diff --git a/qiskit/advanced/aqua/Aqua_how_to_build_a_pluggable_algorithm_components.ipynb b/qiskit/advanced/aqua/Aqua_how_to_build_a_pluggable_algorithm_components.ipynb index 5132e379c..9b87ac6e0 100644 --- a/qiskit/advanced/aqua/Aqua_how_to_build_a_pluggable_algorithm_components.ipynb +++ b/qiskit/advanced/aqua/Aqua_how_to_build_a_pluggable_algorithm_components.ipynb @@ -75,7 +75,7 @@ "source": [ "from qiskit import BasicAer\n", "import numpy as np\n", - "from qiskit.aqua.operator import Operator\n", + "from qiskit.aqua.operators import MatrixOperator, op_converter\n", "from qiskit.aqua import local_pluggables, PluggableType" ] }, @@ -95,7 +95,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "['QAOA.Variational', 'VQC', 'VQE', 'ExactEigensolver', 'ExactLSsolver', 'SVM', 'EOH', 'QSVM', 'AmplitudeEstimation', 'BernsteinVazirani', 'DeutschJozsa', 'Grover', 'HHL', 'IQPE', 'QPE', 'Shor', 'Simon', 'EvolutionFidelity']\n" + "['QAOA.Variational', 'QGAN', 'VQC', 'VQE', 'ExactEigensolver', 'ExactLSsolver', 'SVM', 'EOH', 'QSVM', 'AmplitudeEstimation', 'BernsteinVazirani', 'DeutschJozsa', 'Grover', 'HHL', 'IQPE', 'QPE', 'Shor', 'Simon', 'EOM_EE', 'EOM_VQE', 'EvolutionFidelity']\n" ] } ], @@ -116,11 +116,18 @@ "execution_count": 4, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Convert from a MatrixOperator to a Pauli-type Operator requires exponential time. You can turn on DEBUG logging to check the progress.\n" + ] + }, { "name": "stdout", "output_type": "stream", "text": [ - "0.934847761060059\n" + "0.9597914987731967\n" ] } ], @@ -130,7 +137,7 @@ "from qiskit.aqua import QuantumInstance\n", "num_qubits = 2\n", "temp = np.random.random((2 ** num_qubits, 2 ** num_qubits))\n", - "qubit_op = Operator(matrix=temp + temp.T)\n", + "qubit_op = op_converter.to_weighted_pauli_operator(MatrixOperator(matrix=temp + temp.T))\n", "\n", "initial_state = Zero(qubit_op.num_qubits)\n", "\n", @@ -185,7 +192,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "0.9348477610600592\n" + "0.9597914987731967\n" ] } ], @@ -197,9 +204,9 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Quantum (Dev)", "language": "python", - "name": "python3" + "name": "quantum-dev" }, "language_info": { "codemirror_mode": { @@ -212,35 +219,6 @@ "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.3" - }, - "varInspector": { - "cols": { - "lenName": 16, - "lenType": 16, - "lenVar": 40 - }, - "kernels_config": { - "python": { - "delete_cmd_postfix": "", - "delete_cmd_prefix": "del ", - "library": "var_list.py", - "varRefreshCmd": "print(var_dic_list())" - }, - "r": { - "delete_cmd_postfix": ") ", - "delete_cmd_prefix": "rm(", - "library": "var_list.r", - "varRefreshCmd": "cat(var_dic_list()) " - } - }, - "types_to_exclude": [ - "module", - "function", - "builtin_function_or_method", - "instance", - "_Feature" - ], - "window_display": false } }, "nbformat": 4, diff --git a/qiskit/advanced/aqua/amplitude_estimation.ipynb b/qiskit/advanced/aqua/amplitude_estimation.ipynb index 1cdc806f9..5983e277e 100644 --- a/qiskit/advanced/aqua/amplitude_estimation.ipynb +++ b/qiskit/advanced/aqua/amplitude_estimation.ipynb @@ -68,7 +68,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -177,7 +177,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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HXEIaTfZ05TERsVzSb4BvNSuTZmbWeeodpvw3YAxwc0Sf40EfBD7WcK7M6jXLT8U2azf1BpgLgPurBRdJg4HtIuKOiFgKPL3C2WZF6Xlkspm1jXr7YGYAw3vZ98lsv5mZWd0BRn3sGwwsGUBezBo3YULazKxt9NtEJunzwKiKpCMk7Z07bHVgX+BPzcuaWR0uuii9elVls7ZRSx/MjqTJlAABHAQsyx3zNjAHOL55WTMzs07Wb4CJiB+SzWmR9BTw5Yh4sOiMmZlZZ6trFFlEeOixmZnVpJY+mDHAXRGxKPu5TxFxfVNyZmZmHa2WGsy1wE7AfdnPQe+jyQLwQ8nMzKymAPMx4MWKn83az3bbtToHZpZTSyf/09V+NmsrflyyWduppQ/mw/VcMCI82dLMzGpqIltM6luplftgzMyspgDzNeoLMGblUzbupM9Fvs2sTLX0wVxSQj7MzKzLDPSRyWZmZlXV0sl/HzAuIh6V9Af6aS6LiB2alTkzM+tctfTBPAK8UfGzG7nNzKxftfTBfLXi53GF5sbMzLpGw30wSj4iqa+HkJmZ2QdUXaspw7uLX54KjMjOXyZpNvD9iLiuyfkzq82UKa3OgZnl1BVgJE0EfgbcCnwL+CuwIbA/8DtJ34gI/0+38vlxyWZtp94azMnA1Ij4ei79QkkXAqcADjBmZlZ3H8z6wFW97LsSWK+/C0gaLulWSUskvSDpDEl9Li8jaaikqLJNq3LsfpL+JOlNSY9KGltTyayzTZ2aNjNrG/XWYGYAuwI3V9m3K3BHXydLWhe4BXgU2A/YCvgxKdCdWsP9jwN+X/H+b7nr70IKdD8DjgHGAJdJWhgRN9VwfetUEyemVzeVmbWNWiZaDq94+6/AzyWtD1zNe30wXwb2AY7o53JHAoOA/SNiEXCzpLWASZLOydL6Mjci7ulj/3eBOyLimOz9DEnbAN8DHGDMzEpUSw3mYd4/uVLAxGzLP93yBvpeTXkf4MZcIJkGTCbVgK6pIT9VSfoQMJpUc6k0DbhY0toR8Vqj1zczs/rUEmBGN/F+w4DbKhMi4hlJS7J9/QWYiyWtR6o5XQacEhE9qwxsBawKzMmd8xipCW5r4A8Dy76ZmdWqlpn8tzfxfusCr1ZJX5jt681bwE9JzVyLgFHACaSgsl/Ftaly/YW5/e8jaQIwAWDIkCHMnDmzr/w33eLFi0u/Z1nKLNuo7LWs+3Xz5wbdXT6XrTx1T7TsIWklYPV8eg1PtKy2lpl6Se+55ovANyuSZkp6CfiZpM9ExIN9XF+9pPdceyowFWDkyJExatSovnPfZDNnzqTse5alFWUr637d/LlBd5fPZStPXcOUs+VhTpA0D1gKvF5l68tCYJ0q6WtTvWbTlyuy1+0qrk2V6/e8r/f6ZmY2APXOgzkGOBH4Balm8H3gDOBxYD5ZU1Mf5pD6Wt4laTNgDVbsO+lP5F6fIAW9YbnjhgHvZHm0bhXhp1matZl6A8x44DTgnOz91RFxOrANKUB8op/zpwN7SVqzIm0s6XEA9fb1HJi9zgaIiLdI83QOyh03FrjbI8jMzMpVbx/Mx4AHI2K5pKVkzU8R8Y6knwE/J9VwenMhqRZ0laTJwJbAJODcyqHLWRPc7RFxePZ+ErAmaZLlIuDzwPHAVRHxx4rrn0nqnzmfNE9nTLbtXWc5zcxsgOoNMC8Dg7OfnwH+kfeGHa9LmkTZq4hYKGl34ALSkORXgfNIQSafr8r5NHNIs/iPyO7xDPBDUhNd5fXvknQgcBbwdeAp4FDP4oehJ5a70PX8s/ct9X6MGJFeZ88u975m1qt6A8zvge2B64HfkGbgrwe8DRxFWmW5TxHxKLBbP8cMzb2fRpow2a+IuJpUe7EPkvvvb3UOzCyn3gAzCdgk+/kHpCaycaRaxc3A0c3KmJmZdba6AkxEzAXmZj+/RXomzLcKyJeZmXW4gUy03BTYGHghIp5vXpbMzKwb1DtMGUlfl/Qs8DRwL/CMpOckfaPpuTMzs45V70z+75FGgE0H9gVGZq/TgX/N9puZmdXdRHYU8IOI+G4u/YZsbbCjSDP7zco1fnyrc2BmOfUGmEH0/tTK2/EoMmsVPy7ZrO3U2wdzNbB/L/sOAK4dWHbMzKxb1PLI5DEVb6cD50gayoqPTN4G+E7zs2hWg54Z/D0z+s2s5WppIruWFR+NvAmwV5Vjf0V60qRZuUaOTK9eUdmsbdQSYD5WeC7MzKzr1PLI5KfLyIiZmXWXumfyS1qF1KG/C7Ae8ApwJ2np/GXNzZ6ZmXWqugKMpA2Bm4BtSU+wfAnYmTT/5SFJe0bEgmZn0szMOk+9w5TPBdYHdoyILSNi54jYEtgxSz+32Rk0M7POVG+AGQOcEBF/qEzM3p9EWjbGzMys7j6YDwGv97LvdWC1gWXHrEGzZrU6BzXp+ieLmlWoN8DcA5wg6baI+HtPoqQ1gBOy/Wbl8wRLs7ZTb4A5FpgBPCvpJlIn/4akSZcCRjU1d2Zm1rHq6oOJiAeBTwBTgY8AXyAFmAuBT0TEQ03PoVktJkxIm5m1jZprMJJWBXYAnoqIE4vLklkDLroovXpVZbO2UU8NZjlwG/APBeXFzMy6SM0BJiLeAf4MDCkuO2Zm1i3qnQdzCvA9SZ8uIjNmZtY96h1Fdippxv6Dkp4njSJ73/roEbFDk/JmZmYdrN4A83C2mZmZ9ammACNpEGmZmIeBvwC3RMRLRWbMrC7bbdfqHJhZTi2PTN4SuAUYWpG8SNLBEXFTURkzq0vPI5PNrG3U0sl/DvAO8Dngw8A2wAPAlALzZWZmHa6WALMzcGpE/D4i3oyIx4CJwOaSNi42e2Zm1qlqCTAbA0/m0p4grT22UdNzZNYIKW1m1jZqnQcT/R9iZmb2nlqHKd8oaVmV9Fvz6RGx4cCzZWZmna6WAHN64bkwM7Ou02+AiQgHGDMzq1u9a5GZmZnVxAHGzMwKUe9aZGbtaYrn/Zq1GwcY6w5+XLJZ23ETmZmZFcIBxrrD1KlpM7O2UXqAkTRc0q2Slkh6QdIZklbu55ztJV0saV523lxJp0laPXfcJElRZdu72FJZy02cmDYzaxul9sFIWpe09P+jwH7AVsCPSYHu1D5OHZsdOxn4M7AtcGb2ekDu2NeAfEB5bKB5NzOz+pTdyX8kMAjYPyIWATdLWguYJOmcLK2ayRGxoOL9TElvAlMkbRERT1fsWxYR9xSTfTMzq1XZTWT7ADfmAsk0UtDZtbeTcsGlxwPZq9c+MzNrQ2UHmGHAnMqEiHgGWJLtq8dnSQ9Cm5tLX0fS3yQtlfSApP0bzq2ZmTVMEeWtxC9pKXB8RJyfS38OuDQiTq7xOhsBfwSuj4hxFemHkWo0DwKDSQ9GGwMcEBFX9XKtCcAEgCFDhoyYNm1avcUakMWLFzN48ODC7/On518r/B6VPr3J2qWVDWDU6NEAzJwxo5T7NVq2VnwOjSjzsyuby9Zco0ePnh0RI6vta0WAOS4i/iWX/jxwSUScUsM1ViMNFNgUGBERC/s4VsB/AIMi4jP9XXvkyJExa9as/g5rqpkzZzJq1KjC7zP0xOsKv0el+WfvW1rZgPceNlbSv+dGy9aKz6ERpX52JXPZmktSrwGm7CayhcA6VdLXBl7t7+QsYFwKbAOM6Su4AESKnlcB2/Y3FNo6XERpwcXMalP2KLI55PpaJG0GrEGub6YX55GGN38hImo5voe/eczMSlZ2DWY6sJekNSvSxgJvALf3daKkk4CjgcMi4q5abpbVeL4MPBQRyxvLspmZNaLsGsyFwDHAVZImA1sCk4BzK4cuS5oH3B4Rh2fvDwV+AFwCPC9pp4prPtEzjFnS7cCVpNrQGsB4YCfgS8UWy1puxIj0Ont2a/NhZu8qNcBExEJJuwMXANeQ+l3OIwWZfL4q+0z2zF7HZVulr5ICD8A84NvAxqQhzPcD+0bE9Gbk39rY/fe3OgdmllP6cv0R8SiwWz/HDM29H8eKgaXaeYcPIGtmZtZEXk3ZzMwK4QBjZmaFcIAxM7NCOMCYmVkhSu/kNyvE+PGtzoGZ5TjAWHfw45LN2o6byMzMrBAOMNYdZs/2LH6zNuMmMusOI7PVwr2islnbcA3GzMwK4QBjZmaFcIAxM7NCOMCYmVkhHGDMzKwQDjBmZlYID1O27jBrVqtzYGY5DjDWHXoemWxmbcNNZGZmVggHGOsOEyakzczahgOMdYeLLkqbmbUNBxgzMyuEA4yZmRXCAcbMzArhAGNmZoVwgDEzs0J4oqV1h+22a3UOzCzHAca6gx+XbNZ23ERmZmaFcIAxM7NCOMBYd5DSZmZtwwHGzMwK4QBjZmaFcIAxM7NCeJiymX3gDD3xulLvN//sfUu9X7twDcbMzArhAGNmZoVwE1mTNFrlPvbTyxhX57kf1Op2n6ZMaXUOzCzHAca6gx+XbNZ23ERmZmaFcICx7jB1atrMrG24icy6w8SJ6dVNZWZtwzUYMzMrROk1GEnDgZ8AOwOvAj8HTo+I5f2ctzZwPvAlUmC8FjgmIl7OHbcfcBbwCeDJ7NqXN7scZmZFKXNUKhQ3MrXUGoykdYFbgAD2A84AjgVOr+H0y4FRwBHAOGB74Orc9XcBrgRmAPsA1wGXSdqzKQUwM7OalV2DORIYBOwfEYuAmyWtBUySdE6WtgJJOwN7AbtGxB1Z2vPAvZL2iIhbskO/C9wREcdk72dI2gb4HnBTccUyM7O8svtg9gFuzAWSaaSgs2s/573UE1wAIuI+4KlsH5I+BIwG/j137jRg56yJzczMSlJ2gBkGzKlMiIhngCXZvprPyzxWcd5WwKpVjnuMVM6tG8ivmZk1qOwmsnVJHft5C7N9jZy3ZcUxVDluYW7/+0iaAPSMbV0saW4f+Wi6Y2AD4G/1nKPJBWWmibI81l22gd+4tKdall+2Bgzg30pHlK9BpZetrP+zjXyfwIDzt0VvO1oxDyaqpKmX9EbOy79XL+kpMWIq0LIZepJmRcTIVt2/SC5b5+rm8rls5Sm7iWwhsE6V9LWpXkPp77x1Ks5bWJGWP4Z+rm9mZk1WdoCZQ66vRdJmwBpU72Pp9bxMZd/ME8DSKscNA94BHm8gv2Zm1qCyA8x0YC9Ja1akjQXeAG7v57yNsnkuAEgaSep/mQ4QEW+R5r8clDt3LHB3RLw28OwXopsX0HLZOlc3l89lK4ki+uv6aOLN0kTLR4GHgcmkAHEucH5EnFpx3Dzg9og4vCLtBtJIsONINZLJwF8j4nMVx+wCzAQuIE3CHJMdv3dEeB6MmVmJSq3BRMRCYHdgZeAa0gz+84DTcoeukh1T6RBSLeeXwKXAbODLuevfBRwI7AHcCPxX4FAHFzOz8pVagzEzsw8Or6ZcEEnDJd0qaYmkFySdISlfK6t23tqSLpa0UNJrkn4taf0y8lyrRsomafusXPOy8+ZKOk3S6mXluxaNfm4V568kabakkPTFIvPaiIGUT9L+kv4g6Q1JL0u6QdIaRee5VgP4PzdS0k1ZmV6RdIukHcvIc60kfVzSFEkPSVouaWaN57X0+8TPgylAxaKej5IW9dwK+DEpoJ/ax6mQFvX8JGlRz56+pquBz/V1UlkGULax2bGTgT8D2wJnZq8HFJjlmg3wc+txBLBJIRkcoIGUT9IRpL7Nc4DjSROXd6NNvkMaLVs2ivUW4H7gK1ny8cBNkraNiKeLzHcdtiH1Kd8DrFbHea39PokIb03egJNI83LWqkj7DmlJnLX6OG9n0oTQz1ek7ZCl7dHqcg2wbB+pkjYhK9sWrS7XQMpWcey6wALg8KxcX2x1mZr02W0AvA6Mb3UZCijbkcByYJ3c57gc+Hqry1WRp5Uqfr4CmFnDOS3/PnETWTEKW9SzDTRUtohYUCX5gex1w+Zlb0Aa/dx6nAn8Hri1gLw1Q6PlOzh7/beiMtYEjZZtVWAZsLgibXGWVtq6Q/2JiHcaOK3l3ycOMMUoclHPVmu0bNV8llRtL3X9tz40XDZJ2wJfJQ2Lb1eNlm9H0md0uKTnJC2VdK+kzxaX1bo1WrYrs2N+LGlDSRuSRrYuBH5bUF7L0vLvEweYYhSxqGdf55WpKXmUtBFwCvB/opfnALXAQMr2E+CnETGv6ZRSC64AAAK5SURBVLlqnkbLtxGpHf9U4ATgvwB/B26QNKTZmWxQQ2WLiBdIj/k4AHgp2/YH9uql1t1JWv594gBTnKIX9WylAeVR0mqk5/YsBv5HE/PVDHWXTdIhpC/gs4rKVBM18tmtBAwGDo+IX0fEDaRHly8Hvtn8LDaskc9uY1KfxmxSs9E+2c/XSdq8iEyWrKXfJw4wxShyUc9Wa7RsAEgSaaLsNsCYSJNv20XdZZO0KvBD0uiclSStA6yV7V4jtyxSqzX62b2Svc7sSchqnbOB4c3K3AA1WrbjSSPhDoyIG7LgeQApeLZzc2ctWv594gBTjCIX9Wy1RsvW4zzSMNL9IqJdytSjkbKtAWxKWvJoYbY9lO2bxnsDGdpBo5/dY6S/ePOd3iL1obWDRss2DHgkIpb2JETE28AjpKHOnazl3ycOMMUobFHPNtBo2ZB0EnA0cFikZX3aTSNlW0xqw6/c/lu272Tgn4rJakMa/eyuJQWT0T0J2SPIR/BeMG21Rsv2NPCprNkWePfx658C5heQzzK1/vuk1eO7u3EjdaC9CNxMWhdtAumL6KzccfOAX+TSbgCeJHU0fok0eufOVpdpoGUDDiX9FXwxsFNuW2GOTCeVrcp1htKe82AG8u/y6uzc/w7sS/rSXgCs2+pyDfDf5QjSYz6uy8r1RdKX71LgP7W6XBX5/DBpncUDgbtJNaye9x/u43Nr6fdJy39x3bqR2qZvI/0F9SJpjsTKuWPmA5fk0tbJvoRfBRYBvwE2aHV5Blo24JLsS7faNq7VZRro55bb35YBZoD/LgcD/xt4OTv3FuDTrS5Pk8q2O3AHqa/pFVLwHNXq8vTyb6raNrSPsrX0+8SLXZqZWSHcB2NmZoVwgDEzs0I4wJiZWSEcYMzMrBAOMGZmVggHGDMzK4QDjJmZFcIBxszMCvH/AVGExBrIY4RWAAAAAElFTkSuQmCC\n", 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SgoICLF68GA0aNIC1tTXGjBmDjIwM9XwfHx9ERERIGKFpS01NBQAoFAqN6bt374abmxuaNWuGRo0awdraGgBQvXr1YmNLEBERSenJkyfw8/NDo0aN4OHhgd69e6NRo0aYMmUK0tPTpQ6PjEBYWBjatWsHJycn9OnTB61bt4a7uzuOHTsmdWhERJIy62JEYGAgIiIiEB0drb4wnjhxonq+j48PIiMjpQrP5LVr1w62trYIDAxEdnY2MjMzERISgk2bNiEwMFCj7dOnT+Hv749FixZJFC0REZGmZ8+eoV+/ftiwYQOePHminp6Xl4dvvvkGbm5uLEiYubVr12LixIn4/fffNabHxMSgf//+/KMXEZk1yYsRKpUKb7/9NhwcHFCnTh20atUKe/bsMci6N2/ejKVLl6JFixawtbXF2rVrERUVhVu3bgEAOnfuDEtLS8THxxskHnNjY2ODffv2IS4uDk2bNkXbtm0RHh6OqKgoeHp6qtvl5eVh7NixWLFiBTp06CBhxERERP8nKCgI0dHRJc5TqVS4desWli1bZuCoyFhcv34dS5cuBVD4mMafqVQqCCEwadIkPH/+XIrwiIgkJ3kx4vHjxxg8eDCSk5OhVCqxYMECTJ48GXl5eRXqJzAwEJ06darQeu/cuaMxXkHLli1hY2OD5ORk9bQRI0awaq1HHh4eOHv2LJ48eYL09HQcOnQIvXv3Vs8vKCjAhAkTMHr0aIwcOVLCSImIiP5PQUEBNm3aBJlMVmobIQR27dqF7OxsA0ZGxuKrr74qMz8eP36Mb7/91oBREREZD8mLEXZ2dhg/fjxsbW0hl8sxadIk5Obm4unTp+jXrx/q16+PVatWldmPv7+/RhGhLEqlEgBga2urMV2hUKjnAcDQoUOxf//+cvdLuvXdd98hKioKYWFh8PLywty5c6UOiYiICOnp6UhLSyv2F++/ys3NxW+//WagqMiYxMfHl5kfcrkcCQkJBoqIiMi4SD4a4OHDhxEUFISLFy8iJycHKpUKjRo1gp2dHUJDQ3HkyBH1eA66VDQo4uPHjzWmZ2dnw8bGRv3z7du3YW9vr/P1/5W2yrmu/fkRCGPn6+sLX19fqcMo1cmTJw36uyPD4O+UysIcoYpwd3eXOgQyUiqVChs3bsTGjRulDoWI6JVU5pxI0mJEdHQ0fH19ERYWBk9PT9SqVQurVq1CTEwMAKBp06Z6W7dCoYC9vT0SEhLg5OQEALh58yaUSqXG4x6RkZEYM2aM3uIoUlblXFcq+npT0s7T0xMnTpyQOgzSIZlMZrD/j1Q1MUcIKPzebt++PX7//XeoVKpS2ykUCqSlpcHKysqA0ZExCAgIwPLly8tsFxERgREjRhggIiIi3Sm6rizrWkjb9aekj2kkJibCzs4OPXr0gIWFBUJDQ7F69Wp07drVIOufPn061qxZg5SUFCiVSixduhQDBw5E8+bNARSOkn38+HEMGzbMIPEQERFR1SCTyTB//nythQig8FyDhQjz9M4776B69eql/tVQLpejadOmGDp0qIEjIyIyDpIWI3x9fdGqVSs0btwY7du3R1ZWFuzs7F6pGBEQEFDhNy34+/tj+PDhcHV1RZMmTVBQUICwsDD1/IMHD8LZ2Rn169evcDxERERk2qZPn44JEyYAKLywLFJ08dm7d298+OGHUoRGRuC1117D7t27IZfLNfIDKMyXOnXq4KeffoKFhYVEERIRSUvSYoRCoUBUVBSePn2KGzduYMGCBUhNTcWQIUMq3Nf777+Py5cvV2gZCwsLrF+/HhkZGcjJyUF4eLhG4SEyMhI+Pj4VjoWKW7BgAXr16oX58+eX2ubQoUPw8PCAu7t7ibc1zpo1Cw0aNMCWLVs0pt+/fx9WVla4fv26zuMmIiIqjVwux86dO7F582a0a9dOPd3e3h7r1q3DoUOHULNmTQkjJKmNGTMGZ8+exahRo9RFBysrK7zzzjuIj4/XeKsbEZG5kXwAS22mTp2K6Oho5ObmIjo6Gv/73/8Mun4HBweMHTvWoOs0RQkJCXj69ClOnz6NmTNnIjY2Fq6ursXa9enTBwMGDFD/++HDh2jQoIF6/gcffIBu3bohPz9fY7ng4GC4ubnpdyOIiIhKIJfLMW3aNLz77rt4/Pgx7OzscPPmzWJ/CSfz1b17d3z//fd4/vw5atWqhcePH6N69epSh0VEJDmjLkZs27ZNZ305OTlh8uTJFVqGt1bqxrlz59CvXz8AQL9+/XD+/PkSixHVqlUDUPju9oYNG2q81QQAGjVqVGyZhw8fIicnRz3OBxERkRRkMhkUCgUAsBBBJSq6S4aFCCKiQmbzbfkqxQjSjT+/LtXW1hZZWVmltt28eTPatGmDevXqoUaNGmX2HRwcjDlz5ugsViIiIiIiItI/sylGkHQUCgWUSiUAQKlUqv9yVJLp06fj6tWrSE1NRWJiotZ+s7Ozcffu3QoPXEpERERERETSYjGC9M7d3R1Hjx4FABw5cgRubm7Iz8/HgwcPNNrl5uYCKBxYtHbt2mUO+nX16lVcu3YNgwYNwuHDhzFjxgz9bAARERERERHpFIsRpHddunSBlZUVevXqBblcjm7duuHWrVtYsWKFRrvt27fDy8sLHh4eaNGiBdq2bYukpCRs3boVAPDpp59i3bp1CAoKwscff4zu3bvj3LlziIqKQv/+/RESEiLF5hEREREREVEFyYQQQuogyHC8vLwAACdOnJA0jh9++AF2dnbw9vaWNI7KMJZ9Sbolk8nAwyJpwxwhbZgfpA3zg4hMRXmvhby8vEptY9Rv0yDTNWbMGKlDICIiIiIiIonwMQ0iIiIiIiIiMijeGWGGkpKS1LfV0KtLSkqCk5OT1GEQERERERFVOSxGmBlePOuOk5MT9ycREREREdErYDHCzAQHB0sdAhEREREREZk5jhlBRERERERERAbFYgQRERERERERGRSLEURERERERERkUCxGEBEREREREZFBsRhBRERERERERAbFYgQRERERERERGRSLEURERERERERkUCxGEBEREREREZFBsRhBRERERERERAbFYgQRERERERERGRSLEURERERERERkUCxGEBEREREREZFBsRhBRERERERERAZlKXUAZFh+fn5ISkqSOgyT4eTkhODgYKnDICIiIiIiqlJ4Z4SZSUpKYjFCR7gviYiIiIiIXg3vjDBDTk5OOHHihNRhVHleXl5Sh0BERERERFQl8c4IIiIiIiIiIjIoFiOIiIiIiIiIyKBYjCBJpaenQyaTFRt74fbt25DJZPj1118lioyIiIiIiIj0hcUIklRsbCysrKzg6OioMT0mJgbW1tZo06aNRJERERERERGRvrAYQZKKi4uDs7MzLC01x1KNiYmBi4sL5HKmKBERERERkanhlR5JKi4uDq6ursWmx8TElDidiIiIiIiIqj6zKUaEhoZW+FWMLi4uOHTokH4CIgBAfHx8saKDSqVCQkICXF1dER8fj549e6J3797w9vbGzZs3JYqUiIiIiIiIdMVsihElKSgowOLFi9GgQQNYW1tjzJgxyMjIUM/38fFBRESEhBGatnv37iEtLQ0uLi4a05OSkvDkyRO4ubmhcePGiIqKwqlTp7Bo0SKsXLlSomiJiIiIiHRLCIFTp07hrbfeQpcuXdCzZ0+sWbMGDx8+lDo0MhJ3797FBx98ADc3N7i4uGDatGlISEiQOiydMOtiRGBgICIiIhAdHY3U1FQAwMSJE9XzfXx8EBkZKVV4Jq9onysUCo3pu3fvhpubG5o1a4ZGjRrB2toaAFC9evViY0sQEREREVVF+fn5mDhxIjw9PbFnzx4kJibi3Llz8Pf3R4sWLXDixAmpQySJfffdd2jZsiVWrVqF6OhoJCQkYNu2bXBxccHixYshhJA6xEqRvBihUqnw9ttvw8HBAXXq1EGrVq2wZ88eg6x78+bNWLp0KVq0aAFbW1usXbsWUVFRuHXrFgCgc+fOsLS0RHx8vEHiMTft2rWDra0tAgMDkZ2djczMTISEhGDTpk0IDAzUaPv06VP4+/tj0aJFEkVLRERERKQ777//Pnbt2gWg8JoIgPri8tmzZxg6dKj6uoTMT2xsLMaPH4/8/HyN6UW5sn79enzxxRdShKYzkhcjHj9+jMGDByM5ORlKpRILFizA5MmTkZeXV6F+AgMD0alTpwqt986dOxqPCLRs2RI2NjZITk5WTxsxYgQf1dATGxsb7Nu3D3FxcWjatCnatm2L8PBwREVFwdPTU90uLy8PY8eOxYoVK9ChQwcJIyYiIiIiqrzHjx9rvZBUqVR4/vw5Nm3aZMCoyJgEBQVBCKH17ofAwMBixYqqRPJihJ2dHcaPHw9bW1vI5XJMmjQJubm5uHjxYoUGLvT399coIpRFqVQCAGxtbTWmKxQK9TwAGDp0KPbv31+BLaKK8PDwwNmzZ/HkyROkp6fj0KFD6N27t3p+QUEBJkyYgNGjR2PkyJESRkpEREREpBtRUVF4/vy51jZCCOzevdtAEZExKSgowPfff6++C6I09+/fR3R0tIGi0j3JH8A/fPgwgoKCcPHiReTk5EClUqFRo0bqgQutra1x4MABrFy5Ejt37tTZeovGIXj8+LHG9OzsbNjY2Kh/vn37Nuzt7XW23tLIZDK9r6PIn+86MHbfffcdoqKikJGRgbCwMHTs2BEbN26UOiy1kydPGvR3R4bB3ymVhTlC2jA/SBvmB1XEvXv3mDOklYeHh6Trr0x+SlqMiI6Ohq+vL8LCwuDp6YlatWph1apViImJQaNGjdTt9DFwoUKhgL29PRISEuDk5AQAuHnzJpRKpcbjHpGRkRgzZoxO110SQw0+UtHXm0rN19cXvr6+UodRKk9PTw4uZGJkMlmVHwyI9Is5QtowP0gb5gcViYqKwuDBg7W2kclkaNeuHS5fvmygqMhYCCFQt25dZGdnl9n24sWLcHR0NEBUmoquK8u6FtJ2/SnpYxqJiYmws7NDjx49YGFhgdDQUKxevRpdu3ZVt9HnwIXTp0/HmjVrkJKSAqVSiaVLl2LgwIFo3rw5gMKBY44fP45hw4bpfN1ERERERGSe+vXrh0aNGmn9q7IQAtOnTzdgVGQsZDIZ3nnnHa35IZfL0bVrV0kKEboiaTHC19cXrVq1QuPGjdG+fXtkZWXBzs5OXYyoyMCFAQEBFR7c0N/fH8OHD4erqyuaNGmCgoIChIWFqecfPHgQzs7OqF+/fsU3joiIiIiIqASWlpZYt24dhBAlXnDK5XK0adMGU6ZMkSA6MgbvvfceGjRoALm8+CW7XC6HTCYr9gbCqkbSYoRCoUBUVBSePn2KGzduYMGCBUhNTcWQIUMqPHDh+++/X+FbmCwsLLB+/XpkZGQgJycH4eHhGoWHyMhI+Pj4VHi7iIiIiIiItHnrrbewdetW1KlTB4Dms/fu7u44duyYxlh2ZF4aN26M06dPo3379sXm1a1bFz/++CP69u0rQWS6I/nbNEpTNHBhWFgYvLy8MHfuXIPH4ODggLFjxxp8vaZowYIF6NWrF+bPn19qm0OHDsHDwwPu7u5Yvnx5sfmzZs1CgwYNsGXLFo3p9+/fh5WVFa5fv67zuImIiIiI9GXq1KlIS0vDtm3bsGTJEgBAXFwczpw5g8aNG0scHUmtdevWSE5OxsmTJ/HBBx8AAPbs2YN79+5h+PDhEkdXeTJhJqPoJCUlISkpCZMnT5Y6FEmVd6ARXUpISEBISAg2b96MmTNnYurUqXB1dS3W7uXLl6hWrRoAoE+fPti7dy8aNGignp+WloaDBw8iPz8f7777rnr6kiVLEBMTgy1btqBVq1b636D/T4p9SfrHwcWoLMwR0ob5QdowP6gszBHSxpjyoyIDWJbWxmjvjNA1Jycnsy9ESOXcuXPo168fgMLBes6fP19iu6JCREFBARo2bFjstrQ/v2GlyMOHD5GTk6MedJSIiIiIiIiMn9kUI0g62dnZ6sKCra0tsrKySm27efNmtGnTBvXq1UONGjXK7Ds4OBhz5szRWaxERERERESkfyxGkN4pFAoolUoAgFKphEKhKLXt9OnTcfXqVaSmpiIxMVFrv9nZ2bh7926F36JCRERERERE0mJJf8QXAAAgAElEQVQxgvTO3d0dR48eBQAcOXIEbm5uyM/Px4MHDzTa5ebmAih8y0nt2rVRs2ZNrf1evXoV165dw6BBg3D48GHMmDFDPxtAREREREREOsViBOldly5dYGVlhV69ekEul6Nbt264desWVqxYodFu+/bt8PLygoeHB1q0aIG2bdsiKSkJW7duBQB8+umnWLduHYKCgvDxxx+je/fuOHfuHKKiotC/f3+EhIRIsXlERERERERUQWbzNg0qZCxvgPjhhx9gZ2cHb29vSeOoDGPZl6RbxjRKMRkn5ghpw/wgbZgfVBbmCGljTPmhi7dpWOo2JKLyGTNmjNQhEBERERERkURYjDBDSUlJ6koWvbqkpCQ4OTlJHQYREREREVGVw2KEmeHFs+44OTlxfxIREREREb0CFiPMTHBwsNQhEBERERERkZnj2zSIiIiIiIiIyKBYjCAiIiIiIiIig2IxgoiIiIiIiIgMisUIIiIiIiIiIjIoFiOIiIiIiIiIyKBYjCAiIiIiIiIig2IxgoiIiIiIiIgMisUIIiIiIiIiIjIoFiOIiIiIiIiIyKBYjCAiIiIiIiIig2IxgoiIiIiIiIgMisUIIiIiIiIiIjIoFiOIiIiIiIiIyKAspQ6ATJefnx+SkpIMvl4nJycEBwcbfL1/JdX2mypj+b3qCvNDt0wtPwDmiC4xP6gsppYjzA/dMrX8AJgjumSK+WEovDOC9CYpKcngBzkp1lkaY4qlqjPFfWmK2yQVU92Xprpdhmaq+9FUt0sKprgvTXGbpGKq+9JUt8vQuB8rh3dGkF45OTnhxIkTBlufl5eXwdZVHobeflNlbL9XXWF+6Iap5gfAHNEF5geVxVRzhPmhG6aaHwBzRBdMOT8MgXdGEBEREREREZFB8c4IIiIADx48wNWrVwEAMTEx6NChA2rXri1xVGQsnj9/jsuXL+Px48cAgPv376Nx48YSR0XGQqVS4fr167h37x4A4PLly2jTpg0sLXmaRYUyMjLw22+/AQDOnz+PDh06wNraWuKoyFjk5ubi8uXLyMrKAgDcvXsXTZs2hUwmkzgyMgZCCNy8eRN37twBACQnJ6Ndu3aoVq2axJFVHu+MIMk1btwYNWvWRJ06dWBra4tBgwbh7t27UodlctLT0yGTyYo913b79m3IZDL8+uuvEkUmnWvXrmHhwoWwt7dHw4YN4enpCQDo3r07bGxs4OTkhA0bNiA7O1viSPWP+VFcTk4OQkJC4OrqCmtra7i6uqJfv34AgCZNmqBx48aYM2cOLl++LHGkhsEc0SSEwLFjx/DGG2/Azs4Obdq0gbe3NwDA0dERNjY2GDx4MCIiIpCfny9xtPrH/Cju1q1bWLZsGf7+97+jQYMG6NWrFwDA3d0dtra2cHR0xLp165CRkSFxpPrH/Cju2bNn2L59O3r06AFra2u4uLiov2OKzkumT59uNuMRMEc0CSFw5swZTJgwAfXq1UOrVq3U3zGdO3eGjY0N+vbti7179+Lly5cSR/vqWIwgSd27dw9paWlISEjAkydPcPPmTaSnp8Pf31/q0ExObGwsrKys4OjoqDE9JiYG1tbWaNOmjUSRGd7Tp08xf/58tGnTBp9//jm6du2Kzz77DAcPHgQA/Pjjj1ixYgWsrKzg5+eH5s2bIzQ0FEIIiSPXH+aHpu+++w4tWrTAzJkzkZ+fD39/f/zwww84efIkACA4OBi9evXCli1b4OjoiHfffVd914SpYo78n+vXr8PT0xN9+/bFiRMnMH78eGzZsgXHjx8HAHzzzTeYNm0aLl26hJEjR6JLly5ISEiQOGr9Yn78nxcvXmDZsmVo2bIl1q5dC0dHR6xduxY///wzACAyMhIffvgh6tatiyVLlqB58+bYtGkTVCqVxJHrD/ND0/79+/H6669j6tSpUCqVWLhwIfbu3av+jtm4cSP69++PsLAwODs7Y8KECXj06JHEUesXc+T/3LlzB4MGDUKvXr1w4MABjB49Gl999RWOHTsGANi1axdmzZqFlJQUvPnmm3B0dMQvv/wicdSvhvcPkqRiY2NhY2ODtm3bAgDq1auHLl264NatW9IGZoLi4uLg7Oxc7LbhmJgYuLi4QC43j9rkrVu3MGjQIFy9ehVz5szB8uXL0bBhQ402I0eOxMiRI/HRRx8hISEBfn5+mDJlCqKiorBjxw7UqFFDouj1h/lRqKCgADNnzsTXX3+Nrl27IjIyEm5ubsVulZ0/fz7mz5+PjIwMrFu3DuvXr8fhw4dx8OBB9fHM1DBHCkVGRmL8+PGoVq0aQkJCMGnSJFhZWWm0mThxIiZOnIjPPvsM4eHhWLBgAbp164YvvvgCM2bMkChy/WJ+FEpLS8PgwYNx4cIFTJ06FR9++CGaNWum0Wb48OEYPnw4/vWvf+HSpUtYuHAhZs+ejQMHDmDv3r2oVauWRNHrD/OjkEqlwuLFixEUFISOHTti165d8PT0LPYdM2fOHMyZMwfZ2dkIDg5GQEAAjh8/jgMHDsDZ2Vmi6PWLOVLo6NGjGD16NAoKCvDvf/8b06ZNK/bY8IQJEzBhwgSsXbsW+/fvx/z58+Hh4YE1a9Zg8eLFEkX+aszjt0pGKzY2Fq6urpDJZMjPz0dUVBS+/fZbTJgwQerQTE5cXBxcXV2LTY+JiSlxuim6f/8+vLy88ODBAxw9ehQbN24sVoj4qy5duuDEiRMICAhQ56Yp/vWK+VF4S+S0adPw9ddfY9myZTh37hzc3d21PrNbv359rFmzBr/88gtyc3Ph5eWFGzduGDBqw2GOAD///DPGjBmDDh064PLly/jnP/9ZrBDxZ5aWlhg3bhwuXbqEQYMGYebMmdiyZYsBIzYc5gfw6NEjeHt74/r16/jf//6HrVu3FitE/JWjoyOioqLw+eef48CBAxg5cmSVvuW6NMyPQgsXLkRQUBDmzJmDuLg4eHl5af2OUSgU+PDDDxEbG4tq1aqhb9++JvtoIHMEOHXqFIYNGwZ7e3skJyfDz89P6/hlFhYWGDFiBJKTkzF27FgsWbIEn332mQEjrjyzKkaEhoZW6PUrLi4uOHTokP4CIsTGxuLMmTNQKBSwsrLCuHHjsHXrVkydOlXq0ExOfHx8sYO5SqVCQkICXF1dkZGRAXd3d3h6esLV1RWHDx+WKFL9EEJg6tSpyMjIwJEjR9TP3ZWHXC7HsmXLEBQUhPDwcGzcuFGPkUrD3PMDAHbu3Int27fjgw8+QEBAQIUGH+zevTuOHz+OvLw8TJw4EQUFBXqMVBrmniN//PEH/vGPf8DR0RFHjhxBkyZNyr2snZ0dwsPDMWjQIMyePdskLybMPT8AYObMmbh58yYOHDiAYcOGlXs5mUyGuXPnYsuWLTh8+DBWr16txyilwfwAIiIiEBwcjHnz5uHzzz9H9erVy71s586dcfLkSdSoUQPjx49HXl6eHiOVhrnnSFZWFsaPHw8HBwccP34cLVq0KPey1tbW2L17N9544w0sWbIEMTExeoxUx4QZ2b59u/D09FT/nJ+fLxYtWiTq168v6tSpI0aPHi0ePnyonv/RRx+JWbNmSRCpafD09NTY3yWxs7MT4eHhQggh7t+/L9q1ayc++ugjva7TUIwpltTUVAFAXLlyRWN6fHy8ACDu3Lkj8vPzRX5+vhBCiGvXromuXbtKEWqJdLEvd+zYIQCIL7/8Ums7bYdFlUolhg4dKmrWrClu3bpVqXiYH7qji32Znp4uFAqF8PDwEAUFBVrbasuRXbt2CQAiODi4UvEIwRzRFV3tx3HjxokaNWqIX3/9VWs7bfnx4MEDUb9+fdG9e3ehUqkqFQ/zQ3d0sS9/+uknAUAEBARobVfWqfeECROEpaVlsX1ZUcwP3dHFvlQqleK1114TTk5OIi8vT2tbbTmyb98+AaBS58pFmCO6oav9OG3aNGFhYSHi4uK0ttOWH9nZ2aJp06aiffv26n2lT+Xddm1tzOrOiL8KDAxEREQEoqOjkZqaCqDwOc8iPj4+iIyMlCo8k3f9+nVkZWWhS5cuAIBGjRph4cKFCAkJUd8Gf+bMGY27JN58803Ex8dLEm9VVpTfCoVCY/ru3bvh5uaGZs2awcLCAhYWFgAK3yLQuXNng8epL0IIrFu3Dk5OTpV6Xlsmk2HTpk3Iy8vDpk2bdBihtMw9PwBg69atyM7ORkhISKWeSx0/fjy8vLwQFBRkUndHmHuOpKSk4LvvvsPChQsrNSbI3/72NwQEBCA6OhpnzpzRYYTSMvf8AIB169ahZcuWlX5eOzg4GJaWltiwYYOOIpMe8wMICwvDgwcP8OWXX1bqdYxDhw6Fj48PNm7ciBcvXugwQmmZe46kp6cjNDQUM2bMgIuLyyv3Y2tri88++wxXrlxRD5hr7IyiGLF371507NgRderUwYABA/Dee+9h7Nixel/v5s2bsXTpUrRo0QK2trZYu3YtoqKi1IMndu7cGZaWlrz41ZPY2FjUrVsXDg4O6mk+Pj548OCB+iSta9euSExMBAAcP34ctra2lfpPaq7atWsHW1tbBAYGIjs7G5mZmQgJCcGmTZsQGBiobpeSkgIPDw8MGDAAI0eOlDBi3Tp//jwuXbqEOXPmVHoAJHt7e/j4+GDr1q0mc7Fp7vkhhMDmzZvh7e2NDh06VKqvotut79y5Y1KP+Zl7jmzduhVyuRwzZ86sdF9vvfUWFAoFNm/erIPIjIO558eVK1dw9uxZzJo1q0KPd5WkQYMGGD9+PMLCwvDs2TMdRSgtc88PoPCaw8XFBe7u7pXua+7cucjIyMBPP/2kg8iMg7nnyI4dO/Dy5UvMnTu30n2NGjUKjRs3rjLfMZIXI3bs2IGFCxdi06ZNePz4MYYNG4bPP/+8wiPFBgYGolOnTuVu//jxY9y5c0fjwrZly5awsbFBcnKyetqIESMQERFRoViofGJjY4v9nuvXr48ePXrg+++/BwBYWVnBysoKWVlZWLlyJT799FMpQq3ybGxssG/fPsTFxaFp06Zo27YtwsPDERUVBU9PT3W7v//97zhz5gxiY2MxZ84cCSPWraLilo+Pj0768/HxwaNHj/Dbb7/ppD+pmXt+3L9/HykpKTrLjyFDhsDS0tKk/vJt7jly+vRpdO3aFU2bNq10X7Vq1cKAAQNw+vRpHURmHMw9P4r+r+vq4mjkyJF4+vQpkpKSdNKf1Mw9P5RKJZKSkuDj46N1sMry6tOnD6ytrXkMMaEcOXPmDNq2bauT15dWq1YNQ4cOxZkzZ6rEK+klfbXns2fP8N577yEsLAy9evUCALz77ruYP3+++iI1LCwMX375JQBg1apV6Nu3b4l9+fv7w9/fv9zrViqVAApvZ/kzhUKhngcU3g61bNkyfPzxx+XfMCqXoKCgEqf/9eDavXt3TJs2DWPGjEGDBg0MEZpJ8vDwwNmzZ0udn5ubq35lpY2NDaytrQ0Vmt4lJibCwcEB9evX10l/RUXMhISESv8l3ViYe34A0NldV1ZWVujQoQMSEhJ00p+xMNccEUIgMTFR4zHOynJxccHevXuRmZmJunXr6qxfKZlrfgCFxxCFQoG///3vOunvz98xPXr00EmfUjPn/Lhw4QIA3X3HyOVyODs78zvGhHIkMTERvXv31ll/Li4u+Prrr3Hr1i2dHZf0RdJixMmTJ6FSqTB48GD1tIcPHwIAnJ2dkZ2djaCgIJw7dw5PnjxBnz59kJiYqH5eqDKKEvjx48ca07Ozs2FjY6P++fbt27C3t6/0+ujVubm54ZNPPsGePXukDsWkJSQkYOnSpbCwsEB+fj6Cg4OlDklnMjIy0KhRI531V9TXo0ePdNansTPl/Cj6Peo6R8wpPwDTzZH8/Hzk5OTo5RhiSsWIsphqfgCF3zENGzbUyV+9AahfOW1OxxBTzg99fccUFdLNhSnniL7OUzMzM42+GCHp2zRCQ0NF69atNaYFBASIhg0bCiGEiIqKEvPmzVPPGz58uLh69eorr++vb9Owt7cXW7duVf9848YNAUCkpKSopw0bNkxs3779lddZXgBM8qOL0WVnz54tjhw5Uq62np6ekm+zrrefjO/3yvwwLqaaH8wR3WB+UFlMNUeYH7phqvnBHNENXeSHXC6XPBf0/SmNpGNGdOjQAdevX8fJkyeRl5eH3bt3IzAwEE5OTgAKK4l2dnbq9nZ2djqtEk+fPh1r1qxBSkoKlEolli5dioEDB6J58+YACh8jOX78eIXeFf2qhBAm9/nzM16vIjU1FT4+PrC1tS318ZySeHp6Sr7tuth+0lSZ3+vMmTNhY2ODgoKCMtsCZf9/PHXqFADgf//7H/PDSFQmP4qe946MjCxXe6DsHGnWrBnGjx/PY4iRqOz3gr29PXx9fXWWH0uXLkW1atXw4sUL5oeRqEyO+Pv7w9LSsly/T6Ds/CgauywsLIz5YSQqkx8XL14EAOzcuVNnxxBHR0cMGTKkUsc15ojuVPY7pkOHDhg8eLDO8iMgIABA4Z0RlYlLl5/SSFqM6Nq1K5YvX47Ro0ejadOmiI6ORvfu3dXjRdSrVw9ZWVnq9llZWahXr16JfQUEBFT42W1/f38MHz4crq6uaNKkCQoKChAWFqaef/DgQTg7O+vsOXOqmKZNmyIiIoKDVlKlubi4QKlU6mzAyejoaHW/VPU5OTlBLperf6+VlZaWhrt37zI/TIiLiwuio6O1nlBVRHR0NDp27Kh+/pmqNhcXF+Tn5+vsGX5+x5iWtm3bombNmjr7jlEqlbhy5Qrzw4S4uLggNjZWZ29pi46ORsuWLTX+qG+sJH+bxscff4xHjx4hPT0dGzZswO+//64uRnTv3h2nT59Gbm4uMjMzkZKSgpYtW5bYz/vvv4/Lly9XaN0WFhZYv349MjIykJOTg/DwcI3CQ2RkpM5GVyci6QwaNAgWFhbYsWNHpfsSQmDHjh1wdnbW6fN9JJ3atWujT58+2Llzp05OBIrybOjQoZXui4zDsGHDkJKSopM3pKSkpODkyZPMDxPi7e0NKysrnXzHAEBoaChatWqF1q1b66Q/kpalpSUGDx6MPXv24MWLF5Xub9euXVCpVDyGmJBhw4YhIyMDP//8c6X7Sk9Px4EDB6pMfkhejPgzpVKJ27dvq4sRCoUCfn5+8PLywtChQxEUFKSTwSvLy8HBAWPHjjXY+szJ/fv30aVLF1hZWSE/P19j3qefforGjRtjxYoV6mmZmZkYN24cvL29eafE/6dtHwKV24/Hjh2Du7s7+vTpg9TU1FLb7dq1Cz169MCwYcM03kJjbJo0aQIfHx98/fXX6kFyX9X+/ftx6dIlzJ49W0fRkTGYNWsW7ty5g//+97+V6icnJwdffPEFvL290bZtWx1Fp3vR0dHo0aMHevXqhQULFhSbv3r1avTu3Ruurq748ccfAQAfffQR3N3d4e7ujqNHj5ba9/379+Ht7Y0ePXrgyJEjpba7dOkSPDw80LNnT41XahsjX19fKBQKrF69utJ3R6xduxZyuRzTp0/XUXQktbp162L8+PHYuXMn7t69W6m+Tp8+jbNnz2LmzJmQy43qNL1EQUFB8PDwKDa9tPON58+fo2HDhlqPDaZ2DgIUfsdkZGRg69atlernxYsX+Pe//w0XFxd069ZNR9GR1EaMGIHGjRsjMDAQKpWqUn0FBQXh5cuXmDVrlo6i0zNhRM6ePSusra2FSqXSS/+JiYkGGYySCnl6epY6MM7z589FZmam8PT0FC9fvtSY98cff4hjx46J5cuXq6fNmzdP/Prrr5Vap6HpOxZt+1CIyu1HLy8voVQqxfnz58WsWbNKbJOXlyc8PDzEy5cvxZ49e8TatWtffWPKoIt9mZycLKpVqybGjRun9Rij7bCYlZUlmjRpItq3by+eP39eqXgMlav37t0Tzs7OokaNGiXmSWnzd+zYIby9vYWnp6dITU0ttX8/Pz/h4eGhMdhwZdq9Cl3sy/z8fNG9e3dRt25dkZaWprWtthz55z//KWQymfjll18qFY8Q+s2RtLQ0dQ5PmDBBJCcna8zPy8sTQgiRk5MjunfvLoQQ4ubNm0KIwv8HvXr1KrXvuXPnirNnz4qcnByt8Y8cOVLcuXNHpKamihEjRlRmc7TS1X4MCgoSAMSOHTu0ttOWH8ePHxcAdPL/wFDHkPPnzwt3d3fh4eEh/Pz8is2/ePGiev7kyZOFSqUqc5k/M5VjyI0bN0StWrXEoEGDXvk75unTp+L1118XDg4OQqlUVioeQ+THixcvxNtvvy169uxZbF5p5xvBwcGib9++4vDhw6X2a4rnICqVSvTr10/UqVNHY6D8kmjLkSVLlggA4uDBg5WKRwjDnzN/9tlnJeaKEKWfc2hbpojUxxBd7cetW7cKAOLzzz/X2k5bfsTGxgoLCwsxadKkSsdjKEZVcu3RoweUSqXOXo30V05OTpg8ebJe+qaKsbKyKvU5ptdee61YDly6dAkBAQHo06cPzp07Z4gQjZ62fQi8+n589uwZatasCWtra3Tv3h1Xrlwpsd3vv/+Ojh07wtLSEv369cP58+dffWMMoGPHjli5ciX27t2LTz75pMLLP336FKNHj8Yff/yB0NBQWFlZ6SFK3atbty6OHj0KNze3cs+/d+8eTp48iaNHj+LEiRNo0qRJicsmJCTg6dOnOH36NPLy8hAbG1updlKysLDA9u3b8ezZM4wYMaLYa5/L4/PPP8dXX32F9957D+7u7nqIUncaNmyozmFLS8tidx1Wq1YNQOFfMR0dHQFA/XqwGjVqaP2eTk5Ohru7O+rUqQNra2vk5OSU2C4zMxPNmjVDkyZNXml/G9q8efPQs2dPzJgxQz2IbUVcuXIF48aNQ6tWrdSDi1UFDg4OOHbsGE6fPo309HT1YHxF2rRpg19++QWnT58GAMTFxZW5TBFTOoa0aNECa9asQVRUFBYtWlThO2hyc3Px5ptv4tq1a9i6dav6FfTGbMuWLZg0aVKJ80o638jLy0N0dHSJd1IUMdVzEJlMhi1btkAmk2H48OGvdJdmaGgo1q5di3fffRcDBgzQQ5T6k5ubiwsXLpQ4r7RzDm3LFDGlY8iUKVMwePBgLFy48JUe10hJScGoUaPQsGFD/Pvf/9ZDhPphVMUIotL88ssvWLZsGfbs2YPFixdLHU6VVZ79mJWVBRsbG/XPpT1Dn52drW5na2urMdissVq2bBkmTZqElStX4t133y33bZ2//fYbvLy8cPLkSezYsQOurq56jlR3yipalTT/4MGDKCgoQN++fTF37txSc+DcuXPo168fAGg9GSxvO6m1a9cO3377LZKSktCzZ08kJSWVa7lnz57Bz88P8+fPx6hRoxAYGKjnSHUnOTkZGRkZaN++fbF5s2bNQqdOneDt7a0x/cMPP8Q///nPUvssKChQFyu0HRv+fCtqZW9LNQQLCwuEh4fDwcEBgwYNQkhISLkvOMPDw9G7d29YWFhg//79qF27tp6j1Z3yFq6AwkJVs2bNylymiKkdQ2bPno25c+ciKCgIEyZMQGZmZrmWu3nzJvr164d9+/bhP//5T4XeICaVly9f4uTJk8WOD0VKOt/Yvn07Jk6cqLVfUz4HcXBwwE8//YTr16+jR48e5c7j3NxcLF++HFOmTEH//v2xceNGPUeqe9oKV6Wdc2hbpogpHUNkMhl2794NR0dH+Pj4ICgoqNzjWP3888/o0aMHnj17hv3791eJgSuLsBhBVULr1q3Rrl07vPbaa1XiGUpjVZ79aGdnp3GRXlo7hUKhbqdUKqFQKHQfsI7J5XJs27YNy5Ytw/bt2+Ho6IgNGzYgOzu7xPa///473nvvPTg5OeHmzZsIDw/HW2+9ZeCoDe/BgwfIy8vD0aNHUatWLURERJTYrrwng1XppHHEiBE4cOAAHj16BFdXV8yaNQuXLl0qsW1OTg5CQkLQqVMnbNiwAXPmzMG3334LS0tLA0f9ajIzMzFnzpxSn2HetGkTfvvtN43nvX/88Uc8evQIEyZMKLXfP194ajs2/PnYUlWO63/7299w6tQp9OjRAzNnzkTv3r3x008/lThujxACR48exYgRIzBmzBg4ODjg9OnTVXZQQm2Fq8jISDg6OiI9PV3jrWfalgFM7xgik8mwYcMGrFq1Ct9//z06dOiAdevWISMjo8T2t27dwrJly9CpUyckJydj165dmDFjhoGjfjU7d+7Uehz46/lGfn4+Dh48iMGDB2vt15TPQYDCwU6PHDmCvLw89OzZE++88w4SExNLbPvs2TNs27YNzs7OCAgIwJQpUxAZGVll7swsUlbhqqRzjrKWKWJqxxCFQoFjx45h0KBBWLhwIdzd3bF3717k5eUVayuEwOnTpzFu3DgMGTIE9erVw6lTp9C5c2cJIn91VeOMicxe69atkZaWBhsbmxJP+qh8StqP6enpsLOzU/91q1atWnj+/DmePHmCK1euqE8i7927p3G7fuvWrXHp0iUUFBTgyJEjpT4GYGzkcjkCAgIwYsQIvPfee/Dz88OiRYvg6Oiovh39jTfeQEJCAlJSUmBpaQlfX1+sX78er732msTRl+6PP/6Ar6+vxrSGDRtiz549Fe7L1tZW/f5xb29vxMXFldiuvCeDVe2ksV+/frh8+TL8/f2xbds2/Oc//4G9vT26dOmCBg0aAABcXV2RnJyMvLw8ODs749ixY+jTp4/EkZdffn4+/vGPf2DdunVo2LBhsfm5ubmoUaMGatasqT6BS05Oxpdffon9+/er2+Xk5EAIofGXzE6dOuHcuXPo1KkTlEolbGxskJmZiZo1a6JmzZrqdnXr1kVqairkcjlsbW31uLW61aBBAxw+fBhff/01PvnkE4waNQrW1tbo0qWL+o1fAwcORHx8PB49eoR69eohICAAixYt0riLwNhoO4YUFa727t1b4rIjRozAiBEjMHfuXOzbtw+jRieu2XsAACAASURBVI0qcxnANI8hMpkMy5cvx9ChQ+Hn54clS5Zg2bJlaN++PTp16gQAGDduHJKSknDt2jXI5XKMHj0aQUFBaNasmcTRl9/Vq1eRlJSEkJAQXL58GRs3bsTcuXPV8/96vvHgwQPcvXsXgwYNwvXr17F//364uLjg5cuXZnUOAgA9e/bExYsXsWLFCmzduhXbtm1DkyZN4OLioj7PcHNzw4ULF/DixQt06NAB+/fvx5AhQySOXLvSjiEDBgzQWrgq6ZwjOztb6zJFTPEYolAoEBERgV27duFf//oX3nzzTdSuXRvOzs54/fXXAQCDBw9GfHw8Hj58CFtbW3zwwQdYvnx51XxdtKQjVpBJ0zagS15enujbt69QKBTC29tbnDhxQqxatUoIIcSWLVtEly5dRPPmzdUDF12+fFl4enqKbt26if3797/SOg1N37H8dR+eP39epKWlVXg/vvXWW8UGKDx8+LBwc3MTXl5e4vbt20IIIby9vUVBQYFGu2+++Ua4u7uLIUOGiOzsbL1tqz73ZUJCgli2bJkYMGCAsLe3FwDE66+/Lt544w2xfv36MgczfFWGztXSBjotaX5iYqI6ZwIDA8WuXbvEy5cvxR9//KGxTHx8vJg+fboQQoiZM2eK6OjocrfTJX3uy4cPH4oNGzYIX19f0aZNG9GwYUMBQHh7e4vFixeL8+fP623QZX1u1+7du0X9+vXV6ygacHPOnDlCiMKBOD09PYW7u7v44YcfhBBCDBgwQDg6OgpPT0/1gJNff/21CAsL0+j77t27ok+fPsLNzU09yNry5cvFmTNnNNpduHBB9OzZU/To0UMkJibqZTuF0O9+fPnypfjpp5/ErFmzRLdu3USTJk0EAOHk5CTeeecdERYWVunBbktjqGPIy5cvxeDBg8X58+dLnP/ixQv1v99//33x888/l7iMuR5DLl26JD744AMxePBg4eDgIACIli1bilGjRonVq1eLO3fu6GW9hvyOKRpg8M/nINrO21auXKkewNLcz0GysrLEpk2b/l97dx4XVb3/cfw9oOIuhCYomm3uC4kLpAS4a7lkyY+ya6ilppVS3spQu5WmLdeLSy65cW9el0zN1CLFQC1JBB0Lr5lKel2TVDTRMGR+f/hzfhLKIsM5MLyej8d5+PDMmTPv+cx3hjmfOYtt4MCBtiZNmtj/xgQFBdleeukl25YtW0rl35gbvfLKK7Zu3brZunfvbnN3d891gsabfee42X1K6mdIcdbx6tWrti+++ML2wgsv2AICAux/Y1q2bGkLDw+3LV682JaRkVEsj20UmhEoNmY0BspSM8JRnnvuuXyXuXr1qn0jxQylpZaFYdRzyq9pdbPbbTab7eWXX7YFBQXZHnvsMVtmZqbtwIEDtmeeeSbX+l988UVbx44dbaNGjbLZbLYCL+dIzjg+bLbS8bxee+21Am0EPP/887k2JIxSGup4O4x6XjdrXN34GfLZZ5/ZHnroIdtDDz1kGzp0qO3q1as3vQ+fIcYqLc+J7yDmMeN53axxZbPl/s5xs/uU1M8QZx0fRrHYbEW8YDZwC8HBwZKk+Ph4p37MWylJWUo7Z6xlaXtOq1atkoeHR77HbxZ0OUcqbbUsKGd9XkZz1jqWtufFZ4ixnPE5mcVZa1nanldJ/QwpbXUsaThnBAAgX4899phDlwNQtvAZAqAo+AxxTjQjUKysVqu9Y2jU4/n6+hr2ePkx+vk7q5L2ujoK48MxnHV8SIwRR2B8ID/OOkYYH47hrONDYow4gjOPDyPQjECxMeON6evrW2I+EEpKDmdQkl5XR3G252MmZxwfEmPEURgfyI8zjhFnez5mcsbxITFGHMVZx4dROGcEAAAAAAAwlIvZAQAAAAAAQNlCMwIAAAAAABiKZgQAAAAAADAUzQgAAAAAAGAomhEAAAAAAMBQNCMAAAAAAIChaEYAAAAAAABD0YwAAAAAAACGohkBAAAAAAAMRTMCAAAAAAAYimYEAAAAAAAwFM0IAAAAAABgKJoRAAAAAADAUDQjAAAAAACAoWhGAAAAAAAAQ9GMAAAAAAAAhqIZAQAAAAAADEUzAgAAAAAAGIpmBAAAAAAAMBTNCAAAAAAAYCiaEQAAAAAAwFA0IwAAAAAAgKFoRgAAAAAAAEPRjAAAAAAAAIaiGQEAAAAAAAxFMwIAAAAAABiKZgQAAAAAADAUzQgAAAAAAGAomhEAAAAAAMBQNCMAAAAAAIChaEYAAAAAAABD0YwAAAAAAACGohkBAAAAAAAMRTMCAAAAAAAYimYEAAAAAAAwFM0IAAAAAABgKJoRAAAAAADAUDQjAAAAAACAoWhGAAAAAAAAQ9GMAAAAAAAAhqIZAQAAAAAADEUzAgAAAAAAGIpmBAAAAAAAMBTNCAAAAAAAYCiaEQAAAAAAwFA0IwAAAAAAgKFoRgAAAAAAAEPRjAAAAAAAAIaiGQEAAAAAAAxFMwIAAAAAABiKZgQAAAAAADAUzQgAAAAAAGAomhEAAAAAAMBQNCMAAAAAAIChaEYAAAAAAABD0YwAAAAAAACGohkBAAAAAAAMRTMCAAAAAAAYqpzZAQAAAEqKMWPGyGq1mvLYvr6+ioqKMuWxzUCtjUOtjVNaam1mTmdT1sa4I7FnBAAAwP+xWq2mfEE363HNRK2NQ62NU1pqXRZfm+JAHYuGPSMAAABu4Ovrq/j4eEMfMzg42NDHKymotXGotXFKS63NyOlsyuoYdxT2jAAAAAAAAIZizwgAAPJgs9l09OhR7dmzR+fPn1e5cuV0//33q3nz5nJzczM7HnBbsrOz9dNPP2nv3r26dOmSKlWqpGbNmqlhw4ZydXU1O55TycrK0r59+/Tjjz/q999/V9WqVdWiRQvde++9slgsZsdzKleuXFFKSooOHDigP/74Q9WrV1erVq1Uv359ag2UQOwZAQDATRw/flxvvPGG6tWrp7vuukt9+vTRX/7yFz3xxBNq06aNqlWrpv79+ys2NlY2m83suDDY6dOnZbFYch0rfOTIEVksFu3bt8+kZHlLSUnRc889Jw8PDzVp0kSPP/64Bg0apAEDBqhp06by8PDQ8OHD9f3335sd1a601joxMVFPP/20atSooZYtWyo0NFSDBg1S//79df/996tmzZqKiIjQgQMHzI5qVxprbbPZFBcXpwEDBqhatWry8/NTWFiY/vKXv6hv375q0KCB6tatq8jISB09etTsuHalsdbFiXqUTTQjAAC4QXZ2tmbMmKH7779fb7/9tlq1aqVZs2Zp+/bt+umnnyRJK1as0MiRI7V161Z17dpVvXv31vHjx01ODiPt3LlTFStWVPPmzXPMT0xMVLVq1dSoUSOTkt3cpUuXFBERoZYtW2rx4sXq06ePFi1apOTkZPvG8OLFi9W/f3/961//UqtWrfTCCy/o4sWLJicvfbU+d+6cwsPD1b59e61evVoDBw7Uxx9/bN/I2rlzpz766CN16dJFs2bNUpMmTTRhwgRduXLF5OSlr9YnT55Uv3791KlTJ3399dcaPny4li9frh9++EGSlJCQoA8//FB+fn6aMmWKGjZsqGnTpunq1asmJy99tS5u1KNs4jANAAD+z++//67Q0FCtW7dOvXr10owZM3TvvffmWi40NFShoaGaOnWq5s6dq9dff10tW7bUhg0b5O/vb0JyGC0pKUkPPPCAypXL+VUqMTFRfn5+cnEpOb/3nDx5Ut26dVNKSopGjRqlN998U56enrmWCw8PV3h4uKZNm6a33npLM2bMUGxsrDZt2iQfHx8Tkl9Tmmp94MABde3aVceOHVNkZKReffVVVatWLccybdq0UZs2bfTss8/q1KlTeu211zRp0iRt2rRJX3zxhe644w6T0peuWicnJ6tHjx66ePGi3n//fY0aNUqVKlXKsYy/v7/8/f01cuRIHT58WKNHj9bLL7+sTZs2adWqVapcubJJ6UtXrY1APcomXlUAAHRtj4jQ0FCtX79e06dP1/r162/aiLhRxYoVNWbMGO3Zs0ceHh7q3r279uzZY1BimCkpKUlt27bNNT8xMfGm881y7tw5de7cWT///LNiYmI0a9asmzYibnTHHXcoKipKsbGxOnHihDp16qRff/3VoMS5lZZaHzt2TCEhIcrIyNC3336rSZMm5WpE/JmXl5eio6O1cuVK7d69W927d9elS5cMSpxbaan1f/7zH3Xp0kVVq1bVrl27NHbs2FyNiD9r0KCBPvvsM82ZM0cbN25U//79lZWVZVDi3EpLrY1CPcommhEAAEiaOXOm1q1bp+nTp+vFF18s1MnO7r//fsXHx6tq1aoaOHCgMjMzizEpSoLk5ORcX5Czs7O1a9cu+/wuXbqoZs2amjRpkhkRJUmjR4/WTz/9pA0bNqh79+6Fum+nTp305Zdf6vDhw3r++eeLKWH+SkOtbTabhgwZovT0dG3evFnt27cv1P0ff/xxrVy5UklJSYqMjCymlPkrDbX+448/NHDgQFWoUEFxcXFq0qRJge9rsVg0YsQIzZkzR1999ZWmTZtWjEnzVhpqbaT86pGcnKwOHTrooYceUqdOnZSammpSUjhSmW1GZGdna9CgQbrrrrtUtWpV3XfffVq+fLnZsQAAJjh27JjGjRunhx9++LY3unx8fDR//nzt3btX7733noMToiQ5fvy4Tp48KT8/vxzzrVarLl68aD9UJzo6Wh988IEZESVJmzZt0scff6zXX39dQUFBt7WOBx98UBMnTtSKFSu0YcMGByfMX2mp9ZIlS7Rp0ya9//77atmy5W2to0+fPho5cqSmT5+upKQkByfMX2mp9T/+8Q9ZrVbNmzdPDRo0uK11PPvss3r00Uc1ceJE/fzzz44NWAClpdZGKUg96tSpo5iYGG3dulVjx47VG2+8YVJaOFKZbUacP39ePXv21Pfff68LFy4oIiJC4eHhJeLkQQAAY82bN0+///67ZsyYUaTLv/Xq1UuPPPKIZs2axd8TJ3bs2DFJkru7e475S5culb+/v+rVqydJpp5nQbq20ebl5VXkX9pfffVV1a9fX//4xz8clKzgSkOtbTabpk2bphYtWmj48OFFWteUKVNUtWpVTZ8+3UHpCq401PqPP/7Q9OnT1bVrV/Xr1++212OxWDRjxgxlZWVpzpw5DkxYMKWh1kYqSD28vb3thz1VqFAh17klUDqV2WaEh4eHnnjiCdWoUUMuLi56+umnlZmZqYyMDC1ZskQBAQEKCAjQ5s2bzY4KAChGNptNCxcuVK9evXTPPfcUeX2jRo3S6dOnTfkVGcZo0qSJatSooalTpyo9PV1nz57V3LlzNXv2bE2dOtXseJKu/dIYExOjZ599Vm5ubkVaV/ny5TV8+HBt3rzZ8F+RS0Otd+/eLavVqpEjRxb5JHvVq1fX008/rU8++UQXLlxwUMKCKQ213rhxo06cOKFRo0YVeV0+Pj7q27evFi1apOzsbAekK7jSUGsjFaYeGRkZeu211zR27FiT0sKRymwzYtOmTerZs6d8fHxUo0YNeXt7y9vbWxaLRdOmTVN8fLzWr1+viIiIEnH5HwBA8Thy5IhOnjyphx9+2CHr69SpkypUqKCEhASHrA8lT/Xq1bV+/XolJSXJx8dHjRs31urVqxUTE3Pbh0M42o4dO2Sz2Rw2rnv16mVfr5FKQ62vv9cdWesrV65o9+7dDllfQZWWWru6uqpbt24OWV+vXr105swZHTx40CHrK6jSUGsjFbQeV65c0YABAzR+/Hg1a9bMxMRwlDK5f8uOHTsUFhamJUuWKCgoSJUrV9akSZOUmJioHTt2KDAwUG5ubnJzc1ODBg106NAhNWzY0OzYAIBiYLVaJUmtW7d2yPoqVKigli1b2tcL59SxY0d9++23Zse4JavVKhcXl9s+f8GfNWvWTBUqVJDValVYWJhD1llQpaHWNWvWdNgu9dc/i6xWq+EbpqWh1k2bNs33yhkFdf0cBVar1fDv+iW91kbLrx5Xr17Vk08+qf79+xfpEB2ULGWyGbF79255eHjowQcflKurq6KjozVlyhS9+uqrOnPmjDw8POzLenh46MyZM8WaZ8yYMZKkqKioIi0DACi88+fPS5Jq1arlsHXWqlVLaWlpDlsfSqchQ4Zox44dyszM1I4dO7Ru3TrDHjs9PV3VqlVz2EZb+fLl5eHhoXPnzjlkfY5mdq1r1qxZpPPN3KhmzZqSRK1vIj093eGf1RK1Lg1WrlypmJgY/frrr1qyZIlatGihmTNnmh0LRWUrg86dO2fr3r27rXLlyrZ77rnHNm3aNFvdunVtGzZssMXExNhefPFF+7K9e/e27d+/v1jzBAUF2SQxMTExMTExlYApKCioWP/u812AWlNr555KS63NyOlsyuoYL+x0K2XynBHu7u6KiYlRRkaGDh06pIiICB07dky9evVS+/bttW3bNmVmZurs2bP6+eefde+99xZ7pqCgINlstltOQUFB+S7DxMTExFT46fox8KtWrSrQ8pLyXcbLy0uDBg0y/bkxFX4y83htR/6dnz17tiTp559/LtDy+Y3rEydOSLq2hya1zjlNmDBBLi4uysjIKHKdbTabkpOTJUkrVqyg1n+annnmGd1xxx3Kzs52SK2v72mwdevWMlfrsnhuiuLCNlr+062UyWZEXtzd3TVmzBgFBwfr4Ycf1rRp0+Tq6mp2LABAMWnZsqXKlSun7du3O2R9hw8f1qlTp3JdLx0w0vXx56hxff0kjYzr3Pz8/JSdna3ExESHrI9a35qfn5/Onj2rn376ySHrS0hIkMVika+vr0PWB6BwaEbcxKBBg5SQkKCEhAR17drV7DgAgGJUsWJF9ezZUx9//LGuXLlS5PUtXLhQFotFffr0cUA64Pa0bt1a9erV06JFixyyvgULFsjLy0vt27d3yPqcSadOnVStWjUtXLiwyOuy2WxasGCBWrRo4ZBLDTubRx55RK6urg6p9R9//KHo6Gh17dpV1apVc0A6AIVFMwIAUOaNHDlSp0+f1vz584u0nrS0NM2ZM0cPP/ywGjRo4JhwKHEiIiIUGBio0aNH55g/evRoBQUFqX379vazwm/atEn+/v4KCQnRjz/+aFjGcuXKafjw4dq8eXOR947YuXOnYmJiNGzYMJUvX95BCZ1HtWrVNGjQIH3yySfav39/kda1YcMGWa1WjRw50mEnxCyIW43psLAwBQcHKyAgwL73gNVqVYcOHRQYGKht27YZllGSfHx81LdvX82fP1+nTp0q0rqio6N14sQJjRw50kHpkJ9bjbMbbdy4UR07dlRAQIAiIyNz3T5y5EjVqlVLCxYsyDH/xIkTqlixouGXaUXR0IwAAJR53bt3V9euXfXqq68qNTX1ttZhs9k0atQoXbhwQVOmTHFwQpQUu3btUkZGhrZt26YrV65o586d9ts++OADbdmyRZ988oneeecdSdJbb72lzZs3a+nSpXrjjTcMzfriiy+qfv36Gjx4sC5dunRb6/j9998VHh6uOnXqKCIiwsEJCy6vjZiUlBQ9+OCDCgwM1ODBg2Wz2ZSVlaWwsDCFhITolVdeKfZ8kZGRqlKligYPHqysrKzbWse5c+c0fPhwNWvWTIMHD3ZwwlvLa0wvX75c8fHxeuWVV/TII49IkiZOnKgVK1boq6++0uTJkw3Led3kyZN1+fJljRgxIs9j0fPy3//+V2PHjlVQUJB69+7t4IQFl9e4jomJUXBwsIKDg+Xt7a3PPvvM8HHtSHmNsxuFhITom2++UUJCgrZv357rylQTJkzQ+++/n+t+UVFR8vf3L5bsKD40IwAAZZ7FYtGCBQtUrlw59erVy36yvoKy2WyKjIzUypUr9eabb6p58+bFlBRmS0hIUJcuXSRJXbp00XfffWe/7fpeAxcvXlSrVq3s86tUqSJvb28dOnTI0KzVqlXTokWLdODAAT322GO6fPlyoe6fmZmp0NBQ/ec//9H8+fPl7u5eTEnzlt9GTKNGjbR9+3b7r/RJSUlas2aNWrVqpbi4OF2+fFl79uwp1oze3t6aNWuWEhISbqshceHCBT3yyCNKS0tTdHS03NzciilpbnmN6evWrFmj/v37S7rWNPHx8VHlypWVkZFR6HFVVI0bN9Y777yjtWvX6q9//WuhGxK//PKLevbsqezsbC1cuFAuLuZsDuU3rnv06KH4+HjFx8erfv366tKli+Hj2pEKMs6k//8cvXr1qry8vFS9evUct3t7e+e6T1pamn777Tf2SCyFaEYAACCpfv36Wr9+vY4fP6727dtr48aNBbpfWlqawsLCNGXKFA0fPlyvvfZaMSeFmdLT0+1fjmvUqKFz587luP3RRx9Vt27d7F+6pWsbPz/++KP27dtnaFZJ6ty5s+bPn6+vvvpKDz30kPbu3Vug+/34448KCgrSunXrNHv2bPXs2bOYk95afhsxNx464ubmpnr16ik1NVUtW7aUJPn6+tpPClmcnnzySb3zzjtasmSJunfvrsOHDxfofklJSQoICFBiYqKWLVumNm3aFG/QP8lvTGdlZemHH35Q69atJUm1atVSSkqK0tLSlJKSovT0dEPzStf2KHjhhRf097//XY899ph++eWXAt3v66+/Vvv27XX48GF9/vnnhlwx71YKunGempqq2rVrq2rVqqaMa0fJb5zd6KOPPlKjRo3k6elZoMZcVFSUnn/+eYdlhXFoRgAA8H86duyoLVu2qGrVqurevbv69eun2NjYm/7K+d///lcTJ05U06ZNtWbNGr3zzjuaM2eOocd5w3ju7u66cOGCpGu/Zv95b4E1a9bou+++0+uvvy5Jeu+99xQWFqapU6eqQ4cOhueVpKFDh2r16tU6fPiwWrdurWHDhmn37t25flG22Wzas2ePnnvuOfn6+urAgQP65JNP9Nxzz5mS+7qCbMR8/vnnat68uU6fPi1PT081atRIW7ZskSTFxcXlueHjSOPGjdPChQuVmJio5s2bKyIiQvv27ctV6+zsbH333Xd6+umn5e/vr/T0dH355Zd67LHHDMl5o/zGdFxcnIKDg+3/nzp1ql566SWNGDFCLVu2VM2aNY2MK+na3mzTp0/X+++/rw0bNqhp06aKjIy8aQMoKytLX3/9tR5//HF17txZFSpUUFxcnEJCQgzPfaOCbpyvXr1ajz76qCSZNq4dIb9xdqNhw4Zp//79OnbsmHbv3p3netPT03X06FE1a9bMoXlhDJoRAADcoHXr1tq1a5cmTpyob7/9Vl27dlX16tXl7+9vP7bYx8dHd911lyZNmqR27dopOTlZ48aNoxFRBgQEBGjz5s2SpNjY2BzHKGdmZkq6dnhElSpV7MvHxcUpMjJSTZo0MT7w/+nXr5/27t2rQYMG6eOPP1br1q11xx13KDg42D6uPT095evrq8WLF+vJJ5/U3r17NWDAAMMynjp1yn6M/PUpLCysQBsxffr0UUpKiurWrav169erd+/eunz5sjp37iw3NzfVrl3bsOcxZMgQpaSkqHfv3po1a5aaNm2qO++8U507d5YkBQYGyt3dXQEBAVq9erVGjhypvXv35tibxkh5jWnpWoPt+sawJDVs2FAbN27UvHnzVL9+fdNOamqxWDR27Fjt3r1bHTp00JQpU3T33XerTp069qvhBQQEqHr16urcubPi4uL0+uuvy2q1ql27doblLMq4lqR169bZr85k5rguqpuNs6ysrFx7tVz/HHV1dVWVKlVUqVKlPNe7f/9+HThwQD169NCmTZs0YsSI4nkCKBblzA4AAEBJU6lSJb355psaN26c1q1bp4SEBFmtVh0/flzStRNs+fn5qW/fvrr77rtNTgsjtW7dWhUrVlRgYKBatWql+vXra/LkyYqMjNT//M//6Pz588rKyrKfxHTy5MmKjY2Vp6en5s2bZ2r2O++8U/Pnz9e7776rNWvWaOfOnUpJSbGP6wEDBqhNmzbq37+/PD09Dc/n5eWl+Pj4XPN37dqlefPmKTQ0VLGxsQoPD89xe2Zmpn1X7urVq6tSpUpydXXVzJkzJV37lbVbt27FHT+Hu+66S8uWLdM//vEPrVmzRklJSfbDdCwWiwYNGqS2bduqf//+pl9WMq8xbbPZlJCQoFmzZtmXX7hwoZYsWaLKlSvnmG+Wpk2b6vPPP9eRI0f02WefKTk5WT/99JOka5duHj58uPz9/dWnT598N2yLw+2Oa+laI6NChQr296PZ47oo/jzO2rVrp4MHD+rdd9/NcSWrxYsXa/ny5crKylJISIgaN24sq9Wq5ORkDR06VJMnT9bSpUtls9l04sQJTZw40X64Snh4uMaPH2/WU8RtsNhu9zS0cJjru77d7IOqMMsAAIqfxWK57TO4o+Qz6++t2X/nzRjXhXnOo0eP1q5du9SqVSvNmjVLp06d0sKFCxUZGam1a9dq2rRpkqT7779fH330kU6ePKmBAwfKxcVFgwYNyrGhZ2atzfr8KIvjujTUOq9xLUnz5s3TH3/8YT8fwvHjxx02rs3+zJGkVatWycPDQ506dTItQ1GVhDqWZuwZAQAAgBJt+vTpOf7v5eVl32Dr27ev+vbtm+P2unXrsnGAEi+vcS1Jw4cPz3G7s41rM86RgpKFZgQAAMANrFZrjhP2GfWYvr6+hj5mSUCtjUOtjVNaam1GTmdTVse4o9CMAAAA+D9mfan09fUtc19oqbVxqLVxSkuty9rrUlzK4hh3JM4ZUQJwzggAKD04ZwScEePaGNTZONQaKPm4tCcAAAAAADAUzQgAAAAAAGAomhEAAAAAAMBQNCMAAAAAAIChaEYAAAAAAABD0YwAAAAAAACGohkBAAAAAAAMRTMCAAAAAAAYimYEAAAAAAAwFM0IAAAAAABgKJoRAAAAAADAUDQjAAAAAACAoWhGAAAAAAAAQ5UzOwAAONqYMWNktVoNJVBZkgAAIABJREFUf1xfX19FRUUZ/rhmMavOUtmotZn1dTaFGS+MawAAjMGeEQCcjtVqNXxjwozHNJtZz7ms1LqsPM/iVtg6Mq4BADAGe0YAcEq+vr6Kj4837PGCg4MNe6ySxOg6S2Wr1mbU19ncznhhXAMAUPzYMwIAAAAAABiKZgQAAAAAADAUzQgADnHp0iVFR0crPDxcLVq0kJeXl7y9vdWuXTs999xzWrt2rbKyssyOaXf69GlZLJZcx2gfOXJEFotF+/btMylZ/s6fP685c+Zo4MCBatKkiWrXrq06deqoQ4cOevHFF7Vp0yZlZ2ebHdOuNNca/4/XMSfqAQBA0dCMAFAkmZmZ+tvf/qa6detq8ODBiomJUf369dW3b1+dOnVKVapU0dKlS9WvXz/dc889WrhwoWw2m9mxtXPnTlWsWFHNmzfPMT8xMVHVqlVTo0aNTEp2axcvXlRERITq1KmjkSNHauvWrWrYsKEeffRRnTx5UhaLRQsXLlS3bt3UuHFjrVq1yuzIkkpnrZEbr2NO1AMAgKKhGQHgtu3bt09t2rTRm2++qc6dO2vbtm06efKkNmzYoHnz5kmS4uLidObMGa1evVr16tXTM888o549e+rMmTOmZk9KStIDDzygcuVynsc3MTFRfn5+cnEpWR+PO3bsUMuWLTV9+nSFhoYqKSlJR48e1dq1azV37lxJ0jfffKOzZ89qyZIlqly5sh5//HGFhYUpIyPD1Oylrda4OV7HnKgHAABFw19KALclJSVFgYGBOn36tDZs2KBPP/1UHTt2lMViybVsuXLl9Oijj2rbtm2aNWuW4uPjFRQUpF9//dWE5NckJSWpbdu2ueYnJibedL6ZvvnmG3Xu3FmStHXrVi1evFh+fn43XdbNzU0DBw7Uzp079fbbb2vlypXq0aOHqQ2J0lRr3BqvY07UAwCAoqEZAaDQzp8/r169esnNzU3ffvutevXqVaD7ubi4aNSoUfriiy908OBBhYaGmnZug+Tk5FwbDNnZ2dq1a5d9fpcuXVSzZk1NmjTJjIiSpBMnTqh3797y8fHR9u3b1bFjxwLdr3z58ho/fryWLVum7du369lnny3mpLdWWmqNvOX3OiYnJ6tDhw566KGH1KlTJ6WmppqU1BiMawAAioZmBIBC++tf/6rjx49r1apVuu+++wp9/06dOmnmzJmKi4uzH2JgpOPHj+vkyZO59i6wWq26ePGi/P39JUnR0dH64IMPDM93nc1m0/Dhw5WZmal169bJy8ur0OsIDQ3VG2+8oWXLlmnNmjXFkDJvpaXWyFtBXsc6deooJiZGW7du1dixY/XGG2+YlLb4Ma4BACi6MtuMyM7O1qBBg3TXXXepatWquu+++7R8+XKzYwEl3qFDhzR//nyNGTPG/oX7djzzzDPq1KmT/va3vykzM9OBCfN37NgxSZK7u3uO+UuXLpW/v7/q1asnSfLx8TE0158lJCRo/fr1euutt3T//fff9nrGjRunFi1a6PXXXzf85KGlpdbIW0FeR29vb1WrVk2SVKFChVznUnAmjGsUxk8//aRRo0bZx4u3t7fGjx+vX375xeRkzsdqtSo8PFxVq1aVJN11112aMmWK0tPTTU4G4GbKbDPi/Pnz6tmzp77//ntduHBBERERCg8P15UrV8yOBpRoc+fOlaurq15++eUircdisejVV19VWlqaPv30UwelK5gmTZqoRo0amjp1qtLT03X27FnNnTtXs2fP1tSpUw3NkpfZs2erevXqGjFiRJHWU758eb388sv68ccfFRcX56B0BVNaao28FeZ1zMjI0GuvvaaxY8ealLb4Ma5RUF9//bV8fX01Z84cnT9/XpJ06tQpTZ48Wa1atdL+/ftNTug8Vq5cqbZt2+rjjz+2nyfp6NGjev3119W2bVudOHHC5IQA/qzMNiM8PDz0xBNPqEaNGnJxcdHTTz+tzMxMZWRkcIwnkIf169erW7duqlOnTpHX1aVLF9WpU0cbNmxwQLKCq169utavX6+kpCT5+PiocePGWr16tWJiYhQUFGRollux2WzasGGDHn/8cfsvPEURGhqqihUrUmvcloK+jleuXNGAAQM0fvx4NWvWzMTExYtxjYI4d+6c+vbtq8zMzJvulZaWlqa+ffuadu4kZ5KamqqBAwfq6tWrOep5ve6pqal68sknzYoH4Bacdx/KfGzatEnTpk3TDz/8oN9++03Z2dny9vaWh4eHoqOjFRsba98NE8A1v/32m/bv36+wsDCHrM/FxUXt2rVTcnKyQ9ZXGB07dtS3335r+OMWVGpqqtLT09W+fXuHrK9SpUpq1aoVtcZty+91vHr1qp588kn1799f/fr1MzCZORjXyE90dLQuXrx4y9uzs7O1f/9+bd68WV27djUwmfOZO3eusrKybnkoYnZ2trZs2aIffvhBLVq0MDgdgFspk82IHTt2KCwsTEuWLFFQUJAqV66sSZMmKTExURLHeAK3cvToUdlsNjVq1Mhh62zYsKHhv9YX1JAhQ7Rjxw5lZmZqx44dWrdunWGPffjwYUlyeK23bNnisPU5kpm1hmOsXLlSMTEx+vXXX7VkyRK1aNFCM2fONDuWqRjXZVtMTIwsFkue5+pxcXFRTEwMzYgi2rBhQ4HOifTVV1/RjABKElsZNGfOHNu9995rS09Pt/3++++2xYsX2ypXrmx788037cssXrzY9vbbbxuSJygoyCaJiYnJgVNQUJAh79+y/j42us5lrdZm1NfZ3M54YVwzMTExMTE5brqVMnnOiLCwMN13332qU6eOmjZtqnPnzsnDw0Nt2rQxLVNQUJBsNtstp6CgoHyXYWIq7un48eOSpBkzZhRoeUn5LjN48GDVqlXLoTnNOmbbke/RpKQkSdd+bXZUrXv06KGWLVuW+jo7utaFnQpS69JeX2dTmPHCuGZy1PT888/LYrHk+7rPmTPH9Kylferfv79cXPLfrPnss89Mz8rEVBanWymTzQh3d3fFxMQoIyNDhw4dUkREhI4dO6ZevXqZHQ0o0by9vVW7dm2HnncgOTlZfn5+Dlufs2jevLnKly/vsFrbbDZqDQAGGj58eJ5fwi0WiypXrqyBAwcamMo5jRgxIs8Tgbq4uMjb21sPP/ywgakA5KdMNiPyM2TIEL3//vuKjo5W7969zY4DlBgWi0WBgYH64osvlJmZWeT1HTp0SN9//70CAwMdkM65uLm5qV27dvZfcYoqISFBaWlp1BoADNK8efNbXuL2+rkkZs2apWrVqhmczPl06dJFTz311E1vu77HxPz581WuXJk8XR5QYtGMuIlFixZp7969OnjwICebAv5k2LBhSktL04oVK4q8rg8//FDlypVTeHh40YM5oWHDhunHH39UbGxskdc1c+ZMVa9eXaGhoQ5IBgAoiPfee09///vfVbNmzRzz7777bn3yyScaPHiwScmci8ViUXR0tCZMmKDq1avnuK1p06b68ssv2SsCKIFoRgAolM6dO8vX11evvvqqzp49e9vr2bNnj2bOnKmnnnpKderUcWDC/EVERCgwMFCjR4/OMT8sLEzBwcEKCAiQr6+vJMlqtapDhw4KDAzUtm3bDM0ZGhqq+vXr64UXXtDly5dvez2xsbFavny5Ro0apSpVqjgwIZzNrd4bN9q4caM6duyogIAARUZG5rp95MiRqlWrlhYsWJBj/okTJ1SxYkUdPHjQ4bmBkspiseill17S8ePH9dVXX2n58uXatm2bDhw4oAEDBpgdz6m4urrqrbfe0smTJ7VhwwatWLFCiYmJ+v7779WtWzez4wG4CZoRAArFxcVFixcv1q+//qrw8HBlZWUVeh1nz57Vk08+KU9PT33wwQfFkPLWdu3apYyMDG3btk1XrlzRzp077bctX75c8fHxeuWVV/TII49IkiZOnKgVK1boq6++0uTJkw3NWrFiRS1YsED79+/X888/f1uHaxw9elSDBw9Wo0aNNGHChGJIWTB5beTGxMQoODhYwcHB8vb21meffaasrCyFhYUpJCREr7zyigmJy5683hs3CgkJ0TfffKOEhARt375daWlpOW6fMGGC3n///Vz3i4qKkr+/f7FkNwvjGgVVoUIFdevWTf/zP/+jjh07Fuhki7g9lStXVq9evRQaGqq2bdsW6CSiAMzBJyGAQvP19VVUVJTWrVunxx9/XOnp6QW+7+HDh9WpUycdPHhQy5Ytk6enZzEmzS0hIUFdunSRdO0Y0++++y7XMmvWrFH//v0lSefOnZOPj48qV66sjIyMIu2hcDu6du2q8ePHa9GiRXrmmWcK9fgpKSkKCgrShQsXtHz5clWqVKkYk95afhu5PXr0UHx8vOLj41W/fn116dJFa9asUatWrRQXF6fLly9rz549pmQvSwry3pCk8uXLS5KuXr0qLy+vXLtEe3t757pPWlqafvvtNzVo0MCxoU3EuAYAoGhoRgC4LaNGjdKMGTO0bt06NW/eXJ9++mmee0lcunRJM2bMUPPmzZWamqrPP/9cISEhBia+Jj093b7xVKNGDZ07dy7H7VlZWfrhhx/UunVrSVKtWrWUkpKitLQ0paSkFKrx4ihvvfWWJkyYoEWLFsnX11cxMTF5njU8PT1db7/9tvz8/HTx4kXFxsbaDzsxQ0E3clNTU1W7dm1VrVpVqampatmypaRrza+EhATD8pZV+b03bvTRRx+pUaNG8vT0lJubW77rjoqK0vPPP++wrCUB4xoAgKKhGQHgtr3wwgv67rvv5O7urgEDBuiee+7R6NGj9a9//UtxcXGSpHnz5mno0KGqU6eORo8erQcffFApKSnq3r27KZnd3d114cIFSdKFCxfk7u6e4/a4uDgFBwfb/z916lS99NJLGjFihFq2bJnrJGRGsFgseuuttxQbG6vMzEz17NlTjRs31tixY7Vs2TJ7rWfNmqWnnnpKdevW1cSJE9W3b1/t3btXbdu2NTzzjQq6kbt69Wo9+uijkqRGjRppy5Ytkq69JnltGMMx8ntv3GjYsGHav3+/jh07pt27d+e53vT0dB09elTNmjVzaF6zMa4BACgarm8DoEjatm0rq9Wq9evXa+7cuVqwYIFmzJhhv33EiBHy8PBQr169NHLkSHXo0MHU4zcDAgI0b948hYaGKjY2NteVPNasWaOwsDD7/xs2bKiNGzfq119/VUREhH0XdTN07txZ+/fv16effqr58+dr1qxZOS6x+sILL+jOO+9UWFiYRo4cKT8/P0PznTp1KkftJMnLy0uBgYEF2shdt26dVq9eLUnq3bu3Nm/erM6dO6tBgwaqXbt28YbHTd8bWVlZOnPmTI76Z2Zmys3NTa6urqpSpUq+h//s379fBw4cUI8ePfTDDz/o2LFjDrlCjFEY1wAAFA+aEQCKrFy5curXr5/69eunq1evav/+/Tp9+rRCQkKUmpqqBg0alJgTSLVu3VoVK1ZUYGCgWrVqpfr162vy5MmKjIyUzWZTQkKCZs2aZV9+4cKFWrJkiSpXrpxjvlnc3Nw0cOBADRw4UH/88Yf27duns2fPKiQkREePHlXdunVNq7WXl5fi4+Nzzd+1a1eeDSDp2gZfhQoV7OcQcXV11cyZMyVd+xWeM6EXvz+/N9q1a6eDBw/q3Xff1fz58+3LLV68WMuXL1dWVpZCQkLUuHFjWa1WJScna+jQoZo8ebKWLl0qm82mEydOaOLEifbDEcLDwzV+/HiznuJtYVwDAFA8aEYAcChXV1c1bdpUTZs2lXTtWuolzfTp03P8//rlCS0WS65dzocOHaqhQ4calq0wypcvbz/+XJJ8fHxMTHNrN9vIPXXqlBYuXGiv/dq1a9W3b1/7fY4fP66BAwfKxcVFgwYNKrHPzdn8+b2xZ88ePfHEEznmjRgxQiNGjMgxz9fX135eksjIyJte8lOSoqOjHRfWZIxrAACKhmYEAKDY/Xkj18vLK8cG6/Dhw3PcXrdu3Zv+Gg1jPfbYY2ZHKNEY1wAA3D6aEQCcktVqzXEiSiMez8wrVpjF6Dpff8yyUmsz6utsbme8MK4BACh+NCMAOB0zvtDfuJt6WWHW8y0rtS4Lz9EIhR0vjGsAAIxhsdlsNrNDlHXXf33Ja9fNgiwDlDQWi0V8xBiDWhuHWsMZMa4BAEZzMTsAAAAAAAAoW2hGAAAAAAAAQ9GMAAAAAAAAhqIZAQAAAAAADEUzAgAAAAAAGIpmBAAAAAAAMBTNCAAAAAAAYCiaEQAAAAAAwFA0IwAAAAAAgKFoRgAAAAAAAEPRjAAAAAAAAIaiGQEAAAAAAAxFMwIAAAAAABiqnNkBYKwxY8bIarWaHcNp+Pr6KioqqkDLmlX7wmQECsPMzxPGNQAAQOnGnhFljNVqpRnhIIWtpRm15/VGcTJrfDGuAQAASj/2jCiDfH19FR8fb3aMUi84OLjQ9zG69reTESgMMz5PGNcAAAClH3tGAAAAAAAAQ9GMAAAAAAAAhqIZAVOdPn1aFosl1/HfR44ckcVi0b59+0xKZg7qAWfEuAYAAMCf0YyAqXbu3KmKFSuqefPmOeYnJiaqWrVqatSokUnJzEE94IwY1wAAAPgzmhEwVVJSkh544AGVK5fzXKqJiYny8/OTi0vZGqLUA86IcQ0AAIA/4xsgTJWUlKS2bdvmmp+YmHjT+c6OesAZMa4BAADwZzQjYKrk5ORcGyPZ2dnatWuX2rZtq+TkZHXo0EEPPfSQOnXqpNTUVJOSGiO/ekhSly5dVLNmTU2aNMmMiEChMa4BAADwZ+XyX8R5ZWdnKzw8XFu2bNGZM2fk5eWlSZMmKSwszOxoZcLx48d18uRJ+fn55ZhvtVp18eJF+fv7q1y5coqJiVG1atX0xRdf6I033tDHH39sUuLiVZB6SFJ0dLRiY2N17NgxM2Lm68qVK1qzZo127dolSYqNjVWnTp3YFb8YXLp0SZ988on+85//SJK2b9+ugIAAWSwWk5P9P2cZ1+fPn9eyZct06NAhSdfy+/r6mpwKKJpjx45p2bJlOn36tCTpv//9r+rXr29yKgBAWVGmmxHnz59Xz549NXPmTFWrVk1z5sxReHi4+vfvrwoVKpgdz+ld3+hwd3fPMX/p0qXy9/dXvXr1csyvUKFCrmPOnUlB6+Hj42N4toL68ssv9fTTTystLc2+Qdy1a1c1bNhQq1evVrNmzUxO6DyWLFmiUaNG6cKFC/Zad+jQQX5+flq1apXuuusukxNe4wzjOioqSuPGjdPvv/9ur/UDDzygkJAQrVixQrVq1TI5IVA4f/zxh0aPHq158+YpOzvb3iy+++67NWTIEH344Yd8DwIAFLsy/VOlh4eHnnjiCdWoUUMuLi56+umnlZmZqR9++KFMHRpgliZNmqhGjRqaOnWq0tPTdfbsWc2dO1ezZ8/W1KlTcyybkZGh1157TWPHjjUpbfErTD1Koq1bt6p37946c+aMJMlms9lvO3TokB566CEdOXLErHhO5dNPP9Vf/vIX/fbbb5Jy1nr37t0KCgrS2bNnzYqXQ2kf1x9++KEiIiL0+++/S8pZ6y1btqhr1666fPmyWfGA2zJixAjNmTNH2dnZkpTj3wULFmjIkCFmxgMAlBFluhmxadMm9ezZUz4+PqpRo4a8vb3l7e2tOnXqKCYmRlu3btXYsWP1xhtvmB3VKVWvXl3r169XUlKSfHx81LhxY61evVoxMTEKCgqyL3flyhUNGDBA48ePd+pf1gtaj5Jq3Lhxstls9i+1N7p69arOnTunv//97yYkcy7Z2dn661//KovFkmPD+Mbbjxw5onnz5pmQLrfSPK4vX76syMjIW96enZ2tPXv2aMWKFQamAopm3759WrRoUZ7L/Pvf/9aePXsMSgQAKKucd5/3fOzYsUNhYWFasmSJgoKCVLlyZU2aNEmJiYny9va2L+fshwaYrWPHjvr2229vefvVq1f15JNPqn///urXr5+BycyRXz1Kqp9++knbt2/PcxmbzabFixdr2rRpvKeKYNu2bTp8+HCey1gsFn300UcaN26cMaHyUVrH9dq1a3X+/Pk8l3FxcdH8+fMVHh5uTCigiBYvXnzLZuZ1Li4uWrRokaZPn25gMgBAWVNmtwh2794tDw8PPfjgg3J1dVV0dLSmTJmiV1991b7M9UMD/vnPf5qYtGxbuXKlYmJi9Ouvv2rJkiVq0aKFZs6caXYsUw0ZMkQ7duxQZmamduzYoXXr1pkdSUePHi3QchcvXtT58+fl6elZzImcV0FqbbPZSuyJIG+ltI7r63uiAKXF0aNH5eLioqtXr95yGYvFUuDPdQAAbputjDp37pyte/futsqVK9vuuece27Rp02x169a1bdiwwWaz2WyZmZm2nj172tasWVPsWYKCgmySDJuCgoKK/TmVBbfzuhlde6PHFlPZm8z4PGFcMzExMTExMTGVnulWyuyeEe7u7oqJickxLyIiQpI5hwYEBQUpPj7+lrcHBwdLUp7LFMT19cAx8nvdbmRW7QuT8XZlZ2fr3nvv1ZEjR26566+Li4v69eunVatWFWsWZ3fp0iXVqVMnz8MHLBaLRo4cqVmzZhVrFjM/T4wY17/88ot8fHyUlZWV53KTJk3K89wSQEny9ddfq3Pnzvku98UXX6hnz54GJAIAlFVl+gSWt3L90IAlS5YoODhYL7zwgtmRgBLNxcVFkZGRt2xEXL8cojNfDcUolStX1ksvvXTL211cXOTm5qYXX3zRwFTOqXbt2nrmmWduebuLi4s8PDz07LPPGpgKKJqQkBC1adPGfjnPP3NxcVGrVq3UvXt3g5MBAMoamhE3ERYWposXLyo+Pl7x8fFl/hwFQEEMHTpUEyZMkPT/zYfrXF1d9e9//1sBAQFmRHM648eP17BhwyTJvkFxveZubm5au3atGjZsaFo+ZxIVFWXfQ+7PtXZ3d9dXX32lO++807R8QGFZLBatW7dOzZs3l/T/4/r6v40bN9aGDRtu2awAAMBR+EsDQ0RERCgwMFCjR4++5TIbN25Ux44dFRAQcNNdnkeOHKlatWppwYIFOeafOHFCFStW1MGDBx2eGwVnsVj01ltv6fvvv9eIESPUrl07BQQEaPz48UpNTVVYWJjZEZ2Gi4uL5s6dq++++06DBg1Su3bt1KFDB02ZMkWHDx9Wt27dzI7oNNzc3LR69Wp9/fXXCg0NlZ+fn4KCgjR9+nSlpqaqbdu2ZkcECs3Ly0s7d+7UihUr1LNnT/n5+al79+5aunSpdu/erbp165odEQBQBpTZc0bAOLt27VJGRoa2bdum5557Tjt37rzpF/iQkBD7RlRISIjS0tJUq1Yt++0TJkxQu3btch2/HRUVJX9//+J9EgaKiIhQUlKSWrduneuyajExMZo6daokaf/+/ZozZ44eeeQRPfXUU/rll1/Utm1bvffee2bEtmvRooVmz55taoaywGKxqH379mrfvr3ZUQokr3GdkpKiYcOGydXVVffdd58WLVqkq1evlphxbbFYFBISopCQENMyAI5WoUIFhYaGKjQ01OwoAIAyij0jUOwSEhLUpUsXSVKXLl303Xff3XS58uXLS7p2AlEvLy9Vr149x+3e3t657pOWlqbffvtNDRo0cGxok9zYuLly5Yp27tyZ4/YePXrYDx+qX7++unTpojVr1qhVq1aKi4vT5cuXtWfPHpPSAzeX37hu1KiRtm/frm3btkmSkpKSGNcAAABOjmYEil16erq9sVCjRg2dO3fulst+9NFHatSokTw9PeXm5pbvuqOiovT88887LKvZCtq4SU1NVe3atVW1alWlpqaqZcuWkiRfX18lJCQYlhcoiPzG9fVGpHTtsIh69eoxrgEAAJwczQgUO3d3d124cEGSdOHCBbm7u99y2WHDhmn//v06duyYdu/ened609PTdfToUTVr1syhec1U0MbN6tWr9eijj0q69qvyli1bJElxcXF5NnsAMxRkXH/++edq3ry5Tp8+LU9PT8Y1AACAk6MZgWIXEBCgzZs3S5JiY2Pl7++vrKws/fLLLzmWy8zMlHTtygtVqlRRpUqV8lzv/v37deDAAfXo0UObNm3SiBEjiucJFINTp04pODg4xxQWFlbgxs26devUp08fSVLv3r11+fJlde7cWW5ubqpdu7ZhzwO4UVHGdZ8+fZSSkqK6detq/fr1jGsAAAAnxwksUexat26tihUrKjAwUK1atVK7du108OBBvfvuu5o/f759ucWLF2v58uXKyspSSEiIGjduLKvVquTkZA0dOlSTJ0/W0qVLZbPZdOLECU2cONG+63Z4eLjGjx9v1lMsNC8vL8XHx+eav2vXLs2bN0+hoaGKjY1VeHh4rmVOnTqlChUqyNPTU9K15s31y88OGzaMKynANLc7rjMzM+2HZVWvXl2VKlViXAMAADg5mhEwxJ/Pnr9nzx498cQTOeaNGDEi194Nvr6+8vX1lSRFRkbe9JKfkhQdHe24sCa6WePm1KlTWrhwof25r127Vn379rXf5/jx4xo4cKBcXFw0aNAg+fj4mBUfuKn8xnVMTIymTZsmSbr//vvVrVs3xjUAAICTs9hsNpvZIcq64OBgSbrpL4qFWcZRj4WCKWwtzag9rzeKk1nji3ENAABQ+rFnRBlktVrtX+Zx+6xWq32vjcLcx8ja305GoDDM+DxhXAMAAJR+NCPKGL7AO86Nh5AUdHmjFTYjUBhmjS3GNQAAQOnHYRolgJGHaQAAAAAAYDYu7QkAAAAAAAxFMwIAAAAAABiKZgQAAAAAADAUzQgAAAAAAGAomhEAAAAAAMBQNCMAAAAAAIChaEYAAAAAAABD0YwAAAAAAACGohkBAAAAAAAMRTMCAAAAAAAYimYEAAAAAAAwFM0IAAAAAABgKJoRAAAAAADAUDQjAAAAAACAoWhGAAAAAAAAQ9GMAAAAAAAAhqIZAQDq1H3qAAADI0lEQVQAAAAADEUzAgAAAAAAGIpmBAAAAAAAMBTNCAAAAAAAYCiaEQAAAAAAwFA0IwAAAAAAgKFoRgAAAAAAAEPRjAAAAAAAAIYq082ITz75RC1atFDVqlXVrVs3vfTSSxowYIDZsQAAAAAAcGplthnxz3/+Uy+//LJmz56t8+fP65FHHtGMGTP0wAMPmB0NAAAAAACnViabEZcuXdJLL72kjz76SIGBgXJ1ddUzzzyjq1ev2psRS5YsUUBAgAICArR582aTEwMAAAAA4DzKmR3ADFu2bFF2drZ69uxpn5eWliZJeuCBB5Senq5p06YpISFBFy9eVEhIiHbv3i1XV1ezIgMAAAAA4DTK5J4Rp0+f1p133plj3tKlS+Xl5SUvLy/t2LFDgYGBcnNzk6enpxo0aKBDhw6ZlBYAAAAAAOdSJveMaNasmQ4ePKgtW7YoICBAn376qaZOnaoHH3xQknTmzBl5eHjYl/fw8NCZM2eKLY+vr6+mT58ui8WS77IFWQYAAAAAgJLAZrPddH6ZbEa0adNGkZGR6t+/v1xdXfXEE0+offv29vNFeHp66ty5c/blz507J09Pz2LLExUVpaioqGJbPwAAAAAAJYnFdqs2RRnToEEDvf/++xowYIDS09PVqVMnJSQkKCMjQ0FBQbJarZwzAgAAAAAAByiTe0b82YULF3TkyBH7nhHu7u4aM2aMgoODJUnTpk2jEQEAAAAAgIOwZ4Sk7du3q0ePHjp//jznZAAAAAAAoJjRjAAAAAAAAIYqk5f2BAAAAAAA5qEZAQAAAAAADEUzAgAAAAAAGIpmBAAAAAAAMBTNCAAAAAAAYCiaEQAAAAAAwFA0IwAAAAAAgKFoRgAAAAAAAEPRjAAAAAAAAIaiGQEAAAAAAAxFMwIAAAAAABiKZgQAAAAAADAUzQgAAAAAAGAomhEAAAAAAMBQNCMAAAAAAIChaEYAAAAAAABD0YwAAAAAAACGohkBAAAAAAAMRTMCAAAAAAAYimYEAAAAAAAwFM0IAAAAAABgKJoRAAAAAADAUDQjAAAAAAC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\n", "text/plain": [ - "
" + "
" ] }, "execution_count": 8, diff --git a/qiskit/advanced/aqua/artificial_intelligence/qgans_for_loading_random_distributions.ipynb b/qiskit/advanced/aqua/artificial_intelligence/qgans_for_loading_random_distributions.ipynb index c7e928579..349ae7178 100644 --- a/qiskit/advanced/aqua/artificial_intelligence/qgans_for_loading_random_distributions.ipynb +++ b/qiskit/advanced/aqua/artificial_intelligence/qgans_for_loading_random_distributions.ipynb @@ -34,12 +34,12 @@ "For further details please refer to Quantum Generative Adversarial Networks for Learning and Loading Random Distributions. Zoufal, Lucchi, Woerner. 2019.\n", "\n", "How to use a trained qGAN in an application, i.e., procing of financial derivatives, is illustrated here:\n", - "qGAN Option Pricing." + "qGAN Option Pricing." ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -61,7 +61,7 @@ "\n", "from qiskit.aqua.algorithms.adaptive import QGAN\n", "from qiskit.aqua.components.neural_networks.quantum_generator import QuantumGenerator\n", - "from qiskit.aqua.components.neural_networks.classical_discriminator import ClassicalDiscriminator, DiscriminatorNet\n", + "from qiskit.aqua.components.neural_networks.numpy_discriminator import NumpyDiscriminator\n", "\n", "from qiskit.aqua import aqua_globals, QuantumInstance\n", "from qiskit.aqua.components.initial_states import Custom\n", @@ -85,7 +85,7 @@ "outputs": [], "source": [ "# Number training data samples\n", - "N = 10000 \n", + "N = 1000 \n", "\n", "# Load data samples from log-normal distribution with mean=1 and standard deviation=1\n", "mu = 1\n", @@ -121,14 +121,13 @@ "# Note: The algorithm's runtime can be shortened by reducing the number of training epochs.\n", "num_epochs = 3000\n", "# Batch size\n", - "batch_size = 1000\n", + "batch_size = 100\n", "\n", " # Initialize qGAN\n", "qgan = QGAN(real_data, bounds, num_qubits, batch_size, num_epochs, snapshot_dir=None)\n", "qgan.seed = 1\n", "# Set quantum instance to run the quantum generator\n", - "quantum_instance = QuantumInstance(backend=BasicAer.get_backend('statevector_simulator'),shots=batch_size, \n", - " circuit_caching=False)\n", + "quantum_instance = QuantumInstance(backend=BasicAer.get_backend('statevector_simulator'))\n", "\n", "# Set entangler map\n", "entangler_map = [[0, 1]]\n", @@ -143,14 +142,15 @@ "var_form = RY(int(np.sum(num_qubits)), depth=1, initial_state = init_distribution, \n", " entangler_map=entangler_map, entanglement_gate='cz')\n", "# Set generator's initial parameters\n", - "init_params = aqua_globals.random.rand(var_form._num_parameters) * 2 * 1e-2\n", + "init_params = aqua_globals.random.rand(var_form._num_parameters) * 2 * np.pi\n", "# Set generator circuit\n", "g_circuit = UnivariateVariationalDistribution(int(sum(num_qubits)), var_form, init_params,\n", " low=bounds[0], high=bounds[1])\n", "# Set quantum generator\n", "qgan.set_generator(generator_circuit=g_circuit)\n", "# Set classical discriminator neural network\n", - "qgan.set_discriminator()" + "discriminator = NumpyDiscriminator(len(num_qubits))\n", + "qgan.set_discriminator(discriminator)" ] }, { @@ -165,7 +165,7 @@ "\t\\frac{1}{m}\\sum\\limits_{l=1}^{m}\\left[\\log D_{\\phi}\\left(x^{l}\\right) + \\log\\left(1-D_{\\phi}\\left(g^{l}\\right)\\right)\\right], $$\n", "with $m$ denoting the batch size and $g^l$ describing the data samples generated by the quantum generator.\n", "\n", - "Please not that the training will take a while ($\\sim 60$ min)." + "Please not that the training will take a while ($\\sim 20$ min)." ] }, { @@ -177,7 +177,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "qGAN training runtime: 38.464039981365204 min\n" + "qGAN training runtime: 20.069843916098275 min\n" ] } ], @@ -206,7 +206,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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" ] diff --git a/qiskit/advanced/aqua/artificial_intelligence/qsvm_classification.ipynb b/qiskit/advanced/aqua/artificial_intelligence/qsvm_classification.ipynb index fe618ba3d..0ee406462 100644 --- a/qiskit/advanced/aqua/artificial_intelligence/qsvm_classification.ipynb +++ b/qiskit/advanced/aqua/artificial_intelligence/qsvm_classification.ipynb @@ -66,7 +66,7 @@ "### [Optional] Setup token to run the experiment on a real device\n", "If you would like to run the experiement on a real device, you need to setup your account first.\n", "\n", - "Note: If you do not store your token yet, use `IBMQ.save_accounts()` to store it first." + "Note: If you do not store your token yet, use `IBMQ.save_account('MY_API_TOKEN')` to store it first." ] }, { @@ -76,7 +76,7 @@ "outputs": [], "source": [ "# from qiskit import IBMQ\n", - "# IBMQ.load_accounts()" + "# provider = IBMQ.load_account()" ] }, { @@ -173,7 +173,7 @@ "qsvm = QSVM(feature_map, training_input, test_input, datapoints[0])\n", "\n", "backend = BasicAer.get_backend('qasm_simulator')\n", - "quantum_instance = QuantumInstance(backend, shots=1024, seed=seed, seed_transpiler=seed)\n", + "quantum_instance = QuantumInstance(backend, shots=1024, seed_simulator=seed, seed_transpiler=seed)\n", "\n", "result = qsvm.run(quantum_instance)\n", "\n", @@ -279,7 +279,7 @@ "qsvm = QSVM(feature_map, training_input, test_input)\n", "\n", "backend = BasicAer.get_backend('qasm_simulator')\n", - "quantum_instance = QuantumInstance(backend, shots=1024, seed=seed, seed_transpiler=seed)\n", + "quantum_instance = QuantumInstance(backend, shots=1024, seed_simulator=seed, seed_transpiler=seed)\n", "\n", "result = qsvm.run(quantum_instance)\n", "\n", diff --git a/qiskit/advanced/aqua/chemistry/declarative_approach.ipynb b/qiskit/advanced/aqua/chemistry/declarative_approach.ipynb index a8c1ef2c7..5e1d21d3a 100644 --- a/qiskit/advanced/aqua/chemistry/declarative_approach.ipynb +++ b/qiskit/advanced/aqua/chemistry/declarative_approach.ipynb @@ -68,7 +68,7 @@ "### [Optional] Setup token to run the experiment on a real device\n", "If you would like to run the experiement on a real device, you need to setup your account first.\n", "\n", - "Note: If you have not stored your token yet, use `IBMQ.save_accounts()` to store it first." + "Note: If you have not stored your token yet, use `IBMQ.save_account('MY_API_TOKEN')` to store it first." ] }, { @@ -78,8 +78,8 @@ "outputs": [], "source": [ "# from qiskit import IBMQ\n", - "# IBMQ.load_accounts()\n", - "# backend = IBMQ.get_backend('ibmq_16_melbourne')" + "# provider = IBMQ.load_account()\n", + "# backend = provider.get_backend('ibmq_16_melbourne')" ] }, { diff --git a/qiskit/advanced/aqua/chemistry/dissociation_profile_of_molecule.ipynb b/qiskit/advanced/aqua/chemistry/dissociation_profile_of_molecule.ipynb index f40553cea..19a271379 100644 --- a/qiskit/advanced/aqua/chemistry/dissociation_profile_of_molecule.ipynb +++ b/qiskit/advanced/aqua/chemistry/dissociation_profile_of_molecule.ipynb @@ -134,7 +134,7 @@ "### [Optional] Setup token to run the experiment on a real device\n", "If you would like to run the experiement on a real device, you need to setup your account first.\n", "\n", - "Note: If you do not store your token yet, use `IBMQ.save_accounts()` to store it first." + "Note: If you do not store your token yet, use `IBMQ.save_account('MY_API_TOKEN')` to store it first." ] }, { @@ -144,7 +144,7 @@ "outputs": [], "source": [ "# from qiskit import IBMQ\n", - "# IBMQ.load_accounts()" + "# provider = IBMQ.load_account()" ] }, { diff --git a/qiskit/advanced/aqua/chemistry/programmatic_approach.ipynb b/qiskit/advanced/aqua/chemistry/programmatic_approach.ipynb index 865e75cd0..db165d160 100644 --- a/qiskit/advanced/aqua/chemistry/programmatic_approach.ipynb +++ b/qiskit/advanced/aqua/chemistry/programmatic_approach.ipynb @@ -50,6 +50,7 @@ "# lib from Qiskit Aqua\n", "from qiskit.aqua import Operator, QuantumInstance\n", "from qiskit.aqua.algorithms import VQE, ExactEigensolver\n", + "from qiskit.aqua.operators import Z2Symmetries\n", "from qiskit.aqua.components.optimizers import COBYLA\n", "\n", "# lib from Qiskit Aqua Chemistry\n", @@ -99,7 +100,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "HF energy: -8.854072040283643\n", + "HF energy: -8.854072040283647\n", "# of electrons: 4\n", "# of spin orbitals: 12\n" ] @@ -131,106 +132,106 @@ "name": "stdout", "output_type": "stream", "text": [ - "IIII\t(-0.20765933501970843+0j)\n", - "IIIZ\t(-0.0937633748462618+0j)\n", - "IIZX\t(-0.003177581454819807+0j)\n", - "IIIX\t(0.003177581454819807+0j)\n", - "IIXX\t(-0.0012513965999782634+0j)\n", - "IIYY\t(0.0012513965999782634+0j)\n", - "IIZZ\t(-0.21162509515110325+0j)\n", - "IIXZ\t(0.019200533863114204+0j)\n", - "IIXI\t(0.019200533863114204+0j)\n", - "IIZI\t(0.35810269945770123+0j)\n", - "IZII\t(0.09376337484626177+0j)\n", - "ZXII\t(0.0031775814548198056+0j)\n", - "IXII\t(0.0031775814548198056+0j)\n", - "XXII\t(-0.0012513965999782738+0j)\n", - "YYII\t(0.0012513965999782738+0j)\n", - "ZZII\t(-0.21162509515110328+0j)\n", - "XZII\t(-0.01920053386311419+0j)\n", - "XIII\t(0.01920053386311419+0j)\n", - "ZIII\t(-0.3581026994577012+0j)\n", - "IZIZ\t(-0.12182774215822034+0j)\n", - "IZZX\t(0.012144897228053009+0j)\n", - "IZIX\t(-0.012144897228053009+0j)\n", - "IZXX\t(0.0316987459873487+0j)\n", - "IZYY\t(-0.0316987459873487+0j)\n", - "IXIZ\t(0.012144897228053009+0j)\n", - "ZXIZ\t(0.012144897228053009+0j)\n", - "IXZX\t(-0.003265995499652904+0j)\n", - "ZXZX\t(-0.003265995499652904+0j)\n", - "IXIX\t(0.003265995499652904+0j)\n", - "ZXIX\t(0.003265995499652904+0j)\n", - "IXXX\t(-0.008650156860603548+0j)\n", - "ZXXX\t(-0.008650156860603548+0j)\n", - "IXYY\t(0.008650156860603548+0j)\n", - "ZXYY\t(0.008650156860603548+0j)\n", - "YYIZ\t(0.0316987459873487+0j)\n", - "XXIZ\t(-0.0316987459873487+0j)\n", - "YYZX\t(-0.00865015686060355+0j)\n", - "XXZX\t(0.00865015686060355+0j)\n", - "YYIX\t(0.00865015686060355+0j)\n", - "XXIX\t(-0.00865015686060355+0j)\n", - "YYXX\t(-0.030981613344632574+0j)\n", - "XXXX\t(0.030981613344632574+0j)\n", - "YYYY\t(0.030981613344632574+0j)\n", - "XXYY\t(-0.030981613344632574+0j)\n", - "ZZIZ\t(0.05590251078515368+0j)\n", - "ZZZX\t(0.0018710427514123198+0j)\n", - "ZZIX\t(-0.0018710427514123198+0j)\n", - "ZZXX\t(0.003104004116078267+0j)\n", - "ZZYY\t(-0.003104004116078267+0j)\n", - "XIIZ\t(0.012841723180750613+0j)\n", - "XZIZ\t(-0.012841723180750613+0j)\n", - "XIZX\t(-0.002352152173238769+0j)\n", - "XZZX\t(0.002352152173238769+0j)\n", - "XIIX\t(0.002352152173238769+0j)\n", - "XZIX\t(-0.002352152173238769+0j)\n", - "XIXX\t(-0.007975908750559497+0j)\n", - "XZXX\t(0.007975908750559497+0j)\n", - "XIYY\t(0.007975908750559497+0j)\n", - "XZYY\t(-0.007975908750559497+0j)\n", - "ZIIZ\t(0.11346110712685867+0j)\n", - "ZIZX\t(-0.010838363828730848+0j)\n", - "ZIIX\t(0.010838363828730848+0j)\n", - "ZIXX\t(-0.03355135311124219+0j)\n", - "ZIYY\t(0.03355135311124219+0j)\n", - "IZZZ\t(-0.05590251078515368+0j)\n", - "IZXZ\t(-0.012841723180750615+0j)\n", - "IZXI\t(-0.012841723180750615+0j)\n", - "IXZZ\t(-0.0018710427514123196+0j)\n", - "ZXZZ\t(-0.0018710427514123196+0j)\n", - "IXXZ\t(0.0023521521732387685+0j)\n", - "ZXXZ\t(0.0023521521732387685+0j)\n", - "IXXI\t(0.0023521521732387685+0j)\n", - "ZXXI\t(0.0023521521732387685+0j)\n", - "YYZZ\t(-0.0031040041160782664+0j)\n", - "XXZZ\t(0.0031040041160782664+0j)\n", - "YYXZ\t(0.007975908750559497+0j)\n", - "XXXZ\t(-0.007975908750559497+0j)\n", - "YYXI\t(0.007975908750559497+0j)\n", - "XXXI\t(-0.007975908750559497+0j)\n", - "ZZZZ\t(0.08447056807294816+0j)\n", - "ZZXZ\t(-0.008994911953942152+0j)\n", - "ZZXI\t(-0.008994911953942152+0j)\n", - "XIZZ\t(-0.008994911953942152+0j)\n", - "XZZZ\t(0.008994911953942152+0j)\n", - "XIXZ\t(0.006612047066148212+0j)\n", - "XZXZ\t(-0.006612047066148212+0j)\n", - "XIXI\t(0.006612047066148212+0j)\n", - "XZXI\t(-0.006612047066148212+0j)\n", - "ZIZZ\t(0.06035891281077614+0j)\n", - "ZIXZ\t(0.011019231644706083+0j)\n", - "ZIXI\t(0.011019231644706083+0j)\n", - "IZZI\t(0.11346110712685867+0j)\n", - "IXZI\t(-0.01083836382873085+0j)\n", - "ZXZI\t(-0.01083836382873085+0j)\n", - "YYZI\t(-0.03355135311124219+0j)\n", - "XXZI\t(0.03355135311124219+0j)\n", - "ZZZI\t(-0.06035891281077614+0j)\n", - "XIZI\t(-0.011019231644706081+0j)\n", - "XZZI\t(0.011019231644706081+0j)\n", - "ZIZI\t(-0.11344680300367628+0j)\n", + "IIII\t(-0.2076593350197074+0j)\n", + "IIIZ\t(-0.09376337484626278+0j)\n", + "IIZX\t(-0.0031775814548399956+0j)\n", + "IIIX\t(0.0031775814548399956+0j)\n", + "IIXX\t(-0.001251396599969751+0j)\n", + "IIYY\t(0.001251396599969751+0j)\n", + "IIZZ\t(-0.21162509515110128+0j)\n", + "IIXZ\t(0.019200533863109957+0j)\n", + "IIXI\t(0.019200533863109957+0j)\n", + "IIZI\t(0.3581026994577025+0j)\n", + "IZII\t(0.09376337484626282+0j)\n", + "ZXII\t(0.0031775814548399973+0j)\n", + "IXII\t(0.0031775814548399973+0j)\n", + "XXII\t(-0.0012513965999697415+0j)\n", + "YYII\t(0.0012513965999697415+0j)\n", + "ZZII\t(-0.21162509515110128+0j)\n", + "XZII\t(-0.019200533863109957+0j)\n", + "XIII\t(0.019200533863109957+0j)\n", + "ZIII\t(-0.3581026994577025+0j)\n", + "IZIZ\t(-0.12182774215821467+0j)\n", + "IZZX\t(0.012144897228064444+0j)\n", + "IZIX\t(-0.012144897228064444+0j)\n", + "IZXX\t(0.03169874598734439+0j)\n", + "IZYY\t(-0.03169874598734439+0j)\n", + "IXIZ\t(0.012144897228064444+0j)\n", + "ZXIZ\t(0.012144897228064444+0j)\n", + "IXZX\t(-0.0032659954996582014+0j)\n", + "ZXZX\t(-0.0032659954996582014+0j)\n", + "IXIX\t(0.0032659954996582014+0j)\n", + "ZXIX\t(0.0032659954996582014+0j)\n", + "IXXX\t(-0.008650156860609944+0j)\n", + "ZXXX\t(-0.008650156860609944+0j)\n", + "IXYY\t(0.008650156860609944+0j)\n", + "ZXYY\t(0.008650156860609944+0j)\n", + "YYIZ\t(0.03169874598734438+0j)\n", + "XXIZ\t(-0.03169874598734438+0j)\n", + "YYZX\t(-0.008650156860609944+0j)\n", + "XXZX\t(0.008650156860609944+0j)\n", + "YYIX\t(0.008650156860609944+0j)\n", + "XXIX\t(-0.008650156860609944+0j)\n", + "YYXX\t(-0.030981613344629504+0j)\n", + "XXXX\t(0.030981613344629504+0j)\n", + "YYYY\t(0.030981613344629504+0j)\n", + "XXYY\t(-0.030981613344629504+0j)\n", + "ZZIZ\t(0.055902510785159+0j)\n", + "ZZZX\t(0.0018710427514161882+0j)\n", + "ZZIX\t(-0.0018710427514161882+0j)\n", + "ZZXX\t(0.003104004116073226+0j)\n", + "ZZYY\t(-0.003104004116073226+0j)\n", + "XIIZ\t(0.012841723180756926+0j)\n", + "XZIZ\t(-0.012841723180756926+0j)\n", + "XIZX\t(-0.0023521521732445616+0j)\n", + "XZZX\t(0.0023521521732445616+0j)\n", + "XIIX\t(0.0023521521732445616+0j)\n", + "XZIX\t(-0.0023521521732445616+0j)\n", + "XIXX\t(-0.00797590875056439+0j)\n", + "XZXX\t(0.00797590875056439+0j)\n", + "XIYY\t(0.00797590875056439+0j)\n", + "XZYY\t(-0.00797590875056439+0j)\n", + "ZIIZ\t(0.1134611071268544+0j)\n", + "ZIZX\t(-0.010838363828740441+0j)\n", + "ZIIX\t(0.010838363828740441+0j)\n", + "ZIXX\t(-0.03355135311123841+0j)\n", + "ZIYY\t(0.03355135311123841+0j)\n", + "IZZZ\t(-0.055902510785159+0j)\n", + "IZXZ\t(-0.012841723180756926+0j)\n", + "IZXI\t(-0.012841723180756926+0j)\n", + "IXZZ\t(-0.001871042751416188+0j)\n", + "ZXZZ\t(-0.001871042751416188+0j)\n", + "IXXZ\t(0.002352152173244561+0j)\n", + "ZXXZ\t(0.002352152173244561+0j)\n", + "IXXI\t(0.002352152173244561+0j)\n", + "ZXXI\t(0.002352152173244561+0j)\n", + "YYZZ\t(-0.003104004116073226+0j)\n", + "XXZZ\t(0.003104004116073226+0j)\n", + "YYXZ\t(0.00797590875056439+0j)\n", + "XXXZ\t(-0.00797590875056439+0j)\n", + "YYXI\t(0.00797590875056439+0j)\n", + "XXXI\t(-0.00797590875056439+0j)\n", + "ZZZZ\t(0.08447056807294587+0j)\n", + "ZZXZ\t(-0.008994911953942185+0j)\n", + "ZZXI\t(-0.008994911953942185+0j)\n", + "XIZZ\t(-0.008994911953942183+0j)\n", + "XZZZ\t(0.008994911953942183+0j)\n", + "XIXZ\t(0.006612047066151987+0j)\n", + "XZXZ\t(-0.006612047066151987+0j)\n", + "XIXI\t(0.006612047066151987+0j)\n", + "XZXI\t(-0.006612047066151987+0j)\n", + "ZIZZ\t(0.060358912810781123+0j)\n", + "ZIXZ\t(0.011019231644712395+0j)\n", + "ZIXI\t(0.011019231644712395+0j)\n", + "IZZI\t(0.1134611071268544+0j)\n", + "IXZI\t(-0.01083836382874044+0j)\n", + "ZXZI\t(-0.01083836382874044+0j)\n", + "YYZI\t(-0.03355135311123841+0j)\n", + "XXZI\t(0.03355135311123841+0j)\n", + "ZZZI\t(-0.060358912810781123+0j)\n", + "XIZI\t(-0.011019231644712394+0j)\n", + "XZZI\t(0.011019231644712394+0j)\n", + "ZIZI\t(-0.11344680300367244+0j)\n", "\n", "Representation: paulis, qubits: 4, size: 100\n" ] @@ -261,10 +262,10 @@ " num_spin_orbitals -= len(remove_list)\n", "\n", "qubitOp = ferOp.mapping(map_type=map_type, threshold=0.00000001)\n", - "qubitOp = qubitOp.two_qubit_reduced_operator(num_particles) if qubit_reduction else qubitOp\n", + "qubitOp = Z2Symmetries.two_qubit_reduction(qubitOp, num_particles) if qubit_reduction else qubitOp\n", "qubitOp.chop(10**-10)\n", "\n", - "print(qubitOp.print_operators())\n", + "print(qubitOp.print_details())\n", "print(qubitOp)" ] }, @@ -316,7 +317,7 @@ "### [Optional] Setup token to run the experiment on a real device\n", "If you would like to run the experiement on a real device, you need to setup your account first.\n", "\n", - "Note: If you do not store your token yet, use `IBMQ.save_accounts()` to store it first." + "Note: If you do not store your token yet, use `IBMQ.save_account('MY_API_TOKEN')` to store it first." ] }, { @@ -326,7 +327,7 @@ "outputs": [], "source": [ "# from qiskit import IBMQ\n", - "# IBMQ.load_accounts()" + "# provider = IBMQ.load_account()" ] }, { @@ -362,7 +363,7 @@ " two_qubit_reduction=qubit_reduction, num_time_slices=1)\n", "\n", "# setup VQE\n", - "vqe = VQE(qubitOp, var_form, cobyla, 'matrix')\n", + "vqe = VQE(qubitOp, var_form, cobyla)\n", "quantum_instance = QuantumInstance(backend=backend)" ] }, @@ -376,20 +377,9 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "The computed ground state energy is: -1.077059715882\n", - "The total ground state energy is: -7.881072014178\n", - "Parameters: [ 0.03406673 0.00540282 0.0345916 0.00525172 -0.03877438 0.06030781\n", - " 0.06050618 -0.11645761]\n" - ] - } - ], + "outputs": [], "source": [ "results = vqe.run(quantum_instance)\n", "print('The computed ground state energy is: {:.12f}'.format(results['eigvals'][0]))\n", @@ -421,36 +411,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.3" - }, - "varInspector": { - "cols": { - "lenName": 16, - "lenType": 16, - "lenVar": 40 - }, - "kernels_config": { - "python": { - "delete_cmd_postfix": "", - "delete_cmd_prefix": "del ", - "library": "var_list.py", - "varRefreshCmd": "print(var_dic_list())" - }, - "r": { - "delete_cmd_postfix": ") ", - "delete_cmd_prefix": "rm(", - "library": "var_list.r", - "varRefreshCmd": "cat(var_dic_list()) " - } - }, - "types_to_exclude": [ - "module", - "function", - "builtin_function_or_method", - "instance", - "_Feature" - ], - "window_display": false + "version": "3.6.8" } }, "nbformat": 4, diff --git a/qiskit/advanced/aqua/evolutionfidelity/evolutionfidelity/evolutionfidelity.py b/qiskit/advanced/aqua/evolutionfidelity/evolutionfidelity/evolutionfidelity.py index 11de1a484..3dc490df2 100644 --- a/qiskit/advanced/aqua/evolutionfidelity/evolutionfidelity/evolutionfidelity.py +++ b/qiskit/advanced/aqua/evolutionfidelity/evolutionfidelity/evolutionfidelity.py @@ -33,6 +33,7 @@ from qiskit.aqua.algorithms import QuantumAlgorithm from qiskit.aqua import AquaError, Pluggable, PluggableType, get_pluggable_class +from qiskit.aqua.operators import op_converter logger = logging.getLogger(__name__) @@ -137,12 +138,13 @@ def init_params(cls, params, algo_input): def _run(self): evo_time = 1 # get the groundtruth via simple matrix * vector - state_out_exact = self._operator.evolve(self._initial_state.construct_circuit('vector'), evo_time, 'matrix', 0) + state_out_exact = op_converter.to_matrix_operator(self._operator).evolve( + self._initial_state.construct_circuit('vector'), evo_time, None, 0) qr = QuantumRegister(self._operator.num_qubits, name='q') circuit = self._initial_state.construct_circuit('circuit', qr) circuit += self._operator.evolve( - None, evo_time, 'circuit', 1, + None, evo_time, None, 1, quantum_registers=qr, expansion_mode='suzuki', expansion_order=self._expansion_order diff --git a/qiskit/advanced/aqua/finance/machine_learning/qgan_option_pricing.ipynb b/qiskit/advanced/aqua/finance/machine_learning/qgan_option_pricing.ipynb index 71452b57e..9907b6f0d 100644 --- a/qiskit/advanced/aqua/finance/machine_learning/qgan_option_pricing.ipynb +++ b/qiskit/advanced/aqua/finance/machine_learning/qgan_option_pricing.ipynb @@ -23,7 +23,7 @@ "- [2]ETH Zurich\n", "\n", "### Introduction\n", - "In this notebook, we discuss how a Quantum Machine Learning Algorithm, namely a quantum Generative Adversarial Network (qGAN), can facilitate the pricing of a European call option. More specifically, a qGAN can be trained such that a quantum circuit models the spot price of an asset underlying a European call option. The resulting model can then be integrated into a Quantum Amplitude Estimation based algorithm to evaluate the expected payoff - see [European Call Option Pricing](../../aqua/finance/european_call_option_pricing.ipynb).
\n", + "In this notebook, we discuss how a Quantum Machine Learning Algorithm, namely a quantum Generative Adversarial Network (qGAN), can facilitate the pricing of a European call option. More specifically, a qGAN can be trained such that a quantum circuit models the spot price of an asset underlying a European call option. The resulting model can then be integrated into a Quantum Amplitude Estimation based algorithm to evaluate the expected payoff - see [European Call Option Pricing](../simulation/european_call_option_pricing.ipynb).
\n", "For further details on learning and loading random distributions by training a qGAN please refer to Quantum Generative Adversarial Networks for Learning and Loading Random Distributions. Zoufal, Lucchi, Woerner. 2019." ] }, diff --git a/qiskit/advanced/aqua/finance/optimization/portfolio_diversification.ipynb b/qiskit/advanced/aqua/finance/optimization/portfolio_diversification.ipynb index b039849e7..36bb3db54 100644 --- a/qiskit/advanced/aqua/finance/optimization/portfolio_diversification.ipynb +++ b/qiskit/advanced/aqua/finance/optimization/portfolio_diversification.ipynb @@ -486,7 +486,7 @@ " ry = RY(qubitOp.num_qubits, depth=5, entanglement='full')\n", " vqe = VQE(qubitOp, ry, cobyla, 'matrix')\n", " vqe.random_seed = seed\n", - " quantum_instance = QuantumInstance(backend=backend, seed=seed, seed_transpiler=seed)\n", + " quantum_instance = QuantumInstance(backend=backend, seed_simulator=seed, seed_transpiler=seed)\n", " result = vqe.run(quantum_instance)\n", " return self.decode_result(result)\n", " \n", @@ -498,7 +498,7 @@ " cobyla.set_options(maxiter=250)\n", " qaoa = QAOA(qubitOp, cobyla, 3, 'matrix')\n", " qaoa.random_seed = seed\n", - " quantum_instance = QuantumInstance(backend=backend, seed=seed, seed_transpiler=seed)\n", + " quantum_instance = QuantumInstance(backend=backend, seed_simulator=seed, seed_transpiler=seed)\n", " result = qaoa.run(quantum_instance)\n", " return self.decode_result(result)\n", "\n", @@ -612,8 +612,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "[0 1 0 1 0 1]\n", - "VQE produces the same solution as the exact eigensolver.\n" + "[1 0 1 0 1 0]\n", + "VQE does not produce the same solution as the exact eigensolver, but that is to be expected.\n" ] } ], @@ -644,7 +644,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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\n", 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\n", 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" ] diff --git a/qiskit/advanced/aqua/finance/optimization/portfolio_optimization.ipynb b/qiskit/advanced/aqua/finance/optimization/portfolio_optimization.ipynb index 1d3389faa..3657c0dbb 100644 --- a/qiskit/advanced/aqua/finance/optimization/portfolio_optimization.ipynb +++ b/qiskit/advanced/aqua/finance/optimization/portfolio_optimization.ipynb @@ -51,7 +51,11 @@ "\n", "The equality constraint $1^T x = B$ is mapped to a penalty term $(1^T x - B)^2$ which is scaled by a parameter and subtracted from the objective function. \n", "The resulting problem can be mapped to a Hamiltonian whose groundstate corresponds to the optimal solution.\n", - "This notebook shows how to use the Variational Quantum Eigensolver (VQE) or the Quantum Approximate Optimization Algorithm (QAOA) to find the optimal solution for a given set of parameters." + "This notebook shows how to use the Variational Quantum Eigensolver (VQE) or the Quantum Approximate Optimization Algorithm (QAOA) to find the optimal solution for a given set of parameters.\n", + "\n", + "Experiments on real quantum hardware for this problem are reported for instance in the following paper:\n", + "
\n", + "Improving Variational Quantum Optimization using CVaR. Barkoutsos et al. 2019." ] }, { @@ -80,7 +84,7 @@ "### [Optional] Setup token to run the experiment on a real device\n", "If you would like to run the experiement on a real device, you need to setup your account first.\n", "\n", - "Note: If you do not store your token yet, use `IBMQ.save_accounts()` to store it first." + "Note: If you do not store your token yet, use `IBMQ.save_account('MY_API_TOKEN')` to store it first." ] }, { @@ -90,7 +94,7 @@ "outputs": [], "source": [ "from qiskit import IBMQ\n", - "IBMQ.load_accounts()" + "provider = IBMQ.load_account()" ] }, { @@ -190,26 +194,26 @@ "name": "stdout", "output_type": "stream", "text": [ - "Optimal: selection [0 0 1 1], value -0.0026\n", + "Optimal: selection [1 1 0 0], value -0.0068\n", "\n", "----------------- Full result ---------------------\n", "selection\tvalue\t\tprobability\n", "---------------------------------------------------\n", - " [0 0 1 1]\t-0.0026\t\t1.0000\n", - " [1 1 1 1]\t15.9996\t\t0.0000\n", - " [0 1 1 1]\t3.9984\t\t0.0000\n", - " [1 0 1 1]\t3.9985\t\t0.0000\n", - " [1 1 0 1]\t4.0000\t\t0.0000\n", - " [0 1 0 1]\t-0.0011\t\t0.0000\n", - " [1 0 0 1]\t-0.0011\t\t0.0000\n", - " [0 0 0 1]\t3.9978\t\t0.0000\n", - " [1 1 1 0]\t4.0017\t\t0.0000\n", - " [0 1 1 0]\t0.0006\t\t0.0000\n", - " [1 0 1 0]\t0.0006\t\t0.0000\n", - " [0 0 1 0]\t3.9995\t\t0.0000\n", - " [1 1 0 0]\t0.0021\t\t0.0000\n", - " [0 1 0 0]\t4.0010\t\t0.0000\n", - " [1 0 0 0]\t4.0011\t\t0.0000\n", + " [1 1 0 0]\t-0.0068\t\t1.0000\n", + " [1 1 1 1]\t15.9945\t\t0.0000\n", + " [0 1 1 1]\t3.9954\t\t0.0000\n", + " [1 0 1 1]\t4.0000\t\t0.0000\n", + " [0 0 1 1]\t0.0010\t\t0.0000\n", + " [1 1 0 1]\t3.9926\t\t0.0000\n", + " [0 1 0 1]\t-0.0065\t\t0.0000\n", + " [1 0 0 1]\t-0.0017\t\t0.0000\n", + " [0 0 0 1]\t3.9993\t\t0.0000\n", + " [1 1 1 0]\t3.9951\t\t0.0000\n", + " [0 1 1 0]\t-0.0039\t\t0.0000\n", + " [1 0 1 0]\t0.0007\t\t0.0000\n", + " [0 0 1 0]\t4.0017\t\t0.0000\n", + " [0 1 0 0]\t3.9942\t\t0.0000\n", + " [1 0 0 0]\t3.9990\t\t0.0000\n", " [0 0 0 0]\t16.0000\t\t0.0000\n" ] } @@ -252,27 +256,27 @@ "name": "stdout", "output_type": "stream", "text": [ - "Optimal: selection [0 1 1 0], value 0.0006\n", + "Optimal: selection [0 1 1 0], value -0.0039\n", "\n", "----------------- Full result ---------------------\n", "selection\tvalue\t\tprobability\n", "---------------------------------------------------\n", - " [0 1 1 0]\t0.0006\t\t0.7038\n", - " [1 0 0 1]\t-0.0011\t\t0.2120\n", - " [1 0 1 0]\t0.0006\t\t0.0272\n", - " [0 1 0 1]\t-0.0011\t\t0.0251\n", - " [1 1 0 0]\t0.0021\t\t0.0167\n", - " [0 0 1 1]\t-0.0026\t\t0.0151\n", - " [1 0 0 0]\t4.0011\t\t0.0000\n", - " [0 1 1 1]\t3.9984\t\t0.0000\n", - " [0 0 0 1]\t3.9978\t\t0.0000\n", - " [1 0 1 1]\t3.9985\t\t0.0000\n", - " [0 1 0 0]\t4.0010\t\t0.0000\n", - " [1 1 1 0]\t4.0017\t\t0.0000\n", - " [1 1 0 1]\t4.0000\t\t0.0000\n", + " [0 1 1 0]\t-0.0039\t\t0.8805\n", + " [0 0 1 1]\t0.0010\t\t0.1186\n", + " [1 1 0 0]\t-0.0068\t\t0.0008\n", + " [1 0 0 1]\t-0.0017\t\t0.0001\n", + " [1 0 1 0]\t0.0007\t\t0.0001\n", + " [0 1 0 1]\t-0.0065\t\t0.0000\n", + " [0 0 0 1]\t3.9993\t\t0.0000\n", + " [1 1 0 1]\t3.9926\t\t0.0000\n", + " [0 1 0 0]\t3.9942\t\t0.0000\n", + " [1 0 1 1]\t4.0000\t\t0.0000\n", + " [1 1 1 1]\t15.9945\t\t0.0000\n", + " [1 0 0 0]\t3.9990\t\t0.0000\n", + " [0 0 1 0]\t4.0017\t\t0.0000\n", + " [0 1 1 1]\t3.9954\t\t0.0000\n", " [0 0 0 0]\t16.0000\t\t0.0000\n", - " [0 0 1 0]\t3.9995\t\t0.0000\n", - " [1 1 1 1]\t15.9996\t\t0.0000\n" + " [1 1 1 0]\t3.9951\t\t0.0000\n" ] } ], @@ -286,7 +290,7 @@ "vqe = VQE(qubitOp, ry, cobyla)\n", "vqe.random_seed = seed\n", "\n", - "quantum_instance = QuantumInstance(backend=backend, seed=seed, seed_transpiler=seed)\n", + "quantum_instance = QuantumInstance(backend=backend, seed_simulator=seed, seed_transpiler=seed)\n", "\n", "result = vqe.run(quantum_instance)\n", "\n", @@ -336,27 +340,27 @@ "name": "stdout", "output_type": "stream", "text": [ - "Optimal: selection [1 1 0 0], value 0.0021\n", + "Optimal: selection [0 0 1 1], value 0.0010\n", "\n", "----------------- Full result ---------------------\n", "selection\tvalue\t\tprobability\n", "---------------------------------------------------\n", - " [1 1 0 0]\t0.0021\t\t0.1667\n", - " [1 0 1 0]\t0.0006\t\t0.1667\n", - " [0 1 1 0]\t0.0006\t\t0.1667\n", - " [1 0 0 1]\t-0.0011\t\t0.1666\n", - " [0 1 0 1]\t-0.0011\t\t0.1666\n", - " [0 0 1 1]\t-0.0026\t\t0.1666\n", - " [0 0 0 0]\t16.0000\t\t0.0000\n", - " [1 1 1 1]\t15.9996\t\t0.0000\n", - " [1 1 1 0]\t4.0017\t\t0.0000\n", - " [1 0 0 0]\t4.0011\t\t0.0000\n", - " [0 1 0 0]\t4.0010\t\t0.0000\n", - " [1 1 0 1]\t4.0000\t\t0.0000\n", - " [0 0 1 0]\t3.9995\t\t0.0000\n", - " [1 0 1 1]\t3.9985\t\t0.0000\n", - " [0 1 1 1]\t3.9984\t\t0.0000\n", - " [0 0 0 1]\t3.9978\t\t0.0000\n" + " [0 0 1 1]\t0.0010\t\t0.1668\n", + " [1 0 1 0]\t0.0007\t\t0.1668\n", + " [1 0 0 1]\t-0.0017\t\t0.1667\n", + " [0 1 1 0]\t-0.0039\t\t0.1666\n", + " [0 1 0 1]\t-0.0065\t\t0.1665\n", + " [1 1 0 0]\t-0.0068\t\t0.1665\n", + " [0 0 1 0]\t4.0017\t\t0.0000\n", + " [1 0 1 1]\t4.0000\t\t0.0000\n", + " [1 1 1 1]\t15.9945\t\t0.0000\n", + " [0 0 0 1]\t3.9993\t\t0.0000\n", + " [1 0 0 0]\t3.9990\t\t0.0000\n", + " [0 1 0 0]\t3.9942\t\t0.0000\n", + " [1 1 0 1]\t3.9926\t\t0.0000\n", + " [0 1 1 1]\t3.9954\t\t0.0000\n", + " [1 1 1 0]\t3.9951\t\t0.0000\n", + " [0 0 0 0]\t16.0000\t\t0.0000\n" ] } ], @@ -370,7 +374,7 @@ "\n", "qaoa.random_seed = seed\n", "\n", - "quantum_instance = QuantumInstance(backend=backend, seed=seed, seed_transpiler=seed)\n", + "quantum_instance = QuantumInstance(backend=backend, seed_simulator=seed, seed_transpiler=seed)\n", "\n", "result = qaoa.run(quantum_instance)\n", "\n", diff --git a/qiskit/advanced/aqua/finance/simulation/asian_barrier_spread_pricing.ipynb b/qiskit/advanced/aqua/finance/simulation/asian_barrier_spread_pricing.ipynb index ab25badce..e84bfbbd7 100644 --- a/qiskit/advanced/aqua/finance/simulation/asian_barrier_spread_pricing.ipynb +++ b/qiskit/advanced/aqua/finance/simulation/asian_barrier_spread_pricing.ipynb @@ -52,8 +52,10 @@ "
\n", "$$\\mathbb{E}\\left[ P(S_1, S_2) \\right].$$\n", "
\n", - "The approximation of the objective function is explained in detail in the following paper:
\n", - "Quantum Risk Analysis. Woerner, Egger. 2018." + "The approximation of the objective function and a general introduction to option pricing and risk analysis on quantum computers are given in the following papers:\n", + "\n", + "- Quantum Risk Analysis. Woerner, Egger. 2018.\n", + "- Option Pricing using Quantum Computers. Stamatopoulos et al. 2019." ] }, { @@ -140,7 +142,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", 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" ] @@ -387,7 +389,7 @@ "text": [ "state qubits: 5\n", "circuit width: 15\n", - "circuit depth: 1441\n" + "circuit depth: 1068\n" ] } ], @@ -507,7 +509,7 @@ "outputs": [ { "data": { - "image/png": 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KTJ06dfjad9nAwAC5tzna9XObzDzjprbWm73/ei58pPX/ris/MrWt7Y0F/XyctGu0t0mrAz8l6XRJK4BXgN/XeQ1nENixTvp46p/5DOea4v1dpbKpU/7G762Wb2ZmXdTqOJzTgDOA75HOHP4BOBd4DFhJcWlqGMtJ92peI2lPYFtq7700EpX3x0lBcHIl32RgQ1FHMzMbIa0GnE8AZwMXFN+vj4hzgP1IAeOtDdafDxwjaftS2nTS4w9avVd0cvH+IEBErCONE/pQJd904H73UDMzG1mtXhR+M7AkIl6V9ArF5aqI2CDpO8B3SWdAQ7mMdJZ0naTzgb2BOcBF5a7SxSW7RRFxavF9DrA9adDnKuB9wBeB6yLiZ6Xyv0a6v3MJaZzQtOJ1bIv7aWZmXdbqGc7vgO2Kz08C/620bAJpUOeQImIQOII0VucG4BzgYtJZU9kWbDqeZzlpnM6VwM3AKcA3i/dy+feQznyOBBYA7wdO8SwDZmYjr9UznHuB95B+9H9ImiFgJ+CPwGeA2xsVEBFLgcMb5JlU+T6PNICzoYi4nnR2Y2Zmo0irAWcOsEfx+TzSJbWZpDObhcDnulUxMzPrLy0FnIh4FHi0+LyO9Cycz/egXmZm1mc6Gfj5JmB34NmIeKZ7VTIzs37UziOmPy3pKeAJ4EfAk5KelvS/u147MzPrG63ONHAWcClpPM3xwJTifT7w7WK5mZlZjVYvqX0GOC8ivlpJv6WY2+wzpJkHzMzMNtHqJbVxDP1Uz0XUmczTzMwMWg841wMnDbHsg8CNnVXHzMz6VTOPmJ5W+jofuEDSJGofMb0f8Pfdr6KZmfWDZu7h3Ejto6T3AI6pk/dfSE/iNDMz20QzAefNPa+FmZn1vWYeMf1EjoqYmVl/a3mmAUlbkDoIHALsBPwXcDfpUQHtPbDdzMz6XksBR9KuwK3AAaQnfD4PHEwaf/OwpKMj4rfdrqSZmY19rXaLvgh4I/DeiNg7Ig6OiL2B9xbpF3W7gmZm1h9aDTjTgNMj4iflxOL7l0jT3JiZmdVoNeBsBfx+iGW/B97QWXXMzKxftRpwHgBOl7RtObH4fnqx3MzMrEarvdRmA3cCT0m6ldRpYFfSIFABU7taOzMz6xstneFExBLgrcAVwC7AUaSAcxnw1oh4uOs1NDOzvtD0GY6kLYEDgV9FxBm9q5KZmfWjVs5wXgXuAN7Ro7qYmVkfazrgRMQG4BfAxN5Vx8zM+lWrvdS+Apwlaf9eVMbMzPpXq73UziTNKLBE0jOkXmpRzhARB3apbmZm1kdaDTg/L15mZmYtaSrgSBpHmtbm58Cvgdsi4vleVszMzPpLM4+Y3hu4DZhUSl4l6cMRcWuvKmZmZv2lmU4DFwAbgL8CtgH2Ax4CLu9hvczMrM80E3AOBs6MiHsj4uWIWAZ8EvhzSbv3tnpmZtYvmgk4uwO/rKQ9Tpo7bbeu18jMzPpSs+NwonEWMzOzoTXbLXqBpPV10m+vpkfErp1Xy8zM+k0zAeecntfCzMz6XsOAExEOOGZm1rFW51IzMzNriwOOmZll4YBjZmZZOOCYmVkWDjhmZpaFA46ZmWWRPeBI2lfS7ZLWSHpW0rmSNm+wznskXSlpRbHeo5LOlrR1Jd8cSVHndWxv98rMzBpp9QFsHZE0gfSog6XACcA+wIWkwHfmMKtOL/KeD/wCOAD4WvH+wUrel4BqgFnWad3NzKwzWQMO8ClgHHBSRKwCFkraAZgj6YIirZ7zI+K3pe8Dkl4GLpe0V0Q8UVq2PiIe6E31zcysXbkvqR0HLKgElnmkIHToUCtVgs1GDxXvnrvNzGwMyB1wJgPLywkR8SSwpljWir8kPRju0Ur6jpJekPSKpIckndR2bc3MrGsUke/JA5JeAb4YEZdU0p8Gvh8RX26ynN2AnwE3R8TMUvpHSWc8S4DtSA+KmwZ8MCKuG6KsWcAsgIkTJ7573rx5re5WR1avXs12222XdZujXT+3ySPPvNTWehPHwfNrW19v/z3Gt7W9saCfj5N2jUSbHHbYYQ9GxJRm8o5EwPlCRHyrkv4McFVEfKWJMt5A6njwJuDdETE4TF4B9wHjIuKdjcqeMmVKLF68uFG2rhoYGGDq1KlZtzna9XObTDrjprbWm73/ei58pPVbriu/cXxb2xsL+vk4addItImkpgNO7ktqg8COddLHAy82WrkIIN8H9gOmDRdsACJF0+uAAxp1vTYzs97K3UttOZV7NZL2BLalcm9nCBeTulMfFRHN5N/ITyw1Mxthuc9w5gPHSNq+lDYdWAssGm5FSV8CPgd8NCLuaWZjxRnRicDDEfFqe1U2M7NuyH2GcxlwGnCdpPOBvYE5wEXlrtKSVgCLIuLU4vspwHnAVcAzkg4qlfn4xm7TkhYB15LOlrYFPgEcBHygt7tlZmaNZA04ETEo6QjgUuAG0n2bi0lBp1qv8j2Xo4v3mcWr7GOkQASwAvhbYHdSl+mfAsdHxPxu1N/MzNqX+wyHiFgKHN4gz6TK95nUBpp6653aQdXMzKyHPFu0mZll4YBjZmZZOOCYmVkWDjhmZpaFA46ZmWWRvZeamdlIa3dOu3b185x2rfAZjpmZZeGAY2ZmWTjgmJlZFg44ZmaWhQOOmZll4YBjZmZZOOCYmVkWDjhmZpaFA46ZmWXhgGNmZlk44JiZWRYOOGZmloUDjpmZZeGAY2ZmWTjgmJlZFg44ZmaWhQOOmZll4YBjZmZZOOCYmVkWDjhmZpaFA46ZmWXhgGNmZlk44JiZWRYOOGZmloUDjpmZZeGAY2ZmWTjgmJlZFg44ZmaWxRYjXQHLY9IZN2Xd3spvHJ91e2Y2+vkMx8zMsnDAMTOzLBxwzMwsCwccMzPLwgHHzMyycC81M7NRpt1epbP3X8/MNtbN1avUZzhmZpZF9oAjaV9Jt0taI+lZSedK2ryJ9cZLulLSoKSXJP1A0hvr5DtB0iOSXpa0VNL03uyJmZm1IuslNUkTgNuApcAJwD7AhaTAd2aD1a8G3g58HNgAnA9cD/xVqfxDgGuB7wCnAdOAuZIGI+LWru5MRc5TYA+qNLOxKPc9nE8B44CTImIVsFDSDsAcSRcUaTUkHQwcAxwaEXcVac8AP5J0ZETcVmT9KnBXRJxWfL9T0n7AWUBPA46ZmQ0v9yW144AFlcAyjxSEDm2w3vMbgw1ARPwY+FWxDElbAYcB/1pZdx5wsKTxnVffzMzalTvgTAaWlxMi4klgTbGs6fUKy0rr7QNsWSffMtJ+vq2N+pqZWZfkvqQ2AXixTvpgsayd9fYu5aFOvsHK8k1ImgXMKr6ulvToMPXoutNgZ+CFVtbR+T2qTBd1WMeW26TftXOcwNg4VjowZo6TXP8OI3Sc7NVsxpEYhxN10jREejvrVb9rmPWJiCuAKxpsu2ckLY6IKSO1/dHIbVLLbVLLbVJrtLdJ7ktqg8COddLHU/8MptF6O5bWGyylVfPQoHwzM+ux3AFnOZV7NZL2BLal/j2aIdcrlO/tPA68UiffZFI36sfaqK+ZmXVJ7oAzHzhG0valtOnAWmBRg/V2K8bZACBpCun+zXyAiFgH3Al8qLLudOD+iHip8+r3xIhdzhvF3Ca13Ca13Ca1RnWbKKLRrZMubiwN/FwK/Jw0cHNv4CLgkog4s5RvBbAoIk4tpd1C6mn2Bf408PM3EVEd+DkAXEoaFDqtyH9srwd+mpnZ8LKe4UTEIHAEsDlwA3AOcDFwdiXrFkWeshmks6B/Br4PPAicWCn/HuBk4EhgAfB+4BQHGzOzkZf1DMfMzF6/PFt0F3hC0lrttImk9xTtsaJY71FJZ0vaupJvjqSo8zq2t3vVmTbbZNIQ+zqvTt4xd5xA2+0y1DEQkr5UynfVEHmGG2g+oiS9RdLlkh6W9KqkgSbXG/W/J34eTof6eULSdnXQJtOLvOcDvwAOAL5WvH+wkvcloBpglnVa917p8DiBdC/y3tL3TQb3jcXjBDpql+8Ct1TSPgCcTtGRqGQ58LFK2sr2apzFfqR/vweAN7Sw3uj/PYkIvzp4AV8ijQHaoZT296TpenYYZr2DSYNR31dKO7BIO7KUtgC4o7LuzcA9I73vPWiTXeqkzSraZK9S2hzghZHez0xtMqnY///RoPwxd5x00i5DlHUTsKySdhWweKT3s8X92Kz0+RpgoIl1xsTviS+pdc4TktZqq00i4rd1kh8q3nftXvVGRLvHSUNj+DiBLrWLpJ2Ao4C53a1efhGxoY3VxsTviQNO5zwhaa1226SevyRdHqjOcbejpBckvSLpIUkntV3bPDptkyuL6/nPSbpI0rjSsrF6nED3jpWTSW1Qc28L2FfSKknrJN0jqaMAP0qNid8TB5zO9WJC0gmlPNTJN+yEpKNAu22yCUm7AV8B/m/lL+AVpMsuHybd23kWuHaUB51222Qd8E/AqaQhBZcDn2bTH9axepxAl44V0rCJn0ZEdUaRh4DZwP8EPkIabrFQ0oFt1HU0GxO/J+400B2jakLSUaLdNkkZpTeQTv1XA3+3ScER/1LJewNwH+lBe9e1U9lMWm6TiHgO+GwpaUDS88B3JL0zIpYMU/5YOE6g82Nld9Llt9NrCo74ViXvTaQOCl8mdTLoJ6P+98RnOJ3zhKS12m0TACSJNLh3P2BapAHDQ4p05/M64IBmuqOPkI7apOKa4v1dpbKpU/5oP06gO+3yYdKP5tWNMkbEWtJN8nc1yjvGjInfEwecznlC0lrttslGF5O6yJ4QEc3k32g0/yXfaZuUReV9rB4n0J12mUHqZfVUC9sdzcdKO8bE74kDTuc8IWmtdtuEYtDe54CPRpqqqKHijOhE4OGIeLW9Kvdc221Sx8nF+4Mwpo8T6LBdJE0CDqLJ3mlFZ4vjKNquj4yN35OR7nM+1l+kG23PAQtJc7jNIt13+Hol3wrge5W0W4BfAieRric/CtxdyXMIsB64BJgKXED6a+Tokd73brcJcArpL88rST8i5dcupXy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\n", 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\n", 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\n", 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" ] diff --git a/qiskit/advanced/aqua/finance/simulation/basket_option_pricing.ipynb b/qiskit/advanced/aqua/finance/simulation/basket_option_pricing.ipynb index 4ee82afcf..9a0d8fcd3 100644 --- a/qiskit/advanced/aqua/finance/simulation/basket_option_pricing.ipynb +++ b/qiskit/advanced/aqua/finance/simulation/basket_option_pricing.ipynb @@ -39,8 +39,10 @@ "
\n", "$$\\mathbb{E}\\left[ \\max\\{S_T^1 + S_T^2 - K, 0\\} \\right].$$\n", "
\n", - "The approximation of the objective function is explained in detail in the following paper:
\n", - "Quantum Risk Analysis. Woerner, Egger. 2018." + "The approximation of the objective function and a general introduction to option pricing and risk analysis on quantum computers are given in the following papers:\n", + "\n", + "- Quantum Risk Analysis. Woerner, Egger. 2018.\n", + "- Option Pricing using Quantum Computers. Stamatopoulos et al. 2019." ] }, { @@ -127,7 +129,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -252,7 +254,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -317,7 +319,7 @@ "text": [ "state qubits: 5\n", "circuit width: 11\n", - "circuit depth: 184\n" + "circuit depth: 398\n" ] } ], @@ -435,7 +437,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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lvgp8OZfUJ+k14FpJH42IBXXK1wDpa8u+AbgBoKenJ3p7e+vXvqS+vj7aVdZw1g3tNPm8u+puX3pqb+V16IZ22hC4ncrpVDs1O9FSks6VtAR4C/hDjUc9/cD2NdJHUvvMpp5bsueP5cqmRvlr3zdbvpmZDUKz82DOAs4DfkA6M/gH4DLgOWAp2aWmOhaT+lreJWkPYGvW7ztpJArPz5OC3phCvjHAmqyOZmbWIc0GmC8ClwBXZO9vj4hLgf1JAWLfBvvPAo6VtG0ubSLpdgDN9vWcnD0/ARARq0nzdD5TyDcReMwjyMzMOqvZPpi9gAUR8Y6kt8guP0XEGknXAt8nneEM5DrSWdBtkqYBewNTgSvzQ5ezS3BzI+K07P1UYFvSJMvlwCeBrwG3RcTPc+V/g9Q/czVpns647HFck8dpZmaD1OwZzO+BbbLXLwL/LbdtB9IkygFFRD9wJGmuzB3ApcBVpLOivM1Ydz7NYtI8menA3cApwLez53z580hnNkcBs4FPAad4Fr+ZWec1ewbzCPBx0o/8j0gz8HcE/gR8Cbi/UQERsRA4okGe0YX3M0kTJhuKiNtJZy9mZjaEmg0wU4Hds9eXky6RTSaducwBvtKuipmZWXdrKsBExLPAs9nr1aR7wZxdQb3MzKzLDWai5QeA3YBXIuLl9lXJzMyGg1ZumXympF8DLwA/Bl6U9JKk/9322pmZWddqdib/xcA1pPksJwA92fMs4HvZdjMzs6YvkX0JuDwivl5IvydbG+xLpJn9Zma2kWv2EtkIBr5r5VxqLH5pZmYbp2YDzO3AhAG2fRq4c3DVMTOz4aLMLZPH5d7OAq6QNJr1b5m8P/D37a+imZl1ozJ9MHey/q2RdweOrZH3X0h3mjQzs41cmQCzV+W1MDOzYafMLZNf6ERFzMxseGl6Jr+kzUgd+ocBOwL/BTxMWjq//s3Lzcxso9FUgJG0C3AvcCDpDpavAYeS5r88JemYiPhduytpZmbdp9lhylcC7wc+ERF7R8ShEbE38Iks/cp2V9DMzLpTswFmHHBuRPw0n5i9P5+0bIyZmVnTAWYL4A8DbPsD8L7BVcfMzIaLZgPM48C5krbOJ2bvz822m5mZNT2K7BzgQeDXku4ldfLvQpp0KaC3rbUzM7Ou1dQZTEQsAPYFbgB2Bo4mBZjrgH0j4qm219DMzLpS6TMYSZsDBwO/iojzqquSmZkNB82cwbwDPAB8pKK6mJnZMFI6wETEGuAXwKjqqmNmZsNFs6PILgQulnRAFZUxM7Pho9lRZBeRZuwvkPQyaRRZ5DNExMFtqpuZmXWxZgPMM9nDzMysrlIBRtII0jIxzwC/Ae6LiNeqrJiZmXW3MrdM3hu4DxidS14u6bMRcW9VFTMzs+5WppP/CmAN8FfAVsD+wJPA9RXWy8zMulyZAHMocFFEPBIRb0bEIuB04M8l7VZt9czMrFuVCTC7Ab8spD1PWnts17bXyMzMhoWy82CicRYzM7P3lB2mPFvS2zXS7y+mR8Qug6+WmZl1uzIB5tLKa2FmZsNOwwATEQ4wZmbWtGbXIjMzMyvFAcbMzCrhAGNmZpVwgDEzs0o4wJiZWSUcYMzMrBIdDzCS9pN0v6SVkl6RdJmkTRvs83FJ0yUtyfZ7VtIlkrYs5JsqKWo8jqv2qMzMrKjZG44NiqQdSEv/LwTGA/sA3yEFuovq7DoxyzsN+AVwIPCN7PnThbzLgGJAWTTYupuZWXM6GmCAM4ARwISIWA7MkbQdMFXSFVlaLdMi4ne5932S3gSul7RnRLyQ2/Z2RDxeTfXNzKysTl8iOx6YXQgkM0lB5/CBdioEl7WezJ699pmZ2Qao0wFmDLA4nxARLwIrs23N+EvSjdCeLaRvL+l1SW9JelLShJZra2ZmLVNE51bil/QW8LWIuLqQ/hJwU0RcULKcXYGfA3dHxORc+udIZzQLgG1IN0YbB3w6Im4boKwpwBSAUaNGHTRz5sxmD6umFStWsM0227SlrOGsG9rp6ZeX1d1+wO4jK69DN7TThsDtVE4722ns2LFPRERPrW1DEWC+GhHfLaS/DNwYEReWKON9pIECHwAOioj+OnkFPAqMiIiPNiq7p6cn5s+f3yhbKX19ffT29ralrOGsG9pp9Hl31d2+9FsnVF6HbminDYHbqZx2tpOkAQNMpy+R9QPb10gfCbzRaOcsYNwE7A+MqxdcACJFz9uAAxsNhTYzs/bq9CiyxRT6WiTtAWxNoW9mAFeRhjcfHRFl8q/lO3KamXVYp89gZgHHSto2lzYRWAXMrbejpPOBrwCfi4h5ZT4sO+M5CXgqIt5prcpmZtaKTp/BXAecBdwmaRqwNzAVuDI/dFnSEmBuRJyWvT8FuBy4EXhZ0iG5Mp9fO4xZ0lzgVtLZ0NbAF4FDgBOrPSwzMyvqaICJiH5JRwLXAHeQ+l2uIgWZYr3yfSbHZM+Ts0fe50mBB2AJ8LfAbqQhzD8DToiIWe2ov5mZldfpMxgiYiFwRIM8owvvJ7N+YKm132mDqJqZmbWRV1M2M7NKOMCYmVklHGDMzKwSDjBmZlYJBxgzM6uEA4yZmVXCAcbMzCrhAGNmZpVwgDEzs0o4wJiZWSUcYMzMrBIOMGZmVgkHGDMzq4QDjJmZVcIBxszMKuEAY2ZmlXCAMTOzSjjAmJlZJRxgzMysEg4wZmZWCQcYMzOrhAOMmZlVwgHGzMwq4QBjZmaVcIAxM7NKOMCYmVklHGDMzKwSDjBmZlYJBxgzM6uEA4yZmVXCAcbMzCrhAGNmZpVwgDEzs0o4wJiZWSUcYMzMrBIOMGZmVgkHGDMzq4QDjJmZVcIBxszMKuEAY2ZmlXCAMTOzSjjAmJlZJToeYCTtJ+l+SSslvSLpMkmblthvpKTpkvolLZP0Q0nvr5FvvKSnJb0paaGkidUciZmZ1dPRACNpB+A+IIDxwGXAOcClJXa/GegFvgBMBj4O3F4o/zDgVuBB4HjgLmCGpGPacgBmZlbaZh3+vDOAEcCEiFgOzJG0HTBV0hVZ2nokHQocCxweEQ9laS8DP5Z0VETcl2X9OvBQRJyVvX9Q0v7AxcC91R2WmZkVdTrAHA/MLgSSmcA04HDgjjr7vbY2uABExE8k/Srbdp+kLYCxwFmFfWcC0yWNjIhlbToOG0Kjz7urYZ6l3zqhAzUxs3o6HWDGAA/kEyLiRUkrs20DBZgxwOIa6YuybQD7AJvXyLeIdCnwQ8BPW6u2leEf/vYptuU5B7zN5Fya29G6QacDzA7AGzXS+7Ntrey3dy4PNfL1F7avQ9IUYEr2doWkZ+vUoxk7Aa+3qaxhQ9PWS6qknWp8TmU68VlnFdqpk8fXZfz/rpx2ttOeA23odICB1MFfpAHSW9mv+F519icibgBuaPDZTZM0PyJ62l3ucON2KsftVI7bqZxOtVOnhyn3A9vXSB9J7TOURvttn9uvP5dWzEOD8s3MrM06HWAW816fCQCS9gC2pnYfy4D7ZfJ9M88Db9XINwZYAzzXQn3NzKxFnQ4ws4BjJW2bS5sIrALmNthv12yeCwCSekj9L7MAImI1af7LZwr7TgQeG4IRZG2/7DZMuZ3KcTuV43YqpyPtpIhGXR9t/LA00XIh8AxpaPLewJXA1RFxUS7fEmBuRJyWS7uHNBLsq6QzkmnAbyPir3J5DgP6gGtIkzDHZfmPiwjPgzEz66COnsFERD9wJLApaUjypcBVwCWFrJtlefImkc5y/hm4CXgCOKlQ/jzgZOAoYDbwKeAUBxczs87r6BmMmZltPLyacgNenLOxVtpI0sez9lmS7fespEskbVnIN1VS1HgcV+1RtV+L7TR6gOOfWSNv13+XoOV2Guh7EpLOz+W7cYA8tQYRbdAkfVDS9ZKekvSOpL6S+3Xst2ko5sF0jdzinAtJi3PuA3yHFJgvqrMrpMU5P0xanHNtn9HtQLHP6FbgWtISN+NIi3P2d8tlvUG00cQs7zTgF8CBwDey508X8i4DigFl0WDr3kmD/C5B6kt8JPd+nUlyw+G7BINqp+8D9xTSTgTOJRsIlLMY+HwhbWlrNR5S+5P+nR8H3tfEfp37bYoIPwZ4AOeT5tdsl0v7e2BlPq3GfoeSJnZ+Mpd2cJZ2VC5tNvBAYd+7gXlDfewdaKOda6RNydpoz1zaVOD1oT7OIWyn0Vmb/I8G5Xf9d2kw7TRAWXcBiwppNwLzh/o429RWm+Re3wL0ldino79NvkRW30CLc44gLc5Zb7/1FucE1i7OSW5xzn8t7DsTOFTSyMFXvyNaaqOI+F2N5Cez513aV70NRqvfpYaG0XcJ2tROknYEjgZmtLd6G46IWNPCbh39bXKAqW+9RTYj4kXSX1P1rtm2a3HObtBqG9Xyl6RT9uJ6cNtLel3SW5KelDSh5doOncG20/TsOvurkq6UNCK3bbh8l6B936eTSW2yXl8VsJ+k5ZJWS5onaVABvst09LfJAaa+Khbn3CGXhxr56i7OuQFqtY3WIWlX4ELg/xb+el1CukTyWVLfzCvArV0YZFptp9XAPwGnkYb4Xw+cybo/nMPluwRt+j6RpjX8LCKKK3g8SbrJ4f8ETiVNh5gj6eAW6tqNOvrb5E7+xjaoxTk3UK22UcoovY90Or4C+Lt1Co74l0LeO4BHSTeRu62Vyg6hptspIl4FvpxL6pP0GnCtpI9GxII65XfjdwkG/33ajXQ57dz1Co74biHvXaQBBReQBgVsDDr22+QzmPq8OGdjrbYRAJJEmji7PzAu0mTcAUXqbbwNOLDMcPENyKDaqeCW7PljubKpUX63fZegPe30WdKP4c2NMkbEKlLn9cca5R0mOvrb5ABTnxfnbKzVNlrrKtJw1PERUSb/Wt32V/lg2ykvCs/D5bsE7WmnSaTRTr9u4nO77fvUqo7+NjnA1LcxLc7ZqlbbiGwC3FeAz0Va5qeh7IznJOCpiHintSoPiZbbqYaTs+cnYFh9l2CQ7SRpNHAIJUePZYMljidry41AZ3+bhnos94b8IHVmvQrMIa1vNoXUT/DNQr4lwA8KafcAvwQmkK7tPgs8XMhzGPA2cDXQC1xB+gvhmKE+9qrbCDiF9FfjdNIPQv6xcy7fXNJEr2NIgeXurI0+NdTH3qF2mkqaaDgh2+8y0o/trcPtuzSYdsqln0f667vWPKuRwMPA6aQBExNJkxRXAz1DfewttNVWpD82TgYeA/4z936rgdqpk79NQ95IG/oD2A94IPtP/SpptvmmhTxLgRsLadtnP55vAMuBHwE71Sj/RNLq0qtJp6iThvqYO9FGpAlvMcBjci7fD7L/DKuAP2Y/EMcP9TF3sJ0mAfNJqxn8KfvBuAzYYjh+l1ptp1z6AuCeAcrdktR/9+usjZZlP7aHDPUxt9hOo+v8Hxo9UDt18rfJi12amVkl3AdjZmaVcIAxM7NKOMCYmVklHGDMzKwSDjBmZlYJBxgzM6uEA4yZmVXCAcbMzCrx/wFvdm2XztxDCwAAAABJRU5ErkJggg==\n", 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\n", 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\n", 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" ] diff --git a/qiskit/advanced/aqua/finance/simulation/bull_spread_pricing.ipynb b/qiskit/advanced/aqua/finance/simulation/bull_spread_pricing.ipynb index f0c1e8304..25129e783 100644 --- a/qiskit/advanced/aqua/finance/simulation/bull_spread_pricing.ipynb +++ b/qiskit/advanced/aqua/finance/simulation/bull_spread_pricing.ipynb @@ -46,8 +46,10 @@ "\\Delta = \\mathbb{P}\\left[K_1 \\leq S \\leq K_2\\right]\n", "$$\n", "
\n", - "The approximation of the objective function is explained in detail in the following paper:
\n", - "Quantum Risk Analysis. Woerner, Egger. 2018." + "The approximation of the objective function and a general introduction to option pricing and risk analysis on quantum computers are given in the following papers:\n", + "\n", + "- Quantum Risk Analysis. Woerner, Egger. 2018.\n", + "- Option Pricing using Quantum Computers. Stamatopoulos et al. 2019." ] }, { @@ -118,7 +120,7 @@ "outputs": [ { "data": { - "image/png": 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lbRoRj2Tlx2TxfjQilgA3SHodcKKkH0ZENBGjmZn1g1Yvwb0f2DQivtZL8iEi/h4RzXRI2BO4ppBoJpKS0s697P/fNYr/lP3coLD/S7Pkk9//a0mXDc3MrCStJqCRpGkYViBpI0kntLi/rYHp+YKIeBSYn61rxbuAZaQ2KSStCWxS3D9pLqOeY5uZWUlaTUAnks4eanlNtr4VQ4E5NcpnZ+uaImlD4CvAT3JnU+tkP4v7n507tpmZlaTVNiAB9dpNXstLH+6tqLW/3o6zfEVpNeBXwFzgC03uv265pMNIHSsYNmwYkydPbiaMfjF37txSj19PVeOC/ovtqO2WNK7UwLBB7e+n+NyqGlenDMT3WruqGlctDROQpJ5eb5A+tL8nqdg5YA1gO+DaFo8/m5fOVPKGUPvMqBibSN293wTsGBH5BNizfXH/QwvrlxMR40mjPTBy5MgYPXp0ozD6zeTJkynz+PVUNS7ov9gOPu7Ktvdx1HZLOHNqe7fHzTxo9HLLVY2rUwbie61dVY2rlmbedfOBp7PfBTwLPFOo8wJwNXB+i8efTqEtRtImpKm+i203tZxN6r793ogotiXNk/SP4v5zy83s38zM+knDBBQRvybdXIqki4CTeusB16KrgWMkrRURz2dlY4EFwE29bSjpy8DngAMj4pZe9v8BSV+NiKW5/f8D+Fvb0ZuZWZ+1OhbcIR1MPgAXAIuASyXtlrW/jAPOynfNzkY8+GFu+SPAN0mX32ZJ2iH3WD+3/zNIbVM/kTRG0rHAp0lJ1PcAmZmVqNTx2iJitqRdgfOAy0ntMmeTklDeqkB+eJ7ds58HZ4+8Q0g3yhIRMyS9DziLdDb0L+Aoj4JgZla+Zjoh3AUcHBHTJN1Ng95pEfGOVgKIiGnALg3qDC8sH8yKiafetreQhuAxM7MKaeYM6F5Sm0zP7750ZWZmbWumE8Ihud8P7tdozMxswOjzdAxmZmbtaKYNqGG7T16rbUBmZjYwNdsG5HYfMzPrqGbagA7uQhxmZjbAuA3IzMxKUfp9QGZmNjD5PiAzMyuF7wMyM7NStDwWXDYB3MGk4W02Av4J3An8OCJe6Gh0Zma20mqpE4KkNwIPAN8FtgWWZj+/C8yQtE3HIzQzs5VSq2dA40kT0r07Ih7tKZT0OuBK0vQK7+lceGZmtrJqNQGNBD6cTz4AEfGopBOAn3csMhtwhndoeul2p6meeerebcdhZo21eh/QTGCNOuvWAB6ts87MzGw5rSag44BvSHpnvlDSDsBJwJc6FZiZma3c+jIY6drAbZKeBJ4ENsgeTwPHA5f1Q5xmZraS6ctgpPf2UyxmZjaAlD4YadZ1+1xgFDAHuBD4ekQs7WWb1YBTgB1IHSPWiAjVqDcB+HiNXbwxIqa3H72ZmfVVyzeidpKkocB1wDRgH2AL4ExS29RXe9n0VcAngbuA24Bdeqk7HTikUDazbxGbmVmnlJqAgMOBQcB+EfEcMEnS2sA4SadnZSuIiDmSXh0RIekIek9A8yLijs6HbmZm7Wh5OgZJYyVdJ+lRSU8WHy3ubk/gmkKimUhKSjv3tmFEeFBUM7OXsVaH4vkI8GNgBvBa4HfAFdl+ngPOa/H4W5Mukb0ou8l1frauE7aR9JykRZJukdRrYjMzs+5QKycSkv4E/AY4FVgMjIyIP0paC5gE/CYivt3C/hYDx0TEdwrljwEXR8TxTezjCODcOp0QPg+8QGpjWh84ChgB7BQRd9XZ32HAYQDDhg0bMXHixGafTsfNnTuXwYMHl3b8evorrqmznm17H8MGwRMLGtfrzXYbD1mhrKqxVTWuTqnq/wBUN7ay4xozZsyUiBjZTN1W24C2BG6NiKWSlpLuCSIinpd0GnA20HQCytTKgKpT3tqOI85ZbqfSlaRkdDywb51txpPGvGPkyJExevTodsPos8mTJ1Pm8evpr7jaHUIH0lA8Z05tr2lz5kGjVyiramxVjatTqvo/ANWNrapx1dJqG9CzwOrZ77OAN+bWCVi3xf3NBtapUT6E1CW7oyJiAXAV8LZO79vMzFrT6teee4A3A9eQ2n9OkLSEdJnrBNK8QK2YTqGtR9ImwJoU2oY6zB0YzMxK1moC+hawafb7Cdnv5wOrAHeTtZ204GrgGElrRcTzWdlY0hTgN7W4r4YkDSL1vJvS6X2bmVlrWkpA2f00d2S/zwH2kbQ6sHq9e3YauAA4Erg0a0PaHBgHnJXfn6QZwE0RcWiubE/SmdL22fIHs1V3R8QjkoaQeuj9lNRrbz3gC8DGwIF9iNXMzDqoY1NyS2p5Su6ImC1pV1L37ctJ7T5nk5JQMc5VCmXf46WzMYBfZz8PASYAi4B/k0ZU2ABYCNwO7BwR97QSp5mZdV5LCSibkvv3wGtIl7GeJE3J/V/A1yS9LyKmtbLPrH5vIxkQEcObKSusXwjs10osZmbWPZ6S28zMStFqN+yRwAm1puQmdUp4e6cCMzOzlZun5DYzs1K0egnuOOBMSQ9HxIv3/OSm5D6mk8GZ2cvX8A6N0tDuaA8zT9277Tisf3hKbjMzK4Wn5DYzs1KUPiW3mZkNTH0aAlfSa4BRwKtJl97uiIjHOxmYmZmt3Fq9EXUV4FzgUyw/MsFSSeOBz0XEsg7GZ2ZmK6lWu2F/HfgEqbPBcNLU2cOz5U+w4hA6ZmZmNbV6Ce6/gK8WZj19FDhDUpAGFj2hU8GZmdnKq9UzoA2Av9ZZ99dsvZmZWUOtJqC/Ax+qs+5DwP3thWNmZgNFq5fgvgFMzAYf/Q3wBOms5wBgDPWTk5mZ2XJanZDuV5LmkDojnAO8ElhMmprhfRExqfMhmpnZyqjpBCTplaRJ6P4WEaMkvYI0y+hT7nptZmataqUNaClwA/BGgIhYFhFPOvmYmVlfNJ2AskTzADCskwFI2kbS9ZLmS3pc0knZDa+9bbOapDMk/UHSgqwLeL26+0iaKmmhpGmSxnYyfjMz65tWe8F9BThB0nadOLikocB1pMFO9yFN6XAUqY2pN68CPgnMB27rZf87AZcANwJ7kmZt/YWk3dsO3szM2tJqL7ivAusCf5Y0i9QLbrmzj4h4Rwv7O5w0msJ+EfEcMEnS2sA4SadnZSuIiDmSXh0RIekIYJc6+/8acHNEHJkt3yjpTaSbZa9tIU4zM+uwVhPQvcDfOnj8PYFrColmInAasDNweb0NI6LuZTcASauTuoYfWVg1EbhI0pCIeLZPUZuZWdta7YZ9cIePvzWpY0P+GI9Kmp+tq5uAmrAFqZv49EL5faRLj28A7m5j/2Zm1oamEpCkQcBepIFH/wlcHxFPdOD4Q4E5NcpnZ+va3Tc19j+7sN7MzEqgBleykLQ5qaPA8Fzxc8CBEdFWO4qkxcDREXFOoXwWMCEivtLEPo4Azo0IFcp3BG4Bto+Iv+TKtyQNKbR7rRtnJR0GHAYwbNiwERMnTmz9iXXI3LlzGTx4cGnHr6e/4po6q/0rosMGwRML2tvHdhsPWaGsqrFVNS6odmydMND+P5s1ZsyYKRExspm6zZwBnQ4sA95NGvFgM+B84PvZ7+2YDaxTo3wItc+MWt03Nfbfs1xz/xExHhgPMHLkyBg9enSbYfTd5MmTKfP49fRXXAcfd2Xb+zhquyWcObVP8yy+aOZBo1coq2psVY0Lqh1bJwy0/8/+0Ew37FGkKRhujYiFEXEf8GngdZI2avP400ltPS+StAmwJiu23bTqQdIwQVsXyrcmJdS/t7l/MzNrQzMJaCPgoULZg4CADds8/tXAHpLWypWNBRYAN7Wz44hYRLr/54DCqrHA7e4BZ2ZWrmbPbXtvKOq7C0jdpC+VdBqwOWlW1bPyXbMlzQBuiohDc2V7ks6Uts+WP5itujsiHsl+PxmYLOk7wGWkjhR7Ae/rp+djZmZNajYBXSNpSY3y64vlEdH0pHQRMVvSrsB5pC7Xc4CzWXFq71WB4vA83wM2zS3/Ovt5CDAh2/8tWWL6BvAZ4GHgI+12njAzs/Y1k4AaDYvTloiYRv2RDHrqDG+mrM62l5HOfszMrEIaJqCI6NcEZGZmA1Org5GamZl1hBOQmZmVwgnIzMxK4QRkZmalcAIyM7NSOAGZmVkpnIDMzKwUTkBmZlYKJyAzMyuFE5CZmZXCCcjMzErhBGRmZqVwAjIzs1I4AZmZWSmcgMzMrBROQGZmVgonIDMzK0XpCUjSNpKulzRf0uOSTpK0ShPbDZF0kaTZkp6V9DNJ6xbqTJAUNR5b998zMjOzZjSckrs/SRoKXAdMA/YBtgDOJCXGrzbY/JfAVsAngWXAacBlwLsL9aYDhxTKZrYTt5mZta/UBAQcDgwC9ouI54BJktYGxkk6PStbgaRRwB7AzhFxc1Y2C7hT0m4RcV2u+ryIuKN/n4aZmbWq7EtwewLXFBLNRFJS2rnBdk/0JB+AiLgLeDhbZ2ZmFVd2AtqadInsRRHxKDA/W9f0dpn7amy3jaTnJC2SdIuk3hKbmZl1iSKivINLi4FjIuI7hfLHgIsj4vg6200iXVrbt1D+U2DziHhXtvx54AVSG9P6wFHACGCn7Iyp1r4PAw4DGDZs2IiJEye28QzbM3fuXAYPHlza8evpr7imznq27X0MGwRPLGhvH9ttPGSFsqrGVtW4oNqxdcJA+/9s1pgxY6ZExMhm6pbdBgRQKwOqTnlL20XEOcutlK4kJaPjgX2pISLGA+MBRo4cGaNHj24QRv+ZPHkyZR6/nv6K6+Djrmx7H0dtt4Qzp7b3tp550OgVyqoaW1XjgmrH1gkD7f+zP5R9CW42sE6N8iHAnD5st05v20XEAuAq4G0txGhmZv2g7AQ0nUKbjaRNgDWp3cZTd7tMvbahovKuO5qZGVB+Aroa2EPSWrmyscAC4KYG220oaaeeAkkjgc2zdTVJGkTqJTelnaDNzKx9ZSegC4BFwKWSdss6AIwDzsp3zZY0Q9IPe5Yj4nbgGuBiSftJ2hf4GXBLzz1A2UgJf5D0aUm7ShoL3AhsDHyzW0/QzMxqK7UTQkTMlrQrcB5wOan95mxSEspbFSgOz/OhrO6PSIn0CuDI3PpFwL9JIypsACwEbifdvHpPR5+ImZm1rPRecBExDdilQZ3hNcrmkIbYKQ6z07N+IbBfB0I0s5XM8A710Gunp9/MU/duO4aXu7IvwZmZ2QDlBGRmZqVwAjIzs1I4AZmZWSmcgMzMrBROQGZmVgonIDMzK4UTkJmZlcIJyMzMSlH6SAjWXVW4Axx8F7iZ+QzIzMxK4gRkZmalcAIyM7NSOAGZmVkpnIDMzKwUTkBmZlYKJyAzMytF6QlI0jaSrpc0X9Ljkk6SVJx+u9Z2QyRdJGm2pGcl/UzSujXq7SNpqqSFkqZJGts/z8TMzFpR6o2okoYC1wHTgH2ALYAzSYnxqw02/yWwFfBJYBlwGnAZ8O7c/ncCLgHOB44E9gJ+IWl2RFzb0SdjZtamgXajeNkjIRwODAL2i4jngEmS1gbGSTo9K1uBpFHAHsDOEXFzVjYLuFPSbhFxXVb1a8DNEXFktnyjpDcBJwBOQGZmJSr7EtyewDWFRDORlJR2brDdEz3JByAi7gIeztYhaXVgDPCrwrYTgVGShrQfvpmZ9VXZCWhrYHq+ICIeBeZn65reLnNfbrstgFfWqHcf6Xm/oQ/xmplZh5SdgIYCc2qUz87WtbNdz89ivdmF9WZmVgJFRHkHlxYDR0fEOYXyWcCEiPhKne0mAXMj4gOF8p8BwyNiR0k7ArcA20fEX3J1tgT+DuweEZNq7Psw4LBscSvg/j4/wfatBzxV4vHrqWpc4Nj6oqpxgWPri7Lj2jQi1m+mYtmdEGYD69QoH0LtM5z8drWe4Dq57Wbnyop1qLf/iBgPjO/l2F0j6Z6IGFl2HEVVjQscW19UNS5wbH1R1bhqKfsS3HQKbT2SNgHWpHYbT93tMvm2oQeBxTXqbU3qtv33PsRrZmYdUnYCuhrYQ9JaubKxwALgpgbbbZjd5wOApJHA5tk6ImIRcCNwQGHbscDtEfFs++GbmVlflZ2ALgAWAZdK2i1rfxkHnJXvmi1phqQf9ixHxO3ANcDFkvaTtC/wM+CW3D1AACcDoyV9R9JoSaeTbkY9qd+fWWdU4lI65KO6AAAYxUlEQVRgDVWNCxxbX1Q1LnBsfVHVuFZQaicESEPxAOcBo0jtMhcC4yJiaa7OTGByRBycK1sHOBv4ACmRXgEcGRHLNb5lyekbwJak+4TGRcTEfnxKZmbWhNITkJmZDUxlX4IzM7MBygnIzMxK4QRkZmalcAIyM7NSlD0SggGSROrNtzfwRuDVwFLgCeAO0rBEpdw4m90YvBcg4NcR8bSk1wJHkwZ8nQmMj4ipXYzpS8BV3TxmsyQNAlaNiOdzZesDRwDbkG6C/jNwfjfvRZP0VmBQRNyWK3sf8OVcXH8h9RK9rfZeuif7n3g/8DYggHtIf/NK9JrKpo15CtglIm4pMYZdgNWAKyNiXvZe+yzpnsiHSP+bj5cRXzPcC65k2RvmKmAEKeEsAjYm/dNdTXojbQWcHBEndzm2d5DmTRoMLAGeIc3DdBUpQd4LbAtsCOwWEX/oUlzLSK/PdODnwC8jYkY3jt2IpKuAByLi89nyKNLfcRkwhZTIRwAvkD687u1SXHcAl0fEKdnyJ0i3PNwI3JDFtStpQsf9I+K33Ygri+U24NCIuC9bHkp6340A5mbVBpO+jO2RT+79HNd/97J6EHAGcA7wAEBEnN+NuAAkvR64HtgkK3oY2B2YRBpu7EHS58YCYEREPNat2FoSEX6U+AB+QXoDb5crew3we+CSbHln0j/iJ7oc2yTSB9Q6pKktzgMeA34LvDKrszrpA/bGLsa1DPgW6d6vRaRkeDfwBWDjkv+eTwH75JbvIH1QrJUrG0Ia6eOaLsb1HGkA3p7lGcC5NepdAPyly6/ZMuAdueUfkr7svC9X9j7S+I5ndzmupdnPWo/8uqVdfs1+RTpjfT3pislPss+R23rea6RBSf8CfL+bsbX0PMoOYKA/SDff7l+jfHj2Bt8oWz6+hA+Gp4E9c8sbZP9suxfq7Q081cW4XvzAIk2rcVj2Ib8ke0zOytYt4e85H3hPbvmF4uuVe83mdfl9lk9Ai0kzChfr7QYs7PJrVkxA/wb+p0a9o4FHuhjXZcA/gUPIrhbl1q2Txf2ebsVTOP7jwIG55U2zePYr1DsE+HsZMTbzcCeE8omUaIqWZut6Zm69k+5PohfZI79MoazWctdExOyIGB8RuwKvBY4iXRO/AHhc0pVdDulvpJl4ezxB+oZatC4pWXXLH4CDcsv3ArVGTH47MKsrEdW3DqnNp2gK6XJvV0TEvsDHgWOAu7MpXl5c3a046hgK/Cu33PM3e6RQ7yHS/0UluRNC+a4DviHprxHxELx4Dfx/SW+wns4Hg4FuD6A6BTha0q3APNJZ2CzgM5JuiIilklYF/pv0wVuqiPgX6Zr8OZI2BT5MGny2m04FfibpH8DFwCnAGZKeJl12EylBfYsVp4vvT8cDt0p6BXAuqfPBjyW9mnTGCKkN6H+A47oYV4/9swGFof50K+uRLiV2TURcK+nNpNflSkm/J52JdaUdqhdPks56eiwFvk/6wpO3AeXHWl/Zp2AD/UH6dvI30iWRGcA0UsPhHJa//HU6qbG9m7GNJH0YLM5iehp4C+la80PA5aTGz0XAmC7Gtdwlm6o9gE+SPiifBe7Kfl+aPZZkP/8PeFWX49oeuJ0a7RfZz6eBz5fwetVqX/lRjXrfB/5Q4t91Q9KXirnAmdnrVtYluMtqvUY16p0LXFfWa9bo4V5wFSBpFeBA0of7GqRE9POIeKbUwICsy/V/kM6WL4mIf0raEDiW1MvmEeDCiPhjF2M6EfhBVLl7qbQu6ezrHaQPrleQGtbvA66IiCklxvZG4J014rotIhaXFVcjkj4FPBgRN5QcxyjSQMhbAXtHCd3WJQ0jfYF5uEG9L5Lajq/vTmStcQIyM7NSuA2oQiS9iTRj61BSI+ccYHp06V6RVklaJXLTZpRN0hqkm2OXATPK/jaftY9tTu7G4oh4tMyYXm6yG1KJEr8pZzcXKyLm58q2J7sRu8yz2Ze9sq8B+hEAnyBdyqp1z8FS0mgDh5QU236k681XAe/PysZmMS3N4v5Ul2P6KLl7okhfpE4l9SrraWt5HjiupNdsBPA7UrvZ0sJjFmlCxK62/2Rx/Qepu/pU4JfUaL8gXZrr9j0tu5O7Tyor2xf4I6nNbDGpV9zeXY5rCKmtbnEWxw+AVYAfF/4/bwXWK+O91sRz2L/bf89WHu6GXTJJnyM1rl4BjCb1Wnll9tiAdBPqFcAFkj7b5dgOBH5D6n20GPhldh3+J6QPsiNJN75dIGmPLoZ2POkG2B6nZbF8C3gP6TU7EzhR0vFdjAtJu5Nek9cA3yHNynst6YNqHHAW6UPhtqy3Y7fiei/pBuI1SL3xXg/cKOnMnrOMEl1NGoIKAEkfAC4FFpJ65H2ZdD/Vb7PXt1tOJo0M8UXSl8R3kXou7kK6MXYYKakPz+pai9wGVDJJDwEXRMTpDeodCxweEZt3JzKQdDcwJSIOz5YPAn4EnBcRR+XqXQRsEhG7dSmu+aQegjdly08Cp0TEOYV6RwOfi4hNa+ymv2KbAvwtIj5eKP8c6R6lzUn3Kd0G3BERvQ330sm4biENEXRIruwTpO7+k4APR8RCSe8kdUZYpRtxZXEsA3aIiLuy5T8CsyLi/YV6VwFrRsTOXYrrYeCbEfGDbPmtpFsTDomIH+fqfQo4PiI260Zc2TF/1GTVTYHR3fx7tsJnQOXbkNRVt5G76OJNeJmtSGdAPa4gnZkVb+68lDSgZbc8Szor6zGENORI0V9IZ5HdtA3w0xrlPwVeB2wVEQtJZ0cf6GJc2xbjiogfkc4WdwBuyO4JqoJtSVcFisaTBiftlg146T48yMZ8I42zljeD2vct9aePky5dbtfg0bUvX33hBFS+vwKfym4QrCm7RPKprG43Bemad4+egSHnFOrNJd293i2/I90gu1q2fB3pptOiD5Pu+O+mJ0nd6YveQno9e24mfoSXRrnohoXAmsXCSA3oO5I+QG8DuvYtvhhK7vdneem9ljeP7n5mPUxK0D3eTWr3eVeh3o5AtzuXPADcEBFv7+1BOTcVN8294Mp3FGng0WmSLiWN8DyH9A+5DqlX3AdIN6y+r8uxPUL6Rn8NQKSRD0aR7hnJ25zlhwXpb18mDS3zN0kXkm6IPU3Strx0V/8uwFtJQ/p303jgZElrktrJXiANb/MV0oCtPfcubU53P7T+CuxJSt7LiYiHsmFmrgImdDGmvGskLcl+H0K6aXZyoc7WpLHZuuUC0qga25GS4oGk994JkgaTzrDfRhoEt9ttQHewYiKsJUijb1SSE1DJIuLWrEvnsaSxujYpVPkHqZH2jIgonvr3t0spjCMVEXfWqPcRoGtzokTEM5J2IH2of5GXLrONyh4vkNo13h0Rd3crriy2U7I2jeOAE3uKSaOe/0+u6mLgm10M7RLgeEmvjho3OEfEk5J2JvX66kpbXs7Xa5Q9WaNsf9Lo7F0REedlVyY+TDozPDYiLpD0GKntrGc8vwuAb3crrsy5pF6CjdzE8mMTVoo7IVSMpFfx0uWsOZG796CqJL2OFGtXx+nKHX84y9/V/2CUfw/QK0n3iawBPFTWa2P9I7ssvl5E/LvsWF7OnIDMzKwUvgRXEdnU1xsA90fECg2wktYD9oqIi7seXA3ZNfA/Agd1+zJXVae9zsVSuWnMm5WNE3dARJzU5eO+LKaXrjFV+BRSvF3/Jp+NHr4/6X02ISKmS3oL6ZJmz/vsuxHx+27H1iyfAZVM0uqk7rH7ZUXLSCPufjH/4VnS/Rl79bJ6TdLd9MeRTcUQEVd1Ka5KTnudxVLJacybJWl/4Fddfp9Vcnrpqk4VnsWyB6nzzTOk3oHrA/uQ2m2nkb6AjSB1gNk/Ii7rVmwtKXsohoH+AE4g9Xr7FGn6g8+T5vR4ANgyV6+MIVIqOSUxFZ32OjtuVacxf12Tj8NLeJ9VcnppKjpVeHbcW4FfA6tky8dncfywUO8npBueuxZbS8+j7AAG+oPU7fqIQtmGwM2kqYlHZWVlJKApvDQl8aaFx5uzf9ADe8q6GFclp73OjlnlacyL49LVenT1y0QWWyWnl66RgCoxVXh2zGdJZ9A9y0OzeHcp1Nud1EGoa7G18nAbUPk2oXCDaUT8S9KupG8v12VD4HTz/oceI0lnZqeR7rs5OrL5RyT13ET5r4goTgPc33qmvb45W67KtNdQ3WnMnwduAC5sUG8n0i0B3fRymV66ElOFZxaw/I3FPb8PKtR7Fekm5EpyAirf48CWvPRhCkCkbsQfkvQd0ql21zsfRPoKNV7Sr4BvAH+VdF72e5mqOu01VHca87uAIRFRHEZpOdmUFt1W5emlKzlVOOkS3AmSHsiO/W1S28+XJN0cEc9nXxKPJb0nq6nsU7CB/iAN7jm5QZ0vU8KlkRpxvJl0d/rjpLaqMqckruq011WdxvxrwD+aqPceutg2lR2zktNLU+GpwkntZTNz7/kHSW14Pf8LU0nJejawfTdja+XhXnAly75djQVOjYine6n3EeC9kRvNuCySPgScTrocMjoibm6wSX/FUclpr6s4jXmVvdynly5rqvDsVogdSZ1dro+IBdmN7J/kpffZz6NLvQb7wgnI+iS7jLQmMDcqNCuqmb18OAGZmVkpPB3Dy4SkH0j6Ydlx1FLV2KoaF1Q3NknXSarUJa4eVY2tqnFBtWMD94J7ORlDdb8wVDW2qsYF1Y1NVDMuqG5sVY0Lqh2bL8GZmVk5KpsZbXmS1simPaicqsZW1bigurFJemUV44LqxlbVuKDasYET0MvJ3qT7R6qoqrFVNS4oITZJn5X0oKTnJd0p6WM1qr2t23FVObaqxlX12JrlBGQ2AGT3bp1LGrj166SbiSdI+k02vYVje5nEVfXYWuE2oJJJavbmtfWBbaK7w+RXMraqxgXVjU3SPcANEXFsrmxX4GekO+r3jjRvURnTflQytqrGVfXYWuEzoPK9BxhGGrKlt0e3x8CqcmxVjavKsW1FmpPoRdmIAjuQpq64XdIWXY6pR1Vjq2pcUO3YmuZu2OX7G2kW1LG9VZL0QdIEcN1U1diqGhdUN7ZnSYNmLiciZkp6F3Alaf6dk7sYU4+qxlbVuKDasTXNZ0Dlu5P0raWRIPXp76aqxlbVuKC6sU0B9q0ZSMRsYFfSVAP/28WYelQ1tqrGBdWOrWlOQOU7HfhcE/WuAjbr51iKqhpbVeOC6sb2U2BzSbXmTSIiFgD/SZov6NEuxgXVja2qcUG1Y2uaOyGYmVkpfAZkZmalcAIyM7NSOAGZmVkpnIDMzKwUTkDWK0kHS5qSjTc1W9KfJJ3VT8c6UNLBTdQbJylyj8clXdLsjXeSJmR3kpeu2eec1e153g/UWT8jWz+uv2Jocb/Lvc6dPo6kV0g6IntPLpD0nKR7Jf2vpD51cVfyF0kfr7N+gqThddZ9VxWc46nKnICsLklfJnXjvAbYD/gv4Lek7p394UDg4CbrPguMyh5HA9sD10tas4ltT27hOP2tlecMsBDYTNLIfKGktwObZuv7O4ZmFV/nTh9nIvAN4FLSe/LjpO7t74q+d+89EBgK/LwP254BHCTp9X089oDjkRCsN0cA34+I43Nll0v6elkB5SyJiDuy3++Q9CjwB2Av4NfFypJWAVaJiBci4sEuxtlp84A/Ah8i3WjY40PADcCIMoLq0a3XWdKewAHAXhFxdW7V//X17CdzJPCTiFicO9aqpGT6MeA1wIclPQh8PSJeHM0iG4XgFuAzwFFtxDBg+AzIerMO8K9iYf7bZc9lFkn7SpouaaGkWyRtU9wuuwQzVdIiSf+QdEr2z42kCcD+wM65S2vjWoh1SvZzeI247iWdGbwzv64Q23sk3ShprqRnJU2W9Nbc+p0k3SRpvqSnlabUXqu3gCSNkvS77BLhPEl/lnRQ/rXr43OeCBzY80Gb/TwwK+9YDNlr8JvC/kZndbbNv5aNXud6x5G0t6RlkjYrHGezrLze2fbO2c8VBn/t69lPdubyLuA3hVWfB44ljSpwFfAJ4EfAujV2cwnpLMifrU3wGZD15o/A57Kziysi4uk69TYFzgK+BiwgDQ9/jaQtI2IhgKTdSWOfXQwcA7yZ9K1yXeDw7PfXkZLef2f7fayFWIdnP/9VKDsdOAl4gjrzokgaDUwCbiRdxpkH7AhsDPxJ0o7A9cBlwAezmE8lXar5YC8xbQrcClxA+mDeEbhI0rKI+AV9f86XAt8DdiKd9b2bNLr2/5EuA3UjhrzhNH6d6x3nn6SpBD4OjMvVPxj4N4UBN3PmZT/PkHRmRDzSYsy17Jrt9y+F8p1JI0+fnn2xujUiZtbZx22kwWi3q7EfK4oIP/yo+SAliYdI45YtA+4lfcisnaszIVv/rlzZpsAS4PBc2R3AjYX9HwssBV6bLf8GmNxEXOOAp0hfoFYF3kBKHs8BGxXi2r7G9hOAe3LLt5MuZ6nO8f5QI/Zdsv1v2+RrqSzW75M+zHrKm3rO+eed/f5b4LvZ7+cDl2W/PwWM60QMwGTgN4Wy0fnn3eLrXO843yAlLeXinAl8u5fXYkPgr9mxgzQI7PHA4Dbe7+OBu2uUfx/4R3bMCcDwXvaxavbe/1Rf4xhID58mWl0R8VfgjaQG3vNJHwxfA+6RNDhX9cmIuC233SOkS2LvgBfbBd7Gim0zvyRdBh7Vh/DWBRZnj/uBzYGxEfHPXJ1ZEfHn3naSdVp4J/DjyD5BCutflcX3K0mr9jyAW7Jj121zkTRUqUfWI7lYDyMlzHZNBD4oaXXSWdgKl9+6EEOPhq9zAz8ifWkZnS2PyZYvqrdBRPwLeCuwB+lscB3gFOA2SavBiz04/5w9FmWXiP+s1KvzlTV2uyEpgRedQjozepj0v3B0dlZcK64lwJxsX9aAE5D1KiIWRcTlEXFERGwDfBLYEjg0V+3JGps+CWyU/b4e8ErS5Zm8nuWaAyo28CzwdmAk8FrSt9KrC3WKx6tlKCmx/rOX9auQEvDi3GMR6Tlt0su+JwBjSZfFds/i/RGwRhNxNfI7YDDpw3FN4PISYujRzOtcV0Q8RDrbOiQrOgS4KyLubbDd0oi4NiL+m3R57yLSpa9R2foJEbE96cvPEmDHiNg+IkZErpNBzhqkv2vxOI9m+/0A6YrATsAtqn87wiI6+/qutNwGZC2JiB9KOh3YOle8QY2qG5Au2UH6Vrm4Rr1h2c9n+hDKkohodC9PM43Rs0mXFzeqs35Otp9x1G6PeLzWRpLWAPYGjoiIC3LlHfnSFxHzJF0BfAH4dUTMK9bpQAwLgdUKZbW+LHRiROMLgR8odf3fjxZ7kUXEMknXkpJX8cN/S2B21G/D7PEMdc5csoT1e6WpsMeRpkI4W9J3sgSVtw59e08POD4DsrokrZBYJK1PmnEx/613A6VJsHrqvI70rfMuSN9USZfkDijs7kDSh//t2fILdPmbY/bBfSfwXz29ymqsvwPYKiLuqfGomYCA1UlnTi9+o856zRV7dbXznL9HOvO5oM76dmN4jOW/aAC8t0+R9n4cSB0rXiBdSnwFdS4pAkgaVmfVfwLzSX/PvLfQXIeA+6kxRUat9wVwd/bz1YW66wOvAv7exPEGPJ8BWW+mSvotcC3pktqmpJs+5wM/ztV7CviJpJ5ecCdl9Sfk6pxI6hl3EenDZTtSz6gfRERPr6vpwD6S9iV9+D3eywd8Jx0HXAdcLWk86Xr/KFID+hWkzhLXS1pGakh/nnTJZ2/gKxGxwodNRDwr6W7gBEnPkRLtcaRLh2vnqvb5OUfEZNKlq3rr243h/4BDJZ1NmmFzDKnNpa/qPteIWCjpZ8BngV9ExJxe9vMrSc8DvyJ1VtgAOAjYh9T4X9z2LaQOC43cSnqt1o+If+fKfy7pT8DNpMudI0hnnrOA+wr7GEk6I7wNa6zsXhB+VPdB+jC4lnSZaSHpn/3nwNa5OhNIPcj2I33rW0T6R16hdxipLWIq6ZvuY6T2i1Vz69cjfeg9Q3bZq05c48h6g/US+wRyPbAarSN1tb2ZlFznkHrVbZ9b/07g96SedvOAaaSu50N6ieH1pPtU5pEmBTu2GHuzz7mF571cL7h2YwC+TOoB9jxpErT/ZMVecE29zo2eK7BbVr5bg+f4iexv8Vj2XnqGlCBH16l/OfChJt7vqwFPAx8rlH8gO96/SEn8OVLif2uNfZxDocekH/UfnpDO2pLdYLhtRIxsVNesN1nb4lhgs4hY1sH9PgrsERHFs5Vadc8BXh8Re9dZP4GUOGfWWLcK8AhwXET8tK2gBwhfgjOzUknaCtiGNITN1zucfIaSbtJttk3mDOB+SW+IGpdWGziAdAm6bvuVLc+dEMysbN8nXdq9ijTcTcdExOyIGBSpI0wz9R8j3WJQr1fkZaRLtLUIODTSvUDWBF+CMzOzUvgMyMzMSuEEZGZmpXACMjOzUjgBmZlZKZyAzMysFE5AZmZWCicgMzMrhROQmZmV4v8Bzzme+z7FdgYAAAAASUVORK5CYII=\n", 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\n", 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\n", + "image/png": 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\n", 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TMOkbynwJ+HwuaUDSy8C3Jb0nIhbWKV/DpG8o+1rgWoC+vr7o7++vX/sGBgYGaLeM0cJt1di0c+8AUnC5bNEYln+sf2Qr1AO8X5VXdVs1O9BSks6RtAx4HfhdjVc9g8BONdLHUfvMpp6bsvf35sqmRvkbvjdbvpmZtaHZcTBnAucC3yWdGfw9cDHwNLCc7FJTHUtJfS1vkrQPsB1D+04aicL7M6SgN7GQbyKwPqujmZl1SbMB5lPAhcCl2fdbI+Ii4EBSgHhHg/XnAMdJ2iGXNoX0OIBm+3pOy94fB4iItaRxOh8p5JsCPOo7yMzMuqvZPpi3AQsj4g1Jr5NdfoqI9ZK+DXyHdIYznKtJZ0G3SJoJ7AfMAC7P37qcXYKbHxFnZN9nADuQBlmuBD4AfAm4JSJ+kiv/a6T+mStJ43QmZ6/jm9xOMzNrU7NnML8Fts8+Pwf8j9yynUmDKIcVEYPAUaSxMrcBFwFXkM6K8saw8XiapaRxMtcBdwKnA9/I3vPlP0Q6szkamAt8CDjdo/jNzLqv2TOYh4H3kQ7y3yeNwN8F+APwOeDeRgVExGLggw3yTCh8n00aMNlQRNxKOnsxM7MR1GyAmQHsnX2+hHSJbBrpzGUe8IVOVczMzHpbUwEmIp4Cnso+ryU9C+asCuplZmY9rp2Blm8F9gJejIgXOlclMzPbHLTyyOTPSvol8CzwA+A5Sc9L+j8dr52ZmfWsZkfyXwBcRRrPciLQl73PAb6VLTczM2v6EtnngEsi4quF9LuyucE+RxrZb2Zmo1yzl8jGMvxTK+dTY/JLMzMbnZoNMLcCpw6z7MPA7e1Vx8zMNhdlHpk8Ofd1DnCppAkMfWTygcDfdb6KZmbWi8r0wdzO0Ecj7w0cVyPvv5KeNGlmZqNcmQDztsprYWZmm50yj0x+thsVMTOzzUvTI/kljSF16B8B7AL8N/Agaer8dZ2tnpmZ9aqmAoykPYC7gYNJT7B8GTicNP7lSUnHRsRvOl1JMzPrPc3epnw5sCvw/ojYLyIOj4j9gPdn6Zd3uoJmZtabmg0wk4FzIuJH+cTs+5dJ08aYmZk1HWC2Bn43zLLfAW9przpmZra5aDbAPAacI2m7fGL2/ZxsuZmZWdN3kZ0N3A/8UtLdpE7+PUiDLgX0d7R2ZmbWs5o6g4mIhcA7gGuB3YFjSAHmauAdEfFkx2toZmY9qfQZjKStgEOBX0TEudVVyczMNgfNnMG8AdwHvLuiupiZ2WakdICJiPXAz4Dx1VXHzMw2F83eRfYV4AJJB1VRGTMz23w0exfZ+aQR+wslvUC6iyzyGSLi0A7VzczMelizAean2cvMzKyuUgFG0ljSNDE/BX4F3BMRL1dZMTMz621lHpm8H3APMCGXvFLSRyPi7qoqZmZmva1MJ/+lwHrgL4BtgQOBJ4BrKqyXmZn1uDIB5nDg/Ih4OCJei4glwKeBP5W0V7XVMzOzXlUmwOwF/LyQ9gxp7rE9O14jMzPbLJQdBxONs5iZmf1R2duU50paVyP93mJ6ROzRfrXMzKzXlQkwF1VeCzMz2+w0DDAR4QBjZmZNa3YuMjMzs1IcYMzMrBIOMGZmVgkHGDMzq4QDjJmZVcIBxszMKtH1ACPpAEn3Slot6UVJF0vassE675N0naRl2XpPSbpQ0jaFfDMkRY3X8dVulZmZFTX7wLG2SNqZNPX/YuAkYH/gMlKgO7/OqlOyvDOBnwEHA1/L3j9cyLsCKAaUJe3W3czMmtPVAAN8BhgLnBoRK4F5knYEZki6NEurZWZE/Cb3fUDSa8A1kvaNiGdzy9ZFxGPVVN/MzMrq9iWyE4C5hUAymxR0jhxupUJw2eCJ7N1zn5mZbYK6HWAmAkvzCRHxHLA6W9aMPyc9CO2pQvpOkl6R9LqkJySd2nJtzcysZYro3kz8kl4HvhQRVxbSnwduiIjzSpazJ/AT4M6ImJZL/zjpjGYhsD3pwWiTgQ9HxC3DlDUdmA4wfvz4Q2bPnt3sZm1k1apVbL/99m2VMVq4rRpb9MIKAMaPhZfXwEF7jxvhGm36vF+V14m2mjRp0uMR0Vdr2UgEmC9GxDcL6S8A10fEV0qU8RbSjQJvBQ6JiME6eQU8AoyNiPc0Kruvry8WLFjQKFtdAwMD9Pf3t1XGaOG2amzCuXcAcPZB67hs0RiW/8OJI1yjTZ/3q/I60VaShg0w3b5ENgjsVCN9HPBqo5WzgHEDcCAwuV5wAYgUPW8BDm50K7SZmXVWt+8iW0qhr0XSPsB2FPpmhnEF6fbmYyKiTP4N/EROM7Mu6/YZzBzgOEk75NKmAGuA+fVWlPRl4AvAxyPioTI/lp3xnAI8GRFvtFZlMzNrRbfPYK4GzgRukTQT2A+YAVyev3VZ0jJgfkSckX0/HbgEuB54QdJhuTKf2XAbs6T5wM2ks6HtgE8BhwEnV7tZZmZW1NUAExGDko4CrgJuI/W7XEEKMsV65ftMjs3ep2WvvE+QAg/AMuBvgL1ItzD/GDgxIuZ0ov5mZlZet89giIjFwAcb5JlQ+D6NoYGl1npntFE1MzPrIM+mbGZmlXCAMTOzSjjAmJlZJRxgzMysEg4wZmZWCQcYMzOrhAOMmZlVwgHGzMwq4QBjZmaVcIAxM7NKOMCYmVklHGDMzKwSDjBmZlYJBxgzM6uEA4yZmVXCAcbMzCrhAGNmZpVwgDEzs0o4wJiZWSUcYMzMrBIOMGZmVgkHGDMzq4QDjJmZVcIBxszMKuEAY2ZmlXCAMTOzSjjAmJlZJRxgzMysEg4wZmZWCQcYMzOrhAOMmZlVwgHGzMwq4QBjZmaVcIAxM7NKOMCYmVklHGDMzKwSDjBmZlYJBxgzM6uEA4yZmVXCAcbMzCrhAGNmZpVwgDEzs0p0PcBIOkDSvZJWS3pR0sWStiyx3jhJ10kalLRC0vck7Voj30mSFkl6TdJiSVOq2RIzM6unqwFG0s7APUAAJwEXA2cDF5VY/UagH/gkMA14H3BrofwjgJuB+4ETgDuAWZKO7cgGmJlZaWO6/HufAcYCp0bESmCepB2BGZIuzdKGkHQ4cBxwZEQ8kKW9APxA0tERcU+W9avAAxFxZvb9fkkHAhcAd1e3WWZmVtTtS2QnAHMLgWQ2Kegc2WC9lzcEF4CI+CHwi2wZkrYGJgH/Vlh3NnC4pHHtV9/MzMrqdoCZCCzNJ0TEc8DqbFnp9TJLcuvtD2xVI98S0na+s4X6mplZi7p9iWxn4NUa6YPZslbW2y+Xhxr5BgvLNyJpOjA9+7pK0lN16lHGbsArbZYxWritSjozayvNHOma9ATvV+V1oq32HW5BtwMMpA7+Ig2T3sp6xe+qsz4RcS1wbYPfLk3Sgojo61R5mzO3VXluq/LcVuVV3VbdvkQ2COxUI30ctc9QGq23U269wVxaMQ8Nyjczsw7rdoBZSqGvRdI+wHbU7mMZdr1Mvm/mGeD1GvkmAuuBp1uor5mZtajbAWYOcJykHXJpU4A1wPwG6+2ZjXMBQFIfqf9lDkBErCWNf/lIYd0pwKMRsaL96pfSsctto4Dbqjy3VXluq/IqbStFNOr66OCPpYGWi4GfAjNJAeJy4MqIOD+XbxkwPyLOyKXdRboT7IukM5KZwK8j4i9yeY4ABoCrSIMwJ2f5j48Ij4MxM+uirp7BRMQgcBSwJXAbaQT/FcCFhaxjsjx5U0lnOf8M3AA8DpxSKP8h4DTgaGAu8CHgdAcXM7Pu6+oZjJmZjR6eTbkGT8hZXittJel9WTsty9Z7StKFkrYp5JshKWq8jq92q6rRYltNGKYNZtfIO9r3q+H2l5D05Vy+64fJU2+w9yZL0tslXSPpSUlvSBoouV7lx6uRGAezSctNyLmYNCHn/sBlpGB8fp1VIU3I+S7ShJwb+oluBYr9RDcD3wbOJPUTzZI02GuX8tpoqylZ3pnAz4CDga9l7x8u5F0BFAPKknbr3m1t7leQ+hIfzn3faHCc9ysAvgPcVUg7GTiH7GagnKXAJwppy1ur8Yg7kPTv/RjwlibWq/54FRF+5V7Al0ljanbMpf0daTqbHeusdzhpMOcHcmmHZmlH59LmAvcV1r0TeGikt72LbbV7jbTpWVvtm0ubAbwy0ts5wm01IWuX/9Wg/FG/Xw1T1h3AkkLa9cCCkd7ODrbXFrnPNwEDJdbpyvHKl8iG8oSc5bXUVhHxmxrJT2Tve3SuepuUVverhrxf1SZpF+AYYFZnq7dpiYj1LazWleOVA8xQnpCzvFbbqpY/J52mF+eC20nSK5Jel/SEpFNbru3Iaretrsuur78k6XJJY3PLvF/VdhqpXYb0VwEHSFopaa2khyS1FeR7UFeOVw4wQ1UxIefOuTzUyFd3Qs5NWKtttRFJewJfAf6l8FfrMtKlkY+S+mZeBG7u0SDTalutBf4JOIN0i/81wGfZ+KDp/aq2qcCPI6I4i8cTpAcd/iXwMdKQiHmSDm2hrr2qK8crd/LXtklNyLmJa7WtUkbpLaRT8FXA325UcMS/FvLeBjxCeoDcLa1UdoQ13VYR8RLw+VzSgKSXgW9Lek9ELKxT/mjer/YiXU47Z0jBEd8s5L2DdEPBeaSbAkaLyo9XPoMZyhNyltdqWwEgSaRBswcCkyMNxB1WpB7GW4CDy9w2volpq60Kbsre35srmxrlj8r9KvNR0oHwxkYZI2INqeP6vY3ybka6crxygBnKE3KW12pbbXAF6TbUkyKiTP4NevEv8nbbKi8K796vhppKutPpl038bi/uV63qyvHKAWao0TAhZ6e02lZkA9++AHw80hQ/DWVnPKcAT0bEG61VecS03FY1nJa9Pw7er4okTQAOo+TdY9kNEyeQteco0Z3j1Ujfw72pvUgdVy8B80hzmk0n9Q98vZBvGfDdQtpdwM+BU0nXcp8CHizkOQJYB1wJ9AOXkv4aOHakt71bbQWcTvpr8TrSgSD/2j2Xbz5pcNexpMByZ9ZWHxrpbe9iW80gDTI8NVvvYtKB9mbvV0P/D2bp55L+8q413moc8CDwadJNE1NIAxTXAn0jve0ttte2pD86TgMeBf4r933b4dqqG8erEW+cTfEFHADcl/1Hfok0ynzLQp7lwPWFtJ2yg+arwErg+8BuNco/mTSj9FrS6ejUkd7mbrYVaaBbDPOalsv33ew/wBrg99mB4YSR3uYut9VUYAFpRoM/ZAeKi4GtvV8N/T+YpS8E7hqm3G1I/Xi/zNppRXagPWykt7mNtppQ5//ThOHaqhvHK092aWZmlXAfjJmZVcIBxszMKuEAY2ZmlXCAMTOzSjjAmJlZJRxgzMysEg4wZmZWCQcYMzOrxP8HTw9ON17ApzsAAAAASUVORK5CYII=\n", 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\n", 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\n", 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\n", 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\n", 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" ] diff --git a/qiskit/advanced/aqua/finance/simulation/credit_risk_analysis.ipynb b/qiskit/advanced/aqua/finance/simulation/credit_risk_analysis.ipynb index 8677b61e4..814b5eea7 100644 --- a/qiskit/advanced/aqua/finance/simulation/credit_risk_analysis.ipynb +++ b/qiskit/advanced/aqua/finance/simulation/credit_risk_analysis.ipynb @@ -30,8 +30,9 @@ "### Introduction\n", "This tutorial shows how quantum algorithms can be used for credit risk analysis.\n", "More precisecly, how Quantum Amplitude Estimation (QAE) can be used to estimate risk measures with a quadratic speed-up over classical Monte Carlo simulation.\n", - "The tutorial is based on the following paper:\n", - "Quantum Risk Analysis. Stefan Woerner, Daniel J. Egger. [Woerner2019]\n", + "The tutorial is based on the following papers:\n", + "- Quantum Risk Analysis. Stefan Woerner, Daniel J. Egger. [Woerner2019]\n", + "- Credit Risk Analysis using Quantum Computers. Egger et al. (2019) [Egger2019]\n", "\n", "A general introduction to QAE can be found in the following paper and tutorial:\n", "- Quantum Amplitude Amplification and Estimation. Gilles Brassard et al.\n", @@ -101,7 +102,8 @@ "$$ \\text{CVaR}_{\\alpha}(L) = \\mathbb{E}[ L \\mid L \\geq \\text{VaR}_{\\alpha}(L) ].$$\n", "\n", "For more details on the considered model, see, e.g.,
\n", - "Regulatory Capital Modelling for Credit Risk. Marek Rutkowski, Silvio Tarca.\n", + "Regulatory Capital Modelling for Credit Risk. Marek Rutkowski, Silvio Tarca\n", + "\n", "\n", "\n", "The problem is defined by the following parameters:\n", @@ -141,7 +143,7 @@ "$$ |\\Psi\\rangle = \\sum_{i=0}^{2^{n_z}-1} \\sqrt{p_z^i} |z_i \\rangle \\bigotimes_{k=1}^K \n", "\\left( \\sqrt{1 - p_k(z_i)}|0\\rangle + \\sqrt{p_k(z_i)}|1\\rangle\\right),$$\n", "\n", - "where we denote by $z_i$ the $i$-th value of the discretized and trucated $Z$." + "where we denote by $z_i$ the $i$-th value of the discretized and trucated $Z$ [Egger2019]." ] }, { @@ -255,7 +257,7 @@ }, { "data": { - "image/png": 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m8qeTmfzp5LDDMMn4drJbTGq+/94tOcAKExOYR+c9yqPzHg07DJOMLx91SxXTr18/jjrqqHLXX3HFFTRs2JCdO3cm3Nfu3bsRkdKlTp06dOjQgXvuuYfdK1fC2rX7bL9lyxaaNm3K7NmzS9MOOeQQbrjhhnKPcckll3DJJZf4+GThscLEGJNzhg8fzqeffspnn31WZt2ePXt47rnnGDBgALVq1fK9z+uuu465c+fy6quvctppp3Hddddx79/+Vma7v/zlL7Rr145u3bolte+nnnoqM1MJVxArTIwxOefMM88kPz+f4uLiMuv+9a9/sXr1aoYPH57UPlu3bk3nzp3p2bMn999/P7169eLvL764zzZ79uzhkUce4aKLLkpq34ceeiidO3fmscceSypfkKwwMcbknLp169KvXz8mTy7bHlRcXMyBBx7IKaecwooVK7jwwgtp3bo1derUoW3bttx6663s2rUr4TGOOeYYlkVN2/vWW2+xevVqzj777KRjHjhwIE8//XTC0YrDYk9zGWMyZ0aPsmkth0Dby2H3NpjZt+z6NoVu2bEO/j2o7PrDLoNWQ2HrMph7ftn17a9Oaeyw4cOHM2XKFObPn89xxx0HwK5du3j++ec599xzycvLY+3atTRp0oT777+fBg0asGjRIkaPHs26det4+OH4IzktXbqU1occsk/a22+/zeGHH06DBrEGT4+va9eurFy5ks8//5wjjjgi6fwVzQoTE5jnhjwXdggmWb+outesT58+NGjQgOLi4tLC5I033uD7778vvcXVsWNHOnbsWJqnW7du1KlTh0svvZS//OUv+4wkvHfvXnbv3s22bdt46aWXePHFF5n01FPQpk3pNvPnz+fIFEcQPuqooxARPvjgAytMTG5rkt8k7BBMsmonec16zyx/XfX8+OtrN4m/fr8W8dcnqVatWpx99tlMmTKFu+++GxFh8uTJtGrVis6dOwOugBg3bhwTJkxgyZIl+0zRu3z5cgoKCkrf//a3v+W3v/1t6ftrr72WwVHtLqtWrUq5IKhZsyb16tVj1apVKeWvaNZmYgIzccFEJi6YGHYYJhlfT3RLFTV8+HCWLl3K3Llz2bFjBy+++CLDhw9HxE2dNHbsWK6//noGDx7MSy+9xAcffMADDzwAUGbu9xtvvJEPP/yQt956i759+3Lvvffy5tSpsG5d6TY7duxI6gmxaLVq1Spz3MrCaiYmMCUFSWHHwlDjMEkoKUjaFIYZRYXp2bMnBx54IMXFxaxcuZLNmzfv8xTX1KlTGTZsGGPGjClN++9//xtzXy1btiyd++Tkk0/miCOO4Nqbb+bUF15AmrgaXqNGjdi4Md6ksvFt3LiRRo0apZy/IlnNxBiTs/Ly8hg8eDBTp07l2Wef5fDDD+foo48uXb99+/YyNYlJkyYl3G/NmjUZM2YM/128mNffeac0vV27din3FVm5ciU//vgjbdu2TSl/RbPCxBiT04YPH86qVat4/vnnOeecc/ZZd+qpp/Lss8/y6KOP8sYbb3DuueeyZMkSX/sdMmQIh7VqxT1PlM7zR7du3fjoo49iPt67ePFinnvuuX2W6dOnl66fN28e1apVo0uXLql90Apmt7mMMTmtS5cuFBQUsGTJEoYNG7bPutGjR7N+/XpuuukmRIRBgwYxbtw4zjrrrIT7zcvL44YRI7j4j3/kww8/5Pjjj+ess87id7/7He+9916ZQuGFF17ghRde2Cft0EMP5auvvgJg+vTp9OzZM6XHioNghYkxJqeJSLm3nvbff3+eeuqpMumRNYvq1auX25HwooEDuWjgQPDmgz/44IM5/fTTKS4u3qcwWb58edwYd+/ezbRp0xg3blzCzxMWK0xMYF4797WwQzDJ6mHXLC0/+1mZpJtvvpnTTz+dMWPGUL9+fV+7KS4upn79+gwePDjTEWaMtZmYwOTXyCe/Rn7YYZhkVM93i0lNXp5bInTu3Jk77riDpUuX+t6NiDBhwgTyovZVmQReMxGRDsCDQBdgIzABGK2qe+LkKQBi1UMnq+qwGOmmEnrkw0cAuPz4y0OOxPj2hbtmtLVrlpI1a9xr06b7JF9+eXLn89xzz81URBUm0MJERBoCM4DPgTOBQ4GxuBrSKB+7uAaYHfF+XXkbmspnymdTACtMsspSd82sMEnRhg3uNaowqYqCrplcCtQBBqjqJuAtEakHFInI3V5aPItV9b0Kj9IYY0xSfBcmInIUcALQDKgNfA98AcxR1Q0+d9MHeCOq0CgG7gK6Ay/7jccYY0zlEbcwEZE2wGXAucCBwF5cO8dOoAGQD+wVkVm4to/Jqro3zi7bA/+MTFDVpSKyzVuXqDB5UkQaAWuA/wf8UVW3J8hjjDGmgpX7NJeITAA+AzoCY4CfA7VV9QBVPURV6wJNgf7AJ8DdwEIR+UWc4zXEFUbRNnjryrMTeBi4GOgFPI4r5MpOk/ZT/CNEZJ6IzFsbNQezMcaYzIpXM9kBtFfVb8vbQFXXAa8Dr4vIH4DBQPMEx4zVu0fKSS85zkrgioikmSKyGnhERDqq6oIYecYD4wE6depUOacmyzEzC2eGHYJJVgaHfM9JXmfFXFBuzURVr4hXkMTYfq+qTlbVsvNg/mQD7vZYtPrErrHEUzJrz7FJ5jPGmH1MmzatdKiSWrVq0bZtW0aNGsW8efMQEf7xj3/EzLd69WqqV6/O3Xff7ftYo0aNQkRKl2bNmtG/f38+/fTTmNvfddddnHrqqaXvJ0yYgIiUOxT9smXLqFu3Lt9+6/vnOyNS7rQoInVFpG6S2Rbh2kYi99MC2M9blwyNejWV3L1z7uXeOfeGHYZJxsJ73VKFXX311QwePJg2bdrw9NNP8+abb3LVVVfx8ssv86c//YnDDjuM4uLYd9SnTp3K3r17GTp0aOydr1rlliiNGjVi7ty5zJ07l3HjxrFw4UJOPfXUMsPTb968mXvuuYcbbrjB9+dp0aIFAwcO5LbbbvOdJxOSLkxE5HAR+RDYBPzgtUt08Jn9deB0Edk/Im0osB2YlWQoJZNFz08ynwnJK1+8witfvBJ2GCYZK15xSxX18ssvc9999/HXv/6VCRMm0L9/f7p3785ll13GRx99xIgRIxg2bBivvvoqW7ZsKZO/uLiYrl270qpVq9gH+OEHt0SpUaMGnTt3pnPnzgwfPpyJEyeyatUq3nzzzX22e+aZZ6hbty69evVK6nNdeOGFPPPMM2zY4PdB2/SlUjOZAEwF9gcOBhYDE33mfQzXmD5NRHqLyAigCLgv8nFhEflKRJ6IeF8kImNFZICXbwwwDpimqrFnqjHGmATGjRvHsccey0UXXVRmXV5eHn369GH48OFs376dF198cZ/1y5YtY86cOftMpvXkk0/SrVs3GjVqRKNGjehVWMhHn32WMI5jjjmmdJ+RnnrqKQYOHJj05zr55JOpV68eU6ZMSTpvquI9zTXO61AYrT3woKpuVdXVwFOAr9lavP4ovYA83GPAo3GFwq1Rm1b3timxCNcP5UngNeAc4B7v1RhjkrZr1y7mzJnDGWecEXe7ww8/nGOOOabMra7JkydTrVq1fQZf/PbbbyksLGTq1KlMmjSJZk2acNJ55yVsvygZp6t169alaZs3b+bDDz+ka9euyX40qlWrxoknnsiMGTOSzpuqeE9z1Qe+FJFbgcf1pzGW3waeFpG/4fqZ3Oil+aKqnwM9E2xTEPW+mDiPARtjKokePcqmDRkCl18O27ZB375l1xcWumXdOhg0qOz6yy6DoUNh2TI4//yy66++Gvr3TzrU9evXs3PnTlq2bJlw2+HDh3PLLbewYcMGGjZ0vRiKi4vp1asXTSOGSikqKir9e+/evZzasiXt+/Zl0qRJ3HTTTfvsc/fu3QB88803XHnllRx77LH069evdP3HH3/M3r17OfLII5P+bOBqO08//XRKeVMR72mui4C+uP/9/0dETvFW/QZYCtwO3AS8g+v/YUxcdWrUoU6NOmGHYZKRV8ctVZiIJNxm2LBh7Nq1i+effx6A//3vf8yfP3+fW1wAn332GWeddRYHHnggeXl51DjySP63dClffPHFPtutXr2aGjVqUKNGDdq2bcsnn3zCtGnTqFmzZuk2q7yG+ybe/PHJatKkCatXr04pbyri9oBX1fnAySIyDNf7/GPgD6r6h0CiM1XK6+e+HnYIJlmnJHnNZs4sf11+fvz1TZrEX9+iRfz1SWrcuDG1atXyNRR8q1at6NKlC8XFxVx00UUUFxdTq1Ytzj777NJtfvjhB0477TSaN2/OuHHjaNmyJbVr1+bCCy8s8xhv48aNmT59Onv27OHjjz/mmmuu4dxzz+Xdd98tLdxK8kTPQe9XrVq1+PHHH9m7dy/VqlX8bCO+xuZS1WIReQG4HpgvIo8Dt6vq1gqNzhhjKkiNGjXo1q0bb7zxBrfffnvC7YcPH87IkSNZs2YNxcXF9O3bd5/JrWbPns13333HrFmz+FnEpFjRj/uCm52xU6dOAJx44onUqlWLiy66iGnTppU2uDdq1Kg0f926yfbCcPnq168fSEECCZ7mEpF2InKZiPweOFZVRwNHAy2AL0SkMIAYTRVx26zbuG1WsM++mzR9cptbqqiRI0cyb968mFPz7t27l+nTp5e+HzJkCABjxozh008/LXOLa/t2N0xgZE3inWnTEk7JC3DBBRfQvn177rrrrtK0dl7v+fKmFE5kyZIltG3r69mojCi3ZiIivwYewg3MuA0YLSLPqurlwHki0gW4X0SuAH6vqrPL25cxAG9/457TuLn7zSFHYnxb7T1bc1TVvGb9+/fnD3/4AxdffDGzZ8/mzDPPpG7duixatIjHHnuMgoKC0qe9mjZtSs+ePXnkkUeoW7fuPo3lAF27diU/P59f//rXXHPNNSxdupTRN9/MwT7mMqlWrRo33ngjF1xwAbNmzaJ79+4cdthhHHDAAcyfP5+TTjqpTJ7nn3+eGjVq7JN2wgknlD5QMG/ePLp3757qqUlavJrJrcBvVbWvqg7CPZp7iYg0A1DVuap6Im7WRHvSyhiTlcaOHcvkyZP58ssvOeecczj11FMZO3YsvXr14tFHH91n2+HDh6OqnHnmmdSps++DCQcddBBTp05l2bJl9O/fnwceeIDxY8bQ+pBDfMVxzjnn0KZNm32GZhkwYACvvx673eqcc85h8ODB+yzvvPMO4Br4FyxYkFIflVTJT0/8Rq0QWQ7crKpPeu+PAv4DNPcGXozcdr/K3H7SqVMnnTdvXkp5C254NcPRZJcld/4yY/vqMbEHYAM+ZpUZPdxr1ICPCxcu5PDDDw88nKyzeLF7TXHAx5J+Jt999x0HHHCA73wPP/wwDz74IIsWxR+lKtF1FJH5qtrJzzHj1Uxux43K+7KITMENd/JEdEECUJkLEmOMyVbHH388PXv25OGHH/adZ+/evTzwwAOMGuVnJvTMidfP5DHciLzTgbnAWar6m6ACM1VP4/zGNM5vHHYYJhm1GrvFpCYvzy1pGDduHI0b+78GK1eupLCwkHPOCXaAkET9TBYCCwOKxVRx/xgSexhvU4mdZNcsLRGPCKeqQ4cOdOjgdyxdaN68OTfeeGPax01WvLG5yj4+kICI1PfaVowxxuSQeG0mU0RktohcJCLxptRFRLqJyIPAt0CXjEZoqowbZ9zIjTOC/x+TScOCG90SQ3kP75gIy5e7pRLK9PWLd5urDfA73CPCj4vIF8CnwDrcMPINgNa4ueHr4Ebz7a2qqT02Zaq8ucvnhh2CSda62NesRo0abN++nfz8/IADyjJbK++zSdu3by/TTyUd5RYmqroduEtE7sYNG98TOA43BH1t4HvcXCbPAi+q6pqMRWWMqdSaNm3KihUraN68OXXq1PE1WKKpHFSV7du3s2LFCg488MCM7Tfh2Fze0PMzvMUYY6hXz0119N1337Fr166Qo6nESqbs3bs33Dii1KhRgwMPPLD0OmaCr4EejTEmWr169TL6Y1QlXXaZe83gaMeVlRUmJjCH1PM3rISpRPLtmqXF51AqVYEVJiYwzwx4JuwQTLK62jVLyzO5c/6CGejeGGNMlRZ4YSIiHUTkbRHZJiLficgYEfE93oCIVBPH/gXAAAAfEUlEQVSR+SKiItIvcQ5TWYycPpKR00eGHYZJxvyRbjGpGTnSLTnA120uEbkX+Juqfp7OwbzOjzOAz4EzgUOBsbhCze+oZL8GmqcThwnHglULwg7BJGuDXbO0LMid8+e3ZjIQ+EREPhCRS0WkfsIcsV2K6+A4QFXf8gaTHA38QUQSPhbiFUZ/Av6Y4vGNMcZUAF+Fiaq2BnoDi4B7gJUi8qyI9E7yeH2AN1R1U0RaMa6A8TMl2G3AbODtJI9rjDGmAvluM1HVf6nqr4CDgCuBQ4A3RORbERktIm187KY9rkCK3O9S3LTA7eNlFJGjgQuBa/zGbIwxJhhJN8Cr6hZVfQI3ZtdsoAVwI/CFiLwoIq3iZG8IbIyRvsFbF8+DwMOq+pWfOEVkhIjME5F5a9eu9ZPFVLC2jdvStnHbsMMwydi/rVtMatq2dUsOSKqfiYgUABd4SwvgLWAw8Apu/K47cLet4o0cHGuoSiknveS4w4B2QH+/sarqeGA8uGl7/eYzFWd8//Fhh2CSdaJds7SMz53z5/dprvNxt5hOBpYCTwJPqmrk2MqvichW4o/htQE32nC0+sSusSAiNXDtNHcB1USkAVDSWL+fiOyvqpv9fA5jjDEVw2/NZDzwPHC6qsZr/P4CN3d8eRYR1TYiIi2A/YhqS4mwH6595j5viVQM/A9IfzozU+FGvDwCsBpKVnnfXTOroaRohHf+cqCG4rcwOVhVNyTaSFVX4h71Lc/rwLVRtYmhwHZgVjl5tgCnRKU1A/4fcBPwz0Rxmcrhi/VfhB2CSdZmu2Zp+SJ3zp/fBvj5InJMrBUicqSIfO1zP4/hJtaaJiK9RWQEUATcF/m4sIh8JSJPAKjqblWdGbkA73mbfqKq7/s8tjHGmArit2ZSANQqZ10+7jZUQqq6QUR6AQ8BL+PaScbhCpTouHwPsWKMMSZc5RYmXo/0yMbyZiLSMmqz2sAwYIXfA3pDsvRMsE1BgvVLcE+AGWOMqQTi1UyuwvUlUW95vpztBLg6w3GZKqhjs45hh2CS1dCuWVo65s75i1eYPAvMwxUWL+F6ni+O2uZHYLHXi92YuO4/4/6wQzDJOs6uWVruz53zV25hoqpfAl8CiMgpwEfWn8MYY0wsvhrgVbW8x3aN8e28aecBNuNiVpnjrpnNuJii87zzlwMzLsZrgF+D66T4sYisJc5wJwCq2jTTwZmqZfmm5Yk3MpXLNrtmaVmeO+cvXs3kYWB1xN82vpUxxpiY4rWZjI74uyiQaIwxxmSlwOeAN8YYU/XEazOZksyOVHVI+uGYqqzLIfFmJjCVUhO7ZmnpkjvnL16byQGBRWFywh297wg7BJOsjnbN0nJH7py/eG0m0SP1GmOMMTFZm4kJzMApAxk4ZWDYYZhkvDvQLSY1Awe6JQfEazO5HJiqqmu9v+NS1UcyGpmpctZvWx92CCZZO+2apWV97py/eG0mD+HG5lrr/R2PAlaYGGNMjorXZlIt1t/GGGNMNCskjDHGpM3vTIuISE2gEDgBOAhYCbwPPKWqP1ZIdKZK6dW6V9ghmGQdaNcsLb1y5/yJauIht0TkcGA6cDAwH1gDNAWOBVYBZ3gzKFZKnTp10nnz5qWUt+CGVzMcTXZZcucvww7BGBMSEZmvqp38bOu3ZjIe+AE4KXIiLG8a31eBx4CTkw3UGGNM1eC3zaQTcEv0jIre+1uA4/0eUEQ6iMjbIrJNRL4TkTEikpcgzxEiMt3bfqeILBWRCSJykN/jmvD1mdSHPpP6hB2GSca/+rjFpKZPH7fkAL81kyVA7XLW1QZ8TdsrIg2BGcDnwJnAocBYXKE2Kk7W+sA3wN+B74DWuPnpjxOR41V1t5/jm3Bt37U97BBMsvbYNUvL9tw5f34LkxuAsSLyjaq+X5IoIp2BMcC1PvdzKVAHGKCqm4C3RKQeUCQid3tpZajqHGBORNJMEVkOvAkcDXzk8/jGGGMqQLwe8B+y74RY9YA53gyMJQ3wTYH1wE3ACz6O1wd4I6rQKAbuAroDLycRe0nX0ppJ5DHGGFMB4tVMPmPfwuSzDByvPfDPyARVXSoi27x1cQsTEamGi7k1cCfwIfBBBuIyxhiThng94Asr4HgNgY0x0jd46xJ5DTjd+3s+0FdV98baUERGACMAWrZsmXykJuP6te0XdggmWc3tmqWlX+6cP9+dFjMoVscWKSc92pVAI+AwXIP96yLSTVV3lDmI6njcI8106tTJ5q+vBK7pek3YIZhkHW7XLC3X5M75S6YHfAFwHtCWGE92+ZxpcQPQIEZ6fWLXWKKP8aX35/si8i7uCa9zgL/5OLYxxpgK4qswEZHjgFnAMlxh8l9cAVAALAe+8nm8Rbi2kch9twD289b5pqrfisj3QJtk8pnw9JjYA4CZhTNDjcMkYUYP99p7ZphRZK8ePdzrzJlhRhEIv50W7wH+ARyJuyV1saq2AX6Buz11t8/9vA6cLiL7R6QNBbbjCivfRKQd0BhXOzHGGBMiv4VJR+BZoKSxuzaU9v8YjXuyyo/HgJ3ANBHp7TWSFwH3RT4uLCJficgTEe/vFZE7ReRsETnFm6zrDeB/uEeLjTHGhMhvYaLAj+pGhVwDtIpYtwzXIJ54J6obgF5AHu4x4NHAOFxv9kjVvW1KzANOAp7AjQX2O1xNqbOqbvX5GYwxxlQQvw3wn+OGPvkXMBe4SkTmAT8C1+FqCL54owv3TLBNQdT7YqwGYowxlVYyowaX1EZuwg1jUtJgvhUYlOG4TBU05Ag/D/yZSqWlXbO0DMmd8+erMFHVpyP+XujNb9IV13bynqquqaD4TBVy+fGXhx2CSVZbu2ZpuTx3zl9KnRZVdQuudmKMb9t2bQMgv0Z+yJEY33a7a0Z1u2Yp2eadv/yqf/6S6bTYFBhJ2Wl7H1DV1RUTnqlK+k7qC1g/k6wy010z62eSor7e+bN+Jo6IdAO+BC4B1gFve6+XAl96640xxuQovzWTh3ADK/aPfBRXROoCrwAP4uaDN8YYk4P89jNpD4yN7tPhtZ3cCxye6cCMMcZkD7+FyedAs3LWHUSS42oZY4ypWvze5roSeFpEtgAvqOpOEakFnI2b0vdXFRWgqToKOxaGHYJJVpvCsCPIboWFYUcQmHjT9q5l3zlG9sONz4VXqNT10ncAz+Om8DWmXFaYZCErTNJjhQkAD+NvwipjfFm3bR0ATfKbhByJ8W2Hu2bUtmuWknXe+WtS9c9fvGl7iwKMw+SAQVPcqDvWzySL/NsbKcn6maRmkHf+cqCfSVI94EWkJnAUburc74FPVPXHigjMGGNM9vD7NBcich2wGvgAN5fIh8BqEbm2gmIzxhiTJfxO2zsSuAM3udVkXKFyIG6WxDtEZKeqPlBhURpjjKnU/N7m+i1wp6r+MSJtMfCOiGzETVZlhYkxxuQov4VJC9zEWLHMBK7OSDSmSrus02Vhh2CSdZhds7Rcljvnz29hshQ4DZgRY92p3npj4hp65NCwQzDJamXXLC1Dc+f8+S1MHgAeEJFGwHO4NpOmwGCgEHeby5i4lv2wDIAW9VuEHInxbau7Zuxn1ywly7zz16Lqnz+/My0+JCI7gVuBi3CdGQX4DrhUVSf4PaCIdMCNMtwF2AhMAEar6p44eY4HLgdOAg4GluF649+lqjv8HtuE6/znzwesn0lWmeuumfUzSdH53vmzfiY/UdW/isgE4BB+mhxruar67iUvIg1xt8o+B84EDgXG4h5RHhUn61Bv27tw86ocDdzmvQ70e3xjjDEVI2FhIiK1gf8Cv1PV6bhawbIUj3cpUAcYoKqbgLdEpB5QJCJ3e2mx3KWqayPezxSRHcDjItJKVb9NMR5jjDEZkLAwUdUdItIA2JuB4/UB3ogqNIpxNY7uwMvlxLA2RvLH3mtTwAoTUyUV3PBqqMcvbrMegGEhxrHkzl+Gdmzjn98e8JOACzNwvPZEzX2iqkuBbd66ZHTFFXCLMxCXMcaYNCTzaPAQEZkHvIZ7miuyrURV9VEf+2mIa3SPtsFb54uINAP+CDxd3q0xERkBjABo2bKl312bCnR1F+uOlG3+uvbssEPIblfnznfeb2Ey1ns9iNhzvSvgpzAp2TaalJNedkM32OQUYAtwVbkHUR0PjAfo1KmTDaVfCfRv1z/sEEyS3t58YtghZLf+ufOd9/tosO8BIRPYADSIkV6f2DWWfYiIAH8HjgC6qeqGDMVlArB4nbsj2a5Ju5AjMX61qbUcgK93HhJyJFlqsXcXvl3V/84nNQR9Biwiqm1ERFrgZnH0M4/8ONwjxaeqqs07n2UueeUSwPqZZJM/N38IgGFf3xlyJFnqEvedt34mEbzbS4XACfzUz+R94Kkk5jR5HbhWRPZX1c1e2lBgOzArwfFvxM1FP0RV/+03bmOMMRXP1+0rETkc11nwYeBIYI/3+jDwlder3Y/HgJ3ANBHp7TWSFwH3RTaki8hXIvJExPtzgD/jbnGtEJHOEcsBPo9tjDGmgvitmYwHfgBO8h7lBUBEWgKv4gqJkxPtRFU3iEgv4CFcn5KNuFtXRTHiyot4f5r3WugtkS4EJvr6FMYYYyqE38KkEzA8siAB10dERG7BjZPli6p+DvRMsE1B1PtCyhYixhhjKgm/hckSoHY562pjQ9AbH0adHG/4NVMZPbhmWNghZLdRufOd91uY3ACMFZFvVPX9kkQR6QyMAWweeJNQ7za9ww7BJGn2lo5hh5DdeufOd95vYTIKqAfMEZE1wBrcmFhNgfXATSJyU8nGqnpCpgM12W/BqgUAdGxmP1DZokPtrwH4fEebkCPJUgvcd56OVf8777cw+dRbjEnZyOkjAetnkk1uOXg8YP1MUjbSfeetn4lHVTMxyKMxxpgqKlPDpBhjjMlhVpgYY4xJmxUmxhhj0hb0QI8mh/2515/DDsEk6e5VF4QdQnb7c+58560wMYHp2qJr2CGYJH207fCwQ8huXXPnO2+3uUxg5iybw5xlc8IOwyTh2PyFHJu/MOwwstecOW7JAVYzMYG56W3Xr9X6mWSP65o9BVg/k5Td5PXlzoF+JlYzMcYYkzYrTIwxxqTNChNjjDFps8LEGGNM2qwB3gTm/jPuDzsEk6Qx340IO4Tsdn/ufOetMDGBsaHns48NPZ+mHBh6voTd5jKBmfH1DGZ8PSPsMEwSutVdQLe6C8IOI3vNmOGWHBB4zUREOgAPAl2AjcAEYLSq7omTpybwJ6Azbj762qoqAYRrMuj2d24HbMbFbHJl02LAZlxM2e3uO58LMy4GWjMRkYbADECBM3FT/l4NjE6QNR/4NbANyI3upMYYk0WCrplcCtQBBqjqJuAtEakHFInI3V5aGaq6UUQaqaqKyBVAzwBjNsYYk0DQbSZ9gDeiCo1iXAHTPV5GVdWKDMwYY0zqgq6ZtAf+GZmgqktFZJu37uWA4zEVrOCGV0v/XlVzfZm0qm7Jnb8MOwRjAhF0YdIQ1+gebYO3LmNEZAQwAqBly5aZ3LVJUeNdV4QdgknSTSvsmqXl8cfDjiAwYfQziXW7SspJT/0gquOB8QCdOnWyW2SVQA09JOwQTJK+3mnXLC3t2oUdQWCCbjPZADSIkV6f2DUWU4Vsq/Y+26q9H3YYJgm99n+fXvvbNUvZyy+7JQcEXTNZhGsbKSUiLYD9vHWmCttU/XkA8n88MeRIjF+/OcBds7c32zVLydix7rV//3DjCEDQNZPXgdNFZP+ItKHAdmBWwLEYY4zJkKALk8eAncA0EentNZIXAfdFPi4sIl+JyBORGUWkj4gMAjp67wd5S6vgwjfGGBNLoLe5VHWDiPQCHsI9BrwRGIcrUKLjyotKexSILDimeq8XAhMzHasxxhj/An+aS1U/J0EPdlUt8JNmjDGmcrAh6E1gmuy6OuwQTJKuWmbXLC1PPx12BIGxwsQEproeEHYIJkkrd9k1S0uLFmFHEBibz8QEZmveO2zNeyfsMEwS+tV/h3717ZqlbPJkt+QAq5mYwGzOew2A/facHHIkxq/zGrtr9soPds1S8uij7nXo0HDjCIDVTIwxxqTNChNjjDFps8LEGGNM2qwwMcYYkzZrgDeBOeDHG8MOwSTpsm/tmqXluefCjiAwVpiYwORRP+wQTJI27LFrlpYmTcKOIDB2m8sEZkveDLbkzQg7DJOEQQ1nMKihXbOUTZzolhxgNRMTmJKCpO6e3iFHYvwqKUie25C916zghldDO3bxs24+k2GLwhtJYMmdvwzkOFYzMcYYkzYrTIwxxqTNChNjjDFps8LEGGNM2qwB3gSm6Y9FYYdgklT4TVHYIWS1wsFFYYcQGCtMTGCqUTvsEEySdqhds3TsqJE7589uc5nAbM57lc154T2maZJ3XuNXOa+xXbNUnffRq5z3UW6cv8ALExHpICJvi8g2EflORMaISJ6PfPVF5EkR2SAiP4jIJBFpHETMJjO25r3L1rx3ww7DJKFf/XfpV9+uWar6LXqXfoty4/wFeptLRBoCM4DPgTOBQ4GxuEJtVILsk4F2wK+BvcBdwAvASRUVrzHGGH+CbjO5FKgDDFDVTcBbIlIPKBKRu720MkSkC3A60F1V3/HSVgDvi0hvVbXxHowxJkRB3+bqA7wRVWgU4wqY7gnyrS4pSABU9QPgG2+dMcaYEAVdmLQHFkUmqOpSYJu3znc+z8IE+YwxxgRAVDW4g4nsAq5V1fuj0pcDf1fVm8rJ9xawVVXPikp/Bmijql1j5BkBjPDetgMWlxNWE2BdUh8kWBZfeiy+9FX2GC2+9MSLr5Wq+hqlMox+JrFKLyknPeV8qjoeGJ8oGBGZp6qdEm0XFosvPRZf+ip7jBZfejIVX9C3uTYADWKk1wc2ppCvQYJ8xhhjAhB0YbKIqDYOEWkB7EfsNpFy83nKa0sxxhgToKALk9eB00Vk/4i0ocB2YFaCfM1E5BclCSLSCWjjrUtHwlthIbP40mPxpa+yx2jxpScj8QXdAN8Q12HxU1ynwzbAfcD9qjoqYruvgFmqenFE2nSgLXANP3VaXKOq1mnRGGNCFmjNRFU3AL2APOBlYDQwDrg1atPq3jaRhuFqL38D/g7MB86uyHiNMcb4E2jNxBhjTNWUk6MGi8hvRORLEdkhIvNFpJePPEUiojGWM1KModIPeJlKjCJSUM55Ks5wbD8TkcdF5D8iskdEZvrMF8j5SyW+oM6dd6zBIvKSiKwQkS3ev4PhPvLVEpGxIrJGRLaKyKsiUlCJ4ot1/t6rgPgGicgcEVnv/Y4sFpFRIlIzQb6gvn9Jx5fu9y/n5jMRkWHAY0AR8G/gQuAVETleVT9NkP0HILrwWJhCDJV+wMs0YwTXtjU74n2mO20dAfQF3gPi/gOOEtSAoanGBxV/7gD+gBuO6Cpv/32BZ0Wkiao+GCffA8AgL99a3L+jt0TkKFXdUQniA/c9fS7i/eYMxlWiMfAv4B5c94QTcOeiGXBFnHxBff9SjQ9S/f6pak4tuJ7wf4t4Xw34BHgmQb4iYF2GYrgR13emXkTadbhhZerFydcF10nz5Ii0E7y03hk+T6nGWODF06+Cr2O1iL+fA2b6yBPk+UslvkDOnXesJjHSngW+iZPnEGA38KuItObAj8Cvw47P20aBKyr6/JVz7D/hfrilnPWBff9SjC+t719O3eYSkTa4J8KmlKSp6l5gKsEOGJkNA16mGmMgvOuWrMDOX4rxBUZVY/1v82OgaZxsp3mv0yL2swJXw8/0+UslvrCtJ34tNOwBaxPFl5acKkz4qeNjdEfHhUAjEUk0Bk0DEVknIrtE5GMRGZBGHJV9wMtUYyzxpNdWsFJE7hOROhmOLxXZMmBoWOeuK+62ZnnaA8tVdUtUelDnL1F8JYpEZLf3b/VvItKoogISkTwRyRfXB+53wKPq/Tc/hsC/f0nGVyKl71+utZk09F6jh2DZELF+bTl5v8Ld5lkA1AUuAf4hIgNVdVo5eeLFEWsYmA0RMSabr02SMSSSaow7gYeBN4FNQA/gelyby5mZDTFpQZ6/VIR27sQ9hHImcFGczVL9TqTNZ3wAT+G6HawFOgE3A8eIyAmquqcCQtsK1PL+/jtwbZxtw/j+JRNfWt+/rC9MRKQ+cFCi7VQ18n8E0SWzlJMemf+ZqOO+DMwBbiGi2p+EQAa8TFPSx1LVlezbwDdTRFYDj4hIR1VdkOEYkxXk+UtKWOfOexrrWeBFVZ2YKMxYuygnPSOSiU9VCyPeviMiC4HXgP64hu5M6wrk49o+bgEeAi6PF2KMtIo8f77jS/f7VxVucw3GVRMTLfBTDSR60MiS974HjfSqitOAo8XHI71RsmHAy1RjjKXkyZpj04oofdk4YGiFnjvvFtDrwFLgvASbB37+kowvlunAFiro/KnqR6r6b1W9D3cb6TIRObSczQM/f0nGF4vv71/WFyaqOkFVJdHibV5SO4m+P9ke+F5Vy7vFFTeEFPJkw4CXqcYYi0a9hiUbBwytsHMnIvnAK7hG2V+q6tYEWRYBLURkv6j0Cjl/KcRXRkT7QBDfvY+819blrA/7+5covlh8n7+sL0ySoapfA1/gajMAiEg1731SA0aKiOCGc/lPCvdiK+OAl5mKMZZB3uv8TASWhiDPX6ZUyLkTkeq4pxgPA/qo6hof2d70XkuHMRKRg3F9JDJ6/lKML9Z+zsC1cQbx3evmvX5Tzvqwv3+J4ovF//evop9trmwLMBzYg+t4dwowEfcDeWTENt1xz9N3j0ibhasmnob7x/QartPR/6UQQ0NgJfAW0Bs3I+QW4Pao7b4CnohKmw58DQwAzsL1m3m3As5TSjHi+uOM9eLrDYzxzu8/MhxfvvdFHwTMBT6LeJ9fCc5f0vEFde68Y43H/W/zd0DnqKWWt83bwNtR+R7HdWI7H9eB9z3gS6B22PF539HxwBCgJ67z3UbgfSAvw/FN9/bfx/tNGO39+ygu799GwN+/pONL9/uX0Q+QLQvwG+9E7sRV/XpFre/hfZF7RKQ94X0JtuOekHgX9z+mVGPoAPzT299K4LboLzywBJgYldYAeNL7R7IJ1zBZpoNXhs5T0jHiBuSchxst4EfvPI8p+QHIYGwF3jWKtRSEff5SiS+ocxdx7ETxzSSqsyXuyaD7cE9LbcX9p6p1ZYgPN4jsbFx/il3AMlyP/foVEN9tuNHPt3jfpY+AK4Ea5f3bCPj7l3R86X7/bKBHY4wxacupNhNjjDEVwwoTY4wxabPCxBhjTNqsMDHGGJM2K0yMMcakzQoTY4wxabPCxOQccVMwV8TshWkRkUJvmtS6KeR9UESeLGfdxFhT64pIc29K3MowYrLJclaYGJPlvDHTfo2bAtY3dRNbTcaNJmtMWqwwMSb7XQp8pBHTLIhIdRG5Q0SWA78CFovI5yIyNCrvk8BwEWkcYLymCrLCxJgYRKS1iLwgIptEZLOIvCwiP4va5mIR+UxEtnuz+s0SkSMi1t8oIl+JyA4RWS0i00WkWQWE+yt+Giq8xO9xk7k9gBvy5CLgb0B0oTEb+B43lIYxKcv6ybGMyTQRqYUbRHAXbhy33biB8maJyFGq+r2InAw8hrtFNBeoB3TBzfeCiPwKuAk3U91nuB/xnrgh/DMZazvgENxEbZG6A/9U1btFpAMwW1WXROdXVRWR93AD+z2cydhMbrHCxJiyLgRaAm3VTVuAiLyPG+jzEuAO3Mx1/1XVOyLyvRTx9wnAm6r6SERaKjNyJnKc9/ppVPpKoK/PmtB/cIWmMSmz21zGlHUCrg3i65IEVV2OuyVUMhfFAuDnIjJORE4WkZpR+1iA+zEfLSInpDAbp1/NgB1aduKoP+FG9f0G+D/gGhHpFp3Zsw5o6s3RY0xKrDAxpqyDgNUx0lcDjQBUdQauBnMybij0dSLySMQshH/D3eYagptPY7WI3FYBhUpt3FQK+1DVpcBRuLl3vsYVgv8Wkfti7GMn7i6F3akwKbPCxJiyVgJNY6QfiGusBkBVn1LV47z0a4FC4GZv3V5VHaeqh+Numd2LK1wyfTvpe6CeN2PoPlR1l6pOx90COwu4CrhKRFpGbdoA2KKquzIcm8khVpgYU9b7wHEiUjpXtog0B7oC/47eWFXXqurjuAnTOsRYv0xV78RNNlRmfZoWAwK0ikws55bVh95ro6j0Atx01sakzKq1JlfVFJFBMdJn4aZyvh54XURuwU3zXIRrW3gcQERG436UZ3rpP8c9QXWDt/5xXK3hPdzMdafg5jO/3kdsZ4nIjqi0D1X12xjbfoB72uw49p3b+1kR+Rh4B/cE2XG4mskKYGHUPjrh2oOMSV2mp4u0xZbKvuAKhvKmhO3hbdMGeAHYjJv69BXgsIh99MM9PrwW2IGrIdwApbOXFvJTH45twH+BixPEVRgnrsI4+V6h7FzjZ+PmAV8F7MVNETsT+HnUdk1whVH3sK+LLdm92LS9xmQ5ETkbmAAcrKplGuNFZCJQpDH6mYjIJcA1uMeg7cfApMzaTIzJfi/gbl+dn0wmr13l98CfrCAx6bLCxJgs5xUEI3A99mN5AdgYI70ZMAl4uoJCMznEbnMZY4xJm9VMjDHGpM0KE2OMMWmzwsQYY0zarDAxxhiTNitMjDHGpO3/Ax1gWfeCPolOAAAAAElFTkSuQmCC\n", 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\n", 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\n", + "image/png": 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\n", 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\n", 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\n", 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                                                ┌───┐┌────────────────┐┌───┐»\n",
-       "  q_0: |0>──────────────────────────────────────┤ X ├┤ U3(0.7907,0,0) ├┤ X ├»\n",
-       "          ┌────────────────┐     ┌───────┐      └─┬─┘└────────────────┘└─┬─┘»\n",
-       "  q_1: |0>┤ U3(1.5708,0,0) ├─────┤ U1(0) ├────────■──────────────────────■──»\n",
-       "          └─┬────────────┬─┘┌────┴───────┴─────┐                            »\n",
-       "  q_2: |0>──┤ Ry(1.1847) ├──┤ U3(-0.14182,0,0) ├────────────────────────────»\n",
-       "            ├────────────┤  ├──────────────────┤                            »\n",
-       "  q_3: |0>──┤ Ry(1.3696) ├──┤ U3(-0.11174,0,0) ├────────────────────────────»\n",
-       "            └────────────┘  └──────────────────┘                            »\n",
-       "  q_4: |0>──────────────────────────────────────────────────────────────────»\n",
-       "                                                                            »\n",
-       "q_a_0: |0>──────────────────────────────────────────────────────────────────»\n",
-       "                                                                            »\n",
-       "q_a_1: |0>──────────────────────────────────────────────────────────────────»\n",
-       "                                                                            »\n",
-       "q_a_2: |0>──────────────────────────────────────────────────────────────────»\n",
-       "                                                                            »\n",
-       "«       ┌────────────────┐┌───┐┌───────┐┌───┐┌───────┐                        »\n",
-       "«  q_0: ┤ U3(1.5708,0,0) ├┤ X ├┤ U1(0) ├┤ X ├┤ U1(0) ├──■─────────────────────»\n",
-       "«       └────────────────┘└─┬─┘└───────┘└─┬─┘└───────┘  │                     »\n",
-       "«  q_1: ────────────────────■─────────────■─────────────┼─────────────────────»\n",
-       "«                                                     ┌─┴─┐┌─────────────────┐»\n",
-       "«  q_2: ──────────────────────────────────────────────┤ X ├┤ U3(0.14182,0,0) ├»\n",
-       "«                                                     └───┘└─────────────────┘»\n",
-       "«  q_3: ──────────────────────────────────────────────────────────────────────»\n",
-       "«                                                                             »\n",
-       "«  q_4: ──────────────────────────────────────────────────────────────────────»\n",
-       "«                                                                             »\n",
-       "«q_a_0: ──────────────────────────────────────────────────────────────────────»\n",
-       "«                                                                             »\n",
-       "«q_a_1: ──────────────────────────────────────────────────────────────────────»\n",
-       "«                                                                             »\n",
-       "«q_a_2: ──────────────────────────────────────────────────────────────────────»\n",
-       "«                                                                             »\n",
+       "
                                              ┌───┐┌────────────────┐┌───┐»\n",
+       "  q_0: |0>────────────────────────────────────┤ X ├┤ U3(0.7907,0,0) ├┤ X ├»\n",
+       "          ┌──────────────┐     ┌───────┐      └─┬─┘└────────────────┘└─┬─┘»\n",
+       "  q_1: |0>┤ U3(pi/2,0,0) ├─────┤ U1(0) ├────────■──────────────────────■──»\n",
+       "          └┬────────────┬┘┌────┴───────┴─────┐                            »\n",
+       "  q_2: |0>─┤ Ry(1.1847) ├─┤ U3(-0.14182,0,0) ├────────────────────────────»\n",
+       "           ├────────────┤ ├──────────────────┤                            »\n",
+       "  q_3: |0>─┤ Ry(1.3696) ├─┤ U3(-0.11174,0,0) ├────────────────────────────»\n",
+       "           └────────────┘ └──────────────────┘                            »\n",
+       "  q_4: |0>────────────────────────────────────────────────────────────────»\n",
+       "                                                                          »\n",
+       "q_a_0: |0>────────────────────────────────────────────────────────────────»\n",
+       "                                                                          »\n",
+       "q_a_1: |0>────────────────────────────────────────────────────────────────»\n",
+       "                                                                          »\n",
+       "q_a_2: |0>────────────────────────────────────────────────────────────────»\n",
+       "                                                                          »\n",
+       "«       ┌──────────────┐┌───┐┌───────┐┌───┐┌───────┐                        »\n",
+       "«  q_0: ┤ U3(pi/2,0,0) ├┤ X ├┤ U1(0) ├┤ X ├┤ U1(0) ├──■─────────────────────»\n",
+       "«       └──────────────┘└─┬─┘└───────┘└─┬─┘└───────┘  │                     »\n",
+       "«  q_1: ──────────────────■─────────────■─────────────┼─────────────────────»\n",
+       "«                                                   ┌─┴─┐┌─────────────────┐»\n",
+       "«  q_2: ────────────────────────────────────────────┤ X ├┤ U3(0.14182,0,0) ├»\n",
+       "«                                                   └───┘└─────────────────┘»\n",
+       "«  q_3: ────────────────────────────────────────────────────────────────────»\n",
+       "«                                                                           »\n",
+       "«  q_4: ────────────────────────────────────────────────────────────────────»\n",
+       "«                                                                           »\n",
+       "«q_a_0: ────────────────────────────────────────────────────────────────────»\n",
+       "«                                                                           »\n",
+       "«q_a_1: ────────────────────────────────────────────────────────────────────»\n",
+       "«                                                                           »\n",
+       "«q_a_2: ────────────────────────────────────────────────────────────────────»\n",
+       "«                                                                           »\n",
        "«                                                             »\n",
        "«  q_0: ──■────■───────────────────────────────────────────■──»\n",
        "«         │    │                                           │  »\n",
@@ -496,60 +498,60 @@
        "«                                                                            ░ »\n",
        "«q_a_2: ─────────────────────────────────────────────────────────────────────░─»\n",
        "«                                                                            ░ »\n",
-       "«                                                ░               »\n",
-       "«  q_0: ─────────────────────────────────────────░───────────────»\n",
-       "«                                                ░               »\n",
-       "«  q_1: ─────────────────────────────────────────░───────────────»\n",
-       "«                                                ░               »\n",
-       "«  q_2: ──■────■────■─────────■──────────────────░───────────────»\n",
-       "«         │    │    │         │                  ░               »\n",
-       "«  q_3: ──┼────┼────┼─────────┼────■────■────────░───────────────»\n",
-       "«         │    │    │         │    │    │        ░ ┌────────────┐»\n",
-       "«  q_4: ──┼────┼────┼─────────┼────┼────┼────────░─┤ Ry(1.1781) ├»\n",
-       "«         │  ┌─┴─┐  │  ┌───┐  │    │    │  ┌───┐ ░ └────────────┘»\n",
-       "«q_a_0: ──■──┤ X ├──┼──┤ X ├──■────┼────┼──┤ X ├─░───────────────»\n",
-       "«         │  └───┘┌─┴─┐└───┘  │  ┌─┴─┐┌─┴─┐└───┘ ░               »\n",
-       "«q_a_1: ──┼───────┤ X ├───────┼──┤ X ├┤ X ├──────░───────────────»\n",
-       "«       ┌─┴─┐     └─┬─┘     ┌─┴─┐└───┘└─┬─┘      ░               »\n",
-       "«q_a_2: ┤ X ├───────■───────┤ X ├───────■────────░───────────────»\n",
-       "«       └───┘               └───┘                ░               »\n",
-       "«                                                                             »\n",
-       "«  q_0: ──────────────────────────────────────────────────────────────────────»\n",
-       "«                                                                             »\n",
-       "«  q_1: ──────────────────────────────────────────────────────────────────────»\n",
-       "«                                                                             »\n",
-       "«  q_2: ──────────────────────────────────────────────────────────────────────»\n",
-       "«                                                                             »\n",
-       "«  q_3: ──────────────────────────────────────────────────────────────────────»\n",
-       "«       ┌────────────────┐┌───┐┌─────────────────┐┌───┐┌────────────────┐┌───┐»\n",
-       "«  q_4: ┤ U3(0.1309,0,0) ├┤ X ├┤ U3(-0.1309,0,0) ├┤ X ├┤ U3(0.2618,0,0) ├┤ X ├»\n",
-       "«       └────────────────┘└─┬─┘└─────────────────┘└─┬─┘└────────────────┘└─┬─┘»\n",
-       "«q_a_0: ────────────────────■───────────────────────■──────────────────────┼──»\n",
-       "«                                                                          │  »\n",
-       "«q_a_1: ───────────────────────────────────────────────────────────────────■──»\n",
-       "«                                                                             »\n",
-       "«q_a_2: ──────────────────────────────────────────────────────────────────────»\n",
-       "«                                                                             »\n",
-       "«                                ░                                          ░ \n",
-       "«  q_0: ─────────────────────────░──────────────────────────────────────────░─\n",
-       "«                                ░                                          ░ \n",
-       "«  q_1: ─────────────────────────░──────────────────────────────────────────░─\n",
-       "«                                ░                                          ░ \n",
-       "«  q_2: ─────────────────────────░──────────────────■────■─────────■────■───░─\n",
-       "«                                ░                  │    │         │    │   ░ \n",
-       "«  q_3: ─────────────────────────░───■─────────■────┼────┼─────────┼────┼───░─\n",
-       "«       ┌─────────────────┐┌───┐ ░   │         │    │    │         │    │   ░ \n",
-       "«  q_4: ┤ U3(-0.2618,0,0) ├┤ X ├─░───┼─────────┼────┼────┼─────────┼────┼───░─\n",
-       "«       └─────────────────┘└─┬─┘ ░   │  ┌───┐  │    │    │  ┌───┐┌─┴─┐  │   ░ \n",
-       "«q_a_0: ─────────────────────┼───░───┼──┤ X ├──┼────■────┼──┤ X ├┤ X ├──■───░─\n",
-       "«                            │   ░ ┌─┴─┐└───┘┌─┴─┐  │  ┌─┴─┐└───┘└───┘  │   ░ \n",
-       "«q_a_1: ─────────────────────■───░─┤ X ├─────┤ X ├──┼──┤ X ├────────────┼───░─\n",
-       "«                                ░ └─┬─┘     └───┘┌─┴─┐└─┬─┘          ┌─┴─┐ ░ \n",
-       "«q_a_2: ─────────────────────────░───■────────────┤ X ├──■────────────┤ X ├─░─\n",
-       "«                                ░                └───┘               └───┘ ░ 
" + "« ░ »\n", + "« q_0: ─────────────────────────────────────────░──────────────»\n", + "« ░ »\n", + "« q_1: ─────────────────────────────────────────░──────────────»\n", + "« ░ »\n", + "« q_2: ──■────■────■─────────■──────────────────░──────────────»\n", + "« │ │ │ │ ░ »\n", + "« q_3: ──┼────┼────┼─────────┼────■────■────────░──────────────»\n", + "« │ │ │ │ │ │ ░ ┌───────────┐»\n", + "« q_4: ──┼────┼────┼─────────┼────┼────┼────────░─┤ Ry(3pi/8) ├»\n", + "« │ ┌─┴─┐ │ ┌───┐ │ │ │ ┌───┐ ░ └───────────┘»\n", + "«q_a_0: ──■──┤ X ├──┼──┤ X ├──■────┼────┼──┤ X ├─░──────────────»\n", + "« │ └───┘┌─┴─┐└───┘ │ ┌─┴─┐┌─┴─┐└───┘ ░ »\n", + "«q_a_1: ──┼───────┤ X ├───────┼──┤ X ├┤ X ├──────░──────────────»\n", + "« ┌─┴─┐ └─┬─┘ ┌─┴─┐└───┘└─┬─┘ ░ »\n", + "«q_a_2: ┤ X ├───────■───────┤ X ├───────■────────░──────────────»\n", + "« └───┘ └───┘ ░ »\n", + "« »\n", + "« q_0: ───────────────────────────────────────────────────────────────────»\n", + "« »\n", + "« q_1: ───────────────────────────────────────────────────────────────────»\n", + "« »\n", + "« q_2: ───────────────────────────────────────────────────────────────────»\n", + "« »\n", + "« q_3: ───────────────────────────────────────────────────────────────────»\n", + "« ┌───────────────┐┌───┐┌────────────────┐┌───┐┌───────────────┐┌───┐»\n", + "« q_4: ┤ U3(pi/24,0,0) ├┤ X ├┤ U3(-pi/24,0,0) ├┤ X ├┤ U3(pi/12,0,0) ├┤ X ├»\n", + "« └───────────────┘└─┬─┘└────────────────┘└─┬─┘└───────────────┘└─┬─┘»\n", + "«q_a_0: ───────────────────■──────────────────────■─────────────────────┼──»\n", + "« │ »\n", + "«q_a_1: ────────────────────────────────────────────────────────────────■──»\n", + "« »\n", + "«q_a_2: ───────────────────────────────────────────────────────────────────»\n", + "« »\n", + "« ░ ░ \n", + "« q_0: ────────────────────────░──────────────────────────────────────────░─\n", + "« ░ ░ \n", + "« q_1: ────────────────────────░──────────────────────────────────────────░─\n", + "« ░ ░ \n", + "« q_2: ────────────────────────░──────────────────■────■─────────■────■───░─\n", + "« ░ │ │ │ │ ░ \n", + "« q_3: ────────────────────────░───■─────────■────┼────┼─────────┼────┼───░─\n", + "« ┌────────────────┐┌───┐ ░ │ │ │ │ │ │ ░ \n", + "« q_4: ┤ U3(-pi/12,0,0) ├┤ X ├─░───┼─────────┼────┼────┼─────────┼────┼───░─\n", + "« └────────────────┘└─┬─┘ ░ │ ┌───┐ │ │ │ ┌───┐┌─┴─┐ │ ░ \n", + "«q_a_0: ────────────────────┼───░───┼──┤ X ├──┼────■────┼──┤ X ├┤ X ├──■───░─\n", + "« │ ░ ┌─┴─┐└───┘┌─┴─┐ │ ┌─┴─┐└───┘└───┘ │ ░ \n", + "«q_a_1: ────────────────────■───░─┤ X ├─────┤ X ├──┼──┤ X ├────────────┼───░─\n", + "« ░ └─┬─┘ └───┘┌─┴─┐└─┬─┘ ┌─┴─┐ ░ \n", + "«q_a_2: ────────────────────────░───■────────────┤ X ├──■────────────┤ X ├─░─\n", + "« ░ └───┘ └───┘ ░
" ], "text/plain": [ - "" + "" ] }, "execution_count": 12, @@ -643,7 +645,7 @@ "outputs": [ { "data": { - "image/png": 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WWotNY6SvK/M54PO5pGFJzwPflfSeiFhUp3yNkb6u7CuAKwCGhoZi8uTJ9Wtf0vDwMJ0qa5D1QzvNOOPmutuXf2xy1+vQD+20IXA7ldOrdmp24qcknS5pGfAK8Icaj3pGgO1rpI+n9plPPddmz+/NlU2N8te9b7Z8MzProGbn4ZwCnAF8n3Tm8A/AecDjwHKyS1N1LCX11bxO0h7A1ozue2kkCs9PkILgpEK+ScDarI5mZtYjzQacTwHnABdm72+IiHOBfUkB4+0N9p8LHCVp21zaNNLtD5rtKzoxe34IICLWkOYJfaSQbxrwgEeomZn1VrN9OG8FFkXEa5JeIbtcFRFrJX0X+B7pDGgsl5HOkq6XdAGwFzALuCg/VDq7ZLcgIk7O3s8CtiVN+lwJfAD4EnB9RPwsV/7XSP07l5DmCU3NHkc3eZxmZtZhzZ7h/B7YJnv9FPDfctt2IE3qHFNEjACHkebq3AicC1xMOmvK24z15/MsJc3TuRK4BTgJ+Gb2nC//XtKZz+HAPOCDwEleZcDMrPeaPcO5D3gf6Uf/h6QVAnYE/gR8DrijUQERsRg4tEGeiYX3c0gTOBuKiBtIZzdmZrYBaTbgzAJ2z16fT7qkNoN0ZjMf+EKnKmZmZoOlqYATEY8Bj2Wv15DuhXNqF+plZmYDpp2Jn28BdgOejYhnOlclMzMbRK3cYvqzkn4NPAn8CHhK0tOS/nfHa2dmZgOj2ZUGzgYuJc2nORYYyp7nAt/JtpuZmY3S7CW1zwHnR8RXC+m3ZmubfY608oCZmdl6mr2kNo6x7+q5gBqLeZqZmUHzAecG4IQxtn0YuKm96piZ2aAqc4vpqbm3c4ELJU1k9C2m9wX+vvNVNDOzQVCmD+cmRt9KenfgqBp5/4V0J04zM7P1lAk4b+16LczMbOCVucX0k1VUxMzMBlvTKw1I2ow0QOBgYEfgv4B7SLcKqH/zdzMz22g1FXAk7QLcBuxHusPn88BBpPk3j0g6MiJ+1+lKmplZ/2t2WPRFwJuB90fEXhFxUETsBbw/S7+o0xU0M7PB0GzAmQqcHhE/ySdm779MWubGzMxslGYDzhbAH8bY9gfgTe1Vx8zMBlWzAedB4HRJW+cTs/enZ9vNzMxGaXaU2mnAXcCvJd1GGjSwC2kSqIDJHa2dmZkNjKbOcCJiEfB24ApgZ+AIUsC5DHh7RDzS8RqamdlAKH2GI2lz4ADgVxFxRveqZGZmg6iZM5zXgDuBd3WpLmZmNsBKB5yIWAv8ApjQveqYmdmganaU2leAsyW9uxuVMTOzwdXsKLWzSCsKLJL0DGmUWuQzRMQBHaqbmZkNkGYDzs+zh5mZWVNKBRxJ40jL2vwc+A1we0Q8382KmZnZYClzi+m9gNuBibnklZI+GhG3datiZmY2WMoMGrgQWAv8FbAVsC/wMHB5F+tlZmYDpkzAOQg4KyLui4iXI2IJ8GngzyXt1t3qmZnZoCgTcHYDfllIe4K0dtquHa+RmZkNpLLzcKJxFjMzs7GVHRY9T9KrNdLvKKZHxC7tV8vMzAZNmYBzbtdrYWZmA69hwIkIBxwzM2tbs2upmZmZtcQBx8zMKuGAY2ZmlXDAMTOzSjjgmJlZJRxwzMysEpUHHEn7SLpD0mpJz0o6T9KmDfZ5n6QrJS3L9ntM0jmStizkmyUpajyO7u5RmZlZI83egK0tknYg3epgMXAcsDfwLVLgO6vOrtOyvBcAvwD2A76WPX+4kHcFUAwwS9qtu5mZtafSgAN8BhgHnBARK4H5krYDZkm6MEur5YKI+F3u/bCkl4HLJe0ZEU/mtr0aEQ92p/pmZtaqqi+pHQPMKwSWOaQgdMhYOxWCzToPZ89eu83MrA9UHXAmAUvzCRHxFLA629aMvyTdGO6xQvr2kl6Q9IqkhyWd0HJtzcysYxRR3Z0HJL0CfCkiLimkPw1cHRFnlixnV+BnwC0RMSOX/nHSGc8iYBvSjeKmAh+OiOvHKGsmMBNgwoQJ+8+ZM6fZw6pp1apVbLPNNh0pa5D1Qzs9+syKutvfvfv4rtehH9ppQ+B2KqeT7TRlypSHImKoTN5eBJwvRsS3C+nPAFdFxFdKlPEm0sCDtwD7R8RInbwC7gfGRcR7GpU9NDQUCxcubJStlOHhYSZPntyRsgZZP7TTxDNurrt9+TeO7Xod+qGdNgRup3I62U6SSgecqi+pjQDb10gfD7zYaOcsgFwN7AtMrRdsACJF0+uB/RoNvTYzs+6qepTaUgp9NZL2ALam0LczhotJw6mPiIgy+dfxHUvNzHqs6jOcucBRkrbNpU0DXgIW1NtR0peBLwAfj4h7y3xYdkZ0PPBIRLzWWpXNzKwTqj7DuQw4Bbhe0gXAXsAs4KL8UGlJy4AFEXFy9v4k4HzgKuAZSQfmynxi3bBpSQuA60hnS1sDnwIOBD7U3cMyM7NGKg04ETEi6TDgUuBGUr/NxaSgU6xXvs/lyOx5RvbI+wQpEAEsA/4W2I00ZPqnwLERMbcT9Tczs9ZVfYZDRCwGDm2QZ2Lh/QxGB5pa+53cRtXMzKyLvFq0mZlVwgHHzMwq4YBjZmaVcMAxM7NKOOCYmVklHHDMzKwSDjhmZlYJBxwzM6uEA46ZmVXCAcfMzCrhgGNmZpVwwDEzs0o44JiZWSUccMzMrBIOOGZmVgkHHDMzq4QDjpmZVcIBx8zMKuGAY2ZmlXDAMTOzSjjgmJlZJRxwzMysEg44ZmZWCQccMzOrhAOOmZlVwgHHzMwq4YBjZmaVcMAxM7NKOOCYmVklHHDMzKwSDjhmZlYJBxwzM6uEA46ZmVXCAcfMzCrhgGNmZpVwwDEzs0o44JiZWSUccMzMrBIOOGZmVgkHHDMzq4QDjpmZVcIBx8zMKlF5wJG0j6Q7JK2W9Kyk8yRtWmK/8ZKulDQiaYWkH0h6c418x0l6VNLLkhZLmtadIzEzs2ZsVuWHSdoBuB1YDBwH7A18ixT4zmqw+zXAO4FPAmuBC4AbgL/KlX8wcB3wXeAUYCowW9JIRNzW0YOxnpl4xs0N8yz/xrEV1MTMmlFpwAE+A4wDToiIlcB8SdsBsyRdmKWNIukg4CjgkIi4O0t7BviRpMMj4vYs61eBuyPilOz9XZL2Bc4GHHCsbxSD6mnvfpUZuTQHVOtHVV9SOwaYVwgsc0hB6JAG+z2/LtgARMSPgV9l25C0BTAF+NfCvnOAgySNb7/6ZmbWqqrPcCYBd+YTIuIpSauzbTfW2W9pjfQl2TZIl+c2r5FvCSmwvgP4SWvVHizduiTlS139q+p/O39XNk5VB5wdgBdrpI9k21rZb69cHmrkGylsX4+kmcDM7O0qSY/VqUczdgJe6FBZldMFlZXblXbqVv179VmnFNqpyuPr1We2+Hl9/f+uQp1spz3LZqw64ABEjTSNkd7KfsX3qrM/EXEFcEWDz26apIURMdTpcgeN26kct1M5bqdyetVOVffhjADb10gfT+0zmEb7bZ/bbySXVsxDg/LNzKzLqg44S3mjzwUASXsAW1O7j2bM/TL5vp0ngFdq5JtEGkb9eAv1NTOzDqk64MwFjpK0bS5tGvASsKDBfrtm82wAkDRE6r+ZCxARa4C7gI8U9p0GPBARK9qvflM6fpluQLmdynE7leN2Kqcn7aSIRl0nHfywNPFzMfBz0sTNvYCLgEsi4qxcvmXAgog4OZd2K2mk2Rd5Y+LnbyOiOPFzGLiUNCl0apb/aE/8NDPrrUrPcCJiBDgM2JQ0BPpc4GLgnELWzbI8edNJZ0H/DFwNPAQcXyj/XuBE4HBgHvBB4CQHGzOz3qv0DMfMzDZeXi26AS822lgrbSTpfVn7LMv2e0zSOZK2LOSbJSlqPI7u7lF1XovtNHGM459TI2/ff5eg5XYa63sSkr6cy3fVGHlqDUraoEl6m6TLJT0i6TVJwyX369lvUy/m4fQNLzbaWBttNC3LewHwC2A/4GvZ84cLeVcAxQCzpN26V6nN7xKkvsj7cu/Xm7Q3CN8laKudvgfcWkj7EHA62cCinKXAJwppy1urcU/tS/p3fhB4UxP79e63KSL8GOMBfJk0v2e7XNrfA6vzaTX2O4g00fQDubQDsrTDc2nzgDsL+94C3NvrY6+gjXaukTYza6M9c2mzgBd6fZw9bKeJWZv8jwbl9/13qZ12GqOsm4ElhbSrgIW9Ps4OtdUmudfXAsMl9unpb5MvqdXnxUYba6mNIuJ3NZIfzp536Vz1NhitfpcaGqDvEnSonSTtCBwBzO5s9TYcEbG2hd16+tvkgFPfqEVDI+Ip0l9b9a75dmqx0X7QahvV8pekU/zienbbS3pB0iuSHpZ0Qsu17Z122+nK7Dr9c5IukjQut21QvkvQue/TiaQ2GdXXBewjaaWkNZLuldRWwO8zPf1tcsCprxuLje6Qy0ONfHUXG90AtdpG65G0K/AV4P8W/rpdRrqk8lFS386zwHV9GHRabac1wD8BJ5OmFFwOfJb1f0gH5bsEHfo+kaZR/DQiiiuMPAycBvxP4GOk6RfzJR3QQl37UU9/mzxooLENarHRDVSrbZQySm8inb6vAv5uvYIj/qWQ90bgftJN9a5vpbI91HQ7RcRzwOdzScOSnge+K+k9EbGoTvn9+F2C9r9Pu5Euv50+quCIbxfy3kwaoHAmaZDBxqBnv00+w6nPi4021mobASBJpIm8+wJTI00OHlOk3svrgf3KDE/fgLTVTgXXZs/vzZVNjfL77bsEnWmnj5J+HK9plDEiXiJ1hr+3Ud4B0dPfJgec+rzYaGOtttE6F5OGvx4XEWXyr9Nvf7W32055UXgelO8SdKadppNGU/26ic/tt+9Tq3r62+SAU9/GtNhoq1ptI7IJeV8APh5pWaKGsjOi44FHIuK11qrcEy23Uw0nZs8PwUB9l6DNdpI0ETiQkqPTssEXx5C15Uagt79NvR5LviE/SJ1jzwHzSeuzzST1M3y9kG8Z8P1C2q3AL4ETSNeGHwPuKeQ5GHgVuASYDFxI+gviyF4fe7fbCDiJ9FfllaQfiPxj51y+BaSJZ0eSAs0tWRt9sNfHXlE7zSJNfDwh2+880o/vdYP2XWqnnXLpZ5D+Oq81z2s8cA/wadIAjGmkSZNrgKFeH3sLbbUV6Y+PE4EHgP/Mvd9qrHbq5W9TzxttQ38A+wB3Zv/JnyPNht+0kGc5cFUhbfvsx/RFYCXwQ2CnGuV/iLR69hrSKe30Xh9zFW1EmoAXYzxm5PJ9P/vP8RLwx+wH45heH3OF7TQdWEhabeFP2Q/IecAWg/hdarWdcumLgFvHKHdLUv/fr7M2WpH9+B7Y62NusZ0m1vk/NHGsdurlb5MX7zQzs0q4D8fMzCrhgGNmZpVwwDEzs0o44JiZWSUccMzMrBIOOGZmVgkHHDMzq4QDjpmZVeL/A/DOldtOjqMQAAAAAElFTkSuQmCC\n", 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\n", 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\n", + "image/png": 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" ] @@ -791,40 +793,40 @@ { "data": { "text/html": [ - "
                                                ┌───┐┌────────────────┐┌───┐»\n",
-       "  q_0: |0>──────────────────────────────────────┤ X ├┤ U3(0.7907,0,0) ├┤ X ├»\n",
-       "          ┌────────────────┐     ┌───────┐      └─┬─┘└────────────────┘└─┬─┘»\n",
-       "  q_1: |0>┤ U3(1.5708,0,0) ├─────┤ U1(0) ├────────■──────────────────────■──»\n",
-       "          └─┬────────────┬─┘┌────┴───────┴─────┐                            »\n",
-       "  q_2: |0>──┤ Ry(1.1847) ├──┤ U3(-0.14182,0,0) ├────────────────────────────»\n",
-       "            ├────────────┤  ├──────────────────┤                            »\n",
-       "  q_3: |0>──┤ Ry(1.3696) ├──┤ U3(-0.11174,0,0) ├────────────────────────────»\n",
-       "            └────────────┘  └──────────────────┘                            »\n",
-       "  q_4: |0>──────────────────────────────────────────────────────────────────»\n",
-       "                                                                            »\n",
-       "q_a_0: |0>──────────────────────────────────────────────────────────────────»\n",
-       "                                                                            »\n",
-       "q_a_1: |0>──────────────────────────────────────────────────────────────────»\n",
-       "                                                                            »\n",
-       "q_a_2: |0>──────────────────────────────────────────────────────────────────»\n",
-       "                                                                            »\n",
-       "«       ┌────────────────┐┌───┐┌───────┐┌───┐┌───────┐                        »\n",
-       "«  q_0: ┤ U3(1.5708,0,0) ├┤ X ├┤ U1(0) ├┤ X ├┤ U1(0) ├──■─────────────────────»\n",
-       "«       └────────────────┘└─┬─┘└───────┘└─┬─┘└───────┘  │                     »\n",
-       "«  q_1: ────────────────────■─────────────■─────────────┼─────────────────────»\n",
-       "«                                                     ┌─┴─┐┌─────────────────┐»\n",
-       "«  q_2: ──────────────────────────────────────────────┤ X ├┤ U3(0.14182,0,0) ├»\n",
-       "«                                                     └───┘└─────────────────┘»\n",
-       "«  q_3: ──────────────────────────────────────────────────────────────────────»\n",
-       "«                                                                             »\n",
-       "«  q_4: ──────────────────────────────────────────────────────────────────────»\n",
-       "«                                                                             »\n",
-       "«q_a_0: ──────────────────────────────────────────────────────────────────────»\n",
-       "«                                                                             »\n",
-       "«q_a_1: ──────────────────────────────────────────────────────────────────────»\n",
-       "«                                                                             »\n",
-       "«q_a_2: ──────────────────────────────────────────────────────────────────────»\n",
-       "«                                                                             »\n",
+       "
                                              ┌───┐┌────────────────┐┌───┐»\n",
+       "  q_0: |0>────────────────────────────────────┤ X ├┤ U3(0.7907,0,0) ├┤ X ├»\n",
+       "          ┌──────────────┐     ┌───────┐      └─┬─┘└────────────────┘└─┬─┘»\n",
+       "  q_1: |0>┤ U3(pi/2,0,0) ├─────┤ U1(0) ├────────■──────────────────────■──»\n",
+       "          └┬────────────┬┘┌────┴───────┴─────┐                            »\n",
+       "  q_2: |0>─┤ Ry(1.1847) ├─┤ U3(-0.14182,0,0) ├────────────────────────────»\n",
+       "           ├────────────┤ ├──────────────────┤                            »\n",
+       "  q_3: |0>─┤ Ry(1.3696) ├─┤ U3(-0.11174,0,0) ├────────────────────────────»\n",
+       "           └────────────┘ └──────────────────┘                            »\n",
+       "  q_4: |0>────────────────────────────────────────────────────────────────»\n",
+       "                                                                          »\n",
+       "q_a_0: |0>────────────────────────────────────────────────────────────────»\n",
+       "                                                                          »\n",
+       "q_a_1: |0>────────────────────────────────────────────────────────────────»\n",
+       "                                                                          »\n",
+       "q_a_2: |0>────────────────────────────────────────────────────────────────»\n",
+       "                                                                          »\n",
+       "«       ┌──────────────┐┌───┐┌───────┐┌───┐┌───────┐                        »\n",
+       "«  q_0: ┤ U3(pi/2,0,0) ├┤ X ├┤ U1(0) ├┤ X ├┤ U1(0) ├──■─────────────────────»\n",
+       "«       └──────────────┘└─┬─┘└───────┘└─┬─┘└───────┘  │                     »\n",
+       "«  q_1: ──────────────────■─────────────■─────────────┼─────────────────────»\n",
+       "«                                                   ┌─┴─┐┌─────────────────┐»\n",
+       "«  q_2: ────────────────────────────────────────────┤ X ├┤ U3(0.14182,0,0) ├»\n",
+       "«                                                   └───┘└─────────────────┘»\n",
+       "«  q_3: ────────────────────────────────────────────────────────────────────»\n",
+       "«                                                                           »\n",
+       "«  q_4: ────────────────────────────────────────────────────────────────────»\n",
+       "«                                                                           »\n",
+       "«q_a_0: ────────────────────────────────────────────────────────────────────»\n",
+       "«                                                                           »\n",
+       "«q_a_1: ────────────────────────────────────────────────────────────────────»\n",
+       "«                                                                           »\n",
+       "«q_a_2: ────────────────────────────────────────────────────────────────────»\n",
+       "«                                                                           »\n",
        "«                                                             »\n",
        "«  q_0: ──■────■───────────────────────────────────────────■──»\n",
        "«         │    │                                           │  »\n",
@@ -895,7 +897,7 @@
        "«            └───┘               └───┘ ░ 
" ], "text/plain": [ - "" + "" ] }, "execution_count": 21, @@ -969,7 +971,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1317,7 +1319,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -1329,7 +1331,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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" ] diff --git a/qiskit/advanced/aqua/finance/simulation/european_call_option_pricing.ipynb b/qiskit/advanced/aqua/finance/simulation/european_call_option_pricing.ipynb index b7e6333ab..62516e80d 100644 --- a/qiskit/advanced/aqua/finance/simulation/european_call_option_pricing.ipynb +++ b/qiskit/advanced/aqua/finance/simulation/european_call_option_pricing.ipynb @@ -46,8 +46,10 @@ "\\Delta = \\mathbb{P}\\left[S_T \\geq K\\right]\n", "$$\n", "
\n", - "The approximation of the objective function is explained in detail in the following paper:
\n", - "Quantum Risk Analysis. Woerner, Egger. 2018." + "The approximation of the objective function and a general introduction to option pricing and risk analysis on quantum computers are given in the following papers:\n", + "\n", + "- Quantum Risk Analysis. Woerner, Egger. 2018.\n", + "- Option Pricing using Quantum Computers. Stamatopoulos et al. 2019." ] }, { @@ -118,7 +120,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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\n", + "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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" ] @@ -459,7 +461,7 @@ "outputs": [ { "data": { - "image/png": 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0EbAqhWs7/TgEmBkRj9fwulX1nszMrHnKTjjXAntJWj1XdjCwFLhloJ0ljQZ2pMrRaZJGkEbGza41UDNbjkUweuJVrY6i7ZSdcC4AXgcul7R7dsF+EnBOfqi0pPmSflRh/0OAN4HLihskrSnpt5ImSNpN0sHAzcCGwBlNaIuZmdWg1EEDEbFQ0m7A+cCVpOs255KSTjGuStPdHALcGBHPVdj2OvAcacaC9YDXgNuAXSJiVkMaYGZmdSt9lFpE3A98aoA6o/so/1g/+7wGHDCo4MzMAMaM4conX+bT4/994LpWNc8WbWZWdPfdbNPqGNqQH8BmZmalcMIxM7NSOOGYmVkpnHDMzKwUTjhmZlYKj1IzMys66iguufOxVkfRdtzDMTMr6urixL2PbnUUbccJx8zMSlFTwpFUaboZM7P2Mns2H3lmfqujaDu19nCelHSmpA83JRozs6Ggo4OrfvKNVkfRdmpNOFOBg4B7Jd0hqVPSGk2Iy8zM2kxNCSciTomITYE9gAeBc4CnJf1c0u7NCNDMzNpDXYMGIuKmiPgisD5wNPAhYIakBZImSfqbRgZpZmbD32BHqXUAnyQ9Nnoh8FvgSGC+pC8M8thmZtZGak44kjaRdIqkh4EbgQ2AfwL+JiL+EdiEdK3nrIZGamZmw1pNMw1IuonUo3kCuBi4KCIezdeJiLckXQJ8vVFBmpnZ8Ffr1DbPA+OA6yMi+qk3B/hA3VGZmbXSrFnsN2Vmq6NoO7WeUjsf+H2lZCNpNUmfBIiIN4o9HzOzYWPMGO5df/NWR9F2ak04NwNb9bHtQ9l2MzOzXmpNOOpn22rAkkHEYmY2NHR2csb0Ka2Oou0MeA0nO002Nld0pKS9C9VWAfYF5jYuNDOzFrnwQg4DzxjdYNUMGtiBdHMnQACfA94s1PkrMA84rnGhmZlZOxkw4UTEWWT31Ej6M/DZiJjT7MDMzKy91DQsOiI81NnMzOpSzTWcccDMiFiU/d6viLimIZGZmVlbqaaHcxWwI3Bn9nvQ92i1APyQNjMz66WahPMB4Onc72Zm7W3bbZn75MutjqLtVDNo4NFKv5uZta3Zs/n08Ve3Ooq2U801nPfVcsCI8M2fZmbWSzWn1BaTrs1Uy9dwzMysl2oSzj9RW8IxMxveJBYAoyde1epI2ko113AuLiEOMzNrc4N9xLSZmVlVqhk0cCcwPiLul3QXA5xei4jtGxWcmZm1j2qu4dwHLM397us5ZmZWs2qu4Xw59/v4pkZjZmZtq+5rOErWldTfQ9nMzMyAOhKOpHGSfg+8BjwDvCbp95L2bXh0ZmatMHUqJ+z1L62Oou3UlHAkTQCuJN0M+nXSw9i+nq3/JttuZja8dXZy6ceKDza2warpeTjAiUBXRHy1UH6BpAuA7wBTGxKZmZm1lVpPqb0fuLyPbb8C1h7oAJK2knSjpCWSnpJ0mqR+p8ORNFpSVFimVai7v6S5kl6TdL+kg6tqmZlZj64uDp0zvdVRtJ1aezg3A7sA11fYtgtwa387SxoJ3ADcD+wPbAacTUp8J1Xx+t8Cfpdbf75w/J1Jie+/gGOAccClkhZGxHVVHN/MDCZM4Pvg02oNVs2Nn1vlVv8D+KGk9wNXAH8B1gM+C+wDHDnA4b4CjAAOiIhFwPWS1gAmSTozK+vPgxFxez/bvwvcGhHHZOs3S9oaOBlwwjEza6Fqejj3suzNngImZEvx6Z/T6X+26H2AGYXEMg2YTOohXVlFPBVJei+wK6lnkzcNuEjSmhHhJyqZmbVINQln1wa+3pbATfmCiHhM0pJs20AJ5yJJa5N6VpcC34mInlkQNgNWBuYV9nmAdMpuC+CuwYVvZmb1qmamgVsa+HojgZcqlC/MtvXldeA/SafFFgFjgYmkJLN/7thUOP7CwvZlSOoEOgFGjRpFd3d3f/EPaPHixYM+xnDi9ra35bW9Y7P1Y7d5851t7fg+lP351jpo4B2SVgBWKZZX8cTPSnOxqY/ynmM+DeTvwuqW9CzwX5I+FhFz+jm++ijvOXYX0AXQ0dERY8eO7T/6AXR3dzPYYwwnbm97W97be/bcd78iFxw+tvcOw1zZn2+tN35K0kRJ84E3gFcqLP1ZCKxVoXxNKvd8+nNZ9nPb3LGpcPye9VqPb2ZmDVTrfTjHAMcDPyL1HP4VOA14CFhAdmqqH/NI12reIWkjYFV6X3sZSBR+PkxKglsW6m0JvJ3FaGY2sAg/7bMJak04RwGnAGdm61dExKnA1qSE8cEB9r8W2EvS6rmyg0mPP6j1WtFB2c/ZABHxOuk+oc8V6h0M3OYRamZmrVXrNZwPAHMi4i1Jb5CdroqItyX9F/BDUg+oLxeQekmXS5oMbApMAs7JD5XOTtndEhFHZOuTgNVJN30uAj4JHAdcHhF/zB3/dNL1nfNI9wmNyxbfvWVm1mK19nBeAFbLfn8M+Hhu20jSTZ19ioiFwG6ke3WuBE4FziX1mvJWYtn7eeaR7tO5CLgGOAw4K/uZP/5MUs9nd2AG8A/AYZ5lwMxqMmYMV1789VZH0XZq7eH8DtiO9KV/CWmGgLWBvwJfA24c6AARcT/wqQHqjC6sTyPdwDmgiLiC1LsxM6vP3XezTatjaEO1JpxJwIbZ72eQTqmNJ/VsrgeOblRgZmbWXmpKOBHxIPBg9vvrpGfhuN9pZmYDGsyNn38LbAA8FRFPNi4kMzNrR/U8Yvqrkh4HHgXuAB6T9ISkf254dGZm1jZqnWngZOB80v00+wId2c9rgf/ItpuZmfVS6ym1rwFnRMR3C+XTs7nNvkaaecDMbPg66iguufOxVkfRdmo9pTaCvp/qeQsVJvM0Mxt2uro4cW8Pum20WhPOFcABfWw7EPDkQ2ZmVlE1j5gel1u9FjhT0mh6P2J6a+DbjQ/RzKxks2fzkWfmc+/6m7c6krZSzTWcq+j9KOkNgb0q1P0Z6UmcZmbDV0cHV4FnjG6wahLOB5oehZmZtb1qHjH9aBmBmJlZe6t5pgFJK5EGCOwMrA28CPyW9KiAN/vb18zMll81JRxJ6wHXAR8lPeHzWWAn0v0390jaMyKea3SQZmY2/NU6LPoc4P3ADhGxaUTsFBGbAjtk5ec0OkAzM2sPtSacccDEiLgrX5itn0Ca5sbMzKyXWq/hvBd4pY9trwDvGVw4ZmZDwKxZ7DdlZqujaDu19nBuByZKWjVfmK1PzLabmQ1vY8b4ps8mqLWHcyxwM/C4pOtIgwbWI90EKmBsQ6MzM7O2UVMPJyLmAB8EuoB1gT1ICecC4IMRcU/DIzQzK1tnJ2dMn9LqKNpO1T0cSSsD2wN/jojjmxeSmVmLXXghh4FnjG6wWno4bwE3AR9uUixmZtbGqk44EfE28CdgVPPCMTOzdlXrKLXvACdL2qYZwZiZWfuqdZTaSaQZBeZIepI0Si3yFSJi+wbFZmZmbaTWhHNvtpiZmdWkqoQjaQRpWpt7gWeAGyLi2WYGZmbWMttuy9wnX251FG2nmkdMbwrcAIzOFS+S9PmIuK5ZgZmZtczs2Xz6+KtbHUXbqWbQwJnA28DfA+8Dtgb+AExtYlxmZtZmqkk4OwEnRcTvIuK1iHgAmABsLGmD5oZnZmbtopqEswHwSKHsYdLcaes3PCIzs1aTWDB5v1ZH0XaqvQ8nBq5iZmbWt2qHRc+Q9GaF8huL5RGx3uDDMjOzdlNNwjm16VGYmVnbGzDhRIQTjpmZDVqtc6mZmZnVxQnHzMxKUetcamZm7W/qVE64fG6ro2g7TjhmZkWdnVz6iKe2aTSfUjMzs1I44ZiZFXV1ceic6a2Oou2UnnAkbSXpRklLJD0l6TRJKw6wz3aSLpI0P9vvQUmnSFqlUG+SpKiw7N3cVplZW5kwge/POL/VUbSdUq/hSBpJetTB/cD+wGbA2aTEd1I/ux6c1Z0M/An4KHB69vPAQt2XgWKCeWCwsZuZ2eCUPWjgK8AI4ICIWARcL2kNYJKkM7OySiZHxHO59W5JrwFTJW0SEY/mtr0ZEbc3J3wzM6tX2afU9gFmFBLLNFIS2qWvnQrJpscfsp+eu83MbBgoO+FsCczLF0TEY8CSbFstPkF6MNyDhfK1JD0v6Q1Jf5B0QN3RmplZwyiivCcPSHoDOC4iziuUPwH8NCJOrPI46wN/BK6JiPG58i+QejxzgNVID4obBxwYEZf3caxOoBNg1KhRY6ZNm1Zrs5axePFiVltttUEdYzhxe9vb8tresbvuCsCUn13xzrZtNlyzVWE1TSM+31133XV2RHRUU7cVN35WynDqo7x3Rek9wP8Ai4FvLnPgiJ8V6l4J/B44GaiYcCKiC+gC6OjoiLFjx1YTRp+6u7sZ7DGGE7e3vS3v7T177rtfkQsOH9t7h2Gu7M+37FNqC4G1KpSvCbw00M6SBPwU2BoYFxEL+6sfqft2OfDRgYZem5m9I4LRE69qdRRtp+wezjwK12okbQSsSuHaTh/OJQ2n3iMiqqnfw08sNTNrsbJ7ONcCe0laPVd2MLAUuKW/HSWdABwNfCEiZlbzYlmP6LPAPRHxVn0hm5lZI5SdcC4AXgcul7R7dsF+EnBOfqh0NqPAj3LrhwFnkE6nPSlpx9yybq7eLZKOkbSnpM8CVwM7Zq9hZladMWO48uKvtzqKtlPqKbWIWChpN+B84ErSdZtz6Z0QVgLy11z2zH6Oz5a8LwMXZ7/PB74BbEAaMn03sG9EXNuI+M1sOXH33WzT6hjaUOmj1CLifuBTA9QZXVgfT+9EU2m/IwYRmpmZNZFnizYzs1I44ZiZWSmccMzMrBROOGZmVopWTG1jZja0HXUUl9z5WKujaDvu4ZiZFXV1ceLeR7c6irbjhGNmZqVwwjEzK5o9m488M7/VUbQdJxwzs6KODq76yTdaHUXbccIxM7NSOOGYmVkpnHDMzKwUTjhmZlYKJxwzMyuFE46ZmZXCU9uYmRXNmsV+U6p6kr3VwAnHzKxozBjuXf+ZVkfRdnxKzczMSuGEY2ZW1NnJGdOntDqKtuOEY2ZWdOGFHHbPjFZH0XaccMzMrBROOGZmVgonHDMzK4UTjpmZlcIJx8zMSuEbP83MirbdlrlPvtzqKNqOE46ZWdHs2Xz6+KtbHUXb8Sk1MzMrhROOmZmVwgnHzKxIYsHk/VodRdtxwjEzs1I44ZiZWSmccMzMrBROOGZmVgonHDMzK4UTjpmZlcIzDZjZcmF0hZkDFvzbvpUrT53KCZfPbXJEyx8nHDOzos5OLn3EU9s0mk+pmZlZKZxwzMyKuro4dM70VkfRdpxwzMyKJkzg+zPOb3UUbccJx8zMSlF6wpG0laQbJS2R9JSk0yStWMV+a0q6SNJCSS9L+rmk91eot7+kuZJek3S/pIOb0xIzs2T08Vcvs1hlpSYcSSOBG4AA9gdOA44FTq1i918AY4EjgfHAdsAVhePvDPwKuBnYB7gauFTSng1pgJmZ1a3sYdFfAUYAB0TEIuB6SWsAkySdmZX1ImknYC9gl4i4NSt7ErhD0u4RcUNW9bvArRFxTLZ+s6StgZOB65rXLDMzG0jZCWcfYEYhsUwDJgO7AFf2s9+zPckGICLulPTnbNsNkt4L7AocU9h3GnCRpDUjwg8pN2sDNd3EOYQU4x4OMTdS2QlnS+CmfEFEPCZpSbatr4SzJTCvQvkD2TaAzYCVK9R7gHTqcAvgrvrCNlt+5L8Uj93mTcbWsV+Par5Qh2vyaIaB3ou+EtZweQ8VEeW9mPQGcFxEnFcofwL4aUSc2Md+1wOvRsRnCuU/AzaNiE9I+jtgJvDxiJiTq7M58Cdgr4jodVpNUifQma1+CHiw7gYm6wDPD/IYw4nb297c3vbWiPZuEhHrVlOxFVPbVMpw6qO8nv2K6+pnfyKiC+ga4LWrJmlWRHQ06nhDndvb3tze9lZ2e8seFr0QWKtC+ZrAS3Xst1Zuv4W5smIdBji+mZk1WdkJZx7vXnMBQNJGwKpUvkbT536Z/LWdh4E3KtTbEngbeKiOeM3MrEHKTjjXAntJWj1XdjCwFLhlgP3Wz+6zAUBSB7Bpto2IeJ10/83nCvseDNxW4gi1hp2eGybc3vbm9ra3Uttb9qCBkcD9wL2kodCbAucA50XESbl684FbIuKSL16YAAAFX0lEQVSIXNl00kizb5F6LJOBv0TE3+fq7Ax0A+eTbgodl9Xfu9KAATMzK0+pPZyIWAjsBqxIGgJ9KnAucEqh6kpZnbxDSL2gHwM/BWYDny0cfyZwELA7MAP4B+AwJxszs9YrtYdjZmbLL88WXaVmTzo61NTTXknbZW2dn+33oKRTJK1SVtz1qvfzze2/gqTZkkLSfs2MtREG015JB0i6S9JSSS9Imi5p1WbHPBiD+P/bIem6rJ0vSrpB0g5lxDwYkjaXNFXSPZLektRd5X5N/b7yI6arkJt09H7SpKObAWeTEvZJ/ewKadLRD5EmHe259nQF8Pf97dRKg2jvwVndyaSbbT8KnJ79PLCJIQ/KID/fHkcCGzYlwAYbTHslHUm6RnomcBwwEvgUQ/i7pN72ZiNobwDuBr6YFR8HXCfpoxHxaDPjHqStSdewbwfeU8N+zf2+iggvAyzACaT7fNbIlX0bWJIvq7DfTqQbTj+ZK9s+K9u91e1qQnvXrVDWmbV3k1a3q9HtzdUdCTwHHJG1db9Wt6lJn+86wCvAUa1uQ0nt/QrwFrBW4bN+C/hqq9s1QJtXyP1+GdBdxT5N/77yKbXq9DXp6AjSpKP97ddr0lGgZ9LRoaqu9kbEcxWK/5D9XK9x4TVcvZ9vj9OB3wE3NiG2Zqi3vZ/Pfv6kWYE1Sb3tXRl4E1icK1uclaniHkNERLxdx25N/75ywqlOr8lDI+Ix0l9IlW5I7XO/TH7S0aGo3vZW8glS13ywc9Q1U93tlfRR4Muk4ffDRb3t3YH0OR4h6QlJb0i6Q9InmhdqQ9Tb3l9ldc6WtJ6k9UijahcCv2xSrK3U9O8rJ5zqjKTy1DgLs22N3q/VGhK3pPWB7wD/P/p41tEQMZj2TgH+MyLmNzyq5qm3veuTzu+fBEwEPg28CkyXNKrRQTZQXe2NiKdIjzw5EHg2Ww4gTQRcqTc/3DX9+8oJp3rNnnR0qBlU3JLeA/wP6RTENxsYV7PU3F5Jh5C+gL/XrKCaqJ7PdwVgNeCIiPh5REwHPkO6pvEvjQ+xoer5fDcgXf+YTTqltE/2+9WSNm5GkENAU7+vnHCq08xJR4eietsLgCSRbs7dGhgX6Ybfoazm9kpaGTiLNIpnBUlrAWtkm1ctTN801NT7+b6Y/ezuKch6rrOBrRoVXBPU297jSKPvDoqI6VmCPZCUYIfTKdRqNf37ygmnOs2cdHQoqre9Pc4lDT/dPyKGcjt71NPeVYG/JU3NtDBb7sm2TePdwRJDUb2f7wOkv3SLF8xFuk43VNXb3i2B+yLijZ6CiPgrcB9paHW7afr3lRNOdZo26egQVW97kXQCcDTwhUhTDQ0H9bR3Men8fn45NNt2InB4c0JtiHo/36tIyWXXngJJawJjeDfZDkX1tvdR4CPZ6WEAlB5l/xFgQRPibLXmf1+1erz4cFhIF8yeBq4nzdPWSfrC+V6h3nzgR4Wy6cAjpIuNnyGN8vltq9vUjPYCh5H+Ar4I2LGw9LpHZ6gsg/l8C9tHMzzuwxnMv+crsn2/BOxL+sJ+DhjZ6nY1ur2kRPoGcHXW1v1IX7xvAP+v1e0aoM3vI80reRBwG6lX1rP+vn4+36Z+X7X8jRkuC+kc9U2kv4qeJt17sWKhzgLg4kLZWtkX8EvAIuASYJ1Wt6cZ7QUuzr5wKy3jW92mZny+he3DIuEMpr2kQQP/DbyQ7XsDsE2r29PE9u4G3Eq6fvUiKcGObXV7qmhvz7/FSsvoftrb1O8rT95pZmal8DUcMzMrhROOmZmVwgnHzMxK4YRjZmalcMIxM7NSOOGYmVkpnHDMzKwUTjhmZlaK/wMevZSoec8I7gAAAABJRU5ErkJggg==\n", 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\n", 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" ] diff --git a/qiskit/advanced/aqua/finance/simulation/european_put_option_pricing.ipynb b/qiskit/advanced/aqua/finance/simulation/european_put_option_pricing.ipynb index 04f5fbaa6..b30672fc5 100644 --- a/qiskit/advanced/aqua/finance/simulation/european_put_option_pricing.ipynb +++ b/qiskit/advanced/aqua/finance/simulation/european_put_option_pricing.ipynb @@ -46,8 +46,10 @@ "\\Delta = -\\mathbb{P}\\left[S_T \\leq K\\right]\n", "$$\n", "
\n", - "The approximation of the objective function is explained in detail in the following paper:
\n", - "Quantum Risk Analysis. Woerner, Egger. 2018." + "The approximation of the objective function and a general introduction to option pricing and risk analysis on quantum computers are given in the following papers:\n", + "\n", + "- Quantum Risk Analysis. Woerner, Egger. 2018.\n", + "- Option Pricing using Quantum Computers. Stamatopoulos et al. 2019." ] }, { @@ -118,7 +120,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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WJ0laBPxI0uYR8XhWfgwpQX4iIpYC10t6A3CSpJ9ERDQQo5mZtUGzbTjDSNMSrEDSJpJObHJ/ewHXFBLLBFIS2rXeRoVk0+Vv2c+NCvu/JEs2+f2/ntTuZGZmJWk24ZxE+rCu5XXZ+mZsA0zLF0TETGBBtq4ZOwHLSJ0YkNSf1MY0rVDvwdyxzcysJGrmqpKkZcAOEXFXjXX7Aj+JiA2a2N8S4JiIOKdQ/gRwUUQc3+B+NgbuA66MiNFZ2abAE8CHI+LSXN3VgSXAZyNiXI19jSF1hGDQoEFDJ0yY0OjTabt58+YxYMCAyo5fT6fGBX0X25RZc1vex6B+8NTC1vYxZNOByy13alztsiq+11pVdVwjR46cHBHDaq3rsQ1H0qdIvc4AAvihpGLbylrAEOAvvYivVsZTnfJa8a0B/BaYB3ypwf3XLc+S0DiAYcOGxYgRIxoJo09MmjSJKo9fT6fGBX0X2+jjrmh5H0cPWcqZU1q7PW3GwSOWW+7UuNplVXyvtapT44LGOg0sAJ7NfhcwF3iuUOcF4CrgB00efzawbo3ygcCcnjaWJNL9Pm8Fdo6I2bnVXdsX979eYb2ZmZWgx4QTEb8j3cyJpJ8Bp3TTHbpZ0yi0pUjaDOjPim0vtZxN6k79/ogotgXNl/TP4v5zy43s38zM2qTZsdQOaWOygXRWtIektXNlo4CFwI3dbSjpa8CRpC7PN3ez/w8XbiQdBfwTuL/XUZuZWdOqntvmAmAxcImk92UN9mOBs/JdpbMRBX6SW/448G3S5bRZknbMPTbM7f+7pF51v5A0UtKxwGdJZ2m+B8fMrESNdBq4ExgdEVMl3UUPjfkR8e5GDx4RsyXtDpwPXEZqVzmblHSKcebPUj6Q/RydPfIOIY2EQERMl7QncBbpbOffwNEeZcDMrHyNdBp4gHSJq+v3tp4ZRMRUYLce6gwuLI9mxURTb9ubSUPamJlZhRrpNHBI7vfRfRqNmZmttKpuwzEzs1VEI204Pbbb5DXThmNmZquORttw3KPLzMxa0kgbzugS4jAzs5Wc23DMzKwUld6HY2Zmq47K78MxM7NVg+/DMTOzUjQ9CUY2/8xo0t37mwD/Au4Afh4RL7Q1OjMzW2k01WlA0luAh4HvA28DXsx+fh+YLmnbtkdoZmYrhWbPcMaRJmB7T0TM7CqU9AbgCtLoz+9tX3hmZrayaDbhDAM+lk82ABExU9KJwK/bFpmtcga3abrkVqddnnHaPi3HYWYravY+nBnAWnXWrQXMrLPOzMxWcc0mnOOAb0raIV8oaUfgFOCr7QrMzMxWLr0ZvHMd4FZJTwNPAxtlj2eB44FL+yBOMzN7hevN4J0P9FEsZma2Eqt88M6sK/V5wHDSFNMXAidHxIvdbLMG8C1gR1JHhrUiQjXqjQc+VWMXb4mIaa1Hb2ZmjWr6xs92krQecB0wFdgX2Ao4k9S2dEI3m74G+AxwJ3Ar3U9RPQ04pFA2o3cRm5lZb1WacIDDgX7A/hHxPHCtpHWAsZLOyMpWEBFzJL02IkLSEXSfcOZHxO3tD93MzJrR9PQEkkZJuk7STElPFx9N7m4v4JpCYplASkK7drdhRHgQUTOzV5Bmh7b5OPBzYDrweuDPwOXZfp4Hzm/y+NuQLnm9JLupdEG2rh22lfS8pMWSbpbUbSIzM7O+oWZOFCT9Dfg9cBqwBBgWEfdIWhu4Fvh9RHyvif0tAY6JiHMK5U8AF0XE8Q3s4wjgvDqdBr4IvEBqI9oQOBoYCuwSEXfW2d8YYAzAoEGDhk6YMKHRp9N28+bNY8CAAZUdv56+imvKrLkt72NQP3hqYc/1ujNk04ErlHVqbJ0aV7t06v8AdG5sVcc1cuTIyRExrNa6Zttw3gTcEhEvSnqRdE8OEfFfSacDZwMNJ5xMrYynOuXN7Tji3OV2Kl1BSj7HA/vV2WYcacw4hg0bFiNGjGg1jF6bNGkSVR6/nr6Kq9UhaSANbXPmlNaaJmccPGKFsk6NrVPjapdO/R+Azo2tU+OC5ttw5gJrZr/PAt6SWydg/Sb3NxtYt0b5QFIX6baKiIXAlcA7271vMzPrXrNfa+4G3g5cQ2q/OVHSUtJlqxNJ8+I0YxqFthpJmwH9KbTttJk7HJiZlazZhPMdYPPs9xOz338ArAbcRdb20YSrgGMkrR0R/83KRpGmtL6xyX31SFI/Us+4ye3et5mZda+phJPdz3J79vscYF9JawJr1rtnpgcXAEcBl2RtQFsCY4Gz8vuTNB24MSIOzZXtRToT2i5b/ki26q6IeFzSQFIPul+SetVtAHwJ2BQ4qBexmplZC9o2xbSkpqeYjojZknYndae+jNRuczYp6RTjXK1Q9kNePtsC+F328xBgPLAY+A9pxIKNgEXAbcCuEXF3M3GamVnrmko42RTTVwOvI12Wepo0xfT/At+QtGdETG1mn1n97kYKICIGN1JWWL8I2L+ZWMzMrO94imkzMytFs92ihwEn1ppimtSJ4F3tCszMzFYunmLazMxK0ewlteOAMyU9FhEv3XOTm2L6mHYGZ2avXIPbNApCq6MpzDhtn5bjsPbwFNNmZlYKTzFtZmalqHyKaTMzWzX0aohYSa8DhgOvJV1Kuz0inmxnYGZmtnJp9sbP1YDzgMNY/s7/FyWNA46MiGVtjM/MzFYSzXaLPhn4NKlzwGDSVNCDs+VPs+KQNGZmZkDzl9T+FzihMKvnTOC7koI0EOeJ7QrOzMxWHs2e4WwE3Fdn3X3ZejMzsxU0m3D+AXy0zrqPAg+1Fo6Zma2smr2k9k1gQjZY5++Bp0hnNQcCI6mfjMzMbBXX7ARsv5U0h9R54Fzg1cAS0lQFe0bEte0P0czMVgYNJxxJryZNunZ/RAyX9CrSLJrPuCu0mZn1pJk2nBeB64G3AETEsoh42snGzMwa0XDCyRLLw8CgvgvHzMxWVs32Uvs6cKKkIe0KQNK2kiZKWiDpSUmnZCMadLfNGpK+K+mvkhZm9wDVq7uvpCmSFkmaKmlUu2I3M7PGNdtL7QRgfeBeSbNIvdSW+7CPiHc3ujNJ6wHXAVOBfYGtgDNJifCEbjZ9DfAZ4E7gVmC3OvvfBfgD8APSTal7A7+RNDsi/tJonGZm1rpmE84DwP1tPP7hpOFx9o+I54FrJa0DjJV0Rla2goiYI+m1ERGSjqBOwgG+AdwUEUdlyzdIeitpNAQnHDOzEjXbLXp0m4+/F3BNIbFMAE4HdgUu6yaWupfRACStSbo36KjCqgnAzyQNjIi5vYrazMya1lAbjqR+kg6QdLSkj0tqV8eBbYBp+YKImAksyNa1YivSfULTCuUPkp73m1vcv5mZNUE9nCggaUtSO8vgXPHzwEGttoNIWgIcExHnFMqfAC6KiOMb2McRwHkRoUL5zsDNwPYRcW+u/I2k3nZ71Ipf0hhgDMCgQYOGTpgwofkn1ibz5s1jwIABlR2/nr6Ka8qs1k84B/WDpxa2to8hmw5coaxTY+vUuKCzY2uHVe3/s1EjR46cHBHDaq1r5JLaGcAy4D2kEQW2IDXC/yj7vVW1Mp7qlLdj/6pTngojxgHjAIYNGxYjRoxoUxjNmzRpElUev56+imv0cVe0vI+jhyzlzCm9mlfwJTMOHrFCWafG1qlxQWfH1g6r2v9nOzRySW04aUqCWyJiUUQ8CHwWeIOkTVo8/mxg3RrlA4E5bdg3Nfbftdzq/s3MrAmNJJxNgEcLZY+QzhQ2bvH40yi01UjaDOjPim0vzXqENM5bsS1oG9IZ2z9a3L+ZmTWh0Rs/23V5q+gqYA9Ja+fKRgELgRtb2XFELAZuII1knTcKuM091MzMytXoxdFrJC2tUT6xWB4RzUzCdgGp2/Ilkk4HtiRNU31Wvqu0pOnAjRFxaK5sL9KZ0HbZ8keyVXdFxOPZ76cCkySdA1xKuvFzb2DPJmI0M7M2aCThnNxXB4+I2ZJ2B84n3XMzBziblHTyVgeKw938ENg8t/y77OchwPhs/zdnieibwOeAx4CPe5QBM7Py9ZhwIqLPEk62/6nUHymgq87gRsrqbHsp6ezGzMwq1OzgnWZmZr3ihGNmZqVwwjEzs1I44ZiZWSmccMzMrBROOGZmVgonHDMzK4UTjpmZlcIJx8zMSuGEY2ZmpXDCMTOzUjjhmJlZKZxwzMysFE44ZmZWCiccMzMrhROOmZmVwgnHzMxKUXnCkbStpImSFkh6UtIpkorTSdfabqCkn0maLWmupF9JWr9QZ7ykqPHYpu+ekZmZ1dLjFNN9SdJ6wHXAVGBfYCvgTFIiPKGHzS8GtgY+AywDTidNJf2eQr1pwCGFshmtxG1mZs2rNOEAhwP9gP0j4nngWknrAGMlnZGVrUDScGAPYNeIuCkrmwXcIel9EXFdrvr8iLi9b5+GmZn1pOpLansB1xQSywRSEtq1h+2e6ko2ABFxJ/BYts7MzDpM1QlnG9Ilr5dExExgQbau4e0yD9bYbltJz0taLOlmSd0lMjMz6yOKiOoOLi0BjomIcwrlTwAXRcTxdba7lnSpbL9C+S+BLSNip2z5i8ALpDaiDYGjgaHALtkZUa19jwHGAAwaNGjohAkTWniGrZk3bx4DBgyo7Pj19FVcU2bNbXkfg/rBUwtb28eQTQeuUNapsXVqXNDZsbXDqvb/2aiRI0dOjohhtdZV3YYDUCvjqU55U9tFxLnLrZSuICWf44H9qCEixgHjAIYNGxYjRozoIYy+M2nSJKo8fj19Fdfo465oeR9HD1nKmVNae1vPOHjECmWdGlunxgWdHVs7rGr/n+1Q9SW12cC6NcoHAnN6sd263W0XEQuBK4F3NhGjmZm1QdUJZxqFNhdJmwH9qd1GU3e7TL22naLqriOama2iqk44VwF7SFo7VzYKWAjc2MN2G0vapatA0jBgy2xdTZL6kXqxTW4laDMza17VCecCYDFwiaT3ZQ32Y4Gz8l2lJU2X9JOu5Yi4DbgGuEjS/pL2A34F3Nx1D042EsFfJX1W0u6SRgE3AJsC3y7rCZqZWVJpp4GImC1pd+B84DJS+8vZpKSTtzpQHO7mo1ndn5IS5+XAUbn1i4H/kEYs2AhYBNxGuln07rY+ETMz61HlvdQiYiqwWw91Btcom0MasqY4bE3X+kXA/m0I0cxWMoPb1IOulZ54M07bp+UYXmmqvqRmZmarCCccMzMrhROOmZmVwgnHzMxK4YRjZmalcMIxM7NSOOGYmVkpnHDMzKwUTjhmZlaKykcasHJ1wh3WsGreZW22qvMZjpmZlcIJx8zMSuGEY2ZmpXDCMTOzUjjhmJlZKZxwzMysFE44ZmZWCiccMzMrReU3fkraFjgPGA7MAS4ETo6IF3vYbiBwDrAfKXFeDhwVEc8W6u0LfBN4E/Botu+L2/08zMxatbLfmF3pGY6k9YDrgAD2BU4BjgZObmDzi4ERwGeA0cC7gEsL+98F+ANwA7AXcAXwG0kfaMsTMDOzhlV9hnM40A/YPyKeB66VtA4wVtIZWdkKJA0H9gB2jYibsrJZwB2S3hcR12VVvwHcFBFHZcs3SHorcCLwl757WmZmVlR1G85ewDWFxDKBlIR27WG7p7qSDUBE3Ak8lq1D0prASOC3hW0nAMOzS3JmZlaSqhPONsC0fEFEzAQWZOsa3i7zYG67rYBX16j3IOl5v7kX8ZqZWS8pIqo7uLQEOCYizimUPwFcFBHH19nuWmB+ROxXKP8lsGVE7CRpZ+BmYPuIuDdX543Aw8AeEbHCZTVJY4Ax2eLWwEO9foKt2wB4psLj19OpcYFj641OjQscW29UHdfmEbFhrRVVt+FA6jBQpDrlvdmuuKxuticixgHjejh2KSTdHRHDqo6jqFPjAsfWG50aFzi23ujUuKD6S2qzgXVrlA8kdZFudrt1c9vNzpUV69DD/s3MrM2qTjjTKLTVSNoM6E/tNpq622XybTuPAEtq1NsGWAb8oxfxmplZL1WdcK4C9pC0dq5sFLAQuLGH7TbO7rMBQNIwYMtsHRGxmHT/zYGFbUcBt0XE3NbD73MdcWmvhk6NCxxbb3RqXODYeqNT46q808B6wFTgfuB0UsI4CzgnIk7I1ZsO3BgRh+bKrib1NPsK6YzldODpiHhPrs4uwBFDC3IAABl+SURBVCTgfNJNoXtn9fes1WHAzMz6TqVnOBExG9gdWA24jDTCwNnASYWqq2d18j5KOgv6KXARMBn4cGH/NwMfAd4HXAN8CPi4k42ZWfkqPcMxM7NVR9VtOGZmtopwwjEzs1I44ZiZWSk6YaSBVZ4kkTo87AO8BXgt8CLwFHA7MD4iKrlvKLsvam/SCA2/i4hnJb2e1NtvK2AGMC4ippQY01eBK8s8ZqMk9QNWj4j/5so2BI4AtiX1qLwX+MErpGt+JbL/iQ8C7ySNCnI36W/eEY3O2aj2zwC7ZZ2TqophN2AN4IqImJ+9175A6vH7KOl/88kq4qvFnQYqlr1BrgSGkhLMYmBT0j/ZVaQ3ztbAqRFxasmxvZs0jcMAYCnwHGlaiCtJCfEB4G3AxsD7IuKvJcW1jPT6TAN+DVwcEdPLOHZPJF0JPBwRX8yWh5P+jstIPSlF+lu/QPqweqCkuLYH+kXErbmyPYGv8XIi/DswNl+npNhuBQ6NiAez5fVI77uhwLys2gDSl6898sm8j+P6fDer+wHfBc4ljc1IRPygjLjgpTEhJwKbZUWPAR8AriWNpvII6XNjITA0Ip4oK7ZuRYQfFT6A35DesENyZa8Drgb+kC3vSvrH+3TJsV1Lunl2XdLI2+cDTwB/Al6d1VmT9IF6Q4lxLQO+Q5rldTEp+d0FfAnYtOK/5zPAvrnl20kfDGvnygaSuvRfU2JctwNfzy1/OnsdJwJfB07I/tZL8/GX+Pd8d275J6QvN3vmyvYkDVd1dslxvZj9rPXIr3ux5Nfst6QvCG8kXRH5RfY5cmvXe400iOffgR+VGVu3cVcdwKr+II3pdkCN8sHZG3qTbPl44O8lx/YssFdueaPsn+sDhXr7AM+UGNdLH1DAeqTRvSdmH5ZLSTf7jgHWr+DvuQB4b275heLrlXvN5pcY1/P5OIDpwHk16l1QwfusmHD+A/y/GvW+AjxeYlyXAv8CDiG7GpRbt24W93vLiqdw/CeBg3LLm2fx7F+odwjwjypirPVwp4HqiZRYil7M1nVNFHcH5c/hEyw/qnYUfhbLSxcRsyNiXETsDryeNEX5GqQPzicltT5JfHPuJ0381+Up0jfQovVJyaksywrLmwO/r1Hv96RLMVVal9RmUzSZdPm2FJGmP/kUcAxwVzblyUury4qjjvWAf+eWZ2U/Hy/Ue5T0f9ERnHCqdx3wTUlbdhVk17D/j/SG6uosMAAou5F5MvAVSWtLehXpLGsW8DlJq2Wxrg58nvRBW6mI+HdEnBsROwFbkEaseF3JYZwGHCfp09lr8y3gu5LeL2kNSWtmbSffYcXZaPvSX4GDc8sPALWGsH8XL394lekASZ/P2k1mA7XmU9mAdKZWmkijkrydNFPwFZImZJ1mqvY06UtDlxeBH5G+4ORtBJTS5tWQqk+xVvUH6dvH/aSRraeTxpZbSLrUlr+cdQapcbzM2IaR/vmXZDE9C7yDdK34UdJwRI+R2lFGlhjXcpdgOu0BfIb0wTgXuDP7/cXssTT7+UfgNSXGNCSL4xfAu0lTsT9NSojvzx6nAYuocTmrhL9n8fHTGvV+BPy1wr/rxqRhtOYBZ2Z/x6ouqV1a6zWqUe884LqqXrPiw73UOkB2tnAQ6cN8LVLi+XVEPFdpYED2be5/SF3o/xAR/5K0MXAs6dLL48CFEXFPiTGdBPw4Oqi7Z5Gk9Ukjk7+b9EH1KlJD+IPA5RExuYKYtgN+COxAuiSUn4xQpC8Xp0TEuWXH1ghJhwGPRMT1FccxnDTm49bAPlFyr74shkGkLyyP9VDvy6Q2uYnlRNY9JxyzVYykt5CSTjER3hoRS6qMzVZuTjgdRNJbSRPErUf61jkHmBYl3avRLEmrRUStDg+VkLQW6WbUZcD0qj88szacLcndyBsRM6uM6ZUmuwGUqPCDKruZVxGxIFe2HdmNz1Wcrb5SudNAB8gamB8H7gN+R5pA6cfZ7/dJmiHpkIpi21/SpZKulPTBrGyUpBnAC5Iezy51lBnTJyR9Ore8uqTTSN/U7yO1iT0n6bgy48rFM1TSn0mNtQ8Ct5Dug3lM0ixJp0h6TRWxdSJJHyhMwoik/STdQ2o/fEHS3ZL2KTmugZL+SGr7el7SjyWtJunnwD2k/887Jd0iaYMyY2uUpAMkdcyXQiecikk6ktQYejkwgtSr5NXZYyPSTZ+XAxdI+kLJsR1E6ia7Aekf/+IsufyCdN/LUaQbzS6QtEeJoR1PuuG0y+lZLN8B3kt6zc4ETpJ0fIlxIekDpNfkdcA5wKmku+ZfBMaSJhg8ALg1641YZmz/I2mipCmSLpb03hp1dqjgA+oq0pBOXTF8GLiE1IHhONJoCC8Af8pe37KcCrwH+DLpRtmdSD0LdyPdiDqI1L45OKtrPfAltYpJehS4ICLO6KHescDhEbFld/XaSdJdwOSIODxbPpg04d35EXF0rt7PgM0i4n0lxbWA1IPvxmz5aeBbxcZuSV8BjoyIzWvspq9imwzcHxGfKpQfSbpHaEvSfUK3ArdHRHfDp7QzrveTRq+4HfgbMBzYjpQUv9J1yUrSDqS2nOKEh30Z2zJgx4i4M1u+B5gVER8s1LsS6B8Ru5YU12PAtyPix9ny9qRbBQ6JiJ/n6h0GHB8RW5QRV3bMnzZYdXNgRJl/z+74DKd6G5O6zvbkTkq86S2zNcvfHHg56cyreDPlJaTxuMoyl3TW1WUgaQiPor+TzhLLtC3wyxrlvwTeAGwdEYtIH/QfrlGvr5wEXBQRO0fEERExFDgM+CxwSdb+1SneRjrrLxpHGsyzLBvx8n1wkI2ZRhqnLG86te8b6kufIo2dNqSHR2lfthrhhFO9+4DDshsra8oaTg/L6pYpWH5q766BFOcU6s0j3R1elj+TbkhdI1u+DvhYjXofI93gWKanSd3bi95Bej27bt59nJdHkSjD2ygkwoj4Keny447A9ZJqjYhQlvyllrm8/F7Lm0+5n1mPkV6fLu8hdUjZqVBvZ6DsziAPA9dHxLu6e5AuSXYMT09QvaNJlzqmSrqENALyHNI/4LqkXmsfJt0gumfJsT1O+sZ+DUBEvJjdg/Bgod6WLD/MRl/7GunO+fslXUi6AfV0SW8jjaMG6Tr79qQh7ss0DjhVUn9SO9cLpLv3v04a4LTr3qEtKfdDahHQv1gYEZOzIVuuIV3mG1tiTHnXSFqa/T6QdLlvUqHONqSxzcpyAXCupCGkJHgQ6b13oqQBpDPod5IGjS27Ded2Vkx8teTvt6qcE07FIuKWrIvlsaShRzYrVPknqVH1uxFRPJXva5dQGIcpIu6oUe/jQGlzgkTEc5J2JH2If5mXL5sNzx4vkEa6fk9E3FVWXFls38raJI4jXcaC9E//G+D/5aouAb5dYmj3kUYX+HNxRUQ8miWdK4HxJcbU5eQaZU/XKDuANKJ1KSLi/OzKw8dIQyUdGxEXSHqCNPRU13h4FwDfKyuuzHmknnI9uZHlx/arlDsNdJisu2zX5ak5+b7/nUrSG0ixljrOVe74g1n+JsZHOuAenFeT7tNYC3i0qtcmF89nSb37tq83gkV2VvZH0txGvtzejewy9wYR8Z+qY3klccIxM7NS+JJah1Caynkj4KGIWKHBNLuxbO+IuKj04GrIrmHfAxxc9mUrdfg0zurAabk7nV4h0yVnZzb5qa8nk+It/Zu7pGGky4wiTUM/TdI7SJcou95n34+Iq8uOrR6f4VRM0pqk3kP7Z0XLSCPSfjn/YVnR/RF7d7O6P3Axqa3ifoCIuLKkuDpyGucslo6clrtRSuOsHRgRp5R4zI6cLlkdOvV1FssepM4yz5F6720I7Etqd51K+sI1lNRh5YCIuLSs2LpVxpDUfnQ7fPiJpF5ph5GmA/giaU6Lh4E35ertQPnT2HbkFLt06DTO2XE7clruJuI/oIL3WUdOl0yHTn2dHfcW0tA6q2XLx2dx/KRQ7xekG4wrf29FeIrpyh+kbtBHFMo2Bm4iTbU7PCurIuFM5uUpdjcvPN6e/UMe1FVWYlwdOY1zdsxOnZb7DQ0+Dq/gfdaR0yXXSDgdMfV1dsy5pDPkruX1snh3K9T7AKlDT2mxdfdwG071NqNwQ2dE/FvS7qRvJ9dlQ8qUef9Bl2GkM6/TSfe9fCWy+Tckdd20+O+IKE5r29e6pnG+KVvulGmcoXOn5Z7R4DHVYL12eqVMl9wRU19nFrL8fVVdv/cr1HsN6R6sjuCEU70ngTfx8ocnAJG69X5U0jmkU+fSOwtE+oo0TtJvgW+SRq4+P/u9SqcBv5L0T9Lr0jWN87Oky2giJaSyp3GGl6flvoV0bT0/Lff1kW6erWJa7v8C1wMX9lBvF9I9YWXq5OmSD8ga56GDpr4mXVI7UdLD2bG/R2q7+aqkmyLiv9mXwmNJ78nOUPUp1qr+IA2GOamHOl+j5HaSOnG8nXT395OktqYqp9jtuGmcs7g6dVrua0lDofRUr4o2nI6cLpkOnvqa1N41I/eef4R0SbTrf2EKKTnPBrYrM7buHj7Dqd4PgFGS1o+IZ2tViIjvKM2X8/5yQ1shjvuAEZI+CpxBhUNmRMSF2VwlXdM4P0cHTOMcEXdnQ6EUp+V+Dy9Py30VJU/LTTqDHtNAvf9QONsuwWdJl3568hgpOZUiGr/59W5Sj83SRMT0bCinnUmdUyZGxEJJI0hfxrYmXZL/dZTUq68R7hZtvZJdFuoPzIsOmvXTzDqXE46ZmZXC4yW9QmTT2/6k6jhq6dTYOjUu6OzYOpWk6yRNrDqOok6NCzovNrfhvHKMpHO/IHRqbJ0aF3RobJKuI1352L3qWGoQHfia0blxQYfF5ktqZvaS7NvwqyKiY4a0t5VHx2Q+656ktbJpADpOp8bWqXFB58YWEbt3arKR9OpOfM06NS7ovNiccF459iF1C+1EnRpbp8YFHRpbVR9Qkr4g6RFJ/5V0h6RP1qj2Tkp+zTo1rk6PrR4nHLNVRKd+QGX3dZ1HGoT1ZNKNxeMl/T6biqISnRpXp8fWHbfhVEzS9Q1W3RDYNsqdnqAjY+vUuKBzY8s+oH5Nmur6b6QbBj9EGo3hkxGxMKtXxTQYd5NGQTg2V7Y78CvS3fT7RJpTqNTYOjWuTo+tO044FZO0FHiINA5SdzYFdij5Td2RsXVqXNC5sXXyB5Sk/wIfjIhJhfLBpFEZVgP2Io1ZVmbC6ci4Oj227rhbdPXuJ83yOaq7SpI+QsnDZ9C5sXVqXNC5sW1NGkb/JRExUdKOpA+o2yTtVWI8eXNJH4zLiYgZknYCriDNjXOq43pJJ8dWl9twqncHsGMD9YLyxy7r1Ng6NS7o3NjqfkABO5EmtbuVNENk2SYD+9VaERGzgd1J45X9X5lB0blxQWfHVpcTTvXOAI5soN6VwBZ9HEtRp8bWqXFB58bWyR9QvwS2lFRrTiOy9qUPkaZWmOm4gM6OrS634ZitAiQdCHwJ+J+IeK5OndWAHwLvj4iyE7WtApxwzMysFL6kZmZmpXDCMTOzUjjhmJlZKZxwzMysFE441i1JoyVNzsbfmi3pb5LO6qNjHSRpdAP1xkqK3ONJSX+QtFWDxxmf3XlfuUafc1a363k/XGf99Gz92L6Kocn9Lvc6t/s4kl4l6YjsPblQ0vOSHpD0f5J6dY+Tkr9L+lSd9eOzu/lrrfu+PKlet5xwrC5JXyP1478G2B/4X+BPpP79feEgYHSDdecCw7PHV4DtgImS+jew7alNHKevNfOcARYBW0gali+U9C5g82x9X8fQqOLr3O7jTAC+CVxCek9+inR/007R++63BwHrkcada9Z3gYMlvbGXx17peWgb684RwI8i4vhc2WWSTq4qoJylEXF79vvtkmYCfwX2Bn5XrJzdY7JaRLwQEY+UGGe7zQfuAT5KulGzy0eB64GhVQTVpazXORuG50Bg74i4Krfqj709u8kcBfwiIpbkjrU6KXl+Engd8DFJjwAnR8RLwxNlw8rcDHwOOLqFGFZaPsOx7qwL/LtYmP/22HXZRNJ+kqZJWiTpZknbFrfLLqlMkbRY0j8lfSv7Z0bSeOAAYNfcpbKxTcQ6Ofs5uEZcD5C++e+QX1eI7b2SbpA0T9JcSZMkbZ9bv4ukGyUtkPSspB9LWru7gCQNl/Tn7JLffEn3Sjo4/9r18jlPAA7q+mDNfh6Ulbcthuw1+H1hfyOyOm/Lv5Y9vc71jiNpH0nLJG1ROM4WWXm9s+lds58rjM7d27Ob7MxkJ+D3hVVfBI4ljcJwJfBp4KfA+jV28wfSWY4/W2vwGY515x7gyOzs4fKIeLZOvc2Bs4BvAAtJ83NcI+lNEbEIQNIHSINVXgQcA7yd9K1xfeDw7Pc3kJLc57P9PtFErIOzn/8ulJ0BnAI8RZ15XiSNAK4FbiBdlplPGr5/U+BvknYGJgKXAh/JYj6NdOnlI93EtDlwC3AB6YN4Z+BnkpZFxG/o/XO+hDQiwC6ks7r3kKY7+CPpsk4ZMeQNpufXud5x/kWay+VTwNhc/dHAf0gf8LXMz35+V9KZEfF4kzHXsnu2378XyncljbR9RvZF6pZsDLpabgUGAUNq7Mciwg8/aj5ISeFR0kCTy4AHSB8q6+TqjM/W75Qr2xxYChyeK7sduKGw/2OBF4HXZ8u/ByY1ENdY0mCTq2ePN5OSxfPAJoW4tqux/Xjg7tzybaTLU6pzvL/WiH23bP9va/C1VBbrj0gfXl3lDT3n/PPOfv8T8P3s9x8Al2a/PwOMbUcMwCTg94WyEfnn3eTrXO843yQlKeXinAF8r5vXYmPgvuzYQRql+3hgQAvv93HAXTXKfwT8MzvmeGBwN/tYPXvvH9bbOFbmh0/7rK6IuA94C6lB9gekD4JvAHdLGpCr+nRE3Jrb7nHSJa53w0vX9d/Jim0rF5Mu6w7vRXjrA0uyx0PAlsCoiPhXrs6siLi3u51knQx2AH4e2SdGYf1rsvh+K2n1rgdwc3bsum0mktZT6jH1eC7WMaQE2aoJwEckrUk6y1rhcloJMXTp8XXuwU9JX1JGZMsjs+Wf1dsgIv4NbA/sQTrbWxf4FnCrpDXgpR6W92aPxdkl33uVel2+usZuNyYl7KJvkc58HiP9L3wlO+utFddSYE62LytwwrFuRcTiiLgsIo6IiG2BzwBvAg7NVXu6xqZPA5tkv28AvJp0uSWva7nmiLc9mEsaSn8Y8HrSt86rCnWKx6tlPVIi/Vc361cjJdwlucdi0nParJt9jwdGkS5zfSCL96fAWg3E1ZM/AwNIH4b9gcsqiKFLI69zXRHxKOls6pCs6BDgzoh4oIftXoyIv0TE50mX635GupQ1PFs/PiK2I33ZWQrsHBHbRcTQyHUKyFmL9HctHmdmtt8Pk874dwFuVv3bAxbT3td3peE2HGtKRPxE0hnANrnijWpU3Yh0CQ7St8YlNeoNyn7WHL24B0sjoqd7aRppPJ5Nuly4SZ31c7L9jKV2e8KTtTaStBawD3BERFyQK2/Ll7yImC/pctII0L+LiPnFOm2IYRGwRqGs1peDdowAfCHwY6Wu+PvTZC+viFgm6S+kZFX8sH8TMDvqt0F2eY46ZyZZgrpaaarusaSpHs6WdE6WkPLWpXfv6ZWez3CsLkkrJBJJGwIDWf5b7UZKswx21XkD6VvlnZC+iZIusR1Y2N1BpA/727LlFyj5m2H2QX0H8L9dvb5qrL8d2Doi7q7xqJlwgDVJZ0YvfWPOerUVe1218px/SDqzuaDO+lZjeILlv1gAvL9XkXZ/HEgdIV4gXRp8FXUuEQJIGlRn1YeABaS/Z947aKwB/yFqzFFU630B3JX9fG2h7obAa4B/NHC8VY7PcKw7UyT9CfgL6RLZ5qSbLBcAP8/Vewb4haSuXmqnZPXH5+qcROq59jPSh8kQUs+lH0dEV6+oacC+kvYjfdg92c0HejsdB1wHXCVpHOl6/XBSg/flpM4NEyUtIzV8/5d0CWcf4OsRscKHS0TMlXQXcKKk50mJ9TjSpcB1clV7/ZwjzWc/qZv1rcbwR+BQSWeTpiweSWoz6a26zzUiFkn6FfAF4DcRMaeb/fxW0n+B35I6F2wEHAzsS2qsL277DlIHg57cQnqtNoyI/+TKfy3pb8BNpMuXQ0lnlrOABwv7GEY647sVW1HVvRb86NwH6Z//L6TLRotI/9y/BrbJ1RlP6uG1P+lb3WLSP+4KvbdIbQlTSN9knyC1P6yeW78B6UPuObLLWHXiGkvWW6ub2MeT6yHV0zpS19ebSMl0DqnX23a59TsAV5N6ws0HppK6gg/sJoY3ku4TmU+adfHYYuyNPucmnvdyvdRajQH4GqmH1n9Js0x+iBV7qTX0Ovf0XIH3ZeXv6+E5fjr7WzyRvZeeIyXEEXXqXwZ8tIH3+xrAs8AnC+Ufzo73b1LSfp6U6LevsY9zKfRo9OPlhydgs5ZkN/S9LSKG9VTXrDtZ2+AoYIuIWNbG/c4E9oiI4tlIrbrnAm+MiH3qrB9PSpQzaqxbDXgcOC4iftlS0CspX1Izs0pJ2hrYljQkzMltTjbrkW6KbbRN5bvAQ5LeHDUulfbgQNIl5brtT6s6dxows6r9iHSp9krS8DFtExGzI6JfpI4rjdR/gtTlv16vxUtJl1xrEXBopHtxrAZfUjMzs1L4DMfMzErhhGNmZqVwwjEzs1I44ZiZWSmccMzMrBROOGZmVgonHDMzK8X/B7qsNRkALQemAAAAAElFTkSuQmCC\n", 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\n", + "image/png": 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\n", 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zm8HclD1/Ilc2Ncpf9b7Z8s3MrA3NzoM5DTgb+CHpzOCfgIuBZ4DFZJeaBrGQ1NfyHkk7ABszsO+kkSg8P0sKemML+cYCK7M6mplZlzQbYL4EXAhclr2/NSIuAnYnBYgPN9h/BnCYpE1zaRNJtwNotq/nuOz5MYCIWEGap/O5Qr6JwCMeQWZm1l3N9sHsBMyLiHclvU12+SkiVkq6GvgB6QynnmtIZ0G3SLoU2BmYAlyeH7qcXYKbHREnZ++nAJuSJlkuAfYDzgRuiYhf5sr/Jql/5krSPJ0J2ePwJo/TzMza1OwZzO+BTbLXLwB/mds2ijSJsq6I6AcOIs2VuQ24CLiCdFaUtx6rz6dZSJonMxW4EzgB+E72nC9/DunM5mBgJvAZ4ATP4jcz675mz2AeAvYk/cj/hDQDfwvgT8BXgHsbFRAR84EDG+QZU3g/nTRhsqGIuJV09mJmZkOo2QAzBdg+e30J6RLZiaQzl1nA1zpVMTMz621NBZiIeBp4Onu9gnQvmNMrqJeZmfW4diZafhDYDnglIl7uXJXMzGxt0Motk78s6UXgeeCnwAuSXpL0fzpeOzMz61nNzuS/ALiKNJ/lSGBc9jwD+H623czMrOlLZF8BLomIbxTS78rWBvsKaWa/mZkNc80GmBHUv2vlbDyKzNZSY86+Y0Da4m8fOQQ1MesdzfbB3AocW2fbZ4Hb26uOmZmtLcrcMnlC7u0M4DJJYxh4y+TdgX/sfBXNzKwXlblEdjsDb428PXBYjbw/It1p0szMhrkyAWanymthZmZrnTK3TH6+GxUxM7O1S9Mz+SWtR+rQ3xfYAvgf4EHS0vnvdLZ6ZmbWq5oKMJK2Ae4G9iDdwfI1YB/S/JcnJB0aEb/rdCXNzKz3NDtM+XJgS+BTEbFzROwTETsDn8rSL+90Bc3MrDc1G2AmAGdFxM/zidn7c0jLxpiZmTUdYDYA/lBn2x+AD7RXHTMzW1s0G2AeBc6StHE+MXt/VrbdzMys6VFkZwD3Ay9KupvUyb8NadKlgPEdrZ2ZmfWsZu9oOU/Sh4GvA3uSRpO9ClwDXB4Rr3e+imad40UrzbqndICRtD6wF/BcRJxdXZXMzGxt0EwfzLvAfcBHK6qLmZmtRUoHmIhYCfwKGF1ddczMbG3R7Ciy84ALJH2sisqYmdnao9lRZOeTZuzPk/QyaRRZ5DNExF4dqpuZmfWwZgPMU9nDzMxsUKUCjKQRpGVingJ+A9wTEa9VWTEzM+ttZW6ZvDNwDzAml7xE0vERcXdVFTMzs95WppP/MmAl8NfARsDuwOPAtRXWy8zMelyZALMPcH5EPBQRb0XEAuAU4M8lbVdt9czMrFeVCTDbAb8upD1LWnts247XyMzM1gpl58FE4yxmZmbvKztMeaakd2qk31tMj4ht2q+WmZn1ujIB5qLKa2FmZmudhgEmIhxgzMysac2uRWZmZlaKA4yZmVXCAcbMzCrhAGNmZpVwgDEzs0o4wJiZWSW6HmAk7SbpXknLJL0i6WJJ6zbYZ09JUyUtyvZ7WtKFkjYs5JsiKWo8Dq/2qMzMrKjZG461RdIo0tL/84GjgF2A75IC3fmD7Doxy3sp8CtgD+Cb2fNnC3nfBIoBZUG7dTczs+Z0NcAApwIjgGMjYgkwS9JmwBRJl2VptVwaEb/Lve+T9BZwraQdI+L53LZ3IuLRaqpvZmZldfsS2RHAzEIgmU4KOvvX26kQXFZ5PHv22mdmZmugbgeYscDCfEJEvAAsy7Y149OkG6E9XUjfXNLrkt6W9LikY1uurZmZtUwR3VuJX9LbwJkRcWUh/SXghog4t2Q52wK/BO6MiBNz6V8gndHMAzYh3RhtAvDZiLilTlmTgckAo0eP/uT06dObPazVLF26lE022aStMoaLoWirJ19+c0Dax7YfWdl+neLvVXluq/I60VYHHHDAYxExrta2oQgwX4+I7xXSXwauj4jzSpTxAdJAgQ8Cn4yI/kHyCngYGBERH29U9rhx42Lu3LmNsg2qr6+P8ePHt1XGcDEUbTXm7DsGpC3+9pGV7dcp/l6V57YqrxNtJalugOn2JbJ+YPMa6SOBNxrtnAWMG4DdgQmDBReASNHzFmCPRkOhzcyss7o9imwhhb4WSTsAG1Pom6njCtLw5kMiokz+VXxHTjOzLuv2GcwM4DBJm+bSJgLLgdmD7SjpHOBrwBciYk6ZD8vOeI4BnoiId1urspmZtaLbZzDXAKcBt0i6FNgZmAJcnh+6LGkRMDsiTs7enwBcAlwPvCxp71yZz64axixpNnAz6WxoY+BLwN7A0dUelpmZFXU1wEREv6SDgKuA20j9LleQgkyxXvk+k0Oz5xOzR95JpMADsAj4e2A70hDmXwBHRsSMTtTfzMzK6/YZDBExHziwQZ4xhfcnMjCw1Nrv5DaqZmZmHeTVlM3MrBIOMGZmVgkHGDMzq4QDjJmZVcIBxszMKuEAY2ZmlXCAMTOzSjjAmJlZJRxgzMysEg4wZmZWCQcYMzOrhAOMmZlVwgHGzMwq4QBjZmaVcIAxM7NKOMCYmVklHGDMzKwSDjBmZlYJBxgzM6uEA4yZmVXCAcbMzCrhAGNmZpVwgDEzs0o4wJiZWSUcYMzMrBIOMGZmVgkHGDMzq4QDjJmZVcIBxszMKuEAY2ZmlXCAMTOzSjjAmJlZJRxgzMysEg4wZmZWCQcYMzOrhAOMmZlVwgHGzMwqsd5QV8CsFWPOvmNA2uJvHzkENWmsl+pq1kk+gzEzs0o4wJiZWSUcYMzMrBIOMGZmVomuBxhJu0m6V9IySa9IuljSuiX2GylpqqR+SW9K+rGkLWvkO0rSk5LekjRf0sRqjsTMzAbT1VFkkkYB9wDzgaOAXYDvkgLd+Q12vxHYFfgisBK4FLgV+Otc+fsCNwNXA6cBE4Bpkvoj4u6OHox1jEdZ1beqbc742DucePYdbhfrKd0epnwqMAI4NiKWALMkbQZMkXRZljaApH2Aw4D9I+KBLO1l4KeSDo6Ie7Ks3wAeiIjTsvf3S9oduABwgDEz66JuB5gjgJmFQDKddDayP3DbIPu9tiq4AETEzyQ9l227R9IGwAGkM5e86cBUSSMj4s0OHYfV4bORNYP/HWxN0O0AMxa4L58QES9IWpZtqxdgxgILa6QvyLZButy2fo18C0iX4D4C/Ly1areu1n/0WhZ/+8iGPwplfjSKeer9qJTN12xe632t/nu3GtRa2a8b+/h73z5FRPc+THobODMiriykvwTcEBHn1tlvFvDHiDi6kP4jYOeI+LSkvwLmAH8ZEfNyeT4E/Ao4rFY/jKTJwOTs7a7A0y0fYLIV8HqbZQwXbqvy3Fblua3K60Rb7RgRW9faMBRLxdSKaKqT3sp+xfcaZH8i4jrgugafXZqkuRExrlPlrc3cVuW5rcpzW5VXdVt1e5hyP7B5jfSRwBst7Ld5br/+XFoxDw3KNzOzDut2gFnI+30mAEjaAdiY2n0sdffL5PtmngXerpFvLGlY8zMt1NfMzFrU7QAzAzhM0qa5tInAcmB2g/22zea5ACBpHLBzto2IWAHcD3yusO9E4JEujiDr2OW2YcBtVZ7bqjy3VXmVtlW3O/lHkSZZPkUamrwzcDlwZUScn8u3CJgdESfn0u4ijQT7Ou9PtPxtRBQnWvYBV5EmYU7I8h/uiZZmZt3V1TOYiOgHDgLWJQ1Jvgi4AriwkHW9LE/eJNJZzr8CNwCPAccUyp8DHAccDMwEPgOc4OBiZtZ9XT2DMTOz4cOrKdfgBTnLa6WtJO2ZtdOibL+nJV0oacNCvimSosbj8GqPqhotttWYOm0wvUbe4f69qvd9CUnn5PJdXydPrYFEazxJH5J0raQnJL0rqa/kfpX/XvmWyQVekLO8NtpqYpb3UtIk2D2Ab2bPny3kfRMoBpQF7da929r8XkHqS3wo9361yXH+XgHwA+CuQtrRwFlkg4FyFgInFdIWt1bjIbc76d/7UeADTexX/e9VRPiRewDnkObUbJZL+0dgWT6txn77kCZz7pdL2ytLOziXNhO4r7DvncCcoT72LrbV1jXSJmdttWMubQrw+lAf5xC31ZisXf5Xg/KH/feqTll3AAsKadcDc4f6ODvYXuvkXt8E9JXYpyu/V75ENlC9BTlHkBbkHGy/AQtyAqsW5CS3IOe/F/adDuwjaWT71e+qltoqIn5XI/nx7HmbzlVvjdLq96ohf69qk7QFcAgwrbPVW7NExMoWduvK75UDzEADFtaMiBdIfz0Ndo22Uwty9pJW26qWT5NO04trwW0u6XVJb0t6XNKxLdd2aLXbVlOz6+uvSrpc0ojcNn+vajuO1C4D+quA3SQtkbRC0hxJbQX5HtSV3ysHmIFGUXtZmf5sWzv7rXou5usvbO8VrbbVaiRtC5wH/Fvhr9ZFpEsjx5P6Zl4Bbu7RINNqW60A/gU4mTTE/1rgy6z+o+nvVW2TgF9ERHEVj8eBM4C/AT5PmhIxS9JeLdS1V3Xl98qd/LWtUQtyruFabauUUfoA6RR8KfAPqxUc8aNC3tuAh0k3kLullcoOsabbKiJeBb6aS+qT9BpwtaSPR27l8BrlDOfv1Xaky2lnDSg44nuFvHeQBhScSxoUMFxU/nvlM5iBvCBnea22FQCSRJo0uzswIdJE3Loi9TDeAuxRZtj4Gqattiq4KXv+RK5sapQ/LL9XmeNJP4Q3NsoYEctJHdefaJR3LdKV3ysHmIG8IGd5rbbVKleQhqEeFRFl8q/Si3+Rt9tWeVF49vdqoEmkkU4vNvG5vfi9alVXfq8cYAYaDgtydkqrbUU28e1rwBciLfHTUHbGcwzwRES821qVh0zLbVXDcdnzY+DvVZGkMcDelBw9lg2YOIKsPYeJ7vxeDfUY7jXtQeq4ehWYRVrTbDKpf+BbhXyLgB8W0u4Cfg0cS7qW+zTwYCHPvsA7wJXAeOAy0l8Dhw71sXerrYATSH8tTiX9EOQfW+fyzSZN7jqUFFjuzNrqM0N97F1sqymkSYbHZvtdTPqhvdnfq4H/B7P0s0l/edeabzUSeBA4hTRoYiJpguIKYNxQH3uL7bUR6Y+O44BHgP/Ovd+oXlt14/dqyBtnTXwAuwH3Zf+RXyXNMl+3kGcxcH0hbfPsR/MNYAnwE2CrGuUfTVpRegXpdHTSUB9zN9uKNNEt6jxOzOX7YfYfYDnwx+yH4YihPuYut9UkYC5pRYM/ZT8UFwMb+Hs18P9glj4PuKtOuRuS+vFezNrpzeyHdu+hPuY22mrMIP+fxtRrq278XnmxSzMzq4T7YMzMrBIOMGZmVgkHGDMzq4QDjJmZVcIBxszMKuEAY2ZmlXCAMTOzSjjAmJlZJf4/jMGuUp1I/cgAAAAASUVORK5CYII=\n", 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\n", 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\n", 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naiRtCKxCybmdCg4EbomIp+p43Zp6T2Zm1jpFD6ldC3xX0moR8WpWNgZYAsyutrOk4cD2wLdreTFJK5Nmxt0zkGAtGT5+ertDMLMOUHQP5wLgDeBKSbtmJ+wnAGfnp0pLmi/pF2X2PxBYClxRukHSGpL+IOkISbtIGgPMAjYAJragLWZmVodCezgR0SNpF+B8YBrpvM05pKRTGle55W4OBG6MiBfKbHsDeIG0YsG6wOvAbcBOEXF3UxpgZmYDVvgstYh4CPhclTrD+ynfpsI+rwP7NRSclTVtyrEAfH7ceVVqmpn1z6tFW1VbL3is3SGYWQfwDdjMzKwQTjhmZlYIJxwzMyuEE46ZmRXCCcfMzArhWWpW1WUf36PdIZhZB3DCsapO3vPododgZh3AQ2pmZlaIuhKOpHLLzViH2+r5+Wz1/Px2h2FmQ1y9PZxnJJ0p6WMticYGpemXHsf0S49rdxhmNsTVm3AuBPYHHpB0h6TDJa3egrjMzKzD1JVwIuKHEbEJsBvwCHA28Jyk30jatRUBmplZZxjQpIGIuCkivg6sBxwNfBSYKalb0gRJf9fMIM3MbOhrdJbaSOCzpNtG9wB/AA4F5kv6WoPHNjOzDlJ3wpG0saQfSnoMuBFYH/gm8HcR8c/AxqRzPWc1NVIzMxvS6rrwU9JNpB7N08AU4JKIeCJfJyLeknQZcGyzgjQzs6Gv3pUGXgT2Bq6PiKhQbw7w4QFHZYPK6IPPbXcIZtYB6k045wP3lks2klYFPhkRN0fEm8ATffa2IemB9TZtdwhm1gHqPYczC9iin20fzbabmZn1UW/CUYVtqwKLG4jFBqmJMyYzccbkdodhZkNc1SE1SZ8FRuWKDpW0Z0m1lYB9gLnNC80Gi7H3zwS8arSZNaaWczifJl3cCRDAAcDSkjp/A+YB321eaGZm1kmqJpyIOIvsmhpJjwNfiog5rQ7MzMw6S12z1CLCU53NzGxAajmHszdwS0QszL6vKCKuaUpkZmbWUWrp4UwHtgfuzL4P+p+tFoBv0mZmZn3UknA+DDyX+97eY+YOG9HuEMysA9QyaeCJct/be8fnx53X7hDMrAPUcg7nA/UcMCJ88aeZmfVRy5DaItK5mVr5HI6ZmfVRS8L5JvUlHOsw3ZNGAzB8/PQ2R2JmQ1kt53CmFBCHmZl1uEZvMW1mZlaTWiYN3AmMi4iHJN1FleG1iNiuWcGZmVnnqOUczoPAktz3Pp9jZmZ1q+Uczjdy349raTRmZtaxBnwOR8mHJFW6KZuZmRlQ52rR8M5inqcA22b7L5V0D/DjiLi6yfHZIHDSHke1OwQz6wB1JRxJRwA/B24EjgX+AqwL7Af8j6RvR8SFTY/S2urybUpv8GpmVr96ezgnAxdFxL+UlF8g6QLge4ATjpmZ9VHvOZwPAlf2s+13wNrVDiBpC0k3Slos6VlJp0mquByOpOGSosxjapm6+0qaK+l1SQ9JGlNTy6xfB82ZwUFzZrQ7DDMb4urt4cwCdgKuL7NtJ+DmSjtLWgu4AXgI2BcYAfyUlPhOqeH1vwPcmnv+YsnxdyQlvp8DxwB7A5dL6omI62o4vpVxxszzAQ+tmVljarnwc4vc058BF0v6IHAV757D+RKwF3BolcN9C1gZ2C8iFgLXS1odmCDpzKyskkci4vYK278P3BwRx2TPZ0naEvgB4IRjZtZGtfRwHmDZiz0FHJE9Su/+OYPKq0XvBcwsSSxTgUmkHtK0GuIpS9L7gZ1JPZu8qcAlktaIiFcGenwzM2tMLQln5ya+3ubATfmCiHhS0uJsW7WEc4mktUk9q8uB70VE7yoII4AVgXkl+zxMGrLbDLirsfDNzGygallpYHYTX28t4OUy5T3Ztv68Afw/0rDYQmAUMJ6UZPbNHZsyx+8p2b4MSYcDhwMMGzaMrq6uSvFXtWjRooaPMdiMyr4ev/VSgGXa14ntrcTt7Wxub2vVfeFnL0nLASuVltdwx89ya7Gpn/LeYz4H5K8+7JK0APi5pG0iYk6F46uf8t5jXwRcBDBy5MgYNWpU5eir6OrqotFjDFY/nZt+Xbq/Ouqdsk5ubzlub2dze1urrmnR2XI24yXNB94EXi3zqKQHWLNM+RqU7/lUckX29ZO5Y1Pm+L3P6z2+mZk1Ub09nGOAE4EzgR8DPwLeAg4E3gdMrLL/PNK5mndI2hBYhb7nXqqJkq+PkZLg5kB+GHBz4G3g0TqPbxnf6dPMmqHeCz8PA35ISjgAV0XEqcCWpITxkSr7XwvsIWm1XNkY0u0P6j1XtH/29R6AiHiDdJ3QASX1xgC3eYaamVl71dvD+TAwJyLekvQm2XBVRLwt6efAxaQeUH8uIPWSrpQ0CdgEmACcnZ8qnQ3ZzY6IQ7LnE4DVSBd9LgQ+C3wXuDIi/pg7/umk8zvnkq4T2jt7+IpFM7M2q7eH81dg1ez7J4FP5LatRbqos18R0QPsQrpWZxpwKnAOqdeUtwLLXs8zj3SdziXANcBY4Kzsa/74t5B6PrsCM4EvAGO9ykBjpk05lmlTjm13GGY2xNXbw7kV+BTpQ/8y0goBawN/A44krSJdUUQ8BHyuSp3hJc+nki7grCoiriL1bqxJtl7wWLtDMLMOUG/CmQBskH0/kTSkNo7Us7keOLpZgZmZWWepK+FExCPAI9n3b5DuieOxFjMzq6qRCz//HlgfeDYinmleSGZm1onqnTSApH+R9BTwBHAH8KSkpyV9u+nRmZlZx6h3pYEfAOeTrqfZBxiZfb0W+Fm23czMrI96h9SOBCZGxPdLymdka5sdCZzWlMhs0Ljs43u0OwQz6wD1JpyV6f+unrPxLLWOdPKe/rGaWePqPYdzFbBfP9u+DHjRLTMzK6uWW0zvnXt6LXCmpOH0vcX0lsAJzQ/R2m2r5+cD8MB6m7Y5EjMbymoZUptO31tJbwCUG9j/NelOnNZBpl96HOBVo82sMbUknA+3PAozM+t4tdxi+okiAjEzs85W90oDklYgTRDYEVgbeAn4A+lWAUubG56ZmXWKuhKOpHWB64B/ALqBBcAOpOtv7pe0e0S80Owgzcxs6Kt3WvTZwAeBT0fEJhGxQ0RsAnw6Kz+72QGamVlnqDfh7A2Mj4i78oXZ85NIy9yYmZn1Ue85nPcDr/az7VXgfY2FY4PR6IPPbXcIZtYB6k04twPjJd0UEa/1FkpaBRifbbcO4ws+zawZ6k04xwOzgKckXUeaNLAu6SJQAaOaGp2ZmXWMus7hRMQc4CPARcCHgN1ICecC4CMRcX/TI7S2mzhjMhNnTG53GGY2xNXcw5G0IrAd8HhEnNi6kGywGXv/TMCrRptZY+rp4bwF3AR8rEWxmJlZB6s54UTE28CfgGGtC8fMzDpVvdfhfA/4gaStWxGMmZl1rnpnqZ1CWlFgjqRnSLPUIl8hIrZrUmxmZtZB6k04D2QPMzOzutSUcCStTFrW5gHgeeCGiFjQysBs8Jg7bES7QzCzDlDLLaY3AW4AhueKF0r6SkRc16rAbPD4/Ljz2h2CmXWAWiYNnAm8DfwT8AFgS+A+4MIWxmVmZh2mloSzA3BKRNwaEa9HxMPAEcBGktZvbXhmZtYpakk46wN/Lil7jLR22npNj8gGne5Jo+meNLrdYZjZEFfrdThRvYqZmVn/ap0WPVPS0jLlN5aWR8S6jYdlZmadppaEc2rLozAzs45XNeFEhBOOmZk1rN611MzMzAbECcfMzApR71pq9h500h5HtTsEM+sATjhW1eXb7NnuEMysA3hIzczMCuGEY1UdNGcGB82Z0e4wzGyIKzzhSNpC0o2SFkt6VtJpkpavss+nJF0iaX623yOSfihppZJ6EyRFmYfHhBpwxszzOWPm+e0Ow8yGuELP4Uhai3Srg4eAfYERwE9Jie+UCruOyepOAv4E/ANwevb1yyV1XwFKE8zDjcZuZmaNKXrSwLeAlYH9ImIhcL2k1YEJks7MysqZFBEv5J53SXoduFDSxhHxRG7b0oi4vTXhm5nZQBU9pLYXMLMksUwlJaGd+tupJNn0ui/76rXbzMyGgKITzubAvHxBRDwJLM621eMfSTeGe6SkfE1JL0p6U9J9kvYbcLRmZtY0iijuzgOS3gS+GxHnlpQ/DfwqIk6u8TjrAX8EromIcbnyr5F6PHOAVUk3itsb+HJEXNnPsQ4HDgcYNmzYtlOnTq23WctYtGgRq666akPHGGxG7bwzAJN/fRUAW2+wxjvbOrG9lbi9nc3trd/OO+98T0SMrKlyRBT2AN4Eji1T/gzw4xqP8T7gZtJN4daqUlfAbcCcWo697bbbRqNmzZrV8DEGHYiA2Hj89Nh4/PRlNnVkeytwezub21s/4O6oMQcUPWmgB1izTPkawMvVdpYk4FfAlsBnIqKnUv2ICElXApMkLR8Rbw0g5ve84eOntzsEM+sARSeceZScq5G0IbAKJed2+nEOaTr1bhFRS/1evmOpmVmbFT1p4FpgD0mr5crGAEuA2ZV2lHQScDTwtYi4pZYXy3pEXwLud+/GzKy9iu7hXAAcA1wpaRKwCTABODtyU6UlzQdmR8Qh2fOxwERgCvCMpO1zx3wssmnTkmYDvyP1llYBDgO2B77Y2mZ1tmlTjgXg8+POa3MkZjaUFZpwIqJH0i7A+cA00nmbc0hJpzSu/HI3u2dfx2WPvG+QEhHAfOA4YH3SlOl7gX0i4tpmxP9etfWCx9odgpl1gMJvTxARDwGfq1JneMnzcfRNNOX2O6SB0MzMrIW8WrSZmRXCCcfMzArhhGNmZoVwwjEzs0IUPmnAhp7LPr5Hu0Mwsw7ghGNVnbzn0e0Owcw6gIfUzMysEE44VtVWz89nq+fntzsMMxviPKRmVU2/9DjAq0abWWPcwzEzs0I44ZiZWSGccMzMrBBOOGZmVggnHDMzK4QTjpmZFcLToq2q0Qef2+4QzKwDOOFYVQ+st2m7QzCzDuAhNTMzK4QTjlU1ccZkJs6Y3O4wzGyIc8KxqsbeP5Ox989sdxhmNsQ54ZiZWSGccMzMrBBOOGZmVggnHDMzK4QTjpmZFcIXflpVc4eNaHcIZtYBnHCsqs+PO6/dIZhZB/CQmpmZFcIJx8zMCuGEY1V1TxpN96TR7Q7DzIY4JxwzMyuEE46ZmRXCCcfMzArhhGNmZoVwwjEzs0I44ZiZWSG80oBVddIeR7U7BDPrAE44VtXl2+zZ7hDMrAN4SM3MzArhhGNVHTRnBgfNmdHuMMxsiPOQmlV1xszzAQ+tmVlj3MMxM7NCFJ5wJG0h6UZJiyU9K+k0ScvXsN8aki6R1CPpFUm/kfTBMvX2lTRX0uuSHpI0pjUtMTOzehSacCStBdwABLAvcBpwPHBqDbv/FhgFHAqMAz4FXFVy/B2B3wGzgL2Aq4HLJe3elAaYmdmAFX0O51vAysB+EbEQuF7S6sAESWdmZX1I2gHYA9gpIm7Oyp4B7pC0a0TckFX9PnBzRByTPZ8laUvgB8B1rWuWmZlVU/SQ2l7AzJLEMpWUhHaqst+C3mQDEBF3Ao9n25D0fmBn4D9L9p0K7CBpjcbDNzOzgSq6h7M5cFO+ICKelLQ42zatwn7zypQ/nG0DGAGsWKbew6TEuhlw18DC7jzDT7x6mefd/7ZPS47bzGOb2dBWdMJZC3i5THlPtm0g+22Sq0OZej0l25ch6XDg8OzpIkmPVIijFusALzZ4jMJpUg2Vsrt+ltSt2t6ajj10DMmfbwPc3s7WjPZuXGvFdlyHE2XK1E/5QPYrfa4K+xMRFwEXVXntmkm6OyJGNut4g53b29nc3s5WdHuLPofTA6xZpnwNyvdgqu23Zm6/nlxZaR2qHN/MzFqs6IQzj3fPuQAgaUNgFcqfo+l3v0z+3M5jwJtl6m0OvA08OoB4zcysSYpOONcCe0haLVc2BlgCzK6y33rZdTYASBpJOn9zLUBEvEG6/uaAkn3HALdFxCuNh1+Tpg3PDRFub2dzeztboe1VRLVTJ018sXTh50PAA8AkUsI4Gzg3Ik7J1ZsPzI6IQ3JlM0gzzb5D6rFMAv4SEf+Uq7Mj0AWcT7oodO+s/p4R4etwzMzaqNAeTkT0ALsAy5OmQJ8KnAP8sKTqClmdvANJvaBfAr8C7gFN+hZLAAAGDElEQVS+VHL8W4D9gV2BmcAXgLFONmZm7VdoD8fMzN67vFp0AySNkXSlpOckhaRxdez7GUl3SFoi6XFJx1Tfq/0kHSbpT9niqPdI2qWGfSTpKEkPZou2dkuaLKnczMNBZSDtzfb7gKRJkp7M9v2zpBNaHW+jBtre3P6fkPSWpCFxLcsAf5+PkHS9pAXZQsK3Drb1Glu9SPJAOeE0Zn9gODC9np0kbUoa8nsc2Ae4EDhb0qHNDrCZJB0IXEAa0twLeBCYLmmrKrseDfwMuILU3jOAscClrYu2cQNtb/aHfQ1pgdrvAXsCP25ttI1r4Ofbu79I509faFmQTdRAe79H+ts9gvQZMB+YIekLLQy3Zq1eJLkhEeHHAB/ActnXVbMf7rga97uQNE17hVzZz4GnyIY5B+MDeAT4Zb79wFzg11X2ux34XUnZMcBbwCrtblcL2vst0nVh67a7DUW0N1f/n0kfvhOBF9vdnhb+fNcpU/a/wKx2tymL5aTs92/1XNkJwOJ8WZn9dsg+xz6bK9suK9u1GbG5h9OAiHh7gLvuBVwZEUtzZVOBvwdq+m+yaJI2Ic0SfGdx1Kz9/0W2gGoFKwKl09JfJq0Cob7V26/B9n4T+M+I+EvrImyuBttLdqnDJNKs0L+1KMymaaS9EVFuuPA+YN1mxtiAli2S3CgnnIJJWgXYkPKLjEL5C1wHg964ysW9tqQPVdj3YuArkvaWtJqkTwAnAlMiYlELYm2GAbVX0vuATwBPZ+PfS7Kx8EuyW3EMVo38fCHdAuThiGje8EtrNdreUjuQLvkYDPosdhwRT5J6OJU+X2pZJLkh7VhL7b2uv6V2Ki4yOgjUsjhq2bH7iPj37D/gabz7T85VpDHwwWqg7f0g6e/qBOBG0tT8jYCzSCtqfKXpkTbHgH++kj4KHAl8ujWhtcSA21tK0jdJ/2Qc35zQGtbKRZIb4oSTk90zZ/1q9SKi0jI8tepvPnph89QH2N66FkfNXucg0n/ApwC3km4lcTrwC+DrdYTckILa25tQe4ADIuLN7LXfBC6VNCIiHqs96oEr6ucLnEfqrc6tL8LmKrC9+dfcFpgMnBcRs2rZpyCtXiR5QJxwlnUA8B811GvkvEPvfxClU4L7+4+rleppb35x1Pz5mIqLo0pajnf/IM/Iim+W9CxpZs+5EXFv3ZEPTMvbm9vv1t5kk+m9D9QWpHX/ilDEz3cv4DPAUblp7iulTVoTWBJp2akiFPHzffcg6TzQ1aSe7GDp3UBjiySXG0rML5LcEJ/DyYmIiyNC1R4NvsZrpNlo5RYZhcqLmDZVne3tjatc3C9FRH/DD+uQhpnmlJTfl30d0XBDalREeyNiMfBEmU29xx3oRJO6FfTz/ShpluafSB9YPcB4YO3s++82tVEVFNReACStS7q04QngwIh4q6mNaUwrF0luiBNOe1wLfKnkQqwxpET0QHtCqiwi/kyayv3O4qhZ7+UAsgVU+/EC6WTlJ0vKt82+djcvyuZpoL2QrsvaMZtA0GsXUrJp67BTfxpo7xWkW7vnH5cCC7Pv/3+LQm5IIz9fSauSrrMCGJ39kzGYtGyR5IY1Y271e/VBGh7ZH/gaaYzz/Oz5Trk6OwFLS8o2BRYBl5H+KE8g3Vrh0Ha3qUp7DyJdO3NKFvcU0i/xVlXaew7wOvB94HPAYcCzpOtzlmt3u1rQ3o1JQxDTSNNJDyf9t/8f7W5TK9pb5jgTGBrX4Qz053sdaer3WGD7/KPdbcriWwt4DrietK7k4dnnzY9K6s0HflFSNgP4M7Af8EXStUp/aFps7X5zhvIj+8OKMo+uXJ1RWdmokn13BO7MPoi7gWPa3Z4a23xY9ov6BnAvsEvJ9j7tBd5Pujp7Hqm38wRpWfRBf2HkQNqblY8E/pB9gC0AzgVWand7WtXekjpDIuEMtL39/M0HEO1uTy7GLUjnDZdkyed0YPmSOt2kyR75sjWBS0j/MC0k/VPc50LXgT68eKeZmRXC53DMzKwQTjhmZlYIJxwzMyuEE46ZmRXCCcfMzArhhGNmZoVwwjEzs0I44ZiZWSH+D6dW9oWBOX3EAAAAAElFTkSuQmCC\n", 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\n", 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" ] diff --git a/qiskit/advanced/aqua/finance/simulation/fixed_income_pricing.ipynb b/qiskit/advanced/aqua/finance/simulation/fixed_income_pricing.ipynb index df9d15ed5..ff8d2651a 100644 --- a/qiskit/advanced/aqua/finance/simulation/fixed_income_pricing.ipynb +++ b/qiskit/advanced/aqua/finance/simulation/fixed_income_pricing.ipynb @@ -111,7 +111,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", 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" ] @@ -272,7 +272,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", 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" ] diff --git a/qiskit/advanced/aqua/finance/simulation/option_pricing.ipynb b/qiskit/advanced/aqua/finance/simulation/option_pricing.ipynb index d050e5bda..34693a0bc 100644 --- a/qiskit/advanced/aqua/finance/simulation/option_pricing.ipynb +++ b/qiskit/advanced/aqua/finance/simulation/option_pricing.ipynb @@ -33,10 +33,11 @@ "- path-dependency (sum/average, barrier, etc.).\n", "\n", "The basic ideas on using QAE for option pricing and risk analysis are provided here:
\n", - "Quantum Risk Analysis. Stefan Woerner, Daniel J. Egger (2019).\n", + "- Quantum Risk Analysis. Stefan Woerner, Daniel J. Egger (2019)\n", + "- Option Pricing using Quantum Computers. Stamatopoulos et al. (2019)\n", "\n", "A Qiskit Aqua tutorial on QAE can be found here:
\n", - "Qiskit Tutorial on QAE\n", + "Qiskit Tutorial on QAE\n", "\n", "We provide tutorials for the following types simple options:\n", "\n", @@ -50,10 +51,12 @@ "- Basket Option (multivariate, payoff with 2 segments)\n", "- Asian Barrier Spread (multivariate, path-dependent, payoff with 3 segments)\n", "\n", - "More examples on option pricing with a quantum computer can be found in the [Qiskit Finance Community](https://github.com/Qiskit/qiskit-tutorials-community/tree/master/finance) section of the Qiskit Tutorials.\n", + "More examples on option pricing with a quantum computer can be found in the [Qiskit Finance Community](https://github.com/Qiskit/qiskit-tutorials-community/tree/master/finance) section of the Qiskit Community Tutorials.\n", "\n", "All examples illustrate how to use the genereric Qiskit Finance framework to construct QAE-operators (uncertainty problems). The same framework can be easily adjusted to estimate risk as well, for instance, the Value at Risk (VaR) or the Conditional Value at Risk (CVaR, also known as Expected Shortfall). How to use Qiskit Finance for risk analysis is illustrated in the following tutorial:\n", - "Credit Risk Analysis.\n", + "Credit Risk Analysis\n", + "based on the paper\n", + "Credit Risk Analysis using Quantum Computers. Egger et al. (2019).\n", "\n", "An example of how quantum Generative Adversarial Networks (qGANs) can be used to learn and efficiently load generic random distributions for option pricing can be found here:\n", "QGANs to learn and load random distributions for option pricing" diff --git a/qiskit/advanced/aqua/optimization/docplex.ipynb b/qiskit/advanced/aqua/optimization/docplex.ipynb index 4f8dbb524..11c884880 100644 --- a/qiskit/advanced/aqua/optimization/docplex.ipynb +++ b/qiskit/advanced/aqua/optimization/docplex.ipynb @@ -71,14 +71,14 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from docplex.mp.model import Model\n", "\n", "from qiskit import BasicAer\n", - "from qiskit.aqua import Operator, run_algorithm\n", + "from qiskit.aqua import run_algorithm\n", "from qiskit.aqua.algorithms import VQE, ExactEigensolver\n", "from qiskit.aqua.components.optimizers import SPSA\n", "from qiskit.aqua.components.variational_forms import RY\n", @@ -104,7 +104,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": { "scrolled": true }, @@ -209,16 +209,16 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "energy: -57.16261789728296\n", - "time: 10.59960389137268\n", - "solution objective: -1.6626178972829635\n", + "energy: -56.94978190681336\n", + "time: 60.2764310836792\n", + "solution objective: -1.4497819068133566\n", "solution: [1. 1. 0. 0.]\n" ] } @@ -228,17 +228,16 @@ "\n", "spsa = SPSA(max_trials=300)\n", "ry = RY(qubitOp.num_qubits, depth=5, entanglement='linear')\n", - "vqe = VQE(qubitOp, ry, spsa, 'matrix')\n", + "vqe = VQE(qubitOp, ry, spsa)\n", "\n", "backend = BasicAer.get_backend('statevector_simulator')\n", - "quantum_instance = QuantumInstance(backend, seed=seed, seed_transpiler=seed)\n", + "quantum_instance = QuantumInstance(backend, seed_simulator=seed, seed_transpiler=seed)\n", "\n", "result = vqe.run(quantum_instance)\n", "\n", "\"\"\"declarative approach\n", "algorithm_cfg = {\n", - " 'name': 'VQE',\n", - " 'operator_mode': 'matrix'\n", + " 'name': 'VQE'\n", "}\n", "\n", "optimizer_cfg = {\n", @@ -273,9 +272,9 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Quantum (Dev)", "language": "python", - "name": "python3" + "name": "quantum-dev" }, "language_info": { "codemirror_mode": { @@ -288,35 +287,6 @@ "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.3" - }, - "varInspector": { - "cols": { - "lenName": 16, - "lenType": 16, - "lenVar": 40 - }, - "kernels_config": { - "python": { - "delete_cmd_postfix": "", - "delete_cmd_prefix": "del ", - "library": "var_list.py", - "varRefreshCmd": "print(var_dic_list())" - }, - "r": { - "delete_cmd_postfix": ") ", - "delete_cmd_prefix": "rm(", - "library": "var_list.r", - "varRefreshCmd": "cat(var_dic_list()) " - } - }, - "types_to_exclude": [ - "module", - "function", - "builtin_function_or_method", - "instance", - "_Feature" - ], - "window_display": false } }, "nbformat": 4, diff --git a/qiskit/advanced/aqua/optimization/max_cut_and_tsp.ipynb b/qiskit/advanced/aqua/optimization/max_cut_and_tsp.ipynb index 25f5b936b..d8f02909b 100644 --- a/qiskit/advanced/aqua/optimization/max_cut_and_tsp.ipynb +++ b/qiskit/advanced/aqua/optimization/max_cut_and_tsp.ipynb @@ -110,7 +110,7 @@ "\n", "from qiskit import BasicAer\n", "from qiskit.tools.visualization import plot_histogram\n", - "from qiskit.aqua import Operator, run_algorithm\n", + "from qiskit.aqua import run_algorithm\n", "from qiskit.aqua.input import EnergyInput\n", "from qiskit.aqua.translators.ising import max_cut, tsp\n", "from qiskit.aqua.algorithms import VQE, ExactEigensolver\n", @@ -131,7 +131,7 @@ "### [Optional] Setup token to run the experiment on a real device\n", "If you would like to run the experiement on a real device, you need to setup your account first.\n", "\n", - "Note: If you do not store your token yet, use `IBMQ.save_accounts()` to store it first." + "Note: If you do not store your token yet, use `IBMQ.save_account('MY_API_TOKEN')` to store it first." ] }, { @@ -141,7 +141,7 @@ "outputs": [], "source": [ "from qiskit import IBMQ\n", - "# IBMQ.load_accounts()" + "# provider = IBMQ.load_account()" ] }, { @@ -160,20 +160,19 @@ "name": "stderr", "output_type": "stream", "text": [ - "/Users/shu/.virtualenvs/aqua/lib/python3.7/site-packages/networkx/drawing/nx_pylab.py:611: MatplotlibDeprecationWarning: isinstance(..., numbers.Number)\n", - " if cb.is_numlike(alpha):\n" + "/Users/rchen/.pythonVirtualEnv/quantum-dev/lib/python3.7/site-packages/networkx/drawing/nx_pylab.py:579: MatplotlibDeprecationWarning: \n", + "The iterable function was deprecated in Matplotlib 3.1 and will be removed in 3.3. Use np.iterable instead.\n", + " if not cb.iterable(width):\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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\n", 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Use np.iterable instead.\n", + " if not cb.iterable(width):\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -431,23 +427,21 @@ "name": "stdout", "output_type": "stream", "text": [ - "energy: -1.4999760821185284\n", - "time: 7.753880739212036\n", - "max-cut objective: -3.999976082118528\n", - "solution: [1. 0. 1. 0.]\n", + "energy: -1.4999632680981052\n", + "time: 62.78843593597412\n", + "max-cut objective: -3.999963268098105\n", + "solution: [0. 1. 0. 1.]\n", "solution objective: 4.0\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -456,17 +450,16 @@ "\n", "spsa = SPSA(max_trials=300)\n", "ry = RY(qubitOp.num_qubits, depth=5, entanglement='linear')\n", - "vqe = VQE(qubitOp, ry, spsa, 'matrix')\n", + "vqe = VQE(qubitOp, ry, spsa)\n", "\n", "backend = BasicAer.get_backend('statevector_simulator')\n", - "quantum_instance = QuantumInstance(backend, seed=seed, seed_transpiler=seed)\n", + "quantum_instance = QuantumInstance(backend, seed_simulator=seed, seed_transpiler=seed)\n", "\n", "result = vqe.run(quantum_instance)\n", "\n", "\"\"\"declarative approach\n", "algorithm_cfg = {\n", - " 'name': 'VQE',\n", - " 'operator_mode': 'matrix'\n", + " 'name': 'VQE'\n", "}\n", "\n", "optimizer_cfg = {\n", @@ -512,7 +505,7 @@ "output_type": "stream", "text": [ "energy: -1.5\n", - "time: 15.852537155151367\n", + "time: 72.55826902389526\n", "max-cut objective: -4.0\n", "solution: [1 0 1 0]\n", "solution objective: 4.0\n" @@ -520,14 +513,12 @@ }, { "data": { - "image/png": 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hIQwcOJCBAwf+8mBJCXrkSOxhYdjsdmw2G+VlZRQUFGC32QgMDDQ2BPUbBYuFqbGxTOvVix8qK9lSUYGlrZPOWsO+fZL8hfey2WxMnjyZK6+8kosvvtht6w0ODmbo0KFs27aN888/323rFX7AbkcFBDTs7Te+xJzG6FNls9mw2WxUVlRQUFBAbW0tp5xyCiPCwni3uJg3Cgu5rkeP1tehtdEGwgl8sJGG8HRaax5++GHi4uK4/fbb3b7+1NRUtmzZ4vb1Ch9nsRgne1uYO6UAS3Aw3bp2JSY6ml69ewMYJaZ1y9QCuXb7idehlFPG+0GSvzDB888/z4EDB5gzZ44p3R1TU1P57rvv3L5e4eO6dTNubeyZa+DH/fvZFBBAaGQkDq35uqyMD4qLOaM9M5MTE50Srgz7CLfasGEDb731FmvWrDGtL8uQIUPIzs6mrKxMLkQinEcpGDoUNm1qdSKWBvLy8lBK8THw9J49OIA+wcFM7tWL8xsNFTXjcBg3J118WpK/cJudO3eyZMkSnnjiCWJiYtp+gYtYLJaGcf9zzz3XtDiED7rsMvjmm1afLigooKKigiGJiTx3svNZSkvhzDOdNsNXhn2EWxw5coQpU6Ywe/ZsBg0aZHY4DfX+QjjV2LFGOWYLQz+lZWUcO3aMfv36tVj22Sal4I47nBCkQZK/cLnKykomTZrEtddey29+8xuzwwHkpK9wkYgIuP5646IsjVTZbBw6eJD4+HgsHdlzLy01LvPoxCNVSf7CpRwOB3PmzCElJYVbbrnF7HAaDB06lKysLMrLy80ORfiayZMhOhrqvls1NTXk5OTQq3dvwjoyg7221rg9+qhTL+oiyV+41NNPP82xY8eYNWuWR1231WKxMGTIEL7//nuzQxG+pmtX+NvfoKYGR1UVObm5dO/enciOTCp0OIwOoXfeCSNGODVMSf7CZd59913ef/99li1bhsVJtcnOlJqailwzQrjEGWfgyMig4MABwpXqWIFDdbVxbYA//tE4mnAySf7CJX744QdWrFjBypUr6XGiGYsmknp/4UrP7N/PM7/+NTH9+qGKioyhm/bQGoqLobLSuP7v/PlGXx8nk+QvnO7QoUNMmzaNhx56iBQn1SS7wtChQ8nMzKSiosLsUISPeffdd3nvvfeY8PLLBHz6KVx1lXESuLAQKiqM4ZzGtDau/FVYaAzznHYavP02TJjgksQPkvyFk1VUVJCens5NN93k8TX0ISEhDB48WMb9hVNt27aNlStXkpGRYRz1RkTAsmXw3//CpEmQkGBU75SWGieFy8qM4Z3ISLj2Wvj3v43rAjRuGucCMslLOI3D4WDWrFkMHTqUG264wexw2qW+3v/sdlwbVYi2HDhwgOnTpzN37lySk5ObPtmzJ/z1r8atuhpyc42hneBgo4zTzbPNJfkLp3n88ccpLy9n6dKlHlXZcyKpqak89dRTZochfEBpaSn33Xcft99+e9s7E8HBkJTknsBaIclfOMX69evZuHEja9asIdhJ08/dYdiwYezZs4fKykqXX0VM+K6amhqmT5/OWWedxTXXXGN2OO0iY/6i07777jv+9re/kZGRQWRkpNnhnJTQ0FAGDRrEDz/8YHYowktprVm6dCnBwcFMmjTJ7HDaTZK/6JTc3FxmzJjBvHnzSHRSq1l3kz4/ojNeffVVfvjhBxYtWkSAiypzXMF7IhUep6ysjPT0dG6//XbOOusss8PpsLS0NEn+okO++OILXn75ZVauXElYWJjZ4ZwUpyR/pdRlSqndSqm9SqkZLTw/SSm1Uyn1g1LqY6VUf2esV5intraWmTNnkpaWxrXXXmt2OJ0ybNgwdu/eTVVVldmhCC/y888/M3fuXJYtW0afPn3MDuekdTr5K6UCgSeA/wOGANcrpY6/GvdWIE1rPRx4A1ja2fUKc61cuZLa2lomu2Daubt16dKFgQMHyri/aLf8/HwmTZrEtGnTGDp0qNnhdIgz9vzPAPZqra1aazvwGnBF4wW01p9oreunUX4DxDthvcIkb775Jl9//TWLFy8mKMg3CsakxbNor6qqKiZNmsSVV17JxRdfbHY4HeaM5B8H5DT6ObfusdbcBrznhPUKE2zatIlnnnmGlStXEtGRLoUeSvr8iPaob1GemJjIbbfdZnY4neLW3Tal1I1AGjC6lefHAeMAEhIS3BiZaI/9+/cza9YsFi5c6HP/P8OHD2fXrl3YbDbTri0sPN/TTz9Nfn4+Tz31lNdMZGyNM/b8DwD9Gv0cX/dYE0qpi4BZwFitta2lN9JaP6u1TtNap8XGxjohNOEsJSUlTJw4kQkTJpCWlmZ2OE4XFhbGgAED2L59u9mhCA/1zjvv8MEHH/DII494ZIvyk+WM5L8JOEUplaSUsgDXAesbL6CUGgk8g5H4jzhhncKN6mcvnnvuuVx11VVmh+MyUu8vWrN161YyMjJYuXIlUVFRZofjFJ1O/lrrGuBu4APgJ2Ct1vpHpdRcpdTYusWWAV2B15VS25RS61t5O+Fh6mcvWiwWJk6caHY4LiUnfUVLcnJymD59OvPnz2/erM2LOWXMX2v9LvDucY892Oj+Rc5Yj3C/tWvXsm3bNlavXu1Vsxc7YsSIEfz000/Y7XafOKwXnVc/3HnnnXdy5plnmh2OU/n2X7PolK+++opVq1aRkZFBeHi42eG4XFhYGMnJyezYscPsUIQHqKmpYcaMGZxzzjlcffXVZofjdJL8RYusVitz5sxhyZIl9O3b1+xw3Eau6yvAP4Y7JfmLZoqKikhPT+e+++5jxIgRZofjVlLvL8Bo1rZ9+3YWLlzos8OdvvlbiQ6rrq5m6tSpXHTRRVx++eVmh+N2I0aM4Mcff8Rut5sdijDJ559/7rXN2k6GJH/RQGvNokWLiIiI4K9//avZ4ZgiPDycpKQkfvzxR7NDESb4+eefmTdvHo888gi9e/c2OxyXkuQvGrzyyivs2rWLefPm+eyhbntIvb9/ys/PJz09nenTp3PaaaeZHY7L+e9fuGji888/5x//+AcrVqzw6UPd9pBxf/9T36zt6quv5qKL/KMyXZK/YM+ePcydO5elS5f6/KFue4wYMYIdO3ZQXV1tdijCDRwOBw8++CCJiYn8+c9/Njsct5Hk7+cKCgqYNGkSU6dOZdiwYWaH4xG6detGQkICO3fuNDsU4QZPPfUUBQUFzJ492+ubtZ0MSf5+zG63M2XKFP7f//t/XHrppWaH41Fk3N8/vP3222zYsMFnmrWdDEn+fkprzbx584iNjWXcuHFmh+Nx5Lq+vu+7777jscceY+XKlXTv3t3scNxOkr+fWr16NdnZ2Tz88MN+XdnTmhEjRrB9+3ZqamrMDkW4QE5ODjNmzGD+/PkkJSWZHY4p5K/eD23cuJE33niD5cuXExoaanY4HikiIoL4+HgZ9/dB9c3axo8fzxlnnGF2OKaR5O9ndu3axcKFC1m+fDk9e/Y0OxyPJi2efU/9tSnOOeccfv/735sdjqkk+fuRo0ePMmnSJGbOnMngwYPNDsfjSb2/b9Fas2TJEkJDQ322WdvJkOTvJ6qqqpg8eTJXX301F154odnheIWRI0fy/fffy7i/j/j73//Ojh07WLBggZznQpK/X3A4HDz88MMkJCTwl7/8xexwvEZkZCRxcXHs2rXL7FBEJ3322Wf8/e9/JyMjw+9nsNeT5O8Hnn/+eQ4dOsSDDz7oV5NYnEHq/b3f7t27mT9/PsuXL6dXr15mh+MxJPn7uA8//JD169ezfPlyv5vE4gxy0te71Z/nmjFjBkOGDDE7HI8iyd+H7dixg6VLl7JixQqio6PNDscrjRo1iu+//57a2lqzQxEnqbKysqFZm5znak6Sv486fPgwU6dO5cEHH2TgwIFmh+O1unfvTu/evdm9e7fZoYiT4HA4mDNnDikpKX7VrO1kSPL3QRUVFaSnp3P99ddz/vnnmx2O15Pr+nqfJ598ksLCQu6//345z9UKSf4+pr497aBBg7jpppvMDscnSL2/d1m/fj0fffQRy5Ytk/NcJyDJ38c8+eSTFBcXM3PmTNnjcZKRI0eybds2HA6H2aGINnz33Xc8/vjjZGRk+GWztpMhyd+HvPPOO3z44YcsXbpU9nicqEePHvTs2VPG/T3c/v37G5q1JSYmmh2Ox5Pk7yO+//57MjIyyMjIICoqyuxwfI7U+3u2+mZtEyZM8OtmbSdDkr8POHjwINOmTePhhx8mOTnZ7HB8koz7e67q6mqmTZvGeeedx1VXXWV2OF5Dkr+XKy8vJz09nVtvvZVf//rXZofjs0aNGsXWrVtl3N/DaK1ZvHgxYWFh3HfffWaH41Uk+Xsxh8PBrFmzOP3007nuuuvMDsenRUdHEx0dzZ49e8wORTTyyiuv8NNPPzF//nxp1naSnPJpKaUuU0rtVkrtVUrNaOH5EKXUP+ue/59SKtEZ6/V3jz76KDabjWnTpklljxvIuL9n+fTTT3n11VdZuXKlNGvrgE4nf6VUIPAE8H/AEOB6pdTxTTRuAwq11gOAlcCSzq7X37311lt88cUXLFmyhKCgILPD8QtyXV/PsWvXLubPn88jjzwizdo6yBl7/mcAe7XWVq21HXgNuOK4Za4A1tTdfwO4UMmuaodt2bKFJ598kpUrVxIREWF2OH5Dxv09w5EjR5g0aRL333+/NGvrBGck/zggp9HPuXWPtbiM1roGKAak01gH5OTkMHPmTObPn0///v3NDsevxMTE0L17d/bu3Wt2KH6rvlnbtddeywUXXGB2OF7No86QKKXGKaU2K6U2Hz161OxwPE5paSnp6emMGzdOaplNIi2ezeNwOHjggQcYMGAAt9xyi9nheD1nJP8DQL9GP8fXPdbiMkqpICASOHb8G2mtn9Vap2mt02JjY50Qmu+ora1l5syZnHnmmfzhD38wOxy/JfX+5nn88ccpKSlh1qxZUuDgBM5I/puAU5RSSUopC3AdsP64ZdYD9ZvqPwAbtdbaCev2G8uXLwdg0qRJJkfi30aNGsV3330n4/5utn79ej755BOWLVtGcHCw2eH4hE6XiWita5RSdwMfAIHAKq31j0qpucBmrfV64AXgZaXUXqAAYwMh2un111/n22+/ZfXq1QQGBpodjl/r2bMnERERWK1WBgwYYHY4fmHLli08/vjjPPfcc0RGRpodjs9wSo2g1vpd4N3jHnuw0f0q4BpnrMvf/O9//+O5555j1apVdOvWzexwBL/U+0vyd739+/czc+ZMFixYIAUOTuZRJ3xFU9nZ2cyePZvFixcTHx9vdjiijpz0dY/6Zm133XUXv/rVr8wOx+dI8vdQxcXFpKenc/fddzNq1CizwxGN1J/0lXF/16murmbq1KmMHj2aK6+80uxwfJIkfw9U36Vw9OjRXHHF8fPlhNl69epFeHg4WVlZZofik7TWLFq0iPDwcO655x6zw/FZkvw9jNaapUuXEhYWxr333mt2OKIVMvTjOi+//HJD+wZp1uY68sl6mFdffZUffviBBQsWyBffg0nyd41PPvmE1157jYyMDGnW5mKSXTzIf//7X9asWSNdCr1Afb2/TFdxnl27drFgwQKWL19Oz549zQ7H50ny9xCZmZk89NBDLFu2jL59+5odjmhDnz596NKli4z7O0njZm2DBw82Oxy/IMnfAxQWFpKenk56ejrDhw83OxzRTvV7/6JzKisrSU9P549//KM0a3MjSf4ms9vtTJ06lUsvvZTf/va3ZocjToKM+3defbO2QYMGcfPNN5sdjl+R5G8irTULFy4kKiqKCRMmmB2OOEn1yV/G/TuuvlnbzJkzpVmbm8kloEz08ssv8/PPP/PCCy9IZY8X6tOnDxaLhX379pGYmGh2OF7nrbfe4tNPP2X16tXSrM0EknFM8tlnnzWUtHXp0sXscEQHKKVk3L+DNm/ezJNPPklGRoY0azOJJH8T/Pzzz8ybN49ly5ZJSZuXS0tLY/PmzWaH4VX279/P/fffz8KFC0lISDA7HL8lyd/Njh07xqRJk5g2bRqnnXaa2eGITpJ6/5NTXFzMfffdx1//+lfS0tLMDsevSfJ3I5vNxuTJkxk7diyXXHKJ2eEIJ4iLiyMgIICcnJx9mhS4AAAZpUlEQVS2F/Zz9c3axowZIz2rPIAkfzfRWjN37lz69u3LHXfcYXY4wkmUUlLy2Q71zdoiIiK4++67zQ5HIMnfbVatWkVOTg5z5syRkjYfI8m/bS+99BK7d+9m3rx5UtnmIeR/wQ0++ugj1q1bx4oVKwgJCTE7HOFkMu5/Yhs3buSf//wnK1eulMo2DyLJ38V27tzJ4sWLWbFiBTExMWaHI1ygX79+aK3Jzc01OxSP89NPP7Fw4UJWrFghlW0eRpK/Cx05coQpU6Ywa9YsBg0aZHY4wkWk3r9lR44cYfLkycyePZtTTz3V7HDEcST5u0hVVRWTJ0/mmmuuYcyYMWaHI1xMxv2bqqioYOLEiVx33XX85je/MTsc0QJJ/i7gcDiYM2cOSUlJ3HrrrWaHI9xA+vz8wuFwNOzt33TTTWaHI1ohyd8FnnnmGY4ePcrs2bOlssdPJCQkUFNTw8GDB80OxXR/+9vfqKiokGZtHk4auznZ+++/z3vvvceLL76IxWIxOxzhJo3r/ePi4swOxzRvvfUWn332GS+++KI0a/NwsufvRNu3b+eRRx5hxYoV9OjRw+xwhJv5+7j/t99+29CsLSIiwuxwRBsk+TtJXl4eU6dOZc6cOQwYMMDscIQJ/LniZ9++fcyePZtFixZJszYvIcnfCSoqKkhPT+fGG2/kvPPOMzscYZLExERsNpvfjfsXFxczceJE7r77blJTU80OR7STJP9Oqq9sGDJkCH/605/MDkeYyB/r/esvQzpmzBjGjh1rdjjiJEjy76THH3+csrIyZsyYIZUNwq/G/esvQxoZGSnN2rxQp5K/UqqHUmqDUmpP3b9RLSwzQin1tVLqR6XUD0qpP3ZmnZ7kP//5Dxs3bmTp0qVS2SAA/0r+a9asYe/evcydO1eatXmhzv6PzQA+1lqfAnxc9/PxKoCbtdanAZcBGUqp7p1cr+m2bt3KY489xsqVK+ne3et/HeEkSUlJVFRUkJeXZ3YoLrVx40bWrl0rzdq8WGeT/xXAmrr7a4Arj19Aa/2z1npP3f2DwBEgtpPrNdWBAweYPn06c+fOJSkpyexwhAfxh3H/nTt3NjRri4316j9lv9bZ5N9La32o7n4e0OtECyulzgAsQGYn12ua8vJy0tPTuf322zn77LPNDkd4IF++ru/hw4eZMmUKDzzwgDRr83JtzvBVSn0E9G7hqVmNf9Baa6VUq41NlFJ9gJeBW7TWjlaWGQeMAzyyVri2tpaZM2cyatQorrnmGrPDER5q1KhR/OMf/zA7DKerL2m+/vrrGT16tNnhiE5qM/lrrS9q7Tml1GGlVB+t9aG65H6kleUigHeAWVrrb06wrmeBZwHS0tI8rkPWo48+Sk1NDVOmTJHKHtGq5ORkSktLOXLkiM/0sG9c0nzjjTeaHY5wgs4O+6wHbqm7fwvw7+MXUEpZgH8BL2mt3+jk+kyzbt06vvzySxYvXkxQkLREEq0LCAjwuaqfRx99lIqKCqZPny47Pj6is8l/MXCxUmoPcFHdzyil0pRSz9ctcy1wPnCrUmpb3W1EJ9frVps2beLpp5+WniWi3UaNGuUzyX/dunV88cUXUtLsYzq1C6u1PgZc2MLjm4Hb6+6/ArzSmfWYaf/+/cyaNYuFCxd65HkI4ZlSU1NZu3at2WF02rfffsvTTz/N888/Lzs+PkZmZpxASUkJEydOZPz48aSlpZkdjvAiKSkpFBUVcfToUbND6bDs7Gxmz57N4sWLZcfHB0nyb0VNTQ0zZszgnHPO4fe//73Z4QgvExAQ4NX1/kVFRUycOJF77rmHUaNGmR2OcAFJ/q1Yvnw5QUFBTJw40exQhJfy1nH/+mZtF110Eb/73e/MDke4iCT/Fqxdu5YtW7awcOFCAgMDzQ5HeKm0tDSvS/5aaxYsWEBUVBR33XWX2eEIF/LdmsWSEti4Eb79FrZsgWPHjMcjI2HECDjzTLjwQoiObvKyb775hhdeeIFVq1bRtWtXEwIXvmLAgAEUFhaSn59PTEyM2eG0y+rVq7FarTz33HPSrM3H+V7yz8uDxx6Ddeugtta4hYZCfYlaXh689Rb8+98QEACXXQYTJ0JyMllZWTzwwAMsXbrUr6/DKpwjICCAESNG8N1333HJJZeYHU6bPv74Y958801efPFFQkNDzQ5HuJjvJH+t4V//ggcegMpKiIiAliZjBQdDfRfC2lp4+2344AMq7r6byR99xL333svIkSPdG7vwWfWTvTw9+e/cuZPFixfzxBNPSLM2P+Ebx3UOB8yZA1OnGnvzPXq0nPiPFxgIPXrgsFgonzWLh/Pz+d2ll7o+XuE3UlNTPb7iJy8vj8mTJ/PAAw8wcOBAs8MRbuIbyX/+fPj7343x/JCQk3qpBvIKCqgKDWXooUNw773GxkQIJxg4cCBHjx6loKDA7FBaVN+s7U9/+hPnn3++2eEIN/L+5L9xI6xZYwzzdOAEVUFBAVWVlfSNj0d17w4ffgg+2JFRmCMgIICRI0d65N6/w+Fg1qxZDB06VK4/7Ye8O/kXF8PkycbefgdKMkvLyjh27Bj9+vUjMCDA2Hh07WocSeTkuCBg4Y88td4/IyODqqoqadbmp7w7+b/2mlHSGRZ20i+tstk4ePAg8fHxTZtVWSxQXQ3PPuvEQIU/88QOn+vWreO///0vS5YskS61fsp7k39tLTz//C+VOyewtqCAm7KyOHvXLh46eJCamhpycnLo3bs3YS29vls3eOMNKCtzQeDC3wwaNIjDhw9TWFhodijAL83apEutf/Pe5L99u7HX34565JigIG6LiWFsZCRaa3Jzc4mMjCSytS9+UJBx0ve//3Vy0MIfBQYGMmLECLZu3Wp2KGRlZTU0a+vXr5/Z4QgTeW/y37kTamrategFERH8pls3IgIDKS0rIygoqO1aZrsdfvjBCYEKYQz9mH1d3/pmbffee680axNenPy3bTvpl5SXl1NbU0PfuDjaPL0VEgI+ehFu4X5m1/vb7XamTJnCJZdcwuWXX25aHMJzeG/yLyg4qQqf6upqSktKsISEUFlZSU1t7YlfEBhoVBMJ4QSnnnoqBw8epKioyO3r1lozf/58oqOjmTBhgtvXLzyT957mP8ma/qDgYCIiI6mw2Th65Ag2mw2lFCGhoYRYLMa/ISGEhIQYZZ8dWIcQrWk87j9mzBi3rnv16tVkZ2fz7LPPSrM20cB7k3+/fkZJZjspIDwsjG4WC4l9+6IxLthis9mw2WxUVlZSVFSEzWYjICCA7kpxpGtXrOvXk5ycTHJyMmEdKCkVol59vb87k/+GDRt48803WbNmjTRrE014b/IfMeKXTp1tqNWaWq1xAA7A7nAQqBTBQUEEBwXRNTy8YVmNMURUe/Qoe4cMYfPmzaxdu5bs7GyioqJITk4mJSWFlJQUkpOTSUpKkj8q0S6pqaksWrTIbevbsWMHS5cu5YknnvCaltLCfbw3+Q8fbnTy1BramJ34Qn4+z+bnN/z8bnEx42JiGNdCxY8CLMHB0K0bv54wgV+fcQZgTIU/cOAAVquVzMxMvvrqK1555RX27dtHz549SU5OZsCAAQ1HCYmJiVgsFqf+ysK7DR48mNzcXEpKSlxeX5+Xl8fUqVOlWZtoldJamx1Di9LS0nSbpXFXXgk//WRMynKmykrjPb/6qs1x/9raWnJycrBarezduxer1YrVaiU3N5c+ffo0OUpISUkhISFBZlT6sbvvvptrrrmG0aNHu2wdFRUV/OUvf2Hs2LHccMMNLluP8ExKqS1a67S2lvPuLDRunNGFsx17/yelqgomTWrXCd/AwEASExNJTEzkggsuaHi8urqa/fv3k5mZSWZmJh9++CGZmZnk5eURHx/fcJRQv3GIj4+Xk3F+oH7c31XJ3+FwcP/99zN8+HCuv/56l6xD+AbvTv6XXWYM//zwA3Tv7pz3LC2Fvn2hk3tMwcHBDYm9MZvNRnZ2NpmZmVitVtavX09mZibHjh2jf//+TY4SUlJS6NOnj2wUfEhaWhpLlixx2ftnZGRgt9uZNm2aNGsTJ+TdyT8gAFauNDYClZXt6vNzQna70dbhscc6/16tCAkJYdCgQQwaNKjJ4xUVFQ0bhczMTN544w0yMzMpKSkhKSmp2YnmXr16yR+3Fxo8eDA5OTkuGfd/8803+eqrr1i9erUMLYo2ef83pH9/eOopuOMO4+eOJm27HcrLYeFCMOEyjmFhYQwZMoQhQ4Y0ebysrKzhPEJmZiZff/01mZmZVFVVNWwQGm8YoqOjZaPgwYKDgxk6dCjbtm1z6sVTvvnmG5555hlWrVpFN2efAxM+ybtP+Db22WcwYYKRxCMj238OQGujQVxAACxYAH/4Q8cCdrOSkpKGo4T6DUNmZiYOh6PZUUJKSgpRUVFmhyzqvPDCC5SUlJCenu6U97Nardx5550sXbpUrj8t/OSEb2OjR8OGDTBlCmzaZDx2oqt7aW2M72sNAwbAo4+CF5XERUREMHLkyGZ/7AUFBQ0bhL179/LBBx9gtVoJCgpqdpSQnJwsLX1NkJqayvLly53yXoWFhUycOJGJEydK4hcnxXf2/Os5HPDll0av/6++Mnr02O2/HAlobVywpbbWOFl8551w4YXtu+C7l9Jak5+f32SjUD+UFBYW1uwoITk5mfBGE9+Ec9ntdi688ELee+89unbt2qn3mTBhAqmpqdx1111OjFB4M7fs+SulegD/BBKBbOBarXWLV6xQSkUAO4G3tNZ3d2a9JxQQAOefb9yOHTPmAfz4Ixw+bGwYYmNhyBDj1quXy8LwJEopYmNjiY2N5ayzzmp4XGtNXl5ew7DR1q1befPNN8nKyqJ79+4tzmbu4qIT4f7EYrE0jPufe+65HXqP+mZtMTExjB8/3skRCn/QqT1/pdRSoEBrvVgpNQOI0lpPb2XZR4HYuuXbTP4d3vMXneZwODh48GCzo4Ts7GxiY2ObHSnIbOaT99xzz1FRUcF9993Xode/8MILfPbZZzz77LPSXkQ04a4x/yuA39TdXwN8CjRL/kqpVKAX8D7QZlDCXAEBAcTHxxMfH9+kIqW2tpbc3NyGk8uff/45q1evJjc3l969e7c4mzm4nf2X/E1qaioZGRkdeu2GDRv417/+Jc3aRKd0Nvn30lofqrufh5Hgm1BKBQDLgRuBizq5PmGiwMBA+vfvT//+/VudzWy1WtmwYQNPP/10w2zm4080x8fHE3gS12LwRUOHDmXPnqNs3FjJoUNdqKgwTk/17QuDBxtNa1uqVahv1vbkk08SHR3t/sCFz2gz+SulPgJ6t/DUrMY/aK21UqqlMaS7gHe11rlt1Z8rpcYB4wASEhLaCk14iNZmM9vt9iYT195++20yMzM5evRok9nM9a0u+vbt6/Ozme12+OgjePZZCz/++BJ//rMmKMioP1DKqEXQGsLD4c9/hj/+8ZdTU4cOHWLKlCk8+OCDnHLKKeb+IsLrdXbMfzfwG631IaVUH+BTrfWg45b5O3AeRjflroAFeFJrPeNE7y1j/r6rsrKSrKysJvMTrFYrRUVFLc5m7t27t09MXPvuO7jvPsjLM/bqKyuPAg569mxeeGCzGZPWAwONNlPXXVfOuHF/4YorrpBmbeKE2jvm39nkvww41uiEbw+t9bQTLH8rkCYnfEVLysvLGzYIjTcMFRUVDa2yG7fNjo2N9YqNgtaQkQFPPGEk8/oJuBUV5Rw5coTExKRWX1tdDWVlGq13cMMNHzNv3n1e8TsL87jrhO9iYK1S6jZgH3Bt3crTgPFa69s7+f7Cj4SHhzNs2DCGDRvW5PGSkpImG4PPPvsMq9VKTU1Ni7OZe/ToYdJv0JzWMG8erFljJP3G00m6dOmCzWbD4aglIKDlcyDBwWCzHaa0tBdffHEvBQUKGeoXzuB7k7yE3ygoKGjS96j+iCEgIKDZUUJKSgqRkZFuj/G112DWLGOyeUvnuPftyyYmJobw8JYnexUWFlBYWEhiYiIlJYEMGwZvvimXlxatc8uwjytJ8hcdUT+b+fgNQmZmJl26dGlxNnNnZtmeSG4uXHyxsffe2jSIo0ePoDX07Nmz2XPl5WUcPHiQxMREgoMtaA1FRcbG5C9/cUnIwgdI8heiEa01hw8fbjZxzWq1EhER0eQoYcCAAU6ZzXznnUZlz4l66pWXl3P06FESExObPG6z2di3bx/x8fGEhYU1PG63G7evvgIPGt0SHkSSvxDt4HA4OHToULOjhH379hEdHd1sjkJiYiIhISFtvu+hQ3DeeSfuLQhQW1vFzp1TCQ214nCUEhwcT3T0eI4e7UNsbM8Wh6oKC2HmTLhdzqiJFvhfV08hOiAgIIC4uDji4uKazWY+cOBAw1HCl19+yYsvvtgwm/n4E839+/dvMpv5X/8yTva2NTavlMZi6UNs7L1ERqZQVvYFVusUevZ8vtVzFKGhsGqVJH/ROZL8hWhBYGAgCQkJJCQkNJvNnJOT03CU8NFHH5GZmcmhQ4eIi4tr2Ci8/vpYoAcQDLRemhkQ0IUePW6nutpowFdSMoCgoN6Ehx9t9TWhoUafwmPHkMof0WGS/IU4CcHBwQ3nBhqrn81snFPIZPt2jd2ey+HDNiwWCyEhoYSEhDTcLJZfNgphYeEcPXoUpfKx2Y4QGJhPSEhKC2s3KGWcRN650xhaEqIjJPkL4QQWi4WBAwcycOBAqqpg+XJjr1xrBzabreFWVFSIzWajpqaWkBBL3YbAQmlpKXZ7JRbLM0RGXk5ISOIJ11dbC0eOuOd3E75Jkr8QTlZb+8tYv1IBhIZ2ITS0aeWQw1GLzWav2yhUERkZgdaPo5SF3r1bnSTfQGtjPUJ0lCR/IZwsJMRIzlq3finpgIBAunTpQpcuXdBac+jQXKqrS4iPfwyl2v6zDAyERhWgQpw0mScohJMFBUFCgtGcrT3y8hZht2fRr99KAgLaLiOtJ409RWdI8hfCBdLSjK6cbamuPkRR0Tqqqn5mz55L2b37PHbvPo/i4vdafY3DYdyOO+csxEmRYR8hXOB3v4P169teLji4D4MHn9xkxpISuOgio+JHiI6SPX8hXODcc6F7d6iqcu771p9HkN4+orMk+QvhAoGBMHmyMfTjzA4qJSUwdCj86lfOe0/hnyT5C+Ei11xjJOniYue8n91ulJCuXNl6FZEQ7SXJXwgXCQiAFSuM4Z+Sks69V3U1lJfD/PlwXANQITpEkr8QLtS3L/zzn0Z3z6Kijg0BVVQYif/BB42jCSGcQZK/EC6WkgJvvw1nnWVsACoq2rcRqKkx2jd36QIvvAC33OL6WIX/kOQvhBv07g0vvwyPPAIxMVBaanTlLC832jRobdTuV1UZG4jiYmOS2I03wsaNMHq02b+B8DVS5y+EmygFV10FV1wBmzbBhx8a//78s5HoAwOhTx8YNQrOPx8uvRRcdIVJIST5C+FuAQFw5pnGTQizyLCPEEL4IUn+QgjhhyT5CyGEH5LkL4QQfkiSvxBC+CFJ/kII4Yck+QshhB9S2pn9Zp1IKXUU2OfEt4wB8p34fr5KPqe2yWfUPvI5tY+zP6f+WuvYthby2OTvbEqpzVrrNLPj8HTyObVNPqP2kc+pfcz6nGTYRwgh/JAkfyGE8EP+lPyfNTsALyGfU9vkM2of+Zzax5TPyW/G/IUQQvzCn/b8hRBC1PHZ5K+UukYp9aNSyqGUavVMulLqMqXUbqXUXqXUDHfG6AmUUj2UUhuUUnvq/o1qZblapdS2utt6d8dphra+G0qpEKXUP+ue/59SKtH9UZqvHZ/TrUqpo42+P7ebEaeZlFKrlFJHlFI7WnleKaUeq/sMf1BKjXJ1TD6b/IEdwO+Bz1tbQCkVCDwB/B8wBLheKTXEPeF5jBnAx1rrU4CP635uSaXWekTdbaz7wjNHO78btwGFWusBwEpgiXujNN9J/A39s9H353m3BukZXgQuO8Hz/wecUncbBzzl6oB8NvlrrX/SWu9uY7EzgL1aa6vW2g68Blzh+ug8yhXAmrr7a4ArTYzFk7Tnu9H4s3sDuFAppdwYoyeQv6F20Fp/DhScYJErgJe04Rugu1Kqjytj8tnk305xQE6jn3PrHvMnvbTWh+ru5wG9WlkuVCm1WSn1jVLKHzYQ7fluNCyjta4BioFot0TnOdr7N3R13XDGG0qpfu4Jzau4PRd59WUclVIfAb1beGqW1vrf7o7HU53oc2r8g9ZaK6VaK//qr7U+oJRKBjYqpbZrrTOdHavwSf8BXtVa25RSd2IcLV1gckx+z6uTv9b6ok6+xQGg8V5IfN1jPuVEn5NS6rBSqo/W+lDdYeaRVt7jQN2/VqXUp8BIwJeTf3u+G/XL5CqlgoBI4Jh7wvMYbX5OWuvGn8nzwFI3xOVt3J6L/H3YZxNwilIqSSllAa4D/KKSpZH1wC11928Bmh0xKaWilFIhdfdjgHOAnW6L0Bzt+W40/uz+AGzU/jdxps3P6bix67HAT26Mz1usB26uq/o5CyhuNBzrGlprn7wBV2GMm9mAw8AHdY/3Bd5ttNxvgZ8x9mJnmR23CZ9TNEaVzx7gI6BH3eNpwPN1938NbAe+r/v3NrPjdtNn0+y7AcwFxtbdDwVeB/YC3wLJZsfsoZ/TIuDHuu/PJ8CpZsdswmf0KnAIqK7LS7cB44Hxdc8rjKqpzLq/sTRXxyQzfIUQwg/5+7CPEEL4JUn+QgjhhyT5CyGEH5LkL4QQfkiSvxBC+CFJ/kII4Yck+QshhB+S5C+EEH7o/wNFo2AX2TB09QAAAABJRU5ErkJggg==\n", 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\n", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -537,15 +528,14 @@ "\n", "spsa = SPSA(max_trials=300)\n", "ry = RY(qubitOp.num_qubits, depth=5, entanglement='linear')\n", - "vqe = VQE(qubitOp, ry, spsa, 'grouped_paulis')\n", + "vqe = VQE(qubitOp, ry, spsa)\n", "\n", "backend = BasicAer.get_backend('qasm_simulator')\n", - "quantum_instance = QuantumInstance(backend, shots=1024, seed=seed, seed_transpiler=seed)\n", + "quantum_instance = QuantumInstance(backend, shots=1024, seed_simulator=seed, seed_transpiler=seed)\n", "\n", "result = vqe.run(quantum_instance)\n", "\n", "\"\"\"declarative approach, update the param from the previous cell.\n", - "params['algorithm']['operator_mode'] = 'grouped_paulis'\n", "params['backend']['provider'] = 'qiskit.BasicAer'\n", "params['backend']['name'] = 'qasm_simulator'\n", "params['backend']['shots'] = 1024\n", @@ -588,14 +578,12 @@ }, { "data": { - "image/png": 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\n", 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\n", 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\n", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -706,20 +692,18 @@ "name": "stdout", "output_type": "stream", "text": [ - "order = (0, 1, 2) Distance = 231.0\n", - "Best order from brute force = (0, 1, 2) with total distance = 231.0\n" + "order = (0, 1, 2) Distance = 79.0\n", + "Best order from brute force = (0, 1, 2) with total distance = 79.0\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -829,23 +813,21 @@ "name": "stdout", "output_type": "stream", "text": [ - "energy: -600115.5\n", - "tsp objective: 231.0\n", + "energy: -600039.5\n", + "tsp objective: 79.0\n", "feasible: True\n", - "solution: [2, 1, 0]\n", - "solution objective: 231.0\n" + "solution: [1, 2, 0]\n", + "solution objective: 79.0\n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -885,7 +867,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, "metadata": { "scrolled": true }, @@ -894,23 +876,21 @@ "name": "stdout", "output_type": "stream", "text": [ - "energy: -590938.6460660461\n", - "time: 20.48488998413086\n", + "energy: -581599.7061630379\n", + "time: 148.96690106391907\n", "feasible: True\n", - "solution: [2, 1, 0]\n", - "solution objective: 231.0\n" + "solution: [0, 1, 2]\n", + "solution objective: 79.0\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -919,16 +899,15 @@ "\n", "spsa = SPSA(max_trials=300)\n", "ry = RY(qubitOp.num_qubits, depth=5, entanglement='linear')\n", - "vqe = VQE(qubitOp, ry, spsa, 'matrix')\n", + "vqe = VQE(qubitOp, ry, spsa)\n", "\n", "backend = BasicAer.get_backend('statevector_simulator')\n", - "quantum_instance = QuantumInstance(backend, seed=seed, seed_transpiler=seed)\n", + "quantum_instance = QuantumInstance(backend, seed_simulator=seed, seed_transpiler=seed)\n", "\n", "result = vqe.run(quantum_instance)\n", "\"\"\"\n", "algorithm_cfg = {\n", - " 'name': 'VQE',\n", - " 'operator_mode': 'matrix'\n", + " 'name': 'VQE'\n", "}\n", "\n", "optimizer_cfg = {\n", @@ -964,9 +943,31 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 20, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "energy: -588321.16796875\n", + "time: 1546.7725381851196\n", + "feasible: True\n", + "solution: [2, 1, 0]\n", + "solution objective: 79.0\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# run quantum algorithm with shots\n", "\n", @@ -974,15 +975,14 @@ "\n", "spsa = SPSA(max_trials=300)\n", "ry = RY(qubitOp.num_qubits, depth=5, entanglement='linear')\n", - "vqe = VQE(qubitOp, ry, spsa, 'grouped_paulis')\n", + "vqe = VQE(qubitOp, ry, spsa)\n", "\n", "backend = BasicAer.get_backend('qasm_simulator')\n", - "quantum_instance = QuantumInstance(backend, shots=1024, seed=seed, seed_transpiler=seed)\n", + "quantum_instance = QuantumInstance(backend, shots=1024, seed_simulator=seed, seed_transpiler=seed)\n", "\n", "result = vqe.run(quantum_instance)\n", "\n", "\"\"\"update params in the previous cell\n", - "params['algorithm']['operator_mode'] = 'grouped_paulis'\n", "params['backend']['provider'] = 'qiskit.BasicAer'\n", "params['backend']['name'] = 'qasm_simulator'\n", "params['backend']['shots'] = 1024\n", @@ -1009,9 +1009,31 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 21, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "energy: -2889.5\n", + "tsp objective: 79.0\n", + "feasible: True\n", + "solution: [1, 2, 0]\n", + "solution objective: 79.0\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "ee = ExactEigensolver(qubitOp_docplex, k=1)\n", "result = ee.run()\n", @@ -1038,9 +1060,9 @@ "metadata": { "anaconda-cloud": {}, "kernelspec": { - "display_name": "Python 3", + "display_name": "Quantum (Dev)", "language": "python", - "name": "python3" + "name": "quantum-dev" }, "language_info": { "codemirror_mode": { @@ -1053,35 +1075,6 @@ "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.3" - }, - "varInspector": { - "cols": { - "lenName": 16, - "lenType": 16, - "lenVar": 40 - }, - "kernels_config": { - "python": { - "delete_cmd_postfix": "", - "delete_cmd_prefix": "del ", - "library": "var_list.py", - "varRefreshCmd": "print(var_dic_list())" - }, - "r": { - "delete_cmd_postfix": ") ", - "delete_cmd_prefix": "rm(", - "library": "var_list.r", - "varRefreshCmd": "cat(var_dic_list()) " - } - }, - "types_to_exclude": [ - "module", - "function", - "builtin_function_or_method", - "instance", - "_Feature" - ], - "window_display": false } }, "nbformat": 4, diff --git a/qiskit/advanced/aqua/optimization/vehicle_routing.ipynb b/qiskit/advanced/aqua/optimization/vehicle_routing.ipynb index aa20fc68d..030de05ff 100644 --- a/qiskit/advanced/aqua/optimization/vehicle_routing.ipynb +++ b/qiskit/advanced/aqua/optimization/vehicle_routing.ipynb @@ -223,7 +223,8 @@ "# Qiskit packages\n", "from qiskit.quantum_info import Pauli\n", "from qiskit.aqua.input import EnergyInput\n", - "from qiskit.aqua import Operator, run_algorithm\n", + "from qiskit.aqua import run_algorithm\n", + "from qiskit.aqua.operators import WeightedPauliOperator\n", "\n", "# setup aqua logging\n", "import logging\n", @@ -616,7 +617,7 @@ " def check_hamiltonian(self):\n", "\n", " cz, op = self.construct_hamiltonian()\n", - " Op = Operator(paulis=op)\n", + " Op = WeightedPauliOperator(paulis=op)\n", "\n", " qubitOp, offset = Op, 0\n", " algo_input = EnergyInput(qubitOp)\n", @@ -641,15 +642,14 @@ " def vqe_solution(self):\n", "\n", " cz, op = self.construct_hamiltonian()\n", - " Op = Operator(paulis=op)\n", + " Op = WeightedPauliOperator(paulis=op)\n", "\n", " qubitOp, offset = Op, cz\n", " algo_input = EnergyInput(qubitOp)\n", "\n", "\n", " algorithm_cfg = {\n", - " 'name': 'VQE',\n", - " 'operator_mode': 'paulis'\n", + " 'name': 'VQE'\n", " }\n", "\n", " optimizer_cfg = {\n", @@ -723,7 +723,7 @@ "outputs": [], "source": [ "# Instantiate the quantum optimizer class with parameters: \n", - "quantum_optimizer = QuantumOptimizer(instance,n,K, 100)" + "quantum_optimizer = QuantumOptimizer(instance, n, K, 100)" ] }, { @@ -846,7 +846,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -887,22 +887,22 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "[1 1 1 0 0 1]\n", - "12434.909288240102\n" + "[1 1 1 0 1 0]\n", + "132.11148115684045\n" ] } ], "source": [ "from qiskit import BasicAer\n", "from qiskit.aqua import QuantumInstance\n", - "from qiskit.aqua import Operator, run_algorithm\n", + "from qiskit.aqua import run_algorithm\n", "from qiskit.aqua.input import EnergyInput\n", "from qiskit.aqua.algorithms import VQE, QAOA, ExactEigensolver\n", "from qiskit.aqua.components.optimizers import COBYLA\n", @@ -915,9 +915,9 @@ "cobyla = COBYLA()\n", "cobyla.set_options(maxiter=250)\n", "ry = RY(qubitOp.num_qubits, depth=3, entanglement='full')\n", - "vqe = VQE(qubitOp, ry, cobyla, 'matrix')\n", + "vqe = VQE(qubitOp, ry, cobyla)\n", "vqe.random_seed = seed\n", - "quantum_instance = QuantumInstance(backend=backend, seed=seed, seed_transpiler=seed)\n", + "quantum_instance = QuantumInstance(backend=backend, seed_simulator=seed, seed_transpiler=seed)\n", "result = vqe.run(quantum_instance)\n", "# print(result)\n", "x_quantum2 = get_vehiclerouting_solution(instance, n, K, result)\n", @@ -929,9 +929,9 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Quantum (Dev)", "language": "python", - "name": "python3" + "name": "quantum-dev" }, "language_info": { "codemirror_mode": { @@ -944,35 +944,6 @@ "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.3" - }, - "varInspector": { - "cols": { - "lenName": 16, - "lenType": 16, - "lenVar": 40 - }, - "kernels_config": { - "python": { - "delete_cmd_postfix": "", - "delete_cmd_prefix": "del ", - "library": "var_list.py", - "varRefreshCmd": "print(var_dic_list())" - }, - "r": { - "delete_cmd_postfix": ") ", - "delete_cmd_prefix": "rm(", - "library": "var_list.r", - "varRefreshCmd": "cat(var_dic_list()) " - } - }, - "types_to_exclude": [ - "module", - "function", - "builtin_function_or_method", - "instance", - "_Feature" - ], - "window_display": false } }, "nbformat": 4,