7 +49,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -89,10 +89,10 @@ "name": "stdout", "output_type": "stream", "text": [ - "'testing_accuracy' : 0.9\n", - "'test_success_ratio' : 0.9\n", - "'predicted_labels' : [0 0 1 1 1 2 2 0 2 2]\n", - "'predicted_classes' : ['A', 'A', 'B', 'B', 'B', 'C', 'C', 'A', 'C', 'C']\n" + "'testing_accuracy' : 1.0\n", + "'test_success_ratio' : 1.0\n", + "'predicted_labels' : [0 0 1 1 1 2 2 2 2 2]\n", + "'predicted_classes' : ['A', 'A', 'B', 'B', 'B', 'C', 'C', 'C', 'C', 'C']\n" ] } ], @@ -100,8 +100,8 @@ "aqua_globals.random_seed = 10598\n", "\n", "backend = BasicAer.get_backend('qasm_simulator')\n", - "feature_map = SecondOrderExpansion(feature_dimension=get_feature_dimension(training_input),\n", - " depth=2, entangler_map=[[0, 1]])\n", + "feature_map = ZZFeatureMap(feature_dimension=get_feature_dimension(training_input),\n", + " reps=2, entanglement='linear')\n", "svm = QSVM(feature_map, training_input, test_input, total_array,\n", " multiclass_extension=AllPairs())\n", "quantum_instance = QuantumInstance(backend, shots=1024,\n", diff --git a/optimization/3-Coloring Oracle via Reduction to SAT.ipynb b/optimization/3-Coloring Oracle via Reduction to SAT.ipynb index adcdf6f6..7e7a43df 100644 --- a/optimization/3-Coloring Oracle via Reduction to SAT.ipynb +++ b/optimization/3-Coloring Oracle via Reduction to SAT.ipynb @@ -88,7 +88,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -171,25 +171,25 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 3, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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A3CuR75+uagwEYJlxfQDulcj3Tw4lAQBMaAwAABPLGsNwsuq2bdu0fft2S9aMh2TEplPS0Rekcydis188XCeRqNlvBLJ11DtdyeTT1yEd/aPUcS42qayxVLPfCE3sOBf6nKFB6fir0onXw0uOTaT7pmWNYThZNRAIyOezJofX7cmIwaCRYtl0Sjr9vuSPQVKn26+TSPR6perdRoRzuTXPKRCG8reMLKLuZqm50ulqrNPbLlXtkppPSSffDn3eqR1GllbDMenMh6HPS6T7pmUhesPJqp/61KfU1NSkhx9++JLj3ZauGum8DfO+o6kZc9U/1KWXzjyigPyW7XXx9SGNfZ246fqIZF5Gcq4+Ne9RZadOU1PvSb1b9y+uq9GJvSKdF+6cNUUPal7udfIHfHq37odq7T9ta32xmpeRnKfb531LWanT1NhTrh31Pwxp3hUFn9fSaZ+RR9LR5t+rwvvWmOPiKcmVdNULYpWC2euV6o8YqaxX32XtXvF4fUQ6r73OeFa38k+ltCx794pmntuvx0jm+H1SzV7J22Bc/3bXF8t5bWelineklV+S0jJDmxMMSrUHpeaT0qrNiZHkSrpqjGXlS5ffIqWGeKPD2KYWG4mg4TYFRC85VbrsRikzz+lKrDdt7oXbVRj3T49Hmr9Kyp4+eZNcaQwAABNXneBGAJYZ1wfgXol8/3RVYyAAy4zrA3CvRL5/cigJAGBCYwAAmLjqUFIipxVGgusDSDzxcL92VWNI5LTCSHB9AIknHu7XHEoCAJjQGCzgnnPHYTd+19ELBmN7PSbqXnay9FDStm3b9Mgjj2jr1q3q6enRk08+GdV6ge07pIwMeWYVya3BVCdeM067l4wbhd1nSsbDdZKIhgalQ89K3S1SdoE0f7XTFcWn7lbp2ItGYOLMxdL0Evv2Cvilw88Zyarp2dLCm+zbS5JObjdCCLMLpBVflDwhPu12433a0lcMwwmrd9xxh5YtWxb1em5PKwwGjabQ3yEN9pCumsjaa6WOBuN3nEgJpLFWd0jqaTGux3PH7d2rp9XI4PL7pJYz9u4lSW3VxmNBR73R+ELlxvu0pSF6wwmrX/nKV5Sfn69FixaNOzZR0lXXFD2kGZmXKyC/Xq76lqV7TZZ0VSf2CndealKWbi3+hnJSi1Te/ppOtL3suhrjYa+p6fN0/awHlZmcp72N/6H67oO27ZfsSdUtxd9QXvpcnenYqSPNz9i2lyStnvllzcq+Uv7gkF6tflzBcZKWnUhlJV31glilNwaDxrOfinel5Z+2dq94vD6imef2GgMBqex16YrP2L9XNPPcvldgSCp7S7rizvDmRbJfMGgc7o3V72xoYOLHAidSWUlXjTGPR0pJn7wpjJNJUpLE6SLRS0oxrstY8Hhi+ztLlMcCGgMAwMRVJ7glclphJLg+gMQTD/drVzWGRE4rjATXB5B44uF+zaEkAIAJjQEAYOKqQ0nxkDoYS1wfQOKJh/u1qxpDPKQOxhLXB5B44uF+zaEkAICJZY1h27ZtkqQnnnhCv/jFLyxZM7B9hwK79ihYXWPJenYY6JFqDhgha7EQD9cJRgSDUsNHUn+X05XEN79POntIGuy1f69gUDpfLvV5w5vn65dqD0i+gfDmufE+bVljGA7Qy83NVU9PjyVrujFc6mKHfy+d2i61VhlpjnaLh+sEI069K514XWqrkRornK4mfh17STr5ttRaHV5AXSSq90jHXzUCMs8eCn3ekT9IFRceC4bCaA5uvE9blpU0HKB30003qbOzUw899NAlxydKiN5nFvyTctIK5fP368Uz/6ChYOi3CEL0nNsr0nnhzllb9LDm5q5WMBjUsZbnVd7+mutqjIe9bit+RNOzFikQ9Out2v8h70DtxJMi3Gv1zC/rsvx1kqST7W/qSPPvQpp3x7zvKD9jroYCg3q1+jH1DY39koMQvTDFY2hcw3Gpsdx4hlD6F9buFY/XRzTzErHGvk7jmW5Pm7T2K0ZOkNtqjIe92uuk6t3Godvr7wsvjyjcvXx90ok3pK4mac1XpJS00OY1nZLqjxrzr7t3/HGE6E0Cs6+Qrr1HmjLd6UrgRpm50oq7pWlzw28KGDG1WLp2k5Q3y/6QutRM6Zq7pIL5oTcFSZp5ufFYkDPTvtpihcYAADChMQAATFz14jYeUgdjiesDSDzxcL92VWOIh9TBWOL6ABJPPNyvOZQEADBx1SuGeAiXAoBYi/Vjo6saQzyESwFArMX6sTHhDiX1d0rlb0stVdK5E1Ig4HRFABBfXPWKIVotVVLZ69JAt3H5xOvGmYgr/1TiyBMAhMbSxvDBBx9o//79Ki4uVmdnpx544IGo1gts3yFlZMgzq0gTBUwFg0Zg2XBTKFkjVe2WOhqkhmNS8YqoSgEAywWD0sm3pN4OaeENUt7s0OeG8/gYLksPJe3atUtf//rX5fF4lGvBZ3DDSR0c6DIySoal5xj/DQakxpNRlwIAlmutkuqOSW3VUuXO8ObamcpqaYjetm3blJmZqTlz5sjr9WrLli3jjrU6XTU1KUt3zP+OrlxXoPQcKb9Y8tYZDeO9Nw9o17mfhvRviIdkykgkYnKpE/Oo0bm9Ip3n5hpzUgt169y/V0Zynmq69mrv+X8fc1y0ScuTOl310LNGXrskLd0glb9pBGKtuEfKKwqthnhIpoxEIiaXOjGPGp3bK9J5bq+xs9H4HodLvRca7WPjpE5Xverz0tR5Ulq28V5DZr502Q2hNwUAiLXcQil7mrs+IJNQn0pKSZdWfcn4GsWT70hr7yfqGADC5aqHTavCpTJypLRMmgKAxBDr4D1XPXTGQ7gUAMRarB8bE+o9BgBA9GgMAAATVx1KIl0VAEYjXZV0VQAwifVjo6sag1MGuo2TUnrajFiNYEBacruUzLUDYBKyJUSvu7tbS5Ys0aZNm6Jaz86QqI/3GJIO/k7qaR35u4bjUn+3tDK68gFgQgG/8TgU9rx4C9H79re/bcl6doZEDTtXJvW2j1wuWSMpKHU1mf8eAKw22Cvt/ZXUWCGd/jC8uXEXordy5Upt375djz322LhjrQ7Ru1ioQVbXztisy6euV8kamcL3+joD+uXv/1Xnez6acI1w9ot2TqTcHCTmxF6RzqNG5/aKdJ6ba5yTfa1unPM3kqSm3pN6t+5fxhxHiJ5Fb7CEGmTVeFI6/urIS7nh8L20bOm6v5QyQjyRkBC96OdRozXzEnWvSOe5ucahQenQc1J3s7RonTT32rHHEaIXYzMvl6ZMH7k80GWEWU2dG3pTAIBIpKRJpZuloqXjNwUnTPrG4EmSVn5JKr5GmjJDqjsslayVrvys05UBgDP4QKaMrr10g/HnsjcuvAENAJOUqxpDrBMEASAekK7KGc0AYEK6KgDAUTQGAICJqw4lka4KAKORrhpn6aq9Xqm7SfL1O10JgERFumqcCASkY3+UOhqMvJOkZCOM75q7SWUFEN9sSVf1er1avHixNm/eHNV6sUhXjdSZD6SWM0ZEtyTNL5Wq9kgV78Qu5gJA/GuskDrOSUMDUkp66PPiLl310Ucfld/vj3q9WKSrRuqTTUEyAvgUlNrrHSsJQJzpPG+cVNvdLH30Snhz4y5dtaurS6WlpdqwYcO4Y92SrhrpvA3zvqOpGXNNqayNZdKRHef0Ws13Ld3LCm5OmHRir0jnUaNze0U6z801zshcrHWz/1Ypyek633NC79X/32OOI101xumqkc478brUcGzk8nAq64zLpWvusnYvK7g5YdKJvSKdR43O7RXpPLfXWLXbeCxZ+adSZv7YY2KdrsrbpBFavN54+dfTKvl9RirrlBnSsvFfJAHAKCVrpP7O8ZuCE2gMEUpJk0r/UmqulLz1krdBuu7LUhKnDAKIczyMRcHjMb7PYfGtUlY+TQFAYnDVKwbSVQFgNNJVXXJGMwC4BemqAABHueoVAyF6ADAaIXpxFqIHAHYjRG8SaK+TavZKnY1S9gGpeIURwgcAbkBjiLHqvUZTGI7pPrVDajolrfqS5OEdHwAuYEu6an9/vwoLC3X//fdHtZ6b01Uj4fdJ9UdGmkLJGuN0+M7zUuNJqWiZs/UBiK2A3wjPaz8rzVgoTV8Yxtx4S1d94IEH1N3dHfV6bk5XjUR3izTYN3I5Pcf4b2DIeNUAYHJpOSM1nZR8vVL1/vDmxl266qpVq1ReXq4tW7aMOzbe01UjmZeVUqBPzftHLb8p/+NEVm+dkbP0yiuv6ljL82Hva2V9Ts+jRmvmJepekc5zc41ZKQW6tfjvlZU6TWc6dupg03+OOY501ThJV4103oHfGi8bpZFDSek50nX3SunZ4e9rdX1OzqNGa+Yl6l6RznN7jQPdUtmb0jVfNGJ2xhLrdFXe7oyxa74oFZQYzaD+mJHIeuVn7G0KANwrfYpx/x+vKTiBTyXFWEq6dO090tCg8WZ0Wpa7bhAA4KrGMJlC9FLSjB8AmAghepzRDAAmhOgBABxFYwAAmLjqUBLpqgAwGumqpKtaLhiUAgHjv3wCCog/pKvCMsGgVLVLOl9mnETT2SDNXSUVX+N0ZQDczJYQvaKiIp0+fVqPPvpoVOslWoherNXul2r2S/5B43JPm3R6p3HuxMzLna0NgMHXb/yE+4o+7kL0cnJytHjx4qjXS7QQvVhrOD7SFEoufATa1y/V7HOuJgAj+rukvb+Smiuliu3hzY27EL2CggJVVlbq8ccfH3fsZAzRi7XPLPgn5aQVqmSNVLhsJLDv4Lu1erP2eyGtQdiZc3tFOi9R94p0nptrnJO9QjfM/mt5PElq6j2pd+v+ZcxxhOgleIheLO39T6nznPHnpRuk8jeNP09fKK24O7Q1CDtzbq9I5yXqXpHOc3ONgSHp6B+ljgZpyQapaMnY4wjRg2UW32oEdEnGKwVJysiVLr/VqYoAfFJSirTiT6SZi8dvCk7gU0kJLH+OdO0m6fQHUlut8Q1xi9YZzQEAxkNjSHBTpkvX3OV0FQDiiasaw2RKVwWAUJGuyhnNAGBCuioAwFE0BgCAiasOJZGuCgCjka5KuqorDA1I58ulrmZpoMf4snIAziBdFY5rqpQq3pH6LzxB2ftLI5V1QamzdQGIDVvSVTMyMrRq1SqtXr06qvVIV409/5B0avtIUyhZI1XtNpJai5ZwchxgtdqDUvtZqb9bypgS+ry4S1edNWuWvF5v1OuRrhp77bVG4uOw9Bzjv4M9Uv0xZ2oCEpW3zojC722Xyl4Lb27cpauuWrVKhw4d0te+9rVxx5Ku6k6FWct10+yvadENqUrPkfKLR1JZ//jSCyprezmkdRItBdOJvSKdl6h7RTrPzTVOSy/RzcVfV1pylhq6j+r9hn8dcxzpqqSrOiowJO36udTXYVweTmVNz5ZK75UyckJbJ9FSMJ3YK9J5ibpXpPPcXmP9MeM7Ulb/ufElWmMhXRWOSkoxmkFGnqQk45VCeo60YE3oTQFA6OZcJU0tHr8pOIFPJWGUggXS2vul5tOS3yetuU9KzXS6KgCx4qrGQIieeySnSkVLna4CgESIHieuAcBFCNEDADiKxgAAMHHVoSRC9ABgNEL0CNEDABNC9DDptJ818pi6moyspkXrOGcCcBKNAY46V2Ykufr6jMvnT0gdDcZZoOlhBIoBsI4t6apFRUWaOXOm1q9fH9V6pKsmtmBQqt490hSGk1z7vNLp96XldzpbH2A3v0868geps1HKmyPNviL0uXGXrlpVVSWfzxf1eqSrJrbAkPGFQMPSP3H4qLs19vUAsdZSJbXVSEP90rkw04vjLl11zpw5amlp0cMPPzzuWNJVE1to14dHn1nwpHLSClWyRipcNpLk+v5bR/RBw79ZuJc18+LhdpWoe0U6z801ZiTn6pbi/6opqTN0yvu2jrb8fsxxpKuSrpoQQr0+Tr0nnT1ovHoYPpSUliWtuEfKLbR2LyvmxcPtKlH3inSe22scGjTmXPW58cfEOl2VN5/hqEXrJI9HaqqQGo5LOTOlhTeG3hSAeJeSZvy4CY0BjvJ4jOawaJ3xZrTH43RFAFzVGEhXndxoCsDYSFfljGYAMCFdFQDgKBoDAMDEVYeSSFcFgNFIVyVdNa4FA1JfpxTwO10JkDhIV0REGIUAACAASURBVEXcavhIqt4j+QaMDJihAenKzxrfHw0gftgSotff36+enh49+eSTUa1HiF786DwvndoxOhDv+KvS1V9wtjbAzXq9Un9n+OfxxF2I3iOPPKJly5ZFvR4hevGjas9IU5BGAvE6z0v+QWdqAtyu1ysd+K3UWi2VvR7e3LgL0bv++us1bdo0LVq0aNyxhOgllluL/14zs5aoZI3RFPKLpcYy6fhOr96q/Z76/RO/cRYpAtkmx16RznNzjbOyr9aNs/9GSZ5kNfWW6926H445jhA9QvTiUtVu6fQHki7cmpZukMrflLILpDX323tWM4Fsk2OvSOe5ucZgQDr+mhG9fcVnpIIFY4+LdYge5zHAEvNWGQF4w7eogS4pLVtauI6oC2A8niTpyo3SjIXjNwUn8KkkWCI51fg6zrOHpdYqqa9DWvVnUvY0pysDEC4aAyyTnCotKDV+AMQvVzUG0lUBYDTSVTmjGQBMSFcFADjKVa8YCNEDgNEI0SNEDwBMCNEDQtTbLtUdlrwNRrRAVr7TFQGJgcaAuHRml3T2kOTrNS7v/7U0j4/KApawJV11+vTp8vv9uu+++6Jaj3RVjGWg23ilMNwUhpNczx6QZl8hpWU5Wx8QqmDQiJJprZa6W6UpBaHPjbt01cHBQfX09ES9HumqGMv5cmnwEzev4STXgW6p+bQzNQGRaKuRavcZsdsn3w5vbtylq86cOVOdnZ166KGHxh1LuioitSD3Rq0qvFeL1iZ/nOTqrZP6Ov16+vn/o7ruAyGtk2hJnYm+V6Tz3FxjXlqxbin+hjJScnS266B2nft/xxxHuirpqpjA0KC0+ynjWZY0kuSamWckuYb6jXGJltSZ6HtFOs/tNbZWSZU7jayx5LSxx5CuCkwgJc2442XmS0kpxmGlrKnS8jv5GlHEn4ISKbdo/KbgBD6VhLhUsEBa+4DU0SDJIy1YIyXxNAewhKsaAyF6CEdSsjR1rtNVAPYjRI8zmgHAhBA9AICjaAwAABNXHUoiXRUARiNdlXRVADAhXRVwmWBQqjskNRyX+rzSYK+05DYpgw/HIUHZEqK3YMECNTc368EHH7RyecARp3caSa5+n3G5uVLqbpFK/4LAPljDPfkTBltC9IqKilRZWRn1eoHtOxTYtUfB6hoLqgPC5x+SGitGmkLJhY+S93ml6r3O1YXEMDQg7f1PqbFcqtkf3lw7Hx8tbQyBQEA//vGPlZKSoiVLlkw8YQKkq8JpA91GNtOw4SRXSepqin09SCytNVLnOeOJR3OYz6XjJl01HKSrwmmh/M6SPWn69PzHddXNM01JrgNd0uuvvqXDzc9YtpdV8xJ1r0jnubnGtKQs3Vz8DeWkFqqs7RWVt7825jjSVUlXRYyE+js7+Y5Uf1QKDI18KVBGnvEeQ3q2tXtZMS9R94p0nttrDAakE29IV9w5/phYp6vyqSRgAovXG28yN5ZLjSelafOlJZ8KvSkAl+JJcl8AJI0BmIDHY7xSKJk4wwxICK5qDKSrAsBopKtyRjMAmJCuCgBwFI0BAGDiqkNJpKsCwGikq5KuCpv5+qWeVsk/OPFYwA1IVwVsEgxKp96Vmk5Jvj7j8qHnpKu/ICWnOl0d4B5RN4bhRNXu7m4tWbJEycnJ8nq9euCBB6IuLrB9h5SRIc+sIpGXhGidP2GcwfzJQLyq3VLZm9KVG52tDZOXt17qajbOrE8K4xHZzsfHqN98Hk5U/fa3vy1JCgaDyrXos7SE6MFKdZ9oCtJIIF5HvftijzE5dLVIR14wgvQ+ejW8ua4O0du2bZsyMzO1cuVKbd++XcuXL5fX69WWLVsuOY8QPcTap+Z+SwWZJSpZo48D8RrLpI92tujlqm9Lsq87JGpoXDzcz9xcY2HWFbpx9leVkpSqxp4y7aj/0ZjjCNEjRA82qXhXqv1E5v3SDVL5m1LeHKl0s717J2poXDzcz9xc4/D7Xo0V0jV3S7kzxx5HiB5gk8tukNrPSj0tUsBvRGdn5knLNjhdGSYrj8cIafT7xm8KTqAxYNJISTOiss+XSa1VkidZuu7LUmqG05UB7kJjwKSSlCzNvtL4ATA2VzUG0lUBYDTSVTmjGQBMSFcFADjKVa8YCNEDgNEI0SNEDwBMCNEDEkQwKLWckeqPGedOdDa567PqwHhoDIANgkHp2EtS65mRfKZDv5MWXC/NX+1sbcBELGkMFyeszpkzR/X19dq0aVNU65KuinjV0SC1VY9Ocj17UJpztXGyHRAMGrEsLWek9npp6pzQ57o6XVUanbC6du1aK5YlXRVx69wJaWhg5PJwkutAt9E0AGnkUONAt3T6/fDmujpdVRqdsHrPPffoueee02OPPTbuHNJVkciWTduoKwu+oMvWJn2c5Oqtk3o6BvXvv9sm70DtxIvI/Wmi8XA/c3ONU1Jn6tbibyozJU81Xbu19/zPxxxHuirpqkgAg73Snl8aQX3SSJLrlBnS9fcZ4WmhcHuaaDzcz9xeY1ezdPIdaeUmI7JlLLFOV+UEN8AGaVnS8k9LWdOklAzje6Zzi6QVd4feFDA55MyQsqeO3xScwKeSAJsULJDWPiD1tBrfKV1yvdMVAaFxVWMgRA+JxuORpkx3ugrEO0L0OKMZAEwI0QMAOIrGAAAwcdWhJNJVAWA00lVJVwUAE9JVgUmusVyq2iv5ByTfgJQ3m++oRmzZEqJXWFiouro6bd68Oap1CdHDZNN8Wip/W/L1jfzdqXclT7I0a5ljZcFGgSHJPxTBvHgL0VuzZo38fn/U6xKih8mmeo+5KZSsMc6art3vXE2wz2CvtOdXUlOFdPqD8ObGXYheUlKSSktLtWHDhnHnEKIHjPbp+d9VXvoclazRx+F7jWXSkffO6bXq74a0BgF1zu0V7rw52dfqxjl/I0lq7C3XjrofjjmOED1C9DCJHfit1H525PJw+F7ebKn0L0Jbg4A65/YKd97QoHT491J3k7ToZql4xdjjCNEDJrFF66T0KSOXB7qktGxp4U3O1QT7pKRJq/9cKlw6flNwAo0BcJG82dI1d0vTFkg5MyVvg3T1F6Rp85yuDJMJH1cFXCa30MjmB5ziqsZAuioAjEa6Kmc0A4AJ6aoAAEfRGAAAJq46lES6KgCMRroq6apARIIBqe2s1Os1YjRSM5yuCFYhXRVA2LqapWMvSv2dRijbnl9IxddKC0qdrgzxyJZ01blz56qsrEz3339/VOuSrgpMLBiUPnpZ6r0QkVOyRqraLdXsk2ZcJmUXOFsfLq3xpHEi49CAlJIe+ry4S1ctKSlRd3d31OuSrgpMrLtZGvjE3S09x/ivr1eqPeBMTQhNx3kjW6mnRfrolfDmxl266m233aby8nJt2bJl3DmkqwLWmJo+X7cUf0NLbsz6OJHVW2fkLL3z+gfa1/gfIa2TaMmlTuwV7rzpmZdr3ez/otTkdJ3vOa736v/3mONIVyVdFQhLMCDt+rnU225cHk5kTcmQrr1HypsV2jqJllzqxF6RzKvaIzUclVZ+ScrMG3sM6aoAwuJJkpZ8Ssq4kIYw0CWlZkpFS0NvCnBOyfXStPnjNwUn8KkkIAEULJCuv086d9z4VrDVf86bzoicqxoDIXpA5FIzpHmrnK4CdiBEjxPXAMCEED0AgKNoDAAAE1cdSiJEDwBGI0SPED0AMCFED0DM+Iekswekliqpr0Nqr5OmFjtdFZxGYwAmqYBfOvBbqfO8pAv5B0f+IF22lo+9TnZRN4aLk1XXrVunf//3f9ejjz4adXGkqwL2afhI6mrUx01hOJX17CGp+BopiaeNtgv4jWTc9rPS9IXSjIVhzHVzuurFyaoHDhzQ4sWLoy5MIl0VsFNzpZGzNOzjVNY+qafdmZomm5YzUlOFcZ3X7AtvrqvTVS9OVl20aJEqKir0+OOPX3Ie6aqAs66dsVmXT12vkjUypbJ2eXv1k988rn7/xJ+CiYf7mZtrzEqZpluL/15ZqdN0pmOnDjb9esxxpKuSrgrERH+ntO/XI9/lMHwoqaDESGUNRTzcz9xe40CPMeeaL0oez9hjSFcFEBMZudLyz0hTZkhpU6RzJ6QZi6SrPu90ZZNLerbxM15TcAJvLwGTWMF8adp9xjHu5FTjB3BVYyBdFYg9j0dKy3K6ClwK6aqc0QwAJqSrAgAcRWMAAJi46lAS6aoAMBrpqqSrAnEhGDQiHYJBd33UMhGRrgrA1YJB6fQHUuNJaaBL6jgnzVspFa9wujJYxZLGcHGQXmtrq1atWqXVq1dHtS4heoD7VO8xorr9PuNyb5t0+n0pfYpxghzCM9gn+frDf+Xl6hA9aXSQ3qxZs+T1eqNelxA9wH3Ol400hZILH6339UvVYYbAQerrlPb9p9RUKZ18J7y5rg7Rk0YH6d122206dOiQvva1r407hxA9ID5tXPA9TUmbqZI1UuEyI3hvoEs6+G6t3qz9XkhrEKJnmJO9QjfM/mt5PElq6inXu/U/HHMcIXqE6AGutvdXF77cR9LSDVL5m8afZ1wuXXNXaGsQomcIDElHX5Q6GqQlt0tFS8YeR4geAFe7/Bbj/QTJeKUgSRl50uJbHSspbiWlSCvulmZePn5TcAKfSgIQlqlzpWs3SWc+lNpqpVlXSAtvkjJynK4MVqExAAjblOnS1V9wugrYxVWNgXRVABiNdFXOaAYAE9JVAQCOojEAAExcdSiJdFUAGI10VdJVgYTl6zciNbqapYHukfMhcGmkqwJISI0npYp3R06K2/srae4qaUGpo2VhDFE3houTVSWpoKBA69evj7o40lWBxOD3SafeG2kKJWukqt1S7X7jjN+MSfwJ9NoDUttZqb8rvJMEXZ2uenGyamVlpXw+X9SFSaSrAomirXakKUhS+oUHwMEeqeEjZ2pyg/azUuX7Ul+7dOL18Oa6Ol314mTVK6+8Uk1NTXr44YcvOY90VWDyKMq6UjfO/qoW3ZCi9Bwpv3gklfWFF3+v8vbXQlon0dJVp6Uv0M3Ff6e05Cw1dB/R+w3/NuY40lVJVwUSTmBI2vVzqa/DuDycypo+Rbruy1J6dmjrJFq6qiQ1HJdq9kqr/lxKyxx7DOmqABJOUorRDDLyJE+S8UohPUcqWRt6U0hUs6+Q8ueM3xScwKeSAMREwQJp7f1Sy2kp4JfWfEVKzXC6KozFVY2BED0gsSWnSoVLna4i/hCix4lrAGBCiB4AwFE0BgCAiasOJRGiBwCjEaJHiB4AmBCiBwCfMNAjndoh9bQZ5z/MOCNNv8zpqhIb7zEAcK3BXunAb6TzJ6Su80a20vFXpLOHnK4ssVnyiuHihNX58+frxRdf1JNPPhnVuqSrApNb1W6pt33k8nAq69lDUvE1xlnU8czvk478Qeo8L+XNlmZfGfpcV6erSqMTVlevXq1ly5ZFvS7pqsDk1tVkvjycyjo0IPn6Yl+P1VqqpLYa498Tbsqsq9NVpdEJq3feeafy8/O1aNGiceeQrgpgItcX/ZXm516vkjX6OJW1sUw6+l6TXq/+rgLyT7iGmx8L0pNzdGvx3ys7dbpOtb+tY63PjzmOdFXSVQFc0NsuHfit8TWgknEoqWafNPsqaentoa3h9scC/6B04g3pqs+NP4Z0VQC4IGuqdOVnpdxC41veGk9KxddKSz7ldGXWSU6TUtKcrsKMj6sCcLWpc43vbAgGJY/H6WomB1c1BtJVAYxnMjcF0lU5oxkATEhXBQA4isYAADBx1aEk0lUBYDTSVUlXBWARX79xVnHAL8Xzc0nSVQEgSoEh6aNXpI5zkq9X2vWUNPdaad5KpyuLD1E3hosD9Hw+n3w+n+67776oiyNED0AkTrwhNZ2SFBwJ3jvzoTRlujRtntPVmfW2S32dUjAQXiigq0P0Lg7Q6+/vV09PT9SFSYToAQhfwC956yVdCPv5OHivX6re41hZYxqO/Girlk68Ht5cV4foXRygd/nll6uzs1MPPfTQJecRogfADimedN254AllpU5TyRqpcJnkrTO+5Gff9kq9c3ZbSOvE4rFgVvbVunH23yjJk6zG3nLtqPvhmOMI0SNED0CUdv+H1N1s/HnpBqn8TePP86+TLr85tDVi8VgQDBivFFqrjUyo8Q5zEaIHAFG6fL2UPsX480CXJI80ZYbxfoObeJKkKz4jzVjorvc++FQSgIRTME9avdl409nbIC1aZ3wqKTnV6criA40BQELKzJOWf9rpKuKTqxoD6aoAMBrpqpzRDAAmpKsCABzlqlcMhOgBwGiE6BGiBwAmhOgBgIN6WqW6w8bHXHu9Ula+0xXFHo0BAC44/b5Ud0Ty9RmX9z8tzVstLSh1tq5YszxdNTU1Vc3NzXrwwQejLo50VQCx0t8p1R8baQrDqaxnD0qzr5TSMq3fMxiUKncakRjdrdKUgtDnxlW6alFRkSorK6MuTCJdFUDsnC+XBj8RDD2cyjrQJbWctmfPthqpdr/RlE6+Hd7cuEpX/exnP6vDhw/rgQceuOQ80lUBuMllueu0svAvtHBtstJzpPxiI5W1r9OvX//+p6rvORzSOuE8FuSlzdEtxf9VGSk5Ott1QLvO/XTMcaSrkq4KwAFDg9Lup4xn79JIKmtmvrT2fikpxAPv4T4WtFYb722s+rPxs5xIVwUAB6SkGQ/omfnGA/Rgj5Q11Ug/DbUpRKJggZQz010Bf3wqCQAuKFggrX1A6jwnKcl4Azqcr9tMFK5qDIToAXBaUrLx/oKbEKLHGc0AYEKIHgDAUTQGAICJqw4lka4KAKORrkq6KgCYkK4KAHGmo1GqfFca7DV+ps2TCpc6XVXkLAvR83q9Wrx4sTIyMuT1eieMxACARNDVIh19XhroHvm78rekIZ8056qJ5weDxo+bRN0Ydu3apW9+85vy+Xz67W9/q2AwqFyLPktLuioAtzv9nrkpfJzKemDixjA0IB38nfEdENnTpPlhxHu7Ol01EAjoxz/+sX7wgx+osLBQktTR0RF1YRLpqgDcb6DHfHk4lXVocOJXAq3VUud5ye+TmsNMcHV1umqkSFcFkAhumv1/afaUq1WyRh+nsjaWSYd21OuNmicuOTc1KUu3FP+dclKLdKLtZZ1sf33McaSrkq4KII50NUuHnxs5nFSyRjp7WFq0Tiq+ZuL5waBU9rq0/M7xx5CuCgBxJGeGdNXnpfw5UtY0qaVKWnJbaE1Bkjwe9wX18XFVAIhS/hxp9Wanq7COqxoD6aoAMBrpqpzRDAAmpKsCABxFYwAAmNAYAAAmNAYAcFBPm3H2tN/ndCUjXPXmMwBMFoM90uE/SH1eydcv7X5KmnutNG+105VZ2Bh27NihgwcPSpLy8/NJVwWASzj6otR5zvjzcPBe1R4pr1jKK3K2NssOJe3bt0/f+MY3FAgELEtXBYBENNAj9XpHLg8H7/n6pJq9ztT0SZZlJf3whz9UUlKSOjs7VVxcrC1btlxy/FghelYiRA+AW2WnTtdtc/+blt+U+3HwnrdOGuiSPnz7uHbW/29L94vrED0rEaIHwK2CQeM9hZ5W4/LSDVL5m5InWVr+aWnWcmv3I0QPAFzO45EWrx85hDTQJSWnStPmSkUu+EpQPpUEAA4oWCBdd6909qB0vtxIaC0oMZqG02gMAOCQ9Gzjext8fdL0y5yuZgSHkgAAJjQGAIAJjQEAYEJjAACY0BgAACY0BgCACY0BAGBi2XkMtbW1evnll9XW1qbZs2eTrgoAccqyVwyVlZXKyMiQ3+8nXRUA4phlrxj279+vmTNnKiUlRR0dHROOtztdddm0jfrRs6+4fh4ArJp5r370rH3pzGOlq14qRC9h01UBIF7Ync5MuioAICo0BgCACY0BAGBCYwAAmNAYAAAmNAYAgAmNAQBgQmMAAJjQGAAAJraE6C1ZskSbNm2yamkAQAzZEqIHAIhflofoFRQUqLy8fMLxdofoAUC8IEQPAGBCiB4AwNVoDAAAExoDAMCExgAAMKExAABMaAwAABMaAwDAhMYAADChMQAATGgMAAATy9NVm5qatHjxYm3evNmqpQEAMWR5uqokElYBII5Znq6ampqqwsLCCceTrgoABtJVAQAmpKsCAFyNxgAAMKExAABMaAwAABMaAwDAhMYAADChMQAATGgMAAATGgMAwITGAAAwsSVddf78+br//vutWhoAEEOWp6t6PB51d3dbtSwAIMYsT1dNSUlRVlbWhONJVwUAA+mqAAAT0lUBAK5GYwAAmNAYAAAmNAYAgAmNAQBgQmMAAJjQGAAAJjQGAIAJjQEAYGJLiF5qaqoeffRRq5YGAMSQLSF6ixcvtmpZAECM2RKid+LEiQnHE6IHAAZC9AAAJoToAQBcjcYAADChMQAATGgMAAATGgMAwITGAAAwoTEAAExoDAAAExoDAMCExgAAMLE8XXVwcFA33nijVq9ebdXSAIAYsjxdtaOjQ16v16plAQAxZku66smTJ3X77bdfcjzpqgBgIF0VAGBCuioAwNVoDAAAExoDAMCExgAAMKExAABMaAwAABMaAwDAhMYAADChMQAATGgMAAATy9NVm5qadPPNN2v9+vVWLQ0AiCHL01U9Ho98Pp9VywIAYsyWdNXq6uoJx5OuCgAG0lUBACakqwIAXI3GAAAwoTEAAExoDAAAExoDAMCExgAAMKExAABMaAwAABMaAwDAxJYQPb/fryeffNKqpQEAMWR5iJ4kLVu2zKplAQAxZnmInsfjUWlp6YTjCdEDAAMhegAAE0L0AACuRmMAAJjQGAAAJjQGAIAJjQEAYEJjAACY0BgAACY0BgCACY0BAGBCYwAAmFiertrW1qa5c+fqvvvus2ppAEAMWZ6uOjQ0pJ6eHquWBQDEmOXpqpKUkjLxsqSrAoCBdFUAgAnpqgAAV6MxAABMaAwAABMaAwDAhMYAADChMQAATGgMAAATGgMAwITGAAAwsTxEb3BwUNnZ2XrwwQetWhoAEEOWNYbhEL2mpiadO3fOqmUBADFm2aGk/fv3y+PxKCUlRUuWLLFqWQBAjDkWoke6KgAYVs28VweaYpuu+rOf/Wzc8aSrAoDDSFcFALgajQEAYEJjAACY0BgAACY0BgCACY0BAGBCYwAAmNAYAAAmNAYAgEnUIXrDqaptbW1asmSJNm3apOeff15er1cPPPCAFTUCAGIo6lcMw6mqfr//478LBoPKzc2NdmkAgAOifsWwf/9+zZw5UwUFBSovL//47zs6Oi45jxA9ADCsmnmvfvRsbEP0LpWVRIgeADiMED0AgKvRGAAAJjQGAIAJjQEAYEJjAACY0BgAACY0BgCACY0BAGBCYwAAmNAYAAAmtqSr7tq1S/X19dq0aZMVNQIAYsiWdNW1a9dGuywAwCG2pKuWlZWZklbHQroqABhIVwUAmJCuCgBwNRoDAMCExgAAMKExAABMaAwAABMaAwDAhMYAADChMQAATGgMAAATW0L0du7cqbq6Om3evNmKGgEAMWRLiN6aNWtMlwEA8cOWEL0f/OAHKi0tveQ8QvQAwECIHgDAhBA9AICr0RgAACY0BgCACY0BAGBCYwAAmNAYAAAmNAYAgAmNAQBgQmMAAJjQGAAAJrakq+7Zs0dlZWW6//77LSgRABBLtqSrlpSUqLu7O9qlAQAOsCVdtbKyUllZWZecR7oqABhIVwUAmJCuCgBwNRoDAMCExgAAMKExAABMaAwAABMaAwDAhMYAADChMQAATGgMAAATGgMAwCTqxlBbW6uf/OQn+v73v69nn31WkpHL8c///M9RFwcAiD1b0lUPHDigxYsXR7s0AMABtqSrdnZ2qqKi4pLzSFcFAAPpqgAAE9JVAQCuRmMAAJjQGAAAJjQGAIAJjQEAYEJjAACY0BgAACY0BgCACY0BAGASdSRGbW2tXn75ZbW1tWnJkiXatGmTfvrTn2rVqlVavXq1FTUCAGLIlhC9WbNmyev1Rrs0AMABtoToTZ8+XYcOHdLtt98+7jxC9ADAQIgeAMCEED0AgKvRGAAAJjQGAIAJjQEAYEJjAACY0BgAACY0BgCACY0BAGBCYwAAmNAYAAAmtqSrPvvssyooKND69eutqBEAEEO2pKtWVlbK5/NFuzQAwAG2pKsuXbpU1dXVl5xHuioAGEhXBQCYkK4KAHA1GgMAwITGAAAwoTEAAExoDAAAExoDAMCExgAAMKExAABMaAwAABMaAwDAxJZ01X379unFF1/Uk08+aUWNAIAYiroxjJWuunr1alVWVka7NADAAbakqx44cEClpaWXnEe6KgAYSFcFAJiQrgoAcDUaAwDAhMYAADChMQAATGgMAAATGgMAwITGAAAwoTEAAExoDAAAE1tC9J5++mn5fD7dd999VtQIAIghW0L0+vv71d/fH+3SAAAH2BKil5WVpaGhoUvOI0QPAAzLpm3Uj559xbb1BwcHJUlPPfWUBgcHVVxcTIgeACB0vPkMADChMQAATGgMAAATGgMAwITGAAAwoTEAAExoDAAAExoDAMCExgAAMKExAABMaAwAABMaAwDAhMYAADChMQAATGgMAAATGgMAwITGAAAwoTEAAExoDAAAExoDAMAkxekCrDAQ8OtgZ+eE41bm5io9KTkGFQFA/EqIxnCws1O37Ns94bgdpWu0Nn9qDCoCgPjFoSQAgIlljWHbtm2SpK1bt+rnP/+5VcvK75OCQcuWs0UsawwMhb9XMGjUGCv+CGoE4B6WHUrKy8vTCy+8oNTUVOXm5l5ybOdF7weMN778bam5UsrKl67dJIX69kBg+w4pI0OeWUXyLJgf2qQIffSS1F4n5RRK13xR8njs2+vsQalmv5SSLq24R8qYMvGcYFA6/Hupu1maNk+6YqN99UnS6Q+kho+k9CnSyj+VUtLs3Q+A9TzBoDXP7Xbu3KlnnnlG69evl9fr1ZYtW8Yd++GHH+qpp55SY2OjJKmwsHDMG6+AGwAAIABJREFUcXfMf1z56cXyB3x6o+af1OU7P+a4poJpeuW2Wz6+HOzulv/ffqKUf/wH07iN7+zQzNa2cP9pl7Rxwfc1JW2GfP4+vVT13+QL9Fm6/ifdPOfrKsq+QpK07/wvVdW5c8I56clTdMf87yozJU9dg416tfo7ttUnSbfN/UdNz1yoYDCod+v+l5r7Ttm6H4DwzZs3T4899ti4/9+yxhCODz/80HT5hhtuGHPcye1Sc4XxrPfGh8Z/xbDL22568znwymvSZSWSpKSlSz7+ezvefD7+itR21nilcONDNr9iOCzV7JOGBqQbtkhpWRPPCQalI3+Q2mqkoqXS8jvtq0+SzuySGo4Zh5NuelBK5hUDEHdc/amkJeuly2+WTr4d+mEkSUraaPOj3ydcsVEK+I0a7WwKkjR3hTTnaqn8zdCagmTUtOJu6cTr0vJP21ufJF22VlpwnVT+Fk0BiFeu/1RSPJx2EMsak5Iia0B2N61PSkqO7X4ArOX6xgAAiC1XH0oK1crcXO0oXRPSOADApSVEY0hPSuaMZgCwCIeSAAAmNAYAgElCHEoiXRUArJMQjYF0VQCwDoeSAAAmljaG4YTVJ554Qs8++2zU6w32GaFsg73hzQts36HArj0KVtdEXcNE+jqNGn0Dtm8Vc+dPGMF9wYD9e3U0SGc+lHz99u812Gv8zjob7d8LiEeWNobhhNW77rrLkvWOviBV7TJyfgbDyKbzlK5S4L33ZHeyajAoHXn+Qo3VRjRGoqg7Kp1408irqpw4qy8qAz3S0ReNxnD0BXv3kqQjF25XR/8Ym0YExBtLQ/SGE1a/+tWv6rnnnhs3vS/UdNXb531b0zLmaygwqNeqH1fv0NjJqBenq44XomdHuuqd859UbnqRfP4+/fHMP8gfHLR0/bGsmnmvDjT9ytY5V0z7vJYXfFYeT5KqOnZpX2N437ERzn7ZqTN0+9xvKT1lilr7qvT22f8R1l7h2jDvMU3NmCdfoF+vVT+uviGvrfsBbhPX6aptNdLZQ8Yzyuv+cvz1Lk5XHY8dbz6fPyk1lhnPPFf/uaVLj6vsDWnZHfbOCQwZ34fRVitdf6+UmmnvftV7jfTYKzdKU4vD2ytcrTVSXQi3K2CycvWbz9PmG19+kzPD6UrGV7TEqDF7mtOVWCspxUhjLZgfflOIxILrpOkL7G8KkvFvcvvtCnCSqxsDACD2aAwAAJOEOMGNdFUAsE5CNAbSVQHAOhxKAgCYJMQrBkL0AMA6CdEYCNEDAOtwKAkAYEJjAACY2Jau+vTTT0e93rkT0oHfSN6G8ObFMl01ljoapAO/NWIq7A7sGxqQDj8vtZyR+lwaJdTfLR16Vjr0XPgJvOEKBqQTr124/hPrZgWMYku66saNG+X3R//IVbNPaq+Tetuk3jAenGKVrhprpz+U2s8aD9Tny+zd68xuqeW0NNAtVb5v716ROvO+1FottVYZMdp2aq2WGo4b1/+ZXfbuBTjNlnTVWbNmqbS0VBs2bBhzXKjpqutm/61mTblKg/4evVT1LQ0Fxs5IdjJddVgkiafhWjljs0ry1ikov96p3SrvYF3Ic8Otb3b2tSot/LJSkjN1vOWPKm9/NaxaY5EAuzDvVl09/W55PMk62PRrVXd+OPGkCPfLSinQ+rn/oKyUfFV37ta+xqfC2gtwk7hOV/X7pJYqqalCuupz46/nZLrqsEgST8MVDEqtZ4xnrld/Iby5kdTXed54Jn7tPeHNi3S/SOZ466TqfdKKu8ObF8l+vV6p/E3j+vDw7hwSmKtv3smpUuFiKSXN6UrcweORpi+UUjNis19ukZSRE5u9IpVfLKVnx2avrHwpM4+mgMTHTRwAYJIQJ7gRogcA1kmIxkCIHgBYh0NJAAATGgMAwCQhDiVFgkRWABjbpG0MJLICwNg4lAQAMLElRG/r1q166qmnrFw6LH6f1D/xUaJREjV8L+CXhgaNM6cRewM9km/sNJdxBQNGJlYgEN68oQEj3wqIhi0heuvXr1d3tzO3zsFeae+vpD2/kCq2hzc3EcP3ggHp4O+MWJEjf3C6msnn7CFpz39Ie38pdTaGPu/w89KeX0qHfhd6Q+9uNebs+YVUvTeyegHJphC9zZs3q7y8XFu2bBlzXKghesPCCTsrzFquW4r/TpLU3HtK2+t+MOa4i4P3pLHD90IN3otFiF4ke6UnT9Ed87+rzJQ8dQ026tXq79i2V7TzYrlXpPPCnXPDrL9Wcc5KSdKJ1pf1UesLIczyaGPJ9zUldboG/X166cwjGgoOTDhr8dTbtWLGlyRJDd1H9X7Dv4ZcJyaXuA7RGxZO2Jl/SDryvBEAt+hmqfiascdZHbwXixC9SPYKBo3vEWiulGZfJS2+1b69op0Xy70inRfunP+/vTsPjvK+8zz+0X2BEEiIQ4CQERJgsLlkZBMf2CbxeJNM1iaTId7BwNie2vIfTGap2Slcy2yciaviTNWkambXNVObjceTSZwM3kzGceIjNj5iC8yhGBskQFhCiEMCROtCR6u794+fhfwDgbrVz9NPH+9XFSWa6t/v+Rqj/qiffvrTF09Kx982p3fWPCrlTgpv3dG3zOc+hELSHWP/fHUN/4D5t997UVryJal0YfhzAp+XdC8+Z2RKK78uzai+fiikkrQ06eY/MH8fkYYColdcLtU+ah6kww0FSaq+V7p9izR1TvhrsnKl1RtN8SShgGgkXTAAAKJDMAAALCn7BjcaWQFgbCkbDDSyAsDYOJUEALAQDAAAS8qeSqJdFQDGlrLBQLsqAIyNU0kAAItjwfD5ZtVnnnnGqW0n5OwR6VKbKdSLRLK2qyaCjibz/6y/y+tJnBXwS8felnrOx2+7rX9AanxTOn0osnWdJ6Ujr0u9F9yZC95xLBhGmlUDgYCqqqqc2jZiPe3S0Tely53SJ7+ObG0ytqsmgoEeqfGNz/6fveL1NM46+qbUul/qPiud+djracZ25FWprd4EWGeYPxMND5lQOHMo+f6fwcESvZFm1bVr1+rYsWPauXPnde/rZrvq1Jxy3T3nL5Sdkaf2viN65/QPxrxfqrSrRrMmVuvyM6fp/nk7lJtZqAv9J/TWqe/F3YwTXVMzY7MqptyhUCiogx0v6kTX23E349rZT6ps0q0KBIf1/pn/pXOXD4+7Jis9T18s/x8qyCqRb+CUXm/9TkQzwlsp164qSa310qmDpkwv7zpvXE6VdtVo1sRy3ZnDUnOddOvXpEkl7h4rmnWRrhkelI6/a54x3PYnptQw3mYc7JNOvGdaWW97JPx1Hcel4+9ISx+UpsyObEbEt6R88XneCmna3OuHAuLP7JulafMiD4V4l5kjLV4vFc6MPBRiJadAWvKANHl6ZOtKF5r/Z4RC8knKYAAATFzKvo+BEj0AGFvKBgMlegAwNk4lAQAsBAMAwJKyp5Io0QOAsaVsMFCiBwBj41QSAMBCMAAALI4Gw+cbVvfv3+/k1mELBqSP/t28Xf9cQ4RraVdNKH2d0r6fSOebkq+Vtek9ae8Lku+M+8c6f0La+2PpQrNpg3XTQK+0/0Xpw3+VejrcPRYmztFgGGlYHRwclM/nc3LrsF1qNQ8U/n7p1O8jW0u7amJp2St1nTH16s17vZ7GOaGQ+aGmp0Pq95kmUzedOij1nJMGe6T2o+4e6+ReyddmuqNakuj/WbJxtERvpGF148aNqq+v15NPPjnm/dxsV83NKNQ9c7erIGu6mrve08GOn4x5P9pV429dpGvmTV6j5dP/SJnpOfrw3A/V1lsfdzNOdN3dZd9SSV6lhgKX9XLzX0oK/9s00mPdUvKQFky5WyFJb5z8jvqGw/+AhUiPNSN/iWpmblZ2ep4+6vg3neh+N+y1cE5Ktqv6+82aZV+9fnEZ7arxt24ia/p9UtPvpGVfjmzdRI8Xq7+P4LBpO22rNwV3bh5LMh+20/KhaUp1+1gDPdLxt6VlX4lsHWInKV98zsozv+K1zRLOySuSMrO9nsJ56ZlS4QwpLUbfoZNKpIwYXbyeO9m0ziJ+JWUwAAAmLmXf4Ea7KgCMLWWDgXZVABgbp5IAABaCAQBgSdlTSbFGmyuAREEwxAhtrgASBaeSAAAWx4JhpEDv2Wef1e7du53aNqZ6OmJXxpashX2hkCl+Cwx7PUlqGug23VHJZuTfVaT/bUP9ku+0FAq6M1eyciwYRgr0gsGg/H6XKxpd0LLXtD7u+1epMwaP1cla2HfkVenAi6bIcLDP62lSS9e5z9pmT5h21mRy+DeffX/+JPxw8A+YNftflD5+xd35ko1jXUkjBXr33XefOjo69MQTT1z3vm6W6E10ze2z/kxzJ6+SJB25+Gt9cvHfHT3e1aV9YxX2SeGV9sVz+du6uX+p6XmVCoWC2n3qb3VhoCnuZoxmXTzPuLDoXq0o/WNJ0pneQ/rdmX9wfcZY/X3cO/e/qyRvgYKhgN469aw6B5rHXTMlu0z3zv0rZWXkqHOgRb9tfSbiOZNVSpboTWRNd4d09LfmqXjtZikr19njOVnaF8/lb+eOSq37TZHhHVsj6/pJ1qK/WK0LDEmHfmUqtJd9VZo6x/0ZY/bvqkFqPfjZv6s/Da8HLRSSGl6Tzn8qLbxLmr008jlTFS8+f6awVKr5plRyU+ShgFEzq6XbHpGmzYtdARyMjGxpxUPS9MrIQyHezVz8uX9XYZZjpqWZZtrSSkIhUnzrAgAsBAMAwMIb3GKENlcAiYJgiBHaXAEkCk4lAQAsBAMAwMKppBihXRVAoiAYYoR2VQCJglNJAACLo8Ew0rD6ve99Tzt37nRya9f5B6Qjv5G6zsamiTFZ21UTQdcZ6dDLUt+NK6kwjnMNpnCy85T7x+q9KH38K6n3vPvHCvilhjekxjelYIq2BDsaDCMNq1/84he1ePFiJ7d23dG3pDOHzT+8kwfcP16ytqsmgsbfSh1Hpe5z0mCv19MkJv+AdPxdU1N/9E33j9fwutTeKHW3Sz0uh8Pxd6TTH0lt9dKJD8a/fzJytERvpGH10UcfVVFRkSorK8e8Xzy2q66c/k0tKLpLIQW1v/1f1dL9vqPHS5V21WjWxbqp0x/o1yvNT2koGH468PdoZKblaH35/9Dk7FJdGjipN1q/6+qMd5Vt08yCmzUcHNJrJ7+tPn/46RDpsZYVf03V074kSfrkwr+r8dJrYa9NFLSrhikYkJr3mKfGqzeGX9QV7vFSpV01mnWxOlZ/t3Ryn/lpd8VD7h7Li3WxOpbvtHTkdenWr0kFEV4vEemxhi6b78++i9LKr7t7rFBQavnQfKZIzSORPxYkA158/kx6hrRgrTSpJDX/IaSSvEJp0X1S7iSvJ0lsRWXS1LLIQ2EisvOl6nulvCnuHystXaqolSaXpu5jAcEAALDwPoYYoUQPQKIgGGKEEj0AiYJTSQAAC8EAALBwKilGKNEDkCgIhhihRA9AouBUEgDAQjAAACyOBcNIs+q3v/1tvfDCC05tGzMXmqW6H0kdx01lgttoV00sgSFp/89Mkdupeq+nSVx9l6S9L0jtR91vZQ0GpPqXpHON0qfjn8W9ouuMtOd5qf2Y1HvBtfHimmPBMNKsWlhYqL6+Pqe2jZkzh0wPi78/Nt/4tKsmls5WyXdKGh4y4YCJOXVA6umQhgel079391h9F033WWBIOn88/HWn6k0gDA9Ipw66N188c6xEb6RZ9Qtf+IK6u7v1+OOPX/e+8diuOr9wrW4u/oqy0nO1u+1v1TXY5ujxaFeNr2NFui47vUD3zP0LTcoq1bFLv9UnF38ZdzMmwrGm5VRozaw/VW5Gofa3/4tO9e5z7XgZadm6Z85/05ScMjV3f6D6jp+Eta6sYLmWl35D2en5+t2Z/63z/UcjmjER0K4aAf+AdOxt6eYHIlsXzvFoV42vY01kXXDYtIkufdD9Y0WzLt6PNTxkPsPh5j+IbN1EjhcMSEdelW5+MLJCvOFB8xktE5kxGfDi8+dk5Urp/I3gOtIzpQwu8I5aZrZpM46F9AwpIyvyltTMnNjNGI94GAQAWPj5J0ZoVwWQKAiGGKFdFUCi4FQSAMBCMAAALAQDAMAS168xBPzSZZ8UGPZ6EgBIHXEbDJ9+IJ09LPkHpVBA+uiX0rL/ZK4lBwC4x9GH2ffff1/79+/XnDlz1N3drS1btkxon47j0skDUmDQ3K6olZr3Sg1vpO47EQEgVhx9jaGurk7btm1TWlqaCqO4Hr/1c6EgSTmTJYUkX5sU+wIPAEgtjnYlPfvss8rLy1NZWZl8Pp+2bt065v3GK9G7b+5fqTjvJlXUmlAomiO1N0ifvHdRv25+SiEFx50lngvZohXvxWoTXceMzqxL1mNNdF0ifE/HWkKW6B3dbep5RyxaLzW+IRXOkm57JLxjxHshWzTivVhtouuY0Zl1yXqsia5LhO/peBOXl6suuEOaNF1K+2y6wR4pt1Cqvs/buQAgFcTlNT6ZOVLNN6XTh6SLLVJHk1TziJRT4PVkAJD84vIZg2SqcuetklY8LBXNJhQAIFbiNhgAAN4gGAAAFoIBAGAhGAAAFoIBAGBJumAY7JOOvyt1njSdS1RoAEBk4vJ9DBPV2Sod/o15Q5wkHf61ebf0ig1SetJFIAC4w5V21d7eXlVXV2vDhg1Obn9DoZB09K3RUKiolZr3mOK9s59IZbfEbBQASGiOBkNdXZ22b98uSdq1a5eTW49rsFfy94/ezplsvoaC0rlGggEAwuVKu+rKlSu1e/fu67b3jdeuerVwWg6z0/O1vnynlt457Uojq6/NPIN47416fXD2ubD+GxKhiTERGiaZ0bt1yXqsia5LhO/pWEvIdtWrhdtyePDn5nUGabSRNStXuvUhU6sRjkRoYkyEhklm9G5dsh5rousS4Xs63iTVS7JLvyIVlUlZ+eaZQt4UqXxN+KEAAEiyq5Ky86TVG6XLPunYbql2synjAwCEL6meMYzILzJtrIQCAEQuKYMBADBxBAMAwEIwAAAsBAMAwEIwAAAsSXW56kQNXTZvhuu9KA31SWkZUtU9UnqG15MBQOy5UqLn8/lUVVWljRs3Orm9K4IB6cDPpb4Lo3/W9ntpoEta/pB3cwGAVxw9lVRXV6dt27Zpx44dCgQCTm7tmnONUv+l0dsVtZJCUvc580Y5AEg1rpTo9fT0qKamRuvXrx/zfm6U6E10zYrpG7Vw6jpV1Moq3+vvDupfXvoHnbv8iaPHc0IiFIkxo3frkvVYE11Hid61UqpEbyJrzjVIh1+VQp89wRkp38sukGq+afqWnDyeExKhSIwZvVuXrMea6DpK9CKX8lcllVZLk4pHbw/2SGnp0pTZ4YcCACSTlA+G9HRp5R9JM5dIBSXSqd9L5TXSsq94PRkAeIPLVWU+s2Hpg+b3Da9LlXd6Ow8AeCnlnzEAAGwEAwDAQjAAACwEAwDAQjAAACxclRSlgR7TszQ85PUkAOAMgmGCQkHpk1ekS23SUL95P8Tv/590yx/SygogsbnSrjowMKAZM2Zo8+bNTm4fV5r3SB3HTUBIUvltUvNe6dhuadH93s4GANFwpV11y5Yt6u3tdXLruNPRNBoKkingU0i6dMqzkQDAEa60q65atUqNjY3aunXrmPeLp3bVia77YvlOFeXMsVpZ2xukj945q1dP/nXEx3VjxmjXxHodMzqzLlmPNdF1tKtei3bVCIW77vBvpLOHR2+PtLJOr5Ru/Vrkx41EPP59OLGOGZ1Zl6zHmug62lUjx+WqE1S1TppcKqV/9irNYK9UUGwCAgASGVclTVBWrlTziNR+1FyZlDtZWvMno0EBAImKh7EopGdIs5aYXwCQLDiVBACwEAwAAAvBAACwEAwAAAvBAACwcFVSgggGpDOfSO3HpH6f1N0uFd74DeMAMCEEQwIIBqWD/yZ1nRntZ6p/SVpwhzRnubezAUg+rrSrzpw5UydOnNCOHTuc3D5ltTdKXWdHQ6Gi1rS7ntwvzV5GzTcAZ7nSrjp58mRVVVU5uXVKaz8qhQKjt3Mmm6/+fqnvojczAUherrSrFhcXq6mpSTt37hzzfsnQrhpLK6Zv1MKp66wmV1+b1Ovr13M/+2v1D/vG3YMWTGfWMaN3x5roumR6LHAK7aoRisdGxf4uaf9PTVGfNNrkOnWutOob4e1BC6Yz65jRu2NNdF0yPRbECperJoC8KSYM8qdJ2fnS8KA0rdx8jCgAOI2rkhLE9AVSyU3SQLeUkS3Nv83riQAkK4IhgaSlmWcPAOAmTiUBACwEAwDAQjAAACwEAwDAQjCkiNi/WwVAouKqpCTXsk86+7E00CN1n5XKb+MzqgHcmCslerm5uVq1apVWr17t5PaIUOtBqWWPeUOcJPVekI7tlrJyzXsiAGAsrpTozZo1Sz7f+P09cNfpQ6OhUFFrvvr7pZa93s0EIP65UqK3atUq1dfX68knnxzzfpToxcYfzP+OJmfPUEWtNGOxKd4b7JEOvt2qN1r/Jqw9krnsjBkT61gTXcdjwbUo0YtQMhVnffhjqfuc+f1I8Z4klVRIyx8Ob49kLjtjxsQ61kTX8VgQOa5KSmIL7pKyC8zvB3vM15zJ0sJ7PBsJQAIgGJJY8Txp+UNScYV0sUUqXWhquguKvZ4MQDzjctUkVzhDWhHmaSMAkHjGAAC4CsEAALAQDAAAC8EAALAQDAAAC1clwVH9PnNpbH+3FApKafzoASQcggGOCIWkhtekC59KQ5clpUl7/tlcKptb6PV0ACLhSrvqzJkzVVpaqnXr1jm5PeJYxzGp/agU8JvbFWuk5j3Sx7+Sar7p7WwAIuNKu2pzc7P8fr+TWyPOnT40GgqSqd6QpIFu0+gKIHG40q5aVlamCxcu6IknnhjzfrSrJo5w/z7uKvtzzSxYoopaEwpFc6T2Bunwe516/eR3NBTsc+xYXq5jRu+ONdF1PBZci3bVCKVyo+JYwv37ONsgNb4mBYbN7ZE21ymzpJpHnD2Wl+uY0btjTXQdjwWR45oROGLmIqmkUsrKM7eHeqX8qdKSB72dC0DkuCoJjkhLk5Z9Weq7KJ0/IeVNkWo3S+kZXk8GIFIEAxxVUEytN5DoOJUEALAQDAAAC8EAALAQDAAAC8EAALBwVRKuEQpJZ49IZw5Jly9JeVOleSu59BRIFQQDrtHwuqmzGHkX84n3pM4WacUG834FAMnNlXbVgYEB9fX16emnn3Zye8TAQI90sXk0FCpqTUtq9znp0ilp2jxv5wPgPkeDoa6uTtu3b1coFNKLL77o5NaIke5z0mDv6O2RltThQfNZCwQDkPxcaVdds2aNpk2bpsrKyjHvR7tq/CrKmae75/y5Fq2ddKUl1dcm9XcHtOuXP1Zz9/uuHZumTmfWJeuxJrqOx4Jr0a4aoVRuVJTMC8/7fiJ1nzW3R04l5U+V1jwqZbj4qhRNnc6sS9ZjTXQdjwWR43JVWNLSpBUPScUV5iM5zxyWppRJyx92NxQAxA++1XGNrDzzWc3BgKSQlM6/EiCl8C2P6+J9C0Bq4lQSAMBCMAAALAQDAMBCMAAALAQD4kLAb37F/l01AK7GVUnwVDAoNb4udbZKQ5el7h9J5aulslu8ngxIXa6U6JWUlCgQCGjTpk1Obo8kdPS30tkGKRQwty93Sk3vmXdaT53r7WxAqnL0VFJdXZ22bdumoaEh9fX1Obk1klAoKHWeHA2Filrz1d8vNe/1bi4g1blSoldaWqru7m49/vjjY96PEj1IUkZath6Y/20VZBWrolaasdgU9g32SPt2n9Bbp74X1j7JXMgW7zPy95GYKNGLUCoXZ3lhzz9LvefN7xetlxrfML+fu0Kqvi+8PZK5kC3eZ+TvIzlxVRI8VXmXlF1gfj/YY74WFEs33fhnBQAu4qokeKqkQlr1R9KnddKlNqn8NqlijZSZ4/VkQOoiGOC5gmJp2Ze9ngLACE4lAQAsBAMAwEIwAAAsBAMAwEIwAAAsXJWElBIKmRqOi81SX6cUHOYzrYGr8S2BlBEclg7ukno6pMCQ+bM9L0grN0i5hd7OBsQTV9pV58+fr/Pnz+uxxx5zcnsgKs17Jd9pSZ+VwFTUSs17pMOvmjfZATBcaVedOXOmmpqanNwaiNrFZl0JBUnKmWy+9vv4gCDg81xpV73jjjt06NAhbdmyZcz70a4KJ4X7/+zeuX+pkrxKVdSaUCiaI7U3SB+/e16/bnnK0WN5uS5ZjzXRdTwWXIt21QilcqNiogr3/9mp30vH3zavNUijba7TF0q3/qGzx/JyXbIea6LreCyIHJerImXMuVUqrZKyJ5nb/n5pSpl08wPezgXEG65KQspIS5OWPigNdEvd7VLelNFPjQMwimBAyskt5PJU4EY4lQQAsBAMAAALwQAAsBAMAAALwQAAsHBVEhJScFhq+p3U2SoN9kiZudKCtVJ6hteTAYmPYEDCCYWk+pekS2260n10cr/U2yGt2ODpaEBSiDoYRhpVe3t7VV1drYyMDPl8vuv2JAHR6jptqrOvbkntbje/Cm9cvQVgHFEHQ11dnbZv3y5J2rVrl0KhkAoLefcQ3OM7LQ0Pjt4eaUn190tdZwgGIFpRl+iNNKquXLlSu3fv1pIlS+Tz+bR169brrqFdFdGYkbdEd8z+M1WtzbvSkuprk/q6hvT8rr/TxYETrh2bNlHvjjXRdTwWXIt21QilcqNiogiFpA9/LPWYnyuunEoqnCXVfNN0IrmFNlHvjjXRdTwWRI7LVZFw0tKklV83Tan5U6X2o9KMReYjOt0MBSBVcFUSElJWrnTLV72eAkhOPGMAAFgIBgCAhWAAAFgIBgCAhWAAAFgIBiBMAz3SUL8UDHg9CeAuLlcFxuEfkA79UurrNLUbdT+SyldLc5Z7PRngDkeC4eoivbKyMp0+fVobNlB1icT38cvSpVPm9yPvsj7xgXmnNb1MSEaOnEqqq6vTtm0iWKwtAAAUKElEQVTb9NRTT0mSbr/9die2BTw31C/1XRy9faWw77LUstebmQC3OdKVdHWR3sMPP6yXXnrpuiVNlOghUeRnFuu+eX+lJV+YYhX2DfZIdW8e0bunfxDWPslaGkeJXmKiRC9CqVychWuFQtKe50efNSxaLzW+IaWlS9X3SXNuDW+fZC2No0QvOXFVEnADaWnSwruknEnm9mCPlJYhTZktzV7q7WyAW7gqCRhHyQJpdYl0cp/Uc15a8oA0o1pK58cqJCmCAQhD3hRp0f1eTwHEBj/zAAAsBAMAwEIwAAAsBAMAwEIwAAAsXJUEuCQUki61Sac/kno6TAlfwTSvpwLGRzAALjn8G+n8CSkwaG4feFGquF2au8LbuYDxuNKuOmPGDLW1tWnjxo1ObA8knK6z0oXPhcJIK+vJfdLsm6WMbG/nA27ElXbV2tpaBQJ8mglS19nD0vDg6O2RVtbBXsl31puZgHC50q6anp6umpoarV+/fsz7066KZLdk2pe1tOSrqqiV1cra1zWk//tv39elwZNh7RPv//ZpV01MtKtGKJUbFeGcwT7pw38xzxCk0VbWSSXSmkdNOV844v3fPu2qyYnLVQEX5BRI1fdLeVOlzGzzkaCTSqVb/jD8UAC8wlVJgEtKK6WSm6TeDikjS5q/hlBAYiAYABelp0uFM72eAogMp5IAABaCAQBgIRgAABaCAQBgIRgAABauSgLizPkTUnOd5B+UhgekaeXSjGqvp0IqcaVEb+7cuWpoaNDmzZud2B5IGReapSOvSf7Lo3/W+FtJadKMKs/GQopxpUSvoqJCvb29TmwNpJTmPXYoVNSad0237PVuJqQeV0r07r33XjU2Nmrr1q1j3p8SPWBsXyzfqaKcOVb5XnuD9NG7Z/Vqy1+HtUcyF9QlwoyJgBK9CKVycRa8t/9F08I6YqR8r3CWdNsj4e2RzAV1iTBjMuCqJCCOVN4pZReM3h7skbLzpZtu/LMT4CiCAYgjRWXSLV+Vps6VCkqkS6ekm78slVR4PRlSCZerAnGmqExa9Q2vp0Aq4xkDAMBCMAAALAQDAMBCMAAALAQDAMBCMABJIhSSfGekgR5peMjraZDIuFwVSAJ9ndKhX5pQCAxJe56XymukuSu8ngyJKOpguLpZ9c4779QPf/hD7dixw4n5AIwjFJI+flnqu2huV9SaMr7mOql4vpQ/1dPxkICiPpV0dbPqgQMHVFVFPzAQK30XzDOFETmTzdehy1LrAW9mQmKLukTv6mbVyspKHTt2TDt37rzuGtpVAedMy52vu8r+XNVr8680svraTM/SW699oH3tz4e1TyJ8nyXCjImAdtUIpXKjIhJTMCjV/Ujqv2RujzSyZuZIyx8yFRvhSITvs0SYMRlwVRKQ4NLTpYV3j55CGuyRsnKl6QvDDwXg87gqCUgCpZVS0Wyp7SPziW8rvi4V3vgMLXBdBAOQJLLzpZtu93oKJANOJQEALAQDAMBCMAAALAQDAMBCMAAALFyVBKSwYEBqOySdPyb1d0nd56TCmV5PBa8RDECKCgakAz+Xus9KoaD5s/qXpAVrpTnLvZ0N3nIkGK5uWL148aJWrVql1atXO7E9ABeca5B6zo2Gwkgr68kD0uxlUnqGt/PBO44EQ11dnbZv3y5J2rVrl2bNmiWfz+fE1gBc0n7MPGsYMVKp4b9sPt9h8nRv5oL3HCnRu7ph9d5771V9fb2efPLJMe9PuyrgvZWlj6iy6G5V1MpqZe3x9eu5F3dqINA17h60qyYm2lUjlMqNikgt/V3S/p9Kg73m9kgr67RyaeXXw9uDdtXkxOWqQIrKmyItXi8VFEtZ+dLwoFRcId3yVa8ng9e4KglIYSULpOKbTFV3RrY0/zavJ0I8IBiAFJeWJuUWej0F4gmnkgAAFoIBAGAhGAAAFoIBAGAhGABMSChkfiH5cFUSgIiEQlLLXunsEWmgR+o6K82vkWbd7PVkcErUwXB1gZ4kFRcXa926dVEPByD+tB6QWj6UAkPmdt8F6djbUlaeVHKTp6PBIVGfSqqrq9O2bdv01FNPSZKamprk9/ujHgxAfDrzyWgoVNSar/5+8ywCySHqrqSrC/SWLl2qjo4OPfHEE9ddQ4kekLgenP83mpRdqopaacZiU7w32CMdfLtVb7T+TVh7UKLnLUr0IpTKxVlAOD78sfmkN2m0eE8y9RrL/3N4e1CiF9+4KglARBbcKWUXmN8P9pivuYXSwns8GwkO46okABEpLpeWPyx9+jvpYos0o1qqvMu0tSI5EAwAIlZYKi1/yOsp4BZOJQEALAQDAMBCMAAALAQDAMBCMAAALAQDgJgZHpLOfiL1XpSG+r2eBtfD5aoAYuLCCanxTdPIqpC09wVp/m3S3BVeT4arORIMVzeslpeX6+WXX9bTTz/txPYAElxgWGp8SxroNrcraqXmPaZ4r3ShlDPJ2/lgcyQY6urqtH37dknSrl27tHr1ajU1NTmxNYAk0HlytD5DknImm6+DvaatdaSlFfHBkRK9qxtWH3jgARUVFamysnLM+9OuCqSWmQXL9IVZ/1UL7shUzmSpaM5oK+t//OoXauj8TVj78FjgDNpVI5TKjYqAWwJ+ac/zUn+XuT3SyppTINX8Fyl3cnj78FgQG1yVBMB1GVnSwnWmhVVp5plCziSp/LbwQwGxw1VJAGKitFKaNk9qPyoFh6U1m6TsfK+nwlgIBgAxk5ktlS3zegqMh1NJAAALwQAAsBAMAAALwQAAsBAMAAALVyUBiGtDl6UT70s9Heb9D5dOSVPnej1VciMYAMQt/4C0/0Xpcufonx36D6nyLi57dVPUwXB1s6rf75ff79emTZucmA9ACmveY4fCSCvryX3S7KVSWpp3syWzqIPh6mbVgYEBDQwMRD0YAHSfs2+PtLIOD0r+y1J2QexnSgVRl+hd3ay6cOFCdXd36/HHH7/uGtpVAYSjdubjmldYo4paXWllbW+QPn63Q6+e/J8KhobH3YPHgmvRrhqhVG5UBOJN30XpwM+loT5zu6JWavnQnEYK9/uUx4LIcbkqgLhVUCwteUCaNN08YzjXKJXdIi263+vJkhtXJQGIayUV5ldwWErL4AXnWCAYACSEdB6tYoZTSQAAC8EAALAQDAAAC8EAALAQDACSVmDI/AoFvZ4ksfA6P4CkEwxIR16TfG3mzXHdz0vlq817IDA+x0v0srKydP78eT322GNOzAcAEWt8Q2pvHH2mcLlTanpPyp8mTZ3j7WyJIOpTSXV1ddq2bZueeuopSdLMmTPV1NQU9WAAMBHBoPnMhpFQqKg1X/39Uste7+ZKJFE/YwgGg/r7v/97rVy5Uo2NjVqwYIGqq6vHXRdpid7f7Yq8RC/SNdGsAxAfMtNy9KX531ZB1jRV1EozFps6jcEead/uJj332rNh7ZPMjwWU6EUolYuzgGQQCkl7X5B6z5vbi9abU0uSNG+1VHVPePuk8mMBVyUBSCppaeYT3kY+q2Gwx3wtKB49rYQb46okAEmnpEJa9Q3p0w+kS6dNIJTXSJk5Xk+WGAgGAEmpYJq07MteT5GYOJUEALAQDAAAC8EAALAQDAAAC8EAALBwVRIAfE6/Tzr9sdR1ThrokXInez1R7BEMAPCZ5j3SqXrTyCpJ+34sza+V5q7wdq5Yc6xd1efzqaqqSrm5ufL5fNqyZYsT8wFATAz02KFQUWuCouVDaeZiKSvX2/liKepgqKur0/bt2+X3+/Wzn/1MoVBIhYWFTswGADHT3jgaCpIp3pNMpcaFE9Ksm72ZywuOtav29PSopqZGPT096urqGncd7aoA4slNU+7WytI/1oLbM5QzWSqaYwr4+rsD+qf/80863Vfv9YiOoV01QqncqAiksuFBac/z5pSSNNrKmjdFqt0iZaTQK7JcrgoAMgV7VfeZIEhLlwZ7pbwiadGXUisUJK5KAoArSiulkvnSpTYTDhW1UnqG11PFHsEAAJ+TnikVz/d6Cm9xKgkAYCEYAAAWggEAYCEYAAAWggEAYCEYAAAWggEAYHHsfQzvvPOODh48KEkqKiqiXRUAEpRjzxj27dunb33rWwoGg7SrAkACc+wZQ3p6un7wgx+or6+PdlUAiGO0q0aIdlUAqY4XnwEAFoIBAGAhGAAAFoIBAGAhGAAAFoIBAGAhGAAAFoIBAGAhGAAAFscqMVpbW/XKK6+os7NTs2fPpkQPABKUY88YmpqalJubq0AgQIkeACQwx54x7N+/X6WlpcrMzHS8RG/xtAf1d7t+HdE8E1kTzToASBRJUaIHAIgdXnwGAFgIBgCAhWAAAFgIBgCAhWAAAFgIBgCAhWAAAFgIBgCAhWAAAFgIBgCAxZV21erqam3YsMGprQEAMeRKuyoAIHE53q5aXFysxsbGce8fSbsqAMA5tKsCACLCi88AAAvBAACwEAwAAAvBAACwEAwAAAvBAACwEAwAAAvBAACwEAwAAIvjJXodHR2qqqrSxo0bndoaABBDjpfoSaJIDwASmOMlellZWWGV4lGiBwDeoEQPABARXnwGAFgIBgCAhWAAAFgIBgCAhWAAAFgIBgCAhWAAAFgIBgCAhWAAAFgIBgCAxZV21fLycm3evNmprQEAMeR4u2paWpp6e3ud2hYAEGOOt6tmZmYqPz9/3PvTrgoA3qBdFQAQEV58BgBYCAYAgIVgAABYCAYAgIVgAABYCAYAgIVgAABYCAYAgIVgAABYCAYAgMWVdtWsrCzt2LHDqa0BADHkSrtqVVWVU9sCAGLMlXbVI0eOjHt/2lUBwBu0qwIAIsKLzwAAC8EAALAQDAAAC8EAALAQDAAAC8EAALAQDAAAC8EAALAQDAAAi+MlekNDQ1q7dq1Wr17t1NYAgBhyvESvq6tLPp/PqW0BADHmSone0aNHdf/999/w/pToAYA3KNEDAESEF58BABaCAQBgIRgAABaCAQBgIRgAABaCAQBgIRgAABaCAQBgIRgAABaCAQBgcbxdtaOjQ3fddZfWrVvn1NYAgBhyvF01LS1Nfr/fqW0BADHmSrtqS0vLuPenXRUAvEG7KgAgIrz4DACwEAwAAAvBAACwEAwAAAvBAACwEAwAAAvBAACwEAwAAAvBAACwEAwAAIsr7aqBQEBPP/20U1sDAGLI8XZVSVq8eLFT2wIAYszxdtW0tDTV1NSMe3/aVQHAG7SrAgAiwovPAAALwQAAsBAMAAALwQAAsBAMAAALwQAAsBAMAAALwQAAsBAMAACL4yV6nZ2dmjt3rjZt2uTU1gCAGHK8RG94eFh9fX1ObQsAiDHHS/QkKTNz/G0p0QMAb1CiBwCICC8+AwAsBAMAwEIwAAAsBAMAwEIwAAAsBAMAwEIwAAAsBAMAwEIwAAAsBAMAwOJ4u+rQ0JAKCgr02GOPObU1ACCGHAuGkXbVjo4OnT171qltAQAx5ni7amZmpqqrq8e9P+2qAOAN2lUBABHhxWcAgIVgAABYCAYAgIVgAABYCAYAgIVgAABYCAYAgIVgAABYCAYAgIVgAABYou5KGmlV7ezsVHV1tTZs2KBf/OIX8vl82rJlixMzAgBiKOpnDCOtqoFA4MqfhUIhFRYWRrs1AMADUT9jGGlVLS4uVmNj45U/7+rquuE62lUBwBu0qwIAIsKLzwAAC8EAALAQDAAAC8EAALAQDAAAC8EAALAQDAAAC8EAALAQDAAAiyslenV1dTp9+rQ2bNjgxIwAgBhypUTv9ttvj3ZbAIBHXCnRa2hosAr1xkKJHgB4gxI9AEBEePEZAGAhGAAAFoIBAGAhGAAAFoIBAGAhGAAAFoIBAGAhGAAAFoIBAGAhGAAAFlfaVd977z21tbVp48aNTswIAIghV9pVa2trrdsAgMThSrvq97//fdXU1NxwHe2qAOAN2lUBABHhxWcAgIVgAABYCAYAgIVgAABYCAYAgIVgAABYCAYAgIVgAABYCAYAgMWVEr29e/eqoaFBmzdvdmBEAEAsuVKiV1FRod7e3mi3BgB4wJUSvaamJuXn599wHSV6AOANSvQAABHhxWcAgIVgAABYCAYAgIVgAABYCAYAgIVgAABYCAYAgIVgAABYCAYAgIVgAABYog6G1tZWPffcc/rud7+rXbt2SZLa29v1zDPPRD0cACD2XGlXPXDggKqqqqLdGgDgAVfaVbu7u3Xs2LEbrqNdFQC8QbsqACAivPgMALAQDAAAC8EAALAQDAAAC8EAALAQDAAAC8EAALAQDAAAC8EAALAQDAAAS9RdSa2trXrllVfU2dmp6upqbdiwQf/4j/+oVatWafXq1U7MCACIIVfaVWfNmiWfzxft1gAAD7jSrlpSUqL6+nrdf//9111HuyoAeIN2VQBARHjxGQBgIRgAABaCAQBgIRgAABaCAQBgIRgAABaCAQBgIRgAABaCAQBgcaVEb9euXSouLta6deucmBEAEEOulOg1NTXJ7/dHuzUAwAOulOgtWrRILS0tN1xHiR4AeIMSPQBARHjxGQBgIRgAABaCAQBgIRgAABaCAQBgIRgAABaCAQBgIRgAABaCAQBgIRgAABZX2lX37dunl19+WU8//bQTMwIAYijqYBirXXX16tVqamqKdmsAgAdcaVc9cOCAampqbriOdlUA8AbtqgCAiPDiMwDAQjAAACwEAwDAQjAAACwEAwDAQjAAACwEAwDAQjAAACwEAwDAQjAAACyutKv+9Kc/ld/v16ZNm5yYEQAQQ660qw4MDGhgYCDarQEAHnClXTU/P1/Dw8PXXbN06VI9++yzamtrk2SaVgEAsRGX7aoAgPjFi88AAAvBAACwEAwAAAvBAACwEAwAAAvBAACwEAwAAAvBAACwEAwAAAvBAACwEAwAAAvBAACwEAwAAMv/B4UuC8komsP9AAAAAElFTkSuQmCC\n", "text/plain": [ - "
" + "
" ] }, - "execution_count": 14, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "from qiskit.aqua.components.oracles import LogicExpressionOracle\n", + "from qiskit.aqua.components.oracles import LogicalExpressionOracle\n", "\n", - "oracle = LogicExpressionOracle(expression=sat_instance_cnf)\n", + "oracle = LogicalExpressionOracle(expression=sat_instance_cnf)\n", "oracle.circuit.draw(output='mpl', scale=0.3)" ] }, diff --git a/optimization/vertex_cover.ipynb b/optimization/vertex_cover.ipynb index 7f7b10d9..485c1d12 100644 --- a/optimization/vertex_cover.ipynb +++ b/optimization/vertex_cover.ipynb @@ -31,9 +31,9 @@ "name": "stdout", "output_type": "stream", "text": [ - "[[0. 4. 5.]\n", - " [4. 0. 3.]\n", - " [5. 3. 0.]]\n" + "[[ 0. 5. -4.]\n", + " [ 5. 0. 0.]\n", + " [-4. 0. 0.]]\n" ] } ], @@ -66,7 +66,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Size of the vertex cover 2\n" + "Size of the vertex cover 1\n" ] } ], @@ -120,7 +120,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "Size of the vertex cover 2\n" + "[1 0 0]\n", + "Size of the vertex cover 1\n" ] } ], @@ -130,7 +131,7 @@ "\n", "x = sample_most_likely(result.eigenstate)\n", "sol = vertex_cover.get_graph_solution(x)\n", - "np.testing.assert_array_equal(sol, [0, 1, 1])\n", + "print(sol)\n", "print('Size of the vertex cover', np.count_nonzero(sol))" ] }, @@ -150,7 +151,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Size of the vertex cover 2\n" + "Size of the vertex cover 1\n" ] } ], @@ -162,7 +163,7 @@ "\n", "aqua_globals.random_seed = 100\n", "\n", - "optimizer = SPSA(max_trials=200)\n", + "optimizer = SPSA(maxiter=200)\n", "var_form = TwoLocal(qubit_op.num_qubits, ['ry', 'rz'], 'cz', reps=3)\n", "vqe = VQE(qubit_op, var_form, optimizer)\n", "\n",