diff --git a/requirements-dev.txt b/requirements-dev.txt index f697d0146..1c89c14c4 100644 --- a/requirements-dev.txt +++ b/requirements-dev.txt @@ -1,4 +1,4 @@ -qiskit +qiskit>=0.38.0 jupyter sphinx nbsphinx @@ -8,4 +8,4 @@ scikit-learn matplotlib qiskit[visualization] cvxpy -pyscf \ No newline at end of file +pyscf diff --git a/tutorials/algorithms/01_algorithms_introduction.ipynb b/tutorials/algorithms/01_algorithms_introduction.ipynb index 0d620d0d6..2a49adffe 100644 --- a/tutorials/algorithms/01_algorithms_introduction.ipynb +++ b/tutorials/algorithms/01_algorithms_introduction.ipynb @@ -50,7 +50,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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", 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" ] @@ -311,7 +311,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3.10.6 ('venv': venv)", "language": "python", "name": "python3" }, @@ -325,7 +325,12 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.4" + "version": "3.10.6" + }, + "vscode": { + "interpreter": { + "hash": "f8729fd834348017bca17aea688b306f536a675180840f7307eb909fff39c285" + } } }, "nbformat": 4, diff --git a/tutorials/algorithms/02_vqe_advanced_options.ipynb b/tutorials/algorithms/02_vqe_advanced_options.ipynb index 5bb96a1e8..a15ecc7bc 100644 --- a/tutorials/algorithms/02_vqe_advanced_options.ipynb +++ b/tutorials/algorithms/02_vqe_advanced_options.ipynb @@ -150,7 +150,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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", 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" ] @@ -205,12 +205,12 @@ }, { "cell_type": "markdown", - "source": [ - "You can now plot the difference between the `VQE` solution and this exact reference value as the algorithm converges towards the minimum energy." - ], "metadata": { "collapsed": false - } + }, + "source": [ + "You can now plot the difference between the `VQE` solution and this exact reference value as the algorithm converges towards the minimum energy." + ] }, { "cell_type": "code", @@ -219,7 +219,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", 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" ] @@ -318,7 +318,7 @@ "outputs": [ { "data": { - "image/png": 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SRGamaeNL9OHmvXp7zc7QcQAAABAIJTvJLh/dTx0Lc/kAJAAAQBajZCdZu/wcTTmtv55dvElb9laEjgMAAIAAKNkpMHX8AFXVuB55a33oKAAAAAggSMk2sylmtsTMas2s3u97j477nZltMbPFrZmvpQb37KCzh/XQQ2+tU3VNbeg4AAAAaGWhRrIXS7pK0mtHOe4Pki5OeZoUmDq+RJt2V+ilD7eEjgIAAIBWFqRku/tSd1/WhONek7SjFSIl3Xkn9lLfzoWaPocPQAIAAGQb5mSnSG5OTNeNG6DXV2zTyq3loeMAAACgFaWsZJvZi2a2uJ7b5Sl6vZvMbL6ZzU+Xbyb6/Nj+yssxPTh3XegoAAAAaEUp+8ZHdz8/Vedu4PXukXSPJJWWlnprvnZDenUs1MUj+ujRBev1fy46Xu3z+YJNAACAbMB0kRS7YUKJ9lZU6y+LNoaOAgAAgFYSagm/K82sTNIESU+b2XPR9r5m9kzCcQ9LmiPpBDMrM7Mvh8jbEqUlXXXicR31wJy1ck+LAXYAAACkWKjVRWa6e7G7F7h7b3e/KNq+0d0vTTjuWnfv4+550fH3hcjbEmamqeNL9MGmPXpn/a7QcQAAANAKmC7SCq4Y008dCnJZzg8AACBLULJbQYeCXH321H56+r1N2l5eGToOAAAAUoyS3Uqmji/RwZpa/Wl+WegoAAAASDFKdisZ1rujxg/uphlz16qmlg9AAgAAZDJKdiu6YcJAbdh1QK8s2xI6CgAAAFKIkt2KLjipt3p1LND0uXwAEgAAIJNRsltRXk5M154+QK9+tFVrt+8LHQcAAAApQsluZdeNG6CYmR6cty50FAAAAKQIJbuV9e5UqItO7q0/zV+viqqa0HEAAACQApTsAKaOL9Gu/VV66r1NoaMAAAAgBSjZAUwY3F1De3XQ9DlrQkcBAABAClCyAzAzTRtfonfLduvd9btCxwEAAECSUbIDufLUfmqfn6MZLOcHAACQcSjZgXQqzNMVY/rpL+9u1M59B0PHAQAAQBJRsgOaNr5EldW1emxBWegoAAAASCJKdkDD+3TS2IFdNWPeWtXWeug4AAAASBJKdmBTx5do7fb9em351tBRAAAAkCSU7MAuGdFHPTrk8wFIAACADELJDiw/N6Zrxg7QSx9u0fod+0PHAQAAQBJQstPAteMGyCQ99Na60FEAAACQBJTsNNCvSzudP7y3Hnl7vSqra0LHAQAAQAtRstPEtAkl2rHvoP73/c2howAAAKCFKNlp4swhPTSoR5Gm8wFIAACANo+SnSZiMdP14wZowdqdWrJxd+g4AAAAaAFKdhqZclp/FebFWM4PAACgjaNkp5HO7fN0+ah+euKdjdp9oCp0HAAAABwjSnaamTahRAeqavT4grLQUQAAAHCMKNlpZkS/zhozoItmzF0rdw8dBwAAAMeAkp2Gpo0v0apt+/Tmyu2howAAAOAYULLT0KWn9FG3onw9MGdN6CgAAAA4BpTsNFSYl6PPl/bXCx98rE27D4SOAwAAgGaiZKep68cNkEt6eN660FEAAADQTJTsNNW/W3ude0IvPfz2eh2srg0dBwAAAM1AyU5j0yaUaOveSj23ZHPoKAAAAGgGSnYamzisp/p3a6fpfAMkAABAm0LJTmOxmGnquBK9tXqHlm3eGzoOAAAAmoiSneamlPZXfm5M0+euCR0FAAAATUTJTnPdivL16ZF9NXPhBu2tqAodBwAAAE1AyW4Dpk0o0b6DNXrinQ2howAAAKAJKNltwKjizjqlX2c9MGet3D10HAAAABwFJbsNMDNNm1Ci5VvKNW/1jtBxAAAAcBSU7Dbi0yP7qnO7PJbzAwAAaAOClGwzm2JmS8ys1sxKGzimv5m9bGYfRMd+s7VzppN2+Tmaclqxnlu8WVv2VISOAwAAgEaEGsleLOkqSa81cky1pO+4+0mSxku6xcxOao1w6Wrq+BJV17oefmt96CgAAABoRJCS7e5L3X3ZUY7Z5O4Lo/t7JS2V1K818qWrgT2KdM7xPfXQW2tVVVMbOg4AAAAa0CbmZJvZQEljJM1r5JibzGy+mc3funVrq2VrbdPGl+jjPZV6aenHoaMAAACgASkr2Wb2opktrud2eTPP00HS45K+5e57GjrO3e9x91J3L+3Zs2dL46etySf2Ur8u7fTAHD4ACQAAkK5yU3Vidz+/pecwszzFC/aD7v7nlqdq+3JipuvGDdB/PbdMK7bs1dBeHUNHAgAAwBHSdrqImZmk+yQtdffbQ+dJJ1eP7a+8HNOMuetCRwEAAEA9Qi3hd6WZlUmaIOlpM3su2t7XzJ6JDjtT0jRJk81sUXS7NETedNOjQ4EuPaWPHl9Qpn2V1aHjAAAA4AihVheZ6e7F7l7g7r3d/aJo+0Z3vzS6/7q7m7uPdPfR0e2Zxs+cPW6YUKK9ldV6ctHG0FEAAABwhLSdLoLGnTqgq4b36aQH5qyRu4eOAwAAgASU7DbKzDRtfIk+3LxXC9buDB0HAAAACSjZbdgVY/qqY0Gups9lOT8AAIB0Qsluw9rn5+qzpxXrmfc3aVt5Zeg4AAAAiFCy27ip40tUVeN65O31oaMAAAAgQslu44b26qAzh3bXQ/PWqaaWD0ACAACkA0p2Bpg2vkQbdh3QrA+3hI4CAAAAUbIzwvnDe+u4ToV8ABIAACBNULIzQG5OTNeNG6DXPtqq1dv2hY4DAACQ9SjZGeKasf2VGzM9yGg2AABAcJTsDNGrU6EuGnGcHl1QpgMHa0LHAQAAyGqU7AwybXyJdh+o0l/f3Rg6CgAAQFajZGeQcYO66fjeHfTA3DVyZzk/AACAUCjZGcTMNG18iRZv2KN3y3aHjgMAAJC1KNkZ5oox/VSUn6Ppc/gAJAAAQCiU7AzTsTBPV51arL++t1E79h0MHQcAACArUbIz0NTxJTpYXatH568PHQUAACArUbIz0AnHddTpg7ppxry1qq3lA5AAAACtjZKdoW6YUKL1Ow7o1Y+2ho4CAACQdSjZGerCk45Tz44Fms43QAIAALQ6SnaGys+N6dqx/fXysi1av2N/6DgAAABZhZKdwa4dN0AxM82Yx2g2AABAa6JkZ7A+ndvpguG99ae316uiqiZ0HAAAgKxByc5w0yaUaOf+Kj3z/qbQUQAAALIGJTvDnTGkuwb3LNIDfAMkAABAq6FkZzgz07TxJVq0fpfeL9sdOg4AAEBWoGRngatOLVa7vBzNYDk/AACAVkHJzgKd2+XpijF99eS7G7R7f1XoOAAAABmPkp0lpo4vUUVVrR5dsD50FAAAgIxHyc4SJ/ftrNNKuurBeetUW+uh4wAAAGQ0SnYWmTa+RKu37dMbK7eFjgIAAJDRKNlZ5JJTjlP3onyW8wMAAEgxSnYWKcjN0dVj++ulpR9rw64DoeMAAABkLEp2lrlu3AC5pIfnrQsdBQAAIGNRsrNMcdf2Ou/EXvrj2+tUWV0TOg4AAEBGomRnoWkTBmpb+UE9u3hz6CgAAAAZiZKdhc4e2kMl3dvzDZAAAAApQsnOQrGYaeq4Er29ZqeWbtoTOg4AAEDGoWRnqSmlxSrIjWk6o9kAAABJR8nOUl3a5+szo/rqiXc2aE9FVeg4AAAAGYWSncWmTSjR/oM1mrlwQ+goAAAAGSVIyTazKWa2xMxqzay0gWMKzewtM3s3OvYnrZ0z040s7qJR/bto+ty1cvfQcQAAADJGqJHsxZKukvRaI8dUSprs7qMkjZZ0sZmNb4VsWWXa+BKt2FKuOau2h44CAACQMYKUbHdf6u7LjnKMu3t59DAvujHcmmSXjeyjLu3zWM4PAAAgidJ6TraZ5ZjZIklbJL3g7vMCR8o4hXk5urq0v55b8rE2764IHQcAACAjpKxkm9mLZra4ntvlTT2Hu9e4+2hJxZJON7MRjbzeTWY238zmb926NQnvIHtcN26Aat318FvrQkcBAADICCkr2e5+vruPqOf25DGca5eklyVd3Mgx97h7qbuX9uzZswXJs09J9yJNPL6nHn5rnapqakPHAQAAaPPSdrqImfU0sy7R/XaSLpD0YdBQGWza+BJt2Vup55d8HDoKAABAmxdqCb8rzaxM0gRJT5vZc9H2vmb2THRYH0kvm9l7kt5WfE72UyHyZoNJJ/RScdd2mj53TegoAAAAbV5uiBd195mSZtazfaOkS6P770ka08rRslZOzHT9uBL9x7MfavnHezWsd8fQkQAAANqstJ0ugtb3+dJi5efEWM4PAACghSjZOKR7hwJdNrKPHl+4QeWV1aHjAAAAtFmUbBxm6oQSlVdW64l3NoSOAgAA0GZRsnGYMf276OS+nTRj7lq58wWbAAAAx4KSjcOYmW6YUKIPN+/V22t2ho4DAADQJlGy8QmfGdVPHQtzNZ0PQAIAABwTSjY+oV1+jqac1l/PLt6kLXsrQscBAABocyjZqNfU8QNUVeN65K31oaMAAAC0OZRs1Gtwzw46e1gPPfTWOlXX1IaOAwAA0KZQstGgqeNLtGl3hV76cEvoKAAAAG0KJRsNOu/EXurbuZBvgAQAAGgmSjYalJsT03XjBmj28m1atbU8dBwAAIA2g5KNRn1+bH/l5ZhmzF0XOgoAAECbQclGo3p1LNTFI/ro0QXrtf9gdeg4AAAAbQIlG0d1w4QS7a2o1l8WbQwdBQAAoE2gZOOoSku66sTjOuqBOWvl7qHjAAAApD1KNo7KzDR1fIk+2LRH76zfFToOAABA2qNko0muHNNPHQpyNX0Oy/kBAAAcDSUbTVJUkKvPntpPT7+3SdvLK0PHAQAASGuUbDTZ1PElOlhTqz/NLwsdBQAAIK1RstFkw3p31ITB3TVj7lrV1PIBSAAAgIZQstEs0yaUaMOuA3pl2ZbQUQAAANIWJRvNcsFJvdWrY4Gmz+UDkAAAAA2hZKNZ8nJiuvb0AXr1o61au31f6DgAAABpiZKNZrtu3ADFzPTgvHWhowAAAKQlSjaarXenQl10cm/9af56VVTVhI4DAACQdijZOCZTx5do1/4qPfXeptBRAAAA0g4lG8dkwuDuGtqrg6bPWRM6CgAAQNqhZOOYmJmmjS/Ru2W79e76XaHjAAAApBVKNo7Zlaf2U/v8HM1gOT8AAIDDULJxzDoV5unKMf30l3c3aue+g6HjAAAApA1KNlpk6vgSVVbX6rEFZaGjAAAApA1KNlpkeJ9OGjuwq2bMW6vaWg8dBwAAIC1QstFiU8eXaO32/Zq9YlvoKAAAAGmBko0Wu2REH/XokM9yfgAAABFKNlosPzema8YO0EsfbtH6HftDxwEAAAiOko2kuHbcAJmkh99aFzoKAABAcJRsJEW/Lu10/vDeeuTt9aqsrgkdBwAAIChKNpJm2oQSbd93UP/7/ubQUQAAAIKiZCNpzhzSQ4N6FGk63wAJAACyHCUbSROLmaaOL9GCtTu1ZOPu0HEAAACCoWQjqT53arEK82KawWg2AADIYkFKtplNMbMlZlZrZqVHOTbHzN4xs6daKx+OXef2ebp8VD898c5G7T5QFToOAABAEKFGshdLukrSa0049puSlqY2DpJp2oQSHaiq0eMLykJHAQAACCJIyXb3pe6+7GjHmVmxpE9Jujf1qZAsI/p11pgBXTRj7lq5e+g4AAAArS7d52T/QtJ3JdUe7UAzu8nM5pvZ/K1bt6Y8GBo3bXyJVm3bpzdXbg8dBQAAoNWlrGSb2Ytmtrie2+VNfP5lkra4+4KmHO/u97h7qbuX9uzZs0XZ0XKXntJH3YryNX0OH4AEAADZJzdVJ3b381t4ijMlfcbMLpVUKKmTmc1w96ktT4dUK8zL0edL++u3s1dp0+4D6tO5XehIAAAArSZtp4u4+/fdvdjdB0q6RtIsCnbbcv24Aap118Pz1oWOAgAA0KpCLeF3pZmVSZog6Wkzey7a3tfMngmRCcnXv1t7nXtCLz389nodrD7qtHoAAICMEWp1kZnRKHWBu/d294ui7Rvd/dJ6jn/F3S9r/aRoqWkTSrR1b6WeW7I5dBQAAIBWk7bTRZAZJg7rqf7d2mk63wAJAACyCCUbKRWLmaaOK9Fbq3do2ea9oeMAAAC0Cko2Uu7zpf2VnxvT9LlrQkcBAABoFZRspFzXonx9emRfzVy4QXsrqkLHAQAASDlKNlrFtAkl2newRk+8syF0FAAAgJSjZKNVjO7fRSOLO2v63LVy99BxAAAAUoqSjVYzdXyJPvq4XPNW7wgdBQAAIKUo2Wg1nx7ZV53b5bGcHwAAyHiUbLSadvk5mnJasZ5bvFlb9lSEjgMAAJAylGy0qqnjS1Rd63r4rfWhowAAAKQMJRutamCPIp1zfE899NZaVdXUho4DAACQEpRstLpp40v08Z5KvbT049BRAAAAUqJJJdvMfmZmJ6c6DLLD5BN7qV+XdvrDm2tCRwEAAEiJpo5kL5V0j5nNM7Ovm1nnVIZCZsuJmb5wxkDNXbVDC9ftDB0HAAAg6ZpUst39Xnc/U9INkgZKes/MHjKzc1MZDpnrunED1LV9nu58aXnoKAAAAEnX5DnZZpYj6cTotk3Su5L+3sz+mKJsyGBFBbn6ytmD9fKyrXq/bHfoOAAAAEnV1DnZP5e0TNKlkv7N3U9z9/9w909LGpPKgMhc0yaUqFNhru56mdFsAACQWZo6kv2epFHu/jV3f+uIfacnOROyRKfCPH3hzEF6bsnH+nDzntBxAAAAkqapJftdSSeY2akJtyFmluvu/K4fx+xLZw5UUX6O7pq1InQUAACApGlqyb5b0lxJ90j6raQ5kh6VtMzMLkxRNmSBLu3zdcMZA/X0+5u0Ykt56DgAAABJ0dSSvVHSGHcvdffTFJ+HvUrSBZL+M1XhkB2+ctYgFebm6O6XGc0GAACZoakl+3h3X1L3wN0/kHSiu69KTSxkk+4dCnT9uAF68t2NWrt9X+g4AAAALdbUkv2Bmf3KzCZGt7ujbQWSqlKYD1nipnMGKydmuvvllaGjAAAAtFhTS/aNklZI+lZ0WyXpC4oXbL6QBi3Wq1Ohrh3bX48vLFPZzv2h4wAAALTIUUt29CU0z7j7z9z9yuj23+6+391r3Z1PqyEpvjZxiMykX7/KaDYAAGjbjlqy3b1GUq2ZdW6FPMhifbu00+dO668/vV2mzbsrQscBAAA4Zk2dLlIu6X0zu8/M7qi7pTIYstPNk4aoxl2/eY3RbAAA0HblNvG4P0c3IKX6d2uvK8f000Pz1unmSUPVs2NB6EgAAADN1qSRbHe/X9KfJM119/vrbqmNhmx186Qhqqqp1b2zWSESAAC0TU0q2Wb2aUmLJD0bPR5tZn9JYS5kscE9O+iykX01fe5a7dx3MHQcAACAZmvqnOwfSzpd0i5JcvdFkganJBEg6dbJQ7X/YI1+98bq0FEAAACaraklu8rddx+xrTbZYYA6x/fuqEtGHKc/vLFGuw/wfUcAAKBtaWrJXmJm10nKMbNhZnanpDdTmAvQrZOHam9lte5/c03oKAAAAM3S1JJ9m6STJVVKeljSHsW/+RFImZP7dtb5w3vpd2+sVnlldeg4AAAATdbU1UX2u/sP3H2su5dG9/m2EKTcbZOHadf+Kk2fszZ0FAAAgCZr6uoix5vZPWb2vJnNqrulOhwwqn8XnXN8T907e5X2H2Q0GwAAtA1NnS7yqKR3JP1Q0j8k3ICU+8bkodq+76AemrcudBQAAIAmaeo3Pla7+69SmgRoQOnAbpowuLvueW2Vpo4vUWFeTuhIAAAAjWrqSPZfzexmM+tjZt3qbilNBiS47byh2rK3Un+avz50FAAAgKNq6kj2jdGfiVNEXHwhDVrJhMHdVVrSVb9+ZaWuGTtA+blN/fkQAACg9TV1dZFB9dwo2Gg1Zqbbzhumjbsr9PjCstBxAAAAGtVoyTaz7ybcn3LEvn871hc1sylmtsTMas2stJHj1pjZ+2a2yMzmH+vrITOcM6yHRhV31t2vrFB1DV84CgAA0tfRRrKvSbj//SP2XdyC110s6SpJrzXh2HPdfbS7N1jGkR3MTLdOHqb1Ow7oyUUbQ8cBAABo0NFKtjVwv77HTebuS9192bE+H9nr/OG9NLxPJ/3PyytUU+uh4wAAANTraCXbG7hf3+NUcEnPm9kCM7upFV4Pac7MdNvkoVq1bZ+efn9T6DgAAAD1OtrqIqPMbI/io9btovuKHhc29kQze1HScfXs+oG7P9nEfGe5+wYz6yXpBTP70N3rnWISlfCbJGnAgAFNPD3aootPPk7DenXQXbOW67JT+igWO+ZfqgAAAKREoyPZ7p7j7p3cvaO750b36x7nHeW557v7iHpuTS3YcvcN0Z9bJM2UdHojx97j7qXuXtqzZ8+mvgTaoFjMdOvkofro43I9/8Hm0HEAAAA+IW0XGzazIjPrWHdf0oWKf2AS0GUj+2pQjyLdOWuF3JmbDQAA0kuQkm1mV5pZmaQJkp42s+ei7X3N7JnosN6SXjezdyW9Jelpd382RF6kn5yY6eZJQ7Rk4x7N+nBL6DgAAACHsUwcBSwtLfX581lWO9NV1dTq3P9+Rd07FOiJm8+QGXOzAQBA6zGzBQ0tM52200WAo8nLienmSUP17vpdmr18W+g4AAAAh1Cy0aZ99rR+6tO5UHfOWs7cbAAAkDYo2WjTCnJz9PWJQ/T2mp2au2pH6DgAAACSKNnIAFeP7a+eHQt056zloaMAAABIomQjAxTm5ehr5wzWmyu3a8FaRrMBAEB4lGxkhOvGDVC3onzdOWtF6CgAAACUbGSG9vm5+vJZg/TKsq16r2xX6DgAACDLUbKRMW6YUKLO7fIYzQYAAMFRspExOhbm6YtnDtQLH3yspZv2hI4DAACyGCUbGeWLZwxSh4Jc3cVoNgAACIiSjYzSuX2ebjyjRM8s3qQVW/aGjgMAALIUJRsZ58tnDVa7vBxGswEAQDCUbGScbkX5mjq+RH95d6NWb9sXOg4AAMhClGxkpK+cPUh5OTHd/TKj2QAAoPVRspGRenUs1LWnD9DMdzZo/Y79oeMAAIAsQ8lGxvr6xCGKmelXr64MHQUAAGQZSjYy1nGdCzWltFiPzS/Tpt0HQscBAABZhJKNjPb1iUNU667fvLoqdBQAAJBFKNnIaP27tdeVY/rp4bfWacveitBxAABAlqBkI+Pdcu5QVdXU6t7Zq0NHAQAAWYKSjYw3sEeRPjOqr2bMXasd+w6GjgMAALIAJRtZ4dbJQ3Wgqkb3vc7cbAAAkHqUbGSFob066tIRfXT/m2u1e39V6DgAACDDUbKRNW6dPFTlldX6/ZvMzQYAAKlFyUbWGN6nky44qbd+9/pq7a1gNBsAAKQOJRtZ5RuTh2lPRbUemLM2dBQAAJDBKNnIKqcUd9akE3rqvtdXa//B6tBxAABAhqJkI+vcNnmYduw7qAfnrgsdBQAAZChKNrLOaSVddebQ7vrNa6tUUVUTOg4AAMhAlGxkpdsmD9O28ko98vb60FEAAEAGomQjK40b1E1jB3bVr19dqcpqRrMBAEByUbKRlcxMt00epk27K/T4gg2h4wAAgAxDyUbWOntYD43q30V3v7JCVTW1oeMAAIAMQslG1jIzfWPyUJXtPKAn3mE0GwAAJA8lG1lt8om9dHLfTrr7lZWqqfXQcQAAQIagZCOrxedmD9Xqbfv01HsbQ8cBAAAZgpKNrHfhScfphN4dddesFaplNBsAACQBJRtZLxYz3TJ5qJZvKdezSzaHjgMAADIAJRuQ9KlT+mhwzyLdOWuF3BnNBgAALUPJBiTlxEy3TBqqpZv26MWlW0LHAQAAbRwlG4hcPrqvBnRrrztnLWc0GwAAtEiQkm1mU8xsiZnVmllpI8d1MbPHzOxDM1tqZhNaMyeyS25OTDdPGqL3ynbrteXbQscBAABtWKiR7MWSrpL02lGO+6WkZ939REmjJC1NdTBkt6tOLVbfzoW68yVGswEAwLELUrLdfam7L2vsGDPrLOkcSfdFzzno7rtaIR6yWH5uTF+fNETz1+7UnFXbQ8cBAABtVDrPyR4kaauk35vZO2Z2r5kVhQ6FzPf50v7q1bFAd760InQUAADQRqWsZJvZi2a2uJ7b5U08Ra6kUyX9yt3HSNon6XuNvN5NZjbfzOZv3bo1Ce8A2aowL0c3nTNYc1Zt1/w1O0LHAQAAbVDKSra7n+/uI+q5PdnEU5RJKnP3edHjxxQv3Q293j3uXurupT179mxpfGS568eVqHtRvu6YxWg2AABovrSdLuLumyWtN7MTok3nSfogYCRkkXb5OfrK2YP12kdbtWj9rtBxAABAGxNqCb8rzaxM0gRJT5vZc9H2vmb2TMKht0l60MzekzRa0r+1elhkrWkTStSlfZ7umrU8dBQAANDG5IZ4UXefKWlmPds3Sro04fEiSQ2uow2kUoeCXH3pzEG6/YWPtGTjbp3ct3PoSAAAoI1I2+kiQDq48YyB6liQq7uYmw0AAJqBkg00onO7PH3hzIH638Wb9dHHe0PHAQAAbQQlGziKL505SEX5OYxmAwCAJqNkA0fRtShfUyeU6Kn3NmrV1vLQcQAAQBtAyQaa4KtnD1Z+bkx3v7IydBQAANAGULKBJujRoUDXnV6ime9s0Pod+0PHAQAAaY6SDTTRTecMVo4Zo9kAAOCoKNlAEx3XuVCfH1usxxas18ZdB0LHAQAAaYySDTTD1ycOkbv0m1cZzQYAAA2jZAPNUNy1vT57arEefnu9tuypCB0HAACkKUo20Ew3nztENbWue15bFToKAABIU5RsoJlKuhfp8lF99eC8ddpeXhk6DgAASEOUbOAY3HzuUFVU1+je11eHjgIAANIQJRs4BkN7ddCnTumjB95co137D4aOAwAA0gwlGzhGt04eqn0Ha/S7N9aEjgIAANIMJRs4Rice10kXndxbv39jtfZUVIWOAwAA0gglG2iB2yYP096Kak2fszZ0FAAAkEYo2UALjOjXWZNP7KV7Z6/Svsrq0HEAAECaoGQDLXTr5KHaub9KD85jNBsAAMRRsoEWOnVAV501tIfueW21KqpqQscBAABpgJINJMFtk4dqW3mlHn5rXegoAAAgDVCygSQYN7i7Th/UTb95dZUqqxnNBgAg21GygST5xuRh2rynQo/OLwsdBQAABEbJBpLkzKHdNWZAF/3qlZWqqqkNHQcAAAREyQaSxMz0jcnDtGHXAc1cuCF0HAAAEBAlG0iiSSf01Cn9Out/XlmhakazAQDIWpRsIInMTLdOHqq12/frr+9tDB0HAAAEQskGkuyC4b114nEdddesFaqp9dBxAABAAJRsIMlisfho9sqt+/S/izeFjgMAAAKgZAMpcMmIPhrSs0h3zVqhWkazAQDIOpRsIAVyotHsDzfv1YtLPw4dBwAAtDJKNpAinx7ZVyXd2+vOWSvkzmg2AADZhJINpEhuTkw3Txqi9zfs1isfbQ0dBwAAtCJKNpBCV44pVr8u7XTnS8sZzQYAIItQsoEUys+N6euThmjhul16c+X20HEAAEAroWQDKTbltGL17lSgO15aHjoKAABoJZRsIMUK83L0tXOGaN7qHXpr9Y7QcQAAQCugZAOt4NrTB6hHh3zdOYvRbAAAsgElG2gF7fJz9NWzB2v28m16Z93O0HEAAECKUbKBVjJ1fIm6ts/TnbNWhI4CAABSjJINtJKiglx9+axBmvXhFi3esDt0HAAAkEKUbKAV3XDGQHUqzNVdjGYDAJDRgpRsM5tiZkvMrNbMShs45gQzW5Rw22Nm32rlqEBSdSrM0xfOHKRnl2zWss17Q8cBAAApEmoke7GkqyS91tAB7r7M3Ue7+2hJp0naL2lm68QDUudLZw5UUX6O7nqZ0WwAADJVkJLt7kvdfVkznnKepJXuvjZVmYDW0qV9vm44Y6Ceem+jVm4tDx0HAACkQFuZk32NpIdDhwCS5ctnDVJBbkz/w2g2AAAZKWUl28xeNLPF9dwub+Z58iV9RtKjRznuJjObb2bzt27d2pLoQMr16FCg68eV6MlFG7Vu+/7QcQAAQJKlrGS7+/nuPqKe25PNPNUlkha6+8dHeb173L3U3Ut79ux57MGBVvK1cwYrJ2a6+xVGswEAyDRtYbrItWKqCDJQr06FumZsfz2+sEwbdh0IHQcAACRRqCX8rjSzMkkTJD1tZs9F2/ua2TMJxxVJukDSn0PkBFLt6xOHSJJ+/crKwEkAAEAyhVpdZKa7F7t7gbv3dveLou0b3f3ShOP2uXt3d+fr8ZCR+nZpp8+dVqxH5q/Xx3sqQscBAABJ0hamiwAZ7e8mDlVNres3r64KHQUAACQJJRsIbED39rpidD899NZabSuvDB0HAAAkASUbSAO3nDtEB6tr9dvZjGYDAJAJKNlAGhjcs4MuG9lXM+as1c59B0PHAQAALUTJBtLErZOHat/BGv3+jdWhowAAgBaiZANp4vjeHXXJiOP0+zfXaE9FVeg4AACgBSjZQBq55dyh2ltRrfvfWBM6CgAAaAFKNpBGRvTrrPNO7KX73lit8srq0HEAAMAxomQDaea284Zp1/4qzZi7NnQUAABwjCjZQJoZ3b+Lzh7WQ/fOXqUDB2tCxwEAAMeAkg2koW+cN0zbyg/qobfWhY4CAACOASUbSENjB3bT+MHd9JtXV6qiitFsAADaGko2kKa+MXmYtuyt1KPz14eOAgAAmomSDaSpCUO667SSrvrVKyt1sLo2dBwAANAMlGwgTZmZbps8VBt3V+jPC8tCxwEAAM1AyQbS2MTje2pkcWfd/cpKVdcwmg0AQFtByQbSWHw0e5jW7divv7y7MXQcAADQRLmhAwBo3PnDe2l4n0764ROL9etXV6qoIFcdEm+FDdwvyFVRQa46FuYeek5BbkxmFvotAQCQ8SjZQJozM/386lG6b/Zq7a2oVnlltfZWVGvT7gqVV1RrX2W1yg9Wy/3o58rLsXpLelFBrjoeUczr7h9Z3Ouek5fDL8IAAGgIJRtoA048rpP+a8qoBvfX1roOVNUcKuD7Kqs/cf/QLdq2N7q/Y99Brdu+/9D+/U38lsmC3Nhho+d1Rb2umB+6f0RR/0SJL8hVTozRdQBAZqFkAxkgFouPUBcV5Kp3p5adq6bWte9gvIA3VMwPlfjK6H507OY9FSqPtu2tqFZlE5cebJ+fc3hJb2QaTN3+xGkwdffb5+UoRmEHAKQBSjaAw+TETJ0K89SpMK/F56qqqT1UuOuK+5HF/FCJP1h9aDrMvspqrd+x/9D98spqVdUcfT6MmVSUHy/e/bu10/cuGa7TSrq2+H0AANBclGwAKZOXE1OX9vnq0j6/xeeqrK75RDFPnAZTV9zrSvzs5dv0uV+/qWnjS/QPF52gjkn4oQEAgKaiZANoEwpyc1TQIUfdOxQ06fjyymr993PLdP+cNXp+ycf6lytG6IKTeqc4JQAAcSwPACAjdSjI1Y8/c7Ie/7sz1Lldnr76wHzd/OACbdlTEToaACALULIBZLRTB3TVU984S/9w0Ql6cekWnXf7q3po3jrV1jZhzUMAAI4RJRtAxsvLiemWc4fq2W+erZP7dtI/znxf1/x2rlZsKQ8dDQCQoSjZALLG4J4d9PBXx+s/PnuKPty0R5f+crbueGm5DjZxqUEAAJqKkg0gq5iZrh47QC9+Z6IuPLm3bn/hI11252wtWLszdDQAQAahZAPISr06Fuqu607V775QqvKKan3u12/qR08s1t6KqtDRAAAZgJINIKtNPrG3nv/7ibpxwkDNmLdWF9z+mp5fsjl0LABAG0fJBpD16pb7m3nzmerSPk83TV+gv5uxQB+z3B8A4BhRsgEgMrp/F/31tvhyfy99uEXn3/6qHpy3luX+AADNRskGgAR1y/09961zNKJvZ/1g5mJdcw/L/QEAmoeSDQD1GNSjSA99dZz+83Mjtezjvbr0l7P1yxdZ7g8A0DSUbABogJnp86X99eLfT9RFI47Tz1/8SJ+6Y7bmr9kROhoAIM1RsgHgKHp2LNCd147R778wVvsP1uhzv56jHz7xvvaw3B8AoAGUbABoonNP7KXnv32OvnTmID00b50uuP1VPcdyfwCAelCyAaAZigpy9f8+fZJm3nymurbP19emL9DXps9nuT8AwGEo2QBwDEZFy/199+IT9MqyrTr/Z69qxlyW+wMAxFGyAeAY5eXEdPOk+HJ/pxR31g+fWKyr75mjFVv2ho4GAAgsSMk2sylmtsTMas2stJHjvh0dt9jMHjazwtbMCQBNMbBHkR78yjj91+dGavmWcl3yy9n6+QsfqbK6JnQ0AEAgoUayF0u6StJrDR1gZv0kfUNSqbuPkJQj6ZrWiQcAzWNmmhIt93fJiD765UvL9ak7XtfbLPcHAFkpSMl296XuvqwJh+ZKamdmuZLaS9qY2mQA0DI9OhTojmvH6PdfHKsDB2s05ddz9IOZLPcHANkmbedku/sGSf8taZ2kTZJ2u/vzYVMBQNOce0J8ub8vnzVID78VX+7v2cUs9wcA2SJlJdvMXozmUh95u7yJz+8q6XJJgyT1lVRkZlMbOf4mM5tvZvO3bt2anDcBAC1QVJCrH10WX+6vW1GBvj5jgW56YL4272a5PwDIdOYebrkpM3tF0v9x9/n17Jsi6WJ3/3L0+AZJ49395qOdt7S01OfP/8QpASCYqppa3ff6av38hY+UnxPTdy85UdefPkCxmIWOBgA4Rma2wN3rXcQjbaeLKD5NZLyZtTczk3SepKWBMwHAMcnLienrE4fo+W+fo5H9O+tHTyzWlN/M0fKPWe4PADJRqCX8rjSzMkkTJD1tZs9F2/ua2TOS5O7zJD0maaGk96Os94TICwDJUtK9SDO+PE4/mzJKK7eW69I7Zut2lvsDgIwTdLpIqjBdBEBbsL28Uv/y1Ad6YtFGDelZpP/vqpE6fVC30LEAAE3UVqeLAEBG696hQL+4Zoz+8MWxqqyu1ed/M0ff//P72n2A5f4AoK2jZANAYJOi5f6+ctYgPfJ2fLm//31/kzLxN40AkC0o2QCQBtrn5+qHl52kJ285Sz07FujvHlyom6YvYLk/AGijKNkAkEZOKe6sJ285U9+/5ETNXr5V59/+qqbPWaPaWka1AaAtoWQDQJrJzYnpaxOH6PlvTdTo/l30oyeX6HO/flMfsdwfALQZlGwASFMDurfX9C+frts/P0qrt+3Tp+6YrdufX6aKKpb7A4B0R8kGgDRmZrrq1GK9+PcTddnIvrpj1gpdesdszVu1PXQ0AEAjKNkA0AZ071Cgn189Wvd/6XQdrK7V1ffM1ff//B7L/QFAmqJkA0AbMvH4nnr+2+fopnMG65G31+v821/VMyz3BwBph5INAG1M+/xc/eOlw/WXW89Sr44FuvnBhfrqAwu0afeB0NEAABFKNgC0USP6xZf7+8Glw/X6iq264PbXdP+ba1TDcn8AEBwlGwDasNycmL56zmC98O2JGjOgi/7pL/Hl/pZtZrk/AAiJkg0AGaB/t/Z64Eun6+dXj9La7ft12Z2z9TOW+wOAYCjZAJAhzExXjokv9/fpkX1156wVuvSXszWX5f4AoNVRsgEgw3QrytftV4/W9C+frqraWl1zz1x97/H3tHs/y/0BQGuhZANAhjp7WE89/62J+to5g/XogjKdd/urevo9lvsDgNZAyQaADNYuP0ffv3S4nrzlTB3XuUC3PLRQX7l/vjbuYrk/AEglSjYAZIER/TrriZvP1A8/NVxvrtyuC25/VX94YzXL/QFAilCyASBL5ObE9JWzB+v5b5+j0wZ204//+oE++6s39eHmPaGjAUDGsUycm1daWurz588PHQMA0pa768lFG/XPT32gPQeqNHV8iYq7tlPMTDGTcmKmWMyUY3/7M3FbTiy+msmR22MxfXJb3fZGzheLSTFL2F/P+cws9GUDgMOY2QJ3L61vX25rhwEAhGdmumJMP008vqf+9eml+sOba0JHOiozHV7aP1HIE8v7EaX90LH6xLZDP1RYQ+cy5Zii142255gKcmMqzMtRYW6OCvPi9w9ty4up4Ih9R+4vzM1RLMYPDkCmYiQbAKCKqhpV1dSqtlaqcVdNras2+rPufq2r3u1/+1MJx9a//cjnuzf8ejW1OuJYj45VIxniOWtrvZ7zqp5jvdH3fOh8dfcTzltZVauK6hpV1Rz7/0fzc2IqyEso5rl/K+BHlvWCQ9sTinrCvoIjCv0nzpMbL/kUeyB5GMkGADSqrpih+WpqXRVVNfFbda0qqmoOFfBD96tqose1qkw4riLaV1mdeD/+5/6D1dqxL36eQ+eI9le34AOr+bkxFeYeUcYTRtkLjizyuZ8chS+oe27ukSP49ZX/GFN9kJUo2QAAtEBOzFRUkKuigtb7X2p1TW1CUT+8oFcmFPrEfYfK+hGlvSLhB4LyymptKz8YP8dhPwzUqCUL0RTkxhQzU13XNsWnLFndg8RtdmjToWP+1tH/tv9v50rc9rcyb9b4MXWvfeS2+HGmxJ8LDmVNOG/iMRbtODzXJ/Nb9IKHnasu2xFZ0TyfPbVYV4zpFzrGYSjZAAC0Mbk5MXXIialDKxV7d1dVjR8x4n54kT/sceJxUfmvjaanukt+6M+/bat7HT/0mvH9h/YdOi5hW8IxRz5Ph23zhOfXnSt6rUPbovMckSvxeUp4rbrptn7YcX/7SeQT+et7P7WSq7b+XGiWg9W1oSN8AiUbAAA0ysyUn2vKz42pY2HoNEDbwDrZAAAAQJJRsgEAAIAko2QDAAAASUbJBgAAAJKMkg0AAAAkGSUbAAAASDJKNgAAAJBklGwAAAAgySjZAAAAQJJRsgEAAIAko2QDAAAASUbJBgAAAJKMkg0AAAAkGSUbAAAASDJKNgAAAJBklGwAAAAgySjZAAAAQJJRsgEAAIAkM3cPnSHpzGyrpLUBXrqHpG0BXret4no1D9erebhezcP1ah6uV/NxzZqH69U8oa5Xibv3rG9HRpbsUMxsvruXhs7RVnC9mofr1Txcr+bhejUP16v5uGbNw/VqnnS8XkwXAQAAAJKMkg0AAAAkGSU7ue4JHaCN4Xo1D9erebhezcP1ah6uV/NxzZqH69U8aXe9mJMNAAAAJBkj2QAAAECSUbKTwMx+Z2ZbzGxx6CxtgZn1N7OXzewDM1tiZt8MnSmdmVmhmb1lZu9G1+snoTO1BWaWY2bvmNlTobOkOzNbY2bvm9kiM5sfOk+6M7MuZvaYmX1oZkvNbELoTOnKzE6I/l3V3faY2bdC50pnZvbt6L/1i83sYTMrDJ0pnZnZN6NrtSTd/m0xXSQJzOwcSeWSHnD3EaHzpDsz6yOpj7svNLOOkhZIusLdPwgcLS2ZmUkqcvdyM8uT9Lqkb7r73MDR0pqZ/b2kUkmd3P2y0HnSmZmtkVTq7qzJ2wRmdr+k2e5+r5nlS2rv7rsCx0p7ZpYjaYOkce4e4rss0p6Z9VP8v/EnufsBM/uTpGfc/Q9hk6UnMxsh6Y+STpd0UNKzkr7u7iuCBoswkp0E7v6apB2hc7QV7r7J3RdG9/dKWiqpX9hU6cvjyqOHedGNn44bYWbFkj4l6d7QWZBZzKyzpHMk3SdJ7n6Qgt1k50laScE+qlxJ7cwsV1J7SRsD50lnwyXNc/f97l4t6VVJVwXOdAglG0GZ2UBJYyTNCxwlrUVTHxZJ2iLpBXfnejXuF5K+K6k2cI62wiU9b2YLzOym0GHS3CBJWyX9PpqOdK+ZFYUO1UZcI+nh0CHSmbtvkPTfktZJ2iRpt7s/HzZVWlss6Wwz625m7SVdKql/4EyHULIRjJl1kPS4pG+5+57QedKZu9e4+2hJxZJOj35FhnqY2WWStrj7gtBZ2pCz3P1USZdIuiWaAof65Uo6VdKv3H2MpH2Svhc2UvqLptV8RtKjobOkMzPrKulyxX+Y6yupyMymhk2Vvtx9qaT/kPS84lNFFkmqCZkpESUbQURzix+X9KC7/zl0nrYi+rX0y5IuDhwlnZ0p6TPRPOM/SppsZjPCRkpv0eiZ3H2LpJmKz29E/coklSX8NukxxUs3GneJpIXu/nHoIGnufEmr3X2ru1dJ+rOkMwJnSmvufp+7n+bu50jaKemj0JnqULLR6qIP8t0naam73x46T7ozs55m1iW6307SBZI+DBoqjbn799292N0HKv7r6VnuzkhQA8ysKPoAsqJpDxcq/itY1MPdN0tab2YnRJvOk8SHto/uWjFVpCnWSRpvZu2j/1eep/jnltAAM+sV/TlA8fnYD4VN9De5oQNkAjN7WNIkST3MrEzSP7n7fWFTpbUzJU2T9H40z1iS/tHdnwkXKa31kXR/9Mn8mKQ/uTvL0iFZekuaGf//uXIlPeTuz4aNlPZuk/RgNAVilaQvBs6T1qIf3i6Q9LXQWdKdu88zs8ckLZRULekdpeE3GaaZx82su6QqSbek0weRWcIPAAAASDKmiwAAAABJRskGAAAAkoySDQAAACQZJRsAAABIMko2AAAAkGSUbABIc2ZWY2aLEm7H9A2DZvaKmZUmO18TXvcKMzuptV8XAEJinWwASH8H3H106BAtcIWkp8SXtgDIIoxkA0AbZGYXm9mjCY8nmdlT0f1fmdl8M1tiZj9pwrnGmtmbZvaumb1lZh3NrNDMfm9m75vZO2Z2bnTsF8zsroTnPmVmk6L75Wb20+g8c82st5mdIekzkv4rGoUfktwrAQDpiZINAOmv3RHTRa6W9KKkcdG36UnS1ZL+GN3/gbuXShopaaKZjWzoxNG3Fj4i6ZvuPkrS+ZIOSLpFkrv7KYp/Jfb9ZlZ4lJxFkuZG53lN0lfd/U1Jf5H0D+4+2t1XHsP7B4A2h5INAOnvQFRQ626PuHu1pGclfdrMciV9StKT0fGfN7OFin8l88mSGpsPfYKkTe7+tiS5+57o3GdJmhFt+1DSWknHHyXnQcWnhUjSAkkDm/k+ASBjMCcbANquP0q6VdIOSfPdfa+ZDZL0fySNdfedZvYHSUcbgW6Oah0+QJN47ip39+h+jfh/DIAsxkg2ALRdr0o6VdJX9bepIp0k7ZO028x6S7rkKOdYJqmPmY2VpGg+dq6k2ZKuj7YdL2lAdOwaSaPNLGZm/SWd3oSceyV1bMb7AoA2j5INAOnvyDnZ/y5J7l6j+PSMS6I/5e7vKj5N5ENJD0l6o7ETu/tBxedz32lm70p6QfHR6bslxczsfcXnbH/B3Suj861WfKWQOyQtbEL+P0r6h+gDlHzwEUBWsL/9Zg8AAABAMjCSDQAAACQZJRsAAABIMko2AAAAkGSUbAAAACDJKNkAAABAklGyAQAAgCSjZAMAAABJRskGAAAAkuz/B9hEr0Kv1lP0AAAAAElFTkSuQmCC\n", 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", 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" ] @@ -547,4 +547,4 @@ }, "nbformat": 4, "nbformat_minor": 2 -} \ No newline at end of file +} diff --git a/tutorials/circuits/01_circuit_basics.ipynb b/tutorials/circuits/01_circuit_basics.ipynb index cf1108c3d..12c9fa8b1 100755 --- a/tutorials/circuits/01_circuit_basics.ipynb +++ b/tutorials/circuits/01_circuit_basics.ipynb @@ -8118,7 +8118,7 @@ "from qiskit import transpile \n", "\n", "# Use AerSimulator\n", - "from qiskit.providers.aer import AerSimulator\n", + "from qiskit_aer import AerSimulator\n", "\n", "backend = AerSimulator()\n", "\n", diff --git a/tutorials/simulators/1_aer_provider.ipynb b/tutorials/simulators/1_aer_provider.ipynb index 9d5bbc71d..5441633fe 100755 --- a/tutorials/simulators/1_aer_provider.ipynb +++ b/tutorials/simulators/1_aer_provider.ipynb @@ -276,7 +276,7 @@ } ], "source": [ - "from qiskit.providers.aer import AerError\n", + "from qiskit_aer import AerError\n", "\n", "# Initialize a GPU backend\n", "# Note that the cloud instance for tutorials does not have a GPU\n", diff --git a/tutorials/simulators/2_device_noise_simulation.ipynb b/tutorials/simulators/2_device_noise_simulation.ipynb index 2d66539ec..ebc386761 100755 --- a/tutorials/simulators/2_device_noise_simulation.ipynb +++ b/tutorials/simulators/2_device_noise_simulation.ipynb @@ -31,7 +31,7 @@ "source": [ "from qiskit import IBMQ, transpile\n", "from qiskit import QuantumCircuit\n", - "from qiskit.providers.aer import AerSimulator\n", + "from qiskit_aer import AerSimulator\n", "from qiskit.tools.visualization import plot_histogram" ] }, diff --git a/tutorials/simulators/3_building_noise_models.ipynb b/tutorials/simulators/3_building_noise_models.ipynb old mode 100755 new mode 100644 index 04193e9e1..0a123c2e9 --- a/tutorials/simulators/3_building_noise_models.ipynb +++ b/tutorials/simulators/3_building_noise_models.ipynb @@ -38,11 +38,8 @@ "from qiskit.tools.visualization import plot_histogram\n", "\n", "# Import from Qiskit Aer noise module\n", - "from qiskit_aer.noise import NoiseModel\n", - "from qiskit_aer.noise import QuantumError, ReadoutError\n", - "from qiskit_aer.noise import pauli_error\n", - "from qiskit_aer.noise import depolarizing_error\n", - "from qiskit_aer.noise import thermal_relaxation_error" + "from qiskit_aer.noise import (NoiseModel, QuantumError, ReadoutError, \n", + " pauli_error, depolarizing_error, thermal_relaxation_error)" ] }, { @@ -628,7 +625,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -729,7 +726,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -853,7 +850,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -922,7 +919,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3.10.8 64-bit ('quantum')", + "display_name": "Python 3.10.6 ('venv': venv)", "language": "python", "name": "python3" }, @@ -936,7 +933,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.8" + "version": "3.10.6" }, "varInspector": { "cols": { @@ -969,7 +966,7 @@ }, "vscode": { "interpreter": { - "hash": "e6bd4a3f608106bb98e03db025c716fec5b1c45149c5607eb898d72d2cb3836e" + "hash": "f8729fd834348017bca17aea688b306f536a675180840f7307eb909fff39c285" } } }, diff --git a/tutorials/simulators/4_custom_gate_noise.ipynb b/tutorials/simulators/4_custom_gate_noise.ipynb index bf0e2c284..8df57d9b9 100755 --- a/tutorials/simulators/4_custom_gate_noise.ipynb +++ b/tutorials/simulators/4_custom_gate_noise.ipynb @@ -30,8 +30,8 @@ "from qiskit import transpile, QuantumCircuit\n", "import qiskit.quantum_info as qi\n", "\n", - "from qiskit.providers.aer import AerSimulator\n", - "from qiskit.providers.aer.noise import NoiseModel, amplitude_damping_error\n", + "from qiskit_aer import AerSimulator\n", + "from qiskit_aer.noise import NoiseModel, amplitude_damping_error\n", "\n", "from qiskit.tools.visualization import plot_histogram" ] diff --git a/tutorials/simulators/5_noise_transformation.ipynb b/tutorials/simulators/5_noise_transformation.ipynb index 194846956..e387bbad2 100755 --- a/tutorials/simulators/5_noise_transformation.ipynb +++ b/tutorials/simulators/5_noise_transformation.ipynb @@ -31,8 +31,7 @@ }, "outputs": [], "source": [ - "from qiskit.providers.aer.utils import approximate_quantum_error\n", - "from qiskit.providers.aer.utils import approximate_noise_model" + "from qiskit_aer.utils import approximate_quantum_error, approximate_noise_model" ] }, { @@ -58,9 +57,7 @@ "import numpy as np\n", "\n", "# Import Aer QuantumError functions that will be used\n", - "from qiskit.providers.aer.noise import amplitude_damping_error\n", - "from qiskit.providers.aer.noise import reset_error\n", - "from qiskit.providers.aer.noise import pauli_error" + "from qiskit_aer.noise import amplitude_damping_error, reset_error, pauli_error" ] }, { @@ -330,7 +327,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3.10.6 ('venv': venv)", "language": "python", "name": "python3" }, @@ -344,7 +341,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.5" + "version": "3.10.6" }, "varInspector": { "cols": { @@ -374,6 +371,11 @@ "_Feature" ], "window_display": false + }, + "vscode": { + "interpreter": { + "hash": "f8729fd834348017bca17aea688b306f536a675180840f7307eb909fff39c285" + } } }, "nbformat": 4, diff --git a/tutorials/simulators/6_extended_stabilizer_tutorial.ipynb b/tutorials/simulators/6_extended_stabilizer_tutorial.ipynb index f25321257..77f0a297a 100755 --- a/tutorials/simulators/6_extended_stabilizer_tutorial.ipynb +++ b/tutorials/simulators/6_extended_stabilizer_tutorial.ipynb @@ -39,7 +39,7 @@ "outputs": [], "source": [ "from qiskit import QuantumCircuit, transpile\n", - "from qiskit.providers.aer import AerSimulator\n", + "from qiskit_aer import AerSimulator\n", "from qiskit.tools.visualization import plot_histogram\n", "\n", "import random" diff --git a/tutorials/simulators/7_matrix_product_state_method.ipynb b/tutorials/simulators/7_matrix_product_state_method.ipynb index 708d06004..1252efff3 100644 --- a/tutorials/simulators/7_matrix_product_state_method.ipynb +++ b/tutorials/simulators/7_matrix_product_state_method.ipynb @@ -78,7 +78,7 @@ "\n", "# Import Qiskit\n", "from qiskit import QuantumCircuit, transpile\n", - "from qiskit.providers.aer import AerSimulator\n", + "from qiskit_aer import AerSimulator\n", "\n", "# Construct quantum circuit\n", "circ = QuantumCircuit(2, 2)\n",