From f02f23c8d470bfef5af2414bf14eb494dbb4f3cb Mon Sep 17 00:00:00 2001 From: gonfeco Date: Wed, 29 May 2024 09:35:10 +0200 Subject: [PATCH] Minor changes in BTC_02_AE --- .../notebooks/02_AmplitudeEstimationBTC.ipynb | 2 +- .../04_AmpliutdeEstimationAlgorithms.ipynb | 2 +- .../BTC_02_AE/QQuantLib/qpu/NoisyModels.ipynb | 132 ++++++++---------- tnbs/BTC_02_AE/my_benchmark_execution.py | 9 +- 4 files changed, 68 insertions(+), 77 deletions(-) diff --git a/tnbs/BTC_02_AE/QQuantLib/notebooks/02_AmplitudeEstimationBTC.ipynb b/tnbs/BTC_02_AE/QQuantLib/notebooks/02_AmplitudeEstimationBTC.ipynb index 4035b9e..24ec467 100644 --- a/tnbs/BTC_02_AE/QQuantLib/notebooks/02_AmplitudeEstimationBTC.ipynb +++ b/tnbs/BTC_02_AE/QQuantLib/notebooks/02_AmplitudeEstimationBTC.ipynb @@ -80,7 +80,7 @@ "qpu_config = {\n", " #the following strings can be used:\n", " #\n", - " \"qpu_type\": ideal_qpus[2], \n", + " \"qpu_type\": ideal_qpus[0], \n", " # The following keys are used for configuring noisy simulations\n", " \"t_gate_1qb\" : None,\n", " \"t_gate_2qbs\" : None,\n", diff --git a/tnbs/BTC_02_AE/QQuantLib/notebooks/04_AmpliutdeEstimationAlgorithms.ipynb b/tnbs/BTC_02_AE/QQuantLib/notebooks/04_AmpliutdeEstimationAlgorithms.ipynb index a644957..69ed462 100644 --- a/tnbs/BTC_02_AE/QQuantLib/notebooks/04_AmpliutdeEstimationAlgorithms.ipynb +++ b/tnbs/BTC_02_AE/QQuantLib/notebooks/04_AmpliutdeEstimationAlgorithms.ipynb @@ -132,7 +132,7 @@ "qpu_config = {\n", " #the following strings can be used:\n", " #\n", - " \"qpu_type\": ideal_qpus[2], \n", + " \"qpu_type\": ideal_qpus[0], \n", " # The following keys are used for configuring noisy simulations\n", " \"t_gate_1qb\" : None,\n", " \"t_gate_2qbs\" : None,\n", diff --git a/tnbs/BTC_02_AE/QQuantLib/qpu/NoisyModels.ipynb b/tnbs/BTC_02_AE/QQuantLib/qpu/NoisyModels.ipynb index bd20879..e82a47c 100644 --- a/tnbs/BTC_02_AE/QQuantLib/qpu/NoisyModels.ipynb +++ b/tnbs/BTC_02_AE/QQuantLib/qpu/NoisyModels.ipynb @@ -114,30 +114,6 @@ "%matplotlib inline" ] }, - { - "cell_type": "code", - "execution_count": null, - "id": "fd3ff415-c947-4c00-b497-02a964ce1b46", - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "from qat.qpus import LinAlg" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "e44fb05f-b1fa-49d2-a738-80973049fe25", - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "ideal_qpu = LinAlg()" - ] - }, { "cell_type": "markdown", "id": "97a6ba69-74cf-4638-8883-fa0d5f50b4d1", @@ -252,8 +228,6 @@ "source": [ "#AE base configuration dictionary (this is all the keys that the class AE can managed)\n", "ae_dictionary = {\n", - " #QPU\n", - " 'qpu': ideal_qpu,\n", " \n", " #Multi controlled decomposition\n", " 'mcz_qlm': False, \n", @@ -282,6 +256,21 @@ " 'q': None\n", "}\n", "\n", + "ae_dictionary.update({\n", + " 'ae_type': 'IQAE',\n", + " 'epsilon': 0.001,\n", + " 'alpha': 0.05,\n", + " 'shots': 1000\n", + "})" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3ff4e322-25ec-46a5-825c-28cc94aafe5f", + "metadata": {}, + "outputs": [], + "source": [ "schedule = [1, 2, 3, 4, 5]\n", "shots = [100] * len(schedule)\n", "ae_dictionary.update({\n", @@ -599,28 +588,19 @@ "outputs": [], "source": [ "error1 = []\n", + "integ_error = []\n", "final_pdf = []\n", "for hw_m in noisy_conf_list:\n", " my_noisy_qpu = select_qpu(hw_m)\n", " print(hw_m)\n", " ae_dictionary.update({\"qpu\": my_noisy_qpu})\n", " error1.append(hw_m[\"depol_channel\"][\"error_gate_1qb\"])\n", - " final_pdf.append(sine_integral(4, 0, ae_dictionary))\n", + " step_pdf = sine_integral(4, 0, ae_dictionary)\n", + " final_pdf.append(step_pdf)\n", + " integ_error.append(step_pdf[\"IntegralAbsoluteError\"].iloc[0])\n", "final_pdf = pd.concat(final_pdf)" ] }, - { - "cell_type": "code", - "execution_count": null, - "id": "ddd28d99-60fa-4281-afe8-dbf51bd194c0", - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "final_pdf[\"IntegralAbsoluteError\"]" - ] - }, { "cell_type": "code", "execution_count": null, @@ -630,19 +610,20 @@ }, "outputs": [], "source": [ - "plt.plot(error1, final_pdf[\"IntegralAbsoluteError\"], '-o')\n", + "plt.plot(error1, integ_error, '-o')\n", "#plt.axhline(medida_no_toffoli, c='r')\n", "plt.yscale(\"log\")\n", "plt.xscale(\"log\")\n", "plt.xlabel(\"Error 1 qubit gate\")\n", "plt.ylabel(r\"Absolute Error\")\n", - "plt.title(\"Only depolarizing channel. No iddle qubit\")" + "plt.title(\"Only depolarizing channel. No iddle qubit\")\n", + "plt.legend([\"IQAE\"])" ] }, { "attachments": { - "0a67abcb-45a4-4ad5-8db6-b775af8137e5.png": { - "image/png": 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" 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" } }, "cell_type": "markdown", @@ -652,7 +633,7 @@ "Behaviour of the AE metrics (**IntegralAbsoluteError**) versus the error 1 qubit gate when only depolarizing channel is activated.\n", "\n", "\n", - "![image.png](attachment:0a67abcb-45a4-4ad5-8db6-b775af8137e5.png)" + "![image.png](attachment:4ee8ecbc-40ae-4eaf-a1d2-1a93dc670667.png)" ] }, { @@ -767,13 +748,16 @@ "outputs": [], "source": [ "error1 = []\n", + "integ_error = []\n", "final_pdf = []\n", "for hw_m in noisy_conf_list:\n", " my_noisy_qpu = select_qpu(hw_m)\n", " print(hw_m)\n", " ae_dictionary.update({\"qpu\": my_noisy_qpu})\n", " error1.append(hw_m[\"idle\"][\"t1\"])\n", - " final_pdf.append(sine_integral(4, 0, ae_dictionary))\n", + " step_pdf = sine_integral(4, 0, ae_dictionary)\n", + " final_pdf.append(step_pdf)\n", + " integ_error.append(step_pdf[\"IntegralAbsoluteError\"].iloc[0])\n", "final_pdf = pd.concat(final_pdf)" ] }, @@ -786,19 +770,20 @@ }, "outputs": [], "source": [ - "plt.plot(error1, final_pdf[\"IntegralAbsoluteError\"], '-o')\n", + "plt.plot(error1, integ_error, '-o')\n", "#plt.axhline(medida_no_toffoli, c='r')\n", "plt.yscale(\"log\")\n", "plt.xscale(\"log\")\n", "plt.xlabel(\"Error 1 qubit gate\")\n", "plt.ylabel(r\"Absolute Error\")\n", - "plt.title(\"Only Amplitude Damping. Ideal Gates\")" + "plt.title(\"Only Amplitude Damping. Ideal Gates\")\n", + "plt.legend([\"IQAE\"])" ] }, { "attachments": { - "d93c3836-3ade-45f1-aa00-7726458cc6c1.png": { - "image/png": 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meqDTNddcY7bRNxv6xq94DXFFaU9anYXVUKit3fTn6t9Df7b+P6HlPKro7L7eB/1/Qz/q1+eOfo+22tJygqK6d+9uAq8+X/T/IX1daL2rBlgN9vpJkD6PtTRBf46eYKNHjx6H2qFpqNZSJw3aGpL1e/STnp07d5rnKADL/Z8HELDc4cp12WWXuRo1auQKCwtzxcfHm+Vly5bZLQ7ztCnStjpFldRWSlsKFW39VJS2cAoODnZt3brVjpTOHcDMz54+fbodOZo7zJltvvjiC7NcvJ2Rh27jDgx2qZCn3VDRVj16v7VN1fr1613uYOGKiopyNWzY0Pz++cVaGOn3Fm27VNLfQtsD6f2JiYkx64q229KWTr179zYtotxhwDVx4sQSf4bernsHbh6nGjVquAYOHOhavnx5iX/n9PR0lzvsuNq0aWN+rrYx03ZMTz75pGlVVha9b3rbnkvNmjVNGyf3Gw7X999/b7c60pdffunq2rWryx0wXS1atHC5g4nL/YboqN/Bl4/LsTx3MzMzzf1xhzjz+59//vmu1atXm+0ee+wxu5XLtIcqfjulKel337Nnj+uqq65yuYObaR+l1xctWmR+pt6vovR3dodq8/rU16k7wLncgdH1ySef2C0KW2z97W9/O/QccYdk095KH9OizznP37b4bZRmx44dLvebBJc7tJqf637jaNqn6f2ZOXOm3arQvn37XO7gap5z+rdzv8F0rVq1qsTnqTsMm5/jDrPm/hRtt6XX9Xv176LPK/ebadPmbP78+Wa9+42weYw6dOhgnhO6nb6OPvroI7MeQKEg/cf9AgNQSXRGRWd5tAm6E+mspdb2lXRkNnzHl4+LzsTq81Znp6+44go7CgDORjkBUInmz59vAoF+VAs4kR7MVJyWF2gXDT3yHwD8BSEWqAR65LDWvl177bWmvZfWGQJOpPXJWmurPVe13lIPwtLnrtYhF+9nCwBORogFKoF+DKwHeejBV++//745QAdwon79+pkOHXoAm7Zv0oOI7r//fnOAFQD4E2piAQAA4HeYiQUAAIDfIcQCAADA71BO4AV6mkdtaq9nWyntdIQAAMBZNCKlp6dL48aNTQcPOAsh1gu2bt3KUb8AAPipLVu2mLMCwlkIsV6gp1qsVauWeRF4zskOAACcbf/+/WYSSk9pHRcXZ0fhFITYKqQta/SSn59v2thomCXEAgDgHzTEanhl/+1MhFgv4EUAAID/Yf/tbFQpAwAAwO8QYgEAAOB3CLEAAADwO4RYAAAA+B1CLAAAAPwOIbYKaXuthIQESUxMtCMAAACoDLTY8gJadAAA4H/YfzsbM7F+Kr/AJbPX75EvFm8zX3UZAACgumAm1gsq+53c1OU75IGvkmRHWpYdEWkUFykTzk2Qszo3siMAAOBEMBPrbMzE+hkNsGPfXXhEgFXJ7mUd1/UAAACBjhDrR7RkQGdgS5o694zpekoLAABAoCPE+pG5G/ceNQNblEZXXa/bAQAABDJCbBWq7BZbKemlB9iinvhulfz3lw0yZ8MeycjOs6MAAACBgwO7vKCyCsO1C8Flr/5ulyomKEikTf2a0qVJnHQ9Kc79tZZ0ahwrkWEhdgsAAFASDuxyNkKsF1TWi0BrXQc8/qM5iKukB82dV6V2dLhc3a+5LN+2X5ZtSyux/CAkOEjaNYyxodYdbt2X9vExEhFKsAUAwIMQ62yEWC+ozBeBpzuBKvrAaYBVL1558hFttrQEYdnWNFnqvmioXbo1VXZn5Ni1h4WFBEmH+FgTaPXS5aRa0rZhTfc4FScAgOqJEOtshFgvqOwXwYn0idWHO3l/lizZoqE29VC4TT2Qa7c4LCI0WBIau4PtSRpsa5lw26p+TTOTCwBAoCPEOhsh1guq4kWgpQXahUBnWhvEREqvlnWOO1zqU2DrvoMm0OpMrX5d7g626SUcFBYVHiKdGx8uQ9Bw27xOlAQTbAEAAYYQ62yEWC/wxxdBgTsk/7En05YgpJmShOXb0+RATr7d4rCYyFDp4qmvPalwxrZJ7RoSpEeVAQDgpwixzkaI9YJAeRHo7O/6XRk21KbKUnfAXbF9v+TkFdgtDqsdFWY6IXgOHuvmvt4wNoJgCwDwG4RYZyPEekEgvwhy8wtkzc70woPH3KFWv65K3u8eP/ppVT8m4oiOCHrwmI4BAOBEhFhnI8RWIT3ZgV7y8/NlzZo11eZFkJ2XL6t2pNtQW1hjuzYlo8TT4TaOi7ShtlZhSYL7om3CAADwNUKssxFivYAXgcjBnHxJ2rHfHDjmmbXV0oSSnn1N69QwodYza9vZ/TU2MsyuLVtlHvAGAKje2H87GyHWC3gRlExPibvCHjjmmbX9Y88Bu/ZIrepFF5YgaLh1f9WzjkWFh9q1hU6k9RgAAMWx/3Y2QqwX8CKouLQDuaYLggm2thRhW+pBu/YwnVxt06Cmqavt1jROMrLy5InvVh91JjPPHGzxk0AAAFAe9t/ORoj1Al4EJ2ZPRrZp9VX04DE9YUNFaZCNj4uUX/8xmNICAECFsf92NkKsF/AiqHw73SHWE2pnrkmRxVvS7JrSvT+mj/RtXdcuAQBQNvbfzsaJ8eGXGsZGytCEhnL7Ge3kmv4t7WjZ9GAvAAAQGAix8HvahaAiKrodAABwPkIs/J620dIuBKVVu+q4rtftAABAYCDEwu/pwVraRkuVFmR1PQd1AQAQOAixVUjP1pWQkCCJiYl2BFVF22dpGy3tQlBUVHgI7bUAAAhAdCfwAo5u9B7PGbt+WbtLXpixXmpHhcm8e4dKaAjv1wAAx4b9t7OxZ0dA0ZIBbaOlXQvqRIfLvgO5MnvDHrsWAAAECkIsApLOvJ7VOd5cn7Jkh/kKAAACByEWAWtE18I62KkrkiU3v8BcBwAAgYEQi4DVu2VdqVczQtIO5sqv63bbUQAAEAgIsQhYWh87vAslBQAABCJCLALaiK6Nzdfvk5IlOy/fXAcAAP6PEIuAdkrz2tIwNkLSs/LklzWUFAAAECgIsQhowaakoPAArylLt5uvAADA/xFiEfA8JQU/JO2UrFxKCgAACASEWAS8Hk1rSeO4SMnMyZcZq3fZUQAA4M8IsQh4WlJwju0Z+/UyuhQAABAICLGoFjwlBdNX7pSDOZQUAADg7wixVWjSpEmSkJAgiYmJdgS+0rVJnDStU0MOuAPsj6tS7CgAAPBXhNgqNH78eElKSpJ58+bZEfhKUFCQnNOlcDb262V0KQAAwN8RYlFtjLB1sToTm5mdZ64DAAD/RIhFtdGpcay0qBslWbkFMm3lTjsKAAD8ESEW1YaWFHgO8Pp6KV0KAADwZ4RYVCueVlsz1uyS9Kxccx0AAPgfQiyqlQ7xMdK6frTk5BWYM3gBAAD/RIhFtUJJAQAAgYEQi2rH06Vg5tpdknaAkgIAAPwRIRbVTtuGMdLefcnNd8l3Scl2FAAA+BNCLKolz2wsJQUAAPgnQiyqJU+Xgt/W7ZZ9mTnmOgAA8B+EWFRLrerXlIRGsZJX4JLvVlBSAACAvyHEotoa0a1wNnYKJQUAAPgdQiyqrRFdClttzVq/W3ZnZJvrAADAPxBiUW01qxslXZvESYFLZOpySgoAAPAnhFhUa54uBVOWbjdfAQCAfyDEolob3qUwxM7ZuFdS9meZ6wAAwPkIsajWmtSOkh7NaonLJfItJQUAAPgNQmwVmjRpkiQkJEhiYqIdgROdY2djKSkAAMB/EGKr0Pjx4yUpKUnmzZtnR+BEnhMfzPtjn+xIO2iuAwAAZyPEotprFFdDElvUNte/WUZJAQAA/oAQC7hRUgAAgH8hxAJu2qUgKEhk0eZU2brvgB0FAABORYgF3BrERkrvlnXM9W+WcRpaAACcjhALWOd0LTwN7ZSlhFgAAJyOEAtYZ3eOl+AgkaVb02TzHkoKAABwMkIsYNWrGSH9Wtcz16cs4wAvAACcjBALFOHpGTtlCSUFAAA4GSEWKOKsTvESGhwkSTv2y4ZdGXYUAAA4DSEWKKJ2dLj0b1NYUvA1B3gBAOBYhFigmEMlBYRYAAAcixALFDMsIV7CQoJk9c50Weu+AAAA5yHEAsXERYXJqW3rm+vMxgIA4EyEWKAEIw6VFGwXl8tlrgMAAOcgxAIlOCOhoYSHBsv6XZmmrAAAADgLIRYoQUxkmJzezpYU0DMWAADHIcQCpaCkAAAA5yLEAqUY2rGhRIQGyx97DsiK7fvtKAAAcAJCLFCK6IhQGdyhgblOlwIAAJyFEAuUYUTXxubr18soKQAAwEkIsUAZdCa2RliIbNl7UJZuTbOjAADA1wixQBlqhIfIkI6ekoLt5isAAPA9QixQjkMlBUt3UFIAAIBDEGKBcgxsX1+iw0Nke1qWLNycakcBAIAvEWKBckSGhZgzeClKCgAAcAZCbAVdcMEFUrt2bbnooovsCKoTT0nBN8t2SEEBJQUAAPgaIbaCbr31Vnn77bftEqqbU9vVk5jIUNm5P1vmb9pnRwEAgK8QYito4MCBEhMTY5dQ3USEhsiZCfHmOiUFAAD4XkCE2JkzZ8q5554rjRs3lqCgIJk8ebJdc9ikSZOkRYsWEhkZKb1795a5c+faNUDFjOjWyHz9Zlmy5FNSAACATwVEiM3MzJRu3bqZoFqSDz/8UG6//XaZMGGCLFy40Gw7bNgwSUlJsVuIdO/eXTp37nzUZfv2Y591y87Olv379x9xgf/r37qexNUIk90Z2TJn4x47CgAAfCEgQuzZZ58tDz30kDn4qiQTJ06UMWPGyDXXXCMJCQny0ksvSVRUlLz++ut2C5HFixfL8uXLj7ro7O6xevTRRyUuLu7QpWnTpnYN/Fl4aLCc1amwpEB7xgIAAN8J+JrYnJwcWbBggQwdOtSOuH/p4GCzPHv2bDtSue6++25JS0s7dNmyZYtdA3/nKSmYujxZ8vILzHUAAOB9AR9id+/eLfn5+dKwYWGfTw9dTk5Otkvl09B78cUXyzfffCNNmjQpMwBHRERIbGzsERcEhr6t6kqd6HDZk5kjszdQUgAAgK8EfIitLNOmTZNdu3bJgQMHZOvWrdK3b1+7BtVJaEiwnNWZkgIAAHwt4ENsvXr1JCQkRHbu3GlHCulyfHxhGAGOxYiutqRgRbLkUlIAAIBPBHyIDQ8Pl549e8r06dPtiEhBQYFZrurZVO2WoAeSJSYm2hEEgt4t60q9mhGSeiBXfl23244CAABvCogQm5GRYboL6EVt3LjRXN+8ebNZ1vZar776qrz11luycuVKGTt2rGnLpd0KqtL48eMlKSlJ5s2bZ0cQCEKCg2R4F0oKAADwpYAIsfPnz5cePXqYi9LQqtfvu+8+s3zJJZfIk08+aZa1H6wG3KlTpx51sBdQUSO6FrZe+25FsmTn5ZvrAADAe4JcbvY6qoie7ED7xWq7LToVBIaCApf0fWy67NyfLf8ddYoMTeANEQAEGvbfzkZ3AuA4BJuSgsIDvL5eRkkBAADeRogFjpOnpOCHpJ2SlUtJAQAA3kSIrUJ0JwhsPZrWksZxkZKRnSczVu+yowAAwBsIsVWI7gSBTUsKzrE9YykpAADAuwixwAk4x5YUTF+5Uw7mUFIAAIC3EGKBE9CtSZw0rVNDDrgD7E+rU+woAACoaoRY4AQEBQXJOV0KZ2OnLN1uvgIAgKpHiAVO0AhbF/vjqhTJzM4z1wEAQNUixFYhuhNUD50ax0qLulGSlVsg091BFgAAVD1CbBWiO0H1oCUFnp6xU5ZQUgAAgDcQYoFK4Gm1NWPNLknPyjXXAQBA1SHEApWgQ3yMtK4fLTl5BTJt5U47CgAAqgohFqgER5YUcOIDAACqGiEWqCSeLgUz1+6StAOUFAAAUJUIsUAladswRtq7L7n5Lvk+KdmOAgCAqkCIrUK02Kp+PLOxU5ZSUgAAQFUixFYhWmxVP54uBb+t2y37MnPMdQAAUPkIsUAlalW/piQ0ipW8Apd8t4KSAgAAqgohFqhkntlYSgoAAKg6hFigkp1rW23NWr9b9mRkm+sAAKByEWKBStasbpR0bRInBS6Rb5dTUgAAQFUgxAJV4JwunpKC7eYrAACoXIRYoAp46mLnbNwrKelZ5joAAKg8hFigCjSpHSU9mtUSl5YULKOkAACAykaIrUKc7KB6o6QAAICqQ4itQpzsoHrzlBTM+2OfJKdRUgAAQGUixAJVpFFcDUlsUdtc/3oZPWMBAKhMhFigClFSAABA1fB6iM3NzZXQ0FBZvny5HQEC13B3iA0KElm0OVW27jtgRwEAwInyeogNCwuTZs2aSX5+vh0BAleD2Ejp3bKOuf4NJQUAAFQan5QT3HvvvXLPPffI3r177QgQuM6xp6GdspQQCwBAZQlyudnrXtOjRw9Zt26dKS1o3ry5REdH2zWFFi5caK8Fhv3790tcXJykpaVJbGysHUV1sTsjW3o9PM2chnbmnYPMaWkBAM7H/tvZfBJiH3jgAXutZBMmTLDXAgMvAlzx39/lt3V75O9ntZdxA9vYUQCAk7H/djafhNjqhhcB3p+7We7+bJl0ahwrX99yqh0FADgZ+29n82mLrQULFsi7775rLosWLbKjgYMzdsHjrE7xEhIcJCu275eNuzPtKAAAOF4+mYlNSUmRSy+9VGbMmCG1atUyY6mpqTJo0CD54IMPpH79+mYsUPBODmrU63Nl5ppd8rcz2snNQ9raUQCAU7H/djafzMTefPPNkp6eLitWrDAdCvSifWP1yXLLLbfYrYDAMsKehpazdwEAcOJ8EmKnTp0qL7zwgnTs2NGOiPnYXT9+//bbb+0IEFiGJcRLWEiQrEpOl3Up6XYUAAAcD5+E2IKCAnPSg+J0TNcBgSguKkxObVtYKvPVEmZjAQA4ET4JsYMHD5Zbb71Vtm8/fD75bdu2yV//+lcZMmSIHQECT9GSAhqDAABw/HwSYp9//nlT/9qiRQtp3bq1ubRs2dKMPffcc3YrIPCckdBQwkODZV1KhqzeSUkBAADHy2d9YvVmp02bJqtWrTLLWh87dOhQcz3QcHQjihrz9nz5IWmn3DSojdwxrL0dBQA4DftvZ/N6iNVTzdaoUUMWL14snTt3tqOBjRcBivpi8Ta59YPF0rJetPz4t9MlKCjIrgEAOAn7b2fzejmBHrzVrFkzyc/PtyNA9TK0Y0OJCA02Jz3Qkx8AAIBj55Oa2HvvvVfuuece0x8WqG6iI0JlcIcG5vqUpXQpAADgePikJrZHjx6ybt06U1rQvHlziY6OtmsKLVy40F4LDHwcgeK+dofX8e8tlKZ1asjMOwdRUgAADsT+29l8EmIfeOABe61kEyZMsNcCAy8CFHcgJ096PjhNDubmyxfj+0u3poWnXwYAOAf7b2fzeojNy8uTRx55RK699lpp0qSJHQ1svAhQkpveW2jKCf5yWiu5Z/jhs9cBAJyB/bezeb0mNjQ0VJ544gkTZgOdnkZXT6ebmJhoR4DDRnRtbL5qaYEPPhABAMCv+eyMXT///LNdClzjx4+XpKQkmTdvnh0BDhvYvr5Eh4fIttSDsnBzqh0FAAAV4ZMQe/bZZ8tdd90ld9xxh7z//vvy5ZdfHnEBqoPIsBBzBi+ls7EAAKDifHJgV3Bw6dlZj9IOtB6y1NSgNNOSdsr1b8+X+NhImXXXYPdrgy4FAOAU7L+dzSczsQUFBaVeOAkCqpNT29WTmMhQSd6fJfM37bOjAACgPD4JsQAKRYSGyJkJ8eb610u3m68AAKB8Xg2xw4cPN1PyHo899pikph4+oGXPnj3maH6gOhnRrZH5+s3yZMkvoEsBAAAV4dUQ+91330l2drZdEtMvtuipZ7Xt1urVq+0SUD30b11P4mqEya70bJmzcY8dBQAAZfFqiC1+DBm9MQGR8NBgOauTp6SALgUAAFQENbGAA3hKCqYuT5a8/AJzHQAAlM6rIVbbZ+mlqOLLQHXUt1VdqRMdLnsyc2T2BkoKAAAoj1f7xGp/WD3RQUREhFn+6quvzNm7oqOjzbLWy06dOpU+saiW7vl8mbw3Z7NcmthUHvtTVzsKAPAV9t/O5tWZ2NGjR0uDBg3ME0IvV155pTRu3PjQsq4bNWqU3RqoXkZ0tSUFK5Ill5ICAADK5JMzdlU3vJNDRWh7rd6PTJfdGdny5jWJMrB9A7sGAOAL7L+djQO7AIcICQ6S4V0KuxRMoUsBAABlIsQCDnJOl8KSgu9WJEt2HqdgBgCgNIRYwEESW9SRhrERkp6VJ7+u3W1HAQBAcYRYwEGCTUlB4WwsJQUAAJSOEAs4jKdLwQ9JOyUrl5ICAABK4rMQ+84770j//v1Ni61NmzaZsWeeeUa++OILcz0QTJo0SRISEiQxMdGOAOXr0bS2NI6LlIzsPPl5zS47CgAAivJJiH3xxRfl9ttvl+HDh0tqauqhkxvUqlXLBNlAMX78eElKSpJ58+bZEaB8WlJwjp2NpaQAAICS+STEPvfcc/Lqq6/KvffeKyEhIXZU5JRTTpFly5bZJaD6OqdrY/N1+sqdcjCHkgIAAIrzSYjduHGj9OjRwy4dpqejzczMtEtA9dWtSZw0rVNDDrgD7E+rU+woAADw8EmIbdmypSxevNguHTZ16lTp2LGjXQKqr6CgIDmnS+Fs7JSl281XAABwmE9CrNbDar3ohx9+KHrW27lz58rDDz8sd999t/z973+3WwHVm6dLwY+rUiQzO89cBwAAhXwSYq+//np5/PHH5f/+7//kwIEDcvnll5uDvf7zn//IpZdearcCqrdOjWOlRd0oycotkOnuIAsAAA7zSYhVV1xxhaxdu1YyMjIkOTlZtm7dKtddd51dC0BLCkbYA7ymLKGkAACAonwSYgcPHmxaa6moqChp0KCBub5//36zDkAhT6utGWt2SXpWrrkOAAB8FGJnzJghOTk5dumwrKws+eWXX+wSgA7xMdK6frTk5BXItJU77SgAAPBqiF26dKm5KD0JgGdZL4sWLZLXXntNTjrpJLMegO1ScKikgBMfAADgEeTS9gBeEhwcbHbKqqSbrVGjhjkRwrXXXmtHAoOWScTFxUlaWprExsbaUaBi1u5MlzOenilhIUEy///OkLgaYXYNAKAqsf92Nq/OxOpJDtavX3+orZYuey7btm0zT5ZAC7DAiWrbMEbauy+5+S75fkWyHQUAoHrzaoht3ry5tGjRQgoKCswpZnXZc2nUqNERp6AFcJjnAK8pSykpAABAebWcwOPtt9+210o2atQoey0w8HEETtSGXRky+KmfJTQ4SObdO1RqR4fbNQCAqsL+29l8EmJr165trxXKzc01Jz0IDw83Lbf27t1r1wQGXgSoDMP/84sk7dgvj13YRS7t1cyOAgCqCvtvZ/NJi619+/YdcdETHqxevVoGDBgg77//vt0KQFGUFAAAcJhPQmxJ2rZtK4899pjceuutdgRAUefaVluz1u+WPRnZ5joAANWVY0KsCg0Nle3bOb0mUJJmdaOka5M4KXCJfLucLgUAgOrNJzWxX375pb1WSO/Cjh075Pnnn5emTZvKt99+a9cEBmpqUFle/nm9PPrtKunbqq68/5c+dhQAUBXYfzubT0KsnvSgKD0BQv369WXw4MHy1FNPmXZbgYQXASrL1n0HZMDjP0lwkMjv9wyRBjGRdg0AoLKx/3Y2n5QTaJ/Yopf8/HxJTk6W9957L+ACLFCZmtSOkh7NahWWFCyjpAAAUH05qiYWQPnO6VL4Ru9ruhQAAKoxr5UT3H777fZa+SZOnGivBQY+jkBl2pF2UPo++qMEBYnMvmuIxMdRUgAAVYH9t7N5LcQOGjTIXiub1sf++OOPdikw8CJAZbvoxVkyf9M++eeIBLluQEs7CgCoTOy/nc0nB3ZVN7wIUNne/G2j3P9VkpzcrJZ8Nq6/HQUAVCb2387m85rYrVu3mguAihvepZEpJ1i4OVW2pR60owAAVB8+607wr3/9y7y7ad68ubnUqlVLHnzwQbPOabZs2SIDBw6UhIQE6dq1q3z88cd2DeAbDWIjpVeLOub610s5QQgAoPrxSYi99957zYkN9DSzixYtMpdHHnlEnnvuOfnnP/9pt3IOPZPYM888I0lJSfL999/LbbfdJpmZmXYt4BsjuhWehpYuBQCA6sgnNbGNGzeWl156SUaOHGlHCn3xxRcybtw42bZtmx1xpm7dusmUKVPM2cUqgpoaVIXdGdnS6+FppmfszDsHmdPSAgAqD/tvZ/PJTOzevXulQ4cOdukwHdN1x2rmzJly7rnnmnCs3Q0mT55s1xw2adIkadGihURGRkrv3r1l7ty5ds2xWbBggTk5Q0UDLFBV6tWMkL6t65rrU5ZRUgAAqF58EmJ1JlPLCYrTMV13rPSjff0+Daol+fDDD02f2gkTJsjChQvNtsOGDZOUlBS7hUj37t2lc+fOR122bz8cDjRgjxo1Sl555RU7UrLs7Gzz7q3oBagKI7pSUgAAqJ58Uk7w888/yznnnCPNmjWTvn37mrHZs2ebA6i++eYbOfXUU83Y8dCZ2M8//1zOP/98OyJm5jUxMfFQcNaDx3Qm9eabb5a77rrLjJVHg+kZZ5whY8aMkauuusqOluz++++XBx54wC4dxscRqGz7MnPklIenSX6BS366Y6C0rBdt1wAAThTlBM7mk5nY008/XdasWSMXXHCBpKammsuFF14oq1evPqEAW5KcnBxTAjB06FA74v6lg4PNsgbnitCcf/XVV8vgwYPLDbDq7rvvNk94z0XDOVAVakeHS/829cx1uhQAAKoTn4RYpfWrDz/8sHz66afm8tBDD5mxyrZ7925Tw9qwYUM7UkiXk5OT7VLZfvvtN1OSoLW2Wnagl2XLltm1R4uIiDDv2IpegKoyomsj83UKJQUAgGrEJyF26tSp8uuvv9qlwoOuNBhefvnlsm/fPjvqHAMGDDAlCIsXLz506dKli10L+NawhHgJCwmSVcnpsi4l3Y4CABDYfBJi77zzzkMHO+mMph50NXz4cNm4caO5Xpnq1asnISEhsnPnTjtSSJfj4+PtEuC/4qLC5NS29c11ZmMBANWFT0KshlU9+5XSUgJtj6UnO9AZ2W+//daMV5bw8HDp2bOnTJ8+3Y4UHtily56DyqqK/j76e+pBZUBVKlpS4INjNQEA8DqfhFgNlgcOHDDXp02bJmeeeaa5XqdOneNqR5WRkXHoY36lIVmvb9682Szr7O6rr74qb731lqxcuVLGjh1r2nJdc801Zn1VGT9+vDnL17x58+wIUDWGJjSU8JBgWZeSIat3UlIAAAh8PgmxWmOqwfLBBx80Jx3QdltKOxY0adLEXD8W8+fPlx49epiL0p+t1++77z6zfMkll8iTTz5plrX2VgOu1uUWP9gL8FexkWFyevvCkgJ6xgIAqgOf9InVGVI9vay2nrrlllvkuuuuM+N//etfTSeBZ5991iwHCvrMwRu+WLxNbv1gsekV++PfTjc9kwEAx4/9t7P5JMRWN7wI4A0Z2XnS88EfJDuvQKbcPEA6nxRn1wAAjgf7b2fzSTmB0hnXTz75xJQU6EWv5+Xl2bUAjlXNiFAZ3KGBuf71MkoKAACBzSchdsWKFdK2bVsZPXq0OUWsXvSMWDq2fPlyu5X/ozsBvG1E18IThkxZup0uBQCAgOaTcgJtbVW/fn3TLaB27dpmTE9yoEF2165dMmvWLDMWKPg4At5yIEdLCqbJwdx8+WJ8f+nWtJZdAwA4Vuy/nc0nM7HaHeDRRx89FGCVXtfT0C5atMiOADhWUeGhMqQjJQUAgMDnkxDbrl27o86gpVJSUqRNmzZ2CcDx8JQUaKstSgoAAIHKayFWp+Q9F52F1dZaejDX1q1bzUWv33bbbfL444/b7wBwPAa2ry/R4SGyLfWgvPP7JtN6a/b6PZJfQKAFAAQOr9XEBgcHH9G30nOznrGiy9q5IJBQUwNv+/NLs2TuH/vsUqFGcZEy4dwEOatz4SlqAQBlY//tbF4LsT///LO9Vr7TTz/dXvNv2p1ALxrK9WxkvAjgDVOX75Ab311olw7zvIV88cqTCbIAUAGEWGdz3MkOtMVW586d7VJg4EUAb9GSgQGP/yg70rLsyJE0yMbHRcqv/xgsIcGc0QsAysL+29l8drKDotLT0+WVV16RXr16Sbdu3ewogGM1d+PeUgOs0nesul63AwDAn/k0xM6cOdOc8KBRo0by5JNPyuDBg+X333+3awEcq5T00gNsUf+bs0n+2J1plwAA8D9eD7HJycny2GOPmbNzXXzxxWZ6Pjs7WyZPnmzGObsVcPwaxETaa2WbsnSHDHxyhpz9n1/k+R/XyoZdGXYNAAD+wash9txzz5X27dvL0qVL5ZlnnpHt27fLc889Z9cCOFG9WtYxXQjKqnaNqxEmA9rUNTWxK3fslye/XyODn/pZznpmpjw7fa2sS0m3WwIA4FxePbArNDTU9IcdO3asmYn1CAsLkyVLlkhCQoIdCSwUhsObtDvBWNudoOiLu3h3gn2ZOfJ9UrJ8syxZflu3W/KK9JFt17CmnO3e5pyujdzXY+woAFQv7L+dzashVutdX3vtNfnwww+lY8eOctVVV8mll15qamIDMcTSYgu+okH2ga+SjjjIq6w+sakHcuSHpJ3uQLtDfnUH2tz8w/8ttGlQU4Z3jpfh7kDb3h1oi/Z7BoBARoh1Np+02MrMzDRB9vXXX5e5c+eakDdx4kS59tprJSYm8GZ9eBHAF7TdlnYh0IO9tFZWSw0q0lYr7UCuTFtZGGh/WbtbcvIL7BqRVvWiZXiXRnJ2l3hJaBRLoAUQ0Nh/O5vP+8SuXr3azM6+8847kpqaKmeccYZ8+eWXdm1g4EUAf7U/K1emuwPt10uTZebaXZKTdzjQtqgb5Q6zjeQc96VTYwItgMDD/tvZHHOyA52N/eqrr8zsLCEWcJ50d6D9cVWKmaGdsXqXZBcJtM3qaKCNN4G2y0lxBFoAAYH9t7M5JsQGMl4ECDQZ2Xnykw20P61Okazcw4G2Se0apuRAL92aEGgB+C/2385GiPUCXgQIZAdyNNDuMoFWZ2oP5ubbNSIn1aohZ3eON2UHPZrWkmBOdQvAj7D/djZCrBfwIkB1cTAnX2asTpFvliebWtoD7mUP7Y6gbbuGd4mXk5vVJtACcDz2385GiPUCXgSojrJy8+XnNYUztNNXppgSBI+GsRE20DaSns1rV6hrAgB4G/tvZyPEegEvAlR3Gmi1XZcG2mlJOyW9SKCtH6OBNt6E2oq2AQMAb2D/7WyE2CrEyQ6Ao2Xn5cuv7kD7tTvQ6gkW0rMOB9p6NSPkrM4NZbgNtKEhXj0zNgAcgRDrbIRYL+BFAJRM+87qKW91hvZ7d6BNO5hr14jUjQ6XMzsVtu3q04pAC8D72H87GyHWC3gRAOXTQDt7wx75ZukO+S4pWVIPHA60taPCZJg70GoNbd/WdSWMQAvAC9h/Oxsh1gt4EQDHJje/QH7XQLvMHWhX7JS9mTl2jUgtd6A9M6GhadvVv3U9CQ8l0AKoGuy/nY0Q6wW8CIDjl+cOtHM27rWBNll2ZxwOtLGRoabkQNt2DWhTn0ALoFKx/3Y2QqwX8CIAKkd+gcsdaPfIt8uS5dvlGmiz7RqRGHegPaNjQ1NyMKBtPYkMC7FrAOD4sP92NkKsF/AiACqfBtr5fxTO0GqgTUk/HGhrRoTK0I4NTKA9rV19Ai2A48L+29kIsV7AiwCoWgXuQLtg877CQLssWZL3Z9k1ItHhITLEzNDGy8D2DQi0ACqM/bezEWK9gBcB4D0aaBdt0UCb7A60O2R72uFAG+UOtIM6NDBtuwa5A20N9zIAlIb9t7MRYr2AFwHgGxpol2xNNTO0Gmq3pR60a0RqhGmgrW9KDjTQRkeE2jUAUIj9t7MRYqsQZ+wCnEP/q1u6Nc0EWj1b2NZ9hwNtZFiwDGzXQM7uEm9KD7SmFgAIsc5GiPUCXgSAs+h/e8u37TdhVkPt5r0H7BoxbboGtiucoR3SsYHERIbZNQCqG/bfzkaI9QJeBIBz6X+BK7bvl2+XF5YcbNydade4A21IsJzWrp4JtEMTGkosgRaoVth/Oxsh1gt4EQD+Qf87XJWcfqjkYMOuw4E2LCRITm1bOEOr/Wjjogi0QKBj/+1shFgv4EUA+B/9r3HNzgwTZrXLwdqUDLumMND2b1NPhnduJGd2aii1osLtGgCBhP23sxFivYAXAeD/1u7UGdpkM0u72n3dIzQ4SPqZQBtvToFbJ5pACwQK9t/ORoj1Al4EQGBZl5JhZmd1llbLDzxC3IG2b6u6puRgWKeGUrdmhF1zND3j2NyNeyUlPUsaxERKr5Z1zPcDcA72385GiPUCXgRA4Nqwyx1olyfL10t3SNKO/XZURPNoH3egPdsdaM/qFC/1Yw4H2qnLd8gDXyXJjiInYmgUFykTzk2Qszo3siMAfI39t7MRYr2AFwFQPfyxO1O+cQdUPfXtsm1pdrQw0OpMq87QRoQEy12fLZPi//F65mBfvPJkgizgEOy/nY0Q6wW8CIDqZ/OeA7Zt1w5ZsvVwoC2LBtn4uEj59R+DKS0AHID9t7MRYr2AFwFQvW3Ze0CmLk+WD+ZtlvVF2naV5v0xfaRv67p2CUBpqrq2nP23swXbrwCAKtK0TpSMOa2V3DKkrR0pm+6QAZRNa8sHPP6jXPbq73LrB4vNV13WcVQPhFgA8BKdKaqIim4HVFcaVMe+u/CIgyNVsntZxwmy1QMhFgC8RD/q1C4EZX3YGR0RIqc0r22XABSnJQTa3aOkWkjPmK7X7RDYCLFVaNKkSZKQkCCJiYl2BEB1prV62kZLlRZkM7Pz5dYPF0lWbr4dAVCU1sAWn4EtSqOrrtftENgIsVVo/PjxkpSUJPPmzbMjAKo7bZ+lbbS0C0FROkN7Tf/m5pS2emawS1/5XXZnZNu1ADwqWjNObXngozuBF3B0I4DiSjuqes6GPXLDuwsk9UCuNKldQ964OlHaNoyx3wVg9vo95iCu8lRGlw/2387GTCwA+IAGVt3Bntf9JPPV0xaod6u68tnYftKibpRs3XdQLnxxlvy2brdZB0Bk896y29TpK0k/2dA3hghshFgAcJhW9WvKZ+P6mwO80rPyZPTrc+WjeVvsWqB6yssvkAenJMk/Pl1mR46uLfcsa+15ZfaLhTMRYgHAgepEh8u71/eWkd0aS16BS/7+6VL599RVUsAR16iG0g7myrVvzZfXft1olm8d0lZeuPzo2nJd5tTN1Qc1sV5ATQ2A46X/RT/9wxp59sd1Zvmcro3kqYu7SWRYiFkGAt36XRkyxh1gN+zOdD/vg93P/+7mdaA4Y1f1Roj1Al4EAE7UJwu2yt2fLZXcfJec3KyWvDrqFKlbM8KuBQLTjNUpcvP7i0xZTeO4SHnF/bzvfFKcXVv12H87G+UEAOAHLurZRN66tpfERobKws2pcsELs2RdSoZdCwQWnV97deYGufbNeSbAan34FzcN8GqAhfMRYgHAT/RrXc8c8NWsTpRs3ntALnzhN9NuCAgkeqKPOz5eKg9/s1K0BPySU5rK/8b0lvoxfPKAIxFiAcCPtGlQUz4f18+UFOzPypNRr88xpQZAIEjZn2V6wH66cKupbb3/3AR57E9dJCKUGnAcjRALAH5Ga2HfG9NHRnRtZGpk7/h4iUz8frX5CBbwV0u3psrI53+TRZtTTdnMW9f0kqv7t5SgIFploWSEWADwQ9qd4NlLe8j4Qa3NsnYvuO3DxeajWMDffLlku1z80mxJ3p8lretHm/rXAW3r2bVAyQixAOCngoOD5M5hHeTff+oqoe7rXyzeLle9Nkf2ZubYLQBn077HT3y3Sm55f5Fk5xXIoPb15fPx/aVlvWi7BVA6QiwA+Lk/JzY1nQtiIkNl3h/7zAFfG3bRuQDOlp6VK395Z75M+mm9Wb7h9Fby39GJEhsZZpaB8hBiASAA9G9TTz4b20+a1K4hf+w5IBe+OEvmbKBzAZxp055M+ZP7OTptZYqEhwbL05d0k7vP7sipYnFMCLEAECDaNoyRz8f1l+5Na0nqgVy58rU58tlCOhfAWWat2y3nTfpN1uzMkAYxEfLRDX3lgh5N7Fqg4gixABBAtJfmB3/pI8O7xJvOBbd/tMSctpbOBfA1fQ6+M/sPuer1ueZNVrcmcfLVzQPMmy7geBBiASDAaOeC5y87WW48vbBzwX+mrzVhNjuPzgXwjZy8Arl38nL55xcrJL/AJed3bywf3tBXGsZG2i2AY0eIrUKTJk2ShIQESUxMtCMA4B3aueCuszvIoxd2MXWGny/aJlf9d67so3MBvGxPRrYpbXlvzmbRlq/6vHz6ku7mzRZwIoJcfMZU5fbv3y9xcXGSlpYmsbGxdhQAvOOXtbtk3LsLJT07z7QueuPqRGlBCyN4wcod++X6t+bLttSDUjMiVJ69rLsM7tDQrnU+9t/OxkwsAAS4U9vWl0/H9ZOTatWQjbsz5YIXfpN5f+y1a4GqMXV5sulAoAG2Rd0omTy+n18FWDgfIRYAqoF22rnAHSL0YJp9B3LlilfnyBeLt9m1QOXRD3ifnb5Wbnx3gRzIyZcBbeq5A2x/adMgxm4BVA5CLABUEw1iIuWDv/SVYZ0aSk5+gdz6wWJ5zh02qCpDZTmQkyc3vbdIJv6wxixf3a+FvHlNotSKCjfLQGUixAJANVIjPERevKKn/OW0Vmb5KXfYuOPjpeboceBEaNnARS/Olq+X7ZCwkCB57MIucv/IThIaQtRA1eCZBQDVjHYuuGd4R3no/M6mc8GnC7fKqNfnSOoBOhfg+GiN9cjnfpWkHfulbnS4vDemj1zaq5ldC1QNQiwAVFNX9mkur1+daI4a/33DXnOqWj0dKHAsPpy3WS5/9XfZk5kjCY1i5cubB0hiizp2LVB1CLEAUI2d3q6+fDK2rzSOi5QNu7RzwSxZsInOBShfXn6B3P/lCvnHp8vM2eH0LHH6XNIuGIA3EGIBoJrrEB9rjh7vclKc7M3MkctenSNfLdlu1wJH09KTq9+YJ2/O+sMs/3VoO3OWuKjwULMMeAMhFgAgDWIj5cMb+sgZCQ3NQV43v79IJv20js4FOMq6lHQ5f9Jv8uu63VIjLEReuvJkuXVoW1NrDXgTIRYAYOgs2ktX9pTrBrQ0y098t1r+/gmdC3DYj6t2ugPsLPljzwFTNvDp2H5yVudGdi3gXYRYAMAh2q3gnyMS5MHzOolOrH28YKtc/cZcSTuYa7dAdaQz8i/9vF6ue2u+ZGTnSa+WdeTLm/pLQmNOxQrfIcQCAI5yVd8W8troRIkOD5FZ6/eY04du2XvArkV1kpWbL7d/tEQe+3aVO8yKXNarmbx7XW+pWzPCbgH4BiEWAFCiQR0ayMc39pP42EhZl5Jh6iAXbt5n16I62Lk/Sy555Xf5fNE2M0v/r/M6ySMXdJbwUOIDfI9nIQCgVPpxsXYu6OT+qn1AL3MHmq+X7rBrEcgWb0mVc5/7VZa4v9aKCpN3ru0lo/q2kKAgDuCCMxBiAQBlio+LlI9u6CtDOjSQ7LwCGf/eQnlxxno6FwSwzxdtlT+/PFtS0rOlbYOa8oX7jUy/NvXsWsAZCLEAgHJFR4TKK6NOkav7tTDLj09dJXd/pk3u6VwQSPILXPLotyvlrx8uMV0phnZsIJ+N6yfN60bbLQDnIMQCACpEayLvH9lJJpybYDoXfDBvi1zzxjzZn0XngkCgj+P1b82Tl3/eYJbHD2otr1x1isREhpllwGkIsQCAY3JN/5by6qhTJCo8xDS8/9MLdC7wd3/szpQL3Y/jT6t3SURosPzn0u5y57AOnMAAjkaIBQAcsyEdG5o62YaxEbI2JUMucAcgPRAI/ufXtbvlvEm/mQ4U2oni4xv7ynndT7JrAecixAIAjkvnk+JM54KOjWJld0a2XPrKbJm6nM4F/kIPzHvjt40y2p7MonvTWuYEBl2b1LJbAM5GiAUAHLdGcTXMzN2g9vUlK7dAxv5vobwyk84FTpedly93fbpMHvgqyRzMdeHJJ8kHf+kjDWIj7RaA8xFiAQAnpGZEqKmRHdW3uTmj0yPfrJJ7Jy+nc4FD6az5Fa/OkQ/nbzEH6P3fOR3lqYu7SWRYiN0C8A+EWADACQsNCZYHRnaS+0YkiPbCf2/OZrn2TToXOM2K7Wky8rlfZf6mfRLjfvPx2tWJcv2prTiBAfwSIRYAUCk0CF07oKW8fGVPqREWIr+s3S0XvzhbtqUetFvAl75ZtkMucj8e29OypGW9aPl8fH8Z1L6BXQv4H0IsAKBSndkp3nQuqB8TIat3psv5k36TpVvpXOArBQUumfjDGhn3v4VyMDdfTm1bTyaP6y9tGtS0WwD+iRBbAampqXLKKadI9+7dpXPnzvLqq6/aNQCAknRpUti5oEN8jOxKzzanMP1uRbJdC2/JzM4z4fXZ6WvN8vUDWsobVydKXBQnMID/C3JxCGm58vPzJTs7W6KioiQzM9ME2fnz50vdunXtFmXbv3+/xMXFSVpamsTGxtpRAAh86Vm5Mv69RTJzzS5TK3vv8I5ynTtIUYNZ9fQEFGPeni+rktMlPCRYHrqgs/z5lKZ2LSqC/bezMRNbASEhISbAKg2zmvvJ/gBQPj1l6eujT5HLezcznQse+nql3PfFCsmjc0GVmrNhjzmBgQbYejUj5P2/9CbAIuAERIidOXOmnHvuudK4cWPz7n7y5Ml2zWGTJk2SFi1aSGRkpPTu3Vvmzp1r11SMlhR069ZNmjRpInfeeafUq1fPrgEAlEU7Fzx8fmczC6sTsO/8vkmuf3u+ZGTn2S1Qmd6fu1mu+O8c2ZuZI51PijUnMOjZvI5dCwSOgAix+hG/BkwNqiX58MMP5fbbb5cJEybIwoULzbbDhg2TlJQUu4Ucqnctftm+fbtZX6tWLVmyZIls3LhR3nvvPdm5c6cZBwCUTycYxpzWSl68oqdEhgXLjNW75KIXZ8mONDoXVBbtyzvhi+Vy92fLJK/AJed0bSQf39BPGteqYbcAAkvA1cTqf5Sff/65nH/++XZEzMxrYmKiPP/882a5oKBAmjZtKjfffLPcddddZuxYjBs3TgYPHiwXXXSRHTmSlhzoxUNravT2qKkBAJElW1Llurfmm6b7DWMj5LXRieYUtjh++zJzZPx7C2XW+j1m+Y4z28n4QW2oPT5B1MQ6W8DXxObk5MiCBQtk6NChdsT9SwcHm+XZs2fbkbLprGt6erq5rk9kLV9o3769WS7Jo48+ap70nosGWABAoW5Na8nk8f2kXcOasnN/tlz80myZlsSnW8drzc50U/+qATY6PEReuaqn3DS4LQEWAS/gQ+zu3btNd4GGDRvakUK6nJxcsXYvmzZtklNPPdWUIehXncHt0qWLXXu0u+++24Rdz2XLli12DQBANakdJZ+M7Wd6lmrv0jHvzJc3ftto16KiNPxf4A6wm/cekKZ1asin4/qZPr1AdUB3ggro1auXLF682NTELl26VG644Qa7pmQRERHmY4eiFwDAkWK1c8HViXJZr6amc8EDXyWZmk46F5RPKwEn/bTOhP/MnHzp06qOfDF+gHSIZ3+D6iPgQ6x2EdAWWcUPxNLl+HjerQKAL4WFBMsjF3SRu8/uYJbfmr1J/vLOAtOkHyXLys2XWz9YLE98t9qE/yv7NJN3rustdaLD7RZA9RDwITY8PFx69uwp06dPtyOFB3bpct++fe0IAMBXtHbzhtNbywtXnCwRocHy46oUUyebnJZlt4CHdnPQv82XS7ZLaHCQPHh+Z3no/C7mzQBQ3QTEsz4jI8N83K8XpW2w9PrmzZvNsrbX0lPFvvXWW7Jy5UoZO3asact1zTXXmPVVRVt+JSQkmM4IAICyDe/SSD74Sx+pVzNcknbsl/Mn/SYrtqfZtVi4eZ+MfP43WbYtTWpHhZnZ16v6NLdrgeonIFpszZgxQwYNGmSXDhs9erS8+eab5rq213riiSfMwVzaE/bZZ581rbe8gRYdAFBxerrUa96cJ+tSMiQqPESev7yHDO5w5MG51c0nC7bKPZ8tk5z8AmnfMEb+O/oUaVqn8EySqDrsv50t4PrEOhEvAgA4NmkHc2XsuwtM26jgIJH7R3aSUX1b2LXVR36BSx77dqW8+kth54YzExrKxEu6S82IULOMqsX+29koogEAOE5cjTB585pe8udTmog7x8l9X6yQf32VZEJddaFB/to35x0KsDcPbiMvXdmTAAtYhFgAgCOFhwbL43/qKncOKzy5zOu/bZQbqknngg27MuSCF36Tn9fsMqfpfe6yHvK3M9tLsE5LAzAIsVWIA7sA4MRo5wI9faqGOA2101bulEtemS079wdu5wINrnoGrg27MqVRXKR8cmM/ObdbY7sWgAc1sV5ATQ0AnLgFm/bKmLcXyN7MHBPu9EQJHRsFzv+pujt+7deN8sg3K00JRc/mtU35QP2YCLsFvI39t7MxEwsA8As9m9eRyeP6S+v60bIjLUsuenGWzFidYtf6t+y8fLnzk6Xy0NeFAfbink3kvTG9CbBAGQixAAC/0axulHw2tr/0bVXXnG71urfmyzu/b7Jr/VNKepZc9srvpo2Wlrz+c0SC/PuirhIRGmK3AFASQiwAwK/ERYXJW9f2kot6NjHdCv45ebk8NMU/Oxcs35Ym5z3/myzcnCqxkaGmI8N1A1qaWmAAZSPEAgD8jh7k9cRFXeWOM9uZ5f/+utH0lT2Q4z+dC75asl0uemmWKY1oVT9aJo/vL6e1q2/XAigPIbYK0Z0AAKqOzlbeNLit/OfS7hIeEizfJ+2US1/53Xw872QFBS558rvVcvP7iyQrt0AGtq9vAmyr+jXtFgAqgu4EXsDRjQBQteb9sVf+8vZ82XcgV06qVcN0LmgfH2PXOkdGdp789cPF8oM7cKsbTmslfz+rg4TQ/9WR2H87GzOxAAC/l9iijnw+rr+0rBct21IPms4FM9fssmudYcveA/KnF2aZAKszx09d3E3uHt6RAAscJ0IsACAgtHAH2M/G9pNeLetIenaeXPPmPHlvzma71rdmr98jI5//VVbvTDdtsz64oY/8qWcTuxbA8SDEAgACRu3ocHnnul5yQY+TTLeCez5fJo/qyQN82LlAW4Bd9docU+rQtUmcfHXTADm5WW27FsDxIsQCAAKK9led+OductvQtmb55ZkbZPx7C+VgTr5Z9pbc/AK51x2itQVYnjtEn9e9sXx0Q1+Jj4u0WwA4EYRYAEDA0c4Ftw1tJ09f0s3Un367PFkuffV32ZWebbeoWnpq3Cv/O0f+N2ez+76I/OOsDvLMJd0lMowTGACVhRALAAhYF/RoYsoLakWFyZItqXL+pN9k7c50u7ZqrNyx39S/ztm4V2pGhMp/R50iYwe25gQGQCUjxFYh+sQCgO/1blXXHPDVom6U6Vxw4Yuz5Ne1u+3ayvXdimT5k/vnb913UJrViZLPxvWTIR0b2rUAKhN9Yr2APnMA4Hv6Ef8N78yXeX/sk9DgIHn4gs5ySWIzu/bE6K70+R/XyVM/rDHL/VrXlUmXn2wONIP/Yv/tbMzEAgCqhTruQPnu9b3NAVZ6oNU/Pl0mj09ddcKdC/SAsZveX3QowF7dr4W8dW0vAixQxQixAIBqQzsX6AFWtwwp7Fzw4oz19vSvx9e5YLueWOGlWfL10h0SFhIkj17YRe4f2cl9nd0rUNV4lQEAqhU9wOr2M9qZM2Zp8Px62Q657NXfZXfGsXUuWLBprzmAa8X2/WaW93/X95HLelVOeQKA8hFiAQDVkp4x6+1re0tsZKgs2pwqF7zwm6xLqVjngo/mb5FLX9HgmyMd4mPky5v6mzOFAfAeQiwAoNrq27qufDauv+kksGXvQXeQnSWz1hV2LtAzfunpYr9YvM181eW8/AJ5cEqS/P2TpZKb75KzOsXLp2P7SZPaUeZ7AHgP3Qm8gKMbAcDZ9mRky5i358vCzammc8FlvZvJtKSdsiMty24h0jA2wpQNrNxROFt765C25hLs3h6Bif23sxFiq5D2idVLfn6+rFmzhhcBADiYHtx1x8dLZMrSHXakZHoGsGcu7S7DuzSyIwhUhFhnI8R6AS8CAPAPuXkF0v3B7yUzu/RuBfVqhsuce4ZKCDOwAY/9t7NREwsAgDV/074yA6zSg7nmbtxrlwD4CiEWAAArJf1wDWxZKrodgKpDiAUAwGoQE2mvla2i2wGoOoRYAAAs7fXaKC5SSqt21XFdT09YwPcIsQAAWHqw1oRzE8z14kHWs6zrOagL8D1CLAAARZzVuZG8eOXJEh93ZMmALuu4rgfge7TY8gJadACA/9EzdGkXAj2IS2tgtYSAGdjqhf23sxFivYAXAQAA/of9t7NRTgAAAAC/Q4itQnrK2YSEBElMTLQjAAAAqAyUE3gBH0cAAOB/2H87GzOxAAAA8DuEWAAAAPgdQiwAAAD8DiEWAAAAfocQCwAAAL9DiAUAAIDfocWWF2hrjlq1asmWLVto0QEAgJ/QFltNmzaV1NRU02oLzkKI9YKtW7eaFwEAAPA/OgnVpEkTuwSnIMR6QUFBgWzfvl1iYmIkKCjIjpZNz/I1b948u1S68rYra/2xris+5nmH6qsZ5vJ+92NxPD+rot9T3nZlrS9tXUXHeYwq9j3lbVfW+tLWVWTc14+PKu93r6jj+TnH8j3lbVvW+tLWlTRefIzHqGLfU5HtytqmtHUljRcfq8rHSCNSenq6NG7cWIKDqcB0HA2xcJ6OHTvaa2Urb7uy1h/ruuJjaWlp+gbIfPWF8n73Y3E8P6ui31PedmWtL21dRcd5jCr2PeVtV9b60tZVZNzXj48q73evqOP5OcfyPeVtW9b60taVNF58jMeoYt9Tke3K2qa0dSWNFx9zwmME3wi538394MOBevXqZa+Vrbztylp/rOuKjmVnZ8tjjz0md999t0RERNhR7yrvdz8Wx/OzKvo95W1X1vrS1lVknMeo4t9T3nZlrS9tXXnjTnh8VHm/e0Udz885lu8pb9uy1pe2rqTxomM8RhX/nopsV9Y2pa0rabzomFMeI3gf5QQ4bvoRDueUdjYeI2fj8XE+HiPn4zGqvpiJxQkJCQmRgQMHSmhoqB2B0/AYORuPj/PxGDkfj1H1xEwsAAAA/A6H2gEAAMDvEGIBAADgdwixAAAA8DuEWAAAAPgdQiwAAAD8DiEWVaJFixbStWtX6d69uwwaNMiOwkk2btxoHpuEhATp0qWLZGZm2jVwgtWrV5vXj+dSo0YNmTx5sl0Lp3j66aelU6dO5nV0yy23mNOUwjmefPJJ8/h07txZ3n33XTuKQEGLLVQJDbHLly+XmjVr2hE4zemnny4PPfSQnHrqqbJ3717TJJwei86UkZFhXlObNm2S6OhoOwpf27Vrl/Tp00dWrFghYWFhctppp5nQ1LdvX7sFfGnZsmUyevRomTVrlnlzoW/ap06dKrVq1bJbwN8xEwtUQ56drgZYVadOHQKsg3355ZcyZMgQAqwD5eXlSVZWluTm5ppLgwYN7Br42sqVK80bisjISPNJRrdu3UyIReAgxOIoM2fOlHPPPVcaN24sQUFBJX6EOWnSJDMzpP859O7dW+bOnWvXFNLv05m+xMRE+d///mdHUVlO9DFau3atmSXXn3HyySfLI488YtegslTG68jjo48+kksuucQuobKc6GNUv359ueOOO6RZs2bmZwwdOlRat25t1+JEnejjoyUEM2bMkNTUVNm3b5+5vm3bNrsWgYAQi6NobaS+Y9X/HEry4Ycfyu233y4TJkyQhQsXmm2HDRsmKSkpdguRX3/9VRYsWGBmkDQgLV261K5BZTjRx0hnj3755Rd54YUXZPbs2fLDDz+YCypPZbyOlJ4XXj8OHT58uB1BZTnRx0iD0ZQpU+SPP/4w4UgfJw1eqBwn+vh46pQHDx4sF154oSn90NPTIoBoTSxQGn2KfP7553apUK9evVzjx4+3Sy5Xfn6+y/1O2fXoo4/akSPdcccdrjfeeMMuobIdz2Pk3tm6zjzzTHNd/fvf/zYXVI0TeR29/fbbriuuuMIuoaocz2P00UcfucaNG2euK30NPf7443YJlaky9kXXXXedy/2mwy4hEDATi2OSk5NjZlj1YzOP4OBgs6wzekrfPaenp5vrekDKjz/+aI4OhXdU5DHSMg+drdCZpIKCAjN71LFjR7MOVa8ij5EHpQS+UZHHqGnTpmb2VWti3QHKfFzdvn17sw5Vq6KvIc+srHb70FIDnalF4CDE4pjs3r3b/GfdsGFDO1JIl5OTk831nTt3yoABA8xHO/rxzahRo0xogndU5DHSg7i0zEOPptZWaG3btpURI0aYdah6FXmMVFpaGjteH6nIY6T/v2mZR48ePczrSOthR44cadahalX0NXTeeeeZsoIrr7xS3njjDQ5gDTCEWFS6Vq1ayZIlS8xF22zdeuutdg2c5OyzzzYtaPQxmjhxoh2Fk8TFxZk3heHh4XYETvPwww+bo+C148ezzz5rDkCCc+isbFJSksybN0969uxpRxEoCLE4JvXq1TOF8bpjLUqX4+Pj7RJ8icfI+XiMnI/HyNl4fKAIsTgmOiOk72anT59uR8TUVOoyDb6dgcfI+XiMnI/HyNl4fKBC7nez1wFDD8bSj1+0rujll182vfe0UbQW0uvHm3pmp3/+85/moIaIiAhzffHixfLaa69xhi4v4TFyPh4j5+MxcjYeH5TLdikADvnpp59MO5Pil9GjR9stXK7nnnvO1axZM5f73bBpc/L777/bNfAGHiPn4zFyPh4jZ+PxQXmC9B/3kwIAAADwG9TEAgAAwO8QYgEAAOB3CLEAAADwO4RYAAAA+B1CLAAAAPwOIRYAAAB+hxALAAAAv0OIBQAAgN8hxAIAAMDvEGIBoIrdf//90r17d7tUsquvvlrOP/98uwQAKA8hFkCl0jAWFBR01OWss86yW/hGVlaWuW9dunSR0NBQxwXG//znP/Lmm2/aJZGBAwfKbbfdZpeqlt5urVq17BIA+AdCLIBKp4F1x44dR1zef/99u/Zoubm59tphOTk59tqxKe378vPzpUaNGnLLLbfI0KFD7ahzxMXFESQB4BgQYgFUuoiICImPjz/iUrt2bbtWzMzsiy++KCNHjpTo6Gh5+OGHD33k/t///ldatmwpkZGRZtvNmzfLeeedJzVr1pTY2Fj585//LDt37jTrVGnfV5zejt7mmDFjzP2pqLlz50qPHj3Mzz3llFPk888/N/d/8eLFZn1Js5iTJ0822xT38ssvS9OmTSUqKsr8HmlpaXbNkeUEev3nn382s7Oemew//vjDrCtO3yCcc845JqDr7//ee+9JixYt5JlnnrFbiEycONHMQOvfQG9/3LhxkpGRYdbNmDFDrrnmGnNfPLelf1OVnZ0td9xxh5x00knme3v37m22BwAnIMQC8AkNShdccIEsW7ZMrr32WjO2bt06+fTTT+Wzzz4zIbGgoMAE2L1795pQ98MPP8iGDRvkkksuMdt7FP++yqJBb8SIEZKQkCALFiww91lD3fHQ+/jRRx/JV199JVOnTpVFixaZMFkSDa99+/Y1gdszk63hsySjRo2S7du3m3Cpf4NXXnlFUlJS7NpCwcHB8uyzz8qKFSvkrbfekh9//FH+/ve/m3X9+vUzgVffIHhuy/M73nTTTTJ79mz54IMPZOnSpXLxxRebWfa1a9ea9QDgUy4AqESjR492hYSEuKKjo4+4PPzww3YLl0v/67ntttvsUqEJEya4wsLCXO4AZkdcru+//978rM2bN9sRl8sdxMz3z5071yyX9H3l0fvoDsd2qXQvv/yyq27duq6DBw/aEZfrxRdfNLfvDqFm+Y033nDFxcWZ6x6ff/652cZD76P+Hlu3brUjLte3337rcodLlzs0muXi9+n000933XrrrXapZCtXrjS3M2/ePDvicrkDphl7+umn7cjRPv74Y/N7eZT0O2zatMnc523bttmRQkOGDHHdfffddgkAfIeZWACVbtCgQWZGtOjlxhtvtGsL6UfzxTVv3lzq169vl0TcIc3MQBadhdRZUf34Xtd5FP++yqK30bVr1yNKFHSG9Hg0a9bMfCzvoT9HZ5pXr15tR46dfq8epHbyySfbEZE2bdocUbqhpk2bJu7waW4/JiZGrrrqKtmzZ48cOHDAbnE0nSHXOuJ27dqZUg7PRWfE169fb7cCAN8hxAKodFo/qWGq6KVOnTp2bSHdpriSxirieL+vMuhH9S4zuXxYSQeq+YrW0mpJhIZxLTfQsohJkyaZdWUdPKelFCEhIWb7om9GNNhruQMA+BohFoBjdezYUbZs2WIuHklJSZKammpmZKua3r7Wgmp7Lo/ff//dXiukM8Dp6emSmZlpR8SEveL0ADWtXfXQn6MBuH379nbkSOHh4WYmtCz6vXl5eaa+1kNrb/ft22eXxIRQnfF96qmnpE+fPmZmtej9UCXdlh7MpmNaX1v8DcmxHBgHAFWFEAug0ulR7cnJyUdcdu/ebddWnLbC0qPqr7jiClm4cKHpFKAHMp1++uklliOURwOwBkw9UEyPxvfMLpbm8ssvN0fr6wFW+r3ffPONPPnkk3ZtIT1iX7sN3HPPPeZjdu0OULTfq4eWJIwePVqWLFkiv/zyi2n1pR0KSguE2mFgzpw5ZiZV/3YaRIvr0KGD+Rv95S9/MX8bDbN6XTsV6P1WGjp1Zvi5554zB8W988478tJLL5l1HnpbOvM6ffp0c1taZqBhV//u+vfWA+Y2btxobuPRRx+Vr7/+2n4nAPhQYWksAFQOPUBJ/2spfmnfvr3dovDALj34qSg9+Klbt2526TA9wGjkyJHm4LCYmBjXxRdf7HKHYru29O8rSfPmzY+6X3opy+zZs83PDw8Pd3Xv3t316aefmu/xHNil9Hdxh0WXOzy6RowY4XrllVeO+Lme+/jCCy+4Gjdu7HIHWtdFF13kcodpu8XRB3atXr3a1adPH/Mz9We5Q6Rdc6Tt27e7zj77bFdERIT5/dwh2tWgQQOXO6jaLVyuiRMnuho1amR+1rBhw1xvv/22+Zn79u2zW7hcN954oznYS8f1/qqcnBzXfffd53KHXHPwnP6MCy64wLV06VKzHgB8KUj/cf+nBQCoAJ0Z1X6sOutZ3qlkfWHr1q3mQDjPwVwAEKgoJwAAP6Y9X7/88kvzcf+sWbPk0ksvNeUBp512mt0CAAITIRYA/JjWu2o9bqdOnczJI/RAMz3xQVhYmN0CAAIT5QQAAADwO8zEAgAAwO8QYgEAAOB3CLEAAADwO4RYAAAA+B1CLAAAAPwOIRYAAAB+hxALAAAAv0OIBQAAgN8hxAIAAMDvEGIBAADgdwixAAAA8DuEWAAAAPgdQiwAAAD8jMj/A+neATO0a18ZAAAAAElFTkSuQmCC" 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" } }, "cell_type": "markdown", @@ -808,7 +793,7 @@ "#### Behaviour of the metrics versus $T_1$ (only amplitude damping channel)\n", "\n", "\n", - "![image.png](attachment:d93c3836-3ade-45f1-aa00-7726458cc6c1.png)" + "![image.png](attachment:7e1fa045-c9ba-425e-aef5-e384d7fa747e.png)" ] }, { @@ -922,13 +907,19 @@ "outputs": [], "source": [ "error1 = []\n", + "integ_error = []\n", "final_pdf = []\n", "for hw_m in noisy_conf_list:\n", " my_noisy_qpu = select_qpu(hw_m)\n", " print(hw_m)\n", " ae_dictionary.update({\"qpu\": my_noisy_qpu})\n", - " error1.append(hw_m[\"idle\"][\"t1\"])\n", - " final_pdf.append(sine_integral(4, 0, ae_dictionary))\n", + " t1 = hw_m[\"idle\"][\"t1\"]\n", + " t2 = hw_m[\"idle\"][\"t2\"]\n", + " t_varphi = 1.0 / ((1.0 / t2) - (1.0 / (2 * t1)))\n", + " error1.append(t_varphi)\n", + " step_pdf = sine_integral(4, 0, ae_dictionary)\n", + " final_pdf.append(step_pdf)\n", + " integ_error.append(step_pdf[\"IntegralAbsoluteError\"].iloc[0])\n", "final_pdf = pd.concat(final_pdf)" ] }, @@ -941,19 +932,20 @@ }, "outputs": [], "source": [ - "plt.plot(error1, final_pdf[\"IntegralAbsoluteError\"], '-o')\n", + "plt.plot(error1, integ_error, '-o')\n", "#plt.axhline(medida_no_toffoli, c='r')\n", "plt.yscale(\"log\")\n", "plt.xscale(\"log\")\n", - "plt.xlabel(\"Error 1 qubit gate\")\n", + "plt.xlabel(r\"$T_{\\varphi}$\")\n", "plt.ylabel(r\"Absolute Error\")\n", - "plt.title(\"Amplitude Damping and Dephasing. Ideal Gates\")" + "plt.title(\"Amplitude Damping and Dephasing. Ideal Gates\")\n", + "plt.legend([\"IQAE\"])" ] }, { "attachments": { - "6a1641ee-4961-44dd-b318-1193d4d23551.png": { - "image/png": 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" } }, "cell_type": "markdown", @@ -963,7 +955,7 @@ "\n", "#### Behaviour of the metrics versus $T_1$ (amplitude damping and dephaising channel)\n", "\n", - "![image.png](attachment:6a1641ee-4961-44dd-b318-1193d4d23551.png)" + "![image.png](attachment:c1622e17-3388-41a0-a696-acd0b1ce91f9.png)" ] }, { @@ -1064,13 +1056,16 @@ "outputs": [], "source": [ "error1 = []\n", + "integ_error = []\n", "final_pdf = []\n", "for hw_m in noisy_conf_list:\n", " my_noisy_qpu = select_qpu(hw_m)\n", " print(hw_m)\n", " ae_dictionary.update({\"qpu\": my_noisy_qpu})\n", " error1.append(hw_m[\"meas\"][\"readout_error\"])\n", - " final_pdf.append(sine_integral(4, 0, ae_dictionary))\n", + " step_pdf = sine_integral(4, 0, ae_dictionary)\n", + " final_pdf.append(step_pdf)\n", + " integ_error.append(step_pdf[\"IntegralAbsoluteError\"].iloc[0])\n", "final_pdf = pd.concat(final_pdf)" ] }, @@ -1083,19 +1078,20 @@ }, "outputs": [], "source": [ - "plt.plot(error1, final_pdf[\"IntegralAbsoluteError\"], '-o')\n", + "plt.plot(error1, integ_error, '-o')\n", "#plt.axhline(medida_no_toffoli, c='r')\n", "plt.yscale(\"log\")\n", "plt.xscale(\"log\")\n", "plt.xlabel(\"Error 1 qubit gate\")\n", "plt.xlabel(r\"Readout\")\n", - "plt.title(\"Only Readout Error.\")" + "plt.title(\"Only Readout Error.\")\n", + "plt.legend([\"IQAE\"])" ] }, { "attachments": { - "f550fafa-299f-46aa-af69-c2b4effba4c9.png": { - "image/png": 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" } }, "cell_type": "markdown", @@ -1104,16 +1100,8 @@ "source": [ "#### Behaviour of the metrics versus Readout error\n", "\n", - "![image.png](attachment:f550fafa-299f-46aa-af69-c2b4effba4c9.png)" + "![image.png](attachment:31be4563-397f-45ee-a209-afe31eb98aa7.png)" ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "4df568fa-6b45-43a8-91c0-3076a7859f44", - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { diff --git a/tnbs/BTC_02_AE/my_benchmark_execution.py b/tnbs/BTC_02_AE/my_benchmark_execution.py index 13d4cc1..4365e23 100644 --- a/tnbs/BTC_02_AE/my_benchmark_execution.py +++ b/tnbs/BTC_02_AE/my_benchmark_execution.py @@ -301,16 +301,19 @@ def exe(self): # Path for AE JSON file configuration ae_json_file = "jsons/integral_mlae_configuration.json" + ae_json_file = "jsons/integral_iqae_configuration.json" # For setting the AE configuration - id_ae = 0 + id_ae = 1 # Path for QPU JSON file configuration - qpu_json_file = "QQuantLib/qpu/qpu_ideal.json" + # qpu_json_file = "QQuantLib/qpu/qpu_ideal.json" + qpu_json_file = "qpu_noisy.json" # For setting the qpu configuration id_qpu = 2 # Setting the integral interval - list_of_integral_intervals = [0, 1] + #list_of_integral_intervals = [0, 1] + list_of_integral_intervals = [0] # Setting the list of qubits for domain discretization list_of_qbits = [6]