{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "4eda6057",
   "metadata": {},
   "source": [
    "# UML diagrams for Rockpool\n",
    "This notebook contains UML diagrams for the main packages and SW architecture of Rockpool."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "id": "a2c2e591",
   "metadata": {},
   "outputs": [],
   "source": [
    "# - Load UML diagrams image\n",
    "from PIL import Image\n",
    "from pathlib import Path\n",
    "im = Image.open(Path('uml', 'UML-diagrams.png'))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3655e152",
   "metadata": {},
   "source": [
    "## `Module` base and core derived classes, and combinators"
   ]
  },
  {
   "cell_type": "raw",
   "id": "2ce71f01",
   "metadata": {
    "raw_mimetype": "text/restructuredtext"
   },
   "source": [
    "The :py:class:`.Module` base class as well as all derived classes are under the :py:mod:`.nn.modules` package. All user-defined modules as well as back-end base classes derive from :py:class:`.Module` or :py:class:`.ModuleBase`. :py:class:`.ModuleBase` is not designed as a user-facing class, and defines most of the features of :py:class:`.Module`. :py:class:`.Module` adds a facility for a post-initialisation callback on instantiation, used by some derived base classes.\n",
    "\n",
    "Combinators used to build networks are in the package :py:mod:`.nn.combinators`. These are adapted within :py:mod:`.nn.combinators` for specific computational back-ends."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "id": "c20fcf8c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<PIL.Image.Image image mode=RGBA size=2450x1800 at 0x7F8254252DA0>"
      ]
     },
     "execution_count": 93,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "im.crop([0, 0, 2450, 1800])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c3bf38ad",
   "metadata": {},
   "source": [
    "## `Jax` and `Torch` core modules"
   ]
  },
  {
   "cell_type": "raw",
   "id": "72c96ef6",
   "metadata": {
    "raw_mimetype": "text/restructuredtext"
   },
   "source": [
    "Derived Modules for specific back-ends are under :py:mod:`.nn.modules`, in sub-packages named by backend. Some backends require derived base classes to operate; e.g. :py:class:`.JaxModule` and :py:class:`.TorchModule`. All derived modules using ``jax`` inherit from :py:class:`.JaxModule`, and likewise for ``torch``.\n",
    "\n",
    ":py:class:`.TorchModule` also supports direct conversion of torch modules imported from ``torch.nn.Module``."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "8576af03",
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<PIL.Image.Image image mode=RGBA size=2050x1400 at 0x7F8254250D68>"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "im.crop([2700, 0, 4750, 1400])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1c157916",
   "metadata": {},
   "source": [
    "## Rockpool `Parameter` classes"
   ]
  },
  {
   "cell_type": "raw",
   "id": "232797e3",
   "metadata": {
    "raw_mimetype": "text/restructuredtext"
   },
   "source": [
    "Classes for managing parameters are in the package :py:mod:`.nn.parameters`. :py:class:`.Parameter`, :py:class:`.State` and :py:class:`.SimulationParameter` derive from :py:class:`.ParameterBase`.\n",
    "\n",
    ":py:func:`.Constant` is a special class which wraps any other class, permitting Rockpool to identify that a constant argument should not be trainable."
   ]
  },
  {
   "cell_type": "raw",
   "id": "6ee8ab5f",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "id": "bf8c1bfb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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+cJr52cx4Z+Q7scXWW8Thxx0eERHTJk/L+MfDr888MXr07FFn/Wcr03aFhu7sP54db73+VpUDA0v74J0P4oN3Pohbr78tIiL67dwvfr73z2PvA/aO5s2bpdStzX6by+PginLcgNqqq303V+rjXCPf8n3MytYXM7+I6668PuOyi6/+S+x/yP7J+/Ly8rj5qpsz1v/H5dfEgP0HVPm8g6W1at0qHnju/ujY5ackx7VXXBc3/f2mtLpVJRQyce5fuzic+zv3B2DlIXEAP7rjxjvijhvvqPF622y3dfL6k6mfpC1vv0776L9H/7TydddbN2N7337zXVYn7W3XbBt3/u9f0aV7l7Rl9RVHSaeSOPuPZyfvi4qL4oLLz6/yj4d/3H518odDxOLBwFuvuy3tSp0vZn6R8v6Fp17I2N6vzzwxZf7ZFi1bxB//ekG89spraVfCPf7Q47UegKvP/qvbrtDQtV1j9bjp7hvj4D0Oyeohgksb/uLwGP7i8LjhbzfEhVdeGDvuusNyxVKfx+NM8n3cgppoSPtuZfV1rpFv+T5mZevxBzNf1X7aOaemJA0iIgoLC+Pks0+OaVPSB2xnfzk7XnhqaOxz4N7L7PPGu29ISRos6e/fQ/6d9nud9NHkbD5GRDj3r00czv2d+wOwcnH/OyyH8y8/P2Ve4CNPODJGTXkr5f+n33gqioqLImLxnLCj3xwdQ/5xS1z8f5csV993PnJnlSeY9RXHRptslFbWvEXzjFextV2zbaxbkv6HymY/26zaPspKyzLOb3vYrw6LVq1bpZW3btM6dtlzl7Ty//7rvihdVFptXw2h/+q2K6wIunTvEo8NezSOOfmYWq0/87OZccoRp2ScSqEm6vN4XFm+j1tQGw1l362sPs41GoJ8HrNqYvJHma/oP+TYQ6pc59iTj81YPnXSlGX216p1q9hy6y3TygsKCmLDXhumlc+fN3+ZbS4P5/7O/XPdv3N/ABoydxxALe246w5x8FEHpZQVFRclJ+jz582Pl59/Jca+Oybef+eDGPve2BpfxVeVzbfaPLpUejBbPuKoKoZM8x1vslnmW25XWW2VavuY+Xnmh7Ddc9s98fSjT2dcVtW8u7O/mh3t1m5XbX/57H9Z2xVWFO3XaR/nXPi7OOmsk2LkiDdjxEsjYugzL9booY1n/Oo38fDQh2LNdmvWKob6Og5mku/jFtRWQ9h3K6uPc42GIJ/HrJqoPLVPxOLnGqzedvUq19lg4w2iVetWaZ9h4viJy+yvVxXbNCKic9dOMer1UctsI1ec+zv3d+4PwMpG4gBqqEfPHnHm//0mdth1hygoyPzgqpuvHhLXXH5NncXQfYPuWdWr6ziaNGlSRXn6oaV5ixa16qO6+ZarOkmvyrxaXIVWn/1nu11hRdFmldbRf4/+0X+P/nH+5efH9I8/jTHvfhDvvPVuvPL8Kxmv6Fti9pez48mHn4yjfn3UcsVQ18fBTPJ93ILl1RD23SXq41yjIcnHMStbFRUVGef9X/oK/Kp06Ngh7UG6E8cv+3kE1Z0bFRYVLXP9XHDu/xPn/s79AVi5SBzAj7r16JZ2y3NxcXG0at0q1i1ZN9Zdb53osF6H6Nm7ZxQWVj3L19WX/iNuueaWOo0101U9+YijPnw9++uctVW6aFGD7j+b7QorspKOHaKkY4fYfZ/d4/cXnRufffpZ/O8//4vbb7wj49WQ4z7I/LDHbOXrOJjv4xbkWn3vuyuK8rLynLbX0M/dSkszT7vSouWyB4gzTfGSzXMm6vKZDc79G6Z8/xvq3B8AfiJxAD869FeHxqHHVD0/azYeuOuBak/Yt95u6+i1Wa/YvM9msWjRojjr+N+m1aniQqYUzZo1bRBx1Ie11107Y3n7ddrHWu3XqlFbzZo1a9D9L2u7QkP2zsh3Ykql+aqbNW8eA36xZ5XrrNNhnTj57JNjp5/vFAfuNjBt+Xtvv1/rePJ5HMz3cQtqoqHtuw1NRTXLPpmW/kDa8oraJRNWhHO3Jk2aRPt12qdNXTVzxrKnsprxyYy0skzz4tcn5/41j6M+5PvfUOf+APATiQPIoReffSlj+Z+uvDD2PWjflJPHJ//3VKOPIxfW69wxY/nFV/0l+u7Ut9H3DyuKJx5+Mu657Z608r47bhurrb5atetutMlG0XOTnjH2/bEp5d99+12t48nncdBxgxVJQ9t386WqKWh++H5BxvI5383NOG1JYUHVV6ZXZ0U5d9tw4w3SEgcTxk2IioqKKr/DBd8vyPicjMYwTUtD2W4NJY5cyPe/ofnuHwAaktqd2QJpysvLY+SIkWnlp/zulBh45MC0K04mVfFAuIrqLm1bgeLIlbZrrJ7x9vb3Rld9NWPpotJYsOCHlP8XLly4QvYPK4qNN+2ZsfzZx55d5roLvl+QNvAYEdF7i961iiXfx0HHDVYkDWnfzaeCgoKM++3nVTwYevJHmefnr80dB/k+ZtVEpsH+mZ/NjNeHvV7lOo/e/2jG8q7du+QsrnxoKNutocSRK/n+NzTf/QNAQyJxADkyY/pnGef5bbvG6mllC75fEE8/+kyjjiOXMt3Kftv1t8WUDA9nnPPtnPj5VrvHlp23TPn/wF3Tp1LIZFGGuUjrs39YUW3Qc4OM5X/78+AYNnRYlestWPBDXHXJVRmXbbL5Jln1XXm/re/joOMGK7J87rsNTaZpSF569qW0ufjnz5sfF//hkpz12xCOWdnarM9mGcuv/et1GT/DrM9nxU1X3ZxxnU1/tmmt42gIGso5d0OJI5ec+wNAwyBxADlS1cOt/vffR1Lez/l2Tvzx7AtjaoYTz4iI8vKyRhFHLu21/4C0snlz58VJh50Ujz/4eHz1xVcRETFl0tQ4/dgzMt4O32/nfln19c5b70R5eerVgvXZP6youm3QLeMVeov3lZPj3FN+H/f/+/54fdjr8carb8RTjzwdt1xzSxywywFx1z/vztjmFlttnlXflffb+j4OOm6wIsvnvtvQdO7WOa1s3tx5cdzA4+P5J56PMe+OiYfufThOPPTXGe+0qK2GcMzK1k4/3yl6bdYrrfzdUe/GoQMOi9deeS2++/a7+HLWlzH06aFxwK4HZjy+9d+jf2y65YqdOGgo59wNJY5ccu4PAA2DZxxAjrRZpXXGB8Z98M4HsVe/vWOnn+8Uc779Lp5+9JmMVwUtUVa6fCftDSWOXDr4qIPjqUeejlGvj0opnz5tevz+1D9ERESr1q2q/TyHHXtoyvviJpkPf5cOuiwuHXRZRETc/dhdsVmfzeqkf2hsmjZtGv+47eo4/qATMi5/4qEn4omHnsi6vQOPODC26rdVSllN9tu6OA46btAY1ce+u6LYYZcd4qUMc8VPmjApfnPcmXXWb12du9XkmJWtwsLCOPeic+Ko/Y5OWzZpwqQqf0eVnTXozKz7bKgayjl3Q4kjl5z7A0DD4I4DyKHd9909Y/nUSVPjjhvviAfveajaE8yIiBnTZzSaOHKlsKgwLv1H9VMCVPd5Lr3m0liv83opZe3Xbr/MfufMmVNn/UNjtO0O28bZfzx7udvp0bNH/N/F/5dWXpP9ti6Og44bNFZ1ve+uKHbZs3+0XbNtXvrO9zGrJrbcesvY58C9a7zeEsed+qvoun7XWq/fkDSUc+6GEkeuOPcHgIZB4gBy6Dd/OCPjbe6Z/Pnvf85YfseNd8SC7xc0ijhqq1nzZmllJZ1K4tb7/xklnUqybqdV61Zx0z03xn4H7Zu2rLhJcRx89EFZt5Xr/qGxOvbkY+K355+VceqTbPTfo3/ceNcN0TzDcaAm+21dHAcdN2jM6nLfbYgynWus2W7N+NfDd2T1HfTp2ycOOOyXaeWFBbX786ohHLNq4tJrLo3fXvDbGq/357//uVbrNVQN5Zy7ocRRW879AaBhkjhgpVNUnPk21SZVlNdE8xbN47YHbou9frlXlXV6btIzHnju/jjgsF9Gz016pi1/+flX4rMZnyfvM51IV/UZ6jKOTH9EVxVHUVF6eVW3Bzdp0qTKGCvbZvtt4tFXHonfnn/WMuv236N/PP36U7F9/+2rrHPuRb+Ps/94dtaDJLnsvzbbFVYEBQUFcdxpx8ULo56P039/etb71+ZbbR53P3ZXXHvHNbH2umtXWS/b/bYujoM16X+JXB+3oK7U5b6b6RygabP0f/8bwrlG1/W7xr8eviO23m7rjMtbtW4VFw2+KG574NZou+YaWcXQtGnT9JiapsbUEI5Z2W6niMVTFh136q/inifuzmpgtUfPHvHIy//LmGxJ+sr0PVWxTRcvS48tU5lz/9rF0RD2R+f+AJBfBblu8MQTT6xY8vqqq67KdfPkwOChP534HNDnjDxG0rh99OFH8eEH42PalGmxaOGiWKfDOrHJ5r1i4003XinjyLX58+bHlIlTYtKEyTFx/MQoLS2N9TfsHt16dIuu63eN1m1aZ91WRUVFfP3V1/H5Z5/H/Hnzo0mTJtGiRYso6VQSLVu1rPP+qdqDI69JXp/dv3H/mzJv4Zz454i/RGn5oigqLI7+PQ+OVVqkD0qtaL6f/318MvWT+OzTz2LG9Bkx/eNP45vZ38Q6JetESccO0aFjSaxbsk50WK9DjdqtyX5bF8dBx43qfTX3sxg2/uEoKy+NVk3bxPF9L4jiwuwHi1ZEje38qq723RVJWWlZTPpockwYOz5atmoZHbt0jJJO69X5XRUN5ZhVE1998VVM/mhyTJwwKSZ9ODEKi4p+Or716Bqrrb7acvfR0DWUc+6GEkeuOfdv+Fam8/ZcOuusn84fhgwZkvMxOoDlIcUNdWT9DdeP9TdcP99hNJg4cq1lq5ax8aYb5+SPoIKCgmi7ZtsazWucy/6hMWvRskX06NkjevTskdN2a7Lf1sVx0HGDxq6u9t0VSVFxUfTYaP3osVH9nkc1lGNWTayx1hqxxlprRJ++feqk/RVBQznnbihx5JpzfwCof6YqAgAAAAAAEhIHAAAAAABAQuIAAAAAAAB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",
      "text/plain": [
       "<PIL.Image.Image image mode=RGBA size=1550x800 at 0x7F82542526D8>"
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "im.crop([7450, 0, 9000, 800])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d3ec666d",
   "metadata": {},
   "source": [
    "## Hardware support packages"
   ]
  },
  {
   "cell_type": "raw",
   "id": "d3d7af01",
   "metadata": {
    "raw_mimetype": "text/restructuredtext"
   },
   "source": [
    "All hardware support packages are placed under :py:mod:`.devices`. At present only :py:mod:`.devices.xylo` is supported. See the documentation for Xylo for more information about these classes.\n",
    "\n",
    "Different hardware versions are supported by providing sub-packages for each device. Within these subpackages are duplicate-named classes which support the corresponding specific device version.\n",
    "\n",
    "e.g. :py:mod:`.devices.xylo.syns61201` provides :py:class:`.XyloSim`, :py:class:`.XyloSamna`, :py:class:`.AFESamna` etc. for the SYNS61201 device. Likewise :py:mod:`devices.xylo.syns61300` provides :py:class:`.XyloSim`, :py:class:`.XyloSamna`, :py:class:`.AFESamna` etc. for the SYNS61300 device."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "id": "b9f20d1c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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pi1Ffms4fPnRYs6fN0XkXnhvxnC88+aLtUsp2zj63g+7pf09YfT9880N9+GZkyYDlO5ZF1B+IpkqpFW3bt2dsj3isK67taVlGWZLmTJ+rWnVrmdqW/7nctsL6yuuuiHjeA/sPaNyYcZb2M9qcoX6P9FXV6lW1d89eTf91hm3yddJPk/TgwAcinjfa95uzBPaLtnM1a9lM7TqepczMTE366VfbZOU7r72jq66/Uk5n6GfDe/buqdEjv9CKpStM7a8OfU1vjhoe8np/n7z3ScCk5BltzlDjZjn7Xf8xZ4HtaiMb0zfq+y+/V6+bekU8dy6HQu9HniutSVrQpcILataymfbt3WfZYzvX6I+/UMu2LfOOt2VsC1jpfsW1V6h+o/r6a+dfWrpoqRb9vsjSxy4hH03R/rxE83573Xi1tmVs199/7db4b3609O12eTdVqV5FklSrTi3L+VBi9T5t0ryJqtWsqg3rNtqOK0kL5y3U+V3Pj2hcAAAAADgRSKADAADEwML5C23/QfvSqy6Rw5GTEOnSrYslgS5JE8b+r1AJ9IxNGQGTIf4qVrJPMAKngkD77m7dsjXisS685CINfewZS/v0ydN17a3XmNoCLY99QfcLIp53xZ8rbNsHvThITVs0yTs+s/2ZSkoqpTdfecvUb2P6Ru3cvlOpVVMjmjfa9/vB8A9sk+x33HeHHhzwQN4e5w8OfFCDHxliSVru3L5Ti+cvVut2rUPG7nQ5NeC5J3Rzz1tM7VN+nqJ5M+ep3TntQo6R66+df+mtV9+2PffcG8/qyuuuzDv2+Xx6b9h7tv3/89Jw9biyR8B9pu20OquVGjVJU2rVKmreqlnI/rf366MHBz4ol9slr8erpx8erLFfjbXt26R5E330zUillE2RJH0+8nPbBxyWL1luOg60ssgbHw7TRZdeZGp7/ZnX9dE7H5vaVixdoWNHjymxVGLI+ymMaH9eonm/N95xoyRp0/pNtgn0ux+8S2lN0kLcob1YvE+TSyfrm0lfmx6oefOVt0x7uecKlFgHAAAAgFhjCXcAAIAY+N/3/7NtL7j3+Zlnn2m7jPv4b34Me59gAFa5yUF/hw4einisCqeVN31uc039ZaoyMzNNbb/Z7D/c9bKuKlO2TMTzbgiwVPKYT8ZYvh8u7XWZLrnqEsufI0eORjxvtO938oTJtvPc/eBdeclzSSqVVEpPv/yUKlSsYOn743fWpGMgrdu1VrfLrfvNv/T0y2EvUy1JP35rX31836P3mpKSkuR0OtX34b66rNellv57du/R5Anh7cldoWIF/ThzvD774VM99dJTuuuBf6nDuR2CXlOjdg09/PTDcrldkiSX26WnXnoyYP//fPyG6fNx4x032j5k8dfOv0zHWzZusfRJrZpq+16pVtN+u4L9+w4EjOt4RfvzUtzvN1cs3qcjPn/HshrFfY/ea/vfM+lr14c1JgAAAACcaFSgAwAAnGCZmZm2/6hdoWIFtWjTIu84Pj5eF3TvYrs38LRJ09Tjyh5FGidwqjoaIHFcvVb1Qo13Wa9LNeVna3Jp0e+L1L5Te0nS7l27tWyxdesCu2RVOCqnVrJt/+azb/TNZ9/o7PM6qH2n9mrZtqWaNG+iV955uVDz2InW/Xo9Xts9k2+4/QbbZFvplNK6oPsF+vrTr03tX/13jAY+N1DuuPD+97b/Uw/p5x9+NrWtWbFG3381Vr1uvDqsMdavta+cva7PdQGv6dO3j22F8cb0DWHN+cm4T1S3fp2w+uY6vfnplrbEUom2y7lXqFjBtDd9rpZnttTE8RODznPzv27WdbeZ793pcuYl7g8fOqw1K9Zo/pw/9J8X/xPRPURDtD8vxf1+c53o92ly6WS1adfG0u5wONS4WWMtmLvA1H7k8JGQYwIAAABALJBABwAAOMFmT51tW0F+6dWXWvbxvaD7hbYJ9B+//bHYJNDTmqSpYeOGYfdPSIgvwmiA0Pbv3W/bXiXC5cxznXuB/ZYKs6fNyUsoz50x13I+uXSyOp7fsVBzhvrMzZ42R7Onzck77nh+R/W4orvO73q+ypYrW6g5c0XrfnfusO5pLkmjPxptSXDnCrSX856/96hylcpB485VvWZ19Xukn9557R1T+yuDX1HXSy8Oa4w1K9da2s5oc0bA7QEkqVHTRkounWz5/l+3el3I+Vqd1Sri5LmkgNfYvQeat7RfDr5MudArJLjcrrzk8ZHDRzTt1+lasWS5li5ephV/roj5qinR/rwU9/vNdaLfp80CvIckqU692pYEOgAAAAAUVyTQUWwcOHBAM2bMsLRfeOGFSkhIiEFEJ9706dOVnZ1tajv99NNVrZr9sn/F0d69e7VmjbmaJSkpSc2bNy/UeFu3btWXX1r3/73jjjtUrly5Qo15Kgv39eLzBsSWXWWXJFWtVkWrl682tZU/rZxt32m/Ttee3XtslzMOZPArT+ucLueE1bd0Sumwx+3Tt48u731Z2P2BWNuwzr6Sskq1KoUaL7FUoq6+4Sp9O/o7U/vkCZPV/8mHJEnTJ1v/3u15TU/FxxfugZJadWvp+tuu0xejrH/v25n12yzN+m2Wkksna+DzA9Tzmp5yOByFmjta95uxKSPgHIES5YEcjrCStU/f2/TlqC9N8xw+dFgfvPmhXK7gO50ZhmFbXV+jdo2Q81avVd1S+b1udeh9oBs0ahCyj524uLgA7dZ/CkgsVapQcxT03hvva/hLw497nGgrqs9Lcb1fqfi9T50uV8jrAQAAAKC4IIGOYuPPP//UpZdal7Bcu3atGjQo3D8YnUy8Xq/OO+88S/vrr7+u/v37xyCiwvnuu+905513mtoqV66snTvtK4xCWblypR555BFL+8UXX0wC3Ua4r1dJ/7wBsXRg/4GAS+G+PPiViMaa9NOvuvbWa8Lun1o11XZ5XqCkmTV1tm175UJWoEvSJVddYkkob0zfqO1bt6tyamVNtdkP/JLjXEXikcGPKC4hXp+890nY1xw+dFiDHnhSa1au1WNDHi303NG437179hZ6fn8ev4dQQ0lKTtLjQx/T4/c+YWof+dZI232sTXN5PLbtpZJCJ6Dtlqb330/czvGuGnAivPHCf/TB8A9iHUZA0f68FPf7jcX7NLFUYujAAAAAAOAkQAIdwCnjjTfe0C+//GJqO/fcc/XEE08EuOLkcKreF1BS2e0bXFjjxoyLKIEOICchNumnSbbn7PaLDteZ7c9UhYoVLJXTc6bPVb0GdS3LIadWTdUZZ55R6PmknGTV40Mf05XXXqGxY8Zp/Dfjw67c/u+7/9X5F3dW27PbFmruaNxvoIr/1KqpqhRgz+pACrOCTo8re+jTDz6zVOmG+p6Oi4tTatVU7dxufkB057bQD4xu27LN0pbWJC3kdcV964tvPvsmaDK53Tnt1KxlM7Vq21LZ2dl66E7rA8KFXBAhbNH8vJwM9xuL9ykAAAAAnCpIoAM4ZSxcuFATJkwwtSUlJcUomug5Ve8LKKns9jMvrCULlmjLxi2qWadm1MYETnWfvPeJ7f7EaU3S1LRFk0KP63K7dOV1V2rkWyNN7TOnzNT2rdst/Xvf1KvQS6j7S2uSpseGPKpHnn5YK/5coT/m/KHfZ/2uab9OD3rdxB8mFjqBHo37rVmnlu3Yzw17Vmd3PrtQcUXC6XRq4PMDdMMlN0Z8beOmjSyJyTUr18gwjIC/12NHj1mukQq/PHtx8pvNigOSNOTVwbr8mstNDzj8b+wE274nSjQ+LyfL/fI+BQAAAIDCIYEOAABwguzYtkPzZs6L6pgTx0/UnfffGbojAE35eYreevVt23PX3nLtcY9/yZU9LAnlieMnqs6KOpa+3a7oXuh5DMPQh29+KE+2eYnmVme1UvtO7dWsZTPd1vc2ZWZmauG8hfpy1Jf69X+TLeOsWLqy0DFIx3+/FU4rr+TSyZYHGv5ctDRgAt2T7ZHH6zW1OZ2OQu8lf0abM3R578sifripQaMGloTrzu07NXfGXHU4t4PtNT98/YNte70GdSOau7jx+XyaP3u+pb3fI/3U++belvb01etsxzGMqIf2z7jR/bwU9/stiPcpAAAAABQOCXQAxVr9+vX15JNPWtqrVWMPXzu8XkDx9sv4X2zb66fVV5MWwZeO/vuvvzV72hxL+/dfjo15Av3woUM6sP9AxNfFx8ezXyqKnCfbo80bN+vLUV/p85GfB+zX48rCJ7RzNWraSPXT6it9TbqpfWP6RtNxs5bNVLd+nULP43A49MHwDy2J5ybNm+jrSWPyjhMSEtTh3A46s8OZ6tLqAsty1U6Xs9AxSNG537QmaVr0+yJT20dvf6Sul3e1XHNw/0H17HyFpTq2flp9/TB9XKHuQZIeHPhQxAn0lm1b2ra/+fJbatG6hWUP6V07dundYe/ZXnO8S/nH2raM7barOlQ4rbyl7djRY/r5h4knIqw80f68nOj7zc7OLvS1vE8BAAAAoHBIoOOUc+DAAW3btk21atUqtstce71eOZ3OqC3bmcvn82n//v0qU6aMXC5XVMeOlbp16+rZZ5+NdRgnjRP5eh06dEiHDx9WxYoVT5n3G1DUvv9qrG37gOeeCFgJluvwocM6q0E7S/vG9I1auXTlce3dfLyeG/C8nhvwfMTXnXfhuXrns3eKICKUVFd2uUoVKlYwtYWzx3G/R/qpTNkyUYnhiuuu0OvPvB68z7U9j3uetme31VS/ZaRXLF2hL0Z9qWtu6i2XO//v5h1bd9iO0bxV8+OO43jv95Ire1gS6IcPHdY9N9yj+x+7Tx3O7aDTKp2mDekbNfTRobZLS3c8v2Phgv9HatXKemDAA/rPi/8J+5rOF3dWs5bNLPunL1mwRNf3uEEDnntCTc9oqqzMLP258E8NfmSI7XuxS7cuOqPNyZ2YLFuurG372K/G6fo+1+cdH9x/UM8OeM7ygEUun89r2x4N0fy8nOj7XfzHYp3e/HQ5nZE/8ML7FAAAAAAKhwR6CTFs2DDt37/f0l6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      "text/plain": [
       "<PIL.Image.Image image mode=RGBA size=2000x1200 at 0x7F8254252978>"
      ]
     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "im.crop([5000, 0, 7000, 1200])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "104b9811",
   "metadata": {},
   "source": [
    "## Computational graph representation"
   ]
  },
  {
   "cell_type": "raw",
   "id": "24b52cf1",
   "metadata": {
    "raw_mimetype": "text/restructuredtext"
   },
   "source": [
    "All classes used to serialise and represent Rockpool modules in a computational graph are under the package :py:mod:`.graph`.\n",
    "\n",
    ":py:mod:`.graph` contains the base class :py:class:`.GraphModule`, from which all derived :py:class:`.GraphModule` classes should inherit. It also provides :py:class:`.GraphHolder` and :py:class:`.GraphNode` classes.\n",
    "\n",
    "The sub-package :py:mod:`.graph.utils` provides a number of utility functions for manipulating graphs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "id": "0de380c0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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X7dq1/VshAAAA4CayZ88eXbhwQZJUoUIFhYeH+3R7v/zyiy5duiRJCg0NVXBwsNfKvnbtml566SX9+eefioiI0IsvvujRer/99ptWr16trVu36o8//tD58+d1/fp1VatWTdWrV1etWrXUtWtX1a9f32t1DTR79+7V4cOHJUklS5ZUmzZtClTehQsXtGfPHrvlUVFRKlmyZJ7LO3r0qE6ePGlaVqZMGUVGRua7jr5w5swZbdu2zUh36NBBJUr47lbQyZMndfToUUlSiRIl1KRJE59ta+7cudq+fbtKlSql119/XbfeeqvPtgUAAAAAAFAUEfCDm86QIUOMG54tWrTQ6tWr/VwjAAAA4ObRrVs3HT9+XJIUFxenFStW+HR7zZo1M15PnjxZzz//vNfK/vDDDzVnzhyjbHd27typl156SZs3b3b4flpamvF60qRJioqK0osvvqhevXp5p8IB5H/+53/00UcfSZIsFotOnTpVoPK2bt2qrl272i3/+OOP1bt37zyX9+STT+qHH34wLYuIiFBKSkp+q+gTW7duNX2+tLQ0VatWzWfbmzt3rqZOnWqkz54967NAnDJlymjx4sWSpDvvvFOjRo3yyXYAAAAAAACKKgJ+ANxQTp06pU8//dRId+3a1edPjfvKO++8o2vXrkmSoqOj1bp1az/XCAAAALlOnTqlV155RVJOQMqgQYOc5s3OztZrr72mKVOm5GkbqampevTRR3XgwAG99NJLBaovHPviiy/yHPBz6tQpu2AfFL5evXpp8uTJSk9P1yuvvKLu3burVq1a/q4WAAAAAABAoSHgB8ANJT09XfHx8UY6NDQ0IAN+srOzNWbMGCM9dOhQAn4AAACKkHHjxikzM1OSNGrUKJUpU8ZhvuvXr+uZZ57RJ5984vD9kJAQ3XvvvQoKCtKhQ4f022+/GeXmevXVV3XixAm98cYbPp2O6Wb0zTff6Ny5cypXrlye1oH/lShRQvHx8XriiSck5XwPfT1iGAAAAAAAQFFSzN8VAAAAAADcPNq2bas2bdqoTZs2atq0qb+rky+bN2/WkiVLJOWM7jNkyBCneWfMmOEw2Oftt9/WoUOHtH//fi1cuFCffPKJNm7cqMOHD+vDDz9UVFSUKf/cuXM1adIk734QSJISExPzlP/zzz/3UU2QV7169VJYWJgkafXq1fryyy/9WyEAAAAAAIBCRMAPAAAAAKDQvP/++1q1apVWrVqll19+2d/VyRfrESWHDRvmdHSYrVu3avz48aZlkZGR2rFjhwYNGqTg4GC7dW6//Xb17dtXP/zwgzp16mR6b86cObpy5UrBPwBM8hLAc+LECSUlJfmwNsiLEiVKaNSoUUZ6xIgRunjxoh9rBAAAAAAAUHgI+AEAAAAAwEPr16/Xtm3bjPQ//vEPp3mtA4OknGCfpKQk1atXz+12br/9di1atEjR0dHGsszMTH3//fd5rzRcSkxM1JkzZzzKy3ReRU/v3r2N1xkZGVq2bJkfawMAAAAAAFB4Svi7AkB+ZGVlac+ePUpJSdHOnTt15MgRlSxZUmFhYapbt666du0qi8XilW1du3ZNBw4c0O7du7Vr1y5dvXpV5cqVU7169RQXF6dSpUrlqbyUlBRt375dhw8f1rFjx2SxWBQSEqKqVauqVatWCg8Pd7l+Wlqazp49K0mqVq2aqlevLknavn27Nm7cqP379ysqKkrPPvts/j5wHqWlpemXX37R7t27lZaWpqysLEVFRal+/fq6++67deedd7pcf9euXbp8+bIkqVKlSgoNDfU4f0hIiEJCQox6nD17Vrt27TLl37t3r5EnMjJSZcuWlSQdPHjQyFOtWjXdfvvtysrK0tq1a7Vjxw6lp6frtttuU9OmTdW4cWM1bNhQJUo4/5eZnp6ujIwMSVLJkiXVsGFDl5/j4MGDOn36tCSpTJkyRqfPiRMndPToUbv8R44cMTqWrI+7tT/++EPr1q1Tenq6Dhw4oKysLDVo0ECRkZGqV6+e6tSp47JOAICbT0HbFQVtJ+3Zs0eZmZmSpCpVqqhGjRqSpH379mnNmjVKT0/XtWvXFBYWpnvvvVexsbF229+3b5927NihnTt3qmLFioqOjlaTJk1UtWrVPO2H/LRnrNslktS4cWPdeuutLrd19epV7dy500hXqFBBtWvXdpjX2+1Qb9q1a5e2b9+uAwcO6NChQypXrpzq16+vyMhIRUVFudz/J06c0F9//SVJKlu2rCpWrGh63/q8qFmzpipXrixJOn/+vFJSUpScnKy0tDRFRESoadOmatSokdMRdvJq586dunr1qpG2bm/meu2114zXcXFxTtuvW7du1ZYtW0zLpkyZkqfjVrJkSY0cOVL9+/c3li1atEj/9V//ZZe3oN/ngl6neLt97czx48e1cuVKHTp0SCdOnFDt2rWN88DdtYe1fv36GdOySdKqVas0YMAAt+t99tlnxuvcaddSU1M93u7Jkye1e/du43t97do1hYaGqmHDhsZfXly5ckV79uxRcnKyTp8+rbJlyyo8PFz33Xef2/9HkveuYwri6NGjSk1NVUpKik6fPi2LxaLw8HDdf//9xvffFYvFomHDhum9996TJM2cOVMDBw5UsWI84wYAAAAAAG5sBPzAa/r162fcKHzqqafUo0cPn2znzJkzGjx4sBITE53mef755xUfH6+nnnpKxYsXz/e2Vq9erUceecTocHDkxRdf1OjRo93euF+/fr1ee+01u5v+ttq1a6eXX35ZMTExDt8fMmSIEfgxePBgTZ06VWPGjNHcuXONPK1atfJ5wE9mZqZGjBhhukmea+XKlcbr8ePHa8SIEU5vNjdv3tx43bNnT33yyScut2udf+jQoXrzzTclmfeLtddee83olFm4cKF69Oiho0ePmm5kL168WOHh4XrkkUeUlpZmWn/+/PmSpJiYGH388ceqWbOmw3r993//t/G5LRaLTp065fJzjB071ng6OCIiQikpKZKkuXPnatq0aXb5c6e9sP3ckvTnn39q5syZmjp1qt16CQkJxuv+/ftrxowZKl26tMu6AQCKDl+3rwrSrvBGO6lbt246fvy4JGnAgAF666239MwzzzgdnSEuLk4LFy6UxWJRSkqKunXrZuwfW88884zD31RrBW3P9O/fX+np6UY6ISHBbgomW+vXr1f37t2NdO/evfXxxx/b5fNmO9Sb0tPTNXHiRLdTIE2bNk1PP/20goKC7N5r06aNcdzj4uK0YsUK0/vW50V8fLyGDRumsWPHumwnTpo0SSNHjszrx7Erw7Y9lZCQYAr4+fXXX03t+ccff9xpebb1bdOmjeLi4vJcrwceeEAWi8U4F1auXKnLly/rtttuM+XL7/fZG9cpvmhf27p06ZLGjh2rDz74wGmevn376v333/cokKhly5Zas2aN8T/k888/dxvwc/z4cdN+6tOnjxYvXuxR/bOysvTuu+9q7NixLvM99NBDmj59ul0gnK0rV67oxRdf1Lx58xy+HxwcrHfeecft9bC3rmPyIy0tTQMGDHAZMNWzZ09NnTpV1apVc1nWQw89ZAT8pKWlaePGjbrvvvvyXTcAAAAAAIBAwONO8Jp169Zpy5Yt2rJli44cOeKTbWzbtk3NmjVzGewj5XTejBkzRq+//nq+tnP16lW9/PLL6t69u8tOFkmaPn26YmJidOzYMad5fvjhB3Xp0sXtTXQpZz+2bdtW27dvd5v3ypUreuyxx0w38QtDamqqWrZs6bBzzNbEiRPVqlUr/f7774VQs/zZunWrOnToYNcZYW3btm2KiYnR6tWrC7Fm7l25ckXdu3d3GOxja/HixWrRooUOHDhQCDUDAHhDYbSvcnnarvB2OynX+fPn1bNnT5dTsaxevVojRozQ+vXr1aJFC6fBPpL07rvv6pVXXnH6vjfaM7bBAV999ZXbsqyDcaWcAAVrvtq/3nDixAk1a9bMbbCPJL300kt6+OGHdeHChQJt8+jRo2rZsqXboPCXX35Zs2bNyvd2XnnlFYfBPrYBXGvXrjWlW7Zs6bTMNWvWmNITJkzIV91uu+02nTp1ShcuXDD+bIN9bHn6ffbVdYq329eZmZnq16+fy2AfSVq6dKmeeuopXb9+3W2Zkvn7Zx3844ztdF4PPvigR9s6c+aM+vTp4zbYR5KWLVumBg0auLzm/fPPP9W7d2+nwT5SztRWffv21YIFC9xu0x+WLVumxo0bux0dKSEhQU2aNNH69etd5mvcuLEp/d133xW0igAAAAAAAEUeI/wgYJw+fVpt27a1W964cWO1bdtWf/75p9auXWt6ynry5Mlq3ry52rRpk6dtPf3003ZPakZGRiomJkaXLl3S5s2bjaeOpZwnnbt06aJNmzbZTSV2/PhxPfTQQ6ZlERERuv/++xUWFqZLly5p7969WrRokSlP7969dejQIZf19MfN23Pnzql9+/amDiiLxaLWrVsrOjpa586d0/r16003blNTUzV48GCtWbOmQCMuudKsWTNZLBb98ccf2rdvn7E8IiLCGNrf2VOh77zzjvE6JCREDzzwgLKysvTdd9+ZjnNmZqYeeeQR/frrr26fuM2viIgItWvXTlJOp0oui8ViPE0dGRlpLJ80aZKpg8Zisejxxx9XaGiozp8/r99//910bqWlpenpp592GzQHALj5eNqu8GY7yZr1iDqSFBsbqzvuuEM//fSTqRN+yZIldkE6sbGx+uuvv+xGmnjzzTfVuXNnNWvWzLTcW+2Z3r17a9KkSUae5cuX6+2333Y6suHFixdNv8vBwcFq3769KY+v9m9BZWVl6bHHHjPts4iICPXp00d33HGHTp06pdTUVFNAxMqVKzVr1iyPghycsT0vo6OjVatWLR07dswuSGXs2LFq06aNGjVq5HH52dnZio+P18yZM03Lv/zyS3Xs2NEuv3UbKiIiQuXLl3dY7rFjx0zHSZLuuusuj+tVUJ58n315neKL9rV1YFBkZKSaNGmiv/76S5s3bzb9j1i8eLFiY2P12GOPuSzv2rVr6tatm6mu33zzjcv1li5darxu3LixwsPDde3aNZfbkaSHH35YSUlJpmUtWrRQs2bNdOutt2rTpk2m9zMzM/Xoo48qJSXFbnq8a9euqVOnTnb/7ywWi5o3b66//vrLVJZtkFJRsGjRIj355JOmZcHBwWrdurXKli2r7du3m/7/ZmZmqkuXLvrpp5+MadRs3XrrrWrXrp1xDfWvf/1LU6ZM8d2HAAAAAAAAKAII+EHAmD59uikdFhamxMREVa9e3Vh26dIlu2HrZ8+enaeAn+3bt9t1snz00Ud2N8M3b95sGpI/LS1Ny5cv18CBA035Nm3aZOoYeeyxxzR9+nSVLFnSlO+1117T/fffbwSrZGRk6PDhwx4PcT9s2DDFxcUpIiJCf/vb3zxaJz/efPNN0+eJjIzUqlWrVLlyZVO+Xbt2KS4uzsi7bds2zZ8/X4MHD/ZJvXJv5m7dutXUcTZ+/HjTtBmuvPTSSxozZoypky41NVVdunQxOhEyMzM1ZcoU05Ra3tSvXz/169dP2dnZpk67AQMG2G3z+vXrpqecIyMjtXbtWpUrV86ULz4+XgMHDjSmeEhKStL27dt1zz33+OQzAAACn7N2hbfbSY506NBB7777rhGwe/nyZf3jH/+wCwiScn4fp06dagRdnDhxQqNHj9by5cuNPN9++61dwI+32jPh4eGKjY01Ak8yMzOVlJRkF8STyzqYV5IeeeQR3XLLLUa6MPZvfh04cMAURJA72kqxYuZBY7du3aoHH3zQ2GeTJ0/WqFGjnAZBeSo4OFjvvfeeHnjgAWPZ0aNH1apVK1Owx6pVqzwO+MnOztbYsWNNAR9SToCEowcNMjMz9cMPPxhpV9cYtiMqBgcH6/bbb/eoXt7m7PtcGNcp3m5fh4SEaNasWaaRl65evaohQ4aYRgdbvny524CfrKwsxcTEKDg42KjLZ5995nS9I0eOmKYQ7tOnj9v6SjlBYrbBPmvXrnUYiHj//fcbgS6ZmZkaPXq0Fi5caMq3fPlyu2CfWbNm6fHHHzem0Lt48aKef/55u2AtKee896c///xTo0aNMi0bNWqU4uPjTefJH3/8oc6dO5tGiZo5c6bLUY1atWpl/J9NS0vL0/U0AAAAAABAIGJKLwSEAwcO6N133zUtW7p0qSnYR5Juv/12TZo0yRQosWHDBo+eupRybn6OHj3atOz777+362SRcp7ItB1W/KOPPrLLt3PnTlN68uTJdjfRJalixYqaPHmyaZm74c1zffnll3rjjTcUFxensLAwVahQwaP18urw4cN66623jHRYWJhWr15t1zkmSY0aNdKKFStMy0aMGKEzZ874pG4FNWDAAL3yyit2nVFRUVF2N9nnzJlTJKYo27t3r6mTZuDAgXbBPpJ05513Kj4+3rRsz549vq4eACBAOWtX+KKdZCsyMlIJCQlGsI+UM52RbeC3lBMY9P7775tGWKlatarefvttUz7b3zxvt2dsg2wcBSbl+uKLL0zphx9+2HhdGPu3IHbt2mVKP/nkk3bBPlLOqItPP/20aZn1CJz5ERYWpp9//tkU7CPltHFsR7KxDYRwJjs7Wy+++KJdsE9iYqLDYB9JdlNZuQqePnv2rCltPUKjI1euXFFycrLHf//7v//rsrxcrq4TfH2d4ov29VdffWU3zdott9yiuXPnmq4BbYPrnClWrJgeeeQRI52UlKQTJ044zPv111+b0n//+9/dln/t2jWNGzfOtGzjxo12wT6SVK5cOa1cuVJhYWHGsuXLl5u+61lZWZo2bZppvZUrV+qJJ54wgn0kqVSpUnr//fc1dOhQt3UsbLYBlxMnTtSrr75qd55Uq1ZNq1evVkREhLFsyZIlOnfunNOybffrxo0bvVNpAAAAAACAIoqAHwQE26f4pk6d6nQo7zJlymjIkCFGOjMz0+PAmXXr1pme2hw0aJCaN2/uNH9MTIxpW9u2bdNvv/1mynP69GlZLBZZLBb169fPYUBGLtuOpsuXL7ut84svvuhwugFfsB45SZKeffZZ3XHHHU7zN2/eXMOGDTMt2717t0/qVlC2ATHWWrVqpZEjR5qWbd261ddVcsv6RrmUUydnT+zed999GjlypJ577jk999xzphvnAADkctWu8EU7ydbUqVNVooT9IKTVq1e3m67qn//8p8MyKlSooODgYCNtPfqL5P32TNeuXU3vLV261GGweWZmpj7//HMjHR0drXr16hnpwti/BXHkyBFTeseOHU7zPvroo0ab47nnnnN4TPNi8uTJTgPamzZtakp7EgiTlZWlkSNH6r333jMtX7NmjVq1auV0vVOnTpnStg8fWLMNSqhdu7bLOu3du1etW7f2+M/VKCe53F0n+Po6xdvt65EjR5q+M9ZKlCihzp07m5ZdvHjRbR0lqVu3bqa0bWBPrs8++8x4HR0dbQrMcWbNmjWm6Ya7deum6Ohop/krV65sF1z1448/Gq+/++47U3lxcXFORxSTckZYKkrOnTtnCuCMjIzUc8895zR/pUqV9Morr5iW2QZhWrOd/sx6dCAAAAAAAIAbEQE/CAj79+83pW07Vmw99dRTmjRpkvHn6Yg3toFBjp6otmU7XZTtcO3z5s3TqVOndOrUKZc35s+ePatZs2Z5VE9rw4cPz/M6+bV3715T2pNh7B988EFTuiiMjGMrJibGNJKAI7Y30g8dOuTDGnmmfv36pvTKlSv1+OOPO3yyvXjx4po0aZKmTJmiKVOmuOxABADcvFy1K3zRTrLlquPaOohHcj1iinUAz/nz503vebs9U65cOdO+yMzM1ObNm+3KSExMNKX/8Y9/mNKFsX8LomHDhqb0Cy+8oClTpujYsWN2eWvWrGm0OaZMmaLw8PB8bzc4ONhu/1srU6aMKfDCdmQdW9evX9fw4cNN06JK0vr16xUbG+tyXdvgsbJlyzrNaxsQc9ttt7ks2xfcXSf48jrFF+1r24AeW7ZBSf/5z39c5s/VtGlThYSEGGnrqcFypaenKzk52Uh78v2U7K9jBw0a5HadDh06mNLWgXw//fST6b0XX3zRZVmVKlXy2ZTK+WEbgNOnTx+30/3ZjuhkO7qZNdugNdvvLAAAAAAAwI2mYI9a4qZy5coVXbp0yaO8mZmZdp0r1lzdHHfE+iZnWFiYatas6TJ/1apV7Z4Y9YTtDcjDhw+7vVFsO+S77dPPti5evKg9e/bo6NGjOnr0qA4fPqxDhw5p06ZNdiO2uBMSEmKaxsLXrI9Dq1atXD4FnMs2KKUoBvy0bt3abZ46deqY0kXhc5QtW1Zt2rTRDz/8YCxbtmyZli1bpoiICD3wwANq2bKlmjdvXqjnCQDAc/5sX9ly167wdTspLCzM4RRRuawDJiIiIlS8eHGX23bGF+2Zfv36mYIEVq5cqTZt2pjyJCQkmNI9evQwpQujHVoQ9957rywWi6m9OnnyZE2ePFmtWrVS27Zt1bx5c8XExHg1uKV+/fqmqYocCQsLM6YNczeV7/jx4+2WhYSE2AU0OXL69GlT+m9/+5vTvLbvuQtmcXXu50d+rhO8eZ3ii/a1qxGVJNmNAuZs5EtbQUFBGjBggDFV1pYtW3Ts2DHT9mxH/XEVhGbtwIEDpnSLFi3crmOxWBQZGWmM5PPrr78a7x08eNCU96677nJbnrNRkfzBtv7Hjx/XqlWr8lSGq++S7ffO06nvAAAAAAAAAhUBP/DY+PHjPX6yM/dpXmdSU1M9GgJdyrlpn3sDX5LH6+WH9fDokvL1NOSff/5ptywrK0uffvqpFi1a5NUnr0NDQ71WljtXrlwxHYcaNWp4tJ5tJ5ovp5rIL08+S9WqVU2dXEVlePhPPvlE999/v925m5aWprS0NOM7Gx0drd69e6t3796qUqWKP6oKAHDAX+0rR9y1K3zVTsqVl7pXqlQpz9uWfNeeadeunamdsGjRIk2bNs2YyurcuXNauXKlkf+hhx6yK9PX+7egypYtq2+++UZdunSxC/5ISkoytXG7du2q7t27q1u3bm5H73CnTJkyBVrfE8ePH9f06dPtpg6yZTtaiKuAH9vjaxv4YSsqKsrhaEm5Nm3apL59+xppd8Esnl4n+Oo6xRfta9vpmrzpwQcfNAJ+JOmrr77S008/baStp/OKjY11O3pRLuvPFBwc7PH3oXr16sb/hH379un69esqXry46X9P7nRsnpRVVNgGdc2bN8+j6emsnTlzxul7tvv35MmTeSobAAAAAAAg0DClFzzm6ROSnsjKyvI47x9//GFKV6xY0Wv1sPXLL78UuAzb4fv/+OMPxcXF6cknn3R7E92XwUwFZXsc/BE0kpfzJi88GREhKCjI1Mng7ulxdzwdzcGdihUras2aNRozZozLG/7JyckaM2aMwsPD83xTHQDgO/5qX+WHL9pJ1gpjNDpftWdKlChhCtDJzMzU1q1bjfS//vUvU/4BAwbYleHr/esN99xzj5KSktxOZ7Ry5Uo99thjqlOnjrZt21agbRbWVFjTpk1zewxsR1xyVTfbKejS0tJcft+DgoJUvnx5p3/upirLD19ep3i7fW2xWIwAOl9o1KiR6TNaB/gcOHDANGVu7969PS7XOsDF0wBDyfn/c+up/1wFnFnzNJ+nCnIdYzvCT35cuXLF5fvW3z1vXXMBAAAAAAAUVYzwgyLP9ik9X960q1q1qukpzGeeeSbPZTRv3tx4ff36dQ0aNEhbtmwx5bFYLGrdurUiIyMVGhqqunXrKioqSocPHzatX5SULl3alL5w4YJH69lOfVCrVq181yGvUwl4yt10Gbmsz4077rijQNu03S8FUb58eb388ssaNWqUtmzZojVr1mj16tV2IwXkGj58uCpWrKhu3bp5rQ4AgBuft9tJ/uDL9kyfPn00Y8YMI/3111+rZcuWkmSa7is4ONhuui8pcPZvnTp19NFHH2nGjBlas2aNvv/+e3333Xd2o99IOSPi/P3vf9e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      "text/plain": [
       "<PIL.Image.Image image mode=RGBA size=2300x2250 at 0x7F8254252B38>"
      ]
     },
     "execution_count": 89,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "im.crop([0, 3500, 2300, 5750])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a4549726",
   "metadata": {},
   "source": [
    "## Training and transformations"
   ]
  },
  {
   "cell_type": "raw",
   "id": "36273243",
   "metadata": {
    "raw_mimetype": "text/restructuredtext"
   },
   "source": [
    "The package :py:mod:`.training` contains several sub-packages with useful functions for defining losses, regulariation, and training approaches.\n",
    "\n",
    "The package :py:mod:`.transform` contains sub-packages for parameter and network transformations. Currently only the package :py:mod:`.transform.quantize_methods` is supported, providing methods for post-traning quantization for Xylo.\n",
    "\n",
    "The beta implementation of QAT functionality for ``torch`` modules is under :py:mod:`.transform.torch_transform`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "id": "7b7f42a1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<PIL.Image.Image image mode=RGBA size=2200x1700 at 0x7F8254252278>"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "im.crop([2400, 3500, 4600, 5200])"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
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