diff --git a/docs/guides/build-noise-models.ipynb b/docs/guides/build-noise-models.ipynb index 82edaf106d8..3b22676257a 100644 --- a/docs/guides/build-noise-models.ipynb +++ b/docs/guides/build-noise-models.ipynb @@ -299,11 +299,15 @@ "name": "stdout", "output_type": "stream", "text": [ - "Kraus([[[ 9.74679434e-01+0.j, 0.00000000e+00+0.j],\n", - " [-1.20234617e-16+0.j, 9.74679434e-01+0.j]],\n", + "Kraus([[[ 9.74679434e-01+3.31566125e-18j,\n", + " 0.00000000e+00+0.00000000e+00j],\n", + " [-1.20234617e-16+0.00000000e+00j,\n", + " 9.74679434e-01+3.31566125e-18j]],\n", "\n", - " [[ 2.62045272e-16+0.j, 2.23606798e-01+0.j],\n", - " [ 2.23606798e-01+0.j, -2.84112242e-16+0.j]]],\n", + " [[-2.61894470e-16-8.88880931e-18j,\n", + " -2.23478117e-01-7.58494199e-03j],\n", + " [-2.23478117e-01-7.58494199e-03j,\n", + " 2.83948741e-16+9.63734062e-18j]]],\n", " input_dims=(2,), output_dims=(2,))\n" ] } @@ -477,7 +481,7 @@ "text": [ "NoiseModel:\n", " Basis gates: ['cx', 'id', 'rz', 'sx', 'u1', 'u2', 'u3']\n", - " Instructions with noise: ['u1', 'u2', 'u3']\n", + " Instructions with noise: ['u2', 'u1', 'u3']\n", " All-qubits errors: ['u1', 'u2', 'u3']\n" ] } @@ -524,7 +528,7 @@ "text": [ "NoiseModel:\n", " Basis gates: ['cx', 'id', 'rz', 'sx', 'u1', 'u2', 'u3']\n", - " Instructions with noise: ['u1', 'u2', 'u3']\n", + " Instructions with noise: ['u2', 'u1', 'u3']\n", " Qubits with noise: [0]\n", " Specific qubit errors: [('u1', (0,)), ('u2', (0,)), ('u3', (0,))]\n" ] @@ -647,10 +651,10 @@ { "data": { "image/svg+xml": [ - "" + "" ], "text/plain": [ - "
" + "
" ] }, "execution_count": 13, @@ -702,7 +706,7 @@ "text": [ "NoiseModel:\n", " Basis gates: ['cx', 'id', 'rz', 'sx', 'u1', 'u2', 'u3']\n", - " Instructions with noise: ['u1', 'measure', 'reset', 'u2', 'u3', 'cx']\n", + " Instructions with noise: ['cx', 'u2', 'reset', 'u1', 'measure', 'u3']\n", " All-qubits errors: ['reset', 'measure', 'u1', 'u2', 'u3', 'cx']\n" ] } @@ -755,10 +759,10 @@ { "data": { "image/svg+xml": [ - "" + "" ], "text/plain": [ - "
" + "
" ] }, "execution_count": 15, @@ -813,7 +817,7 @@ "text": [ "NoiseModel:\n", " Basis gates: ['cx', 'id', 'rz', 'sx', 'u2', 'u3']\n", - " Instructions with noise: ['measure', 'reset', 'u2', 'u3', 'cx']\n", + " Instructions with noise: ['cx', 'u2', 'reset', 'measure', 'u3']\n", " Qubits with noise: [0, 1, 2, 3]\n", " Specific qubit errors: [('reset', (0,)), ('reset', (1,)), ('reset', (2,)), ('reset', (3,)), ('measure', (0,)), ('measure', (1,)), ('measure', (2,)), ('measure', (3,)), ('u2', (0,)), ('u2', (1,)), ('u2', (2,)), ('u2', (3,)), ('u3', (0,)), ('u3', (1,)), ('u3', (2,)), ('u3', (3,)), ('cx', (0, 0)), ('cx', (0, 1)), ('cx', (0, 2)), ('cx', (0, 3)), ('cx', (1, 0)), ('cx', (1, 1)), ('cx', (1, 2)), ('cx', (1, 3)), ('cx', (2, 0)), ('cx', (2, 1)), ('cx', (2, 2)), ('cx', (2, 3)), ('cx', (3, 0)), ('cx', (3, 1)), ('cx', (3, 2)), ('cx', (3, 3))]\n" ] @@ -888,10 +892,10 @@ { "data": { "image/svg+xml": [ - "" + "" ], "text/plain": [ - "
" + "
" ] }, "execution_count": 17, diff --git a/docs/guides/circuit-library.ipynb b/docs/guides/circuit-library.ipynb index 4b43deb6cf6..69de1624374 100644 --- a/docs/guides/circuit-library.ipynb +++ b/docs/guides/circuit-library.ipynb @@ -33,7 +33,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "id": "a846a845-7ac5-4c92-b124-d2b90a773ba2", "metadata": {}, "outputs": [ @@ -46,8 +46,9 @@ "
" ] }, + "execution_count": 1, "metadata": {}, - "output_type": "display_data" + "output_type": "execute_result" } ], "source": [ @@ -86,7 +87,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "id": "3ccaeb1b-03c6-4dfa-9000-e48db2516303", "metadata": {}, "outputs": [ @@ -99,7 +100,7 @@ "
" ] }, - "execution_count": 1, + "execution_count": 2, "metadata": {}, "output_type": "execute_result" } @@ -120,7 +121,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "id": "d503e1c8-0ccd-4868-a5dc-4806d00ab54b", "metadata": {}, "outputs": [ @@ -130,7 +131,7 @@ "ParameterView([ParameterVectorElement(θ[0]), ParameterVectorElement(θ[1]), ParameterVectorElement(θ[2]), ParameterVectorElement(θ[3]), ParameterVectorElement(θ[4]), ParameterVectorElement(θ[5]), ParameterVectorElement(θ[6]), ParameterVectorElement(θ[7]), ParameterVectorElement(θ[8]), ParameterVectorElement(θ[9]), ParameterVectorElement(θ[10]), ParameterVectorElement(θ[11])])" ] }, - "execution_count": 2, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -149,7 +150,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "id": "89227b48-12b2-4b1b-9680-55a7fce88a2b", "metadata": {}, "outputs": [ @@ -162,7 +163,7 @@ "
" ] }, - "execution_count": 3, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -197,7 +198,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "id": "cf8b1efc-57b3-4681-8e6a-d5b8406d092d", "metadata": {}, "outputs": [ @@ -210,7 +211,7 @@ "
" ] }, - "execution_count": 4, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -245,7 +246,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "id": "834794df-86e9-4bea-8efa-5380499e359b", "metadata": {}, "outputs": [ @@ -258,7 +259,7 @@ "
" ] }, - "execution_count": 5, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -306,20 +307,20 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "id": "9629a507-8191-409e-b895-fd0833c8fcd7", "metadata": {}, "outputs": [ { "data": { "image/svg+xml": [ - "" + "" ], "text/plain": [ - "
" + "
" ] }, - "execution_count": 6, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -354,7 +355,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "id": "77555a5a-a81c-47b8-a9ae-3015d84adcf5", "metadata": {}, "outputs": [ @@ -367,7 +368,7 @@ "
" ] }, - "execution_count": 7, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -410,17 +411,17 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "id": "ede21ca4-0358-4c83-9af5-63a1c67ae3cb", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "{5: 1.0}" + "{5: np.float64(1.0)}" ] }, - "execution_count": 8, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } diff --git a/docs/guides/common-parameters.ipynb b/docs/guides/common-parameters.ipynb index bb6d2f89d62..3d54c057604 100644 --- a/docs/guides/common-parameters.ipynb +++ b/docs/guides/common-parameters.ipynb @@ -78,7 +78,7 @@ { "data": { "image/svg+xml": [ - "" + "" ], "text/plain": [ "
" @@ -119,7 +119,7 @@ { "data": { "image/svg+xml": [ - "" + "" ], "text/plain": [ "
" @@ -166,7 +166,7 @@ { "data": { "image/svg+xml": [ - "" + "" ], "text/plain": [ "
" @@ -205,7 +205,7 @@ { "data": { "image/svg+xml": [ - "" + "" ], "text/plain": [ "
" diff --git a/docs/guides/create-transpiler-plugin.ipynb b/docs/guides/create-transpiler-plugin.ipynb index 5c7bcf86a74..e2fb3e000ab 100644 --- a/docs/guides/create-transpiler-plugin.ipynb +++ b/docs/guides/create-transpiler-plugin.ipynb @@ -360,7 +360,7 @@ { "data": { "text/plain": [ - "['default', 'sk', 'aqc']" + "['aqc', 'default', 'sk']" ] }, "execution_count": 5, @@ -505,7 +505,7 @@ { "data": { "text/plain": [ - "['rb_default', 'ag', 'bm', 'default', 'greedy', 'layers', 'lnn']" + "['ag', 'bm', 'default', 'greedy', 'layers', 'lnn']" ] }, "execution_count": 7, diff --git a/docs/guides/custom-backend.ipynb b/docs/guides/custom-backend.ipynb index 8f9d201556e..caf545d3817 100644 --- a/docs/guides/custom-backend.ipynb +++ b/docs/guides/custom-backend.ipynb @@ -319,10 +319,10 @@ "output_type": "stream", "text": [ "Post-Transpilation: \n", - "CZ gates: 147\n", - "ECR gates: 8\n", - "SX gates: 316\n", - "RZ gates: 275\n" + "CZ gates: 146\n", + "ECR gates: 6\n", + "SX gates: 301\n", + "RZ gates: 226\n" ] } ], @@ -369,7 +369,7 @@ { "data": { "image/svg+xml": [ - "" + "" ], "text/plain": [ "
" @@ -501,10 +501,10 @@ "name": "stdout", "output_type": "stream", "text": [ - "CZ gates: 794\n", - "X gates: 3\n", - "SX gates: 1501\n", - "RZ gates: 1346\n" + "CZ gates: 768\n", + "X gates: 4\n", + "SX gates: 1434\n", + "RZ gates: 913\n" ] } ], @@ -533,7 +533,7 @@ { "data": { "image/svg+xml": [ - "" + "" ], "text/plain": [ "
" diff --git a/docs/guides/custom-transpiler-pass.ipynb b/docs/guides/custom-transpiler-pass.ipynb index 8ff585c0ebb..b45346ecf3b 100644 --- a/docs/guides/custom-transpiler-pass.ipynb +++ b/docs/guides/custom-transpiler-pass.ipynb @@ -254,7 +254,7 @@ { "data": { "image/svg+xml": [ - "" + "" ], "text/plain": [ "
" @@ -286,7 +286,7 @@ { "data": { "text/plain": [ - "True" + "np.True_" ] }, "execution_count": 6, diff --git a/docs/guides/defaults-and-configuration-options.ipynb b/docs/guides/defaults-and-configuration-options.ipynb index 1faabe449b6..dbd22e5b86d 100644 --- a/docs/guides/defaults-and-configuration-options.ipynb +++ b/docs/guides/defaults-and-configuration-options.ipynb @@ -74,10 +74,10 @@ { "data": { "image/svg+xml": [ - "" + "" ], "text/plain": [ - "
" + "
" ] }, "execution_count": 2, diff --git a/docs/guides/dynamical-decoupling-pass-manager.ipynb b/docs/guides/dynamical-decoupling-pass-manager.ipynb index f8a367d05cf..9b726e7edb8 100644 --- a/docs/guides/dynamical-decoupling-pass-manager.ipynb +++ b/docs/guides/dynamical-decoupling-pass-manager.ipynb @@ -49,10 +49,10 @@ { "data": { "image/svg+xml": [ - "" + "" ], "text/plain": [ - "
" + "
" ] }, "execution_count": 2, @@ -192,7 +192,7 @@ { "data": { "image/svg+xml": [ - "" + "" ], "text/plain": [ "
" @@ -226,10 +226,10 @@ { "data": { "image/svg+xml": [ - "" + "" ], "text/plain": [ - "
" + "
" ] }, "execution_count": 8, diff --git a/docs/guides/get-qpu-information.ipynb b/docs/guides/get-qpu-information.ipynb index 33b8091f318..fdb74f0d460 100644 --- a/docs/guides/get-qpu-information.ipynb +++ b/docs/guides/get-qpu-information.ipynb @@ -102,10 +102,10 @@ { "data": { "text/plain": [ - "[,\n", - " ,\n", - " ,\n", - " ]" + "[,\n", + " ,\n", + " ,\n", + " ]" ] }, "execution_count": 3, @@ -127,7 +127,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 4, "id": "52dac71b-f57c-4482-bc5b-50172014cfd1", "metadata": {}, "outputs": [ @@ -137,7 +137,7 @@ "" ] }, - "execution_count": 2, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -217,7 +217,7 @@ { "data": { "text/plain": [ - "IBMQubitProperties(t1=0.0001998083920593155, t2=3.782815390372979e-05, frequency=4908334723.934911, anharmonicity=-308028796.19250304)" + "QubitProperties(t1=0.00021820943371845535, t2=3.550558178347267e-05, frequency=4908335537.245392)" ] }, "execution_count": 6, @@ -248,7 +248,7 @@ { "data": { "text/plain": [ - "InstructionProperties(duration=6.6e-07, error=0.02010089064512202, calibration=Schedule ecr)" + "InstructionProperties(duration=6.6e-07, error=0.023331762427963698, calibration=PulseQobj)" ] }, "execution_count": 7, @@ -277,7 +277,7 @@ { "data": { "text/plain": [ - "InstructionProperties(duration=1.4e-06, error=0.19640000000000002, calibration=Schedule measure)" + "InstructionProperties(duration=1.4e-06, error=0.20189999999999997, calibration=PulseQobj)" ] }, "execution_count": 8, diff --git a/docs/guides/hello-world.ipynb b/docs/guides/hello-world.ipynb index 0821f42a663..15e8ba3d853 100644 --- a/docs/guides/hello-world.ipynb +++ b/docs/guides/hello-world.ipynb @@ -78,7 +78,9 @@ "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPEAAACuCAYAAADnE+srAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/H5lhTAAAACXBIWXMAAA9hAAAPYQGoP6dpAAAOgklEQVR4nO3df1DTd57H8VcCSPgRKj+0AUF+iCggP6zICVO7gwV7VPGcXt2651jvTkfrnatz65jp7t1ea3dvXGad3T3Xdg/25sbOdkrxdO1h2GvHWa4VPY/GIjdWgqzUWAL5rn4FK4YfNpD7w9GRI0gCyTf5fHk9ZpyOyTf5vJny5PvNN1+ixuVyuUBEwtIGegAimhlGTCQ4RkwkOEZMJDhGTCQ4RkwkOEZMJDhGTCQ4RkwkOEZMJDhGTCQ4RkwkOEZMJDhGTCQ4RkwkOEZMJDhGTCQ4RkwkOEZMJDhGTCQ4RkwkOEZMJDhGTCQ4RkwkOEZMJDhGTCQ4RkwkOEZMJDhGTCQ4RkwkOEZMJDhGTCQ4RkwkOEZMJDhGTCQ4RkwkOEZMJLjQQA9AE7lcLmBkJNBjeCc8HBqNJtBTzEqMOBiNjMD57W2BnsIrocffBXS6QI8xK/FwmkhwjJhIcIyYSHCMmEhwjJhIcIyYSHCMmEhwjJhIcIyYSHCMmEhwjJhIcIyYSHCMmEhwqo9YlmUYjUZkZmZCp9MhJSUF+/btg8PhwPbt26HRaHD06NFAj0l+dv+bUTR/LuHDJis+OmdDt3Qv0CP5jKp/FbGtrQ2VlZWQJAlRUVHIyclBb28vjhw5gq6uLvT19QEACgsLAzuon3wq30TFhU/wk5x8fG/RUrfbzDl9HC/OT8SHf7Ja4emUYb81iHfqLfj1yav44+2hR7drNMC61Sn47l/kYG1pcgAnnDnV7ollWUZVVRUkScL+/ftht9vR2toKSZJQXV2NxsZGmM1maDQa5OfnB3pc8oNLFhnPvPIhflzbNi5gAHC5ANPZbrzw2scw/uyzBx/EICjVRrx3717YbDbs2bMHhw8fhl6vf3Sf0WhEQUEBnE4n0tLSEBMTE8BJyR+ufXUXa1/7GJI8NOW2Pz12GW++c0mBqfxDlRFbLBbU19cjISEBhw4dcrvNihUrAAAFBQXjbr9+/To2bNgAvV6P2NhYvPrqq7h9+7bfZybf+v4/myH3D3u8/Y9qL8HaM+DHifxHlRHX1dVhbGwMW7ZsQXR0tNttIiIiAIyPeGBgAGVlZbDZbKirq0NtbS2am5uxfv16jI2NKTK7PwyOjkIeGXH7R416bzpwqumGV49xuYCaEx1+msi/VHliq6mpCQBQVlY26TY2mw3A+Ihra2vR09ODs2fPYuHChQCA5ORklJaWoqGhARs3bvTf0H701tUreOvqlUCPoZj3f/clRke9f4177D/+gEP7VvphIv9SZcQ3bjz4KZyamur2fqfTifPnzwMYH7HJZMKzzz77KGAAKCkpQUZGBk6fPj3tiIuKiiBJksfbR2i1aC8smdZa7uxYmIE/T0pxe1/l/3zqkzWysrIwFCRHK3ciKwHdKq8fJ8lDWJC8EBoo/3UYDAZcvHhxWo9VZcQOhwMAMDTk/qRGfX09ZFmGXq9Henr6o9vb29uxadOmCdvn5uaivb192vNIkoSenh6Pt48MCQEKp73cBJnR0Xh+3tO+e0I3ent7MTg66tc1PJY4AEzzgzd7e3qAAEQ8E6qM2GAwoL+/H62trSgpGb9Hs9vtOHDgAAAgPz9/3Gcl9/f3Y+7cuROeLy4uDlevXp3RPN6I0Ip3qiIpKSlo9sQDujHcncbjtGN3kbgg0efzeMLb75HHqTLi8vJyWCwWVFdXo6KiAllZWQAAs9mMrVu3QpZlAMpd5OHtYZJreFi4z53u7OyEJkg+d9p+axAL134Ap5evi1/fuRr/tPfv/DSV/4j3I98DRqMR8fHx6O7uRm5uLvLy8rB48WIUFxcjIyMDa9asATDx7aXY2FjcuXNnwvP19fUhLi5OidHJBxLnReKl8jSvHqPVarDz5SX+GcjPVBlxcnIympubsW7dOuh0OlitVsTFxaGmpgaNjY3o7OwEMDHi7Oxst69929vbkZ2drcjs5Bs/2bcS8+M8PzJ4c/dypCbpp94wCKkyYuBBkCaTCQMDAxgYGEBLSwt27twJh8MBq9UKrVaLZcuWjXvM+vXrce7cuUdvPwFAS0sLurq6UFVVpfSXQDOQnqzHmdpKJM2PnHLbH+wowD/sLPT/UH6icYl80eg0tLS0YNWqVViyZAk6Osa/uX/37l3k5eUhISEBBw8exPDwMIxGI+bNm4cLFy5Aq9AJJxFfE4cefzdoXhM/7ubtIdSc6EDNv3eg5+bguPteej4Ne76TjbLipABN5xuq3RNP5vLlywAmHkoDQExMDJqampCYmIjNmzdjx44dKC0thclkUixg8q358RH44a7lsH70Cv77N+sR/1Q4AMAQr8PJnz8vfMCASs9OP8mTIgaARYsWwWQyKTkSKSA0VIuSgqehCw8BAISEqOeHsnq+Eg9NFTGRaGbdnvjhddVEajHr9sREasOIiQTHiIkEx4iJBMeIiQTHiIkEx4iJBMeIiQTHiIkEx4iJBMeIiQQ3666dFkJ4OEKPvxvoKbwTHh7oCWYtRhyENBoNEIS/YE/BiYfTRIJjxESCY8REgmPERIJjxESCY8REgmPERIJjxESCY8REgmPERIJjxESCY8REgmPERIJjxESCY8REgmPERIJjxESCY8REgmPERIJjxESCY8REgmPERIJjxESCY8REguOHx5OqSfIgPm+X8Xn7bXxpG0Df1yMAgDsD9/FvpzqxIiceORmxCAsTd3+mcblcrkAPQeRLwyNOnDhjxTv1Flz435tTbh8bMwd/vTELu1/JxqKUGAUm9C1GTKrhcrnwnuka9h/+DLf6h6f1HJv/NANHXl+FeXERPp7OfxgxqYL91iB2HjwH09nuGT/XvFgd3vn7Ury8Nt0Hk/kfIybhWb68g4qd/4mem4M+fd43XluON3Yvf/AP3AUxRkxC67R+jdV/acLNvukdPk/lH3ctx8G/fcYvz+0rjJiEdW/wGxRuOoWu7gG/rvPeoW9hy7pMv64xE+KeV6dZ7/VfmL0O2Fy3Ad1nNsNct8Hjx3z30AXYb/n2UN2XZkXEsizDaDQiMzMTOp0OKSkp2LdvHxwOB7Zv3w6NRoOjR48GekzywqcX7Xj7A4vXjzMkRCL56SgYEiI9fkz/3ft47UfnvV5LKaq/2KOtrQ2VlZWQJAlRUVHIyclBb28vjhw5gq6uLvT19QEACgsLAzsoeeWtf7mk6HoNn3yFto7bKFwar+i6nlD1nliWZVRVVUGSJOzfvx92ux2tra2QJAnV1dVobGyE2WyGRqNBfn5+oMclD3Vcv4Omz+yKr/ur497v+ZWg6oj37t0Lm82GPXv24PDhw9Dr9Y/uMxqNKCgogNPpRFpaGmJixLtSZ7aqPdERkHXfM3VhwHE/IGs/iWojtlgsqK+vR0JCAg4dOuR2mxUrVgAACgoKHt32MPri4mKEh4cH/XuEs9F/mZXfCwPA4LAT5i/kgKz9JKqNuK6uDmNjY9iyZQuio6PdbhMR8eDSuscjvnbtGk6ePAmDwYCVK1cqMit5bnjEiS+u9Qds/c/bGbFimpqaAABlZWWTbmOz2QCMj/i5556D3W5HQ0MDysvL/Tskee2La/1wOgN3aUOr5XbA1p6Mas9O37hxAwCQmprq9n6n04nz5x+8bfB4xFqt73+uFRUVQZIknz/vbDQclgnot7q9z1y3Ycq3jgwJEY/+231m86TbSfIgVn6nYcLtp06fQfL77tefCYPBgIsXL07rsaqN2OFwAACGhobc3l9fXw9ZlqHX65Ge7t8L3SVJQk9Pj1/XmDX0CYDe/V0P3wP2RGiI1uNtHzcy4gy6/5eqjdhgMKC/vx+tra0oKSkZd5/dbseBAwcAAPn5+X4/eWUwGPz6/LPJcNhTmOyAVpKnvqrKkBCB0BAtnKNjkGT3P+Cf9Fzh4SFIWLDAk1G9MpPvEdVGXF5eDovFgurqalRUVCArKwsAYDabsXXrVsjygxMUSlzkMd3DJJqo4/odZP/ZSbf3uTv8/f+6z2xG8tNRkOQhpFR84PX6W195Eb9+0/27HYGi2hNbRqMR8fHx6O7uRm5uLvLy8rB48WIUFxcjIyMDa9asATD+9TAFv6zUpxAdGRaw9VfkJARs7cmoNuLk5GQ0Nzdj3bp10Ol0sFqtiIuLQ01NDRobG9HZ2QmAEYtGq9Vg+dK4gK0fjBGr9nAaALKzs2EymSbcfu/ePVitVmi1WixbtiwAk9FMVH1rIZpb/6j4uknzI1G4JPiunVZ1xJO5cuUKXC4XsrKyEBk58S2JEydOAADa29vH/T0tLQ1FRUXKDUpu/dXGLPzw7VaM3B9VdN1dLy8Nyk/FnJURX758GcDkh9KbNm1y+/dt27bh2LFjfp2NppYQq8O316bjN6Zriq0ZGqrBjpeyFFvPG4zYDX7YSfA7+DfP4Le/t8Ix5FRkvQPb8pE03/v3lZUQfMcGCpgqYgp+6cl6/PR7xYqslbNoLt7YvVyRtaZjVu6JH15XTWLbtWkpTGe/wu+abR4/5uFFHJ5cGAIAuvAQvPvj5xA+J2RaMyqBH5RHQnMMfoMXdn+M85d8f7Z6TpgWp35RjhdXp/j8uX1pVh5Ok3pERYbho1+9gLWlvr0UMjoyDI1vrw36gAHuiUklRkfH8Mv32/GDX17E0PDM3noqX5WEf33zWaQmTfKbFkGGEZOq/OHG1zD+3IyGT77C2Jh339oZyXp8f3sBtr+UJdQnujBiUqVu6R5qT1zFb39vRcf1rycNOn5uOFY/Y8Cul5dibekCaLXixPsQIybVcwx+g7arfejqvovh+6MIC9UiNmYOli+Nx8LEaKH2uu4wYiLB8ew0keAYMZHgGDGR4BgxkeAYMZHgGDGR4BgxkeAYMZHgGDGR4BgxkeAYMZHgGDGR4BgxkeAYMZHgGDGR4BgxkeAYMZHgGDGR4BgxkeAYMZHgGDGR4BgxkeAYMZHgGDGR4BgxkeAYMZHgGDGR4BgxkeAYMZHgGDGR4BgxkeD+DyBtQk9i1toDAAAAAElFTkSuQmCC", + "image/svg+xml": [ + "" + ], "text/plain": [ "
" ] @@ -177,9 +179,11 @@ "outputs": [ { "data": { - "image/png": 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", + "image/svg+xml": [ + "" + ], "text/plain": [ - "
" + "
" ] }, "execution_count": 3, @@ -225,7 +229,7 @@ "name": "stdout", "output_type": "stream", "text": [ - ">>> Job ID: csbmgsbd3kwg008hdtp0\n" + ">>> Job ID: ct40etvezpa0008kqte0\n" ] } ], @@ -352,7 +356,9 @@ "outputs": [ { "data": { - "image/png": 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", + "image/svg+xml": [ + "" + ], "text/plain": [ "
" ] @@ -387,7 +393,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "id": "b8d8e086", "metadata": { "tags": [ @@ -423,7 +429,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "id": "2ac02692", "metadata": {}, "outputs": [], @@ -464,7 +470,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 10, "id": "863a4ec9", "metadata": {}, "outputs": [ @@ -500,7 +506,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 11, "id": "428f05e7", "metadata": {}, "outputs": [], @@ -531,7 +537,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 12, "id": "3aaa5025", "metadata": {}, "outputs": [], @@ -551,7 +557,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "id": "b4c3d3e7-0a0f-4023-8948-1082e225f46c", "metadata": {}, "outputs": [ @@ -559,7 +565,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "cs29tpabqt7g0081ybs0\n" + "ct40gwvmqj7g008081vg\n" ] } ], @@ -582,13 +588,15 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 14, "id": "de91ebd0", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/svg+xml": [ + "" + ], "text/plain": [ "
" ] diff --git a/docs/guides/operator-class.ipynb b/docs/guides/operator-class.ipynb index 2f4545a0bb4..17a6ba991fa 100644 --- a/docs/guides/operator-class.ipynb +++ b/docs/guides/operator-class.ipynb @@ -166,7 +166,9 @@ "outputs": [ { "data": { - "image/png": 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", + "image/svg+xml": [ + "" + ], "text/plain": [ "
" ] diff --git a/docs/guides/plot-quantum-states.ipynb b/docs/guides/plot-quantum-states.ipynb index 4321d83f35f..c5c2009122d 100644 --- a/docs/guides/plot-quantum-states.ipynb +++ b/docs/guides/plot-quantum-states.ipynb @@ -269,7 +269,7 @@ { "data": { "image/svg+xml": [ - "" + "" ], "text/plain": [ "
" @@ -388,7 +388,7 @@ { "data": { "image/svg+xml": [ - "" + "" ], "text/plain": [ "
" @@ -418,7 +418,7 @@ { "data": { "image/svg+xml": [ - "" + "" ], "text/plain": [ "
" diff --git a/docs/guides/pulse.ipynb b/docs/guides/pulse.ipynb index 17251dafc40..1b18f418038 100644 --- a/docs/guides/pulse.ipynb +++ b/docs/guides/pulse.ipynb @@ -169,22 +169,22 @@ "name": "stdout", "output_type": "stream", "text": [ - "Instruction(name='sx', num_qubits=1, num_clbits=0, params=[]) (0,)\n", - "Instruction(name='sx', num_qubits=1, num_clbits=0, params=[]) (1,)\n", "Instruction(name='cx', num_qubits=2, num_clbits=0, params=[]) (0, 1)\n", "Instruction(name='cx', num_qubits=2, num_clbits=0, params=[]) (1, 0)\n", + "Instruction(name='id', num_qubits=1, num_clbits=0, params=[]) (0,)\n", + "Instruction(name='id', num_qubits=1, num_clbits=0, params=[]) (1,)\n", + "Instruction(name='sx', num_qubits=1, num_clbits=0, params=[]) (0,)\n", + "Instruction(name='sx', num_qubits=1, num_clbits=0, params=[]) (1,)\n", "Instruction(name='reset', num_qubits=1, num_clbits=0, params=[]) (0,)\n", "Instruction(name='reset', num_qubits=1, num_clbits=0, params=[]) (1,)\n", - "Instruction(name='x', num_qubits=1, num_clbits=0, params=[]) (0,)\n", - "Instruction(name='x', num_qubits=1, num_clbits=0, params=[]) (1,)\n", "Delay(duration=t[unit=dt]) (0,)\n", "Delay(duration=t[unit=dt]) (1,)\n", - "Instruction(name='measure', num_qubits=1, num_clbits=1, params=[]) (0,)\n", - "Instruction(name='measure', num_qubits=1, num_clbits=1, params=[]) (1,)\n", - "Instruction(name='id', num_qubits=1, num_clbits=0, params=[]) (0,)\n", - "Instruction(name='id', num_qubits=1, num_clbits=0, params=[]) (1,)\n", "Instruction(name='rz', num_qubits=1, num_clbits=0, params=[Parameter(λ)]) (0,)\n", - "Instruction(name='rz', num_qubits=1, num_clbits=0, params=[Parameter(λ)]) (1,)\n" + "Instruction(name='rz', num_qubits=1, num_clbits=0, params=[Parameter(λ)]) (1,)\n", + "Instruction(name='x', num_qubits=1, num_clbits=0, params=[]) (0,)\n", + "Instruction(name='x', num_qubits=1, num_clbits=0, params=[]) (1,)\n", + "Instruction(name='measure', num_qubits=1, num_clbits=1, params=[]) (0,)\n", + "Instruction(name='measure', num_qubits=1, num_clbits=1, params=[]) (1,)\n" ] }, { diff --git a/docs/guides/represent-quantum-computers.ipynb b/docs/guides/represent-quantum-computers.ipynb index 5483f458a19..71b1b201c55 100644 --- a/docs/guides/represent-quantum-computers.ipynb +++ b/docs/guides/represent-quantum-computers.ipynb @@ -310,7 +310,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "['sx', 'ecr', 'rz', 'reset', 'if_else', 'delay', 'x', 'id', 'switch_case', 'for_loop', 'measure']\n" + "['id', 'switch_case', 'if_else', 'sx', 'reset', 'delay', 'rz', 'for_loop', 'x', 'measure', 'ecr']\n" ] } ], diff --git a/docs/guides/save-jobs.ipynb b/docs/guides/save-jobs.ipynb index effaece5380..917ec3a2d7f 100644 --- a/docs/guides/save-jobs.ipynb +++ b/docs/guides/save-jobs.ipynb @@ -31,9 +31,9 @@ { "data": { "text/plain": [ - "[,\n", - " ,\n", - " ]" + "[,\n", + " ,\n", + " ]" ] }, "execution_count": 1, @@ -72,7 +72,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "cs2dqrz4amg00087hrzg\n" + "ct18bvqnb5jg008f3bp0\n" ] } ], @@ -93,7 +93,7 @@ { "data": { "text/plain": [ - "PrimitiveResult([PubResult(data=DataBin<>(mid=BitArray(), final=BitArray()), metadata={'circuit_metadata': {}})], metadata={'version': 2})" + "PrimitiveResult([PubResult(data=DataBin(meas=BitArray()), metadata={'circuit_metadata': {}})], metadata={'version': 2})" ] }, "execution_count": 3, @@ -146,7 +146,7 @@ { "data": { "text/plain": [ - "PrimitiveResult([PubResult(data=DataBin<>(mid=BitArray(), final=BitArray()), metadata={'circuit_metadata': {}})], metadata={'version': 2})" + "PrimitiveResult([PubResult(data=DataBin(meas=BitArray()), metadata={'circuit_metadata': {}})], metadata={'version': 2})" ] }, "execution_count": 5, diff --git a/docs/guides/set-optimization.ipynb b/docs/guides/set-optimization.ipynb index 99b990606de..fff69e945d3 100644 --- a/docs/guides/set-optimization.ipynb +++ b/docs/guides/set-optimization.ipynb @@ -117,10 +117,10 @@ { "data": { "image/svg+xml": [ - "" + "" ], "text/plain": [ - "
" + "
" ] }, "execution_count": 2, @@ -160,7 +160,7 @@ { "data": { "image/svg+xml": [ - "" + "" ], "text/plain": [ "
" @@ -203,10 +203,10 @@ { "data": { "image/svg+xml": [ - "" + "" ], "text/plain": [ - "
" + "
" ] }, "execution_count": 4, @@ -241,10 +241,10 @@ { "data": { "image/svg+xml": [ - "" + "" ], "text/plain": [ - "
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" ] }, "execution_count": 5, @@ -277,10 +277,10 @@ { "data": { "image/svg+xml": [ - "" + "" ], "text/plain": [ - "
" + "
" ] }, "execution_count": 6, diff --git a/docs/guides/simulate-stabilizer-circuits.ipynb b/docs/guides/simulate-stabilizer-circuits.ipynb index f39052f6e75..91cd23f27bf 100644 --- a/docs/guides/simulate-stabilizer-circuits.ipynb +++ b/docs/guides/simulate-stabilizer-circuits.ipynb @@ -32,7 +32,9 @@ "outputs": [ { "data": { - "image/png": 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", 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" ] diff --git a/docs/guides/simulate-with-qiskit-aer.ipynb b/docs/guides/simulate-with-qiskit-aer.ipynb index 5bbba489feb..02e572aaed9 100644 --- a/docs/guides/simulate-with-qiskit-aer.ipynb +++ b/docs/guides/simulate-with-qiskit-aer.ipynb @@ -25,7 +25,9 @@ "outputs": [ { "data": { - "image/png": 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", + "image/svg+xml": [ + "" + ], "text/plain": [ "
" ] @@ -108,7 +110,7 @@ { "data": { "text/plain": [ - "0.7247404214143465" + "0.7247404214143529" ] }, "execution_count": 3, @@ -192,27 +194,25 @@ { "data": { "text/plain": [ - "{'00010010': 1,\n", - " '10111100': 1,\n", - " '11100000': 2,\n", - " '00001111': 2,\n", - " '01000000': 2,\n", - " '00001010': 2,\n", - " '11101111': 1,\n", - " '01011100': 1,\n", - " '00000000': 65,\n", - " '00000110': 3,\n", - " '00000101': 1,\n", - " '00011000': 1,\n", - " '00010100': 1,\n", - " '10100000': 2,\n", - " '11000000': 3,\n", + "{'00110000': 1,\n", + " '00001010': 3,\n", + " '00111100': 1,\n", + " '01100000': 1,\n", + " '01010000': 1,\n", + " '00000101': 2,\n", + " '11000000': 1,\n", + " '01010100': 1,\n", + " '00000011': 1,\n", + " '01000000': 4,\n", + " '00000001': 1,\n", " '00100000': 1,\n", - " '00110000': 2,\n", - " '10000000': 3,\n", - " '00010000': 4,\n", - " '00011101': 1,\n", - " '00011110': 1}" + " '10100000': 1,\n", + " '00000000': 67,\n", + " '00011000': 2,\n", + " '00001100': 2,\n", + " '00010000': 1,\n", + " '00101000': 2,\n", + " '10000000': 7}" ] }, "execution_count": 5, diff --git a/docs/guides/transpile-with-pass-managers.ipynb b/docs/guides/transpile-with-pass-managers.ipynb index ad650f83639..e05b4df9355 100644 --- a/docs/guides/transpile-with-pass-managers.ipynb +++ b/docs/guides/transpile-with-pass-managers.ipynb @@ -66,10 +66,10 @@ { "data": { "image/svg+xml": [ - "" + "" ], "text/plain": [ - "
" + "
" ] }, "execution_count": 2, diff --git a/docs/guides/transpiler-stages.ipynb b/docs/guides/transpiler-stages.ipynb index 7b640eb162d..7c0a2bb87eb 100644 --- a/docs/guides/transpiler-stages.ipynb +++ b/docs/guides/transpiler-stages.ipynb @@ -90,7 +90,7 @@ { "data": { "image/svg+xml": [ - "" + "" ], "text/plain": [ "
" @@ -223,7 +223,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "native gates:['sx', 'measure', 'rz', 'cx', 'x', 'delay', 'reset', 'switch_case', 'if_else', 'for_loop', 'id']\n" + "native gates:['cx', 'id', 'switch_case', 'if_else', 'sx', 'reset', 'delay', 'rz', 'x', 'measure', 'for_loop']\n" ] }, { @@ -334,7 +334,7 @@ { "data": { "image/svg+xml": [ - "" + "" ], "text/plain": [ "
" @@ -399,10 +399,10 @@ { "data": { "image/svg+xml": [ - "" + "" ], "text/plain": [ - "
" + "
" ] }, "execution_count": 7, diff --git a/docs/guides/visualize-results.ipynb b/docs/guides/visualize-results.ipynb index 86fef073494..443f6ad0d01 100644 --- a/docs/guides/visualize-results.ipynb +++ b/docs/guides/visualize-results.ipynb @@ -51,7 +51,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "{0: 0.505, 3: 0.495}\n" + "{0: 0.497, 3: 0.503}\n" ] } ], @@ -76,10 +76,10 @@ { "data": { "image/svg+xml": [ - "" + "" ], "text/plain": [ - "
" + "
" ] }, "execution_count": 3, @@ -117,7 +117,7 @@ { "data": { "image/svg+xml": [ - "" + "" ], "text/plain": [ "
" @@ -165,8 +165,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "EstimatorResult(values=array([ 0.43359375, 0.02734375, 0.49023438, -0.03710938, -0.66796875,\n", - " -0.04492188, 0.72070312]), metadata=[{'shots': 1024, 'variance': 0.8119964599609375, 'simulator_metadata': [{'num_bind_params': 1, 'runtime_parameter_bind': False, 'parallel_state_update': 16, 'parallel_shots': 1, 'sample_measure_time': 0.01032379, 'noise': 'ideal', 'batched_shots_optimization': False, 'remapped_qubits': False, 'active_input_qubits': [0, 1], 'device': 'CPU', 'time_taken': 0.040986177, 'measure_sampling': True, 'num_clbits': 2, 'max_memory_mb': 32768, 'input_qubit_map': [[1, 1], [0, 0]], 'num_qubits': 2, 'method': 'statevector', 'required_memory_mb': 1, 'fusion': {'enabled': True, 'threshold': 14, 'applied': False, 'max_fused_qubits': 5}}]}, {'shots': 1024, 'variance': 0.9992523193359375, 'simulator_metadata': [{'num_bind_params': 1, 'runtime_parameter_bind': False, 'parallel_state_update': 16, 'parallel_shots': 1, 'sample_measure_time': 0.015556124, 'noise': 'ideal', 'batched_shots_optimization': False, 'remapped_qubits': False, 'active_input_qubits': [0, 1], 'device': 'CPU', 'time_taken': 0.018899004, 'measure_sampling': True, 'num_clbits': 2, 'max_memory_mb': 32768, 'input_qubit_map': [[1, 1], [0, 0]], 'num_qubits': 2, 'method': 'statevector', 'required_memory_mb': 1, 'fusion': {'enabled': True, 'threshold': 14, 'applied': False, 'max_fused_qubits': 5}}]}, {'shots': 1024, 'variance': 0.7596702575683594, 'simulator_metadata': [{'num_bind_params': 1, 'runtime_parameter_bind': False, 'parallel_state_update': 16, 'parallel_shots': 1, 'sample_measure_time': 0.005677401, 'noise': 'ideal', 'batched_shots_optimization': False, 'remapped_qubits': False, 'active_input_qubits': [0, 1], 'device': 'CPU', 'time_taken': 0.010780492, 'measure_sampling': True, 'num_clbits': 2, 'max_memory_mb': 32768, 'input_qubit_map': [[1, 1], [0, 0]], 'num_qubits': 2, 'method': 'statevector', 'required_memory_mb': 1, 'fusion': {'enabled': True, 'threshold': 14, 'applied': False, 'max_fused_qubits': 5}}]}, {'shots': 1024, 'variance': 0.9986228942871094, 'simulator_metadata': [{'num_bind_params': 1, 'runtime_parameter_bind': False, 'parallel_state_update': 16, 'parallel_shots': 1, 'sample_measure_time': 0.001666164, 'noise': 'ideal', 'batched_shots_optimization': False, 'remapped_qubits': False, 'active_input_qubits': [0, 1], 'device': 'CPU', 'time_taken': 0.005960749, 'measure_sampling': True, 'num_clbits': 2, 'max_memory_mb': 32768, 'input_qubit_map': [[1, 1], [0, 0]], 'num_qubits': 2, 'method': 'statevector', 'required_memory_mb': 1, 'fusion': {'enabled': True, 'threshold': 14, 'applied': False, 'max_fused_qubits': 5}}]}, {'shots': 1024, 'variance': 0.5538177490234375, 'simulator_metadata': [{'num_bind_params': 1, 'runtime_parameter_bind': False, 'parallel_state_update': 16, 'parallel_shots': 1, 'sample_measure_time': 0.001692561, 'noise': 'ideal', 'batched_shots_optimization': False, 'remapped_qubits': False, 'active_input_qubits': [0, 1], 'device': 'CPU', 'time_taken': 0.006020293, 'measure_sampling': True, 'num_clbits': 2, 'max_memory_mb': 32768, 'input_qubit_map': [[1, 1], [0, 0]], 'num_qubits': 2, 'method': 'statevector', 'required_memory_mb': 1, 'fusion': {'enabled': True, 'threshold': 14, 'applied': False, 'max_fused_qubits': 5}}]}, {'shots': 1024, 'variance': 0.9979820251464844, 'simulator_metadata': [{'num_bind_params': 1, 'runtime_parameter_bind': False, 'parallel_state_update': 16, 'parallel_shots': 1, 'sample_measure_time': 0.005092505, 'noise': 'ideal', 'batched_shots_optimization': False, 'remapped_qubits': False, 'active_input_qubits': [0, 1], 'device': 'CPU', 'time_taken': 0.007429857, 'measure_sampling': True, 'num_clbits': 2, 'max_memory_mb': 32768, 'input_qubit_map': [[1, 1], [0, 0]], 'num_qubits': 2, 'method': 'statevector', 'required_memory_mb': 1, 'fusion': {'enabled': True, 'threshold': 14, 'applied': False, 'max_fused_qubits': 5}}]}, {'shots': 1024, 'variance': 0.4805870056152344, 'simulator_metadata': [{'num_bind_params': 1, 'runtime_parameter_bind': False, 'parallel_state_update': 16, 'parallel_shots': 1, 'sample_measure_time': 0.004134331, 'noise': 'ideal', 'batched_shots_optimization': False, 'remapped_qubits': False, 'active_input_qubits': [0, 1], 'device': 'CPU', 'time_taken': 0.011149943, 'measure_sampling': True, 'num_clbits': 2, 'max_memory_mb': 32768, 'input_qubit_map': [[1, 1], [0, 0]], 'num_qubits': 2, 'method': 'statevector', 'required_memory_mb': 1, 'fusion': {'enabled': True, 'threshold': 14, 'applied': False, 'max_fused_qubits': 5}}]}])\n" + "EstimatorResult(values=array([ 0.47070312, 0.015625 , 0.515625 , 0.01757812, -0.70703125,\n", + " 0.01171875, 0.70507812]), metadata=[{'shots': 1024, 'variance': 0.7784385681152344, 'simulator_metadata': [{'num_bind_params': 1, 'runtime_parameter_bind': False, 'parallel_state_update': 16, 'parallel_shots': 1, 'sample_measure_time': 0.020288216, 'noise': 'ideal', 'batched_shots_optimization': False, 'remapped_qubits': False, 'active_input_qubits': [0, 1], 'device': 'CPU', 'time_taken': 0.04090926, 'measure_sampling': True, 'num_clbits': 2, 'max_memory_mb': 32768, 'input_qubit_map': [[1, 1], [0, 0]], 'num_qubits': 2, 'method': 'statevector', 'required_memory_mb': 1, 'fusion': {'enabled': True, 'threshold': 14, 'applied': False, 'max_fused_qubits': 5}}]}, {'shots': 1024, 'variance': 0.999755859375, 'simulator_metadata': [{'num_bind_params': 1, 'runtime_parameter_bind': False, 'parallel_state_update': 16, 'parallel_shots': 1, 'sample_measure_time': 0.020340968, 'noise': 'ideal', 'batched_shots_optimization': False, 'remapped_qubits': False, 'active_input_qubits': [0, 1], 'device': 'CPU', 'time_taken': 0.040808489, 'measure_sampling': True, 'num_clbits': 2, 'max_memory_mb': 32768, 'input_qubit_map': [[1, 1], [0, 0]], 'num_qubits': 2, 'method': 'statevector', 'required_memory_mb': 1, 'fusion': {'enabled': True, 'threshold': 14, 'applied': False, 'max_fused_qubits': 5}}]}, {'shots': 1024, 'variance': 0.734130859375, 'simulator_metadata': [{'num_bind_params': 1, 'runtime_parameter_bind': False, 'parallel_state_update': 16, 'parallel_shots': 1, 'sample_measure_time': 0.020251075, 'noise': 'ideal', 'batched_shots_optimization': False, 'remapped_qubits': False, 'active_input_qubits': [0, 1], 'device': 'CPU', 'time_taken': 0.038300121, 'measure_sampling': True, 'num_clbits': 2, 'max_memory_mb': 32768, 'input_qubit_map': [[1, 1], [0, 0]], 'num_qubits': 2, 'method': 'statevector', 'required_memory_mb': 1, 'fusion': {'enabled': True, 'threshold': 14, 'applied': False, 'max_fused_qubits': 5}}]}, {'shots': 1024, 'variance': 0.9996910095214844, 'simulator_metadata': [{'num_bind_params': 1, 'runtime_parameter_bind': False, 'parallel_state_update': 16, 'parallel_shots': 1, 'sample_measure_time': 0.015676281, 'noise': 'ideal', 'batched_shots_optimization': False, 'remapped_qubits': False, 'active_input_qubits': [0, 1], 'device': 'CPU', 'time_taken': 0.02706258, 'measure_sampling': True, 'num_clbits': 2, 'max_memory_mb': 32768, 'input_qubit_map': [[1, 1], [0, 0]], 'num_qubits': 2, 'method': 'statevector', 'required_memory_mb': 1, 'fusion': {'enabled': True, 'threshold': 14, 'applied': False, 'max_fused_qubits': 5}}]}, {'shots': 1024, 'variance': 0.5001068115234375, 'simulator_metadata': [{'num_bind_params': 1, 'runtime_parameter_bind': False, 'parallel_state_update': 16, 'parallel_shots': 1, 'sample_measure_time': 0.008310125, 'noise': 'ideal', 'batched_shots_optimization': False, 'remapped_qubits': False, 'active_input_qubits': [0, 1], 'device': 'CPU', 'time_taken': 0.024550868, 'measure_sampling': True, 'num_clbits': 2, 'max_memory_mb': 32768, 'input_qubit_map': [[1, 1], [0, 0]], 'num_qubits': 2, 'method': 'statevector', 'required_memory_mb': 1, 'fusion': {'enabled': True, 'threshold': 14, 'applied': False, 'max_fused_qubits': 5}}]}, {'shots': 1024, 'variance': 0.9998626708984375, 'simulator_metadata': [{'num_bind_params': 1, 'runtime_parameter_bind': False, 'parallel_state_update': 16, 'parallel_shots': 1, 'sample_measure_time': 0.011214358, 'noise': 'ideal', 'batched_shots_optimization': False, 'remapped_qubits': False, 'active_input_qubits': [0, 1], 'device': 'CPU', 'time_taken': 0.021865151, 'measure_sampling': True, 'num_clbits': 2, 'max_memory_mb': 32768, 'input_qubit_map': [[1, 1], [0, 0]], 'num_qubits': 2, 'method': 'statevector', 'required_memory_mb': 1, 'fusion': {'enabled': True, 'threshold': 14, 'applied': False, 'max_fused_qubits': 5}}]}, {'shots': 1024, 'variance': 0.5028648376464844, 'simulator_metadata': [{'num_bind_params': 1, 'runtime_parameter_bind': False, 'parallel_state_update': 16, 'parallel_shots': 1, 'sample_measure_time': 0.009052483, 'noise': 'ideal', 'batched_shots_optimization': False, 'remapped_qubits': False, 'active_input_qubits': [0, 1], 'device': 'CPU', 'time_taken': 0.017580494, 'measure_sampling': True, 'num_clbits': 2, 'max_memory_mb': 32768, 'input_qubit_map': [[1, 1], [0, 0]], 'num_qubits': 2, 'method': 'statevector', 'required_memory_mb': 1, 'fusion': {'enabled': True, 'threshold': 14, 'applied': False, 'max_fused_qubits': 5}}]}])\n" ] }, { @@ -182,7 +182,7 @@ { "data": { "image/svg+xml": [ - "" + "" ], "text/plain": [ "
" @@ -240,7 +240,7 @@ { "data": { "image/svg+xml": [ - "" + "" ], "text/plain": [ "
" diff --git a/scripts/nb-tester/requirements.txt b/scripts/nb-tester/requirements.txt index 375219cc134..66ccc24d7e7 100644 --- a/scripts/nb-tester/requirements.txt +++ b/scripts/nb-tester/requirements.txt @@ -4,5 +4,5 @@ qiskit[all]~=1.1 qiskit-aer~=0.14.2 -qiskit-ibm-runtime~=0.24.1 +qiskit-ibm-runtime~=0.25.0 qiskit-ibm-provider~=0.11.0 diff --git a/tutorials/chsh-inequality/chsh-inequality.ipynb b/tutorials/chsh-inequality/chsh-inequality.ipynb index e87a0740c30..cd334e7909b 100644 --- a/tutorials/chsh-inequality/chsh-inequality.ipynb +++ b/tutorials/chsh-inequality/chsh-inequality.ipynb @@ -143,7 +143,7 @@ { "data": { "text/plain": [ - "'ibm_osaka'" + "'ibm_kyoto'" ] }, "execution_count": 2, @@ -184,7 +184,9 @@ "outputs": [ { "data": { - "image/png": "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", + "image/svg+xml": [ + "" + ], "text/plain": [ "
" ] @@ -216,7 +218,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 4, "id": "bcb3b32b", "metadata": {}, "outputs": [], @@ -277,18 +279,20 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 6, "id": "9a5561eb", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/svg+xml": [ + "" + ], "text/plain": [ - "
" + "
" ] }, - "execution_count": 11, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -321,7 +325,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 7, "id": "a787d6f9-5df4-4e0b-b2f0-07948b882a94", "metadata": {}, "outputs": [], @@ -350,7 +354,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 8, "id": "e73db51f", "metadata": {}, "outputs": [], @@ -381,7 +385,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 9, "id": "947fc660-073b-4dee-b347-358fd3e52ea2", "metadata": {}, "outputs": [], @@ -392,13 +396,15 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 10, "id": "f6267448", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/svg+xml": [ + "" + ], "text/plain": [ "
" ] @@ -452,7 +458,7 @@ { "data": { "text/plain": [ - "'0.21.1'" + "'0.25.0'" ] }, "execution_count": 11, @@ -475,7 +481,7 @@ { "data": { "text/plain": [ - "'1.0.1'" + "'1.1.1'" ] }, "execution_count": 12, diff --git a/tutorials/grovers-algorithm/grovers.ipynb b/tutorials/grovers-algorithm/grovers.ipynb index e1ae7681373..c303685519a 100644 --- a/tutorials/grovers-algorithm/grovers.ipynb +++ b/tutorials/grovers-algorithm/grovers.ipynb @@ -68,7 +68,7 @@ { "data": { "text/plain": [ - "'ibm_algiers'" + "'ibm_kyoto'" ] }, "execution_count": 2, @@ -190,7 +190,7 @@ { "data": { "image/svg+xml": [ - "" + "" ], "text/plain": [ "
" @@ -247,7 +247,7 @@ { "data": { "image/svg+xml": [ - "" + "" ], "text/plain": [ "
" @@ -286,10 +286,10 @@ { "data": { "image/svg+xml": [ - "" + "" ], "text/plain": [ - "
" + "
" ] }, "execution_count": 8, @@ -352,7 +352,7 @@ { "data": { "image/svg+xml": [ - "" + "" ], "text/plain": [ "
" @@ -376,7 +376,7 @@ { "data": { "text/plain": [ - "'0.23.0'" + "'0.25.0'" ] }, "execution_count": 11, @@ -399,7 +399,7 @@ { "data": { "text/plain": [ - "'1.0.2'" + "'1.1.1'" ] }, "execution_count": 12,