{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 🐡 The sharp points of Rockpool 🐚"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {
    "raw_mimetype": "text/restructuredtext"
   },
   "source": [
    "|project| aims to be an intuitive bridge between supervised machine learning and dynamic signal processing, hiding the complexities of the underlying dynamical systems as much as possible.\n",
    "\n",
    "However, there are a few places where you need to consider that a |project|-based solution is actually a dynamical system, and not a simple stack of stateless linear algebra.\n",
    "\n",
    "This notebook illustrates some of the sharp points that can jab you when you dip your hands into |project|. Our goal is to make this list disappear over time."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# - Switch off warnings\n",
    "import warnings\n",
    "\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "\n",
    "# - Rockpool imports\n",
    "from rockpool import TSContinuous\n",
    "\n",
    "# - General imports and configuration\n",
    "import numpy as np\n",
    "\n",
    "import sys\n",
    "!{sys.executable} -m pip install --quiet matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "%matplotlib inline\n",
    "plt.rcParams[\"figure.figsize\"] = [12, 4]\n",
    "plt.rcParams[\"figure.dpi\"] = 300"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 🦀 How to use sampled time series data (in)correctly in Rockpool\n",
    "Time series data loaded from elsewhere probably comes in a clocked raster format. You can easily use this data in Rockpool, but there are a couple of tricky points to watch out for."
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Wrong: how to generate a time base for clocked data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "T = 1000\n",
    "dt = 1e-3\n",
    "data = np.random.rand(T)\n",
    "t_start = 23.6\n",
    "time_base = np.arange(t_start, t_start + len(data) * dt, dt)"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {
    "raw_mimetype": "text/restructuredtext"
   },
   "source": [
    "This approach can sometimes lead to rounding errors such that ``time_base`` is one sample too short, especially for floating point numbers with < 64 bit precision.\n",
    "\n",
    "The better way is to generate integer time steps, then scale and shift them:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "time_base = np.arange(T) * dt + t_start"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Wrong: how to define a time series from clocked data\n",
    "\n",
    "Say we have a 20-second sample, sampled on a 100ms clock. Let's convert this into a continuous time series:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "non-periodic TSContinuous object `unnamed` from t=0.0 to 19.900000000000002. Samples: 200. Channels: 1"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dt = 100e-3\n",
    "T = round(20 / dt)\n",
    "data = np.random.rand(T)\n",
    "time_base = np.arange(len(data)) * dt\n",
    "\n",
    "ts = TSContinuous(time_base, data)\n",
    "ts"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {
    "raw_mimetype": "text/restructuredtext"
   },
   "source": [
    "Huh? The time series is too short, it's one ``dt`` off! But there are 200 samples...?\n",
    "\n",
    "Time series objects don't have an intrisic clock; you can define samples at any point in time. So :py:class:`.TSContinuous` has no way to know that you expected a 20 second duration. By default, the time series ends at the point in time where the last sample occurs. But for clocked data, you probably expected there to be an extra ``dt``.\n",
    "\n",
    "The correct low-level way to define the time series is to specify ``t_stop`` explicitly:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "non-periodic TSContinuous object `unnamed` from t=0.0 to 20.0. Samples: 200. Channels: 1"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ts = TSContinuous(time_base, data, t_stop=20.0)\n",
    "ts"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {
    "raw_mimetype": "text/restructuredtext"
   },
   "source": [
    "However, we provide a convenience method :py:meth:`.TSContinuous.from_clocked` to make this easier:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "non-periodic TSContinuous object `unnamed` from t=0.0 to 20.000000000000004. Samples: 200. Channels: 1"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ts = TSContinuous.from_clocked(data, dt=dt)\n",
    "ts"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {
    "raw_mimetype": "text/restructuredtext"
   },
   "source": [
    ":py:meth:`.TSContinuous.from_clocked` is the canonical way to import clocked time-series data into |project|. If you use :py:meth:`~.TSContinuous.from_clocked` then everything should behave as you expect it to."
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 🐚 Defining extents for `TSEvent` time series data"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {
    "raw_mimetype": "text/restructuredtext"
   },
   "source": [
    "Event time series are represented in |project| using the :py:class:`.TSEvent` class, which represents events as occuring at discrete moments in time, on one of a number of channels. This is different from an \"event raster\" representation, where events are placed into discrete time bins, and the temporal resolution is limited to bin durations ``dt``."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 3600x1200 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from rockpool import TSEvent\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "times = [0.2, 0.8, 1.2, 1.4, 1.8, 2.2, 3.3, 3.5, 3.6, 4.2, 4.8, 5.2, 5.8, 6.2, 6.5, 6.8]\n",
    "channels = [0, 3, 3, 1, 6, 6, 3, 3, 5, 5, 4, 0, 5, 1, 1, 2]\n",
    "ts = TSEvent(times, channels, t_start=0.0, t_stop=7.0)\n",
    "ts.plot();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "\n",
    "Image(\"TSEvent_to_raster.png\")"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {
    "raw_mimetype": "text/restructuredtext"
   },
   "source": [
    "The image above shows the relationship between an event time series and one possible raster representation of that time series. Note that a raster is inherently lossy — it can only represent events down to a minimum temporal resolution ``dt``.\n",
    "\n",
    "We can convert a :py:class:`.TSEvent` object into a raster by using the appropriately-named :py:meth:`~.TSEvent.raster` method:"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "```python\n",
    "def raster(\n",
    "    dt: float,\n",
    "    t_start: float=None,\n",
    "    t_stop: float=None,\n",
    "    num_timesteps: int=None,\n",
    "    channels: numpy.ndarray=None,\n",
    "    add_events: bool=False,\n",
    "    include_t_stop: bool=False,\n",
    ") -> numpy.ndarray:\n",
    "```"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {
    "raw_mimetype": "text/restructuredtext"
   },
   "source": [
    "With an event raster, the time base is explicitly defined. Time proceeds from ``t = t_start`` at the beginning of the raster, and continues until ``t = t_start + dt * T`` at the end of the raster (after ``T`` time bins). If you convert a raster directly to a :py:class:`TSEvent` object using the :py:meth:`~.TSEvent.from_raster` method, then :py:attr:`~.TSEvent.t_start` and :py:attr:`~.TSEvent.t_stop` are inferred.\n",
    "\n",
    "But a freshly-created :py:class:`.TSEvent` object can't infer :py:attr:`~.TSEvent.t_start` and :py:attr:`~.TSEvent.t_stop` — we need to supply these explicitly when creating the :py:class:`TSEvent`. If we don't, things can get confusing:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "non-periodic `TSEvent` object `No extents 🤢🤬` from t=0.2 to 7.0. Channels: 7. Events: 16\n",
      "non-periodic `TSEvent` object `With extents 😇🥰` from t=0.0 to 7.0. Channels: 7. Events: 16\n"
     ]
    }
   ],
   "source": [
    "tsBad = TSEvent(times, channels, t_stop=7.0, name=\"No extents 🤢🤬\")\n",
    "print(tsBad)\n",
    "\n",
    "tsGood = TSEvent(times, channels, t_start=0.0, t_stop=7.0, name=\"With extents 😇🥰\")\n",
    "print(tsGood)"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {
    "raw_mimetype": "text/restructuredtext"
   },
   "source": [
    "Imagine you tried to :py:meth:`~.Layer.evolve` a layer with the first ``ts`` — the :py:meth:`~.Layer.evolve` method would probably get the evolution duration wrong.\n",
    "\n",
    "Things would also get messy if you tried to convert the first ``ts`` to a :py:meth:`~.TSEvent.raster`. The time bins would begin at ``t = 0.2`` rather than ``t = 0``.\n",
    "\n",
    "The moral of the story is, you should *always* set the extents for a :py:class:`TSEvent`, if you are creating it from a list of event times."
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 🐡 `TimeSeries` and `Module`s share an explicit global time base"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {
    "raw_mimetype": "text/restructuredtext"
   },
   "source": [
    "All :py:class:`.TimeSeries` and :py:class:`~.nn.modules.Module` objects in |project| are defined with a shared global time base. That means ``t = 0`` refers to the same point in time for all objects.\n",
    "\n",
    "This may slip you up if you play with a layer for while, evolving with some input time series, and expect that evolution will begin from the start of the time series data for each evolution."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tmod: TimedModuleWrapper  with shape (1, 1) {\n",
      "    Rate '_module' with shape (1,)\n",
      "} with Rate '_module' as module\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 3600x1200 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# - Imports\n",
    "from rockpool.nn.modules import Rate\n",
    "from rockpool import TSContinuous\n",
    "\n",
    "# - Define a Timed module with a single rate neuron\n",
    "tmod = Rate(1).timed()\n",
    "print(\"tmod:\", tmod)\n",
    "\n",
    "# - Define a time series\n",
    "dt = 1e-3\n",
    "data = np.sin(np.arange(0, 10, dt) / 4 * (2 * np.pi))\n",
    "ts_input = TSContinuous.from_clocked(data, dt=dt)\n",
    "ts_input.plot();"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we evolve `tmod` using `ts_input`, and look at the result."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7fe2aefbc550>]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 3600x1200 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "output_ts, _, _ = tmod(ts_input)\n",
    "output_ts.plot()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "But if we try to evolve `mod` again in the same way, we recieve an error."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "tags": [
     "raises-exception"
    ]
   },
   "outputs": [
    {
     "ename": "ValueError",
     "evalue": "TimedModuleWrapper Cannot determine an appropriate evolution duration. 'ts_input' finishes before the current evolution time.",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[0;32m/var/folders/fj/ptcl18sd0yd8n9bm9fs_qtrc0000gn/T/ipykernel_10376/2584389186.py\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mtmod\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mts_input\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m;\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32m~/SynSense Dropbox/Dylan Muir/LiveSync/Development/rockpool_GIT/rockpool/nn/modules/timed_module.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m    725\u001b[0m                 \u001b[0mrecord_state\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mdict\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mIf\u001b[0m \u001b[0mthe\u001b[0m \u001b[0margument\u001b[0m\u001b[0;31m \u001b[0m\u001b[0;31m`\u001b[0m\u001b[0;31m`\u001b[0m\u001b[0mrecord\u001b[0m\u001b[0;31m`\u001b[0m\u001b[0;31m`\u001b[0m \u001b[0;32mis\u001b[0m\u001b[0;31m \u001b[0m\u001b[0;31m`\u001b[0m\u001b[0;31m`\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;31m`\u001b[0m\u001b[0;31m`\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;31m \u001b[0m\u001b[0;31m`\u001b[0m\u001b[0;31m`\u001b[0m\u001b[0mrecord_state\u001b[0m\u001b[0;31m`\u001b[0m\u001b[0;31m`\u001b[0m \u001b[0mmust\u001b[0m \u001b[0mcontain\u001b[0m \u001b[0ma\u001b[0m \u001b[0mdictionary\u001b[0m \u001b[0mof\u001b[0m \u001b[0mthe\u001b[0m \u001b[0mrecorded\u001b[0m \u001b[0mstates\u001b[0m \u001b[0mo\u001b[0m \u001b[0mthis\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mall\u001b[0m \u001b[0msub\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0mmodules\u001b[0m \u001b[0mduring\u001b[0m \u001b[0mevolution\u001b[0m\u001b[0;34m.\u001b[0m \u001b[0mOtherwise\u001b[0m \u001b[0mit\u001b[0m \u001b[0mmay\u001b[0m \u001b[0mbe\u001b[0m \u001b[0man\u001b[0m \u001b[0mempty\u001b[0m \u001b[0mdict\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    726\u001b[0m         \"\"\"\n\u001b[0;32m--> 727\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mevolve\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    728\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    729\u001b[0m     \u001b[0;34m@\u001b[0m\u001b[0mproperty\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/SynSense Dropbox/Dylan Muir/LiveSync/Development/rockpool_GIT/rockpool/nn/modules/timed_module.py\u001b[0m in \u001b[0;36m_evolve_wrapper\u001b[0;34m(self, ts_input, duration, num_timesteps, kwargs_timeseries, record, *args, **kwargs)\u001b[0m\n\u001b[1;32m    289\u001b[0m         \"\"\"\n\u001b[1;32m    290\u001b[0m         \u001b[0;31m# - Determine number of timesteps\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 291\u001b[0;31m         \u001b[0mnum_timesteps\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_determine_timesteps\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mts_input\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mduration\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnum_timesteps\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    292\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    293\u001b[0m         \u001b[0;31m# - Call wrapped evolve\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/SynSense Dropbox/Dylan Muir/LiveSync/Development/rockpool_GIT/rockpool/nn/modules/timed_module.py\u001b[0m in \u001b[0;36m_determine_timesteps\u001b[0;34m(self, ts_input, duration, num_timesteps)\u001b[0m\n\u001b[1;32m    344\u001b[0m                     \u001b[0mduration\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mts_input\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mt_stop\u001b[0m \u001b[0;34m-\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mt\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    345\u001b[0m                     \u001b[0;32mif\u001b[0m \u001b[0mduration\u001b[0m \u001b[0;34m<=\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 346\u001b[0;31m                         raise ValueError(\n\u001b[0m\u001b[1;32m    347\u001b[0m                             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfull_name\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    348\u001b[0m                             \u001b[0;34m+\u001b[0m \u001b[0;34m\"Cannot determine an appropriate evolution duration.\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mValueError\u001b[0m: TimedModuleWrapper Cannot determine an appropriate evolution duration. 'ts_input' finishes before the current evolution time."
     ]
    }
   ],
   "source": [
    "tmod(ts_input);"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {
    "raw_mimetype": "text/restructuredtext"
   },
   "source": [
    "This is because the internal time of the layer is after the defined times of the timeseries.\n",
    "\n",
    "There are several possibilities to resolve this issue, one of which is simply delaying ``ts_input`` on creation by using the ``t_start`` argument to :py:meth:`~.TSContinuous.from_clocked`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ts_input: non-periodic TSContinuous object `unnamed` from t=10.0 to 20.000000000000004. Samples: 10000. Channels: 1\n"
     ]
    }
   ],
   "source": [
    "ts_input = TSContinuous.from_clocked(data, dt=dt, t_start=tmod.t)\n",
    "print(\"ts_input:\", ts_input)\n",
    "output, _, _ = tmod(ts_input)"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {
    "raw_mimetype": "text/restructuredtext"
   },
   "source": [
    "or by using the :py:meth:`.TSContinuous.start_at` or :py:meth:`.TSContinuous.delay` methods when calling :py:meth:`~.Layer.evolve`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "# - Using `.start_at()`\n",
    "tmod(ts_input.start_at(tmod.t))\n",
    "\n",
    "# - Using `.delay()`\n",
    "tmod(ts_input.delay(tmod.t - ts_input.t_start));"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {
    "raw_mimetype": "text/restructuredtext"
   },
   "source": [
    "The final possibility is to specify that the time series is periodic, using the ``periodic = True`` flag to :py:meth:`.TSContinuous.from_clocked`. The time series will then be defined over all time:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 3600x1200 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ts_input = TSContinuous.from_clocked(data, dt=dt, periodic=True)\n",
    "ts_input.plot(np.arange(-10, 20, 0.1));"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {
    "raw_mimetype": "text/restructuredtext"
   },
   "source": [
    "and we can evolve as we like:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "tmod(ts_input)\n",
    "tmod(ts_input);"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 🦀 `Module`s in Rockpool are dynamical systems, and don't get reset implicitly"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {
    "raw_mimetype": "text/restructuredtext"
   },
   "source": [
    "Neurons and modules in |project| behave quite differently from standard ANNs. They are intrinsically stateful, even in the absence of explicit recurrent connectivity. Single neurons have an internal state, which evolves dynamically over time following a set of differential equations.\n",
    "\n",
    "Standard ANNs are stateless, meaning that each frame or sample is processed completely independently. Recurrent ANNs or LSTMs are often implicitly reset at the start of each trial. Neurons in |project| are only ever reset explicitly using :py:meth:`.nn.modules.Module.reset_state`.\n",
    "\n",
    "An explicit reset could become important during training, to ensure that a network's response to a trial is not contaminated by the response to the previous trial."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "py38",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}