From ba154786c7ca650a24cbf1d41febbb1fe0b6f5ed Mon Sep 17 00:00:00 2001
From: Danny <dkweiss@u.northwestern.edu>
Date: Mon, 14 Oct 2024 16:13:35 -0400
Subject: [PATCH] eliminate restriction on pytest

add Sybil
---
 docs/conftest.py             | 23 +++++++++++++++++
 docs/examples/transmon.ipynb | 49 +++++++++++++++++++++---------------
 docs/floquet.md              |  1 -
 docs/index.md                | 11 +++-----
 floquet/model.py             |  5 ++--
 pyproject.toml               | 15 ++++++++---
 6 files changed, 70 insertions(+), 34 deletions(-)
 create mode 100644 docs/conftest.py

diff --git a/docs/conftest.py b/docs/conftest.py
new file mode 100644
index 0000000..66cf48e
--- /dev/null
+++ b/docs/conftest.py
@@ -0,0 +1,23 @@
+import numpy as np
+import qutip
+import scqubits
+from sybil import Sybil
+from sybil.parsers.doctest import DocTestParser
+from sybil.parsers.markdown import PythonCodeBlockParser, SkipParser
+
+import floquet
+
+
+def sybil_setup(namespace):  # noqa ARG001
+    namespace["np"] = np
+    namespace["scq"] = scqubits
+    namespace["ft"] = floquet
+    namespace["qt"] = qutip
+
+
+# sybil configuration
+pytest_collect_file = Sybil(
+    parsers=[DocTestParser(), PythonCodeBlockParser(), SkipParser()],
+    patterns=["*.md"],
+    setup=sybil_setup,
+).pytest()
diff --git a/docs/examples/transmon.ipynb b/docs/examples/transmon.ipynb
index bb5fba4..e28ff30 100644
--- a/docs/examples/transmon.ipynb
+++ b/docs/examples/transmon.ipynb
@@ -14,10 +14,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 1,
    "id": "68ebc2fd",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/danielweiss/anaconda3/envs/floquet_usr_v4/lib/python3.10/site-packages/qutip/__init__.py:66: UserWarning: The new version of Cython, (>= 3.0.0) is not supported.\n",
+      "  warnings.warn(\n"
+     ]
+    }
+   ],
    "source": [
     "import matplotlib.pyplot as plt\n",
     "import numpy as np\n",
@@ -330,7 +339,7 @@
       "save_floquet_modes: True\n",
       "calculating for amp_range_idx=0\n",
       "calculating for amp_range_idx=1\n",
-      "finished in 0.5710442662239075 minutes\n"
+      "finished in 0.5610183835029602 minutes\n"
      ]
     }
    ],
@@ -351,7 +360,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 5,
    "id": "acae54e37e7d407bbb7b55eff062a284",
    "metadata": {
     "collapsed": false
@@ -365,7 +374,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 6,
    "id": "10185d26023b46108eb7d9f57d49d2b3",
    "metadata": {
     "collapsed": false
@@ -373,9 +382,9 @@
    "outputs": [
     {
      "data": {
-      "application/pdf": 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"
      },
      "metadata": {},
      "output_type": "display_data"
@@ -438,7 +447,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 7,
    "id": "72eea5119410473aa328ad9291626812",
    "metadata": {
     "collapsed": false
@@ -446,9 +455,9 @@
    "outputs": [
     {
      "data": {
-      "application/pdf": 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X1ek5HtxLeqgP8V01dcE/mD7YaNh5BKQP2kqYAdsTnTLerf1wAZ3HDB0byuV5ThnzPgWcDzYZHjM8zVUexyh/wJwPKe14FS6Wa0mKbI0MyokzDMngIUGLFEYTdQ9yHmystpWbF8c353w7J3kG46NLiEIL5jeX1t5608NDg/HBg/iResT44KkE5n3waechlmFSQ9lgXM6NdtOTAIPxjtlXSvbHkCwlrOpSnzheZRMeKY7Owspaa6Q4liyMIG0xQ/EqR1tZVsqf4y15hXh7ChcRtfLM5l2MZ1QTY2V7lzZMCiy13N54jFdxiw7ZZxmM18x1X90KF8Yr9/5bd4cG45AbZ2bAeJVo11K8Zxsb/3viYZ93bVOG7VcDxqECLTXEjVCGkT2HN8kpw0DO4YCSmEsbpqwPHaGMDu/HSfLgeGX0HkZ7CxyHDhOpHVf2RfLKtY2RdoHkVYKNz3MMydH1CYuK0tCQHHpGu5Xg5aZeYaqMYJ1Tx4tSD0eV1FG/nXogOfTJcEDvSKGM7k96JnehnPrmOrE8y3koh2XlOG8umFPHFOx6cmhOLKHDvpvqXDJmOnSsf0mPVI2ZzkO/2pvuDYyZLiHN6ZwkGEMd+sIY1wXWGOqYcgl7+eldKpTRiDlSnTrI0mo8sYQO1OiQt4Y6dJRranXtmSWmBYqtDgpjqEOfFdbBDIY6dA7BFdhOHYPneHuNoY4OzQkrcvB/U8eEnjkY6pUxWr3k4F2h3jBlZvCBy3gB0yPgIU9MsnOWeQG+8jiwrhwBXxny8XomagAPnRbcE+ChwwwcKRxaUl8EeTi0pMnMxhnOy5LxosbdTQ6AxzK0R1l6ZmAQv+To/QTfGMSLx6eN6A+nPiuq8rOCTWyoye37l7c5XriIYQ1ugeMYSGCmFMJwvCzZRMisNxxH16IR1ca6OF6kWevy55OEC8o2xNK3HOepAeAdOY4yoVnk0ZbjDP0famJ7kIMWwf1NFWRTX7nlOBAMw0EKYjneyfG5vQdcwVZ28K4IeEYpIdSE8mZbBh84Jxy2tL2HKECZWDQmIsUxI/aJq7AQ36AdjbIIcQxBWHDqxTYQx0BGs/UUIc65NDGdR4A4dBjpGgZlII5/w3/auvcwEG+Mjl7noNBAvDEYADvmEiAOHaM592CSg5w8e5o9+lqgYwWqvQeIc8qPY/UahkPuPGfageHQ98O3ZRjepAv3Ds4WyBhVykbLcEyeDH0Gxzh1zJequmE49A17cEdniwTBPqIAL4ZLpGPSwyXLcIlkw98N3nHqLFiMD6RO9qbIcHQQqNmSDzyRfivrOE8Mw6HDGt8KTcPwzhPmWnSpMRAHRIAKdXlaiJNXCfDtAeLQ0f0pusnp90gMhhwB4p1+66GRDM5KZyZCPfi1Vjp+UrClHQ7itMbHCSz0RnpNu64QeEId2O16mGsYDn1yySqB4dA3pmH/mWb6fPWvvDgHeZLwev3f+1Y6sbISg0kc3Tl3ufR4uGOaYXRNHzyoDk09XLvQ3uiG32qNGrRzwtObmT3ahQN7yRbSoF1+PdUyNmjns8uhgEE7Ze61ffwJ5YqalOBrYakxSWTpNmyXbVVVl7BhO2W6fIKvhZxaeHa00Rv3raMrHg3coS/OuBbgfhpWgWToTt4xXjoEolDHmNgaNWjwDh3ySk94b3TD5xoCvYWb2Omu4EOnjqF5DmgN3pvE/cpgdnjnVqIfB4qhO/1WXa0sR3f6lpLGCFq4d3nPk4UOnYHdugZ5uK9W1Bh0dB88ZddTHUd3/NVdurqcAt0x5bXxHd07g9VzpPtgUFbRGBRLdyzoKMCThc7VoOtpnoP7ZALhcf1auE/pBaWghfuUXeyTgQ7wJYxd9f5auNMQ37WFqMIsyQd7hqhCWVPQehpfYuBOrtZX14mBO9aOzM1giFKh3iqP6wPcudasrsaRhTv0jfLUEFbIYVSwvajRQofOg4YVPemdQXEMVohwzzwQ0Vw5A3fUmxwKYYXUB+ydFV3pnd69pL4CR3ceaq+qS5ClO6cMWqf/PLon64Q5QYWwN+ieOajv7+fssHlhFjGkwuGdm20ebPjAQnEtrLzF4LBOGOaQjuTDVsQl0s+st8Y7T1phYs5gvNO51UYAPIz0NTR21JvusDlrDXxnih0w92S7o62Z2OeTd8T+BxXV2WJs9yIRwdF0L3JSMaLpzvPyWXN0pVcergNxIYFH9IWqRWe6PCcfD7M13nmUPk9GjbXeoY+lk85Z74We1lGjM/3sdWK0uDTN6vMsB8YFI1ErqUcXDHoDE+HJepe0tnwCHK0LBtMes2yFkHHqPNIeIZ5FnWjrRJ5bFwxgiRHRg0td/GUJI3YGwNNhtmpWj5N1wXD4Tg3KcC4Y9sQ8ZxbGBYNRgZbVM2HrguncfGjSgXPBMK57nNFgXTCDmRY7uNZlgzdaUpeH98CgYfNT2Dg9LaOo+eI8MIu74ROBYj0wW+KwNIjOemCYHQF4R8AnRr2MFjJ85DTwddlygM8AbdbNigM8kFfGAbkFvHhZNXjLAZ7WYTouFQN4mjblBD8avtPESLXHKBfxqazeNYTGemA4XFafwQODH8CM29EDw8UVM3fswHculpjaGsRuneySFlVy5LtgNesR4Cf5rmz/7Q0dj1/c2+13t3T7/YtN0Lx9W4KmSwk2sOdBDEBegsedxzZYd5cPUaQ8Xkl9wZ5HUyBkCx73wbDPrKaWgT1k7knEMjO0Z/YKANA87QmCdLZxhvaQMXDHCgeng5u1MqM1j5IylNaHk5/zmi1HUIb2g0MylxyM+cGYBLROCFbM2gon/tzQnodT2G7rxDe0p45fp+hwlyydkWWQWdpTTz2HmEV5bT/ne4b1LOXK6clTw0rB3Cshrpw65sHKPjdImgaDJcTDUJYA1ehtZ/uW15XQoJ7dwXjs6KjhKSkGg9raBvWDc2usJ1t+8OgmndhwGxTDvXw5YfEG9dAfWSQW9UMibE/XXqjnyEPfzGjLQ5+o+I6eGujY0Z70I4N6Duyaju1vWM/jS1RW/c8+RSgzRyGGxfAAGH39ZMxzmjEfdATWD0kPGTWynpMVEyOyXqY25nA05nmAi3muR7KG9YMZSCdO0h6n0o0w9wz5nNQTfr+fHDWbx15bn2Nt+c0UkKFnCNaWB3Xwd9sXjlMxSHRiOVueKY1rnYPThy2/eYat6cDOlt8wrqoe7DhbnvU+kdXOlicgVq8t2vJM7YScfynW3/KLc75/OM8Trc8JQJ+xAzwKiyGWd4iMwbQASaWehu9QFyO1l+P7XHSU6gQxfJ/M+ceeM5yoTubWN3UoGr5P9f1XH4dOGcNpdR+ILjI4Gbw1UzLESzxRpdxgdARrfkrOdw9hjiKvV6/4BXjKJ6rK8l3krfdVWL6LjjaJzhp56VbTxfKdutifge9TstuPV9kAfsoZ10laNISX9mqpRGcNdeZKRmeNNDvaJnvCs5NovATCU8Z4j7Y8e7oJPTzgmS2KJlZCGsBzwODpKeQPiQ6Olxj1SEZXRrcEwHM4YvikEJ8uv0f5UnTWsDxNcOMAj+FWeOAeE0DXYujUjAmg2EQRAur6NoAvneMsJoCSNZgE6tO46C4IwhKtnLroTn33dYIbTQIoqd+P39vkf1JG16yY/zkkLadrlv2V/0kZa1ANhrzqOceYR33M2D3EPIrOgRATQKknWIvBU6PF7PME0VwJoCcN9ikBVIKcwJ/q6X5a4Ti4TAIo9Vo18uJKAJWVElvGECwjbbzXiH540RezVjzdRR9ZrV2bAEq91fwtiftvW/JXzue3ZYNKHGkSCjnQQ8aUX8I1A/qFaTMBvBA7A7kwS9OTfvFMEyzYnvSL0ZWYaMExD3lgaoSsUMqzZI32NqSnPJbGtRnSL+7pksakGdRTxgIt5y4G9ZTrqCugnvJr4pJBvcj5pK1fqJeH9JOCaFgv72zl6dRVioiOGoH1rBFWrhZteeodK1L03EjDJA27sKxnO85aFXOG9dTx3BrDINkdsM9nDINk76Gc0THPrsacX9GcXxKIpLUysGfftMNiw3rJh8IYCAHuZO7i6Wdk/WDsCSZVuIhFj81nj7Z8ojHRZ422fEpM+zrr3YV68Bez89xZ8yA9g/AL9+oe9BgowF2P0ZCbMbm5Fk95JgOg2GoeXJjHjysjikIwJOTW6gjuGqq8XiN4a/gMXjYYvPGUz+UvhvBU0X96X8oD8FunrZLt4jtlTPESTllFnsdfctFdf32iAy+4y7P7jvHsUpCegg+eKqZkC8HsUhcsTNtznXLjcuixLg0yTpzQK9Up8jLAkC0qbbqezlYp16LXERmkbxllZYc8JMo8Lf6Gg9U3gX6ljt6+LXUUcwTPZF5KALoY9DUHy53ZDq1qtoMFeiUw9SIdA3SomKbhAi2R61zqcTdA5zNACn+Flsgg8RPQMWe2Fs/ynGfatFwDz7k6Db3xwfKc846mX+A5vSRpruCJp8ykOJ/sLzI426Nvhi21h0bkOp5Dn6/+DctzOlVmzzGsnXptGsjleM68k3l8P5bn9BX1ucK1LZpI8gVPvOTH1LJjMKTk05Sszzc8L+zTWkJcu5r64FlI/Nc0nnEeb4lemcpaSiQ6dWwj4+0ty3p5DNBRHIyC17iYi+gsJuNHYiwks41WSfF2LeodgDlWuk1awva6xPxSWY8ws6dnOv/imq9B9TZnKfO0Q6nicpYwFlt6vr+FKVTcl3mwU8bU06Xa+mYwLSbDZatHO/tk4385+ma4E8JfKtnRnZv1jpWzh+tbuLffTAnYnu8SYshbmMJB6+DVbVPjPg3g6S9jeFsw3umfwgKrW4+L8HQ3pZxycMyIV6mpo9IQnn5kcD8HwmtqQdP9wivhJbEgpxIOWOmAWufCCEN4ypieI9zaQhnTZ4cQd8pofCHHL0X4K+309m1ppxxBDLDI3vlemBUE8ob7EQvTXMZxPF6ERx+BYLBbnfOdYxbzp4Vwd5iZdKdrGKIhPGDKW4PkdMwQfvPGu6wuREN4zJMxmqYdGMTDzGKH1OB9B79Z1B3iJJkwWWOUJK2srUGthu/Mo81Zb1szfN+8/Qc/n4HveMnkpb078H0zFjQvjao2fN/oSh5OjcD3zZC2cfYDlu9yS1puMZBmMXAYPRRPWhfRvYfy2vKdbol1Qvgs36cEiyR/rQtlYH+NGOzOewNq04ng+I6SJWzOYrA7dLzzpNdavg/u4Ve4OUDYWtu5yMzyvdMVt0q8nWsx5J8hM5HvEgDb4zkrN1GA8fQXvMgeZ4z0RPcmp1yaX2Xxzpzcc4+BpbskT6QZ7g+QLU6p2pQhIxWQzTsGScqKnjVEKmSk8lDoCe+yFZ8nd99npGLwp/WckZrAshmDJLmE8qaWiHfGcnM1Kx7vsoQysTX63rmEolo5XPhCvWGKxtsUZW3trZybYExGatH7b4MVf/Q9ou8dHVTWuX7x4XqXOxOGek6t6136/jXa3wa6856ec0mMjXPnKQzMsuh5h06b5pd0zVzJqbdvSk51Nw4bzOfBqy/L9gE1lCe9jwHzkDsm83KeGaq8HS4HzGeGrS3NJrgwTzmlrI6uC/OFWVeMnfe3DFBGH+gtNRfmKVdsZLK/aIAyJuNSX8sD87yQjolHIT1V7qmDxdG9E54yqn7yiB6kp1wqRk0gPaccdiU1emaoY0U8wSQX6WWKYlmNaU1ysXM+Dp4L9JDofz5+gwv01Ec/wcsG9NSxi1czzYCeeuonzdeAHnOKj0zbX45LudG/sz3oqaexTiTlBXred4dZrzHWBvTUK4yeHrKaCDAwIvdgyQvY6AwOl8RQ59nxCCE1JXGSnkPlC/SUYcfmePtAQb+h9C3cE0M5swHDMSvKJBM5BNRQTgPLe7gql7TGWqqx1NYNz3xsmjYhooZ6aXMFDw1tLFi89dyta+5hLLwPrYxwyEq9vCamWT883sS7z2rwwye57q6mkNJEXXIORiA974ngChBJv2nJdzXjLOlZcab5lED6zevb6U0KpN+StLrOJTMX6TFTMUJ0S2pJr0m0JV7vxY7gVXnTn7JuhsOLSexRvxnytk58u0H9JpXXSYk1rN+M0zwH5Qb1tM9S10TfX8xr84iefAqo+VgKaylLrrrJ3g1PGeMhxNOIiumXA+sLp1AKFzOKCqOx+PNWyglFbP4+GZHzSf4zrC+MGMt6LmVYTznxjNezvjDD77i+DeuZx7X3DFd/idzayXG6WF848bcuaIb1lJnp4eMnKXd+iKYE1lPHYptCRA31xoDFYNVTr1wCg1UvetV8dMt6yLyrUO/8NaynzpKFkBrqbMUenPDUeU1ZCclPpXAGjhTuahQZnC0hfJL6ghV9Ymcu1rNkjFAIyU/UB5bJHIx66lioaglueOqSdhZiaqiTJTlkP5FVPDLpIfuJemMaUgmwL3ogk318PC9yXf31unoD+yIBgurVtrRnv2Ehb+GqGVlRW4mw578u7JCfElgnX9vDxeiS4tRaO1HzJnhSjsbOjenGqmebcY3JwapH4fvGi0JATZG7PMeKATVFjEhdli3roWMDXltMfZInbs0ztKzXy3LbjPfMFHF9j2jUc4TAOKnhjnTmU6I4q8XgScYHg+47XjPDMHD6JrJDPQNIc+ol3k/ASM75WBjcDQVopjJi+mrnQXLXDG0XUMMZtqqMy1+K9TaX9R2gV949DrPZu+FFRv9EJ00VI2p074YX+dzxcwGdmcM8WQzGO+WTAWN4ThVdUILtTjnN2ryLpmguZwpXEhT9AlUPAZIiwzjY/r5dkVPX1d7wvPI7Riejx/Cccqdx4HlOmf7hEEEjesonatDwnGnWs2kugOV5lVCrkz1qeE6dfRiuJKCOrbCGBligU4cBGT9rIXqjhyIAXdLBXxcGA/TKrwgMvYHbAJ1yXyft0wCdes16QmeBTh3tGq9Qp77mOQOzQKcOSyveMCM62nMFN3yRXF+sDOELF6LzwDxcwys6rzAIVxKIjk1s8zE0lAfvLgzprKK33VaMoaEOBus5rwG65O5nNYCt+S4NXs5NJsZ8p15f7+w29jv1VJ+CJKm3SYd+sN+pt5MVa8x3ymiz5q97pIyuOjmul/VOuZ/zWxNEQxlmWEx3ol4Y8xhyWUXvu7fgphG9nJgYE0PD2xT4KYHmgS46Fq8VL1GvjLKa5zZgE0PDW1RmPVuhRwwN73wgHLYHepG7Hfpa4T4C0deJSLYxNJKh8Hq4bWJoqKPR6i9pvE/jm/mWxFYA6K57SEd6qrmsSPou15yvkPgkMj860h3quwTjzmi7Uy7Hz2lY3yV+fzaf+UR5rJ4l1MywnvJoYwbbnTJGRwt+GsqFX+PwrO8Swq93BhrWdx5ztNX97eoij67ZVob1lJkoGHKfRC/nqgTLeup0UYd7C4ok7K1zXa1hPXWQQa1Zw3rqPdf4BSPRYUukyPouV1j1Gk5ci3B5lOiRF32qk82gnupIx49iUE8dmDpXQV6ol1z41uNV66KLfzCgnumM66SNW9RTZwR6tN2p95OTblFPHZMpXigmejlhbxb11FM910deqIec+f2EkPok+tgxHF5kpryG1FbR6ewOqU+i87KKSHrqzFWNnhpeOMA872C9i44RtaOnhjrWnRQjJqnXfS5MuFBPufBMN7CeeqI3IsCeOak7nw94GNhTn7S7A+ypYzuY4yczNLc1txAPL3rZzxGT1NE9OZy7UqcVMsPBq+gAW3a5T6KOFVOfRO713NJgYE+dlyJE2FMvLa2Q+iQ6Orl/Q2rrm7BP1lPzLXmuhXkfAHUJbvkhN4qr1WtwTxnVH8FVM3Qn6uNrRC1dsWlwT5mXkAXc8x5AdFX2AZMiTzSvz30SGbuz6QNsRMa8Wj42XmRGVfjcJ5HTIaPBPXNeVk/hnvZyUmFGMO0pw2RTo83gnnpNMfdJ5McxrqE9E2o2lofoladOWzTE14jeW44XAYuO98/oqpGEnaanepb20MeuLX4YSfSZ9Xt/BveU2349lr1wT7084mUu3DMfiAGQ4UZg0ZlSEF011JnEGA5giyTGFU2Ms7iXvKKH6+XCPe+PhI3aIu4Zow0T+An3kgFYz92fBvdEaj+t43FPv9cIrho6dfM+aUj2DHbSM9DTjBE2c+oNLeFDG9QxlvSsx3prgBPU4yRz2hAb9ETaen7gQmwGh2/u8aIaTDDeRxHukqTMuPMWIiipt5JPcIzx1kzeePd69Gu8NZPnXeucSxpvDfTBG2Cjt2YyUjSdTyoZdw10cYXHuwymHF2/cv1y10y5/ehE1Bh3zWSwWKvbH8JOxnKN83ER466ZzJSsGuVq3TX8IC/7PJ7CTt50X/Q7FNZdA7jtdq5PPMDnHQXp8aFwT+Uvfqj8y98ex9O+9AXzv7z1BXP8/hOfQXe/vh7z3tO/+/uq30H/NT/djn/kJszzIfeXsuWTx/INhsGrjfRL6JkDbBrtJ2hDP/D+0BpG7RCF9+95hQ4bKj++PDT2Y12vD3uI/Xwf/vF87DdO+R/FuKQfbYkvGb27+WWxIBe5Iv2Iry9y4muR+NyH/Cj9T059raV51aMtvtSOP/JD9L96/RC93IGB8fX87dqPpka/YCQWhjydwvMmVuZmcSzyjDXKP71UrkrPMkZFktF+hgMGA/7dfeOetzW8/sXCWxSn+yp4CR/btp/yfevbj1/JCbQ1E19ifarZQ/Y1M/LnakZDTnvqzZrlL9fsW/NhbCX58bn03H0P2VfSyJ+rZFbz7r1Klrcq+W0x4raSicvEc08+ZF9JI3+qkjyH1sn9diXrW5X8tjBJU0lGpvXniXjJrpJW/lwlJezp/Z5sb1byW2KEbB3HeqwOto4P2dfRyJ+rI9f6r0zJ/uZo/aazcVtJXqH0PCUv2VfSyJ+rJG/P+sqUHG9V8p1DIVuTykvcnrvrIfuaGPlzNSk8IXq/u+ZbNfkmb6itI6PFvjDtHrKvo5E/V8ecv7r+rbfq+G1OAFNJfqr2edo9VFdFo36qhkyg+sqc27aCb9wA8GGT5iUa141xzNGimeNJRW3X+oIqtdWa/va1MF+oMcPC80dNmpw+UOVPGTimnta+ueppzZurntG6+Uw9P2Lg5I917cfMnbe71lo7V5WtsXNVOdo6n6nyB8ydXD5U5Q8aP29X2do+V5Wt6XNVOVo+n6jyR4yfXD9U5Q+aQm9W2VlCjyo7Q+hR5Sc76DNV/oAplNvHqvxZw+jF19jaRVeNrVl01ThaRZ+p8QcMo9w/Nq4/Zia93cnWSrqqbI2kq8rRRvpMlT9gJuXxoSq/YzSZelmb6aqXNZmuekWL6TP1+oDRlOeH6vVpEyoMXmtBXTW2BtRV42g/fabGHzCh8vpQjT9oUL05eK099aixNaceFY7W1Cfq+wGDKjuL6jcv/x+HgBfVCmVuZHN0cmVhbQplbmRvYmoKMTIgMCBvYmoKMTAzNTQKZW5kb2JqCjEwIDAgb2JqClsgXQplbmRvYmoKMTcgMCBvYmoKPDwgL0xlbmd0aCAyNDcgL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicTVFJbsQwDLv7FfzAAJasxXlPikEP7f+vJR0U7cEQI0tc4u7ERBZetlDXQofjw0ZeCZuB74PWnPgaseI/2kaklT9UWyATMVEkdFE3GvdIN7wK0X6kgleq91jzEXcrzVs6drG/98G05pEqq0I85Ngc2Uha10TR8T203nNDdMoggT43IQdEaY5ehaS/9sN1bTS7tTazJ6qDR6aE8kmzGprTKWbIbKjHbSpWMgo3qoyK+1RGWg/yNs4ygJPjhDJaT3asJqL81CeXkBcTccIuOzsWYhMLG4e0H5U+sfx86834m2mtpZBxQSI0xaXfZ7zH53j/AJVPXCYKZW5kc3RyZWFtCmVuZG9iagoxOCAwIG9iago8PCAvTGVuZ3RoIDc5IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nDM3NVIwULC0ABJmpiYK5kaWCimGXEA+iJXLZWhpDmblgFkmxgZAlqmpKRILIgvTC2HB5GC0sYk51AQECyQHtjYHZlsOVwZXGgDWlBwMCmVuZHN0cmVhbQplbmRvYmoKMTkgMCBvYmoKPDwgL0xlbmd0aCAzMDcgL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicPZJLbgMxDEP3PoUuEMD62Z7zpCi6mN5/2ycl6Yoc2RZFapa6TFlTHpA0k4R/6fBwsZ3yO2zPZmbgWqKXieWU59AVYu6ifNnMRl1ZJ8XqhGY6t+hRORcHNk2qn6sspd0ueA7XJp5b9hE/vNCgHtQ1Lgk3dFejZSk0Y6r7f9J7/Iwy4GpMXWxSq3sfPF5EVejoB0eJImOXF+fjQQnpSsJoWoiVd0UDQe7ytMp7Ce7b3mrIsgepmM47KWaw63RSLm4XhyEeyPKo8OWj2GtCz/iwKyX0SNiGM3In7mjG5tTI4pD+3o0ES4+uaCHz4K9u1i5gvFM6RWJkTnKsaYtVTvdQFNO5w70MEPVsRUMpc5HV6l/DzgtrlmwWeEr6BR6j3SZLDlbZ26hO76082dD3H1rXdB8KZW5kc3RyZWFtCmVuZG9iagoyMCAwIG9iago8PCAvTGVuZ3RoIDczIC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nDO2NFAwULAwU9A1NDZUMLI0VjA3M1BIMeQCCoFYuVwwsRwwy8wSxDI0N0Ni6ZoZQmWRWCDjcrhgBufAzMvhyuBKAwAeiRaVCmVuZHN0cmVhbQplbmRvYmoKMjEgMCBvYmoKPDwgL0xlbmd0aCA2OSAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJwztjRQMFCwNFfQNTQ2VDA2MFEwNzNQSDHkgjFzwSywbA4XTB2EZQZiGBmaILHMgMaBJeEMkBk5cNNyuDK40gD6qRZFCmVuZHN0cmVhbQplbmRvYmoKMjIgMCBvYmoKPDwgL0xlbmd0aCAyMzIgL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicNVFJbsQwDLv7FfzAANbuvCfFoIf2/9dSyhQIQCW2uCViYyMCLzH4OYjc+JI1oyZ+Z3JX/CxPhUfCreBJFIGX4V52gssbxmU/DjMfvJdWzqTGkwzIRTY9PBEy2CUQOjC7BnXYZtqJviHhsyNSzUaW09cS9NIqBMpTtt/pghJtq/pz+6wLbfvaE052e+pJ5ROI55aswGXjFZPFWAY9UblLMX2Q6myhJ6G8KJ+DbD5qiESXKGfgicHBKNAO7LntZ+JVIWhd3adtY6hGSsfTvw1NTZII+UQJZ7Y07hb+f8+9vtf7D04hVBEKZW5kc3RyZWFtCmVuZG9iagoyMyAwIG9iago8PCAvTGVuZ3RoIDIzMSAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJw1TzmSBCEMy3mFPjBVGNtAv6entjbY+X+6kplOkPAhydMTHZl4mSMjsGbH21pkIGbgU0zFv/a0DxOq9+AeIpSLC2GGkXDWrONuno4X/3aVz1gH7zb4illeENjCTNZXFmcu2wVjaZzEOclujF0TsY11radTWEcwoQyEdLbDlCBzVKT0yY4y5ug4kSeei+/22yx2OX4O6ws2jSEV5/gqeoI2g6Lsee8CGnJB/13d+B5Fu+glIBsJFtZRYu6c5YRfvXZ0HrUoEnNCmkEuEyHN6SqmEJpQrLOjoFJRcKk+p+isn3/lX1wtCmVuZHN0cmVhbQplbmRvYmoKMjQgMCBvYmoKPDwgL0xlbmd0aCAyNDkgL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicPVA7jkQhDOs5hS/wJPIjcB5Gqy1m79+uA5opUEx+tjMk0BGBRwwxlK/jJa2groG/i0LxbuLrg8Igq0NSIM56D4h07KY2kRM6HZwzP2E3Y47ARTEGnOl0pj0HJjn7wgqEcxtl7FZIJ4mqIo7qM44pnip7n3gWLO3INlsnkj3kIOFSUonJpZ+Uyj9typQKOmbRBCwSueBkE004y7tJUowZlDLqHqZ2In2sPMijOuhkTc6sI5nZ00/bmfgccLdf2mROlcd0Hsz4nLTOgzkVuvfjiTYHTY3a6Oz3E2kqL1K7HVqdfnUSld0Y5xgSl2d/Gd9k//kH/odaIgplbmRzdHJlYW0KZW5kb2JqCjI1IDAgb2JqCjw8IC9MZW5ndGggMzk1IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nD1SS27FQAjb5xRcoNLwm895UlXdvPtva0NSqSq8iTHGMH3KkLnlS10ScYXJt16uWzymfC5bWpl5iLuLjSU+ttyX7iG2XXQusTgdR/ILMp0qRKjNqtGh+EKWhQeQTvChC8J9Of7jL4DB17ANuOE9MkGwJOYpQsZuURmaEkERYeeRFaikUJ9Zwt9R7uv3MgVqb4ylC2Mc9Am0BUJtSMQC6kAAROyUVK2QjmckE78V3WdiHGDn0bIBrhlURJZ77MeIqc6ojLxExD5PTfoolkwtVsZuUxlf/JSM1Hx0BSqpNPKU8tBVs9ALWIl5EvY5/Ej459ZsIYY6btbyieUfM8UyEs5gSzlgoZfjR+DbWXURrh25uM50gR+V1nBMtOt+yPVP/nTbWs11vHIIokDlTUHwuw6uRrHExDI+nY0peqIssBqavEYzwWEQEdb3w8gDGv1yvBA0p2sitFgim7ViRI2KbHM9vQTWTO/FOdbDE8Js753WobIzMyohgtq6hmrrQHazvvNwtp8/M+iibQplbmRzdHJlYW0KZW5kb2JqCjI2IDAgb2JqCjw8IC9MZW5ndGggMTM2IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nE2PQQ4DMQgD73mFn0AgQHjPVlUP2/9fS9h20wseyYBsUQaBJYd4hxvh0dsP30U2FWfjnF9SKWIhmE9wnzBTHI0pd/Jjj4BxlGosp2h4XkvOTcMXLXcTLaWtl5MZb7jul/dHlW2RDUXPLQtC12yS+TKBB3wYmEd142mlx932bK/2/ADObDRJCmVuZHN0cmVhbQplbmRvYmoKMjcgMCBvYmoKPDwgL0xlbmd0aCAyNDkgL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicTVFJigMwDLvnFfpAIV6TvKdDmUPn/9fKDoU5BAmvkpOWmFgLDzGEHyw9+JEhczf9G36i2btZepLJ2f+Y5yJTUfhSqC5iQl2IG8+hEfA9oWsSWbG98Tkso5lzvgcfhbgEM6EBY31JMrmo5pUhE04MdRwOWqTCuGtiw+Ja0TyN3G77RmZlJoQNj2RC3BiAiCDrArIYLJQ2NhMyWc4D7Q3JDVpg16kbUYuCK5TWCXSiVsSqzOCz5tZ2N0Mt8uCoffH6aFaXYIXRS/VYeF+FPpipmXbukkJ64U07IsweCqQyOy0rtXvE6m6B+j/LUvD9yff4Ha8PzfxcnAplbmRzdHJlYW0KZW5kb2JqCjI4IDAgb2JqCjw8IC9MZW5ndGggOTQgL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicRY3BEcAgCAT/VEEJCgraTyaTh/b/jRAyfGDnDu6EBQu2eUYfBZUmXhVYB0pj3FCPQL3hci3J3AUPcCd/2tBUnJbTd2mRSVUp3KQSef8OZyaQqHnRY533C2P7IzwKZW5kc3RyZWFtCmVuZG9iagoyOSAwIG9iago8PCAvTGVuZ3RoIDE2NCAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJxFkMdxBTEMQ++qAiUwgAr1rMfzD+v+r4b000F6GEIMYk/CsFxXcWF0w4+3LTMNf0cZ7sb6MmO81VggJ+gDDJGJq9Gk+nbFGar05NVirqOiXC86IhLMkuOrQCN8OrLHk7a2M/10Xh/sIe8T/yoq525hAS6q7kD5Uh/x1I/ZUeqaoY8qK2seatpXhF0RSts+LqcyTt29A1rhvZWrPdrvPx52OvIKZW5kc3RyZWFtCmVuZG9iagozMCAwIG9iago8PCAvTGVuZ3RoIDcyIC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nDMyt1AwULA0ARKGFiYK5mYGCimGXEC+qYm5Qi4XSAzEygGzDIC0JZyCiGeAmCBtEMUgFkSxmYkZRB2cAZHL4EoDACXbFskKZW5kc3RyZWFtCmVuZG9iagozMSAwIG9iago8PCAvTGVuZ3RoIDgzIC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nD3MORKAMAgF0J5T/COEyCL3cRyLeP9WMNEGHqt6oCE4g7rBreFgyrp0E+9T49XGnBIJqHhKTZa6C3rUtL7Uvmjgu+vmS9WJP83PF50Pux0Z3QplbmRzdHJlYW0KZW5kb2JqCjMyIDAgb2JqCjw8IC9MZW5ndGggMTYzIC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nEWQOxIDIQxDe06hI/gjAz7PZjIpNvdvY9hsUsDTWCCDuxOC1NqCieiCh7Yl3QXvrQRnY/zpNm41EuQEdYBWpONolFJ9ucVplXTxaDZzKwutEx1mDnqUoxmgEDoV3u2i5HKm7s75Q3D1X/W/Yt05m4mBycodCM3qU9z5NjuiurrJ/qTH3KzXfivsVWFpWUvLCbedu2ZACdxTOdqrPT8fCjr2CmVuZHN0cmVhbQplbmRvYmoKMzMgMCBvYmoKPDwgL0xlbmd0aCAzMjIgL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicNVG7bcUwDOw1BRcwIH4lzeMgSJG3f5s72qlI07wfVV4ypVwudckqWWHypUN1iqZ8nmam/A71kOOYHtkhulPWlnsYFpaJeUodsZos93ALNr4AmhJzC/H3CPArgFHARKBu8fcPulkSQBoU/BTomquWWGICDYuFrdkV4lbdKVi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"
      },
      "metadata": {},
      "output_type": "display_data"
@@ -485,7 +494,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 8,
    "id": "8763a12b2bbd4a93a75aff182afb95dc",
    "metadata": {
     "collapsed": false
@@ -493,9 +502,9 @@
    "outputs": [
     {
      "data": {
-      "application/pdf": 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"
      },
      "metadata": {},
      "output_type": "display_data"
@@ -534,7 +543,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 9,
    "id": "7cdc8c89c7104fffa095e18ddfef8986",
    "metadata": {
     "collapsed": false
@@ -542,9 +551,9 @@
    "outputs": [
     {
      "data": {
-      "application/pdf": 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"
      },
      "metadata": {},
      "output_type": "display_data"
diff --git a/docs/floquet.md b/docs/floquet.md
index 09d0151..05f3fbd 100644
--- a/docs/floquet.md
+++ b/docs/floquet.md
@@ -37,4 +37,3 @@ The **floquet** Python API consists largely of the **floquet_analysis** function
 ::: floquet.utils.file_io
     options:
         show_source: false
-
diff --git a/docs/index.md b/docs/index.md
index 2052853..fca5937 100644
--- a/docs/index.md
+++ b/docs/index.md
@@ -15,10 +15,6 @@ Requires Python 3.10+
 
 Before jumping straight into the Floquet analysis, we first need to define our system Hamiltonian and the drive parameters. Here we take the example of a transmon and utilize the scubits library to help define the system Hamiltonian. Note however that the code accepts QuTiP `Qobj` as input for the Hamiltonian. 
 ```python
-import numpy as np
-import qutip as qt
-import scqubits as scq
-
 num_states = 20
 qubit_params = {"EJ": 20.0, "EC": 0.2, "ng": 0.25, "ncut": 41}
 tmon = scq.Transmon(**qubit_params, truncated_dim=num_states)
@@ -32,7 +28,7 @@ H1 = hilbert_space.op_in_dressed_eigenbasis(tmon.n_operator)
 ```
 We then also need to specify the drive frequencies we plan to drive at, which correspond to the cavity frequencies
 ```python
-omega_d_linspace = 2.0 * np.pi * np.linspace(7.5, 10.0, 120)
+omega_d_values = 2.0 * np.pi * np.linspace(7.5, 10.0, 120)
 ```
 Finally, we specify the induced ac-stark shift that we want the qubit to experience. The dispersive coupling of a qubit to the cavity differs as a function of the cavity frequency. Thus we provide helper functions for normalizing the drive amplitudes so that we scan over the same induced ac-Stark shifts for all given frequencies. 
 ```python
@@ -40,7 +36,7 @@ import floquet as ft
 
 state_indices = [0, 1]  # get data for ground and first excited states
 chi_ac_linspace = 2.0 * np.pi * np.linspace(0.0, 0.1, 59) # 100 MHz ac-Stark shift
-chi_to_amp = ft.ChiacToAmp(H0, H1, state_indices, omega_d_linspace)
+chi_to_amp = ft.ChiacToAmp(H0, H1, state_indices, omega_d_values)
 drive_amplitudes = chi_to_amp.amplitudes_for_omega_d(chi_ac_linspace)
 ```
 We can now pass these derived quantities to `Model` which specifies the model system
@@ -51,7 +47,8 @@ model = ft.Model(
 ```
 We are now ready to create an instance of the `FloquetAnalysis` class, and run the full Floquet simulation
 ```python
-floquet_analysis = ft.FloquetAnalysis(model, state_indices=state_indices)
+options = ft.Options(num_cpus=6)
+floquet_analysis = ft.FloquetAnalysis(model, state_indices=state_indices, options=options)
 data_vals = floquet_analysis.run()
 ```
 `data_vals` is a dictionary containing all quantities computed during the call to `run()`. This includes the overlap with the "ideal" displaced state, which can be plotted to reveal "scars" in the drive frequency and amplitude space where resonances occur. Additionally we compute the [Blais branch crossing analysis](https://arxiv.org/abs/2402.06615) to understand which states are responsible for ionization. See the tutorial notebook under Examples on the left to see how to plot and visualize these quantities.  
diff --git a/floquet/model.py b/floquet/model.py
index e80ec4e..9054599 100644
--- a/floquet/model.py
+++ b/floquet/model.py
@@ -46,9 +46,8 @@ def __init__(
             drive_amplitudes = np.array(drive_amplitudes)
         if len(drive_amplitudes.shape) == 1:
             drive_amplitudes = np.tile(drive_amplitudes, (len(omega_d_values), 1)).T
-        else:
-            assert len(drive_amplitudes.shape) == 2
-            assert drive_amplitudes.shape[1] == len(omega_d_values)
+        assert len(drive_amplitudes.shape) == 2
+        assert drive_amplitudes.shape[1] == len(omega_d_values)
 
         self.H0 = H0
         self.H1 = H1
diff --git a/pyproject.toml b/pyproject.toml
index 38b7d68..01577d9 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -25,7 +25,7 @@ dev = [
     "ruff",
     "codespell",
     "pygments",
-    "pytest>=7.0,<8.0",
+    "pytest",
     "pytest-xdist",
     "pymdown-extensions",
     "mkdocs",
@@ -39,7 +39,7 @@ dev = [
     "mkdocs-exclude",
     "mknotebooks",
     "nbconvert==6.5.0",
-    "sybil>=6",
+    "sybil[pytest]",
     "black",  # needed by mkdocstrings to format function signatures
 ]
 
@@ -57,9 +57,13 @@ select = ["F", "E", "W", "C90", "I", "D", "UP", "YTT", "ANN", "BLE", "B", "A", "
     "INP", "NPY201", "PIE", "T20", "PYI", "PT", "RSE", "RET", "SLF", "SIM", "INT",
     "ARG", "PTH", "PL", "TRY", "FLY", "NPY", "RUF",
 ]
+extend-select = ["D204", "D400", "D404", "D406", "D410"]
 ignore = [
     "ANN101",
+    "C901",
     "D100", "D101", "D102", "D103", "D104", "D105", "D106", "D107", "D417",
+    "E741",
+    "INP001",
     "PLC0414",
     "PLR0913", "PLR2004",
     "T201",
@@ -105,6 +109,10 @@ help = "clean the code (ruff + codespell)"
 cmd = 'echo "\n>>> pytest -n=auto tests" && pytest -n=auto tests'
 help = "run the unit tests suite (pytest)"
 
+[tool.taskipy.tasks.doctest]
+cmd = 'echo "\n>>> pytest docs" && pytest docs'
+help = "check documentation examples (doctest)"
+
 [tool.taskipy.tasks.docbuild]
 cmd = 'mkdocs build'
 help = "build the documentation website"
@@ -114,7 +122,7 @@ cmd = 'mkdocs serve'
 help = "preview documentation website with hot-reloading"
 
 [tool.taskipy.tasks.all]
-cmd = 'task clean && task test'
+cmd = 'task clean && task test && task doctest'
 help = "run all tasks before a commit (ruff + codespell + pytest + doctest)"
 
 [tool.taskipy.tasks.ci]
@@ -122,5 +130,6 @@ cmd = '''echo "\n>>> ruff check" && ruff check &&
          echo "\n>>> ruff format --check" && ruff format --check &&
          task codespell &&
          task test &&
+         task doctest &&
          task docbuild'''
 help = "run all the CI checks"