From b3b20f8eb13ace4c8466a78f2768bee403b2a0d9 Mon Sep 17 00:00:00 2001 From: king-p3nguin Date: Thu, 22 Dec 2022 18:23:01 +0900 Subject: [PATCH 1/3] replace deprecated module --- ...04_transpiler_passes_and_passmanager.ipynb | 1617 ++++++++++++----- 1 file changed, 1207 insertions(+), 410 deletions(-) diff --git a/tutorials/circuits_advanced/04_transpiler_passes_and_passmanager.ipynb b/tutorials/circuits_advanced/04_transpiler_passes_and_passmanager.ipynb index 9cfb4c703..0621512eb 100755 --- a/tutorials/circuits_advanced/04_transpiler_passes_and_passmanager.ipynb +++ b/tutorials/circuits_advanced/04_transpiler_passes_and_passmanager.ipynb @@ -67,9 +67,9 @@ "outputs": [ { "data": { - "image/png": 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+ "image/png": "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", "text/plain": [ - "
" + "
" ] }, "execution_count": 2, @@ -95,9 +95,9 @@ "outputs": [ { "data": { - "image/png": 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\n", 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", "text/plain": [ - "
" + "
" ] }, "execution_count": 3, @@ -133,7 +133,13 @@ { "data": { "text/plain": [ - "['ApplyLayout',\n", + "['ALAPSchedule',\n", + " 'ALAPScheduleAnalysis',\n", + " 'ASAPSchedule',\n", + " 'ASAPScheduleAnalysis',\n", + " 'AlignMeasures',\n", + " 'ApplyLayout',\n", + " 'BIPMapping',\n", " 'BarrierBeforeFinalMeasurements',\n", " 'BasicSwap',\n", " 'BasisTranslator',\n", @@ -141,11 +147,20 @@ " 'CXCancellation',\n", " 'CXDirection',\n", " 'CheckCXDirection',\n", + " 'CheckGateDirection',\n", " 'CheckMap',\n", + " 'Collect1qRuns',\n", " 'Collect2qBlocks',\n", + " 'CollectLinearFunctions',\n", + " 'CollectMultiQBlocks',\n", " 'CommutationAnalysis',\n", " 'CommutativeCancellation',\n", + " 'CommutativeInverseCancellation',\n", + " 'Commuting2qGateRouter',\n", " 'ConsolidateBlocks',\n", + " 'ConstrainedReschedule',\n", + " 'ContainsInstruction',\n", + " 'ConvertConditionsToIfOps',\n", " 'CountOps',\n", " 'CountOpsLongestPath',\n", " 'CrosstalkAdaptiveSchedule',\n", @@ -154,32 +169,59 @@ " 'Decompose',\n", " 'DenseLayout',\n", " 'Depth',\n", + " 'DynamicalDecoupling',\n", + " 'EchoRZXWeylDecomposition',\n", " 'EnlargeWithAncilla',\n", + " 'Error',\n", " 'FixedPoint',\n", " 'FullAncillaAllocation',\n", + " 'GateDirection',\n", + " 'GatesInBasis',\n", + " 'HLSConfig',\n", + " 'HighLevelSynthesis',\n", " 'HoareOptimizer',\n", + " 'InstructionDurationCheck',\n", + " 'InverseCancellation',\n", " 'Layout2qDistance',\n", " 'LayoutTransformation',\n", + " 'LinearFunctionsSynthesis',\n", + " 'LinearFunctionsToPermutations',\n", " 'LookaheadSwap',\n", " 'MergeAdjacentBarriers',\n", " 'NoiseAdaptiveLayout',\n", " 'NumTensorFactors',\n", " 'Optimize1qGates',\n", + " 'Optimize1qGatesDecomposition',\n", + " 'Optimize1qGatesSimpleCommutation',\n", + " 'OptimizeCliffords',\n", " 'OptimizeSwapBeforeMeasure',\n", + " 'PadDelay',\n", + " 'PadDynamicalDecoupling',\n", + " 'PulseGates',\n", + " 'RZXCalibrationBuilder',\n", + " 'RZXCalibrationBuilderNoEcho',\n", + " 'RemoveBarriers',\n", " 'RemoveDiagonalGatesBeforeMeasure',\n", " 'RemoveFinalMeasurements',\n", " 'RemoveResetInZeroState',\n", + " 'ResetAfterMeasureSimplification',\n", " 'ResourceEstimation',\n", " 'SabreLayout',\n", " 'SabreSwap',\n", + " 'SetIOLatency',\n", " 'SetLayout',\n", " 'Size',\n", " 'StochasticSwap',\n", + " 'TemplateOptimization',\n", + " 'TimeUnitConversion',\n", " 'TrivialLayout',\n", " 'UnitarySynthesis',\n", " 'Unroll3qOrMore',\n", " 'UnrollCustomDefinitions',\n", " 'Unroller',\n", + " 'VF2Layout',\n", + " 'VF2PostLayout',\n", + " 'ValidatePulseGates',\n", " 'Width']" ] }, @@ -255,9 +297,9 @@ "outputs": [ { "data": { - "image/png": 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\n", 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", 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" + "
" ] }, "execution_count": 6, @@ -281,9 +323,9 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", "text/plain": [ - "
" + "
" ] }, "execution_count": 7, @@ -307,9 +349,9 @@ "outputs": [ { "data": { - "image/png": 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BfkwkldIf5k6Cvl2tvXfGPTfAkD6QMcj3iBFPkNh/3NpJYwb0hOzvQpdO/o0YGTPEGLUxpI+198744U1GkBk1yPf2niBx5IxxrIjYUWw0zJ9ihHp/jlNPkHBjfPaJNcImRFxpErq1bXs7dIyKcMDowf5vHxNtj1nnBjvbtn3qgODU0RZRkf4FCI/4WAUIsb+r2nic6sZb1gubyxkiIiJiLwoRIiIiYopChIiIiJiiECEiIiKmKESIiIiIKQoRIiIiYopChIiIiJiiECEiIiKmKESIiIiIKQoRIiIiYopChIiIiJiiECEiIiKmKESIiIiIKQoRIiIiYopChIiIiJiiECEiIiKmKESIiIiIKQoRIiIiYopChIiIiJiiECEiIiKmKESIiIiIKQoRIiIiYopChIiIiJiiECEiIiKmKESIiIiIKVFWFyAiEi5q6uDQKThyBkorwO2Gzp0gsScMdkKveKsrvJzbDSfK4PBpOHbu0vItX8HAf9QdqdNJMUkhQkTEh7OVsGkf7DgA1bWtb5ecAJnXQmpi6GprjcsNBQfhg/1G6GnurZ3Gn11jYUISZA6HzjGhrVHCn0KEiEgr3G746BtYs8tohfCl8LjxuP5quO8GiI8Nfo0tOVUG/70NDpzyvW1ZNby3Bz7+Bu4fC6kDgl+fdBxqxBIRaYHLDau2Gw9/AkRjnxbB0veMSx6hdug0/P5d/wJEY2VV8EI+bN4XnLqkY1KIkIBxuWHnIePszR81tfD5kaCW5JdDp40zN399UQwXLgavHn/U1cPuw/5vX1EN+44Fr56O6K+7jVYIs0or4PmNUFkTuJp8OXEe/vcmqPJyycWXt3fBtm8DV1NblLfxOD12Fo6eDV494ptChATMmzvgTx/CGzt8B4maWli+BV7eCtsPhKS8FhWfgWUb4Y8b/AsSBQfhxXzjNbX1wa+vJW43vPohrPi70QztS0U1PLcRXtgCXx4NenkdwtfHjT4Q3vxhlvHwprQC/lIQuLq8qXfBax9777MB/tX9xg44XR642vxRXQvPbzCOU39OLo6dNY7r5zYYHUfFGrYOES6Xi7y8PJKSkoiNjSU9PZ38/HyGDx/O3LlzrS5PmkkdAFER8PevvQcJT4D49iR0i4MhzpCW2UTvq2BATzhf5TtIFByE1z4CNzByAERHhqzMJhwOSBto/Lnuc+9BwhMgSs6B8ypjFIF453LBn7cHbn8Fh4xQEmwffwNFpYHZV209vBmi8OMREwUp/Y0WzVc+8B4kPAGisgYGOaFnl9DV6Y+aOqNVdss+4yTJ6pbLYLJ1iMjKyiI3N5d58+axbt06ZsyYwcyZMzlw4ACjR4+2ujxpJqU//DjTe5BoHiAenQK9u1pSLgAx0TB3IlzTx3uQaBwgpqXBbSNDXWlTY4bArAneg0TjANGnK+RMMX7n4t2+EjgV4LPwrfsDu7/m3O7A/4wvj7XtMl97ORzw/VEwOcV7kGgcIFL6Q9Yt1gX65txu2PQl/PINo1X2rV2w8mP45Zvwzm4joHY0tg0RK1euZMWKFaxZs4aFCxcyadIkFi1axIQJE6irq2P06NHU1NQwe/ZsEhMT6d69O5MnT2bfPvUKslJLQcLDbgHCw1eQsFuA8PAWJBQgzNsehP4Ae48a/yfBcug0nAzCF36oLzX6ChJ2DhBgvAfX7L68I25dPWz8ElbtaPl14cy2IWLx4sVMnTqVzMzMJsuHDRtGdHQ0I0eOpK6ujmHDhrF9+3ZKS0uZMmUK999/v0UVi0fzIOFhxwDh0VqQsGuA8GgeJDwUIMw7dDrw+3S7W56rIVAOB6FmgMMBujzSFi0FCQ87B4jzF+D9vd63+fgbIwh1JLYMEcXFxezdu5fp06dftq6oqIjU1FRiYmLo0qULTzzxBImJiURGRvIv//Iv7Nmzh+rqIEZ+8UvjIOFh1wDh0TxILH0P/o+NA4RH4yDhoQBhTkW18X8fDMEcRRCsfVs18qF5kPCwa4AAo9XG5fa+jQMjSHQktpxsqri4GICEhIQmy6uqqsjPz2fatGktvu6jjz5i8ODBxMYGboYXR+NPZmmzoaPv4vsL3gLgYnUFz/zrKP79hL3fRdExXXggdwf0TwFg17qlPP3gYxZX5dvIyT9hctYyAC6UneLJR9NYdC4EPfo6kG59hjL7902vZ/gaydDa+p+91vT5r3P/g1tf/3/aUV3r7vjZmwwb889+1eVrfeO6yyprcTg6tbO69pnyyEukZmYBcPLgTv445yZ+UhvCcbN+mvLIS6Tc/EMiIlv/Wq131fOnVe9z39iWv8PsxO3nWH1btkQ4nUZ3/cLCwibLlyxZQklJCRkZGZe95uzZs+Tk5PDkk0+GpEbxLTqmC6OmLmh43ik2nuun/sy6gvw0dMzd9EgY3vA8adx0uvcdZmFFvsXG9yJtSnbD885de3PdxIctrCg8uerbOKtUG9TXt2PyBh/cQarbFcSa/dFrwHUMGfX9S88HpjEobaqFFbWutqayaXNgS9xu6mouhKagEHG4/Y0bIeRyuRg1ahQlJSXk5eWRmJjI6tWrWbt2LUVFRWzbto1x48Y1bF9VVcVtt93GLbfcohBhE807Ud6eBqt3QJ0Lbk6Ce2/w/X6zQuM+EI3Z+TJM806UNyfDX3Ya1+FvT4Pv2fQyjB3Vu+DxPxsd4XzxnMk3b3FozQ8mwNih5mvz5p3dRsc9f7Sl7n7d4PF/Ml9XezTuRHltP+jbDfK/gggHzP6OMczZTvaXwLJNvrd78EbjEmRHYcuWiIiICFatWkVqairZ2dnMmTMHp9NJTk4OUVFRpKWlNWxbV1fHjBkzSEpKUoCwiZZGYYwf5nv4p9Wad6L08DX800otjcK4Zbjv4Z/SssgISOwenH0PDOIcHcHa94BewdmvL81HYfw4E+7O8D3800pJCdCvu9HvoSUOh/F5mH51KKsKPluGCIDk5GQ2b95MZWUlRUVF5ObmsmfPHlJSUoiLu9RT7OGHH8blcrF8+XILqxUPb8M4/ZlHwireRmH4M4+EFbwN4/RnHglpWTBuQNUr3jiTDpakBIgKQkdDK+5G2towTn/nkbBKhAMeyYSe/7gdfPMw0SUGfjLZfh1C28u2IaIlBQUFTSaZOnz4MCtWrGDTpk10796d+Ph44uPjKSoqsrDKK5c/80DYMUj4Gsbp74RUoeTPPBAKEuZMuMZokQikm5KML5lg6RIDGYMCu89uccbMrKHkax4IuweJnvHwv6bBvWOgf49Ly//pevj5HUZLRUcTNiGioqKCwsLCJp0qBw0ahNvtpqqqioqKiobH1Vd3sPaiMPHf2/wbxtk8SGz5KrR1NnbwlH/zQDQPEs9vsvbeGS9v9W8YZ/MgsfNgSEsNS1fFGZeEAqV7Z7gxKXD7a81t1wX2LPf2tMCHKW+qa40+Bb6GcbYUJOw090JsNHxnuBEmPKakWndb+GCz5RDPlsTHx1Nfb9Gntvhlappxw6Ef3uS7A6InSKzfC+OuCU19LRnkNH5+zy6+54HwBImXthpnllbeO+PODOPeBj/O9D0PhKcT165DkKZ87Zfb0+CLo4GZBfKB8cYXS7A5rzLOeP+ys/37urZf6N+XsdFGOPj0MMzxMQ+EJ0gA1Ls75hl+uLDl6AwJX25320ZdtHX7YGitBk/v9ebj6e1Qs5k67FJ3uDhVBs+sN25PbdbdGTAxJXA1+eJ2GzcPa8+ERv26waO3GpdIrNCW49Tz7WXX47q1z5COJGwuZ0h4aOub2Q5v/nCsGcK37nDRuyv89FZIMNEhMioSZowNbYAA4/94+lij+dzMf3dSX2sDBLTtOHU4dFxbLWwuZ4iIhFrvrrDwdqNT6pav/OsHk9QX7hsLfS2aUyTCYVzWGNEfVm2HkvO+X9O5E0xLN/puBLMDqHQ8ChEiIl5ERcId18OkEbDjAOw7BsVnoOIfMy9HRkD/7jCkt9GPILGHt72FztA+8G93GJ2ddxyEotNwvOzSJYDunY35JUYOhOuvhk76NhATdNiIiPihcyfIvNZ4uN2wYKWxfMn9oR3F0BYOBwzrazzAmJHzYp1Rr0KDBIIOIxGRNmp8Hd6uAaIlkREQZ+39tKSDCaPDX0REROxEIUJERERMUYgQERERUxQiRERExBSFCBERETFFIUJERERMUYgQERERUxQiRERExBSFCBERETFFIUJERERMUYgQERERUxQiRERExBSFCBERETFFIUJERERMUYgQERERUxQiRERExJQoqwu4Er1ZAEfPWvOzE3vAPWOs+dkiItKxKERY4OhZ+Pak1VWIiIi0jy5niIiIiCkKESIiImKKLmeIiGXcbiivhqqLEBEBPTpDVKTVVYm0j8sN5y80eu4yju+OSCFCREKq3gVfHoVPDsCh01BRfWldhAP6dYfURJgwDHp0saxMkTa5WAe7DsHOQ3DkDFTXXlr38z9DYk+4/mq4YSh07mRVlYGnECEiIVN4HF7/BEorWl7vchsdj4+ehfVfwE1J8P3rISY6pGWK+M3tNgLx27uMFrWWXKyHg6eMx98+hdvTIXN4x2idUIgQkaBzueGd3bB5n/+vcbvh74Ww7xg8nGm0UIjYSU0tvPohfHHU/9dcrDcCx54jkHULxMcGr75Q6AA5SKR96l3GF5a/6uqDV0tH5HbD6h1tCxCNlVbAs+vh+PnA1iXSHhfrYPmWtgWIxg6cguc2QGVNQMsKOYUIuaLV1cN/fQBvFPgXJCqq4ffvwYeFwa+to9j2LXz0tfdt/jDLeLTmwkV4Kd/44Baxg7d2+Z7vx9dxXXIe/ntb205i7EYhQq5oR8/CV8eMZnNfQaKiGp7bCMfOwtb9UGvTFgk7fSCdrYS3dgZmX6fKYd3ngdmXSHsUHvcdjP21t9jokBmubB0iXC4XeXl5JCUlERsbS3p6Ovn5+QwfPpy5c+daXV7IrP7NRLa/9Ru/l4v/Bjnhx5kQFeE9SHgCRMk56NMV5k+BaBsNRTxyBl77CP7tdXhsJeS+BRu/aNpD3ApbvoKaALYebN3fdDSHFb49CS9vvfR88TvwwX61klxJ3tsT2P29u8foNxSObB0isrKyyM3NZd68eaxbt44ZM2Ywc+ZMDhw4wOjRo60uTzqIlP7eg0TzAJEzBbrFWVbuZXYegqXvQsFB44vMDZRWwjufwu/fhfIqa+q6WAeffBvYfda7Ar/Ptsj/yuifsefIpWUny4xj5rkN1oc2Cb6Sc4G/bcGpcvj6eGD3GSq2DRErV65kxYoVrFmzhoULFzJp0iQWLVrEhAkTqKurawgRs2bNom/fvnTr1o2xY8fy8ccfW1y5hKOWgoSHnQPEiTKjBcLlNsJDc6fK4DWL3hKHTwfnS/WrksDv0x8HTsJf/nFppvHv2vP3w6XGzfWkYwvW8WfVcd1etg0RixcvZurUqWRmZjZZPmzYMKKjoxk5ciQAixYt4siRI5w/f55f/epX3HvvvVaUKx1A8yDhYdcAAUYHT2/NoG6MD6cTZSErqcGRM8HbrxX9PrbuB4ePbQoOWn+5RYLrSGmQ9huk90uw2XKeiOLiYvbu3cuCBQsuW1dUVERqaioxMTEAjBgxAgC32010dDTHjx+nurqa2NjADL51OHx9bLTdvYs2MyBlYptes/3tJ9m5Nq/JstrqCq6+bkqb9pOfv4Wf3japTa+50gxK+x7/tOAtoqKNY+jM0X288OhkFp2zX3vjD/MK6ZGQ5HO7703/KZ+9/2wIKrok84fPcP1t/9Jkmbee6t7W/+y1S3+vroXY+O5cvBDaMZ/ZL5bRKfYqr9u43DAqczrfbF8doqok1Kb/8u/0T76pyTIzx3XjYxpg554DOG69pp3VBY7bz6Ru2xABkJCQ0GR5VVUV+fn5TJs2rcnyWbNm8cYbb1BTU0NOTk7AAoSdjL1rEWPvfqLJstW/mWhNMR3ciQMFVJ49Rrc+QwEo+eZjLtgwQABERvk3f66/2wVSRETwep4Gc9+t/sxI/6bNtOJ3LaHjCNKxF6z9BpstQ4TT6QSgsLCwSWBYsmQJJSUlZGRkNNn+tdde45VXXmHt2rWUl5cHtBZ/01hbPLs+8B1z/JWZOZHVvwnTbsAh0LgTZbfOUFkNqZlZzHski3vHQBAaptpl+WbYV+K7ef9Py/MYkZjnfaMA+9unxtTVjTU/+/LwnKm1tr6xCAeUnysN+Y26/v+1xvBeX++eDe+8xoCefvxDJCz952ZjFtXGAnFcpyQNCsr3TbDZMkQMHTqUtLQ0nnrqKXr27EliYiKrV69m7dq1AC2OzIiOjuauu+4iPT2dsWPHkpycHOqyJcy1NArj2FljkiNPHwm7BYmbkuHLY62vd2CEoWv7haykBgN6Bme/Cd2tudPnzcnGfT9a43DAwB7B+3eLPQzocXmICITEHoHfZyjYsmNlREQEq1atIjU1lezsbObMmYPT6SQnJ4eoqCjS0tJafe3Fixc5dOhQ6IqVDqG1YZy+hn9aLaW/cWfAljgwvtjuH2fNjX4GOX13RDRjiDMIO/XDDUPgmj4tr3NgHCP3jQ1pSWKBIb3Da7/BZsuWCIDk5GQ2b97cZNlDDz1ESkoKcXFGF/nS0lI2bdrEHXfcQVRUFC+88ALHjh277HJHuLvviS1tWi5t42seCE+QsGOLRIQDHroJesXDB4VNJzxK6A7/PBqSE1p9eVB172z87ry1lJgxflhg9+evqEiYN8m4edIn30Kd69K6q53GMXF1L2tqk9AZ3s84ts9dCNw+Y6Jg1KDA7S+UbBsiWlJQUMD48eObLHv22Wd5+OGHiYiI4LrrruNvf/tbQ58KEV/8nUjKzkEiMgK+PwpuGwmPv24se2wqDOxpfX2Z1wY2RFzTx/h3WaVTFEwfC3ekG/2a6lzQtyv0D9OmaGm7yAi4ZTis2R24fY4fBrFherv7sAkRFRUVFBYWMn/+/IZlvXr1YuvWrV5eJeJdZY0RJPyZB6JxkDhVbsyeaMW1+dbENHo32+WMeHg/GDPEmD+hvaIiYIZNLhd0joGRA62uQqySea0xU+zRs+3fV48ucHvrV+htL2xCRHx8PPX1Nr3jkYStvt3g0SkQ28m/iaRS+sOjt0L/7vYKEHZ2z2goKjWmh26NP73X7xlj/H+JWC0yAh68EZ5+3/usrL6O66gIeOjG8G2FAJt2rBQJpb7d2jYT5WCn0awt/ukcA/O/a7T2mHVXBtzoe04tkZDp1x1+MhniTE4LEh1ptGwObaWzbrhQiBCRoOveGRZ8D8a3cUK+Hp0hezJMSglOXSLtMdgJ/+v2tndevroX/OvtRstmuNP5lIiERFwneGA8jLvGuA/FZ0Wt3/fDeRXcnBTeHc7kytAz3gi6nx+BD7+GQi+T2w5yGsd1xmDjkkhHoBAhIiE1pLfxuHARis8YndPe3mWse/BGY/RF767G8FWRcOBwQPrVxuN8FRSXQsl5Y8h1VCQkdDOO6x5drK408BQiRMQSnTsZzcDJCZdCxJgh1tYk0l7d4qDbAEgdYHUlodFBGlREREQk1BQiRERExBRdzrCAlTdaCdebvIiIiP0oRFjgnjFWVyAiItJ+upwhIiIipihEiIiIiCkKESIiImKKQoSIiIiYohAhIiIipihEiIiIiCkKESIiImKKQoSIiIiYohAhIiIipihEiIiIiCkKESIiImKKQoSIiIiYohAhIiIipihEiIiIiCkKESIiImKKQoSIiIiYohAhIiIipkRZXYCItE9lDXxVAsVnLi179e/QvwcMdsLQPhDhsK4+Eem4FCJEwtSpcnh/L+w+BHWuput2HTYeAL3i4TvJ8J3hEKm2RxEJIIUIkTDjdsPW/fDXT6G23vf2pRXw1i7YcRBmTTBaKEREAkHnJSJhxOWGVdvhLzv9CxCNHT0LT78P354ITm0icuVRiJCAqauHzfug3uV7W4CKaviwMLg1dTTrPoOPvjH/+po6WL4Fjp8PWEkicgVTiJCA+Z9P4O1d8KcPfQeJimp4biOs2gEf7A9NfeHu4CnY8IX3bf4wy3h4U1MHKz/2P+yJiLTG1iHC5XKRl5dHUlISsbGxpKenk5+fz/Dhw5k7d67V5Ukz30mG2Gj4tMh7kPAEiJJz0KcrpF0d0jLDktttBC53gPZXVAqffBugnbVDdS183Khl5ciZ1rcVEfuxdYjIysoiNzeXefPmsW7dOmbMmMHMmTM5cOAAo0ePtro8aWaQE7Inew8SzQNEzhToFmdJuWHl4Ck4djaw+/yg0AgnVvnwa/jlm/D6J5eW/W4dPPM+lFVZV5eI+M+2IWLlypWsWLGCNWvWsHDhQiZNmsSiRYuYMGECdXV1l4WI119/HYfDwerVqy2qWMB7kFCAMG/HwcDvs+Sc0dnSCp98a3QQvVh3+bqDp+C5DVBTG/q6RKRtbBsiFi9ezNSpU8nMzGyyfNiwYURHRzNy5MiGZRcuXODJJ58kNTU11GVKC1oKEucvKEC0x+HS4Oy3KEj79aauHt7Z3fp6N3CiLDjBSUQCy5Yhori4mL179zJ9+vTL1hUVFZGamkpMTEzDssWLFzN79mycTmcoyxQvmgeJxX9VgDDL5YLj54Kz72NB2q83+45BRY33bRw07SshIvZky8mmiouLAUhISGiyvKqqivz8fKZNm9aw7NChQ6xZs4aCggLWrFkT8FocDs0X3B4Dr5vCPT9fT3Ut1Fwo46mfprLoTLHVZYWVqE5x5Lx8ockyXyMwWlv/s9eaPl/+0gqmj51tvjgT0m7NYdKP/uh1GzfwzZFSHA6dGIhYwe1nhylbtkR4WhQKC5tOIrBkyRJKSkrIyMhoWPbYY4+Rm5tLdHR0SGsU32Lje3HLD37X8Dymc1dumfU7IiJtmV1ty1VvdA7w903dFvW1PpoEguDiBd+TVLjdbr+2ExFr2fLTfOjQoaSlpfHUU0/Rs2dPEhMTWb16NWvXrgVo6FS5adMmysrKuPPOO4NWSzA+uK8EjTtResRGQ/K4GcyYPoOHbtJ9HNoi920orbjUKta8RcHD0wLR2vrmnlg4l40vhXa49IUaY1RG8/t9NOZwOLhv0lD+S+8/EVuz5cd4REQEq1atIjU1lezsbObMmYPT6SQnJ4eoqCjS0tIA2Lp1K9u2bcPpdOJ0Ovnwww/Jyspi8eLFFv8LrmzNR2F4+Br+Ka0b2DM4+x0QpP160zkGbkpufb0DiInyvo2I2IMtWyIAkpOT2bx5c5NlDz30ECkpKcTFGb3yHnvsMR5++OGG9dOnT2fOnDk88MADIa1VLmlpGOev3jTWeTpbLttkBAlALRJ+Sht46XcWKFfFwhCLuhzcOQrKLsDuIiM0NG5viImGuROhe2drahMR/9k2RLSkoKCA8ePHNzzv2rUrXbteOtWNiYmhZ8+eTZZJ6PgzD4SChDlpA40v/fLqwO1z/DUQFRm4/bVFZAT88Ga4+aRxL5CTZRAdCSMHwtih0CXG9z5ExHphEyIqKiooLCxk/vz5rW6zZcuW0BUkl/nzdv+GcTYPEgN6whRN8eFVVCTccT38z7bA7O+qWJiYEph9meVwwDV9jYeIhKewCRHx8fHU17fx3scSUveMMfo5zBjnex4IT5DYvA8yrw1NfeFu3FD4vAi+PNb+fd0/Tmf7ItJ+DreGH0iQeUYK+JrbQHyrugjPb2zfjaruzrC+FUJEOgZdiRYJI3GdYP534boBbX9tpyiYOV4BQkQCJ2wuZ4iIIa4T/PgW2HkI1n4GZyq9b+8ARiQal5t6xYeiQhG5UihEiIQhhwPGDIGMQbCvBPYWQ/EZOFVu9EuJi4b+PYy+JzcMAedVVlcsIh2RQoRIGIuIgNRE4yEiEmrqEyEiIiKmKESIiIiIKQoRIiIiYopChIiIiJiiECEiIiKmKESIiIiIKQoRIiIiYopChIiIiJiiECEiIiKmKESIiIiIKQoRIiIiYopChIiIiJiiECEiIiKmKESIiIiIKQoRIiIiYopChIiIiJiiECEiIiKmKESIiIiIKQoRIiIiYopChIiIiJiiECEiIiKmKESIiIiIKQoRIiIiYopChIiIiJiiECEiIiKmKETYVF09XKzzf/uqi+ByB68ef124GNztRUTEPhQibKiuHv7rA3hhi39BoqIanlkPq7dbGyS+OAr//hbsL/Fv+8374D/+CifKglqWiIgEiUKEDZ2vgiOl8PUJ30Giohqe2wgl5+Cbk1Bt4Zn9V8eguhZezPcdJDbvg7d3QVkVFJ0OTX0iIhJYtg4RLpeLvLw8kpKSiI2NJT09nfz8fIYPH87cuXOtLi9oesVDzq3QNdZ7kGgcIPp0hZwp0Dkm1NVe8s9jYMIwqK33HiQ8AQLg/nFww9DQ1SgiIoFj6xCRlZVFbm4u8+bNY926dcyYMYOZM2dy4MABRo8ebXV5QdW3q/cg0VKA6BZnVbWGCAdMH+s9SDQPEBOGhb5OEREJDIfb7bZBd7zLrVy5klmzZrFlyxYyMzMblt977728+eab7NixgzFjxjBx4kQ++eQTIiMjAbjvvvt45ZVXLKo68E6UwXProawakvrCIxONMGG3ANGYyw2rtsPH30B0pBEoAO7KUIAQEelIbBsiRo4cyYABA1i3bl2T5Y8//jhLly6lvLycmJgYJk6cyKOPPsp9991nUaXB1zhIDOltjMQ4ft6eAcKjcZBoTgFCRKRjiLK6gJYUFxezd+9eFixYcNm6oqIiUlNTiYkJzcV/h8MRkp/jS/d+ydz3xFYO0heAM8e+4oVHJ7Ho3HGLK/PC4WDynGWMnDyvYdGGFx/m6QdfsrAoERHxxd/2BVv2iSguLgYgISGhyfKqqiry8/Mv6w+RnZ1Nnz59uOOOO/j6669DVmcoVZeXcrHyXKPnp7l44bx1BfnD7eZsyaX/j/q6i5SdOmRdPSIiElC2bIlwOp0AFBYWMm3atIblS5YsoaSkhIyMjCbLUlNTcTgcLF68mDvvvJM9e/YQFRWYf5odrvY07kTp0X/4zfzhbxd4ZCJ0suX/YtNOlEP7wIGTnbj/iQ08nAnD+1lbm4iItJ8t+0S4XC5GjRpFSUkJeXl5JCYmsnr1atauXUtRURHbtm1j3Lhxl73O7XbTt29ftmzZwogRIyyoPPCaj8I4+Y+JmbrGNu1sabcg0XwUxrhrmna2VJAQEQl/trycERERwapVq0hNTSU7O5s5c+bgdDrJyckhKiqKtLS0Fl/ncDhs04chEFoaxunhzzwSVmlpGKc/wz9FRCS82DJEACQnJ7N582YqKyspKioiNzeXPXv2kJKSQlycMRzh3LlzrF+/npqaGqqrq/nlL39J9+7dSU5Otrj69vM1D4SveSSs4m0eCAUJEZGOxbYhoiUFBQVNOlXW1tby85//HKfTSWJiIgUFBaxZsyZg/SGs4u9EUnYLEv5MJKUgISLScYTNt21FRQWFhYXMnz+/YVnv3r3ZuXOnhVUFh8MBkQ7/5oHwBInn1kOExZEwKgIcwAwf80B4ggTAzoPW1y0iIubYsmOlQGUN1Luga7MA8bPXjD//MKvp8tPlxrZWd7A8fh4Suvm3rcttdBT1d3sREbGXsGmJuNJ0aeNcWs6rglNHW7UlEEQ4FCBERMKZGpJFRETEFIUIERERMUUhQkRERExRiBARERFTFCJERETEFIUIERERMUUhQkRERExRiBARERFTFCJERETEFIUIERERMUUhQkRERExRiBARERFTFCJERETEFIUIERERMUUhQkRERExRiBARERFTFCJERETEFIUIERERMUUhQkRERExRiBARERFTFCJERETEFIUIERERMUUhQkRERExRiBARERFTFCJERETEFIUIERERMUUhQkRERExRiBARERFTFCJERETEFIUIm/riKOw65P/2W/fD4dNBK0dEROQyUVYXIJc7WQYvbwWX23ieMdj79pv3wdu7IK4TPHEndIkJeokiIiL2bolwuVzk5eWRlJREbGws6enp5OfnM3z4cObOnWt1eUHT+yqYkgpuN/zpI+8tEp4AAXDnKAUIEREJHVu3RGRlZfGXv/yFX/ziF4wePZqPPvqImTNncurUKR577DGrywsahwOmjjT+/t4eI0jA5S0SjQPE/eNgwrCQlSgiImLfELFy5UpWrFjBli1byMzMBGDSpEns2rWLN998k9GjRwPgdrv59a9/zfLly6msrGTs2LFs2LDBytIDorUg4aEAISIiVrNtiFi8eDFTp05tCBAew4YNIzo6mpEjjW/Y3/3ud+zevZtPP/0Up9PJZ599ZkW5QeEtSChAiIiI1WwZIoqLi9m7dy8LFiy4bF1RURGpqanExMRQX1/P0qVL2blzJ3379gUgIyMj1OUGVfMg0ZgChIiIWMm2IQIgISGhyfKqqiry8/OZNm0aYAQKh8PBs88+y/Lly+nbty+/+c1vuPvuuwNWi8PhCNi+2uvuf3uPQWm3AbBn03KefnCexRWJiEhH5Ha7/drOlqMznE4nAIWFhU2WL1myhJKSkobWhmPHjnH06FGqqqooLi5m2bJl/OhHP+LQoUOhLjnoRt3+WEOAAEid+GOSx99vYUUiInKlc7j9jRsh5HK5GDVqFCUlJeTl5ZGYmMjq1atZu3YtRUVFbNu2jXHjxrF7924yMjIoLS2lZ8+eANx5553cc889zJ4929p/RAA17kQ5YyycrzIubTgc8NCNvueREBERCQZbtkRERESwatUqUlNTyc7OZs6cOTidTnJycoiKiiItLQ2ApKQkoqOjLa42uJqPwrgxyegj8b2R/s0jISIiEiy2bIlozUMPPcRnn33G559/3rBs+vTpDB48mKeeeoqdO3cydepUPv30UwYPHmxdoQHibRin2w3v7lGLhIiIWMeWHStbU1BQwPjx45ssW7ZsGbNnz6ZHjx4kJibyyiuvdPgAAf5PSCUiIhIsYRMiKioqKCwsZP78+U2WO51O/vrXv1pUVXCcLIN3dht/9zaMs3mQ+PN2GN5PU1+LiEhohNXljCvJ7sNQXev/PBDv74UhvSGpb3DrEhER8VCIEBEREVNsOTpDRERE7E8hQkRERExRiBARERFTFCJERETEFIUIERERMUUhQkRERExRiBARERFTFCJERETEFIUIERERMUUhQkRERExRiBARERFTFCJERETEFIUIERERMUUhQkRERExRiBARERFTFCJERETEFIUIERERMUUhQkRERExRiBARERFTFCJERETEFIUIERERMUUhQkRERExRiBARERFTFCJERETEFIUIERERMUUhQkREREz5v/pPq+P2GoBsAAAAAElFTkSuQmCC\n", + "image/png": 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", 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" + "
" ] }, "execution_count": 8, @@ -333,9 +375,9 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", "text/plain": [ - "
" + "
" ] }, "execution_count": 9, @@ -378,7 +420,7 @@ "outputs": [], "source": [ "import math\n", - "from qiskit.test.mock import FakeTokyo\n", + "from qiskit.providers.fake_provider import FakeTokyo\n", "\n", "backend = FakeTokyo() # mimics the tokyo device in terms of coupling map and basis gates" ] @@ -421,7 +463,7 @@ "«q_0: ┤0 ├\n", "« │ │\n", "«q_1: ┤1 ├\n", - "« │ initialize(0.5j,0.35355,0,0,0,0,0,0,0.35355,0.35355j,0,0,0,0,0.5,0.35355) │\n", + "« │ Initialize(0.5j,0.35355,0,0,0,0,0,0,0.35355,0.35355j,0,0,0,0,0.5,0.35355) │\n", "«q_2: ┤2 ├\n", "« │ │\n", "«q_3: ┤3 ├\n", @@ -465,7 +507,7 @@ "«q_0: ┤0 ├\n", "« │ │\n", "«q_1: ┤1 ├\n", - "« │ initialize(0.5j,0.35355,0,0,0,0,0,0,0.35355,0.35355j,0,0,0,0,0.5,0.35355) │\n", + "« │ Initialize(0.5j,0.35355,0,0,0,0,0,0,0.35355,0.35355j,0,0,0,0,0.5,0.35355) │\n", "«q_2: ┤2 ├\n", "« │ │\n", "«q_3: ┤3 ├\n", @@ -535,8 +577,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "gates = OrderedDict([('cx', 55), ('u3', 15), ('u1', 15), ('reset', 4)])\n", - "depth = 69\n" + "gates = OrderedDict([('cx', 70), ('u3', 15), ('u1', 15), ('reset', 4)])\n", + "depth = 87\n" ] } ], @@ -560,8 +602,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "gates = OrderedDict([('cx', 55), ('u3', 15), ('u1', 6)])\n", - "depth = 59\n" + "gates = OrderedDict([('cx', 22), ('u3', 15), ('u1', 6)])\n", + "depth = 40\n" ] } ], @@ -585,8 +627,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "gates = OrderedDict([('cx', 45), ('u3', 15), ('u1', 6)])\n", - "depth = 55\n" + "gates = OrderedDict([('cx', 20), ('u3', 15), ('u1', 6)])\n", + "depth = 38\n" ] } ], @@ -649,9 +691,9 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", "text/plain": [ - "
" + "
" ] }, "execution_count": 16, @@ -692,9 +734,9 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", "text/plain": [ - "" + "" ] }, "execution_count": 17, @@ -736,10 +778,10 @@ { "data": { "text/plain": [ - "[,\n", - " ,\n", - " ,\n", - " ]" + "[DAGOpNode(op=Instruction(name='h', num_qubits=1, num_clbits=0, params=[]), qargs=(Qubit(QuantumRegister(3, 'q'), 0),), cargs=()),\n", + " DAGOpNode(op=Instruction(name='cx', num_qubits=2, num_clbits=0, params=[]), qargs=(Qubit(QuantumRegister(3, 'q'), 0), Qubit(QuantumRegister(3, 'q'), 1)), cargs=()),\n", + " DAGOpNode(op=Instruction(name='measure', num_qubits=1, num_clbits=1, params=[]), qargs=(Qubit(QuantumRegister(3, 'q'), 0),), cargs=(Clbit(ClassicalRegister(3, 'c'), 0),)),\n", + " DAGOpNode(op=Instruction(name='rz', num_qubits=1, num_clbits=0, params=[0.5]), qargs=(Qubit(QuantumRegister(3, 'q'), 1),), cargs=())]" ] }, "execution_count": 18, @@ -773,9 +815,9 @@ "output_type": "stream", "text": [ "node name: rz\n", - "node op: \n", - "node qargs: [Qubit(QuantumRegister(3, 'q'), 1)]\n", - "node cargs: []\n", + "node op: Instruction(name='rz', num_qubits=1, num_clbits=0, params=[0.5])\n", + "node qargs: (Qubit(QuantumRegister(3, 'q'), 1),)\n", + "node cargs: ()\n", "node condition: (ClassicalRegister(3, 'c'), 2)\n" ] } @@ -811,9 +853,9 @@ "outputs": [ { "data": { - "image/png": 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oNBp7hi+ETaXXPz788EMGDRpEu3btOHHiBDExMfz2228cOnSI6tWrs2zZskfKkP5hP5JQCOFgTCYTvXv3xtfXl+nTp1OwYEH8/f0JDw8nICCAPn36kJqaqnSYQijmrbfeYsiQIRQoUAAPDw/q16/P3LlzMRqNDB8+XOnwcixJKIRwMNu2beP48eN07NgRd3f3B/drNBq6du3K5cuXWblypYIRCqGcqVOn8ssvvzxxf+XKlXF3d+fcuXOYzWYFIhOSUAjhYDZt2gRAjRo1nnjs/n0bN260a0xCOLrExESSk5OpUKECKpVK6XByJEkohLCSyMhI2rdvj4+PDx4eHtSqVYuVK1cSEhLyYEJYnz59MlQOQJEiRZ54rHDhwgCcPn3ausELYWPW6h9Ps3DhQgDGjBljrZBFJmmVDkCI7ODs2bMEBwfj6enJokWLCA4O5uLFiwwdOpQjR47g6upKSkpKhsqKi4sDwNPT84nH7s92j42NtVrsQtiaNftHem7cuMHIkSPp06cPr732mhUjF5khCYUQVjB69Gji4uKYOnUqTZs2BaB8+fLMnTuX4sWLW62e+9eGZUhXOBNb9o+YmBiaN29Oo0aN+Pnnn60QrXhecslDCCtYs2YNAM2aNXvk/rx581K2bNlMleXr6wtYrgk/7v59958jhDOwZv94WGJiIs2aNSMoKIjff/9dloUqTBIKIbLIaDQSHx+Pm5tbuhtU+fn5Zaq8+2+wV65ceeKxq1evAhAYGPgckQphf9buH/cZDAY6depE4cKFmTlzpiQTDkASCiGySKPR4OXlRUpKyhMbVAFER0dnqrzGjRsDsH///iceu39fkyZNniNSIezP2v3jvr59+5KamsqCBQvQav+9el+qVCn27Nnz3PGK5ycJhRBW0KJFC+Dfod37oqKiMr0io2HDhgQFBbFo0aJHJqoZjUbmzZtH0aJFadWqVdaDFsJOrNk/AEJDQzl+/Dh//vknrq6uVolRZJ0kFEJYwYQJE8idOzdDhw5l/fr1JCQkcOzYMXr16kWBAgUyVZZarWbatGncvn2bXr16ERUVRUxMDAMHDuTMmTNMmTIFNzc3G70SIazPmv1jxowZjB8/noiICLy8vB45p0OlUnHu3DkbvQrxXyShEMIKAgIC2L17NzVr1qRjx47kz5+fvn37MmrUKEqVKpXp8urUqcOuXbu4c+cOZcqUoXjx4pw5c4YtW7Y8MbFNCEdnzf6xaNEiG0UpskqWjQphJYGBgSxdutRq5VWtWpXVq1dbrTwhlGSt/iHbzjsuGaEQQgghRJZJQiGEgvr3749KpUp3OV1GjRw58sH1Y6PRaMXohFCW9A/nIgmFEDYyb948VCoVGzduJDU19ZGzCl5//XXMZvODn/SW02XUxIkTHylLlswJZyD9I/uRORRC2EiXLl3o0qWL0mEI4ZCkf2Q/MkIhhBBCiCyThEIIIYQQWSYJhRBCCCGyTBIKIYQQQmSZJBRCCCGEyDJJKIQQQgiRZZJQCCGEECLLJKEQQgghRJZJQiGEEEKILJOEQgghhBBZpjKbzWalgxDCGXz66ad8/fXXmEymB/elpaWhVqvRav/dxV6tVhMeHk63bt2UCFMIRUj/yPFiJKEQIoMOHz5MlSpV/vN5Op2OGzdu4OfnZ/ughHAQ0j9yvBi55CFEBlWuXJnSpUs/8zlarZbmzZvLm6XIcaR/CEkohMiEnj17otPpnvq40Wjk9ddft2NEQjgO6R85m1zyECITzp07R+nSpXlat3Fzc+PWrVt4enraOTIhlCf9I0eTSx5CZEZAQABVqlRBrX6y6+h0Ojp27ChvliLHkv6Rs0lCIUQm9ezZM903TL1eLzPXRY4n/SPnkkseQmRSVFQUhQsXfmR5HICPjw83b9585jVkIbI76R85llzyECKzChQoQP369dFoNA/u0+l0dO/eXd4sRY4n/SPnkoRCiOfQo0ePR/6u1+vp2rWrQtEI4Vikf+RMcslDiOcQFxdHvnz50Ov1gOVb2dWrV9O9dixETiP9I0eSSx5CPA9fX1+aN2+OVqtFp9M9dSKaEDmR9I+cSVpYiOf0+uuvYzAY0Ov1dOnSRelwhHAo0j9yHu1/P0UIAZCUBFeuQGwsxMeDm1trXFzc8fMrxK1bVdmwAXx9wd8fChYEV1elI86eUlNTiY6OJjo6mrt372I0GklKSiI1NRWNRoO3tzdg+Zbs5+dHwYIF8fDwUDjq7M1kMnHz5k2io6O5c+cOKSkpuLi44OLigp+fHzdv3mTDhg14enri7e1N/vz58ff3VzpsYWUyh0KIx1y9Cnv2wIkTcOwYHDtu5vIlFfHx6T27BxAIjH3ikdx54IUXzFSsoKJ8eahYEWrXhjx5bPwCsgGDwcDRo0c5evQokZGRnDx1kmOnjhF1LYqE2IRMl+eey538hfNTJqAMFcpVoEyZMpQvX55q1arh5uZmg1eQPV26dIn9+/dz6tQpIiMjiTxyhEuXLhEdG4vxsWWi/8VFqyVf7tyUDAigTAVLmwQFBVG9enXy5ctno1cgbEhOGxXizh1YvRo2bIDNW8xcOK9CrYaCRY0UKa2nSICBvIWN+OUzkiefCS8/E26eZtRqM5EHNlKwWAm8/AIASIpXcSdGTdwtDTFRaqKvarl8RsuVszqir6lRq6FckJnGjVS8/DI0bQryeWZJIHbs2MHGjRvZunMrf+/7m+SEZNSuanSBOtLKpmEuY4YiQEEgH5AX8ANUgAfgChiA+4nfHSAGiAKigSvAKXA95Yoh0oAxwYjWRUvlapVpENyAxo0b06RJExnNeMipU6dYs2YNO7dvZ9e2bVy9eRMVUMzVlTJGI+UMBooD+YFCWJrFF0tTaIEdQKl795uAJCAOuAFcv3d7FojU6YhUqbielgZA6WLFCG7QgPoNGtC8eXOKFClivxctnpckFCJnSkyE+fNhwQLYtBnMJihbNY1yNdMoXzONwCppuLr/d9cwm82oVKoM1ZlwR03kAReO73Xh5N+unDuuxd0dWraCLp2hTRvIScv0ExMTWbZsGUv/XMqadWtIvJOIS2kX0uqlQTBQFygHaP6joOd1DtgN7AGXnS7oj+jRumhp2LAh7du0p3PnzjluWN5sNrNjxw4WLVrEqqVLOXf5Mrl1OuqZTAQbjdQFagAZ3TzbjCXfy6hYYM+9n11aLbvNZhKNRiqXK0fL9u3p0qULlSpVytyLEvYiCYXIWU6cgMmTYfZsSEk1U61BKrVCUqjeOJVc3pkbss2q29Ea9m10JWK9O0cjXMibF/r0hr59oWhRu4ZiV9u2bWP6jOnMXzSf1NRU1I3VGFoZoCUQoGBgN4C/QL1KjXqtGlKheYvm9H6zN61bt0arzb5Tzi5evMiMGTOY/dtvnLt0iYouLrROS6MlltzOVjndf0kBtgKrgBUuLvyTlkaV8uV5o08fevToQR65fuhIJKEQOcOxY/DFl/DHXChQ1EjjDkk06ZCEd277JhFPcztaw9Y/3Vk315Pbt9R07QLjxkGAkh+wVmQymVi1ahWh/wvlQMQBtEFaDD0N0AvLeLijSQFWgHaWFtMaEwWLFGRQv0H069cPHx8fpaOzmkOHDvHt11/zxx9/4K1W09FgoC9QTenAnmI/MEulYo5WSyLwWufOjB4zhrJlyyodmpCEQmR3167B+x/AgvlQspyBjgPiqdkkhQxepbA7g17F5qXuLP01F7ejNbw7EEJD4d7CBadjMpn4/fffGTl2JNevXEfVQYXpQ5Nl3NxZnAfVdyrU09V4unry0ciPGDRokFNP5jx06BAjPviAdZs2UUWnY5hez2uAs1xxSwR+A77T6bhkNNK1Sxc+mzCBYsWKKR1aTiYJhciejEb48Uf4+GPI5Wekx4d3qRXiuInE44wG2LjYgz++98bDDb7/TkXnzkpHlTnbt29n0HuDOHLoCKo3VZjGmKCE0lFlQQwQBppvNOTPl59vPv/G6fZXuH79OmNGjWLmrFnU0Gr5TK+nqdJBZYERWAh8rNVyWaViyPvvM2bMGLy8vJQOLSeShEJkP1evQvfusHs3tOuTwKvvJODi5py/5vFxauZ848XGRR506Qo/hzv+aEVCQgLDRwzn5/Cf0TTVYPjaABWVjsqKroJ6rBrzTDPNWjRj2q/TKFSokNJR/ac5c+YweMAAvFNSmKDX05XMTZh0ZGlAOPCJVotXvnxMmzWLJk2aKB1WTiMJhche1q2Dbt3A3cfI0G9iKVFOr3RIVnFohys/jvAlt6+KZUtVVHTQD+jdu3fTuXtnou5Gof9BD92UjsiGdoCulw63GDem/jyV1157TemI0hUbG0uvnj1ZvnIl76pUfG42Z3iVhrOJBgZoNCwxmRjQvz/ffPstrrLDnL3IWR4i+5g5E1q1hvJ1k/ly8c1sk0wAVHkxlW/+vIlHHj0vvghbtigd0ZNmzJhBw8YNuVbuGvpj2TyZAHgR9If1JHRNoEuXLowZMwZTJjd3srWTJ09Su1o19q9dy2bgh2ycTIBlfu8io5G5ZjOzf/2Vlxo04MaNG0qHlWPICIXIFr77Dj74AF59J4GuQ+OdZq5EZunTVPw00pe9G91YuADatlU6IotRo0Yx8YuJMBL4jJx3StB0UPdX06pFKxbOW+gQ34o3b95M+9atqZCWxmKDgQJKB2RnJ4D2Oh0pefKwdtMmypUrp3RI2Z1c8hDOb8YMeOsteGPEXdq8mah0ODZnNsGv433Y+qcH69ZCgwbKxjNs2DC+/f5bzNPNlp3Ic6qdoG2lJaR+CH8u/hMXFxfFQtm8eTOtW7SgrV7PDJMJ5dMbZcQCbbRazvn4sHnHDllealuSUAjntm6dZafJV95OoOuQdA/byJbMJvjufT+O7nIjIgKUep8cO3Ys//v8f5hnm6GrMjE4lAjQNtPS8qWWLF20VJEju3fv3k1I48a01euZYzIptimVo4gHWmi1nPf1Zffff8vSUtuRhEI4rxs3oFIlKFs7hSFfxSodjt3p01SM65EHV7TsjVDZ/XTTxYsX06lTJ8xTzfCWfet2aDtB/ZKaj0d/zLhx4+xadVRUFNUrVaLa7dssMxpzfDJxXzzwolaLtlw5dkRE4O7urnRI2ZFMyhTO6623QONm5O1xcUqHogidi5khX8dy7hyMGWPfus+cOUPPXj2hP5JMPK4emH4wMf6T8axZs8Zu1ZpMJjp36IBnXBxzJJl4hBewxGDgwsmTDBo4UOlwsi1JKIRTWrUK/voLBk6IwyOX7QfZ9m5YQ4eyhR786FNTbV5nRuQvaqTniLuE/QCnTtmv3r4D+qIvpcf8nQIDnHOwbKBw/yfXU563GsvJ8s86gmPkY2XVsVKMfUHVWUWf/n1ITk62UqHPNnXqVHbv2cMivR4lNgd/VrPEAj8DLwG5AXegNNAdOJxOWbZolgBgmsHAbzNmsHXrViuUKB4nCYVwOkYjfDjcTJ2XUyhXI80uddYKac7iyGvUatLMLvVlxkuvJlGkpIGRI+1T38KFC9m8cTP6SXpQbt6hZScjM5Dw2P3ngLbAKCwHfj3LxHtlmLH6CVimb03cuH2Dzz//3LoFpyMmJobRw4cz2GRC6bM402uWD4FBQDssqy9isGydfQioDix7rAxbNcsrQEu1moHvvIPBYLBiyQIkoRBO6K+/IPKkim5Dc84kzGdRa6Dz4Hj+/BPOnrV9fR9/+jGq7irLMZSOaCyWo8/3YxnrVkoBMIwx8PX3X3P37l2bVjVp0iRUSUnYd8ZG5rwFDAEKAB5AfWAulu2zh9sxju+NRiLPnGHJkiV2rDVnkIRCOJ1pv0HFOmkUKiHfMO6r0SgF/wImZsywbT1btmwh8mgk5qEOPJd7GpYxc0c4bfwdSDOlMXPmTJtVYTAY+HXSJN7W6xXNn55lKvBLOvdXxnL54xyW0Qh7KAW0Vav56bvv7FRjziEJhXAqCQmW+RMN2yUpHYpDUWugfpskfp9r27flGTNnoKuts4xTOypHmsDvC6ZuJqbMnGKzKtatW8e16Gj62qwG20kEkoEK2Pdckf5GI9v37OHcuXN2rDX7k4RCOJWICNCnQaVg+8ydeJrYW9F8814/etQsyxu1g5jQrydRl/5RNKZKwWn8c0HFlSu2q2Pd5nXoW9lgS/NIoD3gg2U8vBawEgjh35l5faxfrT2YW5o5dvAYsbG2Wdq8efNmKrq4YIvdFWzdLAvv3dp5kRKNAE+Nhs2bN9u55uxNEgrhVHbvhvyFTeTOb1Q0jukTPqb1G28zddsBhoX9yom/I/jugwGKxlS6choaLezZY5vyL168yPWL16GhlQs+i2U+xt/AIiwnPE0HwoAjgCuW8fCpVq7XXu7tZLpjxw6bFL9twwYaplk/wbZ1s9zAcmWqD2DvY9V0QD2Viq2OeCiOE5OEQjiVixehUAnlD/1q0qkbZapUx9Xdg4p1XqRGoxDOHj3E3djbisXk5mEmT14TFy/apvzz589b/lDeygWPBuKwfFI1xbLesDyWGXvZYSf13KAroPv3/8/Kzp0/T5ANyrVls8QAzbGMFPycxbKeV5DBwIXTpxWqPXuShEI4lVsx4Omj/ImOpSpWeeTvufMXBCA2WtmTDb1zm4iJsU3ZN2/eRKVRgZ+VC76/99PjK3LzAtnk6AVVXhU3b960erlGo5HY+Hj8rV6y7Zol8V6ZQcDvWH21boblBaLlJFKrkoRCOJWkRHBxU36FgWcu70f+rlZbppQpfXy1q7uZhMf3ZbCSxMRE1G5q675rpGLZF9mN9DeosnbyohBzLjMJNmiY5ORkTDY4ktxWzWIAOgGFgZkol0wAeAIJidlhCMxxSEIhnEru3JB0V35tnybhjprcuW1Tdp48eTAmGi2fNtbiimWviBSe3KAKLBfuswHVLRX+/tYfR8iVKxeuOh3WHpSyVbP0xfLrs4BHV/WWAmw09eepYoC8NmiTnEzemYVT8feHu7FySsHT3LmtwlbvkXnz5rX8wdqjxC3u3T5+7EUUkE0ucZuiTf/+/1lZXj8/m+Rd1m6WUOA48Cc4xHHqNwD/fPmUDiNbkYRCOJXy5eFipBaTsos8HNLtGxriYtRUqGCb8itUqIBGq4G9Vi54ApYDHoYC67F8JT4G9MKyraKzOw36WD2VK1e2SfGVqlZlrw2OSbdms8wAxgMRWEY+VI/9KLEbxF4XF6rUrKlAzdmXJBTCqdStC4kJKi6f1dm13tOH99OhbCH2blwLQJfKJZj7/RcAdChbiKVTJgEw7JWmTOjX066x3XdyvwtaLdjqPdLLy4uKVSuCtc9VCgB2AzWBjkB+LGPjo7CMhWfWSv79pLqKZW/n+39XYunpFnDP5U716rbZDaxRkyZs1WisvtOkNZtlkXVDy7LbwBG9noYNrb0GOmdzhM1phciwChUgbz7Yu8GVYmXst3w0sHJ1FkdeS/exp91vb3s3ulGrNnhae4beQ9o0b8PxqcfRf6u3LOa3lkBgqZXKao399nHOAO08LU2aNEGns00S3Lx5c4YPH84WoLGVy7ZWs6y0QhnWtABw1ekkobAyGaEQTkWthp49YPNSD8zKrx51GAl31Ozd4Ervt2xbT9++fTHdMsFi29aTbZwAwxYDgwYMslkVFStWpF6tWkzSyNyijJqs09G9Rw98fJQ46D37koRCOJ3evSH6qoa9G92UDsVhrP3DA1cXFa/ZeMvBwoUL06ZtG3QTdZZLCUrqj+UyRnrrGjNqJP9eDrHB61F/piagTABNmza1fuEPGfT++/xpNnPUprVkjKM3yzLgmMHAwHfftXLJQmU2mx1ocFCIjOnSFXZEGPluRTSaHH7h7m6smneb5mPEcBVjx9q+vrNnzxJUIQj913qw1XvyPKDrY/f1xrm2394BNIAVy1fQunVrm1ZlMpmoV7s22kOH2GYw2OygLWdvlmSgvE7Hi506Mev335UOJ7uJkYRCOKULF6BsOegy5C7t3srZm9OEf+TD0R0enDtr2/kTDxs9ejRfhX+FYb8BStqnTqcSD7paOpoENOGvlX/Zpcq///6b2rVqMdlsdsqTR+3hfWCahweRZ89SsGBBpcPJbmLkkodwSiVKQOg4mPudN2eO2HfFhyPZs86NDYs8+CHMfskEwNixYylXohy6V3UgJ8k/ygyaXhq8Yr2Y8rPtji1/XI0aNRjz0UcMUauJsFutzmMe8D0w+ddfJZmwERmhEE7LZIKQEDh9wchnf9zC2y9nzdK8ck7LR938eb2bismT7V//P//8Q5UaVYhvGI9pvknWjN33EWi+1LBx/Ua7ryIwmUy0admSw5s2sU2vl8Gje3YDTTUa+gwcyPdhYUqHk13JJQ/h3KKioE6wGTcfA+NmxODqnjN+nWOiNHzUzZ9SxdVs2ADu7srEsX37dl5u8TL6VnqMvxslqQgF1acqpk2dRq9evRQJIS4ujpBGjbh54gRb9HpKKBKF49gDNNNoaNyiBQuXLLHZ8l0hlzyEkytQANavU3H7mo7P++cmKcFW09Ecx63rGj7tnYc8vipWrlQumQCoX78+a1atQbdKh6ajJv2DH3ICIzDMkkxM+XWKYskEgK+vL+s3b8a/bFka6nQcUiwS5a0Bmmm1NGrenAWLF0syYWOSUAinV7o0bNgAN/9xYVwPf25HZ9/1+BdP6RjT1R9vdzUb1qvwc4DTOBs2bMiGtRvw2e2Drq4OzisdkZ3FgaaNBt0kHXNmz6F3795KR4Sfnx8btm6ldN26vKjRONxOlfbwNdBapaJd584sXLIEFxcXpUPK9iShENlCpUqwZw9oTVpGvebP8X3Z781j+0p3xnbPQ4WyanbuUFGokNIR/atevXoc3HeQMtoyaGtoYbbSEdnJVtBV05HnSB52bN1Bt27dlI7oAT8/P9Zu2ECvfv14DRigUuWIAaQooL1Gw0i1mi+++opZc+ZIMmEnklCIbKNYMdizG14MVhP6Zh7m/eiF0aB0VFmXnKhi8hgfwj70pfdbKtasAUfc4O+FF14gYkcEA3oMQPWmCk07jeUsjewoHhgCqpdUNKvUjCP7j1CrVi2lo3qCVqvlx59+Yu4ff7DA25tKOh0blQ7KRszA70AFrZYjBQuycdMmPvjgA6XDylFkUqbIliZPhg+GQf4iBnp/fIfyNdOUDum57FztzqwvvTGlqZk+Hdq2VTqijNm6dSs93urBtahrGD8wwnCytnWiozAAU0A3XodbmhuTwibRo0cPpaPKkKioKPq/8w7LVqygrUbDl0YjZZQOykp2AcO0WiKMRvr27cuXX31FrlzZ4RfOqcikTJE9DRgAx49B+dJaxvXMw3fv+3HlrPMsQTj5twuhb+Th+2G+tG+t5tQp50kmwDKv4vTx03we+jm5fsyFrrQOvgLuKB3Zc0oDpoOugg7tUC0DugzgwpkLTpNMABQoUICly5ezdu1a/gkMpKJaTR+VipNKB5YFO4F2Gg31ALfgYPbu28fk8HBJJhQiIxQi21u+HEaPMXPyhIp6LVJo81YCAeXtd1JpRpnNcGS3K8t+zcWRPS40bGjmiy9U1K6tdGRZExMTw8SJEwn/NZxUUjG8bYB3sBxl6eiuAzNB96MO8y0zXbp0YdzYcZQq9TznqjsOo9HI7Nmzmfjpp5w+f57WGg3vGo2E4PjXwVOB5cD3Oh279HrqVKvGmPHjbb69ufhPsg+FyBlMJli6FMZ/YuboERWlKugJeS2Jei2S8fBStgvE3VKz9U93Nizw5NpFDY0amQkNVZHdTla+c+cOv/zyC9/++C03rtxAF6xD31MPHQF/paN7SAKwEjSzNZjWmvD08qT/2/0ZPHgwRYoUUTo6qzKZTKxYsYJvJk5k+549FNHpeF2vpztQQengHmLCsp/EHGCeVstdk4lWLVowbMQI6tevr3B04h5JKETOs2MH/PwLLFoEJiNUqptK7aYpVGuYgl9e++y2GXVJw/4tbkSsc+PkARe8vKBnT+jbF8qXt0sIijEajWzcuJEZs2awZOkS0lLT0NbSom+th+ZAZcDeK39PAetBu0KLaasJlVFFyMsh9OrZi3bt2uHmlv1Ptj116hSzZ89m9m+/cen6dUq4uNAyLY3WQD3Ay87xxACbgVUqFau1WqL1esoHBtKzd2+6d+9O4cKF7RyR+A+SUIicKzYWVqyAxUtg3TpISYYiJYyUqZ5K2Wp6igXqKVLKgKtb1rpI4l01l89q+SdSS+RBF07uc+VWlBofH2jTBjp0gGbNlN2gSikJCQmsX7+elatW8ueqP4mJikGTS4OqpgpDXQNUAcpiuTxijZV/RuACcBI4Apo9GtR71Ohv6fH08aT5y81p06oNLVu2JG/evFao0PmYTCb27t3LypUrWb1sGQePH0ejUlFep6NuWho1gCAszWKtbVBuYGmSE0CESsUenY7TaWlo1GqCa9ak9Suv0KpVKypUcKRxE/EYSSiEAEhMhJ07Yft22LwF9u+3JBhqNRQoasS/kBG/fEb88hrJ5WMml49lJMPT24TJqCI5UYXJCEkJau7EqIm9qSY2WsPNK1qir6uB3eh0P9O48QwaNlTRoAHUqgWyPP5fZrOZY8eOsXv3bnbv3s3W3Vu5ePYiJqMJlUaFSwkXTIVN6AvrIR+QF8vXZtd7Px5YLrAnYVmNEQ/cBKJBG6VFc1WD/pweU6ql7QoWK8iLtV+kbnBdgoODqVatmuykmI7r16+za9cudu3axZ7t2zl4+DDJaZZVU/l1OgJUKvIaDBQymciPpUlyASrAF8tyzrh7Zd3B0izXgRtqNVFaLWdNJmINlvXdPp6e1KhRg+D69QkODiY4OBg/R9i9TWSEJBRCpMdohPPn4ehROHECrlyBq9fg6lUzsbEQF6vCbIY7dyxJh7c3qDXg7W0mXz4oUEDFC0WhaFGoUAHU6sO0bFmVVatW0aJFC6VfntNITU3l1KlTfPvtt6xevZpOnTpx5doVrkVf40b0DRITEklLTSMtJY205DS0LlrcPN3QarV4enni7+9PkfxFKJi/IAULFiQwMJCyZctSpkwZvLzsPYifPZhMJi5dusSpU6c4efIkFy9eJDo6mmsXLxIdFUVCYiLxCQmYzGbuJCYC4Hdv1YWvtzeenp4ULFKEAkWKkC9fPgICAihTpgxly5alkCPt1iYySxIKIeylZcuWxMXFsWvXLqVDcTrVqlWjevXqTJliv+PAhRCZIvtQCGEvY8eOZffu3Wzfvl3pUJzKiRMnOHjwoFPt+SBETiQjFELYUcOGDfHw8OCvv/5SOhSnMXLkSObNm8f58+dRq+U7kBAOSkYohLCnUaNGsWbNGv7++2+lQ3EKJpOJuXPn0qNHD0kmhHBwMkIhhJ3VrFmTYsWKsWhRTjxUOnM2btxISEgIJ0+epGzZskqHI4R4OhmhEMLeRowYwZIlSzh+/LjSoTi82bNnU6tWLUkmhHACklAIYWevvvoqQUFBfPXVV0qH4tCSkpJYsmSJTMYUwklIQiGEnanVaj788EPmzp3LhQsXlA7HYS1ZsoSUlBS6dOmidChCiAyQORRCKECv1xMYGEjLli2ZNGmS0uE4pGbNmuHu7s6yZcuUDkUI8d9kDoUQStDpdAwbNoxp06Zx7do1pcNxONevX2fjxo1yuUMIJyIJhRAK6d27N3ny5OH7779XOhSH8/vvv5MrVy5atmypdChCiAyShEIIhbi5uTFkyBAmT57MrVu3lA7HocyePZsuXbrgnhOPYBXCSUlCIYSCBg4ciJubm8yjeMjx48c5cuSIXO4QwslIQiGEgjw9PRk4cCA//PAD8fHxSofjEGbMmEHx4sWpW7eu0qEIITJBEgohFDZkyBD0ej2//PKL0qEozmQy8ccff/DGG2+gUqmUDkcIkQmSUAihsNy5c/POO+/wzTffkJycrHQ4itqwYQNXr16lW7duSocihMgkSSiEcADDhg0jLi6OmTNnKh2KombPnk3dunUJDAxUOhQhRCZJQiGEAyhQoABvvPEGX375JQaDQelwFJGYmMiyZctkMqYQTkoSCiEcxPDhw7l8+TJ//PGH0qEoYtGiRaSlpdGpUyelQxFCPAfZelsIB9KjRw8OHDjA0aNHUatzVr4fEhKCj48PixcvVjoUIUTmydbbQjiSkSNHEhkZmeM+VK9du8aWLVvkcocQTkwSCiEcSPny5enQoQPjx4/HZDIpHY7dzJ49Gx8fH1q0aKF0KEKI5yQJhRAOZty4cZw8eTJHnbL5+++/06VLF1xdXZUORQjxnGQOhRAOqGPHjpw6dYrDhw9n+7kUBw8epFq1auzevZs6deooHY4Q4vnIHAohHNH48eM5ceIEf/75p03KnzNnDiqV6sFPrly5nnjOoUOHaNWqFb6+vnh5eRESEsLOnTufeN7IkSMfKSuzScHs2bMpVaoUtWvXtvprAFi9ejWBgYFotdqnlpXV1yCEkEseQjik8uXL065dOz755BNsOYgYHh6O2WwmISHhkfsjIiKoW7cuXl5enDx5kgsXLlCyZEkaNWrEunXrHnnuxIkTMZvNmM1mNBpNpuo3GAz88ccf9OzZ87m32n7aazh37hxt27Zl1KhR3Lhx45llZOU1CCEsJKEQwkF98sknHDlyhOXLl9u1XpPJRO/evfH19WX69OkULFgQf39/wsPDCQgIoE+fPqSmplqlrnXr1nHjxg26d+9ulfIeNnbsWOrWrcv+/fvx8vKyevlCiEdJQiGEg6pQoQJt27Zl/PjxNh2leNy2bds4fvw4HTt2xN3d/cH9Go2Grl27cvnyZVauXGmVumbPns2LL75IyZIlrVLew6ZNm8bIkSOfealDCGE9klAI4cDGjRvHoUOHrPYBnhGbNm0CoEaNGk88dv++jRs3Zrmeu3fvsnz5cpvtPfFwMiSEsD1JKIRwYFWqVKFNmzaEhob+5yhFZGQk7du3x8fHBw8PD2rVqsXKlSsJCQl5MNmwT58+/1lnZGQkAEWKFHniscKFCwNw+vTp53g1j1q0aBEmk+mRrbat9RqEEPYnY4FCOLjQ0FCqV6/O6tWradWqVbrPOXv2LMHBwXh6erJo0SKCg4O5ePEiQ4cO5ciRI7i6upKSkpKh+uLi4gDw9PR84rH7KyliY2Of78U8ZPbs2bRp0wZfX1+rvwYhhP3JCIUQDq5q1aq0bt2acePGPXWUYvTo0cTFxREWFkbTpk3JlSsX5cuXZ+7cuSQmJlotlvv1P++KjPsuXbrEtm3bHrncYa/XIISwDUkohHACoaGhHDhwgL/++ivdx9esWQNAs2bNHrk/b968lC1bNlN13R8xSO9D/P5995/zvObMmYOfn98j8VrzNQgh7E8SCiGcQLVq1WjZsiUff/zxE6MUqampxMfH4+bmlu7mTn5+fpmq6/6H95UrV5547OrVqwAEBgZmqszHzZ07l27duuHi4gJY/zUIIexPEgohnMT48eM5cOAAa9eufeR+V1dXvLy8SElJeWJzJ4Do6OhM1dO4cWMA9u/f/8Rj9+9r0qRJpsp82L59+zh+/Pgjlzus/RqEEPYnCYUQTqJ69eo0b96c8ePHP/HY/VM67182uC8qKirTKzIaNmxIUFAQixYtemQSpNFoZN68eRQtWvSpk0MzYvbs2QQGBlKzZs1H7rfmaxBC2J8kFEI4kU8//ZSIiIgntr+eMGECuXPnZujQoaxfv56EhASOHTtGr169KFCgQKbqUKvVTJs2jdu3b9OrVy+ioqKIiYlh4MCBnDlzhilTpuDm5vZc8RsMBhYsWMAbb7zxxGPWfA1CCPuThEIIJ1K9enWaNWtGaGjoI/cHBASwe/duatasSceOHcmfPz99+/Zl1KhRlCpVKtP11KlTh127dnHnzh3KlClD8eLFOXPmDFu2bHli0mRm/PXXX0RHR9O1a9cnHrP2a1i5cuWDvSuuXr2K0Wh88PepU6c+92sQQqRP9qEQwsmMGzeO4OBgNmzYQEhIyIP7AwMDWbp0qdXqqVq1KqtXr7ZaeWC53NGwYUNKlCiR7uPWfA2tW7e265blQuR0MkIhhJOpU6cOL7/8MuPGjVM6lEy5e/cuK1eutNlW20IIZUlCIYQTCg0NZdeuXVk+U6N///6oVKp0l2pm1MiRIx9cSjAajU993vz58zGbzbz66qvPXVd67PkahBBPpzLLmKAQTqlp06YkJSWxc+fOdB+fN2/eE3MVevfurdj8gQYNGlC4cGH++OOPDP8bR3sNQoinipGEQggntWvXLurVq8emTZse7B3hqC5evEiJEiVYuXIlLVu2VDocIYT1SUIhhDNr2rQpKSkpbN++XelQnunTTz/lp59+4sqVK+h0OqXDEUJYX4zMoRDCiU2YMIGdO3dafTWGtf3+++9069ZNkgkhsjEZoRDCybVr145//vmHgwcPolY73neEPXv2EBwczP79+6lWrZrS4QghbENGKIRwdv/73/84duwYixYtUjqUdM2ePZugoCBJJoTI5iShEMLJVahQgS5dujB27FgMBoPS4TxCr9ezYMECevbsqXQoQggbk4RCiGxg/PjxXLhwgdmzZysdyiNWrVrF7du36datm9KhCCFsTOZQCJFN9O3bl7Vr13Lq1ClcXV2VDgeADh06cOfOHTZs2KB0KEII25I5FEJkF+PGjSM6Oppff/1V6VAAiI2NZdWqVbLVthA5hCQUQmQThQoVol+/fnz66afEx8crHQ7z589Ho9FYfattIYRjkoRCiGxk9OjRpKSk8NNPP9mtztTUVPbu3fvE/bNnz+aVV17By8vLbrEIIZQjCYUQ2Yi/vz9Dhw7lyy+/5Pbt2488dvDgQZYvX271OhMSEqhduzYBAQH873//4+LFi5w7d47du3fL5Q4hchBJKITIZj744AM0Gg3ffvstABcuXKBr165Ur16duXPnWr2++6dznj9/ntDQUEqUKMFLL72Et7c3NWvWtHp9QgjHpFU6ACGEdfn4+PDhhx/yySefcOPGDWbMmIFKpcJsNnP06FGr1/fw3hf3/3zlyhVUKhX58+enadOm9OrVi/bt28vW20JkYzJCIUQ2k5SUhF6vx2AwMGPGDAwGA3q9HoCzZ89iMpmsWt/9EYqHmUwmjEYjBoOB9evX89prr1GoUCGbJDRCCMcgCYUQ2YTBYODXX3+lePHijB8/nrS0tCd2zkxLS+PixYtWrTe9hOLxuDQaDR07dqRixYpWrVsI4TjkkocQ2cDFixcJCQnh3Llz/NdedSdPnqREiRJWq/u/tvvW6XRUr16dsLAwq9UphHA8MkIhRDZQrFgx+vXrB4BKpXrq81xcXDh58qRV637WCIVWqyVv3rwsX74cFxcXq9YrhHAsklAIkU188MEHzJo1C7Va/dRjzE0mE5GRkVat92kJhUqlQqvV8tdff5E3b16r1imEcDySUAiRjbz++uusWbMGV1dXNBrNE48bDAaOHDli1Tqfdclj5syZVKpUyar1CSEckyQUQmQzISEhbNmyBS8vL7TaJ6dJ2eOSh1qtJjQ0lNdee82qdQkhHJckFEJkQ7Vq1WLXrl34+/s/sfdDfHw80dHRVqvr8YRCq9XSpk0bxo4da7U6hBCOTxIKIbKpcuXKsX//fgICAp5IKqw5SvFwQqHT6QgMDOT3339/5uRQIUT2IwmFENlYoUKF2LVrF1WrVn1w+UOr1dokoVCr1eTKlYvVq1fj6elptfKFEM5B9qF4yK1bt7hx4wZ37twhKSkJg8Hw4BhoHx+fB2+YPj4+FCpUCB8fH4UjFuK/+fn5sWnTJtq3b8+WLVswmUxPTSgMBrhxw/ITFwcmE9y9C0YjeHqCiwt4eICvLxQuDD4+/07KVKlULFmyhGLFitnvxQkhHEaOSyji4+PZt28fJ06c4MSJExyNPMqZs2eIuRGDIe3ZG/Q8zsXdhbwF81KmVBkqBVWiXLlyVKhQgWrVquHm5majVyBE5nl6erJ69Wp69uzJvHnzOHz4KJs2wdGjcPw4HDlq5sIFuBmt4j/2xXqEuwfkzm3pN02bTuL69UacOgVlytjohQghHJbK/F/b6jm5+Ph41q1bx5YtW9i0YxORRyMxGU3o/HVQDvTl9FAaKAAUunfrC7hjSbe87hUUB5iBRCAWuApE37s9DS4nXDBFmjDcNaBz1VGlehUa1WtESEgIjRo1kk19hKKMRtixA1avNjFr1ntERS0GruCbx8QLgQYKl9RTsLiR3PmM+OU14etvIpePCVTg4WlCrYHUZBV6vYq0FBUJd1TcvqEh9qaaYxHbOHXwL1xdf+TKeS0GA+QvAI0aQuPG0LYtFCyo9P+AEMLGYrJlQnH79m3mzZvH4j8Xs33rdgwGA7pqOtLqpcGLQF3AVm9w54GdwC5w2eFC2rE03L3cadGsBa+2f5VXX30Vd3d3G1UuxL/MZti8Gf74A5Yug5hbUKSkkfK1UklN+ZEO/TpRqHjWfxdv34jCJ08eNFodRgOcPebCiX0unPzbheP7XEhLUVGrNnTqCD16gOxxJUS2lH0SCrPZzPr165n621SWLVuGSWfC3NyMqY0JWgL+CgV2CVgFmuUazJvMuLu7071Ld/r07kPNmjUVCkpkZ3FxMH06hP8MZ05D6Yp6ajdNoXbTFAqVyNxlvazSp6o4tNOVvevd2LvRjbRUFa++CgP6Q/36dg1FCGFbzp9QmEwmVq1axZjxYzi6/yja6loM7xigK/9ernAUscBCcAl3Ie1QGrXr1WbMiDG0bt1altiJLIuPh8mTYeJESDOYebFlMi93TaJEOb3SoQGgT1Oxb5MrGxd6cminC8HBMGoUtGmjdGRCCCtw3oTCbDazYMECPhj5AdevXIfOYBphAmc5HXkraCdqMaw1ULFqRX745gcaNWqkdFTCCen1EBYGn3wCKq2Z1m8k0LJHIu6ejtu1Iw+4sGhyLg7ucKVBA5g0CSpUUDoqIUQWOGdCceDAAQYOGUjErghUb6gwfWyC4kpH9ZwOgWaMBuNqI21fbcv3X39v1aOlRfa2Ywf062fmzFlo1yeRdm8lOHQi8bhTh1yYMcGb8yd1DBkM48dblqcKIZyOcyUUer2ezz77jM8mfIa6jhrD9waornRUVrIWdO/p0F7W8v033/P222/LZRDxVAaD5cP388+hcr1Uen90hwIvPP0YcUdmNsGGRR7M/dab/PlULJgPVaooHZUQIpOcJ6E4f/48r772KsdOHsP4pREGANnt8zYNGAeqr1S83Pxl5s6aS+7cuZWOSjiYqCjo0BH27zfzxsi7NOuSpHRIVnH7hoaw4b6cPuTCD2HQt6/SEQkhMsE5Eort27fT9tW2JL6QiP4PPQQqHZGN7QJdVx1F3IqwZsUaAgOz+wsWGXX6NLzczIxBZWLYD7d5obR9V23YmskICyZ7sWhyLkaOhP/9D2SgTginEOPwZ3ksWLCAJk2bEN8gHv22HJBMANQFfYSey36XqVGnBrt371Y6IuEADh+GunXBzdfAZ3NvZbtkAkCtgS6D4nn38zi++hr6vE2mdu4UQijHoUcoli5dSqfXOmEaaML8rTnnHWWWAprOGty2urFlwxZq1KihdERCIefPQ716kK94GiN/vo2rm8N2W6s5sNWVL9/NzZAh8NVXSkcjhPgPjnvJY+PGjTRv2Rzj20bMP5qz33yJjEoFzSsaPCM8idgZQdmyZZWOSNhZXBxUrwFqdz2hM2OcahVHVu1Y5U7Yh7589x0MHqx0NEKIZ3DMhOLKlStUqlaJO03uYJpryrnJxH3JoG2spWRCSQ5EHJCjoXOY1zrDpq0mvlpyE588JqXDsbslv+ZiwU9e7NkN1aopHY0Q4ikcbw6FyWSiY5eOJPgnYJoiyQQA7mBYYOD8jfP0H9hf6WiEHc2aBYsXwaCJcTkymQB4pU8CQdXT6NzFTHKy0tEIIZ7G4RKKqVOnsm/vPvTz9ZDLjhXPwZK83P9Jr+5DQCssp5F6ASFYDgJ73MjHyqpjhfheAMNUA7Nnzmbr1q1WKFA4uoQE+HA4NO+WSMXgVKXDUYxKDe9OjOPqNcuOoEIIx+RQCUVsbCwjPxqJ+V2zcltoh2M5pjzhsfsjsJxS6gWcBC4AJYFGwLrHnjvxXhlmQGPF2NqBpqWG/kP6YzQ65yZGIuO+/BKSks289u7jv4w5T+78Rtr2SuDzz+HWLaWjEUKkx6ESiilTphBviMc8zsGmdZiA3lhGJqZjOfrcH0vyEQD0Aez0BdL4jZHIo5GsXLnSPhUKRaSkwE8/Qdu3EvDyzZmXOh7X9q1EUJuZOlXpSIQQ6XGYhMJsNjN56mQMbxjAR+loHrMNOA50BNwful+D5VTTy4C9Pt/LgvplNT/9/JOdKhRKWLYM7sbDSx2yxy6Y1uDmYebF1klM+80se1MI4YAcJqHYsWMHF89chLeVjiQdm+7dprcNxP37NtopFsD4jpGN6zZy48YN+1Uq7OqPeVD1xVT88sroxMNe6pDM2TMq9u9XOhIhxOMcJqHYsmULLkVdIMjKBccA72O5NOEKFMEymXIGkNEZ45H3bouk81jhe7ennz/ETGsKqGHbtm12rFTYi9kMO3dCpbr2uY4WHxfLjImhDGgaTOeKxXi7YTVCe73G5qXzSUtJAWBMt3Z0KFvowU/Yh+8CENrrtUfuT7x716axFi+rxzePiR07bFqNEOI5OExCsXn7ZvQN9dYtNAqoCfwBhAG3gP1YJlL2An7JYDlx927T2/7h/mqQ2OcN8jnkAl01Hdu3b7djpcJezpyBmFsQWCXN5nXF3YpmeMcWbF+5jLfGfMKMPcf5aslaKtSqy0+j3mPd/NkA/G/un3yzbAOu7h4ULxtEv0++BGDML3MoXbka730TzuLIa3h6e9s0XpUKSlfWs3OXTasRQjwHh0kozl44i7mclS+MjsKyGiMMaI1lhUZ+4COguZXquB+ynffLSCubxtkLZ+1bqbCLixctt4VL2P6sjjnffE70lUv0HvMJNRo1xd0zF7558tKx/1Cq1m/8yHOLlw3i3c+/45/IE/wwfDBms5mfPx5OpTov8mKrdjaP9b6CxQz8849MohDC0WiVDuC+2FuxlpUT1rT03m2LdB77KxPl+N67TUznscTHnmMveSHqVJSdKxX2cOsWaLTgnsv2H5oRGywdoWqDl5547KMpvz9xX93mbfin3wkW/xzGmG7t8PLx490J39o8zod5+ZmIibFrlUKIDHCYEYqUpJT0Lyk8r1TgDuCGZWQiK+4fn3Elnceu3ru19ymouSA+Id7OlQp7SE4GVzezzY/t1qelkRR/F52rK+6eGd9FruuQ4ZSuXI1TB/8muHlrVGr7vo24eZhJTC+5F0IoymESCu/c3pYJlNbiimX5aQqQ1c/d+yO/6c0sv39fkyzWkVm3IG+evHauVNiDnx8kJagw6G2bUehcXPDw8kafmkpyYsY3zzq+dxdJ8XcpFliOX8eP4p/IEzaM8knxcWpy57ZrlUKIDHCYhCKPfx6ItnKhr9y7XZ3OY1WB9zJYTkMsq08WYUlQ7jMC84CiWLbktiPVDRUF8xa0b6XCLvLksdzGx9l+Yk7tEMv1wANbNz3x2LBXmjL983GP3Bd95RKTxnzA8B+mMjJ8Bq5ubkwc8CZ3b9vvGsTd22ry5JFDfoRwNA6TUNSoVAPt31ae0vE5UAJL4rAKy0jFFWAAcJ2MJxRqYBpwG8vqkCgsoykDgTPAFCyXVuxIt09H5UqV7VupsIvy5S2rGS6c0Nm8rtc/GEW+Ii8w/fNx7N+ygeTEBGKirvPr+FHERkfT5s13Hjw3JSmRiQN78dboTyhSKpB8hYsy7Icp3I6+wVdD3sZosPIqraf454SOypXsUpUQIhMcJqFo2KAh7AKsObG9ALAP6AwMAvIAtbAs8dwOvJCJsupgie8OUAYojiWZ2AI0s1bAGXQJ0i6m0aBBAztXLOwhTx4oHWgm8qCLzevy9c/Hl4v+ol7Ltkz97CPeqF2eEZ1akng3js/mLsO/oGWjlamfjqF7tdJcPHWSiQPe5NKZSO7G3ubjHh0wGvSc2LeH1yoUY1H49zaNV5+q4twJHcHBNq1GCPEcVGazY2xie/78eUqVKoV5udmyxNPe5gA9sJzP0c+K5Wqx7Ka5x4plfgOen3pyK+oWbm52HhoRdjFwIKzeYOCb5TeVDsWhRKx34+shfly8CEXS22hOCKGUGIcZoShZsiSNmjRCG+4wK1kdkxl0v+ro/UZvSSaysTfegH9OazlzxPaXPZzJpsUehIRIMiGEI3KYhAJg8MDBGNcY4ZCCQfTHsklVxlfRPWnkvTJUWCZuWtMiMJw10LdvXysXLBxJrVpQoaKZlTOz8ouYvVw9r+XAdlfedsTzfoQQjnPJAywnjtZtUJe/zX9j2G6w++6TDi8ZdEE6ujXuxozfZigdjbCxpUuhQwf43x8xlLHDNtyO7osBuUm66cLhQyrsvPWFEOK/Oc4lDwCVSsUP3/6AcbcRflM6Ggc0DnQxOj7/3+dKRyLs4JVXIDgYZn3hjdHaI11O5tAOV/ZucuWrLyWZEMJROVzXrFmzJiOGj0AzSAOHlY7GgSwHvoZJP0yiYEHZfyKn+PVX+CdSx6LwrG736rzu3lYzebQvHTtBc2udwSOEsDqHuuRxn8FgoHHTxkRcjkC/XQ85/fPzCGgbaunZsSfTpkxTOhphZ5Mnw6DBMOaX21R50T5HmjsKg17FhHdycydKx6GDKnx8lI5ICPEUMQ6ZUABER0dTt2FdLqkvod+ih5y6y/RJ0DbSUrdCXdauWisrO3Igsxne7AULF5kZNz2G0pXss4GU0swmCBvuy6Gt7mzdClWrKh2REOIZHGsOxcPy5cvH1g1bKZhaEN1LOriodEQK+Bt0TXTUCKzB6uWrJZnIoVQqmDYVGjdUMaFvnhyxlNRohJ8/9iFivTvLlkkyIYQzcNiEAqBw4cLs2LyDUupS6GrrYLfSEdnRQtA01NCgUgPWrlqLp6c1j2IVzkarhYUL4cVgFaFv5mH/FlelQ7KZ1BQVXw3Kzc7VHixaCC89ebK6EMIBOXRCAVC0aFEidkQQUjMEdWM1fAWYlI7KhpJBNUQFnaHfW/1Ys3IN3t7eSkclHICHB/z5J3TrouKLd3Oz+OdcmLNZX7h2QctHXf05f9iVTRuhTRulIxJCZJTDJxQAXl5erFi2gs/GfYb2Iy3axlo4p3RUNrAXdNV1eMz0YNbMWfz0409otbJzqPiXVgtTp8JXXxpZ8NMCQnu5ExOlUTosq9i81J3hHf3x89Sydy/UqaN0REKIzHCKhAJAo9EwatQo9kXso1RsKdTl1TACuKt0ZFZwDdRvqlEFqwguGMyJIyfo0aOH0lEJB7V9+zZmzqyOSjWA21f2MrR1XlZM93TavSqunNMy/s08TB7jy4B+KnbthJIllY5KCJFZTpNQ3FelShWO7D/C9199j/dUb3SldZbLIPFKR/YcooCRoAnUUGBLAf6Y+wdbNmzhhRcycwyqyCmuXr1Kz549adSoEf7+/hw8eIBzZ1/mww9U/BHmzYft87JnvRuOuW7rSbejNfz2P28+aJ+XhJt/0bz5G3z6aTIutj9kVQhhAw67bDQjbt++zeeff87kXyaj1+jRD9DDO0AxpSP7D8dANUmFaoYKXx9fRrw/gsGDB8sqDpGutLQ0wsPDGTt2LPnz52fChAl06tTpkeecOwejRsPiRVAs0MAr7yRQu2kKWp3jde+oSxpWzfJkw0IP/P3h47EqChRYQc+erxMUFMTixYspVKiQ0mEKITLHcfehyIzY2FgmTZrEdz99R+zNWDQvaTC8aYB2ZO2QL2u6BSwE3XQd+n16ipUqxsgPRvLmm29KIiGeasWKFQwdOpSoqCg+/PBDRo4c+czfl+PH4ZNPLYmFt5+JRq8m0aRDMgWLGewY9ZP0aSr2b3Vlw3wPDu9ypVBhGDkC+vQB13sLVs6cOUP79u25efMm8+fPp3HjxorGLITIlOyRUNyn1+tZtWoVU6dPZc3qNZg1ZlSNVRjbGqEZYM/rsmbgBLAadCt0GHYZcHVzpVOHTvR+qzcNGjRApZLTz0T6Tp8+zXvvvcfq1atp3bo1kyZNytSlsCtXLJM3f51i5vo1FSXKGqjdNJmaTVIpFqhHZYeLnUnxKg7vciVivRsHtriRnKSiWTPo1w9atQJNOnNJ4+PjefPNN1m+fDmfffYZI0aMsH2gQghryF4JxcNu3rzJqlWrWLZiGevWrSM5IRldQR3GekZMdU1QESgHFLZCZSbgH+AkcAg0uzWodqkwxBrw8fehXat2tG3TlmbNmpErl6MMmQhHlJiYyFdffcXEiRMJCgoiLCyM+vXrP3d5RiNs2QJLlsCSpWairqvw9jVTtloa5WqmUqKsgaKBenzzZG39qdEAV85ruXxGx+lDOk7ud+WfU1pUQP36Zjp0UPHKK1A4A/3NbDbz5ZdfMnr0aLp168avv/6Ku7t7luITQthc9k0oHpaamsq+ffvYuXMn23dtZ9eeXcRGxwKg9dGiKaVBX1CPqYAJCgFegDeW49N9sSQMd+4VFnfvz9dAE61Be0WL4YwBY7Jlin3BYgVpENyAusF1qVevHlWqVEGT3lcxIR5iNpuZPXs2w4cPR6/X8/HHH/Puu+9a9XfHZILDh2HbNti6DXbsMHMz2jJK5pPbTKHiBnzzGsmdz4iPvwmPXGa0OjOu7pbb5AQ1JhMkJahIilcTE6XhToyaW9e0XPtHg8EAWh1UqGCmUUMVDRtC/fqQJ8/zxbt69Wq6d+9OiRIlWLp0KcWKOfrkKCFytJyRUKTn1q1bnDhxgpMnT3Lu3DmioqK4EnWFK9evEB8fT8LdBMwmM4l3ElGpVHj6Wnaq9PHzwcvLi2KFi1EwX0EKFSpEqVKlKF++PGXLlpVNqESm7d+/n8GDB7Nnzx66d+/Ot99+i7+/v13qjo6Go0ctcy/On4fr1+HyFYiONnP3rmXuQ0IiGPSQK5dlHwwvbzPe3lC0iIqCBaFIEQgKgvLloUwZrLpK49SpU7zyyivcvn2bRYsW8eKLL1qvcCGENeXchCKjmjRpQmBgIOHh4UqHIrKZmJgYPvnkE3766Sfq16/PDz/8QKVKlZQOy+HEx8fTo0cP1qxZw/Tp0+natavSIQkhnuS4h4MJkV3p9XrCwsIICAhg8eLFTJ8+nc2bN0sy8RReXl4sXbqUkSNH0r17d0JDQ5HvQUI4HtnXWQg72rRpE4MHD+b8+fMMHjyYjz76SCbqZoBKpSI0NJQiRYowYMAALl68yC+//IKL7IIlhMOQEQoh7ODy5cv07NmTJk2aUKJECY4fP87EiRMlmcikPn36sHLlSpYsWcJLL73ErVu3lA5JCHGPJBRC2FBSUhKhoaEEBgayd+9eVq9ezYoVKyhRooTSoTmtl19+mR07dnD58mWCg4M5c+aM0iEJIZCEQgibWbFixYO9JEJDQzly5AgtWrRQOqxsoWLFiuzZswcfHx+Cg4PZsWOH0iEJkeNJQiGElR06dIiGDRvSrl07GjRoQGRkJCNGjJDr/VZWsGBBtm7dSt26dQkJCeGPP/5QOiQhcjRJKISwktjYWIYMGUKNGjVISkpi586dzJo1i/z58ysdWrbl6enJ0qVLeeedd+jevTvff/+90iEJkWPJKg8hsshkMjFnzhyGDRuGVqtl8uTJ9OnTB7Va8nV70Gg0/PDDDxQuXJj33nuPqKgoJk6cqHRYQuQ4klAIkQXbtm1j8ODBnDhxgv79+/Ppp5/KbqkKGTFiBD4+PgwcOJDk5GS+//57OYBPCDuShEKI53D16lVGjRrFnDlzeOmllzh06BBBQUFKh5Xj9evXD29vb958801SU1OZPHmyjBQJYSeSUAiRCWlpaYSHhzN27Fjy58/P/Pnz6dSpk9JhiYd069YNb29vXnvtNe7cucOsWbPQ6XRKhyVEtiepuxAZtGLFCsqVK8fo0aN5//33OXr0qCQTDqp169b89ddfrF69mldeeYXk5GSlQxIi25OEQoj/cPr0aVq1akXbtm0JCgri5MmThIaG4ubmpnRo4hkaNmzIxo0biYiIoHnz5ty9e1fpkITI1iShEOIpEhMTCQ0NpVKlSly/fp1t27axYsUKXnjhBaVDExlUo0YNtm7dyrlz52SrbiFsTBIKIR5jNpuZNWsWAQEB/Pjjj3zxxRfs27eP+vXrKx2aeA5BQUFs3bqVmJgYGjVqRHR0tNIhCZEtSUIhxEP279/Piy++SK9evXj55Zc5deoUQ4YMQaPRKB2ayIKAgAC2b99OamoqTZo04ebNm0qHJES2IwmFEEBMTAxDhgyhVq1a6HQ6Dh48yKxZs/D391c6NGElRYoUYfPmzSQnJxMSEiKXP4SwMkkoRI6m1+sJCwsjICCAxYsXM336dDZv3kylSpWUDk3YwP2kIiEhgZCQEGJiYpQOSYhsQxIKkWNt2rSJqlWrMmrUKPr160dkZCQ9e/aU3RWzuaJFi7Jp0ybi4uJ4+eWXiY2NVTokIbIFSShEjnP58mV69uxJkyZNKFGiBMePH2fixInkypVL6dCEnRQrVozNmzdz8+ZNWrVqRWJiotIhCeH0JKEQOUZSUhKhoaEEBgayd+9eVq9ezYoVKyhRooTSoQkFlChRgk2bNnHhwgXatm1LSkqK0iEJ4dQkoRA5wooVKwgKCiIsLIzQ0FCOHDlCixYtlA5LKKxUqVKsXbuWgwcP0qVLFwwGg9IhCeG0JKEQ2dqhQ4do2LAh7dq1o0GDBkRGRjJixAhcXFyUDk04iEqVKrF69Wo2btzIW2+9hclkUjokIZySJBQ2MGfOHFQq1YOf9K7NHzp0iFatWuHr64uXlxchISHs3LnzieeNHDnykbLq1Kljj5fg9GJjYxkyZAg1atQgKSmJXbt2MWvWLPLnz//UfyPtlnPVqVOHhQsXMn/+fIYNG6Z0OEI4JUkobCg8PByz2UxCQsIj90dERFC3bl28vLw4efIkFy5coGTJkjRq1Ih169Y98tyJEydiNpsxm82yuVIGmEwmZs2aRZkyZVi4cCGTJ08mIiIiUx/o0m45U/PmzZk5cyZhYWF89913SocjhNORhMLOTCYTvXv3xtfXl+nTp1OwYEH8/f0JDw8nICCAPn36kJqaqnSYTmnbtm1Uq1aNPn360LVrVyIjI3nnnXdQq7P+ay7tljN06dKFL774gg8++IDff/9d6XCEcCqSUNjZtm3bOH78OB07dsTd3f3B/RqNhq5du3L58mVWrlypYITO5+rVq/Ts2ZNGjRrh7+/PoUOHCAsLw9vb22p1SLvlHMOGDWPw4MH06dOHHTt2KB2OEE5DEgo727RpE2A5BfFx9+/buHGjXWNyVmlpaYSFhVGuXDl2797N/Pnz2bBhA0FBQVavS9otZ/n2229p2bIl7dq1IzIyUulwhHAKklBkQkxMDO+//z4BAQG4urpSpEgRQkJCmDFjBsnJyRkq4/6bU5EiRZ54rHDhwgCcPn3aekFnUytWrKBcuXKMHj2a999/n6NHj9KpU6cnnhcZGUn79u3x8fHBw8ODWrVqsXLlSkJCQh5MmOzTp89/1iftlrOo1WrmzJlDmTJlaNWqlZz7IUQGaJUOwFlERUVRt25dkpOTmTJlCg0bNiQpKYkpU6bQq1cv4uLiGDp06H+WExcXB4Cnp+cTj91fVSBbAT/d6dOnee+991i9ejWtW7dm8+bNvPDCC+k+9+zZswQHB+Pp6cmiRYsIDg7m4sWLDB06lCNHjuDq6prhzYyk3XIed3d3/vzzT2rVqkWnTp1Yt24dOp1O6bCEcFgyQpFBo0aN4sKFC4SFhdG6dWu8vLzInz8/H330Ec2bN7dKHWazGUDOkkhHYmIioaGhVKpUievXr7N9+3ZWrFjx1GQCYPTo0cTFxREWFkbTpk3JlSsX5cuXZ+7cuVbdalnaLfvKmzcvq1at4sCBA/Tr10/pcIRwaDJCkUFLly4FSHd3xb/++ivD5fj6+gKk+4F2/777zxGWD+vZs2czfPhw9Ho9X3zxBe+++26GlmKuWbMGgGbNmj1yf968eSlbtizHjx/PcBzSbjlXUFAQM2fOpEOHDlSvXp0BAwYoHZIQDklGKDLAaDRy584d3Nzc8PLyylJZZcuWBeDKlStPPHb16lUAAgMDs1RHdrF//35efPFFevXqxcsvv8ypU6cYMmRIhpKJ1NRU4uPjcXNzS3eDKj8/v0zFIu2Ws7Vv357Q0FCGDBkik2+FeApJKDJAo9Hg4+NDSkoK8fHxWSqrcePGgOXD8nH372vSpEmW6nB2MTExDBkyhFq1aqHT6Th48CCzZs3C398/w2W4urri5eVFSkrKExtUAURHR2cqJmk38dFHH/Hqq6/SuXNnLl26pHQ4QjgcSSgy6JVXXgFg9erVTzxWtWpV3nvvvQyV07BhQ4KCgli0aNEjEwKNRiPz5s2jaNGitGrVyjpBOxm9Xk9YWBgBAQEsXryY6dOns3nzZipVqvRc5d2/PHX/0sd9UVFRmV6RIe0mVCoVM2bMoGjRonTq1Ek2MhPiMZJQZNDnn39OiRIleO+991i1ahXx8fFcuXKFAQMGcP369QwnFGq1mmnTpnH79m169epFVFQUMTExDBw4kDNnzjBlyhTc3Nxs/Gocz6ZNm6hatSqjRo2iX79+REZG0rNnzyxNdJwwYQK5c+dm6NChrF+/noSEBI4dO0avXr0oUKBApsqSdhNgWfmxYMECIiMj+fDDD5UORwiHIglFBhUoUIB9+/bRuXNnBg0aRJ48eahVqxaxsbFs3779masNHlenTh127drFnTt3KFOmDMWLF+fMmTNs2bLliQmE2d3ly5fp2bMnTZo0oUSJEhw/fpyJEyemO+8hswICAti9ezc1a9akY8eO5M+fn759+zJq1ChKlSqV6fKk3QRA6dKlmTJlCj/++CNz5sxROhwhHIas8siEPHny8N1331nl4KCqVaume/kkp0hKSuLLL7/kiy++oFixYvz1119WW377sMDAwAcrdKwhp7ebsHjttdfYsWMH/fv3p3r16pQrV07pkIRQnIxQCLtbsWIFQUFBhIWFERoaypEjR2ySTAhhS19//TXly5enS5cuMp9CCCShsKn+/fujUqmyNHw/cuTIB1tEG41GK0Znf4cOHaJhw4a0a9eOBg0aEBkZyYgRI3BxcVE6tEdIu4mMcHFxYd68efzzzz+MGjVK6XCEUJzKfH+bP5GuJk2aEBgYSHh4uNKhOK3Y2FhCQ0OZNGkSVatW5ccff6ROnTqKxDJv3jy6du36yH29e/dm6tSpisQjnN+sWbN48803WbVqVbob3wmRQ8RIQvEfJKF4fiaTiTlz5jBs2DC0Wi2hoaH06dMHtVoGxkT20rVrV7Zt28aRI0fIkyeP0uEIoYQYeWcXNrFt2zaqVatGnz596Nq1K5GRkbzzzjuSTIhsKTw8HK1Wy9tvv610KEIoRt7dhVVdvXqVnj170qhRI/LmzcuhQ4cICwvD29tb6dCEsBlfX1+mT5/On3/+ycyZM5UORwhFSEIhrCItLY2wsDDKlSvH7t27mT9/PuvXrycoKEjp0ISwi5deeolBgwbx/vvvc+PGDaXDEcLuJKEQWbZixQrKlSvH6NGjef/99zl69CidOnVSOiwh7G7ChAn4+voyZMgQpUMRwu4koRDP7fTp07Rq1Yq2bdsSFBTEyZMnCQ0NlS2oRY7l4eHBpEmTmD9/Pn/++afS4QhhV5JQiExLTEwkNDSUSpUqcf36dbZv386KFSsytf24ENlV8+bN6d69OwMGDCAuLk7pcISwG0koRIaZzWZmzZpFQEAAP/74I1988QX79u3jxRdfVDo0IRxKWFgYBoOBjz76SOlQhLAbSShEhuzfv5969erRu3dv2rVrx6lTpxgyZAgajUbp0IRwOHny5OHrr78mPDycAwcOKB2OEHYhCYV4ppiYGIYMGUKtWrVwcXFh//79/PLLL/j7+ysdmhAO7fXXX6devXoMGjQI2T9Q5ASSUIh06fV6wsLCCAgIYPHixUyfPp3NmzdTqVIlpUMTwimoVCq+//579uzZw4IFC5QORwibk623H/Lpp5/y9ddfYzKZHtyXlpaGWq1Gq/33pHe1Wk14eDjdunVTIkyb27RpE4MHD+b8+fMMHjyYjz76KEsHZQmRk/Xq1YsNGzZw6tQpPDw8lA5HCFuRrbcf1rZtW+7evUtCQsKDn7S0NFJSUh65Lzk5OVseAnT58mV69uxJkyZNKFGiBMePH2fixImSTAiRBRMnTuTu3bt88803SocihE1JQvGQypUrU7p06Wc+R6vV0rx5c/z8/OwUle0lJSURGhpKYGAge/fu5a+//mLFihWUKFFC6dCEcHr58+dn1KhRfPHFF1y7dk3pcISwGUkoHtOzZ090Ot1THzcajbz++ut2jMi2VqxYQVBQEGFhYYSGhnLkyBGaN2+udFhCZCtDhw4ld+7cfP7550qHIoTNSELxmK5du2IwGJ76uKurK61atbJjRLZx6NAhGjRoQLt27WjQoAGRkZGMGDECFxcXpUMTIttxc3Nj1KhR/Prrr1y8eFHpcISwCUkoHhMQEECVKlXSPWZbp9PRsWNHPD09FYjsvx0+fPg/nxMbG8uQIUOoUaMGycnJ7Nq1i1mzZpE/f347RChEztWnTx8KFy7MF198oXQoQtiEJBTp6NmzZ7oJhV6vd9iVHWvXrqVWrVocPHgw3cdNJhOzZs2iTJkyLFy4kMmTJxMREUGdOnXsHKkQOZNOp2PUqFFMnTqVCxcuKB2OEFYny0bTERUVReHChR9ZPgrg4+PDzZs3nznHQgnHjx+ndu3aJCUlUbNmTfbs2YNKpXrw+LZt2xg8eDAnTpygf//+fPrpp3h7eysYsRA5k16vp2zZsjRp0oRff/1V6XCEsCZZNpqeAgUKUL9+/Ue2ldbpdHTv3t3hkolbt27RsmVLUlNTMZvN7Nu3j7lz5wJw9epVevbsSaNGjcibNy+HDh0iLCxMkgkhFKLT6Rg7diwzZszg0qVLSocjhFVJQvEUPXr0eOTver2erl27KhRN+lJSUmjZsiXXr19/ZCLpkCFDGDt2LGXKlGH37t0sX76c9evXExQUpGC0QgiA7t27kz9/fiZNmqR0KEJYlVzyeIq4uDjy5cuHXq8HLKMWV69eTXduhRLMZjPdu3dn4cKFT6xK0Wq1+Pr6MnDgQEaOHImbm5tCUQoh0jNhwgS++uorLl++LBvHiexCLnk8ja+vL82bN0er1aLT6Z46UVMpoaGhzJ8/P90lrgaDgbi4OLp16ybJhBAOqF+/fuj1embNmqV0KEJYjeN8Qjqg119/HYPBgF6vp0uXLkqH88CCBQv49NNPn5g0+jCVSsWQIUPsGJUQIqNy585N9+7d+f7775/Zj4VwJjn2kkdKCsTHW35iY8FohLt3/33cYIBbt5Lo3dsfP79C/PjjWXx94aHFE/j5gUYD3t7g6wteXmDrOZs7d+6kcePGGAyGDB2JvGrVKlq2bGnboLKRpKQkrl27RmxsLHfu3AEsl7/MZjMeHh64urri6uqKj48P+fLlI1++fA41cpXdZOf2OHHiBBUqVGDlypXSR0V2EJNtEgqzGa5ehX/+gWvX4MYNiI6G69fhRjTcuGHm5k24c0dFQjzcmxqRAT2AQGBshp7t6ga5coGvr5m8eSF/fhUFC0D+/JA3LxQqBAULQokSlvsy4/z589SoUYO7d+9iNBqf+dz7y0ZLlizJiRMnZAfMhxiNRo4ePcrhw4c5efIkx08e5/jp40RdiSI5ITlTZak1avzy+VG8eHGqBFWhbNmylC9fnho1apA3b14bvYLsJSe3R9OmTXFzc2PFihVKhyJEVjlfQvHPP3DihOXn/Pl7PxfMXLyoIi3V8hy1Gnxym/DNY8LH34R3HiM+eUz4+Jnw8Dbh7mm+92PCPZcZTy8TKhV4+vz7X6ECPL1NHNi2iYLFSlCgaAkSE/795mMyQnKCCqNRRXKiisQ7apITLX9OSVKRGK/mToyau7fVxN3UcPe2hthbau7G/jvE4eEJxYubKVlSRckSUKoUlCsHFSpAgQKPvu64uDhq1arFP//882Ci6INYVSp0Oh1paWkA+Pv7U7NmTWrWrEm1atUICQlx2N097cFkMhEREcHatWvZtmsbe/bsITk+GbWbGl1ZHWll0zCXMcMLQH6gIJAHuL+61gfLxcEkIBVIA+KAaOAaEAWcA+1JLeqTatKuWtqhRJkSNKrbiEaNGtGiRQuH/EBTgrTHv+bNm0ePHj24dOkSBQsWVDocIbLCcROK5GQ4cAD27oXjx+HwETORJ1UkJFgez5PfRIGiBvIWMZK/iIF8RYzkL2okfxEjvv5G1Jpnl59RZrP5kU2issqgV3H7hpobVzREX9Heu9Vw66qWaxe13LltqcvPz5JYlC8PFSromTmzGfv2bUalUqHVah9ZfVKrVq0HyUO1atUo8Hg2kgMZDAbWrFnDosWLWL56ObHRsbgUc0HfQI+5nhnqAUHYZhZRHLAb2AW6HTpMe0yY0kzUqFODDm070K1bN4oWLWqDih2XtEf6UlJSKFSoEKNHj2bYsGGKxCCElThOQnHuHOzcCRERsHuPmaNHVRj04JPbTPEyeoqU0lO0tIGipSw/nt7ZcyLTnRg1l85ouXxWx6XTWq6e03H6yCAM+l9RqYqSO09tgspVp2HDanTtWo2goDxKh+xQzp49y9SpU5k2axq3om6hC9ahb6OHNkB5hYJKBNaBaqUK7QothhgDLzV9ibd7vc2rr77qcJulWZO0x38bMGAAmzZtIjIy0q71CmFlyiUUN2/Cli2wYQOsXWfm4j8qNFooXNxAmWpplK2WRkAFPUUCDFhxgMDpJNyJ4+KpE3h6V+afSH/OH9fxzwkXTh/RoddD8RJmXm6qIiQEmja1TA7NiQ4dOsRX337FvLnz0OTXoO+hhz5AKaUje4wR2AzaX7WYlpnInSc3A/sO5L333sPHx0fp6KxG2iPj9u7dS+3atYmIiKBWrVp2qVMIG7BvQnH8OCxZAouXmDlyWIVaA2Uq6ylfJ5VKdVIJrKJHq3OIAROHl5Kk4sTfLhzd7cqxCFcunNSi0UBwMLz6quXnhReUjtL2jh8/ztBhQ9mwZgO66jr0I/TQAedYEH0Z+BY0UzTkcsvFuDHjePfdd516xELa4/lUqlSJevXqER4ebvO6hLAR2ycUR47A/PmwaDGcPgV58pmo8VIK1RqlUL5mGu6ekkBYw93bao7ucWX/Flf2b3EjMV5F1WpmOnVU0bmzZVVJdhIbG8vHH39M+M/hqCup0U/UQ1Olo3pOMcA3oP5OTfFixfnx2x+dbhmhtEfWfP3113z22Wdcu3YNDw8Pm9YlhI3YJqG4exfmzYMZM2H3LshXyETNJsnUaJxK+dqpaKw0YVKkz2SEU4dc2L3Gjd1r3ImLUVMnGN7oCa+/Ds7+frV27Vp69u5JrDEW/f/08CbO8Q34v/wD6hFqTAtM9HijBz+G/egUl0GkPbIuKiqKIkWKMG/ePDp27GiTOoSwMesmFEeOwLffwoKFltURdV5OoUnHJMrVSMvR8yCUZDTCga1ubFrkwf5trnh5wZtvwNChUKyY0tFlTlpaGu+9/x7hk8NRdVFhmmQCP6WjsoEVoH1bS163vCyau4i6desqHVG6pD2s66WXXiJfvnzMmzfPJuULYWPWSSh27YIJE2D1aihexkDTLonUb5WMh5dcznAksTfVbFnqwfr5HsREa+jeDUaMsOx94ehiYmJo16EdEQciMEw1wGtKR2RjN0Hzlgb1ejW/Tf2N119/XemIHiHtYf32mDx5Mh9++CE3b96Uyx7CGWUtodi/Hz74wMzWrSrKVdfT/u14qjdMldEIB2c0wPaV7vw5NRdXzmvp0BG+mOi48ywuXrxIw5CGXDNcQ79cDxWVjshOTMAoUH2lInR8KB+P/VjpiABpD1u1x40bNyhcuDALFy7klVdesWrZQtjB8yUU0dEwZgz89huUraan65C7BNVMs0WAwobMJojY6Ma8772Jvqrhw2EwciQ40qaaV69epW7DulzPdR39Oj3kUzoiBfwK9IP/ffY/Ro8erWgo0h7YtD0aNWpE4cKF+f33361arhB2kPmEYto0eP99cPUw8fqHd6nXMllGJJyc0QCr53iycJIXPt4qZky37GmhtLi4OGoE1+CS+hL6LXpQfqdk5YQDA2HST5MYMGCAIiFIezzERu3x008/MXr0aKKjo3Fzc7NauULYQcYTirt3oW8/WDAf2vZK5LV343F1lzkS2cmdGDW/TfBm11/uDB8On34KWq0ysZjNZtq90o41f69Bv09vOc8hp/sMNJ9o2L51O8HBwXatWtojHTZoj2vXrlG0aFGWLVtGmzZtrFKmEHaSsYQiMhJat4bbd0wM+iKOyvVS7RGcUMimxR5M+583lSupWLHcckqqvX377bd8OPJDTJtM8KL963dIZlC3VZP3UF5OHD5B7ty57Va1tEc6bNQeNWvWpHbt2vz0009WKU8IO4n5z9XiR45Agwbg4qPn62U3JZnIAV7qkMQXC29x+bqRBg0tR8Db05UrVxjz8RhMYxX48JqD5ajZ+z+5nvK81VhOtX/WCM7Ix8qqk8XYVGCaZSJGH8PH4+w3QdNh2yMW+Bl4CcgNuAOlge7A4XTKcpL2aNq0KevWrctyOXPmzEGlUj34yZUr/V/m1atXExgYiPYZw5EjR458pKw6dbL6nyeyo2cmFAcPQuPGUDAgjY+mxuDrnz0P5BJPKhJgYPzsGBL1Bho0NHPtmv3qHjZ8GMYCRhhuvzqfEA6YgYTH7j8HtAVGATf+o4yJ98owA9bazM0PDJ8bCP85nGPHjlmp0Gdz2Pb4EBgEtANOYNnh8jfgEFAdWPZYGU7SHk2bNuXMmTNcuHDBKuWFh4djNptJSHj0l/ncuXO0bduWUaNGcePGs3+ZJ06ciNlsxmw2o5GdCcVTPDWhuHMHXnnVTNEyaYz6+TZuHjJfIqfJnc/I+JkxpJpMdOli2STL1s6dO8eC+QvQf6EHV9vXl2ljgbrAfsBLoRjeAE0FDZ9/8bnNq3L49ngLGAIUADyA+sBcLId+2SsBsnJ71KtXj1y5crF+/XqrlPc0Y8eOpW7duuzfvx8vL6V+mUV28tSEov8AuJtgZvBXsbi4STKRU/nkMfFB2G327jPz2We2r++XX35BV1gH7W1f13OZhmXoXKHJqgCoQT9Iz8KFC4mOjrZpVQ7dHlOBX9K5vzKWyx/nsIxG2JqV28PFxYUGDRrYPKGYNm0aI0eOfOalDiEyI92EYsUKmPcHDP4yTi5zCIqWMtDjw7t8+imcPGm7esxmM9PnTCetT5r1hqStzV3pAO7pAmZXM4sWLbJZFU7RHulJBJKBCljmStiDldvj5ZdfZuPGjRhtOCzo7u4ov8wiu0g3ofj0M6jTNIVKdW0/AXPvhjV0KFvowc/Na1f45r1+dK9WmjdqBxE2fBAJd+8QffUyn/d7g+7VStP7xSqEjx1GcuLjF7jh7u0Ypn32Ef1eqsVrFYrRK7gCXw7qzYWTxx95ntFoYOfq5Yx/qzO961WmS+USvNfmJVbNmorZ9GgSpU9LY94PXzGoRX26VinJG7XK8Xm/N9i3aR2mex1+Ufj3D17DmG7tHvzbg9s3P7j/zTrln/q6r104xzdD+/JG7aAH992NvZ2p12RLzbsmUaSkgS++sF0dp06d4tb1W9DcBoXHAO8DAViG7osAIcAMLB8+zsYDzA3MbN662WZVOG17LLx3OyaL5WSGldujYcOGxMbGcvKxDD4yMpL27dvj4+ODh4cHtWrVYuXKlYSEhDyYMNmnTx+rxCBEZj2RUJw+Dfv2QvPuiXYJoFZIcxZHXqNWk2YAzPg8lPZ9BvDbzsO8NfoTti1fTNiwgUyf8DFdhgxn2o5DdB70ARsWzmX+j18/UlbszRsM79iCXX+t4J1xnzNr7wk+mb2YhLg4RnVpzalD+x889+D2zXz7fj8q1nmRsL+28euW/TTt/DrTJ4Yy++v/PVLu1E9Hs2r2NPqM/R8z95wg7K9tFC5ZiokD3uTk/ggAOvYfyuLIa7i6P7oHf9X6jVkceY2A8pWe+bp//ng4zbu9wa9b9zNx/krU9yY+ZeY12ZJKDS93TWThIkhKsk0d27dvR5NLA9WsXHAUUBP4AwgDbmGZA9EI6EX6w+ZOwNjQyOZttksonLI9bmC5JNUHu58vYs32qFChAu7u7uzbt+/BfWfPniU4OJi///6bRYsWER0dzfTp0wkLC+PIkSO4urpiNpuZOnWqVWIQIrOeSCi2bgV3TzNBNZTZSrtJx64ElK+Eq7sHDdt1pGipMhzYtok2b/alRLnyuHl48nLnHuQr8gL7t2585N/O+eZzbl67wpujQqnWsAluHp4ULVWG978LB7OZaZ8++pWlfK26vPrOIHJ5++Dtl5uWr79F/davsHLWVJIT4h8878juHRQtFUjlug1wcXPDN09eeg4fS6HiJa32utu/PZDyteri6uZO6crVWHj8Mt5+uTP9mmypeqNUkhLh779tU/6FCxfQltJaf37CKOAClg+v1lgmU+YHPsI2377tpSzERMWQnGybIRana4+Ye/++EZblpPZmxfbQarVUrVr1kYRi9OjRxMXFERYWRtOmTcmVKxfly5dn7ty5JCba5wugEM/yREJx9iwULWlErdA104AKlR/5e+58+S33V3z0/jz5CxAb/ehSp70b16BSq6nRKOSR+33981G0VBnOHT9CTJRlU4UajZryyawnr3cWLxuE0aDn0tnTD+6rWr8xpw7+zc8ff8jpw/sfXOb4cc0OyteyzlHGpStVTff+zLwmW8tbyIi7p5mzZ21T/q1btzDmtcE146X3bluk89hfwFDrV2kX9zYcu3nzpk2Kd6r2SASaAUHA7ygz58PK7VGzZs1HEoo1a9YA0KxZs0erzZuXsmXLWqVOIbLiie8eSUng4qbcREyPXI8uX1Kp1ag1GlzdHp1ApFZrMD0010GflkZS/F0AXq9R5qnlX794njwFCpIUf5fl038hYv1fxNy4RuLdu488L+2hbxlvfzyBMlWqs3nZAkLfsIyjlqtRm5c796B20/TeFTPPzf3J44oz+5rswd3DTGKibWa6JSYmYvKw8u9eKnAHcEO5ZZ62cu8Qt8f3F7AWp2kPA9AJKAzMRLkJpFZuj5o1axIeHk5qqmUuW3x8PG5ubuluUOXn52eVOoXIiicSity54W6sM03pttC5uODp7U1KYhJ/HDmPRvPscdoJ/d/g5N8RvDXmU+q3ao+XX25UKhUrZ05h+ufjeHhHcpVKRcN2HWnYriNGg55je3fz57RwvhzUmzdHjKNNr74PnqtWqzHo9U/Ulxh/94n7rP2abM1ohPg4NXny2Kb8PHnyoL2sJQ0rXm5zBXywfIjFk72SiluWG39/f5sU7zTt0RdLorKUR9/RSmHZadNemzpauT1q1KhBWloaR48epUaNGnh5eREfH09CQsITSYWtlw8LkRFPXPKoXBmuXNCQePc/d+V2OLWbtsRoNBB5YN8Tjy2dMom+jWtgNBowGY1EHtiHr38+WvXojXfuPKjuHZmalpryxL/tUbMsV89bxvk1Wh2V6zZg5KTpqFSqJ+Zx+OXNx+0bj16CiLsVzc1rV236muzhwgkder3ld8QW/P39Ud2wwejHK/duV6fzWFXgPetXaRfRoFKrbHamh1O0RyhwHPgT5TfesnJ7lCpVChcXF06dOgVAixaW0dD7lz7ui4qK4vTp00/8eyHs7Yms4aWXQKeDPeuc7+jc198fTYEXijNp9Psc2LaJpPi7JNyJY9382Syc9C1vDP8YjUaLWqOhQq26xN2K5s9pk7kbe5u0lBSORexk7R+z0i37l3EjuHjqJPq0NO7E3GLZ1EmYzWYq1qn3yPMq12vI7egb/PX7dFKSEom69A/T/vcxPs/5tT6jr8kedv3lTrHiZoKCbFN+xYoVSTubBnFWLvhzoASWD6pVWL4ZXwEGANdx3oRiHwSWf/YZDFnh8O0xAxgPRGAZ6VA99nPOmkFngJXbQ6PRUKxYMc6fPw/AhAkTyJ07N0OHDmX9+vUkJCRw7NgxevXqRYECBaxSpxBZ8URC4esLr70Gy3/LZZetlk8f3k+HsoXYu3EtAF0ql2Du919w7thhOpQtxKEdWzAZjXQoW4ilv/7Eyf176VC2EMf37SY1OYkOZQsx/6dvAPDJ488XC1dTK6Q5Uz8dw5vBFRnUoj571q1m5OQZ1G3R9kG973/3My937sHqOb/Rp35V+jepzZZli6jfxvL1afxbnRnewTLl/NPZSyhcshTfvt+PN2qVY3DLBhzcvoX+n37Nq30HP/J6ug0dQUinbiz++Qd61a3IT6OG0r53f/z88xEfF0uHsoWY883/0n3dHcoWeuL/JzOvyZbi49RsWOBBv74qVDbaLKh+/fqWnQ13WrngAsA+oDOWsx/yALWwHC61HXghE2Wt5N8PrKtYtni+/3c7r9bTbdfRpH4Tm5Xv8O1huz29nost2iMgIOBBQhEQEMDu3bupWbMmHTt2JH/+/PTt25dRo0ZRqlSpTJe9cuXKB3tXXL16FaPR+ODvsvRUPI90jy8/exYqVoLWbybQdUh8ev9O5DDfDvXj3GFXTp9SYctt/6vUrMKR8kcwz1Bou/c5QA8sh1H1s2K5WqAGsMdK5f0DqgAVy5Yuo21b2yWV0h4Z9I9t2mPgwIEcPXqUbdu2PfN5ISEh7Nixg5SUfy/Zzpkzhx49ehAeHk6/ftb7z9NqtdSoUYM9e6z1nyeyifSPLy9VCr77Fpb8kouje1zsHZRwMOsXeLB7nRtzZts2mQAY8PYAVPNUYJuVkNnHz+BfwP/BdXVbkfbIIBu1R8mSJR+MUAjh6J4687JfP2j/Cnz3fm4unNDZMybhQP7e4spvn/kwejQ0sd3o+gPdunXDw90DfrR9Xc/UH8tljCdX6GXcSP69HGLNy4e3QTtFy6B+g9DpbNs3pT0ywIbtUbx4ca5du4Y+nZVjGdW/f39UKlW6y00zauTIkQ8uh9jyfBHh3NK95HFfUhK0bw+7I8yMmRJDYOXn/6UWzufvzW58M8SPN96An38GtZ0W/nzzzTeM+GgExhNGy+Q98QjVQBV+i/24cPoC3t7eNq9P2uPZbNkemzZtokmTJty6dYs86UzsnjdvHl27dn3kvt69e8scCKGEmGcmFAApKdCxI2zeaqbv+Du82MoZT1ISmWE2w/LfPPn9O28G9IewMGw2ETM9aWlplKtUjoslL2JcaXzGOFoOtBvUDdRMmzKNN9980y5VSns8g43b4++//6ZmzZqcO3eOkiWtt9W/EDaQ/hyKh7m5wZIl0LuXiu+H+RL+kQ+pKXb8dBF2FRej5n9v5+aPMG++mAg//GDfZALAxcWF32f8jmqjyrLEUFjcBN1rOpo1b8Ybb7xht2qlPZ7CDu3h4+MDwJ07d2xSvhDWlKHvGi4ulg+WpUvhwCYPhr+al8M7ld5FRliT2QxblrkzrF1e4q65sHMHfPCBcvHUqVOHb776BtU4FSxXLg6HkQzaTlry6/Lz+6zfH2zEZi/SHo+xU3tIQiGcSaYGL9u1g8OHoUZlDZ/0zs0XA3MTdUnZ7aBF1p05omNMF38mj/Gl62tqDh1UUbOm0lHB4MGDebvP26hfU8NapaNRUCpoXtXgcdSD1X+uVuzcBmmPe+zYHpJQCGeS6auhRYrA0iWwYQMkRLnwXuu8TBnvQ/QV5zv/I6e7cELHN0P9GN3FnwK+Wg4cgEmTwA7z/DIsfHI43bt0R/OK5t9TKnOSu6Bpr8Fttxub1m2iYsWKioYj7eFY7SGEI3nu6VVNmsDhQyp++AFO7fHg3eb5+OFDXy6elhELR3d8nwv/eyc3w171JzHKlUWLYMsWFZUqKR3Zk9RqNdOnTeftN99G1VEFE5WOyI4ugLauFr/DfmzZsIXq1asrHZG0h53bIy3NcjCbi4vsByQcX5bma2u10LevZWfNpUvg7lU33m+blxEd/Vm/wIPUZJm86SiS4lWsX2CZ//Jxjzy4GVxZvhwOHlDxyiv//e+VpNFoCJ8czvfffY/6I7Xl23F2P1xxAWhraCmjK8OBiAPUqFFD6YgekPawX3vc339CEgrhDP5z2WhmmM2wdi1MmQrLl4Obu5l6rZJp1D6J0pX0dl8tkNMZDXAswpXNS92JWO+GTquic2d45x2oXVvp6J7Pli1b6P5md6KTozH8bPj35MrsIgZUQ1SY55p55513+Pabb/H09FQ6qqeS9rCtqKgoChYsyPbt23nxxRftVq8Qz+G/96F4XtHRMGuWJbk4fQr8C5io2SSZ2k1TKF8zDbVMubCJtBQVh3a6sne9G/u3uHE3TkWt2vB2H+jcGZtvnW0Pd+7cYdCQQcyeORttUy2Gbw1QQemoskgPTALtJ1p83XyZOXUmLVu2VDqqDJH2sJ1Lly5RrFgxIiIiqFWrlt3rFyITbJdQPOzIEcteFosWmzl+TIVPbjOV6qVQKTiNSsGp+BeUrVyz4so5LUf3uHJ0lytH9riQmmxJIjp2gFdfhRLZdHfDbdu28e5773L8yHHMPcyYR5ihjNJRZZIe+B10n+vgEnww9ANGjx6NlxNmftIe1nfkyBEqV67MyZMnKVu2rCIxCJFB9kkoHnbmjGU/i3XrYOcuSEmGIiWMlK+TSvmaaZSunEa+wpJgPI3ZBFcvaDlzRMfxCFeO7nHlVpQab29o2BBatLAs7y305Eno2ZLJZGL27NmMnzCef87+g/oVNcYhRngRy5kNjuo2MBN03+kwRZno3q07oeNCKeHk2Z+0h3WtXr2aVq1acffuXadMMkWOYv+E4mEpKbBzp2UJ6voNZg4fUmEwgJ+/iVKV9JSqmEbpynqKl9Hjk8ekVJiKunlNw8VTOk4f1nH2iAunDu0iJckHV7eq1K4FTZtCSAjUqGGZJJtTmUwmlixZwv++/B+H9h3CpbQLaW+kQXeguNLR3ZMGbAD1DDUsB1cXV9556x0++OADihYtqnR0ViXtYR1Tpkxh2LBhsg+FcAbKJhSPS0qC/fth717YEwF79pi5ctnytcYnt5ligXoKB+h5IdBA0QADBYoZ8Mvr/ImGyQi3ozVc/0fLpbNaLp/RcvmMjstntSTGq1CpoFRpM8F1VJw40Y39++fRqVNnJkz4jICAAKXDdziHDx/mt99+Y+bcmdy5dQeXyi6ktUmDVkANwJ6J1w0sH1pL1ag3qDHeNRJcP5i3e71Nx44ds3QCpLNwyPZYrka91vHbIzQ0lAULFnDixAmlQxHivzhWQpGeGzfg6FE4fhyOHYMjR82cPKEiPt7yuIurmQJFTeQtbCBvYSP5iliSjNz5jPjkMeGT24R3buWSDrMJ7txWc+e2mtj/t3ff4VFUXQCHf7MllZAQQomA9E5oCgiKtAARaSJdAQEFqUFRihTBAlFUiAWkSS8iUgQUESF0EOklIL1DSCO97O79/liSj5JAArs7k+S+zzPPwu5m5sycLWfv3Lk3TM+dCB0Rt/SEXdUTdtXA7Wt6wq7pMZmsz/f2hmp+gmpVFfz8oGpV8PMDL6//r3Pz5s0MHz6c0NBQevfuzYQJE/D19VVl/7QsJSWFkJAQ1q1bx6/rfuXGpRvo3fTo6upIfSkVagJVgHKALWadjgBOWBdlr4Jxt5GUsykYnAx45POgfLnyrFixgpIlS9pgYzmPlvLRsFFDOrTtQJs2bTSdj3feeYeLFy/y119/qR2KJD2O9guKzFy+DBcu3L+cOw8XLghuhynpX9BgPRXg5WMtLlzzWXBxF7i4WXB1F7jnt97qDdbixMnl/4fD1V2g01v/b0pV7htXIylewWRSMKVAYryOhDiF+FgdyfEKSQk6EuMUoiN0REfosNxTzzg5g6+voHRpKFNaoXRp0pdy5aBw4aztv8Vi4ddff2XEiBGEhYUxZMgQRo0ahde9lYd0n9DQUHbv3s2uXbsI2RPCxf8uIiwCnVGHsawRc3EzJl8TFAF8AE+sI7Xkw/oFFwuYgPi7/74Fums6DGEGxFlB6m3rmAHunu7UqVOHRi82on79+jRo0IC9e/fyyiuv8M033zB06FBV9l9r1MxHTumP4O/vT8mSJZk7d67aoUjS4+TcguJxwsLg9m1rC8eNG///f0wMxMZab2NiBFHR1n+bzRAfD6kp1qLBYjlPTMx0YBzgicEA97aGurgKXFysE6d5eICXJ3h5KXh4WP/v6QmFCkGRIuDra/130aJg62H/U1JSmD9/PuPGjcNkMjFixAgCAwNxcXGx7YZyoaSkJE6dOpW+XL9+nes3r3Pl5hUiIiKIi4nDbDaTGJuI2WTGNZ8reqMeN3c38nnko2jhopQqVorChQtTunRpqlSpQqVKlShevHiG2/v888+ZMGECf/31F40bN3bszuYAWclHUkISphSTTfKRExQqVIjx48czZMgQtUORpMfJvQXF0/r777/x9/cnMjJStcmYsiM2Npbp06fz+eef4+npybhx4+jbty96vRzwQyuEEHTt2pW///6b/fv3q34FQU6TNsjTtm3bePnll9UOx+7SxqCQg1pJOUTEUw29nZvF3u2kobVOWpnx8PBg5MiRnDt3jjfeeIMhQ4bg5+fHL7/8gqwZtUFRFObOnYuvry+vv/46iYmJaoeUo0RGRgLg7e2tciSOcfjwYRRFoboWJ9mRpAzIgiITsbGxuLi4YDTaoneY4xQqVIigoCCOHTtGtWrV6NKlC/Xr1yckJETt0CSsBeqqVau4cOEC/fv3VzucHCWtoChYsKDKkTjGoUOHKFu2LPm1NP2vJD2CLCgyERsbm2NaJzJSoUIFVqxYwb59+8iXLx9NmjShefPmHDp0SO3Q8rzy5cvz888/s3TpUr7//nu1w8kx0gqKnHAK0hb+/fdfatWqpXYYkpRlsqDIRGxsbI7pCf4oderUYfPmzfz1119ERUXx/PPP07lzZ86dO6d2aHlaixYtmDBhAu+//z7btm1TO5wcITIyEnd39zzR4dhkMrF9+3aaNGmidiiSlGWyoMhEXFxcrigo0vj7+7N//36WL1/O4cOHqVy5Mv379+fmzZtqh5ZnjRkzhvbt29OlSxeuXr2qdjiaFxkZmWf6T+zdu5eYmBiaN2+udiiSlGWyoMhEbmmhuJeiKHTq1IkTJ07w/fffs27dOsqVK8eoUaOIiYlRO7w8R1EUfvrpJ3x8fGjbtq3spPkYeamg2Lx5MyVLlqRcuXJqhyJJWSYLikzkxoIijdFopF+/fpw9e5Zx48Yxc+ZMypYtyxdffEFSUpLa4eUp+fLlY/Xq1bKTZhbkpYLi77//lq0TUo4jC4pM5PROmVnh5uaWfqlp3759mThxIhUrVmTWrFmYzXLGV0cpX748y5cvZ+nSpUyfPl3tcDQrrxQU0dHR7Nu3j2bNmqkdiiRliywoMpGbWyge5O3tTVBQEP/99x8BAQEMGjSI6tWr88svv6gdWp7RsmVLxo8fz7Bhw2QnzUzklYJi9erV6HQ6XnnlFbVDkaRskQVFJnJbp8ysKF68ODNnzuTYsWNUrVqVLl260KBBA7Zv3652aHnCuHHjaNeuneykmYm8UlD8/PPPvPLKK3h6eqodiiRliywoMpGXWigeVKlSJVasWMGePXtwcXGhUaNGNG/enKNHj6odWq6mKArz5s3Dx8eHdu3ayU6aD8gpw+A/jfDwcLZs2UKXLl3UDkWSsk0WFJnIC30oHqdevXps2bKFv/76i4iICGrVqkXnzp25cOGC2qHlWmkjaZ4/f553331X7XA0JS+0UKxatQqj0Ujr1q3VDkWSsk0WFJnIyy0UD/L39+fff/9l+fLlHDx4kEqVKtG/f3/CwsLUDi1XqlChAgsXLmTx4sXMmDFD7XA0wWQyERMTk+sLihUrVvDKK6/k+R8zUs4kC4pMyILifjqdjk6dOhEaGsp3333Hb7/9RtmyZRk1alT6RGqS7bRp04bx48cTGBgo+7AAUVFRCCFydUFx/vx5tm7dSs+ePdUORZKeiCwoMmAymUhKSpK/EjJw7xgWY8eO5ccff0wfwyI5OVnt8HKV8ePH07ZtWzp37pznO2nmhZlGZ82aRZEiRWjVqpXaoUjSE5EFRQbSfnHLForMubu7p49h0adPHyZMmJA+hoXFYlE7vFwhrZNmwYIF6dSpU54u2HJ7QZGamsrChQvp168fBoNB7XAk6YnIgiIDsqDIuoIFCxIUFMTp06dp2bIlAwcOpEaNGnIMCxvx8PBg1apVhIaG5umRNHP71OWrV6/m1q1b9O7dW+1QJOmJyYIiA3FxcYAsKLLj2WefZebMmRw8eJBnn32Wzp074+/vzz///KN2aDlexYoVWbhwIYsWLWLmzJlqh6OKyMhInJ2dcXNzUzsUu5g5cyatWrWiZMmSaociSU9MFhQZkC0UT6569eps2LCBbdu2kZiYyAsvvMBrr73GiRMn1A4tR2vbti1jx45l6NCh7Nq1S+1wHC4yMjLXtk4cP36crVu3ysuEpRxPFhQZSCsoZKfMJ/fyyy+za9cuNm3axOXLl6levTqdO3fm7NmzaoeWY02YMIG2bdvy+uuv57lOmlFRUbm2/8SUKVOoWLGiHGpbyvFkQZEBWVDYzr1jWBw5coQqVarQv39/rl+/rnZoOc6D050nJCSoHZLD5NZBra5du8by5csZMWIEOp38OJZyNvkKzkBsbCzOzs44OTmpHUquoCgKnTp14sSJE8yZM4e//vqL8uXLExgYKAfHyiYPD488Od15REREriwopk2bRoECBejWrZvaoUjSU5MFRQbi4+Nl64QdGAwGevbsyalTp5g6dSorVqxIHxwrJiZG7fByjPLly/Pzzz+zbNkygoOD1Q7HIXJjC0VMTAyzZ8/mvffew8XFRe1wJOmpyYIiA4mJibi6umb77xYvXoyiKOlLRkXJ4cOHefXVV/Hy8sLDwwN/f/8MO9mNGjXqvnW98MILT7QvWuTk5HTf4FgzZ85MHxwrKSlJ7fCeiKNz36JFCz777DOGDx/Oxo0b7bJPGcnKfgL8/vvvVKhQ4ZFjKmTnNf6kBcWj4o2KiuLHH3+kadOmeHt74+rqSvny5XnjjTc4cuTIU8WbFT/++CMWiyVPtTRJuZssKDKQmJj4VL8YZsyYgRAi/fLTNPv27aNBgwZ4eHgQGhrKhQsXKFOmDI0bN2bTpk33PTcoKAghBEII9Hr9E8eiZfcOjtW3b18mTpxIhQoVmDVrFiaTSe3wnogjcz9y5Eg6derEG2+8wblz5+yyP5nJbD/PnTtH27ZtGT16NLdu3XrkOrLzGn/amUYzivfDDz9kyJAhtGvXjpMnTxIREcFPP/3E4cOHee6551izZs0Tx/s48fHxfP311wwYMAAvL6+nWpckaYUsKDKQlJT0RC0Uj2KxWOjbty9eXl7MmzcPX19ffHx8mDFjBmXLluXtt9/OsyMhent7ExQUxMWLF+nevTtDhw6lWrVqLFy4MFeMummv3Kd10ixdujQdOnQgPj7eDtFnz7hx42jQoAEHDhyw6WXX9jrl0adPHwIDAylatChubm40bNiQpUuXYjabGTFihM23l2b69OnEx8czfPhwu21DkhxNFhQZSEpKsvk5ze3bt3PixAk6dux4X7Gi1+vp1q0bV65cYf369TbdZk5TuHDh9FE3GzVqRJ8+fXLFqJv2zL2rqyu//vorN27coGfPngghbBX2E5k7dy6jRo2y6fDRFouFO3fu2LygmDNnToYDhdWoUQNXV1fOnTtnl+MZHx/PV199xeDBgylcuLDN1y9JapEFRQbs0UKxZcsWAJ5//vmHHku77++//7bpNnOqkiVLMnPmTI4ePUrlypXp0qULDRo0YOvWrWqH9kTsnfuSJUuyatUq1q9fT1BQ0BOvxxZs/b4BiI6Oxmw2O6xTZnx8PImJiVSrVg1FUWy+/rTWiffff9/m65YkNcmCIgP39qE4deoU7du3x9PTEzc3N+rWrcv69evx9/dP75z19ttvP3adp06dAqB48eIPPVasWDEA/vvvPxvuRc5XpUoVVqxYwZ49e3Bzc6Np06Y0b96cAwcOOCyGiIgI3n//fcqWLYuzszPFixfH39+f+fPnk5iYmKV1OCL3L730ElOmTGHs2LFP1Nphi/20l4wmBrNnvGktYmPGjHmq9WQkrXViyJAhsnVCynVkQZGBtFMeZ8+epX79+vz777+sXLmSsLAw5s2bR3BwMEePHsXZ2RkhBHPmzHnsOqOjowFrR8QHpfU8j4qKsul+5Bb16tVj8+bN/PXXX8TExFCnTh26dOnC6dOn7brdmzdvUqdOnfTLM8PDwzlw4ACNGzemd+/eWZ5Xw1G5Hzp0KL1796Z79+6cPHkyy39nq/20lwcLCnvGe+vWLUaNGsXbb79N586dbRL/vX744QcSEhJk3wkpV5IFRQbSLhv96KOPiI6OJjg4mObNm5MvXz6qVq3K0qVLbdoBLu08rT2aV3MTf39/9u7dy6pVqzhx4gRVq1blrbfe4sKFC3bZ3ujRo7lw4QLBwcG0bt0aDw8PihQpwtixYwkICLDJNmyd+++//54qVarQoUMH7ty5k6W/ccR+Po0HCwp7xRsREUFAQACNGzfmxx9/tEns94qOjuaLL77gvffew8fHx+brlyS1yYIiA2ktFGnX97ds2fK+xwsVKkSlSpWytc60S8MyKkTS7pOXjz2eoii0b9+eo0ePsmzZMvbs2UPFihXp2bOnzQuL1atXA2Q4x8Iff/zBsGHDsrQeR+bexcWF1atXExcXR5cuXTCbzY/9G1vtp71ERkZiNBrTrxqxR7zx8fG0bNmSKlWqsGTJErtcqj158mR0Oh0ffPCBzdctSVogC4oMJCUl4eTkRGxsLC4uLhkO3pPda+LTCpCMJnW6du0aABUqVHiCaPMmnU5Hp06dCA0NZcmSJezevZtKlSrRv39/bty48dTrT05O5s6dO7i4uDz15Y+Ozr2vry+//PILISEhTJw48ZHPteV+2kvaJaOKotglXpPJRKdOnShWrBgLFiywSzFx/fp1vv/+e8aMGUP+/Pltvn5J0gJZUGQgMTERd3d3PDw8SEpKemjwHiDbc1A0adIEIMMOhWn3NWvW7AmizdvuLSy+++47NmzYQLly5QgMDHzswEqP4uzsjKenJ0lJSemTxT0pNXJfv359Zs6cyWeffcaKFSsyfZ4t99Ne7h2Dwh7x9u/fn+TkZFasWHHf5a7lypVj7969NtnGxx9/TKFChRgwYIBN1idJWiQLigyknfJIa1J9cGjjmzdvZrtXfqNGjahSpQorV668b3hps9nM8uXLKVGiBK+++urTB59HGY1G+vXrx/nz59PnCSlXrhyjRo1K7xSZXa+99hpgHUb6QbVq1eK9997L0nrUyn2vXr1499136du3L8eOHcv0ebbaT3t5cOpyW8Y7YcIETpw4wdq1a3F2dn76YDNw+vRp5s+fzyeffGK3bUiSFsiCIgNpl41OmjQJb29vhg0bxl9//UVcXBzHjx+nd+/eFC1aNFvr1Ol0zJ07l8jISHr37s3NmzeJiIhg0KBBnDlzhtmzZ8sJgmzgwXlCZs+ezbPPPvtEE5BNnjyZ0qVL895777FhwwZiY2O5evUqAwcO5MaNG1n+4lIz98HBwTz//PO0bduW8PDwDJ9jq/20lwdHybRVvPPnz2fixIns27cPDw+P++bpUBTFZsOZjx49mkqVKvHGG2/YZH2SpFWyoMhA2sBWZcuWZc+ePdSpU4eOHTtSpEgR+vfvz+jRoylXrly21/vCCy+we/du7ty5Q8WKFSlVqhRnzpwhJCTkoY6f0tNJmyfk0qVLjBkz5r4JyLI6TkHRokXZv38/Xbp0YciQIRQsWJC6desSFRXFjh07ePbZZ7Mcj1q5NxqNrFy5EkVR6NatW4ZzpNhyP9evX5/+hXzt2jXMZnP6/7NyeXVGHpy63Fbxrly58oniyY4dO3awevVqgoKCcu2cPJKUTkgP8fX1FdOmTXvkc5o1ayacnZ3vu2/RokUCEDNmzLBpPHq9XtSrV8+m68xrIiIixMcffyzy588vChcuLIKCgkRiYqLN1q/13B86dEi4ubmJ4cOHP9V61NjP+vXri/fee++J1qtmXiwWi6hTp45o2rSpTbctSRoVLlsoMpCcnCzPdeYy3t7eTJgwgXPnztG7d28mTpxIxYoVc/TMptlRs2ZNZs2axddff828efPUDidbnnamUbUsWbKEAwcOMGXKFLVDkSSHkAVFBlJSUnBycnrivx8wYACKomR4uWlWjRo1Kr2pOCtjCUhZ4+PjQ1BQEP/99x/t27dn6NChlC9fnlmzZtnkOGs592+88QbDhw9n4MCB7N+//6nW5cj9tMVMo47OS1JSEmPHjqVPnz7Url37ibcpSTmK2m0kWuTk5CQWLVqU4WPLli0TwH1L3759HRyhZCsXL14U/fr1EwaDQVSuXFksWLBAmM1mtcOyG7PZLF555RVRokQJcevWLbXDeSyLxSIMBoNYunSp2qFky2effSby5csnrl+/rnYokuQo8pRHRlJTUzNtoejatStCiPuWJ+1sJqkvbWbTY8eOUb16dXr37k2dOnVy7VTyOp2OxYsX4+TkRKdOnUhNTVU7pEeKiYnBZDI5bKZRWwgLC+PLL79kxIgR+Pr6qh2OJDmMLCgekJKSghDiqU55SDlPpUqVWL58OYcOHaJEiRK0bduWunXrsmHDBrVDszlvb2/WrFnDwYMHGTp0qNrhPFJGM41q3Ycffoinp6ecAEzKc2RB8YCUlBQAWVDkUdWrV2fNmjUcOXKEUqVK0aZNG2rWrMkvv/ySPpFXblCtWjUWL17MrFmzmDFjhtrhZCqnFRTbtm1j0aJFfPvtt7i5uakdjiQ5lCwoHiALCgnAz8+PFStWcOTIESpUqECXLl2oVatWrios2rVrx4QJExg6dChbtmxRO5wM5aSCIjk5mXfffZdWrVrRvn17tcORJIeTBcUD0goKo9GociSSFuT2wmLs2LF07NiRTp06cfbsWbXDeUhkZCR6vR5PT0+1Q3mszz77jGvXrtll6nNJyglkQfEA2UIhZSSjwiI3nApRFIWffvqJsmXL0rZtW+7cuaN2SPeJjIzEy8sLnU7bH1WnT59mypQpfPbZZxQvXlztcCRJFdp+l6pAFhTSo9xbWFSsWDFXFBaurq6sWbOGO3fu0KtXLywWi9ohpbPFGBT2lpqayltvvUX16tUZNGiQ2uFIkmpkQfGAtMvoZEEhPUpuKyyeeeYZfvnlFzZu3MjHH3+sdjjpoqKiKFiwoNphPNL48eM5fPgwc+fOlfN1SHmaLCgeIFsopOzITYVFgwYNmDlzJp9//jnLli1TOxxA+y0UISEhTJkyhe+//x4/Pz+1w5EkVcmC4gGyoJCeRG4pLHr16sXQoUPp27fvUw/PbQtaLihu375N9+7dee211+jbt6/a4UiS6mRB8QBZUEhPIzcUFl9//TWNGzemffv2XL9+3WHbPXnyJMePH+f69eskJSUB2i0ohBD07dsXg8HAzJkz1Q5HkjRBETnlU84OYmJiKF++PCkpKbi7uwNgNptJTEykWLFi6T3LXVxcKF++PEuXLlUzXCkHOnbsGJ9++ikrV67Ez88v/TJNRVHUDu2RoqKiqFevHj4+PmzdutUhs++OGTOGSZMmpf/f2dk5/ZLRMmXKULhwYQoWLIi3tzc9e/akatWqdo8pM5MmTWLChAls376dF154QbU4JElDIvL85GAtWrQQiqI8NOHXvYuiKGLo0KFqhyrlYEePHhWdOnUSiqKI6tWrixUrVgiLxaJ2WI906tQp4eXlJXr27OmQ7W3duvWR70NA6HQ64ezsLMLDwx0SU0bWrFkjdDqdCA4OVi0GSdIgOTlYly5dHvtrUQhBr169HBSRlBvlxFMhFStWZPny5SxZsoRp06Y99HhycjKzZs2y2fYaNGiAq6vrI5+j1+vp0aOHald+nDx5kp49e6b3NZEk6R5qlzRqi4yMFAaD4ZG/isqXL692mFIuc/DgQdGuXTuhKIp47rnnxG+//abZFougoCCh1+vFhg0b0u+7efOmqFu3rtDpdOLatWs221ZAQIDQ6XSPfD8eOXLEZtvLjvDwcFG2bFnx0ksvieTkZFVikCQNky0UBQoUoHHjxpleP24wGHjnnXccHJWU29WqVYs1a9Zw4MABSpQoQbt27ahduzYrV67U1MBSACNHjqRXr15069aNkydPcvjwYWrXrs3hw4fR6XQsWbLEZtsKCAjIdFRMvV5Pw4YNqV69us22l1Wpqal07NgRs9nMqlWrZKdtScpAni8owHraIzNms5lu3bo5MBopL6lVqxarV6/m6NGj+Pn50bVrV/z8/Fi4cCEmk0nt8NJ9//33VKxYkVatWvHiiy8SFhZGSkoKJpOJ2bNn22w7LVq0yHS/LRaLXacEz6yQE0LQp08fDhw4wLp16yhUqJDdYpCknEwWFMBrr72W4f16vZ5mzZrJsfklu6tWrRoLFy7k9OnTvPTSS/Tt25cKFSoQHBxMcnKy2uHh4uJC8+bNuXz5MklJSfd96Z85c4aDBw/aZDuVK1emaNGiGT7m6+tL69atbbKdB8XHx/Pyyy9z48aNhx774IMP+Pnnn1mxYgXVqlWzy/YlKTeQBQVQsGBBXn755YdOe6T9MpEkRylbtiwzZ87kzJkztGnThpEjR1KxYkWCg4PTx2ZwtKSkJHr06EFQUBBCiId+yTs5ObFgwQKbbe/VV199aLZfg8HA+++/b7ehrb///nt27dpF06ZNiYiISL9/0qRJTJs2jUWLFhEQEGCXbUtSrqFyJw7NmDlzptDr9fd1/nJzcxPx8fFqhyblYZcuXRJDhw4Vrq6uokiRIiIoKMihr8mrV6+KmjVrPrbjsqenp806Ki5fvvyhS7mdnZ1FRESETdb/oJiYGOHp6SkAYTAYRI0aNcSdO3fEggULhKIoYtq0aXbZriTlMuGyoLjr9u3b9xUURqNR9O3bV+2wJEkIIcStW7fEyJEjhZubmyhUqJD4+OOPRXR0tN2326dPn/SxWB5VUCiKIlavXm2TbYaHh9+3PScnJzFgwACbrDsjn3zyyX0Fk9FoFJUqVRJ6vV58/PHHdtuuJOUy4Xl6pMwHNW7cmJ07d2I2mwHYvn07DRs2VDkqSfq/27dv88MPPzBt2jQMBgODBw8mMDCQAgUK2G2b69atY8CAAdy6dSvTDpMGg4FWrVqxdu1am2yzRo0aHD16FABFUThx4gSVK1e2ybrvdefOHZ599lliYmLuu99oNFK6dGmOHDmCi4uLzbcrSblQhOxDcY+uXbum/7tYsWK89NJLKkYjSQ8rVKgQEyZM4Ny5cwwePJhvv/2WkiVLMmrUKCIjI+2yzTZt2nDmzBnGjBmD0Wh8qH8DgMlk4vfffyc8PNwm22zdujVOTk7o9XqaNm1ql2ICrPOWJCQkPHR/amoq58+fp23btproFCtJOYEsKO7RoUOH9FEL3377bc3PtyDlXQULFmTChAlcunSJTz/9lPnz51OyZEkCAwMzvFIhI3PmzMnyKJ2urq5MmDCBkydP0qRJE4AMx4tYvnx51nfiEVq0aEFKSgpms5lhw4bZZJ0Pio6OZurUqZm2uphMJrZs2UKXLl00dQmvJGlVni4oEhLgv/9g3z7YvBkOHSpMxYovAgplyvRk82b491+4eBHkjxRJizw8PAgMDOTcuXN89tlnrFy5ktKlS9O/f3+uXr2a6d/t2bOHd955h379+mVr6O9y5crx559/8ttvv1G0aFEMBkP6Y2azOdtjUphMcO0aHDwIW7ZY34erVsH16/VxcnKlcOGSeHm14uRJuHMnW6t+rC+//PKxV86YzWbWrl2b7eMkSXlRnuhDce0a7N0LJ0/C8eNw/ITgymWF2NiMnj0DWAZsf+gR74Lw7LMCv2oKVauCnx/UqwcqTSsgSQ9JTk5mwYIFfPrpp4SFhdGlSxfGjx9PuXLl7nteq1at2LRpE0IIevfuzezZs7PdIpeQkMCXX36ZPkNoamoqQPogXfeKj7cW7seOwYkTcPSY4MIFuB2mkPknUBvAHwhMv8fVDYoVE1SurFDt7nuwdm2oWDFboXP79m1KlixJYmJips8xGAyYTCaaNWvGqFGj8Pf3z95GJClviciVBcWdO/D779ZfO1tDBBfOK+h04FvCTPHyqRQva6JQMTMFCpspWNiCRwELLu4CnU6QkhzGoe1bqNPMOjpmQqzCnQgd0eF6Im7qCLtm4MoZA1fPGgm7rkOng8pVBE0aK7RoAc2bg+zDJaktJSWF5cuX8+mnn3Lp0iW6du3K2LFjqVChAkeOHKFWrVrpv7jTJtyaO3dupsNeP0poaCgDBgxg27ZtAHz44YdMnvwlO3fCH39AyDY48K+1NcKroIVnK5goViYV31JmvAubKVDIgpePhXyeFlDAzd2CTg+blv9MrZdfRW/wJO6OQuQtPVG3dYRf13PlnIFrZ41cPW/AZIIiRaFxI2jSBNq2BV/fR8f8wQcfEBwcnOGpDKPRiBCCdu3aMXLkSOrUqZPtYyJJeVDuKSji4+Hnn2HFCtiyFYQFKtVKoXKdFKrWSaFCzRScXbO2qxazGV0WBtCJu6Pj1EEnTvzjROi/zpw7YcDVFVq9Cl27QJs2kEH/NUlymNTUVBYtWsTkyZO5ePEi3bp1Izw8nM2bN6e3KMDTFxUAy5f/zIABQ0lJ0eHqdpWIcD3Fy5ipWjeZKnVSqFInBe/C5iyvTwjx2FYTswnOHnfi5H4nQv914sR+J1KSFOrWg04doUcPeHCk7Js3b1KqVKmHOlvq9XqcnJx45513+OCDDyhRokSWY5UkKRcUFCdPwvTpsGgRJCULar+cTF3/JJ5rkky+/I6dZCkyTM/+v53Z95crx/Y5UagQvN0X+vcH+dkkqclkMqW3WJw9ezbDeSuetKiIjoZ582DGj3DmvwS8CwdR++W6tOtbj2dKO7YzY2qywuFdzvzzlwv//O1CSrJChw4wcACkXQEeGBjIjBkzSE1NRafTIYTAx8eHgQMHMmzYMLy8vBwasyTlEjm3oDh+HL74EpYthaIlzDR5PYFmryeQ31sbMzVGhunZttaVTUvdiQzX0a0rfPwxlC2rdmRSXtarVy+WLVt2X+vEvbJTVMTGWov5oCBIMQleapVIi24JlK6citmUit6gbvNcaorC/i3O/P2LO4d3OVG/PvTrd41+/UpjMpkQQuDn58fo0aPp1KnTfR1MJUnKtpxXUFy/Du8PhxU/Q5nKJjoOjKVOsyS0eoWnKVVh62pXVs/KR2SYnsGDYMIEyJ9f7cikvObKlSuUKVPmsZdAPq6oSE2F4GD45BNQDILWveJo1SMeV3ftfpScOujEyun5OLTzPeBHGjRozqefjqRp06ZqhyZJuUXOKSjMZvjuOxg/HvIVMNPjwxjq+mu3kHiQ2QR//+rGsmn5cXOBaVMVHjFruiTZ3KBBg5g9e3amrRP3yqyo2LkT3n1XcOYstHs7nnZ94jRdSNwrOjyMmROmEnb5Pa5eqEHgUJg4Edzd1Y5MknKFnFFQXLsGb7wBe/ZAu7fj6NAvDicXzYedodhoHYu/9uDvlW507QY/zpCtFZL93bhxg1KlSmEymTLsP5ERnU5Hr169mDNnDhaLjokTYfJkqPFiMn3H3qHos1nvYKklwgKbV7qx9Jv8FCmssOJnqFlT7agkKcfTfkGxaRN07w6unmaGfR1F6cqP/3WVExze6cx3I73w9lJYs1rhgcv2JcmmQkNDWblyJdeuXePy5cucP3+e69evE3vPYCx6vR6j0YjFYiElJSX9/i5d3uLK1bkcOKDQa1QMLbs+PFR1ThR5S0/wCC/+O+zEt8HWztOSJD0xbRcUCxbA2+9Ag4BE3v3kTpYv+8wposN1TH2/AJdPObF2LTRurHZEUl6TkJDApUuXuHbtGlevXuXy5cvpt+fOnePatRskJsbj5tGbz5ZMpmQFbXR6thWLGVZM92Dl9HyMGgWff06OOY0qSRqj3YJi6lQYPhw69Iuj27DYXPsmT01R+H6UF//87cIvK6yD8kiSFhw5As2agXexKN4adZxnyxfGzSN3np8LWePKjHFe9OwJc2bLokKSnoA2C4r586FPH+g1MoY2b8WrHY7dCQvMmujJtrVubPoTXn5Z7YikvO78eXjxRShcKoVRP0binEP7LGXHwW3OfDnYm8BAmDJF7WgkKcfRXkGxaZN1pMnX3omjW2CGk23kSsICU98vwLHdLuzbB5UqqR2RlFdFR8Nzz4PONZUJCyJyzFUctrBzgyvBH3oxdSoMHap2NJKUo2iroLh1C6pXh0r1kgicEqV2OA6XmqLwcY+COGPgn30Kzs5qRyTlRZ27wJZtFqasuo1nwdzVZyIrVs3Kx4rvPdi7xzrxmCRJWRKhqenL+/QBvYuZdz6OVjsUVRidBIFfRXHuHIwZo3Y0Ul60cCH8uhKGBEXnyWIC4LW346jyXApdugoeMRmpJEkP0ExBsWGDdWbCQZOicctn/0aTfzZv5PVKz6QvqQ9MFKSWIiXM9BwZQ/C3cPq02tFIeUlcHHw4AgK6x+NXXxvvBzUoOhgcFM2169YRQSVJyhpNFBRmM3w4QvBCiyQqP5/y+D+wgbr+Afx66jp1m7V0yPayo2mHBIqXMTFqlNqRSHnJl19CQqKg8+A4tUNRnXcRM217xzF5MoSHqx2NJOUMmigo/vgDToUqdB+WdzphPopOD12GxrJ2LZw9q3Y0Ul6QlATffw9t+8Th4ZU3T3U8qG2feNAJ5sxROxJJyhk0UVDM/Qn8Xkhx+FTHWvZ84yR8ilqYP1/tSKS8YM0aiImFpq/njlEwbcHFTfBS6wTm/iTQTtd1SdIu1QuKuDhr/4lG7eQH2b10emjYJoElS+UnmWR/y5ZDrZeSKVBItk7cq+nriZw9o3DggNqRSJL2GdQOYN8+SE2B6vUd03ciM1HhYSz66nMO7wxBp9NRsdbz9PnoE4o+W0q1mKrXT2HVrHxcvQrFi6sWhpTLCQG7dkG7fvbviPnP5o18MbhP+v+/+2MHy4K/5OieHcTdiQZg3p7jDGrRgITYmAzXoSgKM7f+S8GivnaPt1SlVLwKWti5U8fzz9t9c5KUo6neQrFnDxQpZsG7iLozF86bNJ7Wvd5hzvaDfBA8i5P/7mPq8IGqxlS+Rgp6A+zdq2oYUi535gxEhEOFmvYv6h/sDP3j+BEEdO/FrG0HCPp5PTq9Pv25Sw6e4ddT19OXrkM/BKD7e6McUkyAdQju8jVS2bXbIZuTpBxN9YLi0iV4prT6M4g269SdijWfw9nVDb8XXuL5xv6cPXaYmKhI1WJycRMULGTh0iXVQpDygLTXVzEV+jC1f2cQVes2wNnFlfI1avPLiSvkL+D90PN2//EbP3/3FU1e60KHfkMcGqNvSRMXL8pTj5L0OKoXFOER4O6p/nnbcn417/u/dxHrL6CosFsqRPN/+b0tRESoGoKUy4WHg94Arg4Y/+VB5avXyvD+RftP4eLmDsCZIwf5dlQgVZ5/gXc/+dKR4QHgUUC+ByUpK1QvKBLiwUkDEw+557t/FkWdzjrdoMWibrHj7CqIk8MCSHaUmAjOLkKVGTZdXN0e+Xj4jWsEDeyNT9FnGPH9XAxGo4Mi+z8XN0F87p+jUJKemuoFhbc3JMSoHoZmxd3R4f1wC7Ak2UyBApAQp2BK1dac3YnxcUzq3xOTKZWPZi4in6eXKnHERsv3oCRlherf5D4+EBOlf/wT86g7kQo+PmpHIeVmBQtab2OjtVNQWMxmvnl/AFfPn2XEd3N4plSZ9MemDH2HfzZvdFgsMZE6ChbUzrGRJK1SvaCoWhUunTJgUfciD02KvKUnOkJHtWpqRyLlZlWrWq9muHDS8acTMjNv8scc3PY3Az79kqp1G6gay8WTRmpUVzUEScoRVJ++/OhRqFEDvlkbTsmKjrva478jBxjdpc19973+biDdh43k9UrP3Hf/c439+ejHhQ6LLc2u3135doQX0dHg7u7wzUt5SMVKAr8m8XYf/j6j9x3Ar6eup//73ImjjHg94JHrGfn9T9T1f/RzbCE1WaFHnaL8NBfefNPum5OknCxC9YLCYoGivtCsSyydBsneh/eaOrwAlmgXdu1UOxIptxs0CH7fbOLr326rHYqm7PvLha8CC3DpkhxcTpIeI0L1Ux46HfTsAVtXuyHUv3pUM+Lu6PhnszN9+zz+uZL0tHr1gov/GThzVDunPbRgy69u+PvLYkKSskL1ggKgb18Iu6bnn79d1A5FM/5c5oazk0LnzmpHIuUFdetCNT/B+gX51A5FM66dN3BwhzPvvKN2JJKUM2iioKhcGTp3gSXf5McsJxwlJkrH2jn5+PBDyCc/3yUH+WSiwq7fXTh92EntUDRh8Vf5qVJF0KGD2pFIUs6giYICYPIkuH1dz/qFsvfhkq89yJdP4f331Y5Eykteew3q14eFX+THnMevujq805l/tjgz5UsFnWY+JSVJ2zTzVildGiZ8DEun5s/T53H3bnJh80o3vg2WV3ZIjjdrFlw8ZWTlDA+1Q1FNTKSO6R950bETBNj/QhJJyjVUv8rjXhYL+PvDfxfMfLYsnPwF8lYvzavnDIzt7sOb3RWmT1c7Gimvmj4dhgyFMTMjqfmS/ac01xJTqsKkft7cuWnk8CEFT0+1I5KkHEP9y0YfdPMmvFBf4OJp4uP5ETi7aio8u4m4qWdsdx/KldKxeTO4uqodkZRXCQFv9YZfVgo+nhdB+erqzwbsCMICwSO8OLzNlW3boFbG85ZJkpQx9S8bfVDRovDXJoXI60YmD/AmIS73D3kbfkPPp30LUtBLYf16WUxI6lIUmDsHmjRSmNS/YJ44BWk2w4xx+djz5xpWrkyRxYQkPQHNFRQA5cvD5s1w+6ITH/fwITIs9871cem0kTHdfMjvqmPzXwoFCqgdkSSBwQC//AIv1VeY8FZBDoQ4qx2S3SQnKUwZ4s3ODScRll689VYpJk+eTGRkpNqhSVKOosmCAqB6ddi7FwwWA6M7+3Bif+67lG3HelfGvVGQapV07Nqp8Mwzj/8bSXIUNzdYuxa6d1X4YrA3v/6YL9cNPnf9goGx3Xw4f8SZkK31uHr1Mv369eOrr76iWLFi9OzZk1OnTqkdpiTlCJrrQ/GgqCjo0xd++w1efzeOTgNi0RvUjurpJMYrzJuUny2r3BgyBL78Epxz7w9AKYcTAr79FkaMhEq1Uxg8OZqCRXP+daVbV7sy9zNPqlRWWPEzlPn/hKbExcWxdOlSvvnmG86cOUOrVq0IDAzE399fvYAlSdu01ykzM9Onw/APoEhxE33H36FqnRS1Q3oiu353ZeGX+bGk6Jg3D9q2VTsiScqagwehS1e4fkPQeVAsrXrGo8+BZyOvnjMw91NPjv/jxHvvwaRJ4JRJA6jFYmHDhg188cUX7Nq1i9q1axMYGEj37t0xGHL4LxtJsq2cU1AAnD8PQ4bAH3/Ai68k0WlgLMXL5YyhNUP/deLn7zw4sd+JPn1g8mTw8VE7KknKnqQkCAqCoC+gaAkTnYfGUs8/CSUH9J2ODNOzZrY7fy53x88PZkyHevWy/vcHDhwgODiYZcuWUbx4cd5991369++Pl5eX3WKWpBwkZxUUaX77DT4aIwg9qfDiK0m06RNH2arau7RNCDi6x5k1s/JxdK8TjRoJvvhCydaHmCRp0blzMPoj+HUllKxg4rV+cdRrnoTBqL2Pk5uX9WxY6M7mX9zw8YHx4xTefpsnbl25cOECM2fO5Mcff8RisdC7d2+GDx/Os88+a9vAJSlnyZkFBVgHwVq9GiZ+Ijh2VKFctVT8Oyfw4iuJuHmou0vR4Tq2rXVl8wp3rl/S07ixYMIEhUaNVA1LkmzuxAkYOy6Sdb9Fkb9AaRp3SKDZ64n4llS35TA1ReHANmc2/+zGkd3OPFMMRo2Et9+2XX+lqKgoZs6cyXfffcft27fp3LkzH3zwATVr1rTNBiQpZ8m5BcW9du6EH2fCypVgMUP1BsnUa55E7UZJFCjkmG7pNy/rORDiwr5NLoQedMLDA3r2hP79oWpVh4QgSQ4XGRlJ8+bN0etdadVqJ7NmC25cVyhdyUS95onUaZZMyQqpKA64niwhVuHIbmf2/eXCwRAXEuK/o3z5OKZM+YhXX33yFonHSUlJYfny5XzzzTccPXqUgIAARo8eTcOGDe2zQUnSptxRUKSJioJ16+DXVbBpEyQlQvHSZio+l0yl2qmUrJBK8XImnF2ebpfjY3RcOWvg4ikDpw45EbrfmfCbOjw9oU0beP11aNlSDlAl5W7R0dG0aNGCW7dusXXrVsqUKYPZDCEhsGoVrFotuHlDIb+XoFLtFCrXSaZ0JRMlKqTiVfDpCn2zCa6eN3DljJH/DhsJPeDMxdMGFKBhQ8HrryskJc1hxIh+LFy4kDfffNMm+/w4O3fu5IsvvmD9+vW8+OKLjBw5ktatW6PkhE4mkvR0cldBca/4eNi1C3bsgK0hcOCAtcDQ6aBoCTM+z5gpUNhMgUJm8nkK8nlaP+Dc81uwmBUS4xUsZkiI03EnQkfUbR1RYXpuXzUQdsP6c8vDwzo7Y6NG8PLLULdu5r3FJSk3SSsmbt68SUhICGXuvebyLosFjhyB7dth23bYuVNwO8z6xerpLXimlAmvQma8C5vx9LHglk9gMAqcXa23iXE6LBZIiFNIiNURcVPPnQgd4dcNXL+ox2QCgxGqVRM0bmQ9pdiwIRQs+P8Y3n//fWbMmMHff/9NgwYNHHV42LVrF0FBQWzYsIFq1arxwQcfyCtDpNwu9xYUDzKbrVeJHDsGJ0/C1atw7TpcuyaIioLoKAUh4M6d9eh0nuTP3xCdHvLnFxQuDEWLKjxbAkqUgGrVrKcxSpZUe68kyfHuLSa2bt1K2bJls/y3YWHW9+CJE9b3440bcOUqhIUJYmJSiYv9idTUtphMz5Avn3XETo/8gvz5oURxBV9fKF4cqlSxvgcrVnx0EW+xWHj99dfZsWMHe/bsoXz58jY4All37NgxpkyZwrJlyyhRogSBgYH069cPV9l8KeU+eaegyKpmzZpRoUIFZsyYoXYokqQ5T1NMPM7Nmzfx9fVl27ZtvPzyyzZbb2JiIo0bNyYmJobdu3dTQIXx7S9cuMC0adOYPXs2Hh4eDBgwgGHDhslLTqXcRHuTg0mSpE32LCaA9LkzvL29bbpeV1dX1qxZQ0JCAu3btyc52fFTspcuXZrg4GAuXrzIgAEDCA4OpmTJkgQGBnLz5k2HxyNJ9iALCkmSHsvexQT8v6AoeG8nCBvx9fXl999/58iRI7z77rs2X39WFS5cmAkTJnDp0iU++eQTVqxYQbly5QgMDOTKlSuqxSVJtiALCkmSHskRxQT8v6Cw1ymJqlWrsnz5chYvXszkyZPtso2syp8/P4GBgZw9e5bPP/+c1atXU7ZsWXr27EloaKiqsUnSk5IFhSRJmXJUMQHWgsLd3R0XFxe7bSMgIIDp06czZswYli5darftZJW7uzuBgYGcO3eOOXPm8O+//1KtWjXatGnD4cOH1Q5PkrJFFhSSJGXIkcUEWAsKW/efyMg777zDkCFD6Nu3L3v27LH79rLCaDTSs2dPjh8/ztKlS7l48SLPPfccXbt25cSJE2qHJ0lZIgsKSZIe4uhiAhxXUABMnTqVli1b0rZtW86ePeuQbWaFTqejS5cuHD16lDVr1nDmzBn8/Pxo06YNBw8eVDs8SXokWVBIknSf6OhoWrZs6dBiAhxbUOh0OpYuXUrp0qVp27YtUVFRDtluVimKQps2bfj3339Zu3YtN27c4Pnnn6dNmzYcOHBA7fAkKUOyoJAkKV1UVBT+/v7pI2A6qpgAxxYUAG5ubqxZs4a4uDhee+01UlJSHLbtrEorLPbv38+qVau4du0aderUoUOHDhw7dkzt8CTpPrKgkCQJgDt37tCyZUvCwsLS5+ZwJEcXFADPPPMMa9eu5cCBAwwZMsSh284ORVFo3749Bw4cYM2aNVy8eJGaNWvSrVs3Tp8+rXZ4kgTIgkKSJCA+Pp62bdty+fJlNm3a5PBiAtQpKABq1arFkiVLmDNnDsHBwQ7ffnYoikLbtm3TC4tTp05RpUoVOnfurKm+IFLeJAsKScrjEhISaN26NadOnWLLli1UqlRJlTgiIyNVGRYboG3btkyaNInhw4ezfv16VWLIjrRTIQcOHGD58uUcOXKEKlWq0LNnTy5cuKB2eFIeJQsKScrDEhMTadOmDSdOnODvv/+mSpUqqsWiVgtFmpEjR9K7d2+6d+/O8ePHVYsjO3Q6HZ06dSI0NJQlS5awe/duKlWqRP/+/blx44ba4Ul5jCwoJCmPSklJoVOnThw8eJA//viDatWqqRaLyWQiJiZG1YICYPr06dSuXZu2bdty+/ZtVWPJjrTC4uTJk3z99desW7eO8uXLM378eGJiYtQOT8ojZEEhSXlQamoqnTp1YufOnWzatInnnntO1XiioqIQQqheUBiNRlauXImiKLz++uuavPLjUZycnBg8eDBnz55l/PjxfP/995QrV47g4OActy9SziMLCknKY8xmMz169CAkJIQ///yTOnXqqB2S3WYafRI+Pj6sW7eOo0ePqjqR2NNwc3NjxIgRnDt3jj59+jB69GjKly/PrFmzMJvNaocn5VKyoJCkPMRsNtOzZ0/WrVvHb7/9Rr169dQOCdBWQQFQpUoVli1bxsKFCzV/5cejFChQgKCgIM6cOUNAQACDBg2iRo0a/PLLL2qHJuVCsqCQpDzCYrHw1ltvsXr1atavX0+jRo3UDimdPacuf1KvvPIKn3/+eY658uNRihUrxsyZMzly5AjlypWjc+fONGvWjP3796sdmpSLyIJCkvIAIQQDBgxgxYoVrFy5kiZNmqgd0n0iIyNxdnbGzc1N7VDukxOv/HiUKlWqsGbNGvbu3YvZbKZevXp07tyZixcvqh2alAvIgkKScjkhBIMHD2b+/Pn8+uuvtGrVSu2QHhIZGamp1ol7/fDDDznyyo9HqVevHiEhIaxcuZKDBw9StWpVPv74Y+Lj49UOTcrBZEEhSbnciBEjmD17Nr/88gutW7dWO5wMRUVFaab/xIOcnJxy9JUfj9KhQwdCQ0OZNGkS3377LRUqVJAdN6UnJgsKScrFRo8ezdSpU1m4cCFt27ZVO5xMqT2o1eOkXflx5MiRHHvlR2aMRiOBgYGcO3eOjh07MmjQIOrWrcu2bdvUDk3KYWRBIUm51EcffcSUKVNYvHgxXbt2VTucR4qIiNB0QQHW/geLFi1iwYIFOfrKj8x4e3sTHBzM4cOHKVSoEI0bN6Zjx46cP39e7dCkHEIWFJKUC33++ed88cUX/PTTT5ovJkD7LRRp0ub8+OCDD9i8ebPa4dhF1apV2bhxI7///jsnT56katWqTJgwgcTERLVDkzROFhQ2snjxYhRFSV/y5cv30HMOHz7Mq6++ipeXFx4eHvj7+7Nr166Hnjdq1Kj71vXCCy84YhekXOKHH35g3Lhx/PDDD/Ts2TNbf6vW6/hJC4qsxAvw+++/U6FCBQwGQ6brymq8I0eOpFOnTnTp0oVz585lO+Yn8aj9jIqK4scff6Rp06Z4e3vj6upK+fLleeONNzhy5MhD68rqfr7yyiscPXqUoKAgpk6dSoUKFVi4cKHd9vFpqfFakO4nCwobmzFjBkII4uLi7rt/3759NGjQAA8PD0JDQ7lw4QJlypShcePGbNq06b7nBgUFIYRACIFer3dk+FIOt2jRIoYOHcrkyZOf6ly/o1/HTzvTaGbxnjt3jrZt2zJ69Ghu3br1yHVkJ965c+dSunRpOnTo4NArIzLazw8//JAhQ4bQrl07Tp48SUREBD/99BOHDx/mueeeY82aNfetIzv7aTAYCAwM5NSpUzRp0oS33noLf39/QkND7bF7NuHo14L0f7KgcACLxULfvn3x8vJi3rx5+Pr64uPjw4wZMyhbtixvv/02ycnJaocp5XBr1qyhT58+fPTRR4wcOdLm67fn69hepzzGjRtHgwYNOHDgAB4eHjZbr6urK7/++is3btygZ8+eCCFstu4n0adPHwIDAylatChubm40bNiQpUuXYjabGTFixFOv39fXl4ULFxISEsLt27epUaMGgYGBD31pa5m9XgvS/8mCwgG2b9/OiRMn6NixI66urun36/V6unXrxpUrV3L8SHySujZv3kzXrl3p378/n376qV22Ya/XscVi4c6dO3YpKObOncuoUaMe2bz9pEqWLMny5cv57bff+PLLL22+/qyaM2cOM2fOfOj+GjVq4Orqyrlz52xW8Lz88sscOHCAL7/8kgULFlC1atWHWkC0yp6vBclKFhQOsGXLFgCef/75hx5Lu+/vv/92aExS7rFnzx7at29P586d+fbbb+22HXu9jqOjozGbzXYpKO4tfOyhadOmfPnll3z00Uf8/vvvdt1WdsXHx5OYmEi1atVQFMVm6zUYDAwbNoxTp07RqFEjOnToQLt27bhy5YrNtmEP9n4tSLKgeKRTp07Rvn17PD09cXNzo27duqxfvx5/f//0zjpvv/12ltYDULx48YceK1asGAD//fefbYOX8oS0DpLNmzfnp59+QqfL+C0dERHB+++/T9myZXF2dqZ48eL4+/szf/78LPfet9frOKOJwWwRr6O899579OrVizfffJOzZ89m62/tuZ9pE4CNGTPmqdaTmaJFi6afBjlz5gyVKlViwoQJpKam2mwbtvoMlhxDtv1k4uzZs9SvXx93d3dWrlxJ/fr1uXTpEsOGDePo0aM4OzuTlJSUpXVFR0cD4O7u/tBjaT2Ro6KibBa7lDecPn2agIAAnn/+eZYvX55pU+7Nmzdp0KABiYmJzJ49m0aNGpGQkMDs2bPp3bs30dHRDBs27LHbs9fr+MGCwlbxOtL06dM5fvw4bdq0Yd++feTPn/+xf2PP/bx16xajRo3i7bffpnPnzk+0jqx6+eWXOXLkCN988w0ff/wxa9as4ccff3zqKyNs+RksOYZsocjERx99RHR0NMHBwTRv3px8+fJRtWpVli5datNe3WnnNm3ZJCnlfufOnaNp06aULVuW1atX4+zsnOlzR48ezYULFwgODqZ169Z4eHhQpEgRxo4dS0BAgE3ieZrX8YMFhSPitTUXFxd+/fVXIiMj6dWrV5b6LNhrPyMiIggICKBx48b8+OOPT7ye7DAajYwcOZLjx49TuHBhXnzxRfr3709MTMwTr9NRn8GS7ciCIhMbN24EoGXLlvfdX6hQISpVqpStdXl5eQFk+CZIuy/tOZL0ONeuXaN58+YULlyYDRs2ZNhicK/Vq1cD1nEFHvTHH39k+VewvV7HkZGRGI3G9J73torX0UqUKMGqVav4/fffmTRp0mOfb4/9jI+Pp2XLllSpUoUlS5Y4/JLHcuXK8eeffzJ37lxWrVpFlSpVWLt27ROty5afwZJjyIIiA2azmdjYWFxcXDIcHCW718unvfivXr360GPXrl0DoEKFCk8QqZTXhIeH06JFC5ycnNi4ceNjv8CTk5O5c+cOLi4uT32pnL1ex2mXjCqKYtN41fDiiy/y1VdfMX78+Ede8WKP/TSZTHTq1IlixYqxYMEC1cZPUBSFt956i9DQUJo1a0b79u3p1q1btmZqTU5OtulnsOQYsqDIgF6vx8PDg6SkpAyvsw4LC8vW+po0aQLAgQMHHnos7b5mzZo9QaRSXnLnzh0CAgJITk5my5YtFClS5LF/4+zsjKenJ0lJScTGxj7V9u31Or53DApbxquWIUOG0KdPH7p3787JkyczfI499rN///4kJyezYsWK+/rTlCtXjr1799pkG9nh4+PDggUL+OOPP9i9ezcVK1Zk1qxZWfpbZ2dnm34GS44hC4pMpDVDpjW7pbl582a2e7I3atSIKlWqsHLlyvs6EZnNZpYvX06JEiV49dVXnz5oKddKSEigTZs23Lx5k7/++otnnnkmy3/72muvAWR4WWOtWrV47733srQee72OH5y63Fbxqun777+ncuXKdOjQgTt37mT4HFvu54QJEzhx4gRr1659ZH8aNQQEBHDs2DF69OjBgAEDaN26dYatXA+y5Wew5BiyoMjEpEmT8Pb2ZtiwYfz111/ExcVx/PhxevfuTdGiRbO1Lp1Ox9y5c4mMjKR3797cvHmTiIgIBg0axJkzZ5g9ezYuLi522hMpp0tJSaFjx46EhoayadMmSpcuna2/nzx5MqVLl+a9995jw4YNxMbGcvXqVQYOHMiNGzey/MVlr9fxg6Nk2ipeNTk7O7NmzRpiY2Pp2bMnFovloefYaj/nz5/PxIkT2bdvHx4eHvfNQaEoisPmG3mU/PnzExwcnH6JqZ+fH7NmzXpk51VbfgZLjiELikyULVuWPXv2UKdOHTp27EiRIkXo378/o0ePply5ctle3wsvvMDu3bu5c+cOFStWpFSpUpw5c4aQkJCHOh1JUhqz2cybb77J7t272bhxI1WqVMn2OooWLcr+/fvp0qULQ4YMoWDBgtStW5eoqCh27NjBs88+m+V12eN1/ODU5baMd/369elfrNeuXcNsNqf/f86cOU8Ub1b5+vqycuVK/vzzTz755JOHHrfVfq5cudLWodtNw4YNOXz4MP3792fgwIG88sorXL58OcPn2vozWM3XQl4hx6F4hAoVKqT3xLaFWrVqaW40PUm7hBD069ePDRs2sHHjRp577rknXlfBggWZOnUqU6dOfeq4bP06joyMfKgzp63ibd26tarzbNSvX59p06YxcOBAqlWrRseOHe973Bb7mdOG7Xd1dSUoKIh27drRp08f/Pz8+OSTTxgyZMhDA7PZ8jNY7ddCXiBbKCRJg4QQDBo0iMWLF7Ny5UoaNmyodkh287QzjWrdu+++yzvvvEPv3r05ceKE2uFoRv369Tl06BDvvfceH374IY0bN5Z9I3I4WVDY2IABA1AUJcNLnbJq1KhR6U1xZrPZhtFJOcXo0aOZNWsWixcvznCcAntz5OvYFjONav199+233+Ln5/fITppZofX9zC4XFxcmTJjA/v37iYuLo2bNmnzxxRdPFVduO0Y5ipDu07RpU/Huu+9m+NiyZcsEcN/St29fB0co5XaTJk0SOp1OLFq0SO1Q7M5isQiDwSCWLl2qdih2d/36deHr6yvatm0rLBaL2uFoTkpKiggKChJOTk6ifv36IjQ09KHnyM9gTQuXLRTZ0LVrV4QQ9y2yM49kS7NmzWLMmDF89913vPnmm2qHY3cxMTGYTCa7zDSqNb6+vvz6669s3LgxSyNp5jVpw3f/888/JCcnU7t2baZMmXJfC4H8DNY2WVBIkkasWbOGgQMHMnHiRAYOHKh2OA6R0UyjuVn9+vWZMmUK48eP548//lA7HE2qUaMG+/btY+zYsYwbN47GjRtz/vx5tcOSskAWFJKkAVu2bKFr167079+fcePGqR2Ow+S1ggJg6NCh9OjRgzfffJMLFy6oHY4mGQwGPvroIw4cOEB8fDx+fn4EBwfLqzQ0ThYUkqSy/fv3065dO15//XW+++47tcNxqLxYUADMmDGDkiVL0qFDBxITE9UOR7OqVq3Kvn37+PDDDxk+fDitWrXi+vXraoclZUIWFJKkojNnztC6dWvq16/PvHnzHroOP7eLjIxEr9fj6empdigO5erqyooVK7h48SL9+/dXOxxNMxqNTJgwgR07dnD27Flq1qxp0/GBJNvJW59ekqQhV69epXnz5pQpU4bVq1fj5OSkdkgOFxkZiZeXV54rpMA6adeiRYtYsmRJlifNysvq16/PwYMHee211+jQoQOdO3cmKipK7bCke+S9d7EkaUB4eDjNmzcnf/78/P7777i7u6sdkipsMQZFTta6dWs++ugjBg8ezK5du9QOR/M8PDyYOXMmf/zxBzt37qRWrVqEhISoHZZ0lywoJMnBYmNjCQgIICUlhT///DNXjxL5OFFRURQsWFDtMFQ1ceJE/P396datG7dv31Y7nBwhICCAI0eOUKtWLZo2bUpgYCDJyclqh5XnyYJCkhwobebQK1eu8Mcff+Dr66t2SKrK6y0UYJ3FdcmSJRiNRrp27YrJZFI7pByhUKFCrF69mp9//pmFCxfy3HPPcejQIbXDytNkQSFJDmI2m3njjTfYt28ff/7550MTYuVFsqCwKlCgAKtWrWLv3r156rJhW+jUqROHDx/Gx8eHevXqMWHCBDlctkpkQSFJDiCEoH///mzYsIF169ZRs2ZNtUNyuJMnT3L8+HGuX79OUlISIAuKe9WoUYOZM2fyxRdf5KgpybWgZMmSbN26lSlTphAUFETDhg05e/as2mHlOYrIwyOFfPrpp3z11VdYLJb0+1JSUtDpdBgM/5/ZXafTMWPGDLp3765GmFIuMGLECKZNm8aaNWto1aqV2uGoYsyYMfcNOe3s7Jx+yWiZMmUoXLgwBQsWxNvbm549e1K1alUVo1XPu+++y5IlS9i3bx9VqlRRO5wc58iRI/To0YOLFy/yww8/0KNHD7VDyisi8nRBceTIkSz9UjQajdy6dStPd56TnlxQUBAfffQRP/30E2+99Zba4agmJCSEJk2aPPI5Op0Oo9HItWvX8mxnzdTUVJo0aUJ4eDj//PMP+fPnf+g5ZrMZvV6vQnQ5Q3JyMqNHj2batGl0796d6dOnZ3gcJZuKyNOnPGrUqEH58uUf+RyDwUBAQIAsJqRMpaamZvrYwoUL+eijj/j666/zdDEB0KBBA1xdXR/5HL1eT48ePfJsMQHWHzDLli0jMjKSXr16PTTc9MKFC3n77bdVii5ncHZ25ptvvmHTpk1s2bKF6tWry8tyHSBPFxQAPXv2xGg0Zvq42WzOE7M+Sk+uW7duGZ7zXrt2LX379mX8+PG89957KkSmLU5OTjRq1OiRg1ilpqYyZMgQB0alTSVKlODnn39m/fr1fPPNNwAkJibSu3dvevXqxfLly0lISFA5Su3z9/fnyJEjVKtWjcaNG8sOm/amwpzpmnL27FmhKIoAMlxcXFxEXFyc2mFKGpX2+tHpdGL69Onp92/ZskW4uLiIAQMGqBid9kybNk0YDIYM32t6vV40bNhQ7RA1JSgoSBgMBrFkyRJRrVq19GOnKIpYuXKl2uHlGBaLRUybNk04OzuLxo0biytXrqgdUm4UnucLCiGEqFWrltDpdA99wBmNRvHmm2+qHZ6kYe+//74wGo3pr5kJEyaI/fv3Cw8PD9GtWzdhNpvVDlFTTp48mWnxriiKWLNmjdohaorFYhENGjQQTk5O973ODAaD6NSpk9rh5TjHjh0T1apVE15eXmL58uVqh5PbyIJCCCGmTp2a6a+m33//Xe3wJI2Kj48XHh4e971edDqdKFiwoAgICBApKSlqh6hJRYsWzfC99swzzwiTyaR2eJphMpnE+PHj01vAHjxezs7OsvX0CSQkJIihQ4cKQPTo0SPTY3j58mXx1ltvOTi6HC08z/ehAOjatet9l46m8fT0xN/fX4WIpJxg4cKFxMfH33efxWIhOjoanU4nz9Vm4tVXX32o35LBYOD999+XVy7clTbXy+eff44QIsPPp7Sh26XscXV1JTg4mF9//ZUNGzZQp04dDh8+fN9zUlNT6dixI/Pnz2fBggXqBJoDyYICKFq0KA0bNrzvw8xoNPLGG288ssOmlLcFBwdneL/ZbGbTpk00b96cO3fuODgq7WvevPlDw0vr9Xp69+6tUkTacvHiRWrUqMHWrVsfWZTq9Xp+/vlnB0aWu3To0IFDhw7h4+ND/fr1CQ4OTr+iZuzYsRw4cABFURg8eDBXr15VOdocQu02Eq2YM2eO0Ov19zUp7tixQ+2wJI3asmVLpn0BuOc8t5+fn7h586ba4WpKeHj4fR2hnZycZOfVB/z666/Cx8fnvn4TGS2urq4iISFB7XBzNJPJJIKCgoTRaBQtWrQQS5Ysue/1aTQaRZMmTYTFYlE7VK2TpzzSvP766/ddzla0aFEaNGigYkSSlk2bNi1LrVehoaGyyfQBBQsWxM/PL/3/8lLRh3Xo0IEzZ87Qq1cvFEXJ9FLbpKQkNm7c6ODoche9Xs/IkSP5+++/OXHiBH379kVRlPTHU1NTCQkJYc6cOSpGmTPIguIuLy8vAgICMBgMGI1Gevbs+cjr5aW86/Lly6xfvz7TAa3Shm1v0aIFJ06cYMSIEY4ML0do3bo1Tk5O6PV6mjZtSuXKldUOSXO8vLyYPXt2+qy0904HkEae9rCdF198kZIlS2I2mx/qsyKEYOjQoZw7d06l6HIG+Y15jzfffBOTyURqaipdu3ZVOxxJo3744YcMOw+mFaC1a9dmx44dbNiwQc4omokWLVqQkpKC2Wxm2LBhaoejaS1btuS///5j+PDh6HS6+157JpOJ3377jcTERBUjzB3Gjx/Pvn37Mv2hYDab6d2790Mjl0r/l2fn8rBYLNy+fZuwsDDu3LlDUlIScXFxdOnShQIFCrBw4UJ0Oh3u7u7kz5+fIkWK4OPjo3bY0mMkJCRw/fp1oqKi0jtERkdHI4TAzc0NZ2dnnJ2d8fT0pHDhwhQuXDhbLVGJiYn4+vre19kyrXm0XLlyfP7553Tq1Mm2O5WDZZaP1NRU3nrrLby8vFixYgUFChR4onzkNbt376ZXr15cuHAhvcOmoiisWrWK9u3bP/bv7f3+yKm2bt2Kv79/hlfT3Eun0xEcHMzgwYNttu3k5GTCwsIICwsjJiYGs9lMQkICycnJ6PX69DlIvLy8KFCgAL6+vri5udls+zaU+ycHu3z5MgcOHOD06dOcOnWKU0ePcvnyZcKiojA/5sXzICeDgcLe3pQpW5aK1apRsWJFqlSpwnPPPUfhwoXttAfSg8xmM8eOHePIkSOEhoYSeuIE/504wdWbN4nL5i81vU5H4QIFKFWqFFVq1qRSpUpUrVqV559/nkKFCj30/J9++ol33nkn/YNHr9dTqFAhJk6cSN++ffPkZY9q5iMvSkpKYuLEiUyZMiX98uTOnTuzbNkyQOYju27cuEHNmjW5fft2llofXFxcOHbsGOXKlcvyNkwmE8eOHePYsWOcOnWK06GhnD5+nOs3bxIVF5ftmPO5ulKsSBHKVqxI5bvfRVWrVqV27dq4uLhke302kvsKitOnT7Nx40Z27djB7u3buXb7NgpQ0tmZimYzlU0mSgFFgGeAwoAX4AwYgJ1Aubv3W4AEIBq4Bdy4e3sWOGU0ckpRuJGSAkD5kiWp//LLNHz5ZQICAihevLjjdjqXs1gs7Nu3jz///JPd27ezd+9eYhMTcdHpqGQ0UiklhYpC8CzWvPoCBYG0uQU9sZ7bSwCSgRSsOQ0DrgM3gXNAqMFAqE7Htbs5rVi6NA0aN6Zx48a88sorFCpUCD8/P44fP47BYMDNzY2PP/6YQYMG4ezs7MAjoi5b5WMmEAC48OT5yMsOHjxIz549OXHiBM7OznzwwQf8s3u3qu+PnMhisXDo0CHWrVvH4sWLOXfuHEajMdNTH0ajkVq1arF79+5Mf0CYTCZ27tzJ33//za5t29j/77/EJSbirNNR4Z6cFMeaj8JAIaAAoABuWL+TTEDs3XXeASKw5iMMuAqcBk47O3PKZCLObMbJYKB2jRrUf/llmjRpQrNmzRzZmhGR4y8btVgsYvv27WLo0KGibIkSAhDeRqNoo9eLSSBCQMSBEFlcLNl4rgARCeJ3EONB+BsMwv3upac1KlcWo0ePFkeOHFH7EOVIqampYt26deKtXr1E4QIFBCBKOjmJHooifgRxDIQ5m7nK6hJ1N6djQTQ2GoWLXi90iiL8KldOv8xx9OjRIioqSu3D5DD2yEdW32uZ5aNBnToiKChIXL58We3D43Bp+ejZo4dwd3UVgChkMKj6/sgt+Th+/LgICgoSdevWFYqiCL1e/9BIpXq9Xnz99df3/V1cXJxYvHix6PT668LT3V0AoryTk3gLxMy7OTHZKScCxFkQi0AMAlHTyUnoFEW4GI2ipb+/+P7778Xt27ftfehy7tDbFy9eFBMmTBBln31WAMLPyUmMBrHDzkl73JIIYiOIISBKOTkJQNSsWlVMnTpVhIeHq33YNO/MmTNi5MiRwtfHRyggGhiNYjKI4yrmNA7EKhBlQbjodEKnKKJls2Zi+fLluX54bS3no4+iiEJGo8wHiN9AfC/zYXOXLl0SwcHBolGjRkKv1wu9Xp8+TYOTk5MIDQ0V27ZtE73fekt4uLoKJ51OtDQYxLdYv+DVeo8IEDdBzAPRUacTHgaDcDIYRLvWrcXq1atFamqqPQ5XzisoDh06JHq88YYw6HTC22AQ/UAcUDlxj1r+BTFUUYS30SicjUbR4803RWhoqNqHUXMOHTokenTvLvQ6nXjGaBQjQZzRQP7SFsvdeEwg/gLRyWAQRp1OFPXxER9//LGIjo5W+xDalNbzkbbIfGhryc35iIiIEAsWLBBt27YVzs7OAhDud1siqhgMIgjELQ3kIKMlEcQKEK0NBmHQ6USpYsVEUFCQrfOScwqKQ4cOiRZNmwpA1DQaxWIQKRpIVFaXOBDfgihtNAq9Tife7N5dXLx4Ue3Dqrrjx4+LAH9/AYjnjEaxAvs11dp6uQxiGAh3vV4U9PQU33zzTY7/RSbzoS0yH9piNpvFwoULxbO+vkKnKKKUoogxGjjW2VnOgRisKMJdrxfe+fOLL7/8UiQmJtri8Gi/oLh+/bro3auX0CmKqGs0ik0aSMjTLCYQy0CUNxiEi9EoRo4cKWJiYtQ+zA4XGRkpBg8eLAx6vaidw/MaDmI01tMhFcuUERs2bFD78GabzIe2yHxoz/bt28VzNWoIvaKIvjqdOK+BY/u0eRkHwk2vF6WeeUYsW7bsaQ+RtguKRYsWiQIeHqKk0SiWkP0Ok1pekkFMA+FtMIiSzzwjNm/erPbhdpiNGzeKYoULi6JGo5hLzvnF9bjlAojOdztv9erRI8c088p8aIvMh7bExsaKgQMGCEVRRAuDQRzVwLG05XIVRO+7fcNeDQgQ165de9JDpc2CIjIyUrRr3VooIIYoSrau0shpyy0Qr+v1QlEUMWjgQJGUlKT24beb5ORkMWjgQKEoiuim04lIDRx/eyy/gShiMIiSvr5i165dah/2TMl8aIvMh/bs3r1blC5RQhS8+6NW7WNnz2UHiHJGoyjg4SF+/vnnJzlc2isoTp48KcqXKiWKG40iRAMH2VHLMhD5DQbRoG7dXDk7ZXh4uGj04ovCw2AQP2vgeNt7CQPRWq8XzkajWLRokdqH/yEyH9oi86E98+bNE85Go2il14sbGjhmjljiQQxUFKEoivjoo4+E2WzOziHTVkGxZcsWkd/NTTQwGPJMAu9dToAobzSKEkWLipMnT6qdDpu5ePGiKFeypChlNOa65sJHLWYQI0AoiiI+mThR7TSkk/mQ+dDCotV8CCHEqFGjhIK170duOeWUneUnEM46nWjfpk12Ws21U1Bs2bJFuDk7i646nUjSwAFVa4kE8aLBIIoWLJgrLi+9evWqKPvss6KG0ajZS6rsvcwEoYD4/PPP1U6HzIfMh+YWLeVDCCGGDx8u9IoiFmrg2Ki57AThaTCI1gEBIjk5OSuHThsFxe7du9OLCTUHpdLKEoO1qPD18cnRl5ZGRUWJSmXLiipGowjTwHFVc5mO9UPzhx9+kPnQwCLzoa1FC/kQQoixY8cKvaKIpRo4JlpY9mItKl5r2zYrpz/ULyhu3LghnilUSLTW62Uxcc8SA6K6wSBq+/mJhIQEtdOUbRaLRbRr00YUMxrFdQ0cTy0sn4Iw6vVi9+7dMh8aWGQ+tLWomQ8hhFi5cqVQFEXM1cCx0NKyE4STTicmTJjwuEOobkFhNpvFyw0aiPJGo4jWwIHT2nIWRAGDQfTt3VvNND2Rr7/+Whh1OrFDA8dRK4sFRGudThQvUkRERETIfMh8yHxoJB///fef8HBzEwMVRfXjoMXlRxA6RRF//PHHow6jugXFzJkzhVGnE0dUOkiL+P9kL4Bwz+A5h0C0AuEJIh+IZlgrtgefN/KBddWzUYyrsHZaCgkJUTNV2XLlyhXh7uIiPpE5fWiJxHrJ3OBBg2Q+7lk2gCgPQv+Idcl82DcfkSBmgGgCogAIFxDlQHQHcTgX50MIIfybNBG1jEaRrLGcaOE9krZ0uztk9yNazNUrKMLDw0VBT08xXIUEPpjIGZk8vheEK4guIK6DuA3iHRAGEH8+Yr16GyfyVb1eVK1QwV4Tuthcty5dRFmjUZXOtTkhpz+BMOh04tixY3k+H2dBtAFRHUR+Hv1hKfNh33z0xfo+mAbiBtZLCLeDqHL3eK/OpflYsWKFUEDsViEfOeU9Iu6+JvIbDGLcuHGZHUr1CoqJEycKH6NRxKiUxMcl0gyiKghfEAn33G8CURFECcj0A8HWiTwDQq8oTzrYiEOdPXtW6BRFrJQ5zXQxY52P5s3u3fN0PgSIbiAmg0gFUQx1PixlPqxLXxD9Mrj/8N2/KZ8L8yGEEH6VKok3VTzVkRPeI2nLFyA8XF3FnTt3MjqU4TpUYDKZmPXDD7yTmoqHGgFkwXbgBNARcL3nfj3QDbgCrHdQLOWAtjod30+d6qAtPrmZM2dSzGikvdqBZEArOdUBQ1JT+eWXXwgLC7PrtrScD4C5wCjAoGIMMh9Wc4CZGdxfA+v75RzWbz57c2Q+QkJCOHbqFMOEI/bsyWjhPZKmH2BJSWHBggUZPq5KQbFp0yauh4XRX42NZ9GWu7fPZ/BY2n1/OygWgAFmMzv27uXcuXMO3Gr2CCFYPG8eb6ekoFc7mAxoKaddAWchWLlypd22ofV8wP2FnZpkPjIXDyQC1QDFQdt0RD4AFsyfTz2jkefsupWno5X3CIAX0N1iYcHs2Rk+rkpBsXXrVvycnChph3WfAtoDnoAbUBfrr05/rG8GBXg7i+sBKJ7BY8Xu3v73NIFmU2PAXa9n69atDtxq9pw+fZob4eEE2GHdEcD7QFnAGWte/IH5WD/sskJLOXUDXhaCbXbMp9bzoSUyH5n75e7tmKdcT3Y4Ih8AWzdt4tXUVJuv11bfQ1rUSggOHT9OVFTUQ4+pUlBs37yZRikpNl/vWaA+8C+wEggD5gHBwFGsbzSBtWnvcaLv3rpn8Fi+u7cPH077MQIvKgrbQkIcuNXs2bFjB/n0emrbeL03gTrAMqy5DAcOYC2yepNxM21Gou/eaiWnjcxmttvxA1Pr+dAamY+H3cLa3P420Pmposw+e+fj0qVLXLpxg0Y2Xq8tv4e06OW7tzt37nzoMVVOy5w7f57edljvR1i/NOYAze/eVxVYCpSy4XbSzrY5qvkvTRWTif3/ObJdJHsuXLhAOYMBg9ls0/WOBi4APwOt797nAYwFdtloG2rktBJwMyKCxMREXF1t37CZk/OhBpmP+0UAAVgLkx+fYj1Pyt75OH/+PGD9jrAlR30PqcUbKGo0ph+/ezm8hcJsNhMVG4uPHda98e5tywfuL4T1xZkdXndv4zN4LP6B5zhKISDs1i0HbzXrwsPDKWTjD0uA1XdvX8ngsT+AYVlcj9fdW63ktNDd29u3b9tl/VrPh9bIfPxfPNbP0SrAElClz4e983H79m30ikIBG6/Xlt9DWlVIUTLMi8MLisTERCxCZNjs/DSSgVjAhf83X98ruy+atMRfzeCxa3dvK2RznU/LHYiLz+jrUBvi4+Nxs1hsus5k4A7WvD7tFUFay2naeyAuLs4u69d6PrRG5sPKBHTC2q9oAeoUE+CYfLjodDb9ErT195BW5RMiw7w4vKDIly8fzkYjETZerzPWN1QSkNHLL7sXHzW5e3sgg8fS7muWzXU+rQigkI892nZso2DBgkQabHsWzRlrx6YkrG/Up6G1nIbfvfWxU061ng+tkfmw6o/1i3EF958TLwfstdE2ssIR+Yg3m0m24Tpt/T2kVeGKkmFeVOmUWahAAbsc2LQmv40P3H+T7Pfeb4S1uW8l1hdHGjOwHCgBvPoEMT6NW4BP4cIO3mrW+fj4cEuxfS+E1+7e/p7BY7WA97K4Hq3lNAzQKQre3t52Wb/W86E1Mh8wAetYLWuxfjmqyd75KFTIelLF1ieRbfk9pFVhFkv68buXKgVF9Vq1+Edn+01PwtphZBjwF9YK8TjWns5Fs7kuHdYBRSLv/v1NrC0Eg4AzwGyszVqO9I+TEzXr1HHwVrPOz8+Psykp6VdT2MpkoDTWD8YNWH+JXQUGAjfI+gem1nK6H6haoQIGG/9qTaP1fGhNXs/HfGAisA/rr2zlgcXRI+DYOx/VqlXDoNfzj43Xa8vvIS36D4hKTaVGjRoPPaZKQdG4WTO26fU2H3WtLLAH6yVUHYEiWJvvRmNtrsuuF4DdWM9RVsTaQ/cMEMLDHW7sLRI4mppKo0a2vsjJdho2bIjA9j39i2L9cOkCDAEKYr2uOwrYATybjXVpKac7jEYaNrPfSZackI/1/P8L6xrW1qK0/zv6srq8ng/7DiGVffbOh4eHB7X8/Nhm4/Xa+ntIS+8RsH5W5nN15bnnMhgOzCGDpT/g6NGjAhBbHDheejMQztkcQ/1JF3uMoT4DhKuTk4iOjlYjZVn2fI0aopeGx8XXSk4vYJ0OeO3atTIfMh8yHyrlY9y4ccLXaBQpDjr+Of17SIBoYjCIdq1bZ3Q41ZnLw8/Pjxfr1uUHfU4agFZd041G3ujRA09PT7VDeaR3Bg5kuaJgnwu9co8fgaI+PrzySkYX+9mOzEfWyHxoi6Py0b9/f8ItFn6161Zyj5NAiMnEwCFDMnxclYICYMj777NWCI6pFcA9BmBtPsroMp+sGsX/m6FsfaX5GuC4ycSgwYNtvGbb6969O65ubnynchxazmkkMNtg4N0hQzAajTZc88NkPh5P5uPJ5IZ8FCtWjLZt2hBkNNr8czu7tJyTNJ/pdFQsW5bmzZtn/AS7tic9gtlsFi88/7x4yWAQFjs2MS2725x079LXQc1btlgSQJQ2GkUPB03lawtfffWVcNHrxXkNHD8tLgMVRRTx9s5sCmCZD5mPPL04Oh9nzpwRzkaj+M6O+5TTv4cEiB0gFBDr1q3L7FCG45CMZWL//v1CpyjiRw0cLK0u74HI7+Ymrl+/rmaqsiU5OVlULFNGvKLXC7MGjqGWlt0gDDqdmDdvnsyHBhaZD20tauRDCCFGjx4tvAwGcU4Dx0CLSwyISkajeDUg4FGHUd2CQghrpxhnnU7s1cBB09qyDGtFuHjxYrXTlG179uwRTgaD+EwDx1ErSxiI4kajaP3KK8Jisch8yHzIfGgkHwkJCaKWn5+oYTSKeA0cCy0tFhCv6/WiiLe3uHLlyqMOo/oFhdlsFq1athTFjEZZHd6z7AbhrteLwKFD1U7REwsODhZ6RRFrNXA81V4SQDQyGETp4sVFZGSkzIfMh8yHxvJx4cIFUdDTU3TQ6USqBo6JVpYxIIx6vQgJCXncIVS/oBBCiKioKPFcjRriWaNRnlcEsQdEfr1etGvdWqSkpKidnqfSv18/4azTiY0aOK5qLUkgAvR64Z0/vzh69KjMh8yHzIdG87F9+3bh7uIiOuv1sqgA8THWy3d/+umnrBw+bRQUQggRGRkpavv5iRJGozikgQOp1vIHiPwGg2j76qsiOTlZ7bQ8NbPZLHr16CFc9XqxSgPH19HLHawflp7u7uLff/9VOx0yHzIfmlq0lg8hhAgJCRHuLi6inV4vYjVwjNRYTCCGYy0m5syZk9VDp52CQghrUdG0USPhrteLXzRwUB29TAGhVxTR4403ckUxkcZkMokB774rdIoiJmvgODtqOQ+iqsEgfH18xP79+9VOQzqZD5kPLSxazYcQQuzcuVMU9vYWfnnwVHwUiFf0euFiNIolS5Zk57Bpq6AQQojU1FQxeNAgoYAYoCh5okK8AaKdXi/0Op346quv1E6B3QQHBwu9Tifa6/XilgaOuz2Xn0F4GwyiZtWq4vLly2of+gzJfGiLzIe2XLp0SdSqVk0UMBjEQg0cM0csIViHKShWuLDYt29fdg+Z9gqKNMuWLRMFPT1FaaNRbNbAgbbHYgGxGETBu52RstDpJcfbunWrKPnMM6KwwZArm3jDQbyhKEIB0b9fPxEXF6f2IX8kmQ9tkfnQlvj4eDF06FChUxTRVq8XVzVwDO2xxIAYivUUR7vWrcXNmzef5HBpt6AQQogbN26I9m3aCEC01evFKQ0ceFstu0DUNxiETlHEgHffFbGxsWofboeJjo4WvXr0EIBobjCIYxrIx9MuKSCmgihwtwl3w4YNah/mLJP50BaZD+0JCQkRZUqUEG56vRgHuablPBXEdBBFjEZRwMNDLFy48GkOk7YLijR//vmnqF65sjDqdKKvooiTGkjEky47sRZHgGjSsKFmOiKpYdu2baK2n58w6HSit6LkyIIxBcQ8EBWMRuFiNIpRo0aJmJgYtQ/tE5H50BaZD21JTEwUX375pfDKl08UNRrFlyCiNXCMn2RJBvETiIpGo3AyGERgYKAIDw9/2kOUMwoKIawdl+bNmycqlikjFBBt9HrxJ+SIkeaSQKwA0cBoFIB4oXbtRw1fmqeYzWYxf/58UaF0aaFTFPG6Xi+2g12HY7fFEgHiGxAljEZh1OtFr549xfnz59U+nE9N5kNbZD60Jzw8XHzwwQciv7u7yG8wiOEgTmvgmGdluQ5iMohn7hYSPd98U5w5c8ZmhwZbrclRzGazWLNmjWj4wgsCrCOrjQLNNQuasZ7WGIC1mU+v04m2r74qtm/frvYh1CSz2Sx++eUXUadmTQGI8k5O4jOs0xirncu0JRnEBhCddDrhrNMJD1dXERgYqNlOZU9D5kNbZD60Jzo6WnzxxReieJEiAhD1jUYxA8RtDeTi3iUW66jLrfR6oVcU4ZUvn/jwww8fN+rlk8h5BcW9Tp06JcaMGSOe9fUVgCjt5CQGYR3LIUaFxIWD+AXEW4oiCt9tjahaoYL44osvxNWrV9U+XDnG4cOHxdChQ4WPp6cARA0nJzEW64Bfjh5s5ibWjrOddTrhaTAIRVHEyw0aiHnz5uWZfi8yH9oi86EtJpNJ/Pnnn+KNbt2Em7Oz0CuKqG80is9BHMA6poOjv4tOgfgORAuDQTjrdMKg14tWLVuK5cuXi8TERHsdinBFCCHsMMupQ1ksFv755x/Wr1/P72vWcOjECfSKQlWjkQYpKTwPVAEqAQVstM1bQCjW+eH3KQp7jUb+S0lBr9NRv04dWr/2Gq+++irVqlWz0RbznpSUFEJCQli3bh3rfv2VSzdu4KbXU1en46XUVGpizWs5wBaTHEcAJ+4uexWF3UYjZ1NScDIYaNSwIW07dKBNmzaULFnSBlvLeWQ+tEXmQ3vi4uL466+/2LB+PRvWruVmRAT59HrqKAoNTCZqYv0eqgA42WB7ZuAC1u+io8BevZ69Oh3hqal4urvTIiCAV9u0oVWrVhQqVMgGW3ykiFxRUDzoxo0b7N69m927d7N3xw4OHTlCYkoKAEWMRsoqCoVMJp6xWCgCeGCdg14BvAABRN9d1x0gFrgB3NLpuGkwcNZiIcpkAsDT3Z3nn3+e+g0bUr9+ferXr0+BArYqW6R7hYaGsnv3bnbt2sWekBD+u3gRixAYdTrKGo0UN5vxNZkoAvgAnoAOa26NWPNoAuLv/vsWcE2nI8xg4KwQ3E5NBaw5rVOnDi82akT9+vVp0KABHh4eauyypsl8aIvMh7YIITh+/Dh79uyxLtu2cfbSJcwWC3pFobSTE8UsFoqlplIYKIT1u8j57uIGJAMJWPMSC9wGwoCbBgPX9HrOpaaSbLEAUNLXl3ovvUT9Bg2oX78+tWvXxmi0RSmZZbmzoHiQxWLh8uXLnD59mtDQUC5dukRYWBjXL10i7OZN4uLjiY2LwyIEd+LjASiQLx8AXvnz4+7ujm/x4hQtXpzChQtTtmxZKlasSKVKlXjmmWfU3LU8LSkpiVOnTqUv169f5+b169y8coWIiAhi4uIwm83EJiZiMpvJ5+qKUa/H3c0Nj3z5KFy0KMVKlaJw4cKULl2aKlWqUKlSJYoXL672ruVIMh/aIvOhPcnJyZw+fTp9uXHjBtevXiXs+nXCbt0iLj6e5JQUklJSSLzb+uPu4oLBYMDD3R0fHx+KFC9OEV9ffH19qVChApUqVaJixYpaKOryRkEhSZIkSZJdRejUjkCSJEmSpJxPFhSSJEmSJD01WVBIkiRJkvTUDMAvagchSZIkSVKOFvs/1z2B3Ykf+bAAAAAASUVORK5CYII=\n", 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"text/plain": [ - "" + "" ] }, "execution_count": 20, @@ -846,9 +888,9 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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"text/plain": [ - "" + "" ] }, "execution_count": 21, @@ -881,9 +923,9 @@ "outputs": [ { "data": { - "image/png": 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\n", 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", "text/plain": [ - "" + "" ] }, "execution_count": 22, @@ -925,9 +967,9 @@ "outputs": [ { "data": { - "image/png": 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", "text/plain": [ - "
" + "
" ] }, "execution_count": 23, @@ -1090,7 +1132,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 25, @@ -1126,16 +1168,7 @@ "start_time": "2019-12-10T21:48:04.191604Z" } }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - ":50: DeprecationWarning: dag.qubits() and dag.clbits() are no longer methods. Use dag.qubits and dag.clbits properties instead.\n", - " if len(dag.qubits()) != len(self.initial_layout):\n" - ] - } - ], + "outputs": [], "source": [ "from qiskit.transpiler import PassManager\n", "from qiskit.transpiler import CouplingMap\n", @@ -1161,9 +1194,9 @@ "outputs": [ { "data": { - "image/png": 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\n", 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", "text/plain": [ - "
" + "
" ] }, "execution_count": 27, @@ -1187,9 +1220,9 @@ "outputs": [ { "data": { - "image/png": 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\n", 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", 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" + "
" ] }, "execution_count": 28, @@ -1288,77 +1321,227 @@ "name": "stderr", "output_type": "stream", "text": [ - "INFO:qiskit.transpiler.runningpassmanager:Pass: SetLayout - 0.00477 (ms)\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: TrivialLayout - 0.04864 (ms)\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: Layout2qDistance - 0.45657 (ms)\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: FullAncillaAllocation - 0.08535 (ms)\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: EnlargeWithAncilla - 0.08416 (ms)\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: ApplyLayout - 0.64754 (ms)\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: Unroll3qOrMore - 0.05555 (ms)\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: CheckMap - 0.05698 (ms)\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: UnrollCustomDefinitions - 0.08774 (ms)\n", - "INFO:qiskit.transpiler.passes.basis.basis_translator:Begin BasisTranslator from source basis {('measure', 1), ('x', 1), ('h', 1), ('cx', 2)} to target basis {'cx', 'barrier', 'id', 'reset', 'u3', 'u1', 'measure', 'u2', 'snapshot'}.\n", - "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Begining basis search from frozenset({('measure', 1), ('x', 1), ('h', 1), ('cx', 2)}) to frozenset({'reset', 'cx', 'u3', 'barrier', 'u1', 'measure', 'id', 'u2', 'snapshot'}).\n", - "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Inspecting basis frozenset({('measure', 1), ('x', 1), ('h', 1), ('cx', 2)}).\n", - "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Inspecting basis frozenset({('measure', 1), ('h', 1), ('cx', 2), ('u3', 1)}).\n", + "DEBUG:stevedore.extension:found extension EntryPoint(name='basic', value='qiskit.transpiler.preset_passmanagers.builtin_plugins:BasicSwapPassManager', group='qiskit.transpiler.routing')\n", + "DEBUG:stevedore.extension:found extension EntryPoint(name='lookahead', value='qiskit.transpiler.preset_passmanagers.builtin_plugins:LookaheadSwapPassManager', group='qiskit.transpiler.routing')\n", + "DEBUG:stevedore.extension:found extension EntryPoint(name='none', value='qiskit.transpiler.preset_passmanagers.builtin_plugins:NoneRoutingPassManager', group='qiskit.transpiler.routing')\n", + "DEBUG:stevedore.extension:found extension EntryPoint(name='sabre', value='qiskit.transpiler.preset_passmanagers.builtin_plugins:SabreSwapPassManager', group='qiskit.transpiler.routing')\n", + "DEBUG:stevedore.extension:found extension EntryPoint(name='stochastic', value='qiskit.transpiler.preset_passmanagers.builtin_plugins:StochasticSwapPassManager', group='qiskit.transpiler.routing')\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: ContainsInstruction - 0.01121 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: UnitarySynthesis - 0.07796 (ms)\n", + "DEBUG:stevedore.extension:found extension EntryPoint(name='clifford.default', value='qiskit.transpiler.passes.synthesis.high_level_synthesis:DefaultSynthesisClifford', group='qiskit.synthesis')\n", + "DEBUG:stevedore.extension:found extension EntryPoint(name='linear_function.default', value='qiskit.transpiler.passes.synthesis.high_level_synthesis:DefaultSynthesisLinearFunction', group='qiskit.synthesis')\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: HighLevelSynthesis - 1.30749 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: Unroll3qOrMore - 0.02146 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: SetLayout - 0.00739 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: TrivialLayout - 0.06509 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: CheckMap - 0.09203 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: FullAncillaAllocation - 0.18358 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: EnlargeWithAncilla - 0.11158 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: ApplyLayout - 0.24843 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: ContainsInstruction - 0.01645 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: CheckMap - 0.08273 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: UnitarySynthesis - 0.14734 (ms)\n", + "DEBUG:stevedore.extension:found extension EntryPoint(name='clifford.default', value='qiskit.transpiler.passes.synthesis.high_level_synthesis:DefaultSynthesisClifford', group='qiskit.synthesis')\n", + "DEBUG:stevedore.extension:found extension EntryPoint(name='linear_function.default', value='qiskit.transpiler.passes.synthesis.high_level_synthesis:DefaultSynthesisLinearFunction', group='qiskit.synthesis')\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: HighLevelSynthesis - 2.12932 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: UnrollCustomDefinitions - 0.18430 (ms)\n", + "INFO:qiskit.transpiler.passes.basis.basis_translator:Begin BasisTranslator from source basis {('cx', 2), ('x', 1), ('measure', 1), ('h', 1)} to target basis {'snapshot', 'u1', 'u3', 'u2', 'measure', 'reset', 'id', 'barrier', 'cx', 'delay'}.\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Begining basis search from {('cx', 2), ('x', 1), ('measure', 1), ('h', 1)} to {'snapshot', 'u1', 'u3', 'u2', 'measure', 'reset', 'id', 'barrier', 'cx', 'delay'}.\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Gate r generated using rule \n", + " ┌───────────────────────────────────┐\n", + "q: ┤ U3(theta,phi - π/2,π/2 - 1.0*phi) ├\n", + " └───────────────────────────────────┘\n", + " with total cost of 1.0.\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Gate u generated using rule \n", + " ┌───────────────────┐\n", + "q: ┤ U3(theta,phi,lam) ├\n", + " └───────────────────┘\n", + " with total cost of 1.0.\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Gate tdg generated using rule \n", + " ┌──────────┐\n", + "q: ┤ U1(-π/4) ├\n", + " └──────────┘\n", + " with total cost of 1.0.\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Gate s generated using rule \n", + " ┌─────────┐\n", + "q: ┤ U1(π/2) ├\n", + " └─────────┘\n", + " with total cost of 1.0.\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Gate rz generated using rule \n", + "global phase: -0.5*theta\n", + " ┌───────────┐\n", + "q: ┤ U1(theta) ├\n", + " └───────────┘\n", + " with total cost of 1.0.\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Gate z generated using rule \n", + " ┌───────┐\n", + "q: ┤ U1(π) ├\n", + " └───────┘\n", + " with total cost of 1.0.\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Gate ry generated using rule \n", + " ┌──────────────┐\n", + "q: ┤ R(theta,π/2) ├\n", + " └──────────────┘\n", + " with total cost of 1.0.\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Gate x generated using rule \n", + " ┌───────────┐\n", + "q: ┤ U3(π,0,π) ├\n", + " └───────────┘\n", + " with total cost of 1.0.\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Gate t generated using rule \n", + " ┌─────────┐\n", + "q: ┤ U1(π/4) ├\n", + " └─────────┘\n", + " with total cost of 1.0.\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Gate p generated using rule \n", + " ┌───────────┐\n", + "q: ┤ U1(theta) ├\n", + " └───────────┘\n", + " with total cost of 1.0.\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Gate h generated using rule \n", + " ┌─────────┐\n", + "q: ┤ U2(0,π) ├\n", + " └─────────┘\n", + " with total cost of 1.0.\n", "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Transformation path:\n", - "DEBUG:qiskit.transpiler.passes.basis.basis_translator:x/1 => []\n", - " ┌─────────────┐\n", - "q_0: ┤ U3(pi,0,pi) ├\n", - " └─────────────┘\n", "DEBUG:qiskit.transpiler.passes.basis.basis_translator:h/1 => []\n", - " ┌──────────┐\n", - "q_0: ┤ U2(0,pi) ├\n", - " └──────────┘\n", - "INFO:qiskit.transpiler.passes.basis.basis_translator:Basis translation path search completed in 0.010s.\n", - "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Composing transform step: x/1 [] =>\n", - " ┌─────────────┐\n", - "q_0: ┤ U3(pi,0,pi) ├\n", - " └─────────────┘\n", - "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Updating transform for mapped instr ('x', 1) x, [] from \n", - " ┌───┐\n", - "q293_0: ┤ x ├\n", - " └───┘\n", - "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Updated transform for mapped instr ('x', 1) x, [] to\n", - " ┌─────────────┐\n", - "q293_0: ┤ U3(pi,0,pi) ├\n", - " └─────────────┘\n", + " ┌─────────┐\n", + "q: ┤ U2(0,π) ├\n", + " └─────────┘\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:p/1 => [Parameter(theta)]\n", + " ┌───────────┐\n", + "q: ┤ U1(theta) ├\n", + " └───────────┘\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:t/1 => []\n", + " ┌─────────┐\n", + "q: ┤ U1(π/4) ├\n", + " └─────────┘\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:x/1 => []\n", + " ┌───────────┐\n", + "q: ┤ U3(π,0,π) ├\n", + " └───────────┘\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:ry/1 => [Parameter(theta)]\n", + " ┌──────────────┐\n", + "q: ┤ R(theta,π/2) ├\n", + " └──────────────┘\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:z/1 => []\n", + " ┌───────┐\n", + "q: ┤ U1(π) ├\n", + " └───────┘\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:rz/1 => [Parameter(theta)]\n", + "global phase: -0.5*theta\n", + " ┌───────────┐\n", + "q: ┤ U1(theta) ├\n", + " └───────────┘\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:s/1 => []\n", + " ┌─────────┐\n", + "q: ┤ U1(π/2) ├\n", + " └─────────┘\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:tdg/1 => []\n", + " ┌──────────┐\n", + "q: ┤ U1(-π/4) ├\n", + " └──────────┘\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:u/1 => [Parameter(theta), Parameter(phi), Parameter(lam)]\n", + " ┌───────────────────┐\n", + "q: ┤ U3(theta,phi,lam) ├\n", + " └───────────────────┘\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:r/1 => [Parameter(theta), Parameter(phi)]\n", + " ┌───────────────────────────────────┐\n", + "q: ┤ U3(theta,phi - π/2,π/2 - 1.0*phi) ├\n", + " └───────────────────────────────────┘\n", + "INFO:qiskit.transpiler.passes.basis.basis_translator:Basis translation path search completed in 0.079s.\n", "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Composing transform step: h/1 [] =>\n", - " ┌──────────┐\n", - "q_0: ┤ U2(0,pi) ├\n", - " └──────────┘\n", + " ┌─────────┐\n", + "q: ┤ U2(0,π) ├\n", + " └─────────┘\n", "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Updating transform for mapped instr ('h', 1) h, [] from \n", - " ┌───┐\n", - "q294_0: ┤ h ├\n", - " └───┘\n", + " ┌───┐\n", + "q270: ┤ h ├\n", + " └───┘\n", "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Updated transform for mapped instr ('h', 1) h, [] to\n", - " ┌──────────┐\n", - "q294_0: ┤ U2(0,pi) ├\n", - " └──────────┘\n", - "INFO:qiskit.transpiler.passes.basis.basis_translator:Basis translation paths composed in 0.020s.\n", + " ┌─────────┐\n", + "q270: ┤ U2(0,π) ├\n", + " └─────────┘\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Composing transform step: p/1 [Parameter(theta)] =>\n", + " ┌───────────┐\n", + "q: ┤ U1(theta) ├\n", + " └───────────┘\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Composing transform step: t/1 [] =>\n", + " ┌─────────┐\n", + "q: ┤ U1(π/4) ├\n", + " └─────────┘\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Composing transform step: x/1 [] =>\n", + " ┌───────────┐\n", + "q: ┤ U3(π,0,π) ├\n", + " └───────────┘\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Updating transform for mapped instr ('x', 1) x, [] from \n", + " ┌───┐\n", + "q268: ┤ x ├\n", + " └───┘\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Updated transform for mapped instr ('x', 1) x, [] to\n", + " ┌───────────┐\n", + "q268: ┤ U3(π,0,π) ├\n", + " └───────────┘\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Composing transform step: ry/1 [Parameter(theta)] =>\n", + " ┌──────────────┐\n", + "q: ┤ R(theta,π/2) ├\n", + " └──────────────┘\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Composing transform step: z/1 [] =>\n", + " ┌───────┐\n", + "q: ┤ U1(π) ├\n", + " └───────┘\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Composing transform step: rz/1 [Parameter(theta)] =>\n", + "global phase: -0.5*theta\n", + " ┌───────────┐\n", + "q: ┤ U1(theta) ├\n", + " └───────────┘\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Composing transform step: s/1 [] =>\n", + " ┌─────────┐\n", + "q: ┤ U1(π/2) ├\n", + " └─────────┘\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Composing transform step: tdg/1 [] =>\n", + " ┌──────────┐\n", + "q: ┤ U1(-π/4) ├\n", + " └──────────┘\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Composing transform step: u/1 [Parameter(theta), Parameter(phi), Parameter(lam)] =>\n", + " ┌───────────────────┐\n", + "q: ┤ U3(theta,phi,lam) ├\n", + " └───────────────────┘\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Composing transform step: r/1 [Parameter(theta), Parameter(phi)] =>\n", + " ┌───────────────────────────────────┐\n", + "q: ┤ U3(theta,phi - π/2,π/2 - 1.0*phi) ├\n", + " └───────────────────────────────────┘\n", + "INFO:qiskit.transpiler.passes.basis.basis_translator:Basis translation paths composed in 0.045s.\n", "INFO:qiskit.transpiler.passes.basis.basis_translator:Basis translation instructions replaced in 0.000s.\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: BasisTranslator - 36.93509 (ms)\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: CheckCXDirection - 0.09489 (ms)\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: CXDirection - 0.78416 (ms)\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: RemoveResetInZeroState - 0.03719 (ms)\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: Depth - 0.05436 (ms)\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: FixedPoint - 0.03481 (ms)\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: Optimize1qGates - 1.50800 (ms)\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: CXCancellation - 0.08798 (ms)\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: Depth - 0.03672 (ms)\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: FixedPoint - 0.01812 (ms)\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: Optimize1qGates - 0.23603 (ms)\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: CXCancellation - 0.06080 (ms)\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: Depth - 0.02980 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: BasisTranslator - 127.81143 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: CheckGateDirection - 0.14639 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: GateDirection - 0.28825 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: RemoveResetInZeroState - 0.03529 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: Depth - 0.06032 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: FixedPoint - 0.05436 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: Size - 0.51093 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: FixedPoint - 0.02146 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: Optimize1qGatesDecomposition - 3.89552 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: CXCancellation - 0.05627 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: GatesInBasis - 0.06032 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: Depth - 0.07224 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: FixedPoint - 0.01645 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: Size - 0.05436 (ms)\n", "INFO:qiskit.transpiler.runningpassmanager:Pass: FixedPoint - 0.01717 (ms)\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: Optimize1qGates - 0.23818 (ms)\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: CXCancellation - 0.07939 (ms)\n", - "INFO:qiskit.compiler.transpile:Total Transpile Time - 75.43111 (ms)\n" + "INFO:qiskit.transpiler.runningpassmanager:Pass: Optimize1qGatesDecomposition - 2.38466 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: CXCancellation - 0.10848 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: GatesInBasis - 0.08154 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: Depth - 0.10681 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: FixedPoint - 0.01884 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: Size - 0.08702 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: FixedPoint - 0.02027 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: ContainsInstruction - 0.07558 (ms)\n", + "INFO:qiskit.compiler.transpiler:Total Transpile Time - 205.91760 (ms)\n" ] } ], "source": [ - "from qiskit.test.mock import FakeTenerife\n", + "from qiskit.providers.fake_provider import FakeTenerife\n", "\n", "\n", "log_circ = QuantumCircuit(2, 2)\n", @@ -1404,36 +1587,58 @@ "name": "stderr", "output_type": "stream", "text": [ - "INFO:qiskit.transpiler.runningpassmanager:Pass: SetLayout - 0.00572 (ms)\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: TrivialLayout - 0.04363 (ms)\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: Layout2qDistance - 0.42200 (ms)\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: FullAncillaAllocation - 0.06890 (ms)\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: EnlargeWithAncilla - 0.08631 (ms)\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: ApplyLayout - 0.56601 (ms)\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: Unroll3qOrMore - 0.02265 (ms)\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: CheckMap - 0.04959 (ms)\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: UnrollCustomDefinitions - 0.04530 (ms)\n", - "INFO:qiskit.transpiler.passes.basis.basis_translator:Begin BasisTranslator from source basis {('measure', 1), ('x', 1), ('h', 1), ('cx', 2)} to target basis {'cx', 'barrier', 'id', 'reset', 'u3', 'u1', 'measure', 'u2', 'snapshot'}.\n", + "DEBUG:stevedore.extension:found extension EntryPoint(name='basic', value='qiskit.transpiler.preset_passmanagers.builtin_plugins:BasicSwapPassManager', group='qiskit.transpiler.routing')\n", + "DEBUG:stevedore.extension:found extension EntryPoint(name='lookahead', value='qiskit.transpiler.preset_passmanagers.builtin_plugins:LookaheadSwapPassManager', group='qiskit.transpiler.routing')\n", + "DEBUG:stevedore.extension:found extension EntryPoint(name='none', value='qiskit.transpiler.preset_passmanagers.builtin_plugins:NoneRoutingPassManager', group='qiskit.transpiler.routing')\n", + "DEBUG:stevedore.extension:found extension EntryPoint(name='sabre', value='qiskit.transpiler.preset_passmanagers.builtin_plugins:SabreSwapPassManager', group='qiskit.transpiler.routing')\n", + "DEBUG:stevedore.extension:found extension EntryPoint(name='stochastic', value='qiskit.transpiler.preset_passmanagers.builtin_plugins:StochasticSwapPassManager', group='qiskit.transpiler.routing')\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: ContainsInstruction - 0.00882 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: UnitarySynthesis - 0.04649 (ms)\n", + "DEBUG:stevedore.extension:found extension EntryPoint(name='clifford.default', value='qiskit.transpiler.passes.synthesis.high_level_synthesis:DefaultSynthesisClifford', group='qiskit.synthesis')\n", + "DEBUG:stevedore.extension:found extension EntryPoint(name='linear_function.default', value='qiskit.transpiler.passes.synthesis.high_level_synthesis:DefaultSynthesisLinearFunction', group='qiskit.synthesis')\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: HighLevelSynthesis - 3.08633 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: Unroll3qOrMore - 0.03195 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: SetLayout - 0.00644 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: TrivialLayout - 0.05007 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: CheckMap - 0.09489 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: FullAncillaAllocation - 0.09966 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: EnlargeWithAncilla - 0.06652 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: ApplyLayout - 0.28276 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: ContainsInstruction - 0.01192 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: CheckMap - 0.06318 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: UnitarySynthesis - 0.12589 (ms)\n", + "DEBUG:stevedore.extension:found extension EntryPoint(name='clifford.default', value='qiskit.transpiler.passes.synthesis.high_level_synthesis:DefaultSynthesisClifford', group='qiskit.synthesis')\n", + "DEBUG:stevedore.extension:found extension EntryPoint(name='linear_function.default', value='qiskit.transpiler.passes.synthesis.high_level_synthesis:DefaultSynthesisLinearFunction', group='qiskit.synthesis')\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: HighLevelSynthesis - 1.47748 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: UnrollCustomDefinitions - 0.05245 (ms)\n", + "INFO:qiskit.transpiler.passes.basis.basis_translator:Begin BasisTranslator from source basis {('cx', 2), ('x', 1), ('measure', 1), ('h', 1)} to target basis {'snapshot', 'u1', 'u3', 'u2', 'measure', 'reset', 'id', 'barrier', 'cx', 'delay'}.\n", "INFO:qiskit.transpiler.passes.basis.basis_translator:Basis translation path search completed in 0.001s.\n", - "INFO:qiskit.transpiler.passes.basis.basis_translator:Basis translation paths composed in 0.001s.\n", + "INFO:qiskit.transpiler.passes.basis.basis_translator:Basis translation paths composed in 0.002s.\n", "INFO:qiskit.transpiler.passes.basis.basis_translator:Basis translation instructions replaced in 0.000s.\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: BasisTranslator - 4.98986 (ms)\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: CheckCXDirection - 0.07892 (ms)\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: CXDirection - 0.71764 (ms)\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: RemoveResetInZeroState - 0.02217 (ms)\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: Depth - 0.04625 (ms)\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: FixedPoint - 0.01764 (ms)\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: Optimize1qGates - 2.09403 (ms)\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: CXCancellation - 0.07653 (ms)\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: Depth - 0.02766 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: BasisTranslator - 7.40910 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: CheckGateDirection - 0.07319 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: GateDirection - 0.15426 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: RemoveResetInZeroState - 0.02313 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: Depth - 0.08106 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: FixedPoint - 0.01669 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: Size - 0.04125 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: FixedPoint - 0.02027 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: Optimize1qGatesDecomposition - 4.40145 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: CXCancellation - 0.13161 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: GatesInBasis - 0.08607 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: Depth - 0.05746 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: FixedPoint - 0.01931 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: Size - 0.13041 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: FixedPoint - 0.02146 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: Optimize1qGatesDecomposition - 1.33228 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: CXCancellation - 0.07725 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: GatesInBasis - 0.10133 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: Depth - 0.10204 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: FixedPoint - 0.02313 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: Size - 0.06318 (ms)\n", "INFO:qiskit.transpiler.runningpassmanager:Pass: FixedPoint - 0.01836 (ms)\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: Optimize1qGates - 0.25296 (ms)\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: CXCancellation - 0.06986 (ms)\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: Depth - 0.02646 (ms)\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: FixedPoint - 0.01407 (ms)\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: Optimize1qGates - 0.23460 (ms)\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: CXCancellation - 0.05984 (ms)\n", - "INFO:qiskit.compiler.transpile:Total Transpile Time - 38.27548 (ms)\n" + "INFO:qiskit.transpiler.runningpassmanager:Pass: ContainsInstruction - 0.04482 (ms)\n", + "INFO:qiskit.compiler.transpiler:Total Transpile Time - 79.09131 (ms)\n" ] } ], @@ -1468,143 +1673,437 @@ "name": "stderr", "output_type": "stream", "text": [ - "INFO:qiskit.transpiler.runningpassmanager:Pass: SetLayout - 0.01788 (ms)\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: TrivialLayout - 0.14687 (ms)\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: SetLayout - 0.01669 (ms)\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: Layout2qDistance - 0.79012 (ms)\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: TrivialLayout - 0.17047 (ms)\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: Layout2qDistance - 0.97585 (ms)\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: FullAncillaAllocation - 0.22602 (ms)\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: EnlargeWithAncilla - 0.09418 (ms)\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: FullAncillaAllocation - 0.25630 (ms)\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: EnlargeWithAncilla - 0.10729 (ms)\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: ApplyLayout - 0.69308 (ms)\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: ApplyLayout - 0.62561 (ms)\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: Unroll3qOrMore - 0.02956 (ms)\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: Unroll3qOrMore - 0.02003 (ms)\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: CheckMap - 0.05436 (ms)\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: CheckMap - 0.04601 (ms)\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: UnrollCustomDefinitions - 0.19526 (ms)\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: UnrollCustomDefinitions - 0.13828 (ms)\n", - "INFO:qiskit.transpiler.passes.basis.basis_translator:Begin BasisTranslator from source basis {('measure', 1), ('x', 1), ('h', 1), ('cx', 2)} to target basis {'cx', 'barrier', 'id', 'reset', 'u3', 'u1', 'measure', 'u2', 'snapshot'}.\n", - "INFO:qiskit.transpiler.passes.basis.basis_translator:Begin BasisTranslator from source basis {('measure', 1), ('x', 1), ('h', 1), ('cx', 2)} to target basis {'cx', 'barrier', 'id', 'reset', 'u3', 'u1', 'measure', 'u2', 'snapshot'}.\n", - "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Begining basis search from frozenset({('measure', 1), ('x', 1), ('h', 1), ('cx', 2)}) to frozenset({'reset', 'cx', 'u3', 'barrier', 'u1', 'measure', 'id', 'u2', 'snapshot'}).\n", - "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Inspecting basis frozenset({('measure', 1), ('x', 1), ('h', 1), ('cx', 2)}).\n", - "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Begining basis search from frozenset({('measure', 1), ('x', 1), ('h', 1), ('cx', 2)}) to frozenset({'reset', 'cx', 'u3', 'barrier', 'u1', 'measure', 'id', 'u2', 'snapshot'}).\n", - "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Inspecting basis frozenset({('measure', 1), ('h', 1), ('cx', 2), ('u3', 1)}).\n", - "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Inspecting basis frozenset({('measure', 1), ('x', 1), ('h', 1), ('cx', 2)}).\n", + "DEBUG:stevedore.extension:found extension EntryPoint(name='basic', value='qiskit.transpiler.preset_passmanagers.builtin_plugins:BasicSwapPassManager', group='qiskit.transpiler.routing')\n", + "DEBUG:stevedore.extension:found extension EntryPoint(name='basic', value='qiskit.transpiler.preset_passmanagers.builtin_plugins:BasicSwapPassManager', group='qiskit.transpiler.routing')\n", + "DEBUG:stevedore.extension:found extension EntryPoint(name='lookahead', value='qiskit.transpiler.preset_passmanagers.builtin_plugins:LookaheadSwapPassManager', group='qiskit.transpiler.routing')\n", + "DEBUG:stevedore.extension:found extension EntryPoint(name='lookahead', value='qiskit.transpiler.preset_passmanagers.builtin_plugins:LookaheadSwapPassManager', group='qiskit.transpiler.routing')\n", + "DEBUG:stevedore.extension:found extension EntryPoint(name='none', value='qiskit.transpiler.preset_passmanagers.builtin_plugins:NoneRoutingPassManager', group='qiskit.transpiler.routing')\n", + "DEBUG:stevedore.extension:found extension EntryPoint(name='none', value='qiskit.transpiler.preset_passmanagers.builtin_plugins:NoneRoutingPassManager', group='qiskit.transpiler.routing')\n", + "DEBUG:stevedore.extension:found extension EntryPoint(name='sabre', value='qiskit.transpiler.preset_passmanagers.builtin_plugins:SabreSwapPassManager', group='qiskit.transpiler.routing')\n", + "DEBUG:stevedore.extension:found extension EntryPoint(name='sabre', value='qiskit.transpiler.preset_passmanagers.builtin_plugins:SabreSwapPassManager', group='qiskit.transpiler.routing')\n", + "DEBUG:stevedore.extension:found extension EntryPoint(name='stochastic', value='qiskit.transpiler.preset_passmanagers.builtin_plugins:StochasticSwapPassManager', group='qiskit.transpiler.routing')\n", + "DEBUG:stevedore.extension:found extension EntryPoint(name='stochastic', value='qiskit.transpiler.preset_passmanagers.builtin_plugins:StochasticSwapPassManager', group='qiskit.transpiler.routing')\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: ContainsInstruction - 0.11110 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: UnitarySynthesis - 0.27680 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: ContainsInstruction - 0.14544 (ms)\n", + "DEBUG:stevedore.extension:found extension EntryPoint(name='clifford.default', value='qiskit.transpiler.passes.synthesis.high_level_synthesis:DefaultSynthesisClifford', group='qiskit.synthesis')\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: UnitarySynthesis - 0.21100 (ms)\n", + "DEBUG:stevedore.extension:found extension EntryPoint(name='clifford.default', value='qiskit.transpiler.passes.synthesis.high_level_synthesis:DefaultSynthesisClifford', group='qiskit.synthesis')\n", + "DEBUG:stevedore.extension:found extension EntryPoint(name='linear_function.default', value='qiskit.transpiler.passes.synthesis.high_level_synthesis:DefaultSynthesisLinearFunction', group='qiskit.synthesis')\n", + "DEBUG:stevedore.extension:found extension EntryPoint(name='linear_function.default', value='qiskit.transpiler.passes.synthesis.high_level_synthesis:DefaultSynthesisLinearFunction', group='qiskit.synthesis')\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: HighLevelSynthesis - 3.80325 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: HighLevelSynthesis - 3.51930 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: Unroll3qOrMore - 0.07844 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: Unroll3qOrMore - 0.07057 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: SetLayout - 0.02217 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: SetLayout - 0.00978 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: TrivialLayout - 0.27537 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: TrivialLayout - 0.20695 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: CheckMap - 0.25034 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: CheckMap - 0.25201 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: FullAncillaAllocation - 0.17428 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: EnlargeWithAncilla - 0.14925 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: FullAncillaAllocation - 0.25582 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: EnlargeWithAncilla - 0.23961 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: ApplyLayout - 0.50950 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: ContainsInstruction - 0.08559 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: ApplyLayout - 1.11890 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: CheckMap - 0.11158 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: ContainsInstruction - 0.01860 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: CheckMap - 0.09012 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: UnitarySynthesis - 0.16379 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: UnitarySynthesis - 0.11730 (ms)\n", + "DEBUG:stevedore.extension:found extension EntryPoint(name='clifford.default', value='qiskit.transpiler.passes.synthesis.high_level_synthesis:DefaultSynthesisClifford', group='qiskit.synthesis')\n", + "DEBUG:stevedore.extension:found extension EntryPoint(name='clifford.default', value='qiskit.transpiler.passes.synthesis.high_level_synthesis:DefaultSynthesisClifford', group='qiskit.synthesis')\n", + "DEBUG:stevedore.extension:found extension EntryPoint(name='linear_function.default', value='qiskit.transpiler.passes.synthesis.high_level_synthesis:DefaultSynthesisLinearFunction', group='qiskit.synthesis')\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: HighLevelSynthesis - 3.08251 (ms)\n", + "DEBUG:stevedore.extension:found extension EntryPoint(name='linear_function.default', value='qiskit.transpiler.passes.synthesis.high_level_synthesis:DefaultSynthesisLinearFunction', group='qiskit.synthesis')\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: UnrollCustomDefinitions - 0.16665 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: HighLevelSynthesis - 2.89869 (ms)\n", + "INFO:qiskit.transpiler.passes.basis.basis_translator:Begin BasisTranslator from source basis {('cx', 2), ('x', 1), ('measure', 1), ('h', 1)} to target basis {'snapshot', 'u1', 'u3', 'u2', 'measure', 'reset', 'id', 'barrier', 'cx', 'delay'}.\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: UnrollCustomDefinitions - 0.64802 (ms)\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Begining basis search from {('cx', 2), ('x', 1), ('measure', 1), ('h', 1)} to {'snapshot', 'u1', 'u3', 'u2', 'measure', 'reset', 'id', 'barrier', 'cx', 'delay'}.\n", + "INFO:qiskit.transpiler.passes.basis.basis_translator:Begin BasisTranslator from source basis {('cx', 2), ('x', 1), ('measure', 1), ('h', 1)} to target basis {'snapshot', 'u1', 'u3', 'u2', 'measure', 'reset', 'id', 'barrier', 'cx', 'delay'}.\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Begining basis search from {('cx', 2), ('x', 1), ('measure', 1), ('h', 1)} to {'snapshot', 'u1', 'u3', 'u2', 'measure', 'reset', 'id', 'barrier', 'cx', 'delay'}.\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Gate r generated using rule \n", + " ┌───────────────────────────────────┐\n", + "q: ┤ U3(theta,phi - π/2,π/2 - 1.0*phi) ├\n", + " └───────────────────────────────────┘\n", + " with total cost of 1.0.\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Gate r generated using rule \n", + " ┌───────────────────────────────────┐\n", + "q: ┤ U3(theta,phi - π/2,π/2 - 1.0*phi) ├\n", + " └───────────────────────────────────┘\n", + " with total cost of 1.0.\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Gate u generated using rule \n", + " ┌───────────────────┐\n", + "q: ┤ U3(theta,phi,lam) ├\n", + " └───────────────────┘\n", + " with total cost of 1.0.\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Gate u generated using rule \n", + " ┌───────────────────┐\n", + "q: ┤ U3(theta,phi,lam) ├\n", + " └───────────────────┘\n", + " with total cost of 1.0.\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Gate tdg generated using rule \n", + " ┌──────────┐\n", + "q: ┤ U1(-π/4) ├\n", + " └──────────┘\n", + " with total cost of 1.0.\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Gate s generated using rule \n", + " ┌─────────┐\n", + "q: ┤ U1(π/2) ├\n", + " └─────────┘\n", + " with total cost of 1.0.\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Gate tdg generated using rule \n", + " ┌──────────┐\n", + "q: ┤ U1(-π/4) ├\n", + " └──────────┘\n", + " with total cost of 1.0.\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Gate s generated using rule \n", + " ┌─────────┐\n", + "q: ┤ U1(π/2) ├\n", + " └─────────┘\n", + " with total cost of 1.0.\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Gate rz generated using rule \n", + "global phase: -0.5*theta\n", + " ┌───────────┐\n", + "q: ┤ U1(theta) ├\n", + " └───────────┘\n", + " with total cost of 1.0.\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Gate z generated using rule \n", + " ┌───────┐\n", + "q: ┤ U1(π) ├\n", + " └───────┘\n", + " with total cost of 1.0.\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Gate rz generated using rule \n", + "global phase: -0.5*theta\n", + " ┌───────────┐\n", + "q: ┤ U1(theta) ├\n", + " └───────────┘\n", + " with total cost of 1.0.\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Gate ry generated using rule \n", + " ┌──────────────┐\n", + "q: ┤ R(theta,π/2) ├\n", + " └──────────────┘\n", + " with total cost of 1.0.\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Gate z generated using rule \n", + " ┌───────┐\n", + "q: ┤ U1(π) ├\n", + " └───────┘\n", + " with total cost of 1.0.\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Gate x generated using rule \n", + " ┌───────────┐\n", + "q: ┤ U3(π,0,π) ├\n", + " └───────────┘\n", + " with total cost of 1.0.\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Gate ry generated using rule \n", + " ┌──────────────┐\n", + "q: ┤ R(theta,π/2) ├\n", + " └──────────────┘\n", + " with total cost of 1.0.\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Gate x generated using rule \n", + " ┌───────────┐\n", + "q: ┤ U3(π,0,π) ├\n", + " └───────────┘\n", + " with total cost of 1.0.\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Gate t generated using rule \n", + " ┌─────────┐\n", + "q: ┤ U1(π/4) ├\n", + " └─────────┘\n", + " with total cost of 1.0.\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Gate p generated using rule \n", + " ┌───────────┐\n", + "q: ┤ U1(theta) ├\n", + " └───────────┘\n", + " with total cost of 1.0.\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Gate t generated using rule \n", + " ┌─────────┐\n", + "q: ┤ U1(π/4) ├\n", + " └─────────┘\n", + " with total cost of 1.0.\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Gate h generated using rule \n", + " ┌─────────┐\n", + "q: ┤ U2(0,π) ├\n", + " └─────────┘\n", + " with total cost of 1.0.\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Gate p generated using rule \n", + " ┌───────────┐\n", + "q: ┤ U1(theta) ├\n", + " └───────────┘\n", + " with total cost of 1.0.\n", "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Transformation path:\n", - "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Inspecting basis frozenset({('measure', 1), ('h', 1), ('cx', 2), ('u3', 1)}).\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Gate h generated using rule \n", + " ┌─────────┐\n", + "q: ┤ U2(0,π) ├\n", + " └─────────┘\n", + " with total cost of 1.0.\n", "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Transformation path:\n", - "DEBUG:qiskit.transpiler.passes.basis.basis_translator:x/1 => []\n", - " ┌─────────────┐\n", - "q_0: ┤ U3(pi,0,pi) ├\n", - " └─────────────┘\n", - "DEBUG:qiskit.transpiler.passes.basis.basis_translator:x/1 => []\n", - " ┌─────────────┐\n", - "q_0: ┤ U3(pi,0,pi) ├\n", - " └─────────────┘\n", "DEBUG:qiskit.transpiler.passes.basis.basis_translator:h/1 => []\n", - " ┌──────────┐\n", - "q_0: ┤ U2(0,pi) ├\n", - " └──────────┘\n", + " ┌─────────┐\n", + "q: ┤ U2(0,π) ├\n", + " └─────────┘\n", "DEBUG:qiskit.transpiler.passes.basis.basis_translator:h/1 => []\n", - " ┌──────────┐\n", - "q_0: ┤ U2(0,pi) ├\n", - " └──────────┘\n", - "INFO:qiskit.transpiler.passes.basis.basis_translator:Basis translation path search completed in 0.015s.\n", - "INFO:qiskit.transpiler.passes.basis.basis_translator:Basis translation path search completed in 0.019s.\n", + " ┌─────────┐\n", + "q: ┤ U2(0,π) ├\n", + " └─────────┘\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:p/1 => [Parameter(theta)]\n", + " ┌───────────┐\n", + "q: ┤ U1(theta) ├\n", + " └───────────┘\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:t/1 => []\n", + " ┌─────────┐\n", + "q: ┤ U1(π/4) ├\n", + " └─────────┘\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:p/1 => [Parameter(theta)]\n", + " ┌───────────┐\n", + "q: ┤ U1(theta) ├\n", + " └───────────┘\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:t/1 => []\n", + " ┌─────────┐\n", + "q: ┤ U1(π/4) ├\n", + " └─────────┘\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:x/1 => []\n", + " ┌───────────┐\n", + "q: ┤ U3(π,0,π) ├\n", + " └───────────┘\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:ry/1 => [Parameter(theta)]\n", + " ┌──────────────┐\n", + "q: ┤ R(theta,π/2) ├\n", + " └──────────────┘\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:x/1 => []\n", + " ┌───────────┐\n", + "q: ┤ U3(π,0,π) ├\n", + " └───────────┘\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:z/1 => []\n", + " ┌───────┐\n", + "q: ┤ U1(π) ├\n", + " └───────┘\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:ry/1 => [Parameter(theta)]\n", + " ┌──────────────┐\n", + "q: ┤ R(theta,π/2) ├\n", + " └──────────────┘\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:z/1 => []\n", + " ┌───────┐\n", + "q: ┤ U1(π) ├\n", + " └───────┘\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:rz/1 => [Parameter(theta)]\n", + "global phase: -0.5*theta\n", + " ┌───────────┐\n", + "q: ┤ U1(theta) ├\n", + " └───────────┘\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:s/1 => []\n", + " ┌─────────┐\n", + "q: ┤ U1(π/2) ├\n", + " └─────────┘\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:rz/1 => [Parameter(theta)]\n", + "global phase: -0.5*theta\n", + " ┌───────────┐\n", + "q: ┤ U1(theta) ├\n", + " └───────────┘\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:tdg/1 => []\n", + " ┌──────────┐\n", + "q: ┤ U1(-π/4) ├\n", + " └──────────┘\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:s/1 => []\n", + " ┌─────────┐\n", + "q: ┤ U1(π/2) ├\n", + " └─────────┘\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:u/1 => [Parameter(theta), Parameter(phi), Parameter(lam)]\n", + " ┌───────────────────┐\n", + "q: ┤ U3(theta,phi,lam) ├\n", + " └───────────────────┘\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:tdg/1 => []\n", + " ┌──────────┐\n", + "q: ┤ U1(-π/4) ├\n", + " └──────────┘\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:u/1 => [Parameter(theta), Parameter(phi), Parameter(lam)]\n", + " ┌───────────────────┐\n", + "q: ┤ U3(theta,phi,lam) ├\n", + " └───────────────────┘\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:r/1 => [Parameter(theta), Parameter(phi)]\n", + " ┌───────────────────────────────────┐\n", + "q: ┤ U3(theta,phi - π/2,π/2 - 1.0*phi) ├\n", + " └───────────────────────────────────┘\n", + "INFO:qiskit.transpiler.passes.basis.basis_translator:Basis translation path search completed in 0.096s.\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:r/1 => [Parameter(theta), Parameter(phi)]\n", + " ┌───────────────────────────────────┐\n", + "q: ┤ U3(theta,phi - π/2,π/2 - 1.0*phi) ├\n", + " └───────────────────────────────────┘\n", + "INFO:qiskit.transpiler.passes.basis.basis_translator:Basis translation path search completed in 0.092s.\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Composing transform step: h/1 [] =>\n", + " ┌─────────┐\n", + "q: ┤ U2(0,π) ├\n", + " └─────────┘\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Composing transform step: h/1 [] =>\n", + " ┌─────────┐\n", + "q: ┤ U2(0,π) ├\n", + " └─────────┘\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Updating transform for mapped instr ('h', 1) h, [] from \n", + " ┌───┐\n", + "q284: ┤ h ├\n", + " └───┘\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Updating transform for mapped instr ('h', 1) h, [] from \n", + " ┌───┐\n", + "q284: ┤ h ├\n", + " └───┘\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Updated transform for mapped instr ('h', 1) h, [] to\n", + " ┌─────────┐\n", + "q284: ┤ U2(0,π) ├\n", + " └─────────┘\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Composing transform step: p/1 [Parameter(theta)] =>\n", + " ┌───────────┐\n", + "q: ┤ U1(theta) ├\n", + " └───────────┘\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Updated transform for mapped instr ('h', 1) h, [] to\n", + " ┌─────────┐\n", + "q284: ┤ U2(0,π) ├\n", + " └─────────┘\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Composing transform step: t/1 [] =>\n", + " ┌─────────┐\n", + "q: ┤ U1(π/4) ├\n", + " └─────────┘\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Composing transform step: p/1 [Parameter(theta)] =>\n", + " ┌───────────┐\n", + "q: ┤ U1(theta) ├\n", + " └───────────┘\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Composing transform step: t/1 [] =>\n", + " ┌─────────┐\n", + "q: ┤ U1(π/4) ├\n", + " └─────────┘\n", "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Composing transform step: x/1 [] =>\n", - " ┌─────────────┐\n", - "q_0: ┤ U3(pi,0,pi) ├\n", - " └─────────────┘\n", + " ┌───────────┐\n", + "q: ┤ U3(π,0,π) ├\n", + " └───────────┘\n", "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Composing transform step: x/1 [] =>\n", - " ┌─────────────┐\n", - "q_0: ┤ U3(pi,0,pi) ├\n", - " └─────────────┘\n", + " ┌───────────┐\n", + "q: ┤ U3(π,0,π) ├\n", + " └───────────┘\n", "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Updating transform for mapped instr ('x', 1) x, [] from \n", - " ┌───┐\n", - "q303_0: ┤ x ├\n", - " └───┘\n", - "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Updated transform for mapped instr ('x', 1) x, [] to\n", - " ┌─────────────┐\n", - "q303_0: ┤ U3(pi,0,pi) ├\n", - " └─────────────┘\n", - "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Composing transform step: h/1 [] =>\n", - " ┌──────────┐\n", - "q_0: ┤ U2(0,pi) ├\n", - " └──────────┘\n", + " ┌───┐\n", + "q282: ┤ x ├\n", + " └───┘\n", "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Updating transform for mapped instr ('x', 1) x, [] from \n", - " ┌───┐\n", - "q303_0: ┤ x ├\n", - " └───┘\n", - "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Updating transform for mapped instr ('h', 1) h, [] from \n", - " ┌───┐\n", - "q304_0: ┤ h ├\n", - " └───┘\n", + " ┌───┐\n", + "q282: ┤ x ├\n", + " └───┘\n", "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Updated transform for mapped instr ('x', 1) x, [] to\n", - " ┌─────────────┐\n", - "q303_0: ┤ U3(pi,0,pi) ├\n", - " └─────────────┘\n", - "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Updated transform for mapped instr ('h', 1) h, [] to\n", - " ┌──────────┐\n", - "q304_0: ┤ U2(0,pi) ├\n", - " └──────────┘\n", - "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Composing transform step: h/1 [] =>\n", - " ┌──────────┐\n", - "q_0: ┤ U2(0,pi) ├\n", - " └──────────┘\n", - "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Updating transform for mapped instr ('h', 1) h, [] from \n", - " ┌───┐\n", - "q304_0: ┤ h ├\n", - " └───┘\n", - "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Updated transform for mapped instr ('h', 1) h, [] to\n", - " ┌──────────┐\n", - "q304_0: ┤ U2(0,pi) ├\n", - " └──────────┘\n", - "INFO:qiskit.transpiler.passes.basis.basis_translator:Basis translation paths composed in 0.025s.\n", + " ┌───────────┐\n", + "q282: ┤ U3(π,0,π) ├\n", + " └───────────┘\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Updated transform for mapped instr ('x', 1) x, [] to\n", + " ┌───────────┐\n", + "q282: ┤ U3(π,0,π) ├\n", + " └───────────┘\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Composing transform step: ry/1 [Parameter(theta)] =>\n", + " ┌──────────────┐\n", + "q: ┤ R(theta,π/2) ├\n", + " └──────────────┘\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Composing transform step: ry/1 [Parameter(theta)] =>\n", + " ┌──────────────┐\n", + "q: ┤ R(theta,π/2) ├\n", + " └──────────────┘\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Composing transform step: z/1 [] =>\n", + " ┌───────┐\n", + "q: ┤ U1(π) ├\n", + " └───────┘\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Composing transform step: z/1 [] =>\n", + " ┌───────┐\n", + "q: ┤ U1(π) ├\n", + " └───────┘\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Composing transform step: rz/1 [Parameter(theta)] =>\n", + "global phase: -0.5*theta\n", + " ┌───────────┐\n", + "q: ┤ U1(theta) ├\n", + " └───────────┘\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Composing transform step: rz/1 [Parameter(theta)] =>\n", + "global phase: -0.5*theta\n", + " ┌───────────┐\n", + "q: ┤ U1(theta) ├\n", + " └───────────┘\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Composing transform step: s/1 [] =>\n", + " ┌─────────┐\n", + "q: ┤ U1(π/2) ├\n", + " └─────────┘\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Composing transform step: s/1 [] =>\n", + " ┌─────────┐\n", + "q: ┤ U1(π/2) ├\n", + " └─────────┘\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Composing transform step: tdg/1 [] =>\n", + " ┌──────────┐\n", + "q: ┤ U1(-π/4) ├\n", + " └──────────┘\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Composing transform step: tdg/1 [] =>\n", + " ┌──────────┐\n", + "q: ┤ U1(-π/4) ├\n", + " └──────────┘\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Composing transform step: u/1 [Parameter(theta), Parameter(phi), Parameter(lam)] =>\n", + " ┌───────────────────┐\n", + "q: ┤ U3(theta,phi,lam) ├\n", + " └───────────────────┘\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Composing transform step: u/1 [Parameter(theta), Parameter(phi), Parameter(lam)] =>\n", + " ┌───────────────────┐\n", + "q: ┤ U3(theta,phi,lam) ├\n", + " └───────────────────┘\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Composing transform step: r/1 [Parameter(theta), Parameter(phi)] =>\n", + " ┌───────────────────────────────────┐\n", + "q: ┤ U3(theta,phi - π/2,π/2 - 1.0*phi) ├\n", + " └───────────────────────────────────┘\n", + "DEBUG:qiskit.transpiler.passes.basis.basis_translator:Composing transform step: r/1 [Parameter(theta), Parameter(phi)] =>\n", + " ┌───────────────────────────────────┐\n", + "q: ┤ U3(theta,phi - π/2,π/2 - 1.0*phi) ├\n", + " └───────────────────────────────────┘\n", + "INFO:qiskit.transpiler.passes.basis.basis_translator:Basis translation paths composed in 0.054s.\n", + "INFO:qiskit.transpiler.passes.basis.basis_translator:Basis translation paths composed in 0.059s.\n", "INFO:qiskit.transpiler.passes.basis.basis_translator:Basis translation instructions replaced in 0.000s.\n", - "INFO:qiskit.transpiler.passes.basis.basis_translator:Basis translation paths composed in 0.026s.\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: BasisTranslator - 49.03197 (ms)\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: CheckCXDirection - 0.13423 (ms)\n", "INFO:qiskit.transpiler.passes.basis.basis_translator:Basis translation instructions replaced in 0.000s.\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: BasisTranslator - 54.11601 (ms)\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: CXDirection - 0.91052 (ms)\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: RemoveResetInZeroState - 0.04077 (ms)\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: CheckCXDirection - 0.15759 (ms)\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: CXDirection - 0.79799 (ms)\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: Depth - 0.11158 (ms)\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: FixedPoint - 0.04745 (ms)\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: RemoveResetInZeroState - 0.04077 (ms)\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: Optimize1qGates - 1.99819 (ms)\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: CXCancellation - 0.08464 (ms)\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: Depth - 0.04339 (ms)\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: Depth - 0.10943 (ms)\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: FixedPoint - 0.03314 (ms)\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: FixedPoint - 0.03242 (ms)\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: Optimize1qGates - 0.21958 (ms)\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: CXCancellation - 0.07629 (ms)\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: Depth - 0.02503 (ms)\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: Optimize1qGates - 2.43950 (ms)\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: FixedPoint - 0.01597 (ms)\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: CXCancellation - 0.12016 (ms)\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: Optimize1qGates - 0.17095 (ms)\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: CXCancellation - 0.05364 (ms)\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: Depth - 0.03505 (ms)\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: FixedPoint - 0.01788 (ms)\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: Optimize1qGates - 0.18024 (ms)\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: CXCancellation - 0.07749 (ms)\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: Depth - 0.03338 (ms)\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "INFO:qiskit.transpiler.runningpassmanager:Pass: FixedPoint - 0.01717 (ms)\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: Optimize1qGates - 0.15736 (ms)\n", - "INFO:qiskit.transpiler.runningpassmanager:Pass: CXCancellation - 0.07129 (ms)\n", - "INFO:qiskit.compiler.transpile:Total Transpile Time - 195.16397 (ms)\n" + "INFO:qiskit.transpiler.runningpassmanager:Pass: BasisTranslator - 157.53222 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: BasisTranslator - 164.86216 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: CheckGateDirection - 0.11420 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: CheckGateDirection - 0.15402 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: GateDirection - 0.24891 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: GateDirection - 0.38290 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: RemoveResetInZeroState - 0.12541 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: RemoveResetInZeroState - 0.08464 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: Depth - 0.13971 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: Depth - 0.09847 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: FixedPoint - 0.04601 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: FixedPoint - 0.03552 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: Size - 0.10777 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: Size - 0.07534 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: FixedPoint - 0.03409 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: FixedPoint - 0.02384 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: Optimize1qGatesDecomposition - 5.46145 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: CXCancellation - 0.15616 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: GatesInBasis - 0.17238 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: Depth - 0.06294 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: Optimize1qGatesDecomposition - 6.20103 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: FixedPoint - 0.02456 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: CXCancellation - 0.20838 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: Size - 0.05889 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: GatesInBasis - 0.08988 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: FixedPoint - 0.02050 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: Depth - 0.09155 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: Optimize1qGatesDecomposition - 1.33586 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: FixedPoint - 0.02384 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: CXCancellation - 0.11396 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: Size - 0.06008 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: FixedPoint - 0.01812 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: GatesInBasis - 0.07248 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: Depth - 0.12565 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: Optimize1qGatesDecomposition - 1.33085 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: FixedPoint - 0.01884 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: CXCancellation - 0.10204 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: Size - 0.06866 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: GatesInBasis - 0.05865 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: FixedPoint - 0.02265 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: Depth - 0.11039 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: ContainsInstruction - 0.06700 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: FixedPoint - 0.02861 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: Size - 0.07248 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: FixedPoint - 0.05746 (ms)\n", + "INFO:qiskit.transpiler.runningpassmanager:Pass: ContainsInstruction - 0.06485 (ms)\n", + "INFO:qiskit.compiler.transpiler:Total Transpile Time - 401.94011 (ms)\n" ] } ], @@ -1661,143 +2160,437 @@ "name": "stderr", "output_type": "stream", "text": [ - "qiskit.transpiler.runningpassmanager - ForkProcess-6 - INFO: Pass: SetLayout - 0.01597 (ms)\n", - "qiskit.transpiler.runningpassmanager - ForkProcess-6 - INFO: Pass: TrivialLayout - 0.17691 (ms)\n", - "qiskit.transpiler.runningpassmanager - ForkProcess-5 - INFO: Pass: SetLayout - 0.01693 (ms)\n", - "qiskit.transpiler.runningpassmanager - ForkProcess-6 - INFO: Pass: Layout2qDistance - 1.08218 (ms)\n", - "qiskit.transpiler.runningpassmanager - ForkProcess-5 - INFO: Pass: TrivialLayout - 0.11516 (ms)\n", - "qiskit.transpiler.runningpassmanager - ForkProcess-5 - INFO: Pass: Layout2qDistance - 0.69022 (ms)\n", - "qiskit.transpiler.runningpassmanager - ForkProcess-5 - INFO: Pass: FullAncillaAllocation - 0.16642 (ms)\n", - "qiskit.transpiler.runningpassmanager - ForkProcess-5 - INFO: Pass: EnlargeWithAncilla - 0.09775 (ms)\n", - "qiskit.transpiler.runningpassmanager - ForkProcess-6 - INFO: Pass: FullAncillaAllocation - 0.31352 (ms)\n", - "qiskit.transpiler.runningpassmanager - ForkProcess-6 - INFO: Pass: EnlargeWithAncilla - 0.15903 (ms)\n", - "qiskit.transpiler.runningpassmanager - ForkProcess-5 - INFO: Pass: ApplyLayout - 0.44227 (ms)\n", - "qiskit.transpiler.runningpassmanager - ForkProcess-5 - INFO: Pass: Unroll3qOrMore - 0.02933 (ms)\n", - "qiskit.transpiler.runningpassmanager - ForkProcess-5 - INFO: Pass: CheckMap - 0.05007 (ms)\n", - "qiskit.transpiler.runningpassmanager - ForkProcess-6 - INFO: Pass: ApplyLayout - 0.67401 (ms)\n", - "qiskit.transpiler.runningpassmanager - ForkProcess-5 - INFO: Pass: UnrollCustomDefinitions - 0.12970 (ms)\n", - "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-5 - INFO: Begin BasisTranslator from source basis {('measure', 1), ('x', 1), ('h', 1), ('cx', 2)} to target basis {'cx', 'barrier', 'id', 'reset', 'u3', 'u1', 'measure', 'u2', 'snapshot'}.\n", - "qiskit.transpiler.runningpassmanager - ForkProcess-6 - INFO: Pass: Unroll3qOrMore - 0.02599 (ms)\n", - "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-5 - DEBUG: Begining basis search from frozenset({('measure', 1), ('x', 1), ('h', 1), ('cx', 2)}) to frozenset({'reset', 'cx', 'u3', 'barrier', 'u1', 'measure', 'id', 'u2', 'snapshot'}).\n", - "qiskit.transpiler.runningpassmanager - ForkProcess-6 - INFO: Pass: CheckMap - 0.04196 (ms)\n", - "qiskit.transpiler.runningpassmanager - ForkProcess-6 - INFO: Pass: UnrollCustomDefinitions - 0.20337 (ms)\n", - "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-6 - INFO: Begin BasisTranslator from source basis {('measure', 1), ('x', 1), ('h', 1), ('cx', 2)} to target basis {'cx', 'barrier', 'id', 'reset', 'u3', 'u1', 'measure', 'u2', 'snapshot'}.\n", - "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-5 - DEBUG: Inspecting basis frozenset({('measure', 1), ('x', 1), ('h', 1), ('cx', 2)}).\n", - "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-6 - DEBUG: Begining basis search from frozenset({('measure', 1), ('x', 1), ('h', 1), ('cx', 2)}) to frozenset({'reset', 'cx', 'u3', 'barrier', 'u1', 'measure', 'id', 'u2', 'snapshot'}).\n", - "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-5 - DEBUG: Inspecting basis frozenset({('measure', 1), ('h', 1), ('cx', 2), ('u3', 1)}).\n", - "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-6 - DEBUG: Inspecting basis frozenset({('measure', 1), ('x', 1), ('h', 1), ('cx', 2)}).\n", - "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-6 - DEBUG: Inspecting basis frozenset({('measure', 1), ('h', 1), ('cx', 2), ('u3', 1)}).\n", - "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-5 - DEBUG: Transformation path:\n", - "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-6 - DEBUG: Transformation path:\n", - "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-5 - DEBUG: x/1 => []\n", - " ┌─────────────┐\n", - "q_0: ┤ U3(pi,0,pi) ├\n", - " └─────────────┘\n", - "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-6 - DEBUG: x/1 => []\n", - " ┌─────────────┐\n", - "q_0: ┤ U3(pi,0,pi) ├\n", - " └─────────────┘\n", - "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-5 - DEBUG: h/1 => []\n", - " ┌──────────┐\n", - "q_0: ┤ U2(0,pi) ├\n", - " └──────────┘\n", - "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-6 - DEBUG: h/1 => []\n", - " ┌──────────┐\n", - "q_0: ┤ U2(0,pi) ├\n", - " └──────────┘\n", - "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-5 - INFO: Basis translation path search completed in 0.018s.\n", - "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-6 - INFO: Basis translation path search completed in 0.014s.\n", - "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-6 - DEBUG: Composing transform step: x/1 [] =>\n", - " ┌─────────────┐\n", - "q_0: ┤ U3(pi,0,pi) ├\n", - " └─────────────┘\n", - "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-5 - DEBUG: Composing transform step: x/1 [] =>\n", - " ┌─────────────┐\n", - "q_0: ┤ U3(pi,0,pi) ├\n", - " └─────────────┘\n", - "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-5 - DEBUG: Updating transform for mapped instr ('x', 1) x, [] from \n", - " ┌───┐\n", - "q303_0: ┤ x ├\n", - " └───┘\n", - "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-6 - DEBUG: Updating transform for mapped instr ('x', 1) x, [] from \n", - " ┌───┐\n", - "q303_0: ┤ x ├\n", - " └───┘\n", - "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-5 - DEBUG: Updated transform for mapped instr ('x', 1) x, [] to\n", - " ┌─────────────┐\n", - "q303_0: ┤ U3(pi,0,pi) ├\n", - " └─────────────┘\n", - "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-6 - DEBUG: Updated transform for mapped instr ('x', 1) x, [] to\n", - " ┌─────────────┐\n", - "q303_0: ┤ U3(pi,0,pi) ├\n", - " └─────────────┘\n", - "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-5 - DEBUG: Composing transform step: h/1 [] =>\n", - " ┌──────────┐\n", - "q_0: ┤ U2(0,pi) ├\n", - " └──────────┘\n", - "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-6 - DEBUG: Composing transform step: h/1 [] =>\n", - " ┌──────────┐\n", - "q_0: ┤ U2(0,pi) ├\n", - " └──────────┘\n", - "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-5 - DEBUG: Updating transform for mapped instr ('h', 1) h, [] from \n", - " ┌───┐\n", - "q304_0: ┤ h ├\n", - " └───┘\n", - "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-6 - DEBUG: Updating transform for mapped instr ('h', 1) h, [] from \n", - " ┌───┐\n", - "q304_0: ┤ h ├\n", - " └───┘\n", - "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-5 - DEBUG: Updated transform for mapped instr ('h', 1) h, [] to\n", - " ┌──────────┐\n", - "q304_0: ┤ U2(0,pi) ├\n", - " └──────────┘\n", - "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-6 - DEBUG: Updated transform for mapped instr ('h', 1) h, [] to\n", - " ┌──────────┐\n", - "q304_0: ┤ U2(0,pi) ├\n", - " └──────────┘\n", - "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-6 - INFO: Basis translation paths composed in 0.020s.\n", - "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-5 - INFO: Basis translation paths composed in 0.020s.\n", - "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-5 - INFO: Basis translation instructions replaced in 0.000s.\n", - "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-6 - INFO: Basis translation instructions replaced in 0.000s.\n", - "qiskit.transpiler.runningpassmanager - ForkProcess-6 - INFO: Pass: BasisTranslator - 40.80915 (ms)\n", - "qiskit.transpiler.runningpassmanager - ForkProcess-5 - INFO: Pass: BasisTranslator - 45.52960 (ms)\n", - "qiskit.transpiler.runningpassmanager - ForkProcess-6 - INFO: Pass: CheckCXDirection - 0.11969 (ms)\n", - "qiskit.transpiler.runningpassmanager - ForkProcess-5 - INFO: Pass: CheckCXDirection - 0.13542 (ms)\n", - "qiskit.transpiler.runningpassmanager - ForkProcess-6 - INFO: Pass: CXDirection - 0.81277 (ms)\n", - "qiskit.transpiler.runningpassmanager - ForkProcess-5 - INFO: Pass: CXDirection - 0.93150 (ms)\n", - "qiskit.transpiler.runningpassmanager - ForkProcess-6 - INFO: Pass: RemoveResetInZeroState - 0.03934 (ms)\n", - "qiskit.transpiler.runningpassmanager - ForkProcess-5 - INFO: Pass: RemoveResetInZeroState - 0.04005 (ms)\n", - "qiskit.transpiler.runningpassmanager - ForkProcess-6 - INFO: Pass: Depth - 0.12755 (ms)\n", - "qiskit.transpiler.runningpassmanager - ForkProcess-5 - INFO: Pass: Depth - 0.09656 (ms)\n", - "qiskit.transpiler.runningpassmanager - ForkProcess-6 - INFO: Pass: FixedPoint - 0.03791 (ms)\n", - "qiskit.transpiler.runningpassmanager - ForkProcess-5 - INFO: Pass: FixedPoint - 0.04053 (ms)\n", - "qiskit.transpiler.runningpassmanager - ForkProcess-6 - INFO: Pass: Optimize1qGates - 2.46310 (ms)\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "qiskit.transpiler.runningpassmanager - ForkProcess-6 - INFO: Pass: CXCancellation - 0.13208 (ms)\n", - "qiskit.transpiler.runningpassmanager - ForkProcess-6 - INFO: Pass: Depth - 0.03552 (ms)\n", - "qiskit.transpiler.runningpassmanager - ForkProcess-6 - INFO: Pass: FixedPoint - 0.02217 (ms)\n", - "qiskit.transpiler.runningpassmanager - ForkProcess-5 - INFO: Pass: Optimize1qGates - 2.03133 (ms)\n", - "qiskit.transpiler.runningpassmanager - ForkProcess-5 - INFO: Pass: CXCancellation - 0.14567 (ms)\n", - "qiskit.transpiler.runningpassmanager - ForkProcess-6 - INFO: Pass: Optimize1qGates - 0.18024 (ms)\n", - "qiskit.transpiler.runningpassmanager - ForkProcess-6 - INFO: Pass: CXCancellation - 0.07057 (ms)\n", - "qiskit.transpiler.runningpassmanager - ForkProcess-6 - INFO: Pass: Depth - 0.04125 (ms)\n", - "qiskit.transpiler.runningpassmanager - ForkProcess-6 - INFO: Pass: FixedPoint - 0.02265 (ms)\n", - "qiskit.transpiler.runningpassmanager - ForkProcess-5 - INFO: Pass: Depth - 0.03672 (ms)\n", - "qiskit.transpiler.runningpassmanager - ForkProcess-6 - INFO: Pass: Optimize1qGates - 0.31304 (ms)\n", - "qiskit.transpiler.runningpassmanager - ForkProcess-5 - INFO: Pass: FixedPoint - 0.01884 (ms)\n", - "qiskit.transpiler.runningpassmanager - ForkProcess-6 - INFO: Pass: CXCancellation - 0.06986 (ms)\n", - "qiskit.transpiler.runningpassmanager - ForkProcess-5 - INFO: Pass: Optimize1qGates - 0.17571 (ms)\n", - "qiskit.transpiler.runningpassmanager - ForkProcess-5 - INFO: Pass: CXCancellation - 0.19479 (ms)\n", - "qiskit.transpiler.runningpassmanager - ForkProcess-5 - INFO: Pass: Depth - 0.04315 (ms)\n", - "qiskit.transpiler.runningpassmanager - ForkProcess-5 - INFO: Pass: FixedPoint - 0.02480 (ms)\n", - "qiskit.transpiler.runningpassmanager - ForkProcess-5 - INFO: Pass: Optimize1qGates - 0.43654 (ms)\n", - "qiskit.transpiler.runningpassmanager - ForkProcess-5 - INFO: Pass: CXCancellation - 0.05555 (ms)\n", - "qiskit.compiler.transpile - MainProcess - INFO: Total Transpile Time - 172.73402 (ms)\n" + "stevedore.extension - ForkProcess-8 - DEBUG: found extension EntryPoint(name='basic', value='qiskit.transpiler.preset_passmanagers.builtin_plugins:BasicSwapPassManager', group='qiskit.transpiler.routing')\n", + "stevedore.extension - ForkProcess-7 - DEBUG: found extension EntryPoint(name='basic', value='qiskit.transpiler.preset_passmanagers.builtin_plugins:BasicSwapPassManager', group='qiskit.transpiler.routing')\n", + "stevedore.extension - ForkProcess-7 - DEBUG: found extension EntryPoint(name='lookahead', value='qiskit.transpiler.preset_passmanagers.builtin_plugins:LookaheadSwapPassManager', group='qiskit.transpiler.routing')\n", + "stevedore.extension - ForkProcess-8 - DEBUG: found extension EntryPoint(name='lookahead', value='qiskit.transpiler.preset_passmanagers.builtin_plugins:LookaheadSwapPassManager', group='qiskit.transpiler.routing')\n", + "stevedore.extension - ForkProcess-7 - DEBUG: found extension EntryPoint(name='none', value='qiskit.transpiler.preset_passmanagers.builtin_plugins:NoneRoutingPassManager', group='qiskit.transpiler.routing')\n", + "stevedore.extension - ForkProcess-8 - DEBUG: found extension EntryPoint(name='none', value='qiskit.transpiler.preset_passmanagers.builtin_plugins:NoneRoutingPassManager', group='qiskit.transpiler.routing')\n", + "stevedore.extension - ForkProcess-8 - DEBUG: found extension EntryPoint(name='sabre', value='qiskit.transpiler.preset_passmanagers.builtin_plugins:SabreSwapPassManager', group='qiskit.transpiler.routing')\n", + "stevedore.extension - ForkProcess-7 - DEBUG: found extension EntryPoint(name='sabre', value='qiskit.transpiler.preset_passmanagers.builtin_plugins:SabreSwapPassManager', group='qiskit.transpiler.routing')\n", + "stevedore.extension - ForkProcess-8 - DEBUG: found extension EntryPoint(name='stochastic', value='qiskit.transpiler.preset_passmanagers.builtin_plugins:StochasticSwapPassManager', group='qiskit.transpiler.routing')\n", + "stevedore.extension - ForkProcess-7 - DEBUG: found extension EntryPoint(name='stochastic', value='qiskit.transpiler.preset_passmanagers.builtin_plugins:StochasticSwapPassManager', group='qiskit.transpiler.routing')\n", + "qiskit.transpiler.runningpassmanager - ForkProcess-8 - INFO: Pass: ContainsInstruction - 0.03219 (ms)\n", + "qiskit.transpiler.runningpassmanager - ForkProcess-7 - INFO: Pass: ContainsInstruction - 0.03409 (ms)\n", + "qiskit.transpiler.runningpassmanager - ForkProcess-7 - INFO: Pass: UnitarySynthesis - 0.22340 (ms)\n", + "qiskit.transpiler.runningpassmanager - ForkProcess-8 - INFO: Pass: UnitarySynthesis - 0.22054 (ms)\n", + "stevedore.extension - ForkProcess-8 - DEBUG: found extension EntryPoint(name='clifford.default', value='qiskit.transpiler.passes.synthesis.high_level_synthesis:DefaultSynthesisClifford', group='qiskit.synthesis')\n", + "stevedore.extension - ForkProcess-7 - DEBUG: found extension EntryPoint(name='clifford.default', value='qiskit.transpiler.passes.synthesis.high_level_synthesis:DefaultSynthesisClifford', group='qiskit.synthesis')\n", + "stevedore.extension - ForkProcess-8 - DEBUG: found extension EntryPoint(name='linear_function.default', value='qiskit.transpiler.passes.synthesis.high_level_synthesis:DefaultSynthesisLinearFunction', group='qiskit.synthesis')\n", + "stevedore.extension - ForkProcess-7 - DEBUG: found extension EntryPoint(name='linear_function.default', value='qiskit.transpiler.passes.synthesis.high_level_synthesis:DefaultSynthesisLinearFunction', group='qiskit.synthesis')\n", + "qiskit.transpiler.runningpassmanager - ForkProcess-7 - INFO: Pass: HighLevelSynthesis - 4.45032 (ms)\n", + "qiskit.transpiler.runningpassmanager - ForkProcess-8 - INFO: Pass: HighLevelSynthesis - 3.88885 (ms)\n", + "qiskit.transpiler.runningpassmanager - ForkProcess-8 - INFO: Pass: Unroll3qOrMore - 0.06819 (ms)\n", + "qiskit.transpiler.runningpassmanager - ForkProcess-7 - INFO: Pass: Unroll3qOrMore - 0.09251 (ms)\n", + "qiskit.transpiler.runningpassmanager - ForkProcess-8 - INFO: Pass: SetLayout - 0.02050 (ms)\n", + "qiskit.transpiler.runningpassmanager - ForkProcess-7 - INFO: Pass: SetLayout - 0.03481 (ms)\n", + "qiskit.transpiler.runningpassmanager - ForkProcess-7 - INFO: Pass: TrivialLayout - 0.19765 (ms)\n", + "qiskit.transpiler.runningpassmanager - ForkProcess-8 - INFO: Pass: TrivialLayout - 0.20719 (ms)\n", + "qiskit.transpiler.runningpassmanager - ForkProcess-7 - INFO: Pass: CheckMap - 0.23437 (ms)\n", + "qiskit.transpiler.runningpassmanager - ForkProcess-8 - INFO: Pass: CheckMap - 0.21529 (ms)\n", + "qiskit.transpiler.runningpassmanager - ForkProcess-7 - INFO: Pass: FullAncillaAllocation - 0.22936 (ms)\n", + "qiskit.transpiler.runningpassmanager - ForkProcess-8 - INFO: Pass: FullAncillaAllocation - 0.19598 (ms)\n", + "qiskit.transpiler.runningpassmanager - ForkProcess-7 - INFO: Pass: EnlargeWithAncilla - 0.20957 (ms)\n", + "qiskit.transpiler.runningpassmanager - ForkProcess-8 - INFO: Pass: EnlargeWithAncilla - 0.20599 (ms)\n", + "qiskit.transpiler.runningpassmanager - ForkProcess-8 - INFO: Pass: ApplyLayout - 1.73903 (ms)\n", + "qiskit.transpiler.runningpassmanager - ForkProcess-7 - INFO: Pass: ApplyLayout - 1.93524 (ms)\n", + "qiskit.transpiler.runningpassmanager - ForkProcess-8 - INFO: Pass: ContainsInstruction - 0.16189 (ms)\n", + "qiskit.transpiler.runningpassmanager - ForkProcess-7 - INFO: Pass: ContainsInstruction - 0.08154 (ms)\n", + "qiskit.transpiler.runningpassmanager - ForkProcess-8 - INFO: Pass: CheckMap - 0.11396 (ms)\n", + "qiskit.transpiler.runningpassmanager - ForkProcess-7 - INFO: Pass: CheckMap - 0.10371 (ms)\n", + "qiskit.transpiler.runningpassmanager - ForkProcess-7 - INFO: Pass: UnitarySynthesis - 0.12875 (ms)\n", + "qiskit.transpiler.runningpassmanager - ForkProcess-8 - INFO: Pass: UnitarySynthesis - 0.09084 (ms)\n", + "stevedore.extension - ForkProcess-8 - DEBUG: found extension EntryPoint(name='clifford.default', value='qiskit.transpiler.passes.synthesis.high_level_synthesis:DefaultSynthesisClifford', group='qiskit.synthesis')\n", + "stevedore.extension - ForkProcess-7 - DEBUG: found extension EntryPoint(name='clifford.default', value='qiskit.transpiler.passes.synthesis.high_level_synthesis:DefaultSynthesisClifford', group='qiskit.synthesis')\n", + "stevedore.extension - ForkProcess-7 - DEBUG: found extension EntryPoint(name='linear_function.default', value='qiskit.transpiler.passes.synthesis.high_level_synthesis:DefaultSynthesisLinearFunction', group='qiskit.synthesis')\n", + "stevedore.extension - ForkProcess-8 - DEBUG: found extension EntryPoint(name='linear_function.default', value='qiskit.transpiler.passes.synthesis.high_level_synthesis:DefaultSynthesisLinearFunction', group='qiskit.synthesis')\n", + "qiskit.transpiler.runningpassmanager - ForkProcess-7 - INFO: Pass: HighLevelSynthesis - 7.49135 (ms)\n", + "qiskit.transpiler.runningpassmanager - ForkProcess-8 - INFO: Pass: HighLevelSynthesis - 10.27989 (ms)\n", + "qiskit.transpiler.runningpassmanager - ForkProcess-7 - INFO: Pass: UnrollCustomDefinitions - 0.27299 (ms)\n", + "qiskit.transpiler.runningpassmanager - ForkProcess-8 - INFO: Pass: UnrollCustomDefinitions - 0.24176 (ms)\n", + "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-7 - INFO: Begin BasisTranslator from source basis {('cx', 2), ('x', 1), ('measure', 1), ('h', 1)} to target basis {'snapshot', 'u1', 'u3', 'u2', 'measure', 'reset', 'id', 'barrier', 'cx', 'delay'}.\n", + "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-8 - INFO: Begin BasisTranslator from source basis {('cx', 2), ('x', 1), ('measure', 1), ('h', 1)} to target basis {'snapshot', 'u1', 'u3', 'u2', 'measure', 'reset', 'id', 'barrier', 'cx', 'delay'}.\n", + "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-7 - DEBUG: Begining basis search from {('cx', 2), ('x', 1), ('measure', 1), ('h', 1)} to {'snapshot', 'u1', 'u3', 'u2', 'measure', 'reset', 'id', 'barrier', 'cx', 'delay'}.\n", + "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-8 - DEBUG: Begining basis search from {('cx', 2), ('x', 1), ('measure', 1), ('h', 1)} to {'snapshot', 'u1', 'u3', 'u2', 'measure', 'reset', 'id', 'barrier', 'cx', 'delay'}.\n", + "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-8 - DEBUG: Gate r generated using rule \n", + " ┌───────────────────────────────────┐\n", + "q: ┤ U3(theta,phi - π/2,π/2 - 1.0*phi) ├\n", + " └───────────────────────────────────┘\n", + " with total cost of 1.0.\n", + "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-7 - DEBUG: Gate r generated using rule \n", + " ┌───────────────────────────────────┐\n", + "q: ┤ U3(theta,phi - π/2,π/2 - 1.0*phi) ├\n", + " └───────────────────────────────────┘\n", + " with total cost of 1.0.\n", + "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-8 - DEBUG: Gate u generated using rule \n", + " ┌───────────────────┐\n", + "q: ┤ U3(theta,phi,lam) ├\n", + " └───────────────────┘\n", + " with total cost of 1.0.\n", + "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-7 - DEBUG: Gate u generated using rule \n", + " ┌───────────────────┐\n", + "q: ┤ U3(theta,phi,lam) ├\n", + " └───────────────────┘\n", + " with total cost of 1.0.\n", + "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-8 - DEBUG: Gate tdg generated using rule \n", + " ┌──────────┐\n", + "q: ┤ U1(-π/4) ├\n", + " └──────────┘\n", + " with total cost of 1.0.\n", + "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-7 - DEBUG: Gate tdg generated using rule \n", + " ┌──────────┐\n", + "q: ┤ U1(-π/4) ├\n", + " └──────────┘\n", + " with total cost of 1.0.\n", + "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-8 - DEBUG: Gate s generated using rule \n", + " ┌─────────┐\n", + "q: ┤ U1(π/2) ├\n", + " └─────────┘\n", + " with total cost of 1.0.\n", + "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-7 - DEBUG: Gate s generated using rule \n", + " ┌─────────┐\n", + "q: ┤ U1(π/2) ├\n", + " └─────────┘\n", + " with total cost of 1.0.\n", + "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-8 - DEBUG: Gate rz generated using rule \n", + "global phase: -0.5*theta\n", + " ┌───────────┐\n", + "q: ┤ U1(theta) ├\n", + " └───────────┘\n", + " with total cost of 1.0.\n", + "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-7 - DEBUG: Gate rz generated using rule \n", + "global phase: -0.5*theta\n", + " ┌───────────┐\n", + "q: ┤ U1(theta) ├\n", + " └───────────┘\n", + " with total cost of 1.0.\n", + "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-8 - DEBUG: Gate z generated using rule \n", + " ┌───────┐\n", + "q: ┤ U1(π) ├\n", + " └───────┘\n", + " with total cost of 1.0.\n", + "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-7 - DEBUG: Gate z generated using rule \n", + " ┌───────┐\n", + "q: ┤ U1(π) ├\n", + " └───────┘\n", + " with total cost of 1.0.\n", + "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-8 - DEBUG: Gate ry generated using rule \n", + " ┌──────────────┐\n", + "q: ┤ R(theta,π/2) ├\n", + " └──────────────┘\n", + " with total cost of 1.0.\n", + "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-7 - DEBUG: Gate ry generated using rule \n", + " ┌──────────────┐\n", + "q: ┤ R(theta,π/2) ├\n", + " └──────────────┘\n", + " with total cost of 1.0.\n", + "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-8 - DEBUG: Gate x generated using rule \n", + " ┌───────────┐\n", + "q: ┤ U3(π,0,π) ├\n", + " └───────────┘\n", + " with total cost of 1.0.\n", + "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-7 - DEBUG: Gate x generated using rule \n", + " ┌───────────┐\n", + "q: ┤ U3(π,0,π) ├\n", + " └───────────┘\n", + " with total cost of 1.0.\n", + "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-8 - DEBUG: Gate t generated using rule \n", + " ┌─────────┐\n", + "q: ┤ U1(π/4) ├\n", + " └─────────┘\n", + " with total cost of 1.0.\n", + "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-7 - DEBUG: Gate t generated using rule \n", + " ┌─────────┐\n", + "q: ┤ U1(π/4) ├\n", + " └─────────┘\n", + " with total cost of 1.0.\n", + "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-8 - DEBUG: Gate p generated using rule \n", + " ┌───────────┐\n", + "q: ┤ U1(theta) ├\n", + " └───────────┘\n", + " with total cost of 1.0.\n", + "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-8 - DEBUG: Gate h generated using rule \n", + " ┌─────────┐\n", + "q: ┤ U2(0,π) ├\n", + " └─────────┘\n", + " with total cost of 1.0.\n", + "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-7 - DEBUG: Gate p generated using rule \n", + " ┌───────────┐\n", + "q: ┤ U1(theta) ├\n", + " └───────────┘\n", + " with total cost of 1.0.\n", + "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-8 - DEBUG: Transformation path:\n", + "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-7 - DEBUG: Gate h generated using rule \n", + " ┌─────────┐\n", + "q: ┤ U2(0,π) ├\n", + " └─────────┘\n", + " with total cost of 1.0.\n", + "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-8 - DEBUG: h/1 => []\n", + " ┌─────────┐\n", + "q: ┤ U2(0,π) ├\n", + " └─────────┘\n", + "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-7 - DEBUG: Transformation path:\n", + "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-7 - DEBUG: h/1 => []\n", + " ┌─────────┐\n", + "q: ┤ U2(0,π) ├\n", + " └─────────┘\n", + "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-8 - DEBUG: p/1 => [Parameter(theta)]\n", + " ┌───────────┐\n", + "q: ┤ U1(theta) ├\n", + " └───────────┘\n", + "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-7 - DEBUG: p/1 => [Parameter(theta)]\n", + " ┌───────────┐\n", + "q: ┤ U1(theta) ├\n", + " └───────────┘\n", + "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-8 - DEBUG: t/1 => []\n", + " ┌─────────┐\n", + "q: ┤ U1(π/4) ├\n", + " └─────────┘\n", + "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-7 - DEBUG: t/1 => []\n", + " ┌─────────┐\n", + "q: ┤ U1(π/4) ├\n", + " └─────────┘\n", + "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-8 - DEBUG: x/1 => []\n", + " ┌───────────┐\n", + "q: ┤ U3(π,0,π) ├\n", + " └───────────┘\n", + "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-7 - DEBUG: x/1 => []\n", + " ┌───────────┐\n", + "q: ┤ U3(π,0,π) ├\n", + " └───────────┘\n", + "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-8 - DEBUG: ry/1 => [Parameter(theta)]\n", + " ┌──────────────┐\n", + "q: ┤ R(theta,π/2) ├\n", + " └──────────────┘\n", + "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-7 - DEBUG: ry/1 => [Parameter(theta)]\n", + " ┌──────────────┐\n", + "q: ┤ R(theta,π/2) ├\n", + " └──────────────┘\n", + "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-8 - DEBUG: z/1 => []\n", + " ┌───────┐\n", + "q: ┤ U1(π) ├\n", + " └───────┘\n", + "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-7 - DEBUG: z/1 => []\n", + " ┌───────┐\n", + "q: ┤ U1(π) ├\n", + " └───────┘\n", + "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-8 - DEBUG: rz/1 => [Parameter(theta)]\n", + "global phase: -0.5*theta\n", + " ┌───────────┐\n", + "q: ┤ U1(theta) ├\n", + " └───────────┘\n", + "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-8 - DEBUG: s/1 => []\n", + " ┌─────────┐\n", + "q: ┤ U1(π/2) ├\n", + " └─────────┘\n", + "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-7 - DEBUG: rz/1 => [Parameter(theta)]\n", + "global phase: -0.5*theta\n", + " ┌───────────┐\n", + "q: ┤ U1(theta) ├\n", + " └───────────┘\n", + "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-8 - DEBUG: tdg/1 => []\n", + " ┌──────────┐\n", + "q: ┤ U1(-π/4) ├\n", + " └──────────┘\n", + "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-7 - DEBUG: s/1 => []\n", + " ┌─────────┐\n", + "q: ┤ U1(π/2) ├\n", + " └─────────┘\n", + "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-7 - DEBUG: tdg/1 => []\n", + " ┌──────────┐\n", + "q: ┤ U1(-π/4) ├\n", + " └──────────┘\n", + "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-8 - DEBUG: u/1 => [Parameter(theta), Parameter(phi), Parameter(lam)]\n", + " ┌───────────────────┐\n", + "q: ┤ U3(theta,phi,lam) ├\n", + " └───────────────────┘\n", + "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-7 - DEBUG: u/1 => [Parameter(theta), Parameter(phi), Parameter(lam)]\n", + " ┌───────────────────┐\n", + "q: ┤ U3(theta,phi,lam) ├\n", + " └───────────────────┘\n", + "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-8 - DEBUG: r/1 => [Parameter(theta), Parameter(phi)]\n", + " ┌───────────────────────────────────┐\n", + "q: ┤ U3(theta,phi - π/2,π/2 - 1.0*phi) ├\n", + " └───────────────────────────────────┘\n", + "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-7 - DEBUG: r/1 => [Parameter(theta), Parameter(phi)]\n", + " ┌───────────────────────────────────┐\n", + "q: ┤ U3(theta,phi - π/2,π/2 - 1.0*phi) ├\n", + " └───────────────────────────────────┘\n", + "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-8 - INFO: Basis translation path search completed in 0.089s.\n", + "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-7 - INFO: Basis translation path search completed in 0.092s.\n", + "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-8 - DEBUG: Composing transform step: h/1 [] =>\n", + " ┌─────────┐\n", + "q: ┤ U2(0,π) ├\n", + " └─────────┘\n", + "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-7 - DEBUG: Composing transform step: h/1 [] =>\n", + " ┌─────────┐\n", + "q: ┤ U2(0,π) ├\n", + " └─────────┘\n", + "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-8 - DEBUG: Updating transform for mapped instr ('h', 1) h, [] from \n", + " ┌───┐\n", + "q284: ┤ h ├\n", + " └───┘\n", + "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-7 - DEBUG: Updating transform for mapped instr ('h', 1) h, [] from \n", + " ┌───┐\n", + "q284: ┤ h ├\n", + " └───┘\n", + "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-8 - DEBUG: Updated transform for mapped instr ('h', 1) h, [] to\n", + " ┌─────────┐\n", + "q284: ┤ U2(0,π) ├\n", + " └─────────┘\n", + "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-7 - DEBUG: Updated transform for mapped instr ('h', 1) h, [] to\n", + " ┌─────────┐\n", + "q284: ┤ U2(0,π) ├\n", + " └─────────┘\n", + "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-8 - DEBUG: Composing transform step: p/1 [Parameter(theta)] =>\n", + " ┌───────────┐\n", + "q: ┤ U1(theta) ├\n", + " └───────────┘\n", + "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-7 - DEBUG: Composing transform step: p/1 [Parameter(theta)] =>\n", + " ┌───────────┐\n", + "q: ┤ U1(theta) ├\n", + " └───────────┘\n", + "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-8 - DEBUG: Composing transform step: t/1 [] =>\n", + " ┌─────────┐\n", + "q: ┤ U1(π/4) ├\n", + " └─────────┘\n", + "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-7 - DEBUG: Composing transform step: t/1 [] =>\n", + " ┌─────────┐\n", + "q: ┤ U1(π/4) ├\n", + " └─────────┘\n", + "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-8 - DEBUG: Composing transform step: x/1 [] =>\n", + " ┌───────────┐\n", + "q: ┤ U3(π,0,π) ├\n", + " └───────────┘\n", + "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-8 - DEBUG: Updating transform for mapped instr ('x', 1) x, [] from \n", + " ┌───┐\n", + "q282: ┤ x ├\n", + " └───┘\n", + "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-7 - DEBUG: Composing transform step: x/1 [] =>\n", + " ┌───────────┐\n", + "q: ┤ U3(π,0,π) ├\n", + " └───────────┘\n", + "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-7 - DEBUG: Updating transform for mapped instr ('x', 1) x, [] from \n", + " ┌───┐\n", + "q282: ┤ x ├\n", + " └───┘\n", + "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-8 - DEBUG: Updated transform for mapped instr ('x', 1) x, [] to\n", + " ┌───────────┐\n", + "q282: ┤ U3(π,0,π) ├\n", + " └───────────┘\n", + "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-8 - DEBUG: Composing transform step: ry/1 [Parameter(theta)] =>\n", + " ┌──────────────┐\n", + "q: ┤ R(theta,π/2) ├\n", + " └──────────────┘\n", + "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-7 - DEBUG: Updated transform for mapped instr ('x', 1) x, [] to\n", + " ┌───────────┐\n", + "q282: ┤ U3(π,0,π) ├\n", + " └───────────┘\n", + "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-8 - DEBUG: Composing transform step: z/1 [] =>\n", + " ┌───────┐\n", + "q: ┤ U1(π) ├\n", + " └───────┘\n", + "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-7 - DEBUG: Composing transform step: ry/1 [Parameter(theta)] =>\n", + " ┌──────────────┐\n", + "q: ┤ R(theta,π/2) ├\n", + " └──────────────┘\n", + "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-7 - DEBUG: Composing transform step: z/1 [] =>\n", + " ┌───────┐\n", + "q: ┤ U1(π) ├\n", + " └───────┘\n", + "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-7 - DEBUG: Composing transform step: rz/1 [Parameter(theta)] =>\n", + "global phase: -0.5*theta\n", + " ┌───────────┐\n", + "q: ┤ U1(theta) ├\n", + " └───────────┘\n", + "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-8 - DEBUG: Composing transform step: rz/1 [Parameter(theta)] =>\n", + "global phase: -0.5*theta\n", + " ┌───────────┐\n", + "q: ┤ U1(theta) ├\n", + " └───────────┘\n", + "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-7 - DEBUG: Composing transform step: s/1 [] =>\n", + " ┌─────────┐\n", + "q: ┤ U1(π/2) ├\n", + " └─────────┘\n", + "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-8 - DEBUG: Composing transform step: s/1 [] =>\n", + " ┌─────────┐\n", + "q: ┤ U1(π/2) ├\n", + " └─────────┘\n", + "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-8 - DEBUG: Composing transform step: tdg/1 [] =>\n", + " ┌──────────┐\n", + "q: ┤ U1(-π/4) ├\n", + " └──────────┘\n", + "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-7 - DEBUG: Composing transform step: tdg/1 [] =>\n", + " ┌──────────┐\n", + "q: ┤ U1(-π/4) ├\n", + " └──────────┘\n", + "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-8 - DEBUG: Composing transform step: u/1 [Parameter(theta), Parameter(phi), Parameter(lam)] =>\n", + " ┌───────────────────┐\n", + "q: ┤ U3(theta,phi,lam) ├\n", + " └───────────────────┘\n", + "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-7 - DEBUG: Composing transform step: u/1 [Parameter(theta), Parameter(phi), Parameter(lam)] =>\n", + " ┌───────────────────┐\n", + "q: ┤ U3(theta,phi,lam) ├\n", + " └───────────────────┘\n", + "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-7 - DEBUG: Composing transform step: r/1 [Parameter(theta), Parameter(phi)] =>\n", + " ┌───────────────────────────────────┐\n", + "q: ┤ U3(theta,phi - π/2,π/2 - 1.0*phi) ├\n", + " └───────────────────────────────────┘\n", + "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-8 - DEBUG: Composing transform step: r/1 [Parameter(theta), Parameter(phi)] =>\n", + " ┌───────────────────────────────────┐\n", + "q: ┤ U3(theta,phi - π/2,π/2 - 1.0*phi) ├\n", + " └───────────────────────────────────┘\n", + "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-8 - INFO: Basis translation paths composed in 0.047s.\n", + "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-7 - INFO: Basis translation paths composed in 0.045s.\n", + "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-8 - INFO: Basis translation instructions replaced in 0.000s.\n", + "qiskit.transpiler.passes.basis.basis_translator - ForkProcess-7 - INFO: Basis translation instructions replaced in 0.000s.\n", + "qiskit.transpiler.runningpassmanager - ForkProcess-8 - INFO: Pass: BasisTranslator - 142.57407 (ms)\n", + "qiskit.transpiler.runningpassmanager - ForkProcess-7 - INFO: Pass: BasisTranslator - 144.40155 (ms)\n", + "qiskit.transpiler.runningpassmanager - ForkProcess-8 - INFO: Pass: CheckGateDirection - 0.15712 (ms)\n", + "qiskit.transpiler.runningpassmanager - ForkProcess-7 - INFO: Pass: CheckGateDirection - 0.17142 (ms)\n", + "qiskit.transpiler.runningpassmanager - ForkProcess-8 - INFO: Pass: GateDirection - 0.28253 (ms)\n", + "qiskit.transpiler.runningpassmanager - ForkProcess-8 - INFO: Pass: RemoveResetInZeroState - 0.07534 (ms)\n", + "qiskit.transpiler.runningpassmanager - ForkProcess-7 - INFO: Pass: GateDirection - 0.24128 (ms)\n", + "qiskit.transpiler.runningpassmanager - ForkProcess-8 - INFO: Pass: Depth - 0.14544 (ms)\n", + "qiskit.transpiler.runningpassmanager - ForkProcess-7 - INFO: Pass: RemoveResetInZeroState - 0.08249 (ms)\n", + "qiskit.transpiler.runningpassmanager - ForkProcess-8 - INFO: Pass: FixedPoint - 0.04268 (ms)\n", + "qiskit.transpiler.runningpassmanager - ForkProcess-7 - INFO: Pass: Depth - 0.16069 (ms)\n", + "qiskit.transpiler.runningpassmanager - ForkProcess-8 - INFO: Pass: Size - 0.14091 (ms)\n", + "qiskit.transpiler.runningpassmanager - ForkProcess-7 - INFO: Pass: FixedPoint - 0.03624 (ms)\n", + "qiskit.transpiler.runningpassmanager - ForkProcess-8 - INFO: Pass: FixedPoint - 0.01359 (ms)\n", + "qiskit.transpiler.runningpassmanager - ForkProcess-7 - INFO: Pass: Size - 0.10967 (ms)\n", + "qiskit.transpiler.runningpassmanager - ForkProcess-7 - INFO: Pass: FixedPoint - 0.02694 (ms)\n", + "qiskit.transpiler.runningpassmanager - ForkProcess-8 - INFO: Pass: Optimize1qGatesDecomposition - 4.01998 (ms)\n", + "qiskit.transpiler.runningpassmanager - ForkProcess-8 - INFO: Pass: CXCancellation - 0.13161 (ms)\n", + "qiskit.transpiler.runningpassmanager - ForkProcess-7 - INFO: Pass: Optimize1qGatesDecomposition - 3.88145 (ms)\n", + "qiskit.transpiler.runningpassmanager - ForkProcess-8 - INFO: Pass: GatesInBasis - 0.12183 (ms)\n", + "qiskit.transpiler.runningpassmanager - ForkProcess-7 - INFO: Pass: CXCancellation - 0.20623 (ms)\n", + "qiskit.transpiler.runningpassmanager - ForkProcess-8 - INFO: Pass: Depth - 0.06962 (ms)\n", + "qiskit.transpiler.runningpassmanager - ForkProcess-7 - INFO: Pass: GatesInBasis - 0.06723 (ms)\n", + "qiskit.transpiler.runningpassmanager - ForkProcess-8 - INFO: Pass: FixedPoint - 0.02122 (ms)\n", + "qiskit.transpiler.runningpassmanager - ForkProcess-8 - INFO: Pass: Size - 0.04506 (ms)\n", + "qiskit.transpiler.runningpassmanager - ForkProcess-8 - INFO: Pass: FixedPoint - 0.03147 (ms)\n", + "qiskit.transpiler.runningpassmanager - ForkProcess-7 - INFO: Pass: Depth - 0.11611 (ms)\n", + "qiskit.transpiler.runningpassmanager - ForkProcess-7 - INFO: Pass: FixedPoint - 0.01955 (ms)\n", + "qiskit.transpiler.runningpassmanager - ForkProcess-8 - INFO: Pass: Optimize1qGatesDecomposition - 1.07360 (ms)\n", + "qiskit.transpiler.runningpassmanager - ForkProcess-7 - INFO: Pass: Size - 0.06151 (ms)\n", + "qiskit.transpiler.runningpassmanager - ForkProcess-8 - INFO: Pass: CXCancellation - 0.10633 (ms)\n", + "qiskit.transpiler.runningpassmanager - ForkProcess-7 - INFO: Pass: FixedPoint - 0.02623 (ms)\n", + "qiskit.transpiler.runningpassmanager - ForkProcess-8 - INFO: Pass: GatesInBasis - 0.07534 (ms)\n", + "qiskit.transpiler.runningpassmanager - ForkProcess-7 - INFO: Pass: Optimize1qGatesDecomposition - 1.08242 (ms)\n", + "qiskit.transpiler.runningpassmanager - ForkProcess-8 - INFO: Pass: Depth - 0.07391 (ms)\n", + "qiskit.transpiler.runningpassmanager - ForkProcess-8 - INFO: Pass: FixedPoint - 0.02074 (ms)\n", + "qiskit.transpiler.runningpassmanager - ForkProcess-8 - INFO: Pass: Size - 0.05603 (ms)\n", + "qiskit.transpiler.runningpassmanager - ForkProcess-8 - INFO: Pass: FixedPoint - 0.02646 (ms)\n", + "qiskit.transpiler.runningpassmanager - ForkProcess-8 - INFO: Pass: ContainsInstruction - 0.05937 (ms)\n", + "qiskit.transpiler.runningpassmanager - ForkProcess-7 - INFO: Pass: CXCancellation - 0.08416 (ms)\n", + "qiskit.transpiler.runningpassmanager - ForkProcess-7 - INFO: Pass: GatesInBasis - 0.05841 (ms)\n", + "qiskit.transpiler.runningpassmanager - ForkProcess-7 - INFO: Pass: Depth - 0.06700 (ms)\n", + "qiskit.transpiler.runningpassmanager - ForkProcess-7 - INFO: Pass: FixedPoint - 0.02432 (ms)\n", + "qiskit.transpiler.runningpassmanager - ForkProcess-7 - INFO: Pass: Size - 0.04792 (ms)\n", + "qiskit.transpiler.runningpassmanager - ForkProcess-7 - INFO: Pass: FixedPoint - 0.02933 (ms)\n", + "qiskit.transpiler.runningpassmanager - ForkProcess-7 - INFO: Pass: ContainsInstruction - 0.06461 (ms)\n", + "qiskit.compiler.transpiler - MainProcess - INFO: Total Transpile Time - 393.94832 (ms)\n" ] } ], @@ -1828,8 +2621,7 @@ { "data": { "text/html": [ - "

Version Information

Qiskit SoftwareVersion
Qiskit0.20.0
Terra0.15.1
Aer0.6.1
Ignis0.4.0
Aqua0.7.5
IBM Q Provider0.8.0
System information
Python3.8.5 | packaged by conda-forge | (default, Jul 31 2020, 02:39:48) \n", - "[GCC 7.5.0]
OSLinux
CPUs4
Memory (Gb)30.82091522216797
Tue Sep 08 13:39:41 2020 EDT
" + "

Version Information

Qiskit SoftwareVersion
qiskit-terra0.22.3
qiskit-aer0.11.2
qiskit-ignis0.7.0
qiskit-ibmq-provider0.19.2
qiskit0.39.4
System information
Python version3.10.6
Python compilerGCC 11.3.0
Python buildmain, Nov 14 2022 16:10:14
OSLinux
CPUs4
Memory (Gb)3.7695083618164062
Thu Dec 22 18:19:13 2022 JST
" ], "text/plain": [ "" @@ -1841,7 +2633,7 @@ { "data": { "text/html": [ - "

This code is a part of Qiskit

© Copyright IBM 2017, 2020.

This code is licensed under the Apache License, Version 2.0. You may
obtain a copy of this license in the LICENSE.txt file in the root directory
of this source tree or at http://www.apache.org/licenses/LICENSE-2.0.

Any modifications or derivative works of this code must retain this
copyright notice, and modified files need to carry a notice indicating
that they have been altered from the originals.

" + "

This code is a part of Qiskit

© Copyright IBM 2017, 2022.

This code is licensed under the Apache License, Version 2.0. You may
obtain a copy of this license in the LICENSE.txt file in the root directory
of this source tree or at http://www.apache.org/licenses/LICENSE-2.0.

Any modifications or derivative works of this code must retain this
copyright notice, and modified files need to carry a notice indicating
that they have been altered from the originals.

" ], "text/plain": [ "" @@ -1882,7 +2674,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.7" + "version": "3.10.6" }, "varInspector": { "cols": { @@ -1912,6 +2704,11 @@ "_Feature" ], "window_display": false + }, + "vscode": { + "interpreter": { + "hash": "916dbcbb3f70747c44a77c7bcd40155683ae19c65e1c03b4aa3499c5328201f1" + } } }, "nbformat": 4, From 8bccda00e85b0567db57f3f28a27d84642d38c95 Mon Sep 17 00:00:00 2001 From: king-p3nguin Date: Thu, 22 Dec 2022 18:40:26 +0900 Subject: [PATCH 2/3] replacement --- .../06_building_pulse_schedules.ipynb | 44 ++++++++++++------- 1 file changed, 28 insertions(+), 16 deletions(-) diff --git a/tutorials/circuits_advanced/06_building_pulse_schedules.ipynb b/tutorials/circuits_advanced/06_building_pulse_schedules.ipynb index ba80c2342..6d2a065b4 100644 --- a/tutorials/circuits_advanced/06_building_pulse_schedules.ipynb +++ b/tutorials/circuits_advanced/06_building_pulse_schedules.ipynb @@ -21,7 +21,7 @@ { "data": { "text/plain": [ - "Schedule(, name=\"my_example\")" + "ScheduleBlock(, name=\"my_example\", transform=AlignLeft())" ] }, "execution_count": 1, @@ -101,10 +101,18 @@ "text": [ "5\n" ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_3856/2377236424.py:1: DeprecationWarning: The module 'qiskit.test.mock' is deprecated since Qiskit Terra 0.21.0, and will be removed 3 months or more later. Instead, you should import the desired object directly 'qiskit.providers.fake_provider'.\n", + " from qiskit.test.mock import FakeValencia\n" + ] } ], "source": [ - "from qiskit.test.mock import FakeValencia\n", + "from qiskit.providers.fake_provider import FakeValencia\n", "\n", "backend = FakeValencia()\n", "\n", @@ -203,7 +211,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", 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" ] @@ -235,7 +243,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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", 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\n", 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", 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" ] @@ -302,7 +310,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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mZmbWMG4BMTNrhVs7rDNwq4iZdSZuATEzMzMzs4ZxC4iZWebWDlucuFXEzDoqByBm1iU52LCuyEGJmXUEHaYLlqQhkiK/ZkuaJOmvks6StEoprySdLGmCpOmSHpS0SZOqbmZmZmZmNepoLSDvALvln3sDmwFfB/5H0m4RMSqv+yFwKvB94DngeOAeSRtFxGsNrrOZdWBu6TBrnVtFzKzROloA8mFEPFZY/pOkXwIPAjdK2gBYihSAnBMRlwFIehQYBxwLnNLYKptZR+Fgw6w+WvpdcmBiZvXQ0QKQ+UTEZEknAiOAXYD3gV7ATYU8UyXdDuyOAxCzLsHBhlnjubXEzOqhwwcg2UjgQ2Br4A1gFvB8Kc+/gC80tlpmVm8OLMw6l1p/Zx2omFlFpwhAImKGpDeBjwAfAO9FRPkv2SRgOUndI+L9hlfSzNrNwYZZ1+HWEzOr6BQBSKZmV8CsK3OwYGb1tij+rjioMev4OkUAImkZoC/wOqmlo4ekJUutICsA0yqtH6NHj6ZXzx6Nr6yZmZmZmbWoUwQgwA6kuj5K6oK1JLAeMKaQZwPSlLwAbLrppjzw4EONrKOZmZmZ2WJlUdzQ7zAPImyJpD7AecBY4B7gEeBd4KBCnuWAvUgzZZmZmZmZWQfV0VpAuknaOv/cE9ic9CDC5YDdcperWZLOBU6VNIm5DyJcAri0CXU2MzMzM7MadbQApDepm1WQWjnGAtcBl5aecH4uKeA4iTQ25Elgl4h4vbHVNTMzMzOz9lBENLsOi8Rmm20WHgNiZmZmZrbgevXsMSoitqhnmR1+DIiZmZmZmS0+GhqASNpP0gRJ70natJH7NjOzhffUU6PYZ++95izvvvtuPPbYY02skZmZdTaNbgG5EDg2InpExOgG79vMzGrUUmCx2Wabc+ttty9wuRMnTuT004ewy847MWDrrdhj0O6ceuopvPDCCwtTXTMz60QaPQh9beDZaiskdYuIDxtcHzMza5DJkydz5BGH8+lNNuHqa4ayxhprMGXKFO677z4ee/RR1llnnWZX0czMGqDNFhBJ4ySdIOlpSe9I+n1+Mnll/VcljZX0tqTbJK1WpYylJb1HeoDg3yX9p1D2DyQ9DUyV1E3S1pIekTRZ0t8lDSyUs46kByRNkXS3pMskXVeH42BmZjX461//yq677DxP2rPP/oP999uX7bb9LD8+9VRmzpxZddvrrvstPXr04KyzzmbNNddEEr169WLffffl0C9+cU6+E074HjvtuAPbfnYbjj5qMGPHjp2z7stfPpphw/44Z/nWW29l8JFHAhARXHDB+ewwcHs+u80ADjxgf8Y+/3w9P76ZmdVBrV2wDgZ2A9YBNgYGA0jaETgnr18VGA/cWN44ImZGROUxip+OiI8WVh8K7AH0AT4CDAfOBFYETgD+KGmlnPd6YBTQD/gJcGSN9Tczs0XkzuHD+cUvL+eO4Xcy/sXxXHnlr6rme/yxx9hhxx1ZYonW//Vs+9ltue32O7jv/pFssOGGnHzySTXV49FHHuGpUaO49bbb+cvDj3D+BRfSu0+f9n4cMzNbxGoNQH4eEa9ExNvA7cAmOf1LwNUR8VREzCQ9l2OApP7tqMPPI2JCREwHDgPujIg7I2J2RNxNesbHIElrAZ8BTs0BzYO5LmZm1kSHHHIoq6yyCr179+YrX/kqd40YUTXf5MmT6de335zlkSPvZ9ttP8s2A7bmmK99bU76vvvtx/LLL0/37t055piv8+8xY5gyZUqb9ejWrRtTp05j3LgXiAjWXXddVlpppTa3MzOzxqp1DEjxIYDTgEo3q9WApyorIuI9SW8BqwPjaix7QuHntYGDJO1VSFsKuD/va1JETC2sGw+sWeN+zMxsEfjIKqvM+XnVVVdl4sSJVfP17t2biW/OXTdw4A785S8PM2zYHxk+fDgAs2bN4rJLL+Xuu//MpEmTUG4tmTx5Mj179my1HltutRWHHHII55x9Nq+++io77rQTxx//PXr06NHqdmZm1lgLOwvWK6SgAQBJy5OeTP5yO8ooPglxAvDbiOhTeC0fEecCrwIr5H1UrLUQdTczszp4/bW596hee+3VFlsdttxqK0befz+zZ89usawRd97JyJH3c8UVv+IvDz/CnXem1pTKQ3OXXXZZZkyfMSf/W2++Oc/2X/zSl7jhxt8zbNgtjB8/nmuHDl3Qj2VmZovIwgYgNwBHSdpE0tLA2cDjETFuAcu7DthL0uclLSlpGUkDJa0REeNJ3bFOl9Rd0rbAXq0XZ2ZmC+rDDz9g5syZc14fflh9osLf//5GXn/9Nd555x1+feWv2fXzn6+a7/DDj+Ddd9/lRz86mQkTJhARTJ06lTHPjZmTZ+q0qSzVvTu9+/RhxvTpXHrpz+cpY/311+fe++5l+vTpvPjii9zyf7fMWfePf/yDZ55+mg8++IBll12Wpbt3R0uoDkfCzMzqaaECkIi4BzgV+COpheKjwCELUd4EYB/gZGAiqUXk+4V6fhHYCngbOA34TXH7/IDD7RZ0/2ZmNtex3/wmW235mTmvyy//ZdV8uw8axNePOYY99hjEGmuuwVe/+j9V862wwgr85rfXsXT3pTlq8JFsM2BrvnDwQUydNpUf/egUAPbaa29WW3VVdt1lZ/bffz823njjeco47LDDWarbUuy04w6ceuopDBo0aM66qVPf44wzTudz223L7rvvRu8+fRg8+Kg6HQ0zM6sXVZq1OyNJQ4D1IuKw8rrNNtssHnjwocZXyszMzMxsMdGrZ49REbFFPcts9JPQzczMzMysC3MAYmZmZmZmDVPrNLwdUkQMaXYdzMzMzMysdm4BMTMzMzOzhnEAYmZmZmZmDeMAxMzMzMzMGsYBiJmZmZmZNYwDEDMzMzMza5hO/SDC1kiaCIxvcjX6AW82uQ7W8fk8sVr5XLFa+DyxWvlcsVqsHxE961lgp56GtzURsVKz6yDpyXo/OdIWPz5PrFY+V6wWPk+sVj5XrBaSnqx3me6CZWZmZmZmDeMAxMzMzMzMGsYByKL1q2ZXwDoFnydWK58rVgufJ1YrnytWi7qfJ4vtIHQzMzMzM+t43AJiZmZmZmYN4wCkziR9QtK9kqZJekXSGZKWbHa9rHkkHSTpNkkvS3pP0ihJhxbW95cULbzGNLPu1jiSBrdwDhzTQv6f5vUXNrqu1nySDpH0VP6b8rKk30harZTnG5KGS3ornysDm1NbawRJ60m6QtLTkmZJGlkljySdLGmCpOmSHpS0SZV8bZ5f1nm1da5I6i7pJkn/zefJREkjJG3eSpmr5/MlJPVoqw6L7TS8zSBpBeAe4J/APsBHgYtIgd4pTayaNdfxwAvAd0nzrQ8CrpfULyIuBV4FBpS2WRb4MzCikRW1DmFHYHph+b/lDJI+AXwZeLdRlbKOQ9LewA3A/wLfB1YFzgSGS9o8ImbnrEcAAfwJOLRaWbZY+STp/8tjwFIt5PkhcCrpvHmO9P/pHkkbRcRr0K7zyzqvts6VJUl/O84B/gP0Il3D3Cdp04iY7/8ScAHwHrB8LRXwGJA6knQScCKwdkS8m9NOBIYAq1TSrGvJgcabpbTrgQERsU4L2xwE3ARsHRGPN6Ca1mSSBgPXAD0j4r028t4LPAIcDtwcEScs+hpaRyHpRuBjEbF5IW1v4FbgExHxr5y2RETMlrQR8AywQ0SMbEadbdGrfN/555uBfhExsLB+GeB14KKIOCOnLQ+MA66IiFNyWk3nl3VebZ0rLWzTA3gLOCkiLi6t+xzwf8DZpECkzf9j7oJVX7sDfyoFGjeS7mZv35wqWbOVg49sNNBac/ahwH8dfFiZpAOBDYBzm10Xa5qlgHdKaZPzuyoJvlPdtdTwfW9DupN9U2GbqcDtpOuXiprOL+u8FvBvw1RgBtC9mJiHGVwKnEHq5VETByD1tQGpSXOOiHgRmJbXmVUMAP5dbYWkXqR/Bjc2tEbWUfxH0oeSxkj6WnGFpGVJ3Tp/mC8crGu6GthO0hGSekn6OKmLzH0R8c8m1806rg2AWcDzpfR/Me81is8vA+aMGeomaRXgfNL5c0Mp2zHA0qQuezVzAFJfKzD3LkHRpLzODEk7AfuSLiSr2RdYBgcgXc2rpL7ZhwN7kfrmXi7pu4U8J+V81zW+etZRRMRwYDBpbv53gDGkPtsHNLFa1vGtALwXEbNK6ZOA5SR1B59fNo8fAB+Q/u8cCQyKiPGVlZL6Aj8Bjo+ID9pTsAMQswaS1B+4Hrg1Ioa2kO1Q4NmIeKZR9bLmi4g/RcSZEfHniBgREUeSukqcImkJSesAJwDfCQ/e69Ik7QBcDvwM2AE4BFgRuEWeddEWks8vKxgKfAbYGxgF3JEnQak4C3gsIu5sb8GeBau+JgG9q6SvkNdZFyZpRdKsVuOBL7WQpy+wM2niArObgYOB/qTZSEYAYyT1yeuXAJbOy+84MOkyLgJui4gfVBIk/Y3UBXgfYFiT6mUd2ySgh6QlS60gKwDTIuL9vOzzywDIM6NVZkcbATxLmkntCEmfBI4GPlf4n7Rcfu8taVZETKcFbgGpr+cojfWQtCbpC3mu6hbWJUhaDriDNHhrz4iY1kLWA0k3Btz9yiBNg1h5Xx/Yn3QRUXmtCRybf169GRW0ptgA+FsxISLGkKZv/mgzKmSdwnOkrlTrldLL41d9ftl8IuJD0mx66+akj5EmLHiUuf+TKuNAXiINTG+RW0DqawTwfUk9I2JKTvsC6Zf2geZVy5pJUjfgD6Rf1m0i4o1Wsh8KPBER/2lI5ayjO5A0q8h44CtA+eFON5L+tvwSmNjYqlkTjQc2KyZI2pA04+K4ZlTIOoVHSM8OOog0qLxyc2wv0niPCp9fNp88jfNmwMM56S+kLnpFu5HGjQyiyjOsihyA1NflwLeBYZLOI0WJQ4CL/QyQLu0XpF/G7wB9czeritERMRMgP2V2O+B7ja+iNZukPwJPAE+T7lJ+Ib++nadMfLLKNjOACX62Q5dzOfBTSa+Qbnx9BPgx6eJwTl9sSVuQuu+tmZO2l9QPGBcR851P1rnlYGJQXlwd6JWn7Qa4MyKmSToXOFXSJOY+iHAJ5r1bXdP5ZZ1XW+cKqavd7sBdwCukh1F+I79fDHMeMTCyVG7//ONDbT0HxAFIHUXEpDzD0WWkebUnAz/F/fm7ul3z+8+qrFuHuXeUDs7vN1XJZ4u/MaT+tGuS5tr/J3BERPy2qbWyjujnwPvA10lTYE4m3Y08qTQ987GkmWsqhuT3a0mzHNniZWVSa3tRZbnyv+ZcUsBxEtCXdGNjl4h4vbBNreeXdV5tnSvPAYeRgo0VSLNgPQ5sERHP1qMCfhK6mZmZmZk1jAehm5mZmZlZwzgAMTMzMzOzhnEAYmZmZmZmDeMAxMzMzMzMGsYBiJmZmZmZNYwDEDMzMzMzaxgHIGZm7SBpsKRRkqZImiRptKSL67yPLSUNqWeZHZmkIZLerEM5H89l9SmlD5YUkspPkm84SbdJOq2NPHvm+vbPyyvnz9W/lG8LSW9L6r3oamxmVn8OQMzMaiTpJODXwJ+A/YEjgFuBveu8qy2BVi9SraqPk45bn1L6cGAAMK3RFSqStBWwI/M+dboWK5M+V/9iYn6a+Wjgu/Won5lZo/hJ6GZmtTsWuCIiTi6k3S7p9GZVyNoWEROBic2uB/Bt4NaIeLuOZV4DXCjpzIj4sI7lmpktMm4BMTOrXR/gtXJiRETlZ0lPSBpaziNpqKTR+eelJF0o6UVJMyW9IukWSd0lDSbfIc/dcELSyEI5G0kanruATZH0B0mrFNYPzNvsJOlWSVMlPS9pV0lLSrpA0puSXpZ0fC0fWtJXJT0jaYak1yXdLKm3pEGSZktap5R/nZy+TyFtv3xspkt6S9KdktZuZZ8rSvpV3t8MSY/kFoSW8g8Ebs+LL+RjMC6vm6cLlqT+efkQSddIelfSS5IOy+tPzN/JREnnSVqitK9Wv4MW6tcT2A+4uZSu3L3qjVzWb4BehfX9gWfy4v2Vc6JQxG3AisDnW9u/mVlH4gDEzKx2TwHfknSkpL4t5LkKOLA43iD/fCBwdU46CfgScCqwC3Ac8A6wJKm70EU534D8+kYuZz3gYWAZ4DBgMPBJUiuMSvW4AvgL6aJ3POnC9zKgJ/DFvHxRaxf1eZ+n5LIeAPYFvp7r2oPUFe0V4MjSZoOBN/JnQdLhwDDgP8DBwFHAv4GVWtjn0sA9wM7A9/N+JwL3tHKh/xRwQv55f9Jx26+1zwacB7wKHAA8BFwr6SJSF7ijgUuAE3OdK3Vrz3dQtA2wLPBIKf3bwI+BX5HOkenA+YX1r5LOFYBvMvecACAi3gWeJR0rM7POISL88ssvv/yq4QVsDPwXCGA26cLvDKBXIU8vYCpwVCHtaGAm0Dcv3wFc1Mp+jiU3rJTSfwuMAboX0j4GzAL2yMsDc/1OK+T5RE67r5C2BKk157xW6tGHNG7i4lbynAm8ACgvCxgHXFjYz8vAsFbKGAK8WVj+MvA+8LFCWjdSAHNBK+XsmT9n/1L64JzeIy/3z8vXlL63D4DngSUL6U8Av2/Pd9BC3U4GJpbSliQFcL8spd9d/BzARnl5YAtlDwUebvbvh19++eVXrS+3gJiZ1SgingY2JA06/wXpYvtU4MlKi0ekO9I3ky56KwYDt0XEW3n5b8Dg3NVn4zbunBftDNwCzJbUTVI30sX/OGCLUt57Cz+Pze/3FT7LbFIwtXor+xtAumt/TSt5rgbWJgU+ADvk5co26wOrtVFG2c7AKFJXqsrnhNQKU/6cC2POMcrf20TggYiYVcgzlnmPUXu+g6JVgPJMX2sCq5ImMiga1o7PQC631S5gZmYdiQMQM7N2iIiZEXF7RBwbEZ8AvkK6A/7lQrargO0krSvpo8B2zO1+BanV4H9JXav+DkyQ9J0adt8P+AHpTn3xtS7pYrZocqHO75fTsvdJXYlaUulm9mpLGSLiv8BIUrcq8vsTEfFsrWVU0Q/Ymvk/51HM/zkXxuTS8vstpBWPUXu+g6JlSK1gRZWg4Y1Senm5LTNp/Xs0M+tQPAuWmdlCiIirJJ0PbFBIe1DS86SWD5G62fy5sH4Gqd//jyV9DDgGuETSmIi4q5XdvU26+/7rKusW+jkaVVRabFZto/xfA1cqTVO8P/C9Fsqo1dvAk6TxJmXli/hGW9Dv4G3mnx64MqHByqX08nJb+uTyzcw6BQcgZmY1krRyRLxRSlsJ6A28Xsp+NXnwOPCbUreeOSLieUknkAYYfwK4i3TXHUnL5GCl4l7SgOdRERHzFVZ/j5IGRR/J3AHe1QwjtejcSGpZv7GwbgxpDMiRzJ2lqi33ArsCL5aPdxsqLT2LsjVgQb+DMcBqkpaOiEoQNYEUhOxD+t4r9i9t29bn6k8a1G9m1ik4ADEzq90zkm4ltWa8QRrrcAJpoPa1pbzXkrpadaM0/kHSLaQxDqNJF/gH5nwP5izP5ffvSLoPeDcixpAGaz8BDJd0NemO++qkmbSGRsTIen1QgIiYLOknwFmSugN3AksDewCnR8TLOd8MSb8jBVE3RMTkQhmzJZ0I/C7nuYE0oHrHnPfJKrv+DalVaKSkC0ljVfqSZqd6LSJ+2kKVx+T3r0m6EZgWEc+0kHdBDWHBvoOHgaWAT5Fad4iIWbn17EKlJ8E/RJqRa8PSti+SA0FJ7wAflI7bFqQZvczMOgWPATEzq90ZpLvNPycFIT8hzYS1ZUS8UMwYEa8Bj5NmJyrfnX6ENLXs9aQByJsDBxQuKh8CLgC+k8u4Ipf5b9LYiGmkaVtHAKeTuiWNZRGIiHNIXaF2znW9gtTlZ0op6//l96tL6UTE9aQL6w1IA/R/k3+u+nDA3OqzA2k2qNNJx/pnpLE2T7RS1/GkgHB/0gV/rS0uNVvQ7yBv9w9g99KqS4CzSQHXH0nTG59Y2nYG8FXSefIA8NfKOkmbkqYzbu/AdTOzplFjWvHNzLoWSSuSuh4dGxFXNbs+i1q+k38wsG6eYctKJH0X+HJEbFTHMs8BPhMRfg6ImXUabgExM6sjST3zw/0uI7US3NDkKi1SktaXtB+pleQyBx+t+hWwkqS6BAuSlie1jJxZj/LMzBrFY0DMzOprc+B+0tPHj4iIaU2uz6J2BbAVcBupa5q1ICKmSjoSWL5ORa4FnFHvsT9mZouau2CZmZmZmVnDuAuWmZmZmZk1jAMQMzMzMzNrGAcgZmZmZmbWMA5AzMzMzMysYRyAmJmZmZlZwzgAMTMzMzOzhvl/0VDHE56ln90AAAAASUVORK5CYII=", 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\n", 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", 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" ] @@ -444,7 +452,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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", 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\n", 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", 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\n", 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", 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\n", 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", 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" ] @@ -598,7 +606,7 @@ "outputs": [ { "data": { - "image/png": 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s+2dmRpiINxD+l6z368AOOfyuGxCf+CxKttkdxGHMQ0a8dbZ/Wjk1n1ghPCpL+u8De+dSxpSSz/7J9vtr5j4BRhCH125MHORgEdC9hLSKjV+OtGYSK27npoX1SMJWj2SWxNsvyzH3xvpuG3/88aewn8oqB9cjf8WWn8n0nMu90uJWtzJUSUJmVgzFF0Q+CDQJISzNc9pbEisrW4UQPstn2lY7Sfo/4gAY/yE2ZTskCa9PvJHQFFgGfB5CKPals2VY3rXEivaA5HsjYoVquxDCx0nY34FZIYRLs8xfbHziU62c00qmzyTeWDoshLBTEnZzks61wJYhhJlJvDPC2k++BiRhu0s6Bkh/OrcBsZlfn7JuIzOrXJVdDq5HPtcqP5OwnMvQ0uKWtTxOps+kgGVobWzKZVaV7Ep8T4YrJZYvJxPvkI0C9pHUDiDEPmC9icM3N04/GUt6RvFN89k+z5Rx+VsDK1InwcR7xP5WZY1f1rRS/g00lbSt1vSR+kcZ1oEQwqPJdmoMbAx8RtyuZlb1FbocXB9lKfdKi1vtytDaNiqXWZUSQniE2GfBbL0pdtJvRBwMYaWkl4kvir0tibI98aS0ltTdxDxpzLr9mRYBTcoRv6xppfs78eLkVeAj4hOYTE9ISh+9sD7wTnoExcEHhhOb/g7NYblmVkBVpBxcH2Up90qLW+3K0BrblKtV69ah4+aZ70U0M6u5vvzyS+rUqcOmm24KwPz585kzZw5du3YFYNaseF7ZZJNs7w8tn9mzZ/PTTz/RsWNHAJYvX87HH3/M9ttvvzrOt99+y9KlS+ncufM685cUv0OHDmVKC+DDDz9ks802o2HDhnz88cc0atSIZs2a0aJFC9599126detGgwYNVsdr2nTNeAjz5s1j3rx5bL31mveyzp49m2XLltGlSxek9XmXqZlVhkKUgzNmzGDp0uwtvRs1arRWmZIus/yEspWhpcUta3kM2cvQhQsXLiG+e+wncmzKlRZ2A7F1yH4hhJ+yLjRNja2Y9OzZM7z62uuFzoaZWaX4/vvv2apLZ0Y/8SQ77bQTQLyg7tyJF18aS48ePTj88MM49tjjOPbYtUd/7t//CN6aMCFrur133ZXHHx9d7HKvvvoqZs+azT1Dh65e5uabbcp/Jr5Nly5xYMOzzjqTDu07cNXVV68zf0nxLxk4sExpAWzXvRt33HkXe++9NwcdeADvvfceH8/4hAYNGtCyRXOmfvAhHTt2XCteyiP/+AcPPfQQL770EgCjRj3GoCuvZPz4V2ndpk3W5ZlZ1VGocrC8MsvPVH5zLfdKi1vW8hiyl6FLliyZQhwAqEwVE0nHEkeo3CmEMDeXbeI+JmZmNcAzzzxNixYt6NGjB0VFRRQVFVG3bl369u3LiOHDAfhg6lR69NhunXkff3w0X3/zbdZPcSfjFStWUFRUxKqVq1i5aiVFRUWsWLGCRo0a0e/QQ7nuumtZtmwZ/37rLZ4dM4Zjj8t8FU5UUvyyppXpzrvu5ulnxtCoUaMct+Ia7733HhdfdBHDR4x0pcSsmqjscrC8iis/oeQyMVNpcfNVhpL9pdolkrQDcVTJw3OtlIArJmZmNcLw4cP54osvaNum9Vqf0aNH889/PsqsWbNYuHAhW2+9TV6WN2TIYNq2ac2tt97CoyNH0rZNa4YMia/1ufXW2yj6vojOnbbktNNO5dbbbmfbbbutnrd//yO4+aY1r7EpKX5paZWkU6dO9OzZs1zrN2bMMyxcuJD9+/6SDu3b0aF9O/r3P6L0Gc2sYCq7HCyvkspPKFsZWlrcQpWhxBcDtwDekLQ0+ZT0gmHATbnMzMzMzKwYTZs0nhxC2LEyluUnJmZmZmZmVnCumJiZmZmZWcG5YmJmZmZmZgXnikmOBl15JXfddVehs1GsPn324qOP/lvobJiZmZlZjgp1fVlVrxtrfMXkiCMO59prr1knfMwzz9ClcyceeeSR1SOupH+aNmnMjTfeAMB3c+cyYsRwTjvttDIv/4wzTmerLp3ZZOMO7LD99jw0bFixcYcOvYe99tyD1q1a8ptf/7rYeJ988gltWrfijDNOXx123nnncd2115Y5f2ZmZmZWNhV1fVnbrxtrfMXk+OOP55+PPkrm6GMjR47g6KOP4YQTTlhnvOobbxxM27ZtGTDgVAAeeeQR+vbdnw033LDMy7/wwgv54MP/Mmv21zz66KNcc83VTJkyJWvcDu07cPHFl3DSSSeVkuYF6wzfdtBBB/Pa66/z7bffljmPZmZmZpa7irq+rO3XjTW+YnLIIf2YP38+E958c3XYggULeP755znu+OPXif/ee+9x6aUDeXDYMNq3bw/ASy+9yG67716u5W+7bTcaNGgAgCQk8fnnn2WNe+hhh3FIv360aNmy2PRGjXqM5s2asVefPmuFN2zYkB22356xY8dmn9HMzMzM8qKiri9r+3Vjja+YbLjhhhxxRH9GjBixOmz06MfZeuut6dGjx1pxFy5cyEknncgllwxkjz32XB3+4YcfstVWW5U7D3/4w/m0a9uGXr160r59e/r23b9c6SxevJjrrr2O62+4Mev0rbfZhg+mTi13Ps3MzMysdBV5fVmbrxtrfMUE4uO2J598gqKiIgBGDB/BccefsFacEAK/Pussum3bjfP/8Ie1pi1atIgmjRuXe/m33XY7s7/+hhdeeJF+hx66uiZcVtdeew0nn3wym2yySdbpTRo3ZtGiReXOp5mZmZnlpqKuL2vzdWOtqJj03nVXWrZqxTPPPM1nn33G5MmTOProo9aKc9utt/LRtI+4Z+hQJK01rXnz5ixZunStsIMOPICmTRpn/fT95S/XyUPdunXpveuuzJ41i/vu+1uZ1+H9999n/LhxnH3OOcXGWbJ0Kc2aNStz2mZmZmZWNhVxfZlSW68b6xU6A5XluOOOY8SIEcyYMYN9992Ptm3brZ72+uuvcfPNN/Hc8y/QvHnzdebdbrvt+OSTT+jVq9fqsGefe75c+VixYiWff/55med7/fXX+fLLL+m2bVcAli1bxsqVK9lj2jRefyO2b/x4+nSOPubYcuXLzMzMzMom39eXmWrbdWOteGICcNxxxzN+3DgeGjaM409Y0ynpm2++4dQBA7jxxsH8/Oc/zzpv37778+Ybr5d5mXPnzmHUqMdYunQpK1euZOzYsYwa9Rh99uqTNf6KFSsoKipi1cpVrFy1kqKiIlasWAHAqaeeynvvT+XNCW/x5oS3OO2009l///0ZPfoJAIqKipjy7rvss88+Zc6nmZmZmZVdPq8vfd1YiyomHTt2ZJdddmH58uUcdNDBq8OHDXuQOXPmMHDgJeuMNX3+788DYm34xRdf5Pvvvy/TMoW4/7772LbrNmy+2ab86Y+Xc+ONgzno4Lj8/v2P4Oabblodf8iQwbRt05pbb72FR0eOpG2b1gwZMhiAjTbaiHbt2q3+NGrciAYNG9K6TRsAnnvuWfbYfXc6dOiwXtvJzMzMzHKTz+tLXzeCMsdfLhRJg4Ark68BWAR8ArwI3BFC+CYtroDLgN8CrYG3gfNCCO+m4vTs2TO8+lrZn3IU56pBg2jdpg1nn312mea78847efCB+7OE30XvXXfNV/bYe+8+3HXXXXTr1j1vaZqZVYbKKifNzKqaXK4vK6KM3Hvv3K8bmzZpPDmEsGO5FlRGVa2PySLggOT/ZkBPYuXjLEkHhBAmJ9MuBa4ALgamARcAYyVtl16ByacrBw0q13yP/+tfzJgxY53wpcuWrWeO1jZu3Pi8pmdmVlkqq5w0M6tqcrm+rIgysqpeN1a1plwrQgj/Tj4vhBBuAH4GfA2MlFRXUkNixeSGEMKdIYSxwFHEpyzFDz1Qwd5443U+/fTTEuP88U9/YvGSpSxespRfZhm5y8ysJnM5aWZWPJeRVa9iso4QwkLgEqAL8EtgV6Ap8M+0OMuAp4EDC5BFFixYwEknnsjJJ52YdXq7du3YeedduP6663jttVcrOXdmZoXnctLMrHguI6MqXzFJjAdWAL8AugIrgcxnWh8l0yrd3/52L/PmzePSSy/LOr1Bgwb8/R//YMMNN2TwjdnfvmlmVpO5nDQzK57LyKhaVExCCEXAd0A7oAWwNISwMiPaAmAjSfUrO38vvfgSbdu25ZB+/YqN06FDBw444AAmTJhQ5tG9zMyqO5eTZmbFcxkZVbXO7yVR6VEKY/bsWWyxxZbrvNET4KKLLuL7onjwbLllJ1auXMmcOXPo2LFjZWfTzKxgXE6amRXPZWRULSomSYf3VsC3xCcjjSXVzXhq0gJYHkL4sbLz16hRI+bNm5d1WmrsaYC5c+fG+BttVCn5MjOrKlxOmpkVz2VkVC0qJsDexLy+BfwE1CV2hp+eFqcrcehgAKZMmULTJo0rM485L69Pv3MrOCdmZlXHlx8+s/p/l5NmZuv6clq8hM21jOzUacuKzE7BVPmKiaTmwGDiyxbHAhsAi4lDBF+bxNkI6Afcm5pvhx12IJ8vWCzJ22+/zb777M3Pf/5znnr6GVq0aLHW9BAC555zDg8//BBXXjmICy+6KKd0P/yibkVk18wsL7p3zOzqVzyXk2ZWG+VaTlZUGZkPlXmjv6q9+f181rxgsQnQi/iCxY2A1S9YlHQZ675gcRegewjhW8j/m99LM3DgJfz17rvZeOONuf6GG9h33/2oX78+77/3HjcOvpGXx46lZ69ePP/8CzRs2HC9l+eTsZlVhrJUPkpTmeWky0gzqyz5Kicr+1oyV5X55veqVjG5MvkaiE9FPgFeAO5If6O7Ys+gy4mVllbAJOC8EMKUVJzKrpisWrWKP15+OXfffRfZtulee+3FsIceplWrVhWaD5+Mzaw88lkBKY7LSTOrrmpTGZmpVlZM8q2yKyYpkydP5uGHhvH+1Kn89OOPdOrUiSN/9SsOO+zwSs9LJp+MzWq3yjix5sLlpJlVVVWhnKxqZaQrJnlQqIpJdeGTr1ntUBVOstWVy0mz2sHlZMkqs2JSqZ3fJR0B/IU4tO8e6U2vrHKV9CP0ybjmW7TgO/48+AK++Pwj9u57FCeefkmhs2TrwSfViuFysnZzOVmzuJysHip7VK6bgXNCCE9W8nKtDNJ/vD755t+Tj/2NaR9OYuCgoavDLvj1gbTrsPk6YUedcC699zwo73l45YXHaNK0BfeNnJj1ZU5W9fkkW1guJyuWy0nLB5eT1U9lV0w6Ah9mmyCpXghhRSXnx0rhk2/+de3ei6f/dR+rVq6kTt26LJg/l5UrV/DFZx+tFfbt11/StXvFPDn9bu7XbLJ5p3KdbFeuXEHdulV+pPEaySfZqsnlZP65nLTycBlZ/ZX6q5E0E7gTOJlYsXgeOCWEUJRMPxMYCLQE3gB+E0KYnZFGA2Ae8cWI70n6JoTQOUn7r8AJwDaSGgE7ArcC3YAvgN+HEMYn6WwJDAN6Av8mvmCxeQjhxHJvActZ5g/eJ+Dy6bzVdqxcsYIvPp/Gll26M/2/k+nWY2fmfPO/tcLatd+M96e8yTOPP8D8ed/QpGlL+h15OvsecDQAF/+uH8edeiE9d+oDxBPh2af0YeBV97Jl527MmPYejzwwhFlffUrrNh046czL6NZjZ+65/XImvDoGBM8/9XcuuPwOtunei5HDbuHfb74AwC92259jB1zIBhvU579TJ3L3rZey/yHH89yTD7Pd9rvSrv1m/O/LT9hgg/pMnvgKrdtuwvmX3s7ECS/x/FMPU2+D+px57tX8bIfdCrWZawSfZKsfV1Lyw+Wk5crlZM1SJ8d4RxPfL7Il8DNgAICkfYAbkukdiBWJkZkzhxB+CCGk3s7y8xBC57TJxwEHA82BdsAY4osTWwIXAf+S1CaJOxyYDLQGrgFOyTH/VgG6d1y5+mO5q7dBfTpv04NpH04CYNoHk9imWy+26dZzrbCu3XekabOWXHTFXdw3ciK//v21/OO+wXz+6X8B6L3ngbz12rOr033/nTdp0rQFW3buxvx533LzNb/l8KN/zdBHJnD8qRfz5xvPZ/Gi+fzm/OvZda+DOaT/aTzwz0lst31vnvznUGZMf5/rb/8XN/z5cT6d8QFPPHrP6rQXLfiOpUsW8ef7x3LG2YMAmPL2eHbfux/3Dn+LLTpty+ArzyKEVdzx4CscccxveOCuqyppi9Ys/l3VHOn70vuzbFxOWkn8u6q5cq2Y/CWEMDuEMB94Gtg+CT8BeCCE8E4I4QfgMqC3pC3KkIe/hBC+CiF8D5wIPBtCeDaEsCqE8BLxHSUHSdoc2Am4IqnovJbkxaoAFxJls233nZj24WQApv93Ml27p064aWHb7cgOO+1Fuw6bI4ltt9uJHjvsyvQkzq57Hsw7E8fxww/fAzDhtTH03vNAAN4c/zQ/77Un2++4J3Xq1KHHDruyZZfuvDvptaz5efPVMfQ/9rc0a96Kps1a0v/Y3/LG+DU/L9URRx5/DhtsUJ/6DeJLnbbp1ouf9dydunXrsctufVm8eD6HHnkG9eptQO89DmLunFksW7q4YjZgDePfT+3g/Vw2LictxZX82iPXBpDfpP2/HNg4+X9j4J3UhBDCUknzgE2AmTmm/VXa/x2BoyT1SwvbABiXLGtBCGFZ2rQvgM1yXI5VEjf5Kl3X7r146dkRLF2ykMWLF9B+4440bd6Ke27/I0uXLOSrLz+ha/cdeXfy6zw+4m6+mT2TEAI//PA9m3XcCoD2G3dk40078c7E8fTcuQ/vTBzHdbeNAuC7ObOZ+OYLTHl7/Oplrlyxgm49ds6anwXz59C67carv7duuzEL5s9Z/b1p05bUr99grXmaNV/zgqf69RvSpGkL6tSN+7p+gxi3qGg5jRo3XY8tVTP5xGpu8lU6l5O1m8vJ2ml9e2bNJlYmAEj6iLQCZpUhjfQXqXwF/D2EcGZmJEkdgRaSGqVVTjbPmN+qIJ+A17VV1+1ZvnwJ414cxdZddwBgo40a06JlG8a9OIoWLdvSolVbBp5zGL/5w/X02mUf6tXbgFuvO5eQdsjvuudBvPXas4RVq9hks8603zj+HFu27sBue/fjzHOuzik/LVq25bs5s9l08y5A7PTZomXbNRE8Is1680nWiuObOdm5nKx9XE5ark25ijMCOFXS9kkH9+uB/4QQZpYzvX8A/STtL6mupIaS+kjaNITwBbFZ11WS6kvaHehXcnJW1fhRbFS/QUM6ddmOZ594mG2691odvk23njz7xMN07d6LFT/9xE8rfqRps5bUrVuPdye/ztQpE9ZK5xd7HMTUKRMY+9yj7LrnwavDd+9zCFMmjuf9d95g1cqV/PjjD/x36kTmffcN2fTe80Ce+OdQFi+az5LFCxg98q/s1ueQiln5WsTHu5WHj5vI5WTt4OPd0q3XE5MQwlhJVwD/Ir40cQJw7Hqk95Wkw4AhxErPSmAi8NskyvHAQ8B84C3gYWKneQAkLQUODCH4le/VQG2/S9i1+47MmPYu23TruTpsm+69eHHMcLp235ENN2rEyWdexl8GX8iKFT+yw0596LnL3mul0aJlG7bq+nM++mAS5w28ZXV4qzYduOCPdzJi2C3cefPF1KlTl85b9+DU316RNS+HH/0bvl++jMvOOwKAnXfbn8OP/k0FrHXN55Or5VNtf+LscrLmcRlpJVEI1bcllKRBQJdswwX37NkzvPqa6yfVVW08AVv15JOsFYrLSasuXE5Wb02bNJ4cQqiYFwZlWN+mXGZmZmZmZuvNryW1Kqm2N1+wqs13/6wqcDlpVZnLSSuPal0xCSEMKnQerOL55GtVgU+yVpW5nLRCcxlp+VCtKyZW+9T2DvNWeXySterKlRSrLC4nLd/cx8TMzMzMzArOT0ysWvOdQcsn3/2zmsZPmS3fXE5aRXLFxGoMV1KsPHyStdrE5aSVh8tJqyyumFiN5LuEVhyfYM0iV1KsOC4nrVDcx8TMzMzMzArOT0ysVvCdwdrNd//MSuanzOZy0qoCV0ys1nElpXbwSdas/FxO1g4uJ62qccXEajWffGsWn2TN8s/lZM3hMtKqOvcxMTMzMzOzgvMTE7OE21hXP777Z1a5XE5WPy4nrTpxxcSsGG6+UDX5JGtWdbicrJpcTlp15YqJWQ588i0sn2TNqj6Xk4XjMtJqCldMzMrITRkqnk+yZtWbKykVz+Wk1UTu/G5mZmZmZgXnJyZm68l3BvPDd//MaiY/Zc4fl5NW07liYpZHrqSUjU+yZrWPy8mycTlptYkrJmYVxHcJs/NJ1sxSXElZl8tIq81cMTGrJLX1BOyTrJnlojbfzHE5aRa5YmJWAMWdhKrzidgnVjPLp5pWTrqMNCudKyZmVUh1umPok6yZFUJ1evrsctKsbFwxMavCqsIdQ59YzayqKql8qqxy0mWkWf64YmJWDflEaGZWMpeTZtWPX7BoZmZmZmYF54qJmZmZmZkVnCsmZmZmZmZWcK6YmJmZmZlZwbliYmZmZmZmBeeKiZmZmZmZFZwrJmZmZmZmVnCumJiZmZmZWcG5YmJmZmZmZgXniomZmZmZmRWcKyZmZmZmZlZwrpiYmZmZmVnBuWJiZmZmZmYF54qJmZmZmZkVnCsmZmZmZmZWcK6YmJmZmZlZwbliYmZmZmZmBeeKiZmZmZmZFZwrJmZmZmZmVnCumJiZmZmZWcG5YmJmZmZmZgWnEEKh81AhJM0FvihwNloD3xU4D1b1+TixXPlYsVz4OLFc+VixXGwTQmhSGQuqVxkLKYQQQptC50HSpBDCjoXOh1VtPk4sVz5WLBc+TixXPlYsF5ImVday3JTLzMzMzMwKzhUTMzMzMzMrOFdMKta9hc6AVQs+TixXPlYsFz5OLFc+ViwXlXac1NjO72ZmZmZmVn34iYmZmZmZmRWcKyZ5JqmbpJclLZc0W9LVkuoWOl9WNUjaRNJSSUFS4ySsg6SbJL2XTPtK0kOSNi50fq1ySTpW0jvJcTBL0sMlHQeSbkuOpZsrM59WuSR1kTRU0vuSVkoanzG9TGWIpLMkfSCpSNK3kh6tlBWxClXacZIWr4ekZyQtkrRE0kRJvTLilKkssupD0lGSnkr261JJkyUdlxHnGEmPS/o6OccMKCatTSSNTo6j7yTdKWmj9cmfKyZ5JKkFMBYIwGHA1cCFwFWFzJdVKTcBSzPCegFHACOAfsDFwC7AhFTlxWo+SYcSj4EJxPJjILAnMEbSOmW1pG7A6cDiysynFUR34CBgOvBxluk5lyGSrgWGAMOA/YFz8XssaorSjhMkbU8sYxYCxwBHAU8DG6bFKVNZZNXOBcTrkD8AhwLjgOGSzk2L8ytgC+CZ4hKRtAHwAtAROBb4PfF4Wq/+KO5jkkeSLgMuATqGEBYnYZcAg4D2qTCrnSTtCTwBXE+soDQJISyV1BxYGkJYkRZ3a+LJZUAI4aECZNcqmaSRwFYhhF5pYYcCTwLdQggfZcR/mXjhcBIwKoRwUWXm1yqPpDohhFXJ/6OA1iGEPmnTm5NDGSKpO/A+cEAI4aXKWwOrDKUdJ0n4v4HPQgjHl5BOmcoiq14ktQ4hfJcRNhzoHULYMvleJ4SwKrmxsQQ4NYQwLGOe44B/AF1CCJ8nYUcDI4kvZJxRnvy55ptfBwIvZFRARhLvROxVmCxZVZA057uD+BRtrQIhhLAw/YIiCfsYWA740XntsQGwKCNsYfJX6YGSfgV0BW6s+GxZoaUuNkuYnmsZcgrwiSslNVNpx0nylHUX4rmoJDmXRVb9ZFZKElNIKytKO5YSBwJvpyoliSeAH4EDyps/V0zyqyswLT0ghPAl8eTQtSA5sqriN0AD4K5cIkv6GbARxTyOtxrpAWAPSSdLaprc8b4WeCWE8N9UJEkbArcAl4YQlhUor1bFFVOG7AJ8IGlQ0h78B0ljJW1bmFxaJdsl+dsi6Y+0QtKnkk7PiJdTWWQ1Sm/Kfr2R7Zr3R+BT1uOa1xWT/GrBmrsK6RYk06wWktQKuAa4IITwUw7x6wB/BmYAT1Vw9qyKCCGMAQYQ2+cuIjbDqQscmRH1MuBr4iN0s3WUUIa0B/oCRwNnEtuRtwGel9SwsvNpla598vdh4BHgl8DzwH2SDkpFKkNZZDWApH2Bw4k3vMqiQq55XTExq3jXAf8OITybY/wbiHcvTsqlImM1g6S9gXuIF5R7EzsTtgRGJ00BkbQlcBHw++AOgla84soQAY2AI0MIo0MITxM7zW8CnFD52bRKlmqGdV8IYUgIYVwI4Wxi5+fLVkfKoSyymkHSFsBw4MnMPiSFUq/QGahhFgDNsoS3SKZZLZN0Nj0N2DPpoAqxeQVAM0krQwjfp8X/HXFEneNCCP+p1Mxaod0CPBVCGJgKkPQu8VH5YcDjxD4lzwHT046nOkCD5PsiV1hqt1LKkAXAt+mdl0MIn0maCXSrvFxagaSuQ8ZlhL9CHKEpJZeyyKo5SS2J55MvKN+NiZKued8rb778xCS/ppHRrk7SZsQL0WlZ57CabitiR8K3iD/iBazpZ/I/0johSjoy+X5JCMHvFah9ugLvpgeEEKYD3wOdk6BtgP6sOZYWAJsB5yT/b1JJebUqKIcy5COyd14WkEtnV6veUhXSzGMgc//nUhZZNZa8a+QZoD5wSAhheTmSyXbNWx/oxHpc8/qJSX49B1wsqUkIYUkSdgzxx/xq4bJlBfQG8VF4ugOI48IfBHwGIKkPsc3vHSEEvyyvdvoC6JkekHRK3hCYmQSdAWS+22YksXz5KzC3YrNoVVWOZcgzwCmSuqU6MUvqTHwPQbnvcFq1MYF4A2MfYt+SlH1Ze//nUhZZNSWpHvAY8cbpriGEOeVM6jngeEkdQwhfJGGHEgf6eb742Urmikl+3QOcBzwuaTCx1jgIuNXvMKmdkmH5xqeHJW06AV5P3mOyLXGIvWnAo5J+kRZ9bgjh00rIqhXePcBtkmYTC/x2wP8RLwSeBQghTMqcSVIR8FUIYXyl5dQqVXJ3M9U5eROgaTJkNMRjoyO5lSGjgXeI56g/ASuJQ5h/DPgpbTVX2nESQlgu6WpgiKSFwNvEDu17svYrDUoti6xau5t4nPweaJUM0JMyJYTwQzK0dDcgNSjGjpKWEsuT1I32UcAfieXJFcRmXbcBw8v7DhPwCxbzLtmZdxI7Hi4E7gMGhRBWFjJfVnVIGgA8yJoXLKa+Z/NQCGFAJWXNCkiSiMNK/5bYXGIh8YnbZSGEz0qYbyZ+wWKNltzM+LyYyVsCfcixDJHUDrideGFSBxhLHEzhy/zk1gqltOMkhDAziXcBcC6x8jIduDKEsLrfSHnLIqseknNGx2ImbxlCmClpEHBllumvZrzcdVPiNe9+wA/EJ/gXl7NpWEzTFRMzMzMzMys0d343MzMzM7OCc8XEzMzMzMwKzhUTMzMzMzMrOFdMzMzMzMys4FwxMTMzMzOzgnPFxMzMzMzMCs4VEzOzMpA0QNJkSUskLZA0RdKteV7Gzsk48rWCpEGSvstDOlsnaTXPCB8gKUhqvL7LWF+SnpKU7f0A6XEOSfK7RfK9bbJeW2TE21HSfEnNKi7HZmaVxxUTM7McSbqM+NLUF4D+wMnAk8CheV7UzmR/uZWVbGvidmueET6G+NLbcr/0Kx8k7QLsA9xRxlnbEtdri/TAEMIkYArwh3zkz8ys0OoVOgNmZtXIOcDQEMLlaWFPS7qqUBmy0oUQ5gJzC50P4DzgyRDC/Dym+SBws6RrQwgr8piumVml8xMTM7PcNQe+yQwMIYTU/5ImShqWGUfSMElTkv83kHSzpC8l/SBptqTRkupLGkByRz1pzhMkjU9LZztJY5KmZEskPSapfdr0Psk8+0p6UtIySTMk9ZVUV9JNkr6TNEvSBbmstKQzJU2VVCTpW0mjJDWTdJCkVZK2zIi/ZRJ+WFrYEcm2+V7SPEnPSupYwjJbSro3WV6RpAnJE4fi4vcBnk6+fp5sg5nJtLWacknaIvl+rKQHJS2W9D9JJybTL0n2yVxJgyXVyVhWifugmPw1AY4ARmWEK2mmNSdJ62Ggadr0LYCpyddxqWMiLYmngJbA/iUt38ysOnDFxMwsd+8A50o6RVKrYuLcD/wqvT9D8v+vgAeSoMuAE4ArgF8C5wOLgLrEZke3JPF6J5/fJel0Ad4EGgInAgOA7sSnNsrIx1DgDeLF8BfEC+I7gSbA8cn3W0q62E+W+ackrVeBw4HfJnltTGzSNhs4JWO2AcCcZF2QdBLwOPApcDRwKvAx0KaYZTYAxgL7ARcny50LjC2hAvAOcFHyf3/idjuipHUDBgNfA0cCrwMPSbqF2JTuNOB24JIkz6m8lWUfpNsV2BCYkBF+HvB/wL3EY+R7YEja9K+JxwrA2aw5JgAIISwGPiRuKzOz6i2E4I8//vjjTw4f4GfAZ0AAVhEvCK8GmqbFaQosA05NCzsN+AFolXx/BrilhOWcQ/IgJiP878B0oH5a2FbASuDg5HufJH9XpsXploS9khZWh/j0Z3AJ+WhO7JdxawlxrgU+B5R8FzATuDltObOAx0tIYxDwXdr304Efga3SwuoRKzY3lZDOIcl6bpERPiAJb5x83yL5/mDGfvsJmAHUTQufCDxaln1QTN4uB+ZmhNUlVuz+mhH+Uvp6ANsl3/sUk/Yw4M1C/z788ccff9b34ycmZmY5CiG8D2xL7Ox+N/Ei/ApgUuoJSYh3sEcRL4ZTBgBPhRDmJd/fBQYkTYZ+Vsqd9nT7AaOBVZLqSapHrBTMBHbMiPty2v+fJH9fSVuXVcRK1iYlLK838S7/gyXEeQDoSKwQAeydfE/Nsw2wcSlpZNoPmExskpVaT4hPbTLXc32s3kbJfpsLvBpCWJkW5xPW3kZl2Qfp2gOZI49tBnQgDqCQ7vEyrANJuiU2JTMzqw5cMTEzK4MQwg8hhKdDCOeEELoBZxDvmJ+eFu1+YA9JnSR1BvZgTTMuiE8Z7iI20XoP+ErS73NYfGtgIPHOfvqnE/EiN93CtDz/mBmW+JHYJKk4qeZqXxcXIYTwGTCe2DyL5O/EEMKHuaaRRWvgF6y7nqey7nquj4UZ338sJix9G5VlH6RrSHxqli5VmZiTEZ75vTQ/UPJ+NDOrFjwql5nZeggh3C9pCNA1Lew1STOIT0pEbK7zYtr0ImK/gv+TtBXwG+B2SdNDCM+XsLj5xLv192WZtt7vAcki9YSnQynp3wf8TXE45f7AhcWkkav5wCRif5ZMmRf3la28+2A+6w5jnBpIoW1GeOb30jRP0jczq9ZcMTEzy5GktiGEORlhbYBmwLcZ0R8g6bQOPJzRPGi1EMIMSRcROzZ3A54n3qVHUsOkEpPyMrGj9eQQQlgnsfx7i9gZ+xTWdCzP5nHiE6CRxCfxI9OmTSf2MTmFNaNmleZloC/wZeb2LkXqyVBFPj0o7z6YDmwsqUEIIVW5+opYOTmMuN9T+mfMW9p6bUEcTMDMrFpzxcTMLHdTJT1JfPoxh9iX4iJiB/GHMuI+RGyyVY+M/hWSRhP7UEwhXvj/Kon3WhJlWvL395JeARaHEKYTO4lPBMZIeoB4h34T4shew0II4/O1ogAhhIWSrgGuk1QfeBZoABwMXBVCmJXEK5L0CLFyNSKEsDAtjVWSLgEeSeKMIHbk3ieJOynLoh8mPkUaL+lmYl+YVsTRsr4JIdxWTJanJ39/LWkksDyEMLWYuOU1iPLtgzeBDYAexKdBhBBWJk/bbpb0HXFksCOJ/ZjSfUlSQZS0CPgpY7vtSBxhzMysWnMfEzOz3F1NvDv9F2Ll5BriyFw7hxA+T48YQvgG+A9xtKTMu9kTiEPgDid2fO4FHJl2sfk6cBPw+ySNoUmaHxP7XiwnDi/7HHAVsXnTJ1SAEMINxCZV+yV5HUpsOrQkI+oTyd8HMsIJIQwnXnB3JQ4M8HDyf9aXHiZPifYmjk51FXFb/5nYl2diCXn9glhR7E+sCOT6hCZn5d0HyXwfAAdmTLoduJ5YEfsXcRjmSzLmLQLOJB4nrwJvp6ZJ2oE47HJZO8ybmVU5qpzWAGZmtYuklsQmTOeEEO4vdH4qWnLn/2igUzLil2WQ9Afg9BDCdnlM8wZgpxCC32NiZtWen5iYmeWRpCbJSwvvJD5VGFHgLFUoSdtIOoL4VOVOV0pKdC/QRlJeKhGSGhGfpFybj/TMzArNfUzMzPKrFzCO+Lb1k0MIywucn4o2FNgFeIrYxM2KEUJYJukUoFGektwcuDrffYvMzArFTbnMzMzMzKzg3JTLzMzMzMwKzhUTMzMzMzMrOFdMzMzMzMys4FwxMTMzMzOzgnPFxMzMzMzMCs4VEzMzMzMzK7j/B6rNCtgPGCFMAAAAAElFTkSuQmCC\n", + "image/png": 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", "text/plain": [ "
" ] @@ -633,8 +641,7 @@ { "data": { "text/html": [ - "

Version Information

Qiskit SoftwareVersion
QiskitNone
Terra0.17.0
Aer0.8.0
Ignis0.6.0
AquaNone
IBM Q ProviderNone
System information
Python3.8.8 (default, Feb 24 2021, 13:46:16) \n", - "[Clang 10.0.0 ]
OSDarwin
CPUs2
Memory (Gb)12.0
Wed Apr 07 10:55:37 2021 EDT
" + "

Version Information

Qiskit SoftwareVersion
qiskit-terra0.22.3
qiskit-aer0.11.2
qiskit-ignis0.7.0
qiskit-ibmq-provider0.19.2
qiskit0.39.4
System information
Python version3.10.6
Python compilerGCC 11.3.0
Python buildmain, Nov 14 2022 16:10:14
OSLinux
CPUs4
Memory (Gb)3.7695083618164062
Thu Dec 22 18:38:09 2022 JST
" ], "text/plain": [ "" @@ -646,7 +653,7 @@ { "data": { "text/html": [ - "

This code is a part of Qiskit

© Copyright IBM 2017, 2021.

This code is licensed under the Apache License, Version 2.0. You may
obtain a copy of this license in the LICENSE.txt file in the root directory
of this source tree or at http://www.apache.org/licenses/LICENSE-2.0.

Any modifications or derivative works of this code must retain this
copyright notice, and modified files need to carry a notice indicating
that they have been altered from the originals.

" + "

This code is a part of Qiskit

© Copyright IBM 2017, 2022.

This code is licensed under the Apache License, Version 2.0. You may
obtain a copy of this license in the LICENSE.txt file in the root directory
of this source tree or at http://www.apache.org/licenses/LICENSE-2.0.

Any modifications or derivative works of this code must retain this
copyright notice, and modified files need to carry a notice indicating
that they have been altered from the originals.

" ], "text/plain": [ "" @@ -679,7 +686,12 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.5" + "version": "3.10.6" + }, + "vscode": { + "interpreter": { + "hash": "916dbcbb3f70747c44a77c7bcd40155683ae19c65e1c03b4aa3499c5328201f1" + } } }, "nbformat": 4, From 881f7f6cc7d0c8b0becfad5dba1a0f000e6fa72f Mon Sep 17 00:00:00 2001 From: king-p3nguin Date: Thu, 22 Dec 2022 18:43:11 +0900 Subject: [PATCH 3/3] remove warning message --- .../06_building_pulse_schedules.ipynb | 74 +++++++++---------- 1 file changed, 33 insertions(+), 41 deletions(-) diff --git a/tutorials/circuits_advanced/06_building_pulse_schedules.ipynb b/tutorials/circuits_advanced/06_building_pulse_schedules.ipynb index 6d2a065b4..f245a5ea1 100644 --- a/tutorials/circuits_advanced/06_building_pulse_schedules.ipynb +++ b/tutorials/circuits_advanced/06_building_pulse_schedules.ipynb @@ -15,7 +15,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -24,7 +24,7 @@ "ScheduleBlock(, name=\"my_example\", transform=AlignLeft())" ] }, - "execution_count": 1, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } @@ -74,7 +74,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 21, "metadata": {}, "outputs": [], "source": [ @@ -92,7 +92,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 22, "metadata": {}, "outputs": [ { @@ -101,14 +101,6 @@ "text": [ "5\n" ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/tmp/ipykernel_3856/2377236424.py:1: DeprecationWarning: The module 'qiskit.test.mock' is deprecated since Qiskit Terra 0.21.0, and will be removed 3 months or more later. Instead, you should import the desired object directly 'qiskit.providers.fake_provider'.\n", - " from qiskit.test.mock import FakeValencia\n" - ] } ], "source": [ @@ -138,7 +130,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 23, "metadata": {}, "outputs": [], "source": [ @@ -180,7 +172,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 24, "metadata": {}, "outputs": [], "source": [ @@ -206,7 +198,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 25, "metadata": {}, "outputs": [ { @@ -216,7 +208,7 @@ "
" ] }, - "execution_count": 6, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" } @@ -238,7 +230,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 26, "metadata": {}, "outputs": [ { @@ -248,7 +240,7 @@ "
" ] }, - "execution_count": 7, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" } @@ -274,7 +266,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 27, "metadata": { "scrolled": true }, @@ -286,7 +278,7 @@ "
" ] }, - "execution_count": 8, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" } @@ -305,17 +297,17 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 28, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] }, - "execution_count": 9, + "execution_count": 28, "metadata": {}, "output_type": "execute_result" } @@ -335,17 +327,17 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 29, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] }, - "execution_count": 10, + "execution_count": 29, "metadata": {}, "output_type": "execute_result" } @@ -375,7 +367,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 30, "metadata": {}, "outputs": [], "source": [ @@ -396,7 +388,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 31, "metadata": {}, "outputs": [], "source": [ @@ -417,7 +409,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 32, "metadata": {}, "outputs": [], "source": [ @@ -447,7 +439,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 33, "metadata": {}, "outputs": [ { @@ -457,7 +449,7 @@ "
" ] }, - "execution_count": 14, + "execution_count": 33, "metadata": {}, "output_type": "execute_result" } @@ -486,7 +478,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 34, "metadata": {}, "outputs": [ { @@ -496,7 +488,7 @@ "
" ] }, - "execution_count": 15, + "execution_count": 34, "metadata": {}, "output_type": "execute_result" } @@ -523,7 +515,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 35, "metadata": { "scrolled": false }, @@ -535,7 +527,7 @@ "
" ] }, - "execution_count": 16, + "execution_count": 35, "metadata": {}, "output_type": "execute_result" } @@ -562,7 +554,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 36, "metadata": { "scrolled": false }, @@ -574,7 +566,7 @@ "
" ] }, - "execution_count": 17, + "execution_count": 36, "metadata": {}, "output_type": "execute_result" } @@ -601,7 +593,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 37, "metadata": {}, "outputs": [ { @@ -611,7 +603,7 @@ "
" ] }, - "execution_count": 18, + "execution_count": 37, "metadata": {}, "output_type": "execute_result" } @@ -635,13 +627,13 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "text/html": [ - "

Version Information

Qiskit SoftwareVersion
qiskit-terra0.22.3
qiskit-aer0.11.2
qiskit-ignis0.7.0
qiskit-ibmq-provider0.19.2
qiskit0.39.4
System information
Python version3.10.6
Python compilerGCC 11.3.0
Python buildmain, Nov 14 2022 16:10:14
OSLinux
CPUs4
Memory (Gb)3.7695083618164062
Thu Dec 22 18:38:09 2022 JST
" + "

Version Information

Qiskit SoftwareVersion
qiskit-terra0.22.3
qiskit-aer0.11.2
qiskit-ignis0.7.0
qiskit-ibmq-provider0.19.2
qiskit0.39.4
System information
Python version3.10.6
Python compilerGCC 11.3.0
Python buildmain, Nov 14 2022 16:10:14
OSLinux
CPUs4
Memory (Gb)3.7695083618164062
Thu Dec 22 18:42:20 2022 JST
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