{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "41dbea89-35cc-4e4c-b6b4-eae0c2563026",
   "metadata": {},
   "source": [
    "## Sine Wave\n",
    "\n",
    "To illustrate a basic usage pattern, sequential observations from the sine wave function will be modelled by the reservoir. The first step will be to create the sine wave data for our example."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "5b7b8ea7-f9e0-450d-8cd0-dc92d25852be",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Define the x-values for the domain of the sine function input\n",
    "x = np.linspace(0, 6 * np.pi, 500)\n",
    "# Calculate the y-values using the sine function and probability function\n",
    "y = np.sin(x)\n",
    "\n",
    "# Plot the oscillator with probability-based amplitudes\n",
    "plt.plot(x, y)\n",
    "plt.xlabel('x')\n",
    "plt.ylabel('y')\n",
    "plt.title('Sine Wave')\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ab427eb0-c40f-40fc-9ec5-24aa1d18805f",
   "metadata": {},
   "source": [
    "In the below code block make sure to replace both IP_ADDR and PORT with your specific network location for your EmuCore device"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "ed3eb615-7240-4c17-aaf1-5befa2ef23dd",
   "metadata": {},
   "outputs": [],
   "source": [
    "from emucore_direct.client import EmuCoreClient\n",
    "from time import time\n",
    "\n",
    "IP_ADDR = \"YOUR DEVICE IP ADDRESS\"\n",
    "PORT = \"YOUR DEVICE PORT\"\n",
    "# Instantiate an EmuCore instance\n",
    "ec_client = EmuCoreClient(ip_addr=IP_ADDR, port = PORT)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bce4d9df-9416-42cc-8820-05f53ade79fb",
   "metadata": {},
   "source": [
    "Reservoir systems require state while processing so in order to prevent collisions a locking mechanism on the device is available. To acquire the execution lock a user must run: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "c508560d-02d7-43c2-a29b-1f863f65e052",
   "metadata": {},
   "outputs": [],
   "source": [
    "lock_id, _, _ = ec_client.wait_for_lock()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "27c7f0e7-ae78-4d29-9e13-e713fe2c21fd",
   "metadata": {},
   "source": [
    "This function waits for the execution lock indefinitely until it becomes available.\n",
    "\n",
    "The basic recipe for modeling using EmuCore is to sequentially feed data to the reservoir. This process creates an expanded representation based on the current configuration of the reservoir model. Subsequently, a model is applied to the augmented data from the reservoir. This expanded representation should be easier to model and may require less complicated models to achieve good prediction results for a given series. Before running another dataset, it is important to reset the reservoir; otherwise, it will retain information from previous data that was modeled. Next, the reservoir model must be configured. There are a variety of parameters that can be tuned to obtain better results from predictions. Here is an example of a possible configuration:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "e58ff5a5-1706-453d-a8ae-030da583d4c5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Reservoir config\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'status': 0, 'message': ''}"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vbias=0.3\n",
    "gain=0.5\n",
    "num_nodes=800\n",
    "num_taps=400\n",
    "input_scaling=0.33\n",
    "density=0.5\n",
    "\n",
    "ec_client.reservoir_reset(lock_id=lock_id)\n",
    "print(\"Reservoir config\")\n",
    "# Configure\n",
    "ec_client.rc_config(\n",
    "    lock_id=lock_id,\n",
    "    vbias=vbias,\n",
    "    gain=gain,\n",
    "    num_nodes=num_nodes,\n",
    "    num_taps=num_taps,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bb691034-0065-4a7d-bbc9-cbaadedb07f5",
   "metadata": {},
   "source": [
    "Now we begin modeling the data with the reservoir: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "2bdc2488-e6a1-4af3-ab09-eb1e4b23a0a7",
   "metadata": {},
   "outputs": [],
   "source": [
    "y_resp, max_scale_val, weights = ec_client.process_all_data(\n",
    "    input_data=y.reshape((-1,1)),\n",
    "    num_nodes=num_nodes,\n",
    "    density=density,\n",
    "    feature_scaling=input_scaling,\n",
    "    lock_id=lock_id,\n",
    "    max_scale_val=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "36df0325-1b61-48bd-9ec9-b4860ce3a714",
   "metadata": {},
   "source": [
    "After processing it is important to release the device execution lock to free up the device for other usage:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "262f3495-1720-4306-83e8-d444e2080991",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'status': 0, 'message': 'Success'}"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# releasing lock after finished with device execution\n",
    "ec_client.release_lock(lock_id=lock_id)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7c5e170c-16eb-4d00-a81c-362287bbf06e",
   "metadata": {},
   "source": [
    "Below, the output of the reservoir is visualized, with the coloring representing the value for each combination of a given node and a given value in our sequence from the sine function. Since the sine function generates a repeating sequence, observe how the values across nodes repeat for this particular series due to the cyclic nature of the underlying function. However, with more complex inputs, this representation can become much more varied."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "d5969e0b-c9b2-4bc7-8f54-add59c2d46c7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(y_resp, cmap=\"nipy_spectral\")\n",
    "plt.colorbar() \n",
    "plt.xlabel(\"Node\")\n",
    "plt.ylabel(\"Observation number (x)\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1a2b8e40-a9c0-40a5-94e8-a511d8844061",
   "metadata": {},
   "source": [
    "Having acquired the data any number of models can be fit to predict future outcomes using the dynamics of the reservoir model."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.10.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
