{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 🐝⚡️ Quick start with Xylo™Audio 3"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> **NOTE**: XyloAudio 3 requires `samna==0.39.6` or higher"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This tutorial will review the steps and tools required to build and train audio applications for deployment on XyloAudio 3.\n",
    "A typical pipeline to build and deploy an audio application for XyloAudio 3 contains the following steps:\n",
    "\n",
    "- preprocessing: converting audio signals to spike trains\n",
    "\n",
    "- designing and training an SNN model with spike-encoded audio data\n",
    "\n",
    "- deploying the trained model in XyloAudio 3 HDK\n",
    "\n",
    "The following diagram illustrates these steps along with the required tools from Rockpool, highlighted in green:"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {
    "raw_mimetype": "text/restructuredtext",
    "vscode": {
     "languageId": "raw"
    }
   },
   "source": [
    "\n",
    "- :py:class:`~.syns65302.AFESimPDM` and :py:class:`~.syns65302.AFESimExternal` are tools in Rockpool that simulates the Audio Front End (AFE) of XyloAudio 3, used as a preprocessing step to convert audio signals to spike trains.\n",
    "\n",
    "- :py:class:`~.syns65302.XyloSamna` and  :py:class:`~.syns65302.XyloMonitor` are Rockpool APIs that interface the user and XyloAudio 3 HDK. These APIs are designed with user-friendliness in mind, making the interaction with XyloAudio 3 a seamless experience.\n",
    "\n",
    "Please see :ref:`\\devices\\xylo-a3\\AFESim3_as_transform.ipynb` where we elaborated on using :py:class:`~.syns65302.AFESim3` as an audio transform to generate spike-encoded samples."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In the **In Depth** section of the Rockpool documentation at left, you can also see more details about the process of designing and training a model in Rockpool."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Overview of training and deployment flow for Xylo™Audio 3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "Image(\"figures/tools_diagram-150.png\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Operation types of XyloAudio 3\n",
    "\n",
    " XyloAudio 3 HDK has two different operation modes:\n",
    "\n",
    "- *Accelerated time*\n",
    "\n",
    "- *Real-time*\n",
    "\n",
    "Two different deployments can be performed depending on the operation mode. Both require mapping the model's configuration into the Xylo SNN core and reading the output spikes.\n",
    "\n",
    "1. *Deployment with live audio from microphone*: Trained models can be tested with live audio played to the microphone. This type of deployment runs in *Real-time* mode. \n",
    "\n",
    "2. *Deployment by bypassing the microphone path*: Trained models can be tested with pre-generated spike-encoded audios. This type of \n",
    "deployment runs in *Accelerated time* mode. "
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {
    "raw_mimetype": "text/restructuredtext",
    "vscode": {
     "languageId": "raw"
    }
   },
   "source": [
    "\n",
    "We use Rockpool's :py:class:`~.syns65302.XyloSamna` and :py:class:`~.syns65302.XyloMonitor` APIs to manage the deployment pipelines in deployment types 1 and 2, respectively..\n",
    "\n",
    "For more details and an example of each deployment, please see the tutorial :ref:`/devices/xylo-a3/Using_XyloSamna_and_XyloMonitor.ipynb`"
   ]
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "cce0820ef71e7bbf987df9ff0f4414100369054f24f87975ca6e742276c13054"
  },
  "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": 4
}