{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "JipsEcH-oQsI"
      },
      "source": [
        "# Speech commands\n",
        "\n",
        "*Speech recognition* is a task in which the goal is to infer the words expressed by a speaker from a voice recording.  The input is usually just the audio signal as recorded by a microphone (mono or stereo).  The output is the corresponding sequence of words.\n",
        "\n",
        "Speech recognition systems are usually required to be able to transcribe any sequence of meaningful words.  However, there are applications in which a single word at a time is expected, and only a small set of words are of interest.  As an extreme example, in *trigger word detection* only a specific word, or a short sentence need to be recognized (\"Alexa!\", or \"OK Google!\").\n",
        "\n",
        "\n",
        "## Lab Activity\n",
        "\n",
        "Here we will focus on a particular case of of speech recognition, in which the audio represents the pronunciation of a single word taken from a list of 35 commands. It is a classification problem.\n",
        "\n",
        "Multilayer perceptrons will be used to classify the data.\n",
        "\n",
        "### Dataset\n",
        "In this lab exercise the [Speech Commands Data Set](https://www.tensorflow.org/datasets/catalog/speech_commands) will be used.\n",
        "\n",
        "The data set includes 105829 recordings of the 35 words uttered by many different speakers. It has been divided into a training set of 84291 audio clips, a validation set of 12162 and a test set including 9376 clips. Recordings have a single channel (mono) at a frequency of 16 KHz."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## Code\n",
        "All the code from now on is organized to be reusable for later experiments with different parameters.\n",
        "\n",
        "Imports:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "XvqmKGjRJey5"
      },
      "outputs": [],
      "source": [
        "import torch\n",
        "import torchaudio\n",
        "import matplotlib.pyplot as plt\n",
        "from matplotlib import cm\n",
        "import IPython.display as ipd"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 194,
      "metadata": {
        "id": "Ovh5_8VAokjx"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "cuda\n"
          ]
        }
      ],
      "source": [
        "DEVICE = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n",
        "print(DEVICE)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### Dataset\n",
        "Dataset is loaded and an example is visualized"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 195,
      "metadata": {
        "id": "faqcalX9olZN"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "84843 11005\n",
            "torch.Size([1, 16000]) 16000 yes 8281a2a8 2\n"
          ]
        },
        {
          "data": {
            "text/plain": [
              "[<matplotlib.lines.Line2D at 0x7fc46577bc50>]"
            ]
          },
          "execution_count": 195,
          "metadata": {},
          "output_type": "execute_result"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "train_set = torchaudio.datasets.SPEECHCOMMANDS(\".\", download=True, subset=\"training\")\n",
        "test_set = torchaudio.datasets.SPEECHCOMMANDS(\".\", subset=\"testing\")\n",
        "\n",
        "print(len(train_set), len(test_set))\n",
        "\n",
        "# load one example\n",
        "item = train_set[80010]\n",
        "waveform = item[0]\n",
        "sample_rate = item[1]\n",
        "command = item[2]\n",
        "speaker_id = item[3]\n",
        "utterance_number = item[4]\n",
        "print(waveform.shape, sample_rate, command, speaker_id, utterance_number)\n",
        "\n",
        "ipd.Audio(waveform[0].numpy(), rate=sample_rate)\n",
        "plt.plot(waveform[0].numpy())"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "TEyFG9lRpU-C"
      },
      "source": [
        "Numerical labels are assigned to the commands"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 196,
      "metadata": {
        "id": "4XGSd_supRBy"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "['backward', 'bed', 'bird', 'cat', 'dog', 'down', 'eight', 'five', 'follow', 'forward', 'four', 'go', 'happy', 'house', 'learn', 'left', 'marvin', 'nine', 'no', 'off', 'on', 'one', 'right', 'seven', 'sheila', 'six', 'stop', 'three', 'tree', 'two', 'up', 'visual', 'wow', 'yes', 'zero']\n",
            "{'backward': 0, 'bed': 1, 'bird': 2, 'cat': 3, 'dog': 4, 'down': 5, 'eight': 6, 'five': 7, 'follow': 8, 'forward': 9, 'four': 10, 'go': 11, 'happy': 12, 'house': 13, 'learn': 14, 'left': 15, 'marvin': 16, 'nine': 17, 'no': 18, 'off': 19, 'on': 20, 'one': 21, 'right': 22, 'seven': 23, 'sheila': 24, 'six': 25, 'stop': 26, 'three': 27, 'tree': 28, 'two': 29, 'up': 30, 'visual': 31, 'wow': 32, 'yes': 33, 'zero': 34}\n"
          ]
        }
      ],
      "source": [
        "# List of the commands and a dictionary to map the commands to indices \n",
        "# test set is used because it's smaller -> faster\n",
        "commands = sorted(set(item[2] for item in test_set))\n",
        "command_index = {commands[i]: i for i in range(len(commands))}\n",
        "print(commands)\n",
        "print(command_index)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "w5XvjystOwNa"
      },
      "source": [
        "### Features extraction\n",
        "Feature extraction is performed later by computing the spectrogram of the audio track. Here an example is shown"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 197,
      "metadata": {
        "id": "o0h8dWM3sk43"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "torch.Size([1, 32, 32])\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 768x576 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "backward\n"
          ]
        },
        {
          "data": {
            "text/html": [
              "\n",
              "                <audio  controls=\"controls\" >\n",
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BlMGHAiPBzAABPZJ8WHxA/Cr7WrwffhP/+oAVwDTAaAFtQk9DJIM1w3kE1Md7SJuHjgQwABE/kUPhCgLOYs8KDrTNVUsVxx0CgH+8voU/sP9g/Om4vbQ9MBmtCiuJ69Ftcq8dMHdwRPBkcKmyFrUFeMw8er+LA2/GMEd6xznF84QtwyxDt0TGRbLEI0EY/fh7B/iadgy15fd4uEi4q7ksuhG6dLnWunB8I3/uBO6JJsswy4JLy8sKSf7JHMm2yV1IG4Yaw7UAaf00+l74jDfod6V3sneF+F95uHs4/MR/YEGYgwdD54SvxgtIXkpKSwCJm4bGhWLGGUj8yoDJqQXYAvIBrsENQG//rP+Ff96/6D/7PuZ8kDpwufk7ir78gfpDqoLawLI/dICog6XG5Ij6yL0HMgXqhIBCoQBIwNiE8QpbzeBNRcruyJuHPgR4wOo+n/7gwBQ/6zyXN2ox96437Jgs8y2f7szwfLGaMmDxxTFWMeR0Kvf7fFQA1EP7BPxERcMwQbABd4IMA3tECcRKgn2+VrsT+aO5ZPoa/DZ+Jz7PvkV9/X1svTZ9aL7EAVTEJYbfiPSJVUk+yE9IFIefhuBGJcVGRBaB0r/ZPlU8nTpMON44iHmHut87sLvV/E084z0wfjSAPQHNwzrD8wS7xTIGMAcNB2wHTkhRSH3GmYVrhR+FXAVSBKKCxkFIgGD/kT9//qF8nHqdfBp/hADWwCg/rr4s/EG/PgTVR7eFYcOgA96EeIS6BKUDRgGBwM9AqgBdQioGegnfCUKF4YMzw0pFFsWQxGuB0f+dve08Vbqm+Jv3c7agthQ1fnQJMwSySXJBcwF0VLXv9uc2wLZPth921XhIueM7N/xTfXo9WX3KfzR/+T+kv1mAVsJFRGSFUQWVxQrEWgO2A3ND4QR0A+bCqsEegHZAtkFOQV7AGL8s/sS/W3+9/6r/hH+Q/02+1750Prh/t8B+gItBPQEbQPDAKb/oACwAgIERgR4BdIIKwubCC4D9f/8/0gCoAbFC8IQWRUkFjcQqAl0CYQO+hSXGnEcWhrYGKQXyBAsBVH+yQChBw4MRgsJBlz/g/oe+tb9ZALKB/4OnRI3DjYIRgeUCPkIKwzGEZ4Slgu5/g3xQO2k+9MRCxzfFJEGIPst9pr3w/te/o/+6f22/P35KPXJ7kXpaucq6SfsTO7Z7G3m6tz405TOrs6/007ZENvk2IzWSNeH25PhP+er7dH3mQTODh8TshF2DWkLcg6fFKkaVB1VGcgO5AIE+4r4SPlm+ez1H/At67bn0uTz4lDj5+Xw6r3xM/h2/Ef+2f7e/9oD2wplEYoUiBUfFpoW+xZGFnsTnRDvD9MP2w3xCj4JVwjRBtoDtv+Y/Jv8hf9QBGYKhg/SEN8PVhANE+UWaRtVH7wfHhu2E1wO0w8EFyccQhfeCC37Wfi3AEsLog+NC0sDEv0z+2D87/9CBZ4IeQdUBToHIAuTC4cHIwIH/uD/BQxoHMQjchsZC7H9Pvf79eT3Ifqe+C3zi+yR5dvdQdgj10nZJ9x130PhJN751t/RgNPi2cjg4eRd5UbjF+Iv5ePru/LK9xf8zf/zAfoCigQwBwUKQgwYDsAPzhDwEB0P/wnnApD98vvw/LH9L/tv9WHw9e4f8PTxFPR69jH4Tvkq+6/9Af/y/+gC4webDPQP6xFtEuYRhBHsEQETcBRZFQYUOBDHC94I5wYaBFkBlQCTAZsCCAQnBi8HrQZKBiAIUgxdEhAYiRpAGbAVehM2FEcW4hQFD8sJuQiPCk0L3QiRAxz/BABwBUwJJwk/B6AFPATKBK0IngwmDXINWhI3GVMaIhPMB6v9EPl9+nX9/vtf9Wztpuif6IfqNOv96a3nUOWS5LfnO+3q8V70+fSQ9YH3OfvA/vv/av7I+p73+/Y/+B34mPNb6/LjweGY5FboB+q/6JTlE+Ri5ofrDvAT8rbynfQT+XL9iv+4/2D/5f7w/s3/BQAA/x/+If/pAaAEOAWHA4sB5wCOAVwDJwVsBQkE8AECAT8CMAVBCJkJgQkRCpgMVhAcE+8T9xKbENMONg/qEAQTThUeFkgUxBErEQES1hOOFbAVtRSSFIQVGhVsE0EQBgx6B0YGOgcKCPcHoAalAur8/Pmo/S4GtAqSCVsHXAYuAWEAZwrkEIoO2g3wECILywA+/8ECHAY5B3UGGwFH/FD6efj296z5LvjY8nvvYfGq8VfyCPV19ZLx8u0Q76DwcfOf9sv3EPW08/T0A/X48yr15veL+t39BADZ/kv7tvnX+qn9HP68/Cb7YPnf9mH1mPaZ9UjzGfHx8OHvIvDn8S7zzfMC9dP2Jvd49yj4Jvl++hj9FACsA84GRQd4BKUCFwJKATACcwVVB6gFkwMeAcj+2P6jAAcCiwN6BVoFUAMzBHsGwwiTCcMKeQunDPAO/RAGE6sU2BSnEqAQoBDYD9kMjAp3DOINFg0oCy0JNgU9AiECvAIOBG8InQ1GDgALkAZWBKgFqwrIDjgPWA5nDUQL+gfjBB0CDf/4+936gPtm/AP82fim9Qv0YvNY89r0Hfg3+238wvwH+yX5+feA+Cb59/kj/I/+IwBZ/478ePmH9972rvhR+4f8NfxX/IT8evuO+qX74fzg/TH/fv9d/mT9df5//nn8O/qF+er5pvqJ+8D7i/lw9nz0xPMs9LL1gfhS+6z9Mf+c/5X+UP1o/fr+dgAIAmcETQbrBW0EHQNFApQBOAE6AcMA5/+f/7D/Nf/v/Sj9p/xr+9b6i/zj/+sCsgSuBasFgwVyBqoHEgnxCk4MbQzhC78LYwv4Cm8LGAx2DOAMEQ2TDBwLWQm9Bx0H4wduCSoKqAlsCGwGQgSOA8QEfQWzA/cA3P54/e38d/0E/pX9hP0X/m3+0P7T/5oAOQCQ/0P/R/9J/+T+i/4w/jD9m/vh+rv7S/ws+6j4PPZ79cr2EPm2+on7rfv7+rz5xvjl+Pb5d/t1/Rz/9P6B/TH8wfrZ+H/3x/cv+er6jvyU/M362fmG+sH6UPmC9+H2Qfe1+Nf64fs+/F79bf4o/7MARwPHBMUDWAJ8AnkD+QMRBEYEoASyBFIE6QKwAB7/J/5Q/bz8dP3V/nr/Sf96/rv9/Pwr/c/+lgElBB8FVgQYAt4AbAFBAw0F6gVoBrUGVAc7CNgImAiFB9YGmAcICe8JVQmwB7cF3wQ7BcIFNQbdBiAHHgZZBHkCYgHCAAEA1f5h/Tr89/vs/Kr+7P/1/97+Tf1f/JX8uP0q/kH+f/6t/m3+R/6o/qr+PP5y/ef8iPz9/FT+mv/C//f+0f3z/CT9p/5HAPEAAgGmAOz/g/4L/Sv8b/xV/Y39xfxX+zj6uvlc+uH6YPpC+a/4zfgw+fD54/oZ/Cj9sf0P/Rz8LPyu/Xr/IwCE/wn/8/6k/pf+5f5c/+T/bAAHAML+3/3u/VX+Y/+dAIABRgL4AgMErAQCBQgF/ARKBY8FLwUbBPsCOgLvAakBfQHiAOb/y/4K/n3+xf/kAeYDTQQmAwcCZwJABCYH0AlNC0oLjAq1CfYIQgg/BwcGwQTbA18DDQM/AkgAJP3L+cv32/e3+Tj87P0L/pf8DvuW+pz7Lv2h/hYABgGLAWUBAgDx/cP8Kv1L/pv+/v1e/Ub9DP3x+6z6AvpV+gj75vvX/P79QP/E/3X/Yv+OAPABYQLOAe0AbwD5/0f/S/7y/Tj+6/12/P761/qe+7b8f/wz+0T6lvr1+0/9YP47/9H/SgD5AJwBogK1AzcEngOiAt8B0AHZAlMErgQdA50ADP9c/3MATwE0ATUAdf8s/wT/HP/m/8wAowCR/5f+WP5X//MA1gE6Ad3/7f72/p0AbwOlBf0FtARpA9ED7QVcCEAJAQiMBdEDrQNQBIYEzANaArkAkf9P/6X/FgAFACL/QP2l+xX7pPsY/d/+VwBGAfsBYwItAgMBjf/k/uz/GwIXBAgFZAQ5Ah7/Zfxd+1b8Gv6x/rL9w/vf+cz4JPga+ET5UfuY/Rn/cv/T/9UAGwKcAosCzAICBOoF0AYZBokEvAINAd7/7v4n/nr9b/wm+/r5cvmC+WT57PhS+ED40/j9+ar7aP3T/gQAvQA4AQQCEAMlBKwEygTlBKoFkQZ+BjsFHAN0Ac4A/AAbAbEApf+I/rH9C/2j/Ef86PuV+5X7MfxZ/Qr/YADnANoA6gDBAWIDLQVlBr8GgQYkBpsFJwXdBIkEzwPuAvgBnQBg/3P+5f3D/U7+BP+O/4T/pf4E/iz+gv83AWACtwJ6AuEBSQHwALoA0gA1AX4BawECASsA9P72/Tn95PwM/T/9iv0N/oz+1v7b/mT+6P3y/b/+O/8l/x7/nP+3AM4BQgLaAR4B1ADIAAUBiwECAuAB9AC8//7+Cf9p/yj/T/5r/YT88fvE+yz8G/3i/d39zvzG+6f7qfwX/uv+1f7F/uf+5P7+/nX/XQBfAQECYAJxAoMCpQKFAmUCxwJzA8gDewNtAhIB0/8K/8D+t/6R/tz9/fx2/I38df2n/kn/Jv/b/hD///9fAWgCkwJgAmsCGQMhBPIEwwTYA/sCaAJ5Ap8CjwIUAjoBlwB8AOIAOgH8ACsAV/9r/3IAfQHhAbwBSQHUAJEAbACLALEAyABnAKL/g/6u/Vb9cv3j/Rz+/P2u/ff8Gvzi+2X8KP20/Rr+nv5f/xQAYwAUAIr/Zf/h/8MAewECAlsCagI2AqYB7gA/AAoAjwAqAV8B4gCl/z/+bf2T/Zv+s/8jAM3/pf5x/Zj8ofxf/Rz+hv6C/oP+g/5p/if+Hf5U/sX+eP8+ACQBAQKeAp4CCAJVAQoBJQGQAccBmgExAa8AWgAQAN7/h/9W/yv/2f5B/r39uv0W/q7+Cv8W//r+Jf+//6MAlwGFAjcDzwMOBOwDjgNHA0ADhAOyA18DUQIiAYEAhgDAAMAAXQC7//D+SP44/qv+df9KAJ4AIwCN/3v/AQCVAOQAowBEAD4AXQBHABAAsP94/43/mv9c/73+9f1W/Rf9H/0c/f/80fwG/Y/9Bf48/jz+Nv7r/az98v2u/sL/mgC5AFQAwv/U/6wApQG8AlMDMgP6AugC8gL1Ap4CAgI1AYUAFwDF/2X/l/5k/Sv8sPsr/BX93P1U/p3+df5O/i/+Df4k/p7+0f9AAaQCSwMfA0gCWAE1Ab8BpQLhAh4CiAAk/1r+6P16/b/8cvzY/Kv9O/5g/ir+Hf6z/t3/VQFgAtAC4QIMA1EDswMLBO0DVgN2AuYBAQKDApMC0wFKALP+0f21/Q7+Jv78/cv96P19/jr/zv8zAHIArAAFASQBNQFYAUYBKAG9ABkArf93/2L/YP9a/5f/TQAAASQBhgCt/1n/Nf8x/wH/df4K/uD9/v2y/eT88vsE+6768/qS+5X85v1N/3MAMgGsAUkCDAPGAy4ERgS9BLwFuQb2BnIGRQUYBBwDiAJeAkwCvwHtAND/WP6d/Cr7T/o++u36yvs3/Er8Jfz3+837tvtU/Hr9hP9LAiwFpQbhBgMGXwQvAmb/FPwI+Iz00vHy8PHxy/Ts+Kz9swKVBy4MCA/lD58OjgtLB04DmgCF/2AA3AEZA7MDNgT+BN4FmQYjBWAB1vs9+Er32PkR/Zz/fACJAGcAtwCFAOr+qvxN+qL4ifiJ+Xb7xv1OAPYBTQPaA8sDKwODAsQBLAD9/hH+jP15/tkChQj3DIsQsRHWDtcI+wEN+hXydOuK5jzjqeK55V/rxPKH+joCIQeHCW8LxwtLCrsHiwYFBHoCzAKxBFsFbQdGCT4JzgssE8kZ1hy2H9Uc2hPuCBD+N/BJ5LfcYtai0+jXA+D/5/7y/v0zBcgJWA3SDBsJ/gVOAlX+i/wo/XX+KQJRCKkNtxHJFDEWWRVKE88PhQq3BAf+kfeL8njwbvCU8o/2q/pV/rQAcgEUAO796foo+O/2Gfex+Nz6av13/84BLQRDBrAI9wo9DI4LbgmjBfMAf/wo+cf2v/Xp9e32ffjH+qb9QQDQAjYFdweCCMUIewh/B0oFUAOHAd7/3P0V/Wj8DP1B/z0C8AM5BfEFLwVZA1MBAv5Q+Sv1nfGk7qbsHO1u7gLxVvXU+qb/WwTFCFkL4wudC4oJ9wVgAoj/M/25/Iz+BwJiBlcLoQ+2Ej0T5hE+Dt0IggLm/LL35vMf8lfyYfNd9pr5Qfwp/nL/2/6W/Wr8evug+vj6Xftn+/r7W/0G/+QACgNkBMkE8QQdBbUEkwQ6BKQDOAI3AQUARP8x/9v/AABRADYAb//U/Xn8ovpK+Tb5E/r1+h/8nP36/gAAdwFiA5AENQWRBQQFRQOQAdD/n/19+yv6ePkT+dn5x/vp/RkAiAJCBO8ETQVyBS8FlgTsA9wC1wAo/6D+DP8vAJ8BFAMiBGoEDATrAvwAhf7x+6358vfD9vP19vXv9tP4C/tk/an/xwG+A1QFiAZLBxoHpgbnBcYEhQMtAhsBlwCkABIBYgG0AcQBogGEAW8BFgFQAK3/Cv8N/xX/hf/m/xwA8v/+/34AewAFAJ//Gf9q/tr9g/3e/IH8xvyQ/TL/hgGkA9cE7gQ/BD0DQwJ+AZ4Atf+0/rr9fPyT+3b7nvtq/MP9Zv98AMIALQA7/6H+P/63/S795Pwb/QL+a/8oAXQCXQO2Aw8EVQS+BKUEJwRIAyoCsQC8/uz8yfsw+xL73PvV/Dr9T/3Z/aH+IABSAtQDQwT6AwADXwGz/4L++/3v/V3+Mv8TABgBQAKvA4EE0wSGBKQDqwJ1ARAAXf57/DL78/pS+2r8vv3z/r7/lwAAAaMA+P+v/53/wf8cAHAA2wBSAQUC8gILBCkFGAYJBh8FtQPfAcj/Qv4x/Tv8efsd+yT7fftv/IH9ff50/wgAVgAgABYAEADm/4X/Sf8W/zX/YADnAWUDZQTsBGIESwPdAVMAsP5Y/Xz8YPyR/JD8SvyG+zz7tPsJ/b/+eACaAewBmQG5AAgAvv///xIBhQK7A0UELQQ3AzYChAEKAd4AJAFTARwBfAC5/zj/Mv/K/2QADAHhABQAzP5u/Zr8kfzm/GX9xv0R/vn9x/0v/uT+xf/kAAICdAJSAqkBwwD1/9X/1//V/9f/LwCDAL8AxgApAOr+w/1u/Zb9Wv5K/8X/zf+v/1P/Xf/U/5cAQwHzAWQCgwKLAm0CEgLTAcoBvAEYApECIgNtAzIDwQIqAmwBvQDV/xL/Uv7d/c39wP3B/aX9pf0j/nr+9v4v/1//d//h/4gATAHpAfsBjgGJAE//T/6p/ef8UPzp+3f7WPtp/Pj9jv8AAfUBfwIBA0EDOgP6AowC7wGAASEBywAiAKz/r//y/8sAAQI9A+cD2wP0Aj4BkP/r/ar8B/yL+0X7+/ql+qP6hftH/R7/vADmAfIBVgERAHf+9Pzo+xz86vyV/nMABAIlAycEVwVABqsGggZnBXsDsQEvABz/bf6g/iH/4//2AOkBogLQAnoCpgFOAML+Wf0Z/Or66/kf+eX4Jflm+oT8BP9EAd4CtgPqAyEErgTlBM0EUARBA2sCIQLqARsCiAIpA78D9gPvA3YDiAIlAar/Qf4R/RT8Dvv6+Tv5GfmS+cL6Tvyr/aj+Ev9H/yn/Df/S/l7+Nf45/pL+U/9KACIBCAIpAzAE7wSDBWMFqQS8A3kCMgHv//n++P3d/Pr7Xft0+9/7mPxQ/XX9iv1e/fH8cPwA/IX7D/sE+8H74Pyq/oYAzgGYAokCMAIeAQ0A/f4c/k/9v/xz/Bn8vvza/Wb/9ABVAlEDigOdAzQDnAJdAiMCDQLOAX4BBQF7AEsAvwDaAUUDUgSxBEUEewNIAgcBGQBQ/+v+i/5a/mf+wv76/jr/pv8yAMAAWAGrAbkBbwH9ABsBLQGiAYkCjQPGBAMGywbXBl8GXQUIBA0DtALKAjEDlANbBEIFiAZQCEQK/AvfDCsN2gxoDCMMnAvGCicJ0AaSBEsC9wBKAKn/EP+0/SD8GPq593T1BvN98KDtqerD59PkL+LP3y3eV9003e3dP98a4QjjHuUf5w3pFOtW7Rzwy/Ko9eP4SPz4/8gDpAeCC9wOwxFSFPkV6BaMFs4VcxTiEiIRzQ/1DoQOnA6LDuQOnw6WDiUOrQ0gDSoM/gqfCTkInAZjBVIESQSPBIIFYgbTBjQH3ga+Bq4F/gQPBFADvQJbAqcC9AKmAyQEjwTTBKUEmwT8BBIEDAboBAMJHQr2DiYVqRhaIbchLSilJdUmOSOQHhAawBHCC/4Cw/yX9WfwyOri5rPhN93R1gjRMMlbwo26VrRAr6GrhasJrN6wNbYxv9jIXdT339Hq5/Ta/b8FGQ37E0UagyCLJSUqQi7bMcA0SzeyN5M3UTT8L6EpcyE6GdoOJwb6/Kb1le/66mLoleaM5rfmyOf26I/pfuuy6/Ltme4+8SD0g/Zg/GP/6gbKCtMRHxa5GqYekSCYIjUiySGJH3UdsBr3F7QUpREDDsAK5AbmA8L/kfxP+L30avGc7Tzryugl6PbnTuk/66ruQPM0+Mv9pwI9B8AK6wwWDs4NVA0tDdUNxBByFYYcDiZDMFU7HkP0SGZJhUb6Pt8zfSZnFx4JjfpI73Lle96i2XbVVdK7zjvKxsRFvXS1G6xxo/WbP5bDlPCVRZy+pc+y58Ki083lsvVkBPIPIBmUIDcmaCt2L+wzMDjXPJhB6UWmSTNLKErDRZ89DDP9JIcWuQZw+JzrleEk2wvXr9bS17naA94w4bfjJuZW5//o2OmQ65ztFvH59R/81QPbC/cU0BwzJGspDC0PLposQCkIJDcecRdhEUoLrAYoAy4BagBXAIMAjv9P/sn7MPnO9cTyKvDy7YDsE+y17RHw6vSM+dv/cwXHCtsPqBKjFe4VBBX1EYENeAjVA8kAtgB5A5UIvhAyGsolYTDhOcQ/HEEWPqo20SuHHiYQ9gH39NPpnOFi23LXitWt1MjTk9EdzYjGzb1WtPWqgKJVnVGby501pAKv971Yz8biWPW+BicU/h48Jhorai7GL3IxJTKwNAY3RDo0PTU/HD/HOwk1tSoUHmEPtAAG8nXl/9oL1MnQ1ND+0/DYJ99K5RHroe/K8sn06vV59l33yvgL+x//oATBC4sTeBumIigo1CvJLF4rESfBIMIY+g+nB4EAu/sg+fz4evrx/PX/ugL7BBAG/AVhBFYBn/3I+Tv3KfaO9lv4Sftf//cDpwjSDOQPmxGgEdYPhwzlB7cCFP59+hv4EPen93L6jv8KBsMNZxV8HdUlpi3WM+02PjcsNIwu1iYsHYUScwdk/Rz0z+uU5GjeVtlo1GrPasmLwlS7tLOorMCmAaMVolekH6rUsqO+38zh3HLtb/2NC2wX5yD/JygtnDBIMyQ1tjbbN7o4hzgSN8AzCC7vJRMbkQ4MAZzzUOfT3PLUXdCyzgHQrtPH2AffrOUa7HXxRvUi+Df6Mvy6/vUBgAbgCxcS1RhpH3clOyruLH0t5yqZJYMeCBanDcAFhf9h+7P5Gfpa/Pn/TQSXCOwL6w3MDS0MaAmmBvkD/AH8AA0BQwJiBPAGtAnaDPwONxCxD8INiwp7BpgCDP+6++L4t/Yn9XD0BvRs9AH2cPml/gcF4Aw2FsIgsStvNb88OUASQH88dzWAK/se/xCAAsb0MOjP3aPVm8+typvFDcB3uamywKtepbyfT5v6mG+Zw50wpnSyFMKI0+rll/fjB+YV8CCAKQcvNzKHMws0RDSBNNQ0wjSNMxQxqixCJt4dVROYByP7Bu+S5EXcBNcT1R7W2dkH35/lo+w388H4Bv0aAGQCdASoBpAJKw2JESQW5RoiH44idiRyJMMich/MGhoV2g5OCBUCzvwK+Rj33vYq+ML6Dv4SAhIGhwmJDGsOFQ/BDqwNcAx4CzsLzgu0DPENgg/FEIMRmRF+EEwO9wqvBvIBPf1B+Xz20vTd897yyPGD8enyQ/e6/vQI5RTFIFkrhjPvOEg7yjogN+YvXSXeF9UI/Plq7OHgxdew0CbLX8bTwRC91Ld8ss2sJKcVokKempzfnfKi6Ks+uEnHFtiG6a/6bAorGG4jsisTMYQz1jNFM8oysjIXM20z7zLdMNssryb7HtIVqgt7AIX0Lemp3yfZOdYh1zTbYuF+6N7vuvb2/D8CfgZhCUMLWAyJDJ4MCA2xDi4RxBR+GCobFRw4G+oYKBWeEH8L5AWy/wD6pfVY8/fzFff9+4cBfQabCrENGRAdEi8TJxOrEVcPNg3kCwUMYQ3fDgcQUxCeD8UN/gp9BywDiP7D+Wn18/Gv79nu0O5g74PwyvKx9jv8lgPqC5gUnR24JnkvhzelPYdAvD/mOnsyDSefGTULr/zZ7unhYtaYzKXEmr7nuaK1V7G8rCmoqKPyn/SdP54voUanqrDsvNXLxNz+7hIBxhEoIJIrhzMxOEE6TDotOS43kjT0MUovOyyoKOsjix3AFQINmwOn+QvwIuem34XaEthQ2AnbSuAU53Du5fXU/HcC5wZGCnQMoA0GDgUOHw6sDuUP3xEtFFYWlBePFxYWJRPqDtYJfQQB//n5Dfbv89XzSfb4+kQBbwizDxYW9BpqHvQf/R+oHiAc1xgfFc0R7Q6VDAQLxAnFCMoHbgavBGECh/8r/JL4JfVM8jTw5O6S7hfvvfAm83D20Po1AH0Gjw0rFVQcFiNGKT0uZDFsMvgw8CykJl4eahRGCeL9K/NI6Vzgftgr0SbKUcOVvMO1UK+Hqc6khKEmoIKhoaXwrGq3k8Sv093j1fO9Ar0PNRoJItInbCzgL3IyRzRbNUU21jbENnI1QDJ/LAEkCRlLDMj+kfHk5YPc0dXR0WzQotEQ1RnaR+Dp5h/tb/Lr9qX63P0kAfsEkwnqDpkUWRq/HwEkzCbfJ9omwSPGHjgYsBD5CA0Civz4+If38vdN+oD+kAPoCPEN/xF3FCUVVRRzEkEQRg7fDKwMqg2zD2kSYxWeF1YYdBecFD4QpAr2A6/8vvXh70vr6ejl6Prq0+7d80f5Gf6QAUsDpAN2A9UDiQUeCX0OSBVIHY0lDS37MiA2oDUXMYkolRyHDo7/+/BM5PvZStL0zD/JOsZKwwHA/bsnt6CxvatnppqiYKGroyWqEbXEwwDVcufG+X0Kaxg9I+oqoy/wMXcyxjFQMK0uAS1GK5QpUyfsIxMfLhhOD7UE9PgA7SPiRtkN097Pq89Y0qrXKt/u5ybx3PlyAZgHXwwsECIT4RWsGK4bcx7pIAsjSSRyJH0jPSF4HUAY8RFUC/UEMf+H+nn37/X29d73Dvsc/44D7wccC14Nuw7sDuwOSQ8SEIARohPDFaQXTBlUGosaBxpDGNMUHxDoCa0Cn/s29dfvhewh60zr8OxR773xIvQy9kb3c/cx91T2J/WM9Pr07vZV+5kBKAmjEXMZvR9EJJkmVibgI0of9RjDEeIJ8AF4+snz4+2f6Hjjx90y18/Pycfvv/O4QbNhr+atD6+4su24e8EFzBzYyORq8Zv9VwhGEawYph6cI/8nnyuLLpowBTGvL8YscSjzIh4cIBQDC/YAf/ZB7BLjd9vn1czSV9IL1MLX8tzu4nzpUvA39wX+EAXjC4USxxhVHkEjmCf9Kg8twi3GLBkqDCb4ID4bhBXrD6EK4QXsAav+dvyf+9n7C/0h/3QBjgN6BQYHjQinCiwN8Q8MEx8W4BhjG4Qd2R5KHz0eYhsmF48R1Qq7A9f8nPZ28Yvtyeph6Vjpl+qx7FTvIvIj9Pb0mvRJ80zxJe+i7dTsiO0r8A/1LPxPBZ8P4hl3Ix4rti9kMNUsnSXQG9IQ2QUP/B307+196RjmMOMJ4LXbudX3zcfEq7qwsDOojKLsoPKjv6vpty3H8NfI6MT4ogbuEYIaNSCTI/skOiUmJXUl0iY1KT4sJi/HMPov/CssJN0YgQvt/JnuIOJc2PzRS88c0DDUBttu40vs3fTr+wwBZwRQBp8HKAnBC5IPohSnGucgpyZ0K9Muxi9ILmkqMyRaHK8TQwv2A+H+Xfwj/D7+oAFvBTQJTgxjDnEPdw8JDscL+QgcBlMENgTrBWEJGw79Ev4Wgxn4GTQYXxQHD+EIWALW+9P11PA67dfqGeoi6/HsKe9v8R7zOPTa9KP0hPMN8hXw+e0t7Pnq5upT7Nvvg/Ul/UkGAxCWGQEisijiLC0uhSwIKFohSRl5ELMHd/8d+H3xget/5aXeyNbazRjEI7rksB2p3KPCoUWjvqjOsf29vcy/3Cjtrfw+CmMVvB2MI0InzSnGK8Ut0S/+Md8zozT9Mxcx0SswJPQZwA2DAA7zOeYW23XS3cz0yk/MuNB/17zft+ha8YL56ACWB78N0xPoGeIf7yV0K1gwVzS/Njs3rjVTMv8sKyaJHlkWYg48B2gBgP2z+7T79vyR/t3/bQAAAPv+HP67/Tn+nP/FAW4EIQdBCuQNnBGVFQMZKhtyG0MZcRQtDn8HhQCa+kX25PKd8PvuNO2u62jqduke6Uzpwunv6f7pv+k26RTp0OlF7Ojw9/fMAMcKKBV9Ho0mhSzrL9QwFy++KvIjVhslEaYGwvzD81vsKeaD4LDaGNROzFbDHrpQsWWqeKbZpY6oja54t5nCwc9I3jLt1vseCSEUahwQIpwlECg0KmQs0i5SMe0y5jJPMBUrcSO9GbQO9AI79w7sAOLN2TPUqNFE0uHV1ts249fqvPGc95P8FQGzBQQLTRGgGHQgAijBLlA0PTgoOrk5KTc9Mu0qBiIvGGAOzwU+/wf7MPkq+ab5SfpM+nj5SPjh9qv1C/Vs9Tj3DPpH/p4DownoD8kVvBoYHnMfhx6pG2cXNRIaDbgIfQVpAywCXwEaAP/94PqV9q3x3uyg6Fnla+MY43fkXuc265vvvfPt9uz4hvkf+a742vhp+kH+GgR+C0MU6xySJFMqCi1RLE0oIyFRF+kLBACM9JrqZuLw29nWi9J7zhrKTcU4wHa7urd5tXC1HbjMvUDGH9HP3XrryfjcBA4PwRb7G/EeDyDwH3YfER+0HpkerB6xHh4eWxz9GMQT0gxMBN36dfEn6dHiFN8o3hvgjuS16gfyuvkuAesHrw2PEm8W3RkZHVUgwSPxJoApDCtKK/0pIyfXIjEdwhbkDwsJxAKT/an5YPfQ9pP3/Pi8+jr8zPzI/KT8yPyE/Wz/TgK8BcsJ2w1eEUIUfhb1F28Y9ReAFtETDRCaCxoHdgOmALT+tf3G/EX76PiD9Uvx7uwp6VnmMuWt5XvnPupN7Ufw4fKs9GH1+vTv8+DynfIm9An4Uf6ABuwPkhnvIfcnxCoMKgMmJB9NFnQMvQLU+YHywOwT6CHkDeAz2xzVCM6Ixh6/jrjts/Wx9LJZtxe/tMkx1njjK/Av++cDKgpVDhIRRBNiFdsX4hpqHkEi4SXiKMIqAyvwKB4kuhxmEw8J8P6P9tDw3e217XXvU/IC9mH5e/xU/8gB4AODBQ4H6ghWC6kOzhKIFx0c3x/1IQMi7h8sHF0XGRIiDQsJ4QXDA60CGALOAYYBBQEjANX+h/1X/IL7N/vE+339iADOBJwJbw5wEukUlBU9FNcRAQ9DDOsJMQghB0QGRwXdA1ICiwBK/vv6gvbi8ETquONk3oHb9duF33vlVOxR8kj2rfeU9gv0f/GM8DHynPaN/R8GUQ9UGIcgRCcBLKguoS7ZK0YmPB6cFHkKBwEv+TTz+O6y6xzoJOMw3F3TyMmawPm4t7OtsfeyHrfbvaDG0tDp20jnBPJr+0EDNAl8DRwR0xQoGWseWCQTKr4uVzFIMYgubimjIqAaKRLlCSECG/sT9Vbw6uzd6hPqOOqe6l7rgOwV7sPw2/R6+kYB/Ai5EJUX7hw4IH8h7SBSHzcdABvdGLIWpBSnErMQ1g4aDV8LNgnIBs4DXQDe/Pr5Vvg6+N/5/fz0ADIFNwmlDEkPFxECEjMSsRGBENoOVA0JDHsLpgvmC8QLpQoZCLYD4v0p9xvw7+kr5S/iHuEo4vrkDeka7ibzR/fq+ZH6Kvkt9qLyDPCR7xLylvfF/3QJCRMxG68gAyN7IoAfIhs8FrIRwg0hCuYGHARvAXb+Ovso98/xA+t+4urYSM/4xgnBZr6Bv8bD+Mnv0L3Xb93+4d3lTOnb7N3wVfUl+jv//gR4Cx0SBhmjH5gkIye7JmUj7B2hF7sR7gzCCccHRwafBAQChv6E+qf2nvPk8YzxVPLp8x727Phd/JUAOwXyCb0NDxD6EOwQbRBpEHARXBOqFbwXsBgHGOcV1hKZD64MtgrHCYMJlwmECSEJ0giOCKQIOgn1CXcKiQoKCgkJzQeoBtEFSwUIBbsEdAQeBLMDXAMlA+UCZAKBATkAW/5E/F/63fiy96H2o/Vj9AXzU/KU8o/zC/WY9m73a/e/9sv1WfX29WD30/iR+dn4VfZJ80TxoPFp9a38HgbPD9gXoRxrHYIabBXGD9YKeQfTBREFdQSRA9oBEP81+1T2UPD56N7gd9jM0CvLRchfyCLLwM/e1F7Z1dzM3uTfD+Ee44fmYet68WT4+P/KB7EPWhdKHiMkAihUKVUoliXcIQYeABvEGC0XkRVlE04QGgwqB8sBrPyD+EP1J/MT8tbxoPJt9Nz29PmH/QUBawRcB8IJ4QvbDdIPuBF7E6cU7BRoFKIT2BI/EkESiRK8ElcSMxEsD1gMcQnKBoMEnAJbAWYAzf/h/4gAmgGnAq0DHwSOA3cCLQE1AAIA9gCLAk0EdgVkBdsDGQHL/QT6dPaC80Lxju+P7sDu/O/f8ffz1vW/9jn2w/Sq8qXwxu+g8AjzT/bU+Y78wP2D/S78Lfo5+D73BfjU+lT/EAUQC20QwxTuFwQaRxsKHC0chhtQGlAYhxUFEvwNwAk8BUEAmvqy85Dr2OL12eXRNcv2xWfCEcCzviO+Or5Ov4fB5cRbyQLPkNVB3WTm7/Ax/Z8KhRiIJT0wazixPWdAl0ElQm9CdUKjQQM/Cjo7MhUoghzLEMIFEfw49AnuOOlm5VPi6N833nzdlt2Y3rvgC+Rb6LXtPvT4+3UE6AzQFGwbgyANJEUmjCcuKEkoAig/J4ElzyKeHw0cLBgPFJEPjAr7BEr/m/kx9LDvw+yN66zrxuw87qrvxvDh8VfzFfUg93P5yvvK/ar/xwHBA20FvwZUB9sGZwUiA4wAgv4Y/SL8avu5+nb5DPgN9zL2//Uj9jb2gPXT85HxeO8M7qvtmO5A8GvyUvUp+Rf+FwSuCgkR2BWIGCsZVBhUF/MWURfVF4UXPBUuEH8ILv+09QztAuac4PbbvdeO05HPQsxvyozKLswpzwHTM9db2xLg6eXO7PP0M/7+B8cRMxvII00rUjG3NRo4QzhrNucyiC7GKeEkQCA+GzEVqQ3UBBj7GfH/55/ga9sc2MrWMtep2FnbJ9/a41rpYu+N9c/72gGuB2ENzxITGAodUSHkJLYnuikfK74rTCtzKUImkCHIG2AV7A79CNsDuf91/KP56vZB9OTx1e9M7rjtu+2W7ivwaPJc9dP4yPyBAEUEzAcGC+cNcxAqEnUSnhGCD0YMCwiFAyj/C/uW9970tfK48NjuH+1I66jpQ+hE55zmZeYQ57/ofevv7gPz7fYJ+gf8svyb/DX8vPxa/20E1QtYFOwbUiCHIMwc4xYGEWkNSw3sD3sTUBVdE9YM8QIt+BzvnOn/50vpOesB7J3qKeez4vHe2NyD3JPdY9+M4evjW+ZS6ejsh/Aj9Hb3U/pA/b8AZwVGC3cRwhYFGucarxkbF1IUcxLXEXYSkxPwE9YSwQ9GC0wGYgFM/X764PgG+MH3qvdQ9/f2+PaL96n4g/p4/UYBtwU+CioO8RBaEvMS9BL5Er8TPBU1F9cYSBm2FycUgw+LCmkGaQNyAXIAv/+r/nL9FPz++pP6iPrc+gH7Dvsd+2H7P/zd/REAEQI0A/sCigFg/4f97vx+/a7+lP9Z/539JfpL9gvzgPFp8iT1jfjZ+lT7qvmz9pjzVvLG88H3XP1gAjsFzQTTAfn93PrF+Z/6p/x3/s7+PP2Z+jH4lPeh+Z/9BQJ1Bd4GOgYJBNwBPQFnAgsFDQgTCmMKPgm4B10GfQW7BHwDHwG0/ab5ifX48Rzv2ex/6g3ojuUb40vhG+Cx3x7gM+EO47blaenZ7RLzg/iJ/cQBMgVICFwLrA5gEu4VqRgfGiYa7BgaF7IVIxV1FeQVeRWcE/IP6ApaBbMAg/2u+xH7F/sd+6z6/PlU+cD4pvgZ+Rv6kPt4/eb/ZAIdBfQHxwpjDb0P2RGBE/IUDxbiFj8X3xZgFcwSYw/1Cx8J0Ab/BNQDwwIxAQz/mPzM+Rn35fQn8+7xPPFt8UDycPP89Ln2Wfin+dr6E/yZ/UD/1wAmArwCsQJSAikCPQKcAjID2gMhBIEDQwJRAOn9B/va9+f0bPL78HXwsvAE8cPwue8j7hbtju2H8Nr1r/x2AzgIJApuCUAHbQVmBZwHgQsbD74Qog/tC+kGRQJ+/3/+s/6O/vP8oPlW9B3v5+p66MjnBujO6PPor+gt6Ajofuif6enrdu5C8SP0Ffch+gL9wf/sAdEDkgWuB8cJnQtFDU0OrA5pDg0Obw0QDaIMHgxyC2MKfQlNCGIHogZlBikGpwWDBSYFAgWWBLIEHAXGBeoGIAhvCdoJTwo+Cg0K1AnsCTwKYApvCs4JWwl5COIH6gblBV4FWATOAyMCHgLrAtkExAYaB7sHbAUIBNQBuwHQAm0C+wK9AFUBwwAQAYMBcgAdAIL86vmC9ln1g/Xd9HX0QfIC8Szvve5b8Irzv/fg+sX8U/2k/GP8y/xC/koA1AGLA/kDOgRQBKAEmwRNAxwBh/30+fv2n/Wy9Qb39fgi+uv5UPiO9jT1w/SE9Z73Zfqj/O/9dv66/uf+9f8HAgQF+gfwCbAKnAnZB7MFDAT7AhECUAHb/+/9M/u1+Nv2UvX+843y9vBv7ynu8u3o7izxR/RQ91n6gfxp/sT/IQHBAlIEhQYoCO8JQAtFDOkM4wwIDacM+AsKC+kJCwngB60GeQVSBNID9wKiAqoCEAOBBLkFZwdQCIUIRwjKB2II3ggEChYLHQx+DegNzQ6JDuQN0gwQC7QJDQi6BxwGlQSlAiMAlf20+Zz37/WA9RX1yfTL9P3zH/TD8+L0nPbH+En7afxH/Xf9Fv53/nT/3gCKAfsBjQGuAUACYgP1BP0FLAbiBJYCoP8I/Vf7Y/pc+k36pPl2+N72YvU+9MHz2PMG9F70r/TX9Mn09/TI9d/2P/h4+fn6Svw2/Sz+8P4pADsBVAJNAx4E+ARzBTcGXAbBBtcGDQb8BMgDSAM+AycERAU6Bn0GhgUIBA8CqQD//5f/Zf/w/u79sPx5+5D6Sfrt+nb75PvV++D6rvlF+LX3pve6+Df63Pt9/Wz+TP9Z/+//OwCbADIBTwGsAaUBLQJdAv4CNwRzBQIHzwchCQQKyQpXC0kLTgurCggKCAlKCMAHXgdzB0IHEQeQBssFtAS1A8AC0QEKAXgAMgD//9T/pf94/zL/Gf8Q//P+zv4y/m79wvyT/JT83fyE/Tz+0v7Z/sX+mP5Y/hn+4P3x/QH+Gv42/iT+Lf5C/kL+Z/4y/pz9r/xD+0z6iPkR+Qj5EflO+Tn5/Pif+DT4l/fQ9hX2jfUe9S31tPWz9jr45Pkj/Ff+GgBVARUCggKcAs0CSwM5BGAFewaHBywIXQhpCHgIVwhtCGYI+gcPB2cFtQPjATsABv/8/Xr97fx//HX8VPxi/Df8/vuh+xL7u/qo+uT6dPtv/Ez99v2i/mL/IADbANEBfwLMAoUCJALqAZoBxQFOAiwDzAMLBMEDDAOGAsgBegGaAfIBaAJ/An8CPwLLATEB6gCPAHgAlwBzAIkAewCGAKMAHgHZAZICggMnBIkEywRnBPMDQgOPAiwC4AHRAeAB/gEkAiwC1AF9AVgB5QBUAB0A5P+a/1T/L/8N/63+O/7i/Z39Tf3R/HD8Ovwm/EL8OPxH/BT8g/vj+ln6RPp7+un6Wvt/+5n7Q/vm+rL6CPuL+xz8w/xf/dn9IP7o/tf/tACDAREClgLJAgADTgPaA68EPAXDBcgFmAVFBe4E3wTLBNAEkAQ5BJcDEAOFAuQBgQEhAcMAUwDI/yz/lf7E/dr8Gvxt+xX7F/t3+yz8zPxM/ZP9nf2V/ZP9CP6x/r7/GwFzAo0DOgSJBK4EmASuBCMFfAWwBasFWAXiBP0DJQN8Ar4BDAHy/9L+k/1p/Hn7xfp1+jT6JPpA+pb6CPuM+wD8lfxh/QT+g/7q/pb/WgBVAWMCVAMUBEYEgQRKBDoERgQwBCQE5wOYA94CBQJbAZcACgDH/6D/iv+O/27/Pf/7/qT+Yf75/e/9+/0W/hb+9f3o/aX9H/17/BH8A/wB/D38mvzX/OD8zPyy/H78kPzp/H79Kf6o/gn/T/+Q/7z/2v8TAHsA3ABWARICoQImA6YD7QMXBPYDvwOaA3UDQgNgA7MD+QMYBCcEEQTwA54DZQMpA64C4AEHATIARv9y/tz9r/2g/XL9Q/05/Qz9nfxw/DT8Jfxw/Mb8mf2i/gAAUgGGAoUDHwRGBDMEIQTvAwgEMQRbBF4EhgRxBCIE9gOLA9YC8wHVAJ//bP56/cX8bPwg/LH7Oful+gP6pPl/+bP5Lfq++i/7lvsB/G38+vyc/ZT+eP9CAAwBxQE5AoUCrgLGAu4C3gLGAr0CaAIXAsQBWQEZAc4AqQCeAGMAFACs/zj/2/6h/oD+d/6X/sL+yf7O/uf+yf7L/rT+i/58/lX+Nv4q/jL+Gv4j/ib+Qf5H/lj+yP7w/iH/Y/+d/wsAewD8AFUBmgFuAfcArABWADwAagDDAF4B7QFgAuUCTQNlA2gDUwMiA7oCQwLhAbIBcQFiAYQBegF3AToBDwHRAHwAVwA2ABAAnP87/8j+Wv4g/kH+lf4E/2z/s////wIABQAjAE4AdQDYAGIBuAEkAmACiwJgAiwCFwLRAcEBxAGcATQBkgAcAKb/QP8E/+j+A//n/oP+B/6r/Xv9bf2V/dz9cv7V/hj/Ov9l/6D/pf/m/xEAAQDU/1P/tv5B/uj91v0F/m3+9P5B/1n/Pf/z/rD+i/6M/o/+q/6w/sP+9P4h/4v/7/8TAC0AGgDE/2v/a/+m/9v/NgB8AJIAZwBEABkAx/+d/63/u//g/+n/CwA2AIEA2ADfAPcAEAESAQYBzgCMAFgAOAAZACwASAA8AEsAIADg/2P/G/8b/xX/G/80/3H/0f9UAOIAgwENAi0CawIyAtMBfgFQAbUBHQLZAhoDIAMiA7wCNgKoAZMBewFmARsBiAA2ALb/U//2/tz+w/7x/g//Kf9T/yX/2/6w/q3+zv40/53/y//s/9H/wv+z/9j/RQBzALAA8QC5AC0Avv/k/xkAFgArAJ0AUgF7AT0BegHdAaABnQCc/0H//v77/fz8Iv3m/ST+if00/Y39tf0i/bb8D/2M/V79Dv24/Zf+0P5F/hT+If9BAI8A+P9u/+b/PABsADgAtwAxAWMASf+t/1MB1QBx/xj/HgGWAbP/8/7Q/ycCXwHPAOIApQGSAswAEgFhAIMBKgG2/9f/3v7CAFz/TgB4AO0AywCI/sMA4f/0ABD+Ov9GAR8BugAY/cgA//8tAQz/B/9NAGP+LQH3/n4Bu/wF/Vr/mQKq/yz8CwC9AmwBbv8OAk0BVgFE/6UCxgKRAvYA4P+OBU8CogId/jIDnAJg/+4AM/5uAtX83wGx/oP+rP2m/1UBSfiV/jL+Q/8u9xb8KgFNALz+uftW/wz/cgbRBJT5HQIpAvwFrf4CAdkFsP+WA1X+JAfNAe8BZP3V/9AEvvxm/qL/fgO897b62/6XAUQB4vXvAUL73wD9/kz/g/pC/GQFPP7T/X3/BAMV/VICpf86ARD85wHGA97+YPsBApABkfxO/qMAyAA/AMEBmvyO+4wE3gPm+sz7AQBHA8b+Qv0CBXwAt/0//DwCEgT+AjT/ev7d/LYFugR0Aij9bf7+BG8DKQIP/d8BIAI5AOH/kPy5AZT+mQbv+tT4w/4CBGcC4fmX/pD8VwPf/jX+ofzRA2r9IQEy/Dz+GgVPAXv9Uf98AiYCBQG//0kEvAGk/t782AITBvn+rP3j/3//fQI+/+f/Gf6j/SsDL/+n/Lr+tgMb/xX9av0VAlQCaQBVAT7/WP4DBJMBkv2XALADpAB5/gQCIAKZAZn9pf9fA+ABYvz9Aj7/bfuKBID+ZP7P+4YBcgDn+b/+cQEeAmb/Wvcg/o8HfAMw+1D1lwYeByb8KfsUAvQCo/08/RcDsQHV/4YBEv1TAdD/UAEKBWf7L/vZAaEFwvwE/L//M/04AvQF5Poj+f0DvwYN/Nj7CgC3BMX/s/wwAmv9YwYTAJD3ugADCKIEHfxQ/Oz8+QW5BXL84flHA0QGC/1W/JkEkwbH9o77rgVLAwwEyQBd/PH9aP39AvABSgG5/zD9DP9O/r8BuPoiALQBOgNv/0v5YgHkAX7/5/wyAEf+igZxApj8HQDN/yX/xQDzBuEAoQBBARH7xQFF/vf+RgZJAS0A2/Z7A6oDMgBV+/L6VQUjALz/ZgBWAYX+jv5+/LT9MQbxA2cEgvxE/GH+XwMPA1f8CgP9/Aj+twTCBZP7svdyAyj8hP98C/oAOvWF+e4HEQAa+3wDEP8A/839nQMp/h0A8gRm/BT4TARhCtYBovuh+eD9BgNwBxT+Lfj1/4cHsf6A+5v9ugRoAZj+vPy2/hAGYgNZ/TL5cP7/AF4ECACg/d3//v9tAJH8Xv2xAWADYQAI+ZL+UAPkA4ACh/rg/QUBkwL3ArcCRf54/aMB4QGZ/b8DtwRA/bT7pwD3AIACkP/Z/p78jP7SAIYAUgHFALX9r/3C/3ACOAIFAHL+4v6VAMAAQwK8AbkA1vvb/xMDswIV/9H/NgVz+2wANQLA/ur/Mv6AAbwAvv+sAPj9OgGi/4T/9v8bAoQBw/1KAcIBT/6I/BoAxQFZAZL7f/86Ar0Asf1v/woC0/2L/PcAvwBP/X0BlQDO/p3/PQFP/8v+BgGSAlcCaf+r/W4CHwPJ/KT+pQLQ/oT8QgKcBAX+EfsCAY4BpgDqAGEALfv8/YgDrQBi+7gBbgJM/QT83gANBQUCcfql+z8ClAPWAv7/7Ps8++IChwGi/xICOADy/Qb9BwOQAWj/rf9m/o/+JAFhBNsArv7k/p7+lf1LAooE7QBA/a/8Vv9QAX7/YAAiAOEBLABe/Q0BtgBYAWgBhP9a//4BBgQAAcH/af60/tICiwLC/jwCPwSc+1f7QgA6Avv/QgC3/lL7AgAaBM7+2frX/zwCFf/C/zsBov/w/5r/TP/q/8kCaQEK/3wAAgCHAYX/cQE7/2D+mwBfAZb/Gv4wAdQAWv6w/PT+1f4fABMAfwDb/zn+MP5oAQUBlv2X/+gCdQE1/5ABmQKu/mP+yv+3AJEC/wHqAK3/vv/N/xv9df60ALYCb//y//MA5f3G/dX+lACO/5YCmQG//5n/q/3x/mkALQGG/lAAlgGKARwBjv/w/Kn/BAKqAM0CFAMQ/yj8OgESAyX/of7EAeABpf3p/cQBmgCo/bv8rQBOA9v/GvyN/KsBQAMtABT9hv2pAHcBGv4k/poAzACi/rz+2gC2AG7/hP25/54CLgN3Adn9vv3SAOcBIwIyAZr+8P8PAiACRACu/pj9Vv/vAfMAJv8hAdsAbf4Z/47+lf6sAEMCV/+b/BID9wIS/U39B/5M/7oCOAXHAf38xf6+/yb+owEFBAcC9Pw//T0CFwXSAsr7ifka/IoDbQdaBVMAB/o++Qr8kAG6BWwDtP6O++b8WwI6A6D+dPsf/W8AMgPzBdAC5Pr0+K8AjwIeAW8DhgHb/Cb+tQPLARD/Xf/u/GP+KgXeBUD/N/yM/dv/JwIyA5b/hP2c/RL/BwPTAnX9nvtN/wIA9gGcBB4BJvmP+5AEvgMgACb/aPwX+8QCUge1AcL8df2L/Nb9GwJcBuABxfrN++MBZQPI/vf+mvxR/OsCuAjAAvD6e/x6/cb8BwFIBVgCNwEp/1L+lwC/AOD9yv28ALIDrwSfAnj9If1U/7v95f4yAvwDIAOR/zb9Gf1m/qD+dgAPA0ACAf/d/fn+IAD4AeoAVv+Q/Tv+AQL1BDID6/5g/Nb6eP96Bh8Ek/2A/T3/3fz//50GAwR1/LL3EPzqAwcIsgSw+2n3uPwsA00DJQGXAA7+X/pv/k4FuAbO/6X6EfkR/k4FEQdjAiT9lfuY/BwAtgMPBGkAxvt8/FsBgAGMAqEChP/r+0H80//8A/EDNP+9+5f8JgBBA+AERwDh+8n8GgC8ARgC6wIlAZz9Lv0P/wsCsAKl//H7Bf20AVIGIwIb+3b8uP8A/1D/SgWLBSAAz/wu/F7+JAE6BEwB/v0iAHsDUwHA/ET91f+VAMUAEgNeBKgBqvwX+3n89f3+AuoFPAKW+438qQDtAHf/RwDp/Qb/OQKiAqL/ov8qAgT+vvuT/30FigPx/Nf8KgI1AWL95/6sAO//df8RAA0AHAH2AKT+w/0y/kEA6wJsAXL/s/+Z/07+rv75AGkBowAsAD3/yQD5Ae0Aqvsk+tX+7AR6Be3/9/72/i/8Nvul/yUB/gKKBG4BpPwOAA0CE/6U+k38XQK9ByMHIf9j/ET9ZP2z+5T/ewSxBB0COP/I/bn+GQCQ//D85/y/AHsEdwSGAQT+WPsT/Ir91f5iA4EI5gOO/Ez7xv6uAWkAYv+2/2wDzgQkAR7/w/27+9H8oAH/BBEEPwDZ/X3+l/5h/ej96f8yACsBRwHN/7YASwCz+3H7aQB4A5ICIgEoAWUBlgFP/+X9U//F/3YAygF3ApMBwAB1/5r8Dv3l/ur/EAAWAbUBPAAXAMv/dvzk+jYAbQOqALv/4QCE/y3+l/9YAMr/AADRABsCeQILAtz+5/zz/x0DXAFA/1cAdP+i/psA+gLwAC39PPtK/B8ANwMmAyb+bvsn/jL/nv6lAasCVP7s/AwBawLpAZ0DNf8M+jj+mgY0Bn4B3ABU/qX7+f4RBHMDcADf/tX7yPwtAvcDfv/Q+/L7a/25AmQFggIe/WP6qfweAUUFmQRyACv8Afz//w0DeANSAcH9JP3w//QChANlAdD9xvt3/UkBEQKZAZ0ATP7k/Nv+OgJwAoMAYP/J/tH/TgNTA3j/dP0+/DH9wwIkBgIC6/0//Sr7ufw6AowE+AHz/DP7bv9NBPkBb/4z/gr+hf9UA9gC0gDBARwAvvwk/yIDdgBR/hL/Q/9gAHkCDQKL/3X+8PxI/K7+DgKbAp0AYP66/U//oABpAPH+q/4WAIkAgwErA+0BOACa/sj84/2nApoFlAFd/6X/Gf8fAPMAKP/W/W7/T/9e/qMA0AHV/zn+PP0K/CH/nALqAZT/h/9m/8v+/wCGAgABf/8wAAkBBQJHBTkF9wAu/ZP9qP80ARADmQE1/iX9HP5l/6j/vP/s/dn6KftzABgE1gGo/Vr8yfwh/04C/gLOAaYAaf9FALIDoAOCAO//wv6b/o0BNARTBFn8l/ns/MH/2v+jAEcD+f8C/lf/swDe/1AAGQBb/iwAzwODBDEBF/2T+lf87QA6AwsCiP9Y/cb8rf6gAHgAQP86/xUBawFwALAA8wFhADX+6/4cASoCGwIdAOz9lf3l/lMAnwF9AT4A0f/m/4cB3wHk/2v7AP90AvYBFALwAVgAyftP/aT+BwCmAY4BhP9C/tj/jAA2AI/+Dv5c/QH/9gAqAeQCvALn/z78mPuL/0kCkQM0A5H/H/4s/xIBYAFYAAEACAA/APz/UgGtAgMBfv0L/Rn//QA7AzUC2v3D+9/9UwDqAFkBWwC6/j/+tP44AF4BrADF/kL+FwC0AQ8CqAETALT+3/4/AGYBLQKBAfj/DP/Q/kf/ZABJAYX/ff3W/fX/YABg/zj/y/7r/VL+BQBiAf8AKf9k/rX/dwJ3AuIAMgFjAdH//v6XAKABLgFD/3n+Yv/zANMBjwCH/fz8e//uAE8BaQFgAPb+jf9aAJn/8P4TABoATP8+AMQB0AHa/6v9F/46/5n/YQDaAGcAPABeAFAATQCpAHMAiP9W/20A/AH/AZUAgv8+//H+Zv9K/yT/MgC3AJQAfAA+AP3+f/5//nn++/6CAMUApv+E/83/XgBdANT/Kf/t/8oBvAH/AO4AeAGKAYYAqf/D/gz////OAEMBzwAcAED///3e/GT+lQCwAKb/ff9HAHcBxQBd/mH9z/5FAJIA9AAMAacAbP89//n/kQCDAPL/Xf+Z/+QA8AE9Aaz/Yv/y/1sATQBkAB8A6v/p//D/EAAdAPb/Ev/t/uP/oAB1AEsA9v9o/8v/LwA5ANUAuQCT/1D/OACtAAIAZf9//9v/vP/n/+b/Df+2/hb/sP87AHYAFwCK/5//HQDz/5H/wf/R/zYAfgBNANP/cv+5/8sAuwEZAbD/pv+qALEAPgDeAHUB3AAUABkA/wAHAQQAN/+Z/5UAwwBRAKL/Pf8A/+L+cv8OAF3/pf4G/2//ff+K/6n/KP+V/gb/FwDXAMAA0/9a/+T/IwA+AIwAywB2AE0AxQADAY8A//+m/6n/gwD/AFoA6v9RAC0Apf+I/9H/GgDt/8f/vP9RACcBhQB6/3f/7/8ZAAAABQAmAEQA+P9R/4f/QQAUAHT/mf+s/7X/hQDYAAEAoP9LAFQA3f/4/7z/Tf+z/2QAKQCa/63/xP8y/zj/9f9UAIkAUwDt/ykAlABaANj/EwCeAMgAwwB7AA4A6f/K/5z/OADlAHIAuf/B//z/3v+5/5n/JP8S/+H/dgArAHv/H/81/1n/eP/Y/0oAMgD//woA7f/T/8r/gf+L/zMA6ADiAHwAYQBWAN3/Yv/b/6AAvwCJAIEAeAArANr/n/9//wUAngCaAIUAdgDt/1r/yP8sANj/v/8RAAIA4//b/6//aP9U/7j/5//w/yAA///R/9j/1//7/wUACwAIAPX/HwBeADYAzv99/5n/+P8IAPn/FwAzAAQA0/8BAEEALAAAAO//FgCUAPMAuQAaALn/wf+t/6r/KACOAFoAKQAmAOz/8P8jAMj/a//K/xEA8/8BACwA/v/Y////dP8v/9r/OwAlABoABQC//4H/5v9kAGoAHAB9/5P/kQD6AIYA5P++//7/NgBIAA4Axf/H/97/+/9qAOsApACT/xj/n/8iAJIAcwDE/4j/+f8pAMT/b/8o/87+Mv8UAF4ADQC5/4X/Ov9N/yIArQCkAFgALACJANIAUQDH/8X/JQCdAOQABQG8AGQAPAAjADAAIwD4/+D/AQAzAEIADgDK/33/Yv+s/+D/0f+v/8v/7//s/7L/l/96/3j/8/85ACsAMwAzAOT/0/8IAAIAsv+d/xQAbQCgAJIAx/8x/6L/RAB/AGAACgDO/xwAWgATANv/u/+s/83/MgCMAF0A8v/F/8j/yv8ZADkAzf+g/woAXQBKABwADgD1/+f/tf+R/83/CwABAMX/yv+O/0P/Ov9Q/3X/k/+z/8T/0f/e/9X/wf/N/93/zv/p/1gAkQBzABoA4f8mAGwAlwC2AL8AvwCaAIsAggBsAEoAMABUAHIAjwCbAFEA9v/F/5D/lP/s/ywA8P+f/5H/rP+y/6b/r/+m/5D/pf+z/9r/9f+//3T/i//d/xQAIgAfAAQA+/8WADsASgBCACYAJQA/AD8AQgAWAPb/SgB2AEoAGQANAAAA+f8NABAA7P+t/8r/IAArAP7/xP+t/7X/uP/4/x0AGQD4/+P/AQAdAPP/eP9u/83/HwAzACYA+P+p/6j/oP+v/9X/4/8tAEgAHADy/6b/a/9A/0z/tf/8/w0Azv+X/9D/KQA7AAQA6v8gAHAApAChAIYATgANABkARACCAKoAbQAtAEsAmAB8ACgA7//O//b/VgBsACgA1//d/w4AEQD5/8r/qf/Q/yIANgANALP/b/+F////ggBqAPD/mf+y/xcAewB4AAsAxP+2/+n/XQBmAKr/KP+U/00AfABIAOP/bP9E/7n/VABkABwA0P+X/9P/OwBOACUA2/+d/83/aQCqADMAwf+4/7j/qv/n/z4AOAD8/woAEQAKAAsAzf+g/77/4P/b/9D/6f/v/9X/yP+t/6r/DgCeALQAPgD7//P/yP///1MAPwAtAB8AIABzAMUAfgDL/5b/0/8NAD4AVwAXAGb/af/b/xkAKwABAIv/If94/xYAMAD8/5//Rv94/yMAlQBvAPj/tf/N/xwAbABWAAQAxf/F//j/TQB4ADIABQD+/ywAdgBvABoAzf/d//7/FAA+ACMA/v8AACIAPwBQAEoAIwDX/+n/MwBEACwA8v/B/7//AgBQAEoAFwDy//P/FwBzAH8ASgAFAMT/o//m/y0ACgDE/4X/Wv+W//b/8v+z/5b/kP+t/woARQAUAMT/r//t/yIASgAcAND/x//n/wsACwAAAL//kf+7/+b/+f8BABEA9v/Y/w0ALQAZAAoACAD7/+f//v8OACYANgAaAAUAAQAcAEgASwAjAPn/+P8EAB8AJgAdABEACgA8AFgATgA+ABYA+/8QAPL/0//V/wQACwC4/7D/zf/h/wIACADm/9D/8v8lAFsAUwAdANv/4f8WACUAFwD///D/8/8LACsASgAjAOf/8/8QAB8ANQArAAIA//8cACUA///w/+f/0f/m/xwAOAATAPD///8fACUALwA2ABwA+f/4//n/DQAfAOH/wv/e/wIABQDw/9T/rP+N/6P/yP/K/6n/Y/93/7//AQAmAAIAk/9R/7j/PABKACIA8/+q/7z/KQBzAEUA9f+8/5T/5v9YAGkA//90/27/yP84AGEAJgDe/8L/4/8wAGQASgACAMr/4P8vAHMAlwBEAM3/x/88AJgAngBmAAAA2/8EAEsAbwBBAPn/yP/g/ysAYQBjACMA1//E/8L/5/8TAP7/u/+p//D/DQANAAgA4f+z/+f/RQCFAIMARQAXAPv/FwBTAFAACADd/8T/yP8gAG0AOwC2/33/hf/I/x8AQQDy/3v/dP/B/zMASAAXANj/mv+w/wcAeQBXAOn/tv+///X/RwBWANv/e/+d/wcAQQBTACAArP94/7z/IwANAM7/qP+W/7v/7f8RAAUAzv+4/7L/zf8HACAAAADQ/9H/7/8iAEgARAA2ADYAOQApAA4AKQBqAE0AFADq/83/6f8aADAAEwD1/+D/7P8TAA4A8P/T/7D/pf/w/zsAMgD5/+P/BwApAFQAYAAwAPX///9KAGkAVwBUABQA4f8FAEcAQgAUAPz/+/8NABAA5//g/+T/6v8LABoAFAALAAIA8P8CACgAGgD4//P/8//v/xYANQAgAAgAFgAWAAQA9f/7//P/0P/X//v/1/+v/7X/rf+l/8T/1P/I/97/8P/e/9D/2v/b/+T/7f/7////BwD1/+r/EAANAPb//P8EAPz//P8lACkADQAfAAgACAAWABMAEQAFAA0A7P/7/xEACwD8/9H/8v8WAAoA7f/b/9r/yv/m/xkAKQAcAAIA//8IACMAJgAOAOH/2P/z/wIAFwAAAMX/zv/8/xMAIgAaAAUA7//8/xEAGQAZAOr/1P+7/9r/CAAUACkABQDz/wAADgATAA0ABAAKAAgADgAgACAAHAAUAAgAEAANAPL///8CAP//AQDn/+r/7//4//L/7/8RACkAFgDm/+P/9v/t//D/8P/7/+z/3f/T/9r/BwARABQA///1//b///8FAPn/3f/Y/9r/BQArABkA/P/p/+b/7P8HABAAuf+i/9D/7P/y/w==\" type=\"audio/wav\" />\n",
              "                    Your browser does not support the audio element.\n",
              "                </audio>\n",
              "              "
            ],
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ]
          },
          "execution_count": 197,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "n_fft = 1024  # Size of FFT windows (in realtà avremo il doppio di windows perché di default si muove di mezza windows)\n",
        "n_mels = 32   # Number of filters\n",
        "sample_rate = 16000\n",
        "\n",
        "mel_spectrogram = torchaudio.transforms.MelSpectrogram(\n",
        "    sample_rate=sample_rate,\n",
        "    n_fft=n_fft,\n",
        "    n_mels=n_mels,\n",
        "    normalized=True)\n",
        "\n",
        "# Show one example.\n",
        "index = 1100\n",
        "features = mel_spectrogram(train_set[index][0])\n",
        "print(features.shape)\n",
        "plt.figure(dpi=120)\n",
        "plt.imshow(features[0].cpu(), cmap=\"hot\")\n",
        "plt.colorbar()\n",
        "plt.show()\n",
        "print(train_set[index][2])\n",
        "ipd.Audio(train_set[index][0].numpy(), rate=sample_rate)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "9PM3oOtDR7zK"
      },
      "source": [
        "### Data loaders\n",
        "\n",
        "Data loaders are used to manage samples. Since the original collate function caused the spectrograms to be retrieved again every time a different model was trained, it has not be used as it is in the next cell. Spectrograms have been pre-computed and saved: this removed the CPU bottleneck (since computations in the collate function are CPU-bound) during training and allowed the GPU to perform at its best, without being limited by data loading and preprocessing."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 198,
      "metadata": {
        "id": "aqpmcE6KKgH9"
      },
      "outputs": [],
      "source": [
        "LENGTH = 32  # Lenght of the features in the time dimension.\n",
        "BATCH_SIZE = 100\n",
        "\n",
        "# the collate function returns the tensors representing the batches of data\n",
        "def collate_fn(batch):\n",
        "    features = []\n",
        "    labels = []\n",
        "    for item in batch:\n",
        "        waveform = item[0]\n",
        "        # make sure that the time lenght is always LENGTH\n",
        "        f = mel_spectrogram(waveform)\n",
        "        if f.shape[2] > LENGTH:         # truncate if too long\n",
        "            f = f[:, :, :LENGTH]\n",
        "        elif f.shape[2] < LENGTH:       # pad if too short\n",
        "            f = torch.nn.functional.pad(f, (0, LENGTH - f.shape[2]))\n",
        "        features.append(f)\n",
        "        label = command_index[item[2]]\n",
        "        labels.append(label)\n",
        "    features = torch.stack(features, 0)\n",
        "    labels = torch.tensor(labels)\n",
        "    return features, labels\n",
        "\n",
        "# the batch contains both features and labels\n",
        "# important to shuffle training\n",
        "# train_loader = torch.utils.data.DataLoader(train_set, batch_size=BATCH_SIZE, collate_fn=collate_fn, shuffle=True, num_workers=12)\n",
        "# test_loader = torch.utils.data.DataLoader(test_set, batch_size=BATCH_SIZE, collate_fn=collate_fn, shuffle=False, num_workers=12)\n",
        "\n",
        "# batch = next(iter(train_loader))\n",
        "# print(batch[0].shape, batch[1].shape)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 199,
      "metadata": {},
      "outputs": [],
      "source": [
        "# Pre-compute mel spectrograms\n",
        "# this is done so that when the model is trained multiple times, \n",
        "# the collate function is not called every time (it would compute the \n",
        "# same spectrograms multiple times)\n",
        "def compute_and_save_spectrograms(dataset, filename=\"data.pt\"):\n",
        "    features = []\n",
        "    labels = []\n",
        "    for item in dataset:\n",
        "        waveform = item[0]\n",
        "        # make sure that the time lenght is always LENGTH\n",
        "        f = mel_spectrogram(waveform)\n",
        "        if f.shape[2] > LENGTH:         # truncate if too long\n",
        "            f = f[:, :, :LENGTH]\n",
        "        elif f.shape[2] < LENGTH:       # pad if too short\n",
        "            f = torch.nn.functional.pad(f, (0, LENGTH - f.shape[2]))\n",
        "        features.append(f)\n",
        "        label = command_index[item[2]]\n",
        "        labels.append(label)\n",
        "    features = torch.stack(features, 0)\n",
        "    labels = torch.tensor(labels)\n",
        "    # Save features and labels\n",
        "    torch.save({'features': features, 'labels': labels}, filename)\n",
        "\n",
        "compute_and_save_spectrograms(train_set, \"train.pt\")\n",
        "compute_and_save_spectrograms(test_set, \"test.pt\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 200,
      "metadata": {},
      "outputs": [],
      "source": [
        "# Now, the loaders are initialized with the pre-computed spectrograms\n",
        "train_data = torch.load(\"train.pt\")\n",
        "test_data = torch.load(\"test.pt\")\n",
        "\n",
        "train_dataset_precomputed = torch.utils.data.TensorDataset(train_data['features'], train_data['labels'])\n",
        "test_dataset_precomputed = torch.utils.data.TensorDataset(test_data['features'], test_data['labels'])\n",
        "\n",
        "train_loader = torch.utils.data.DataLoader(train_dataset_precomputed, batch_size=BATCH_SIZE, shuffle=True, num_workers=12)\n",
        "test_loader = torch.utils.data.DataLoader(test_dataset_precomputed, batch_size=BATCH_SIZE, shuffle=False, num_workers=12)\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "jJD4z68ESzBu"
      },
      "source": [
        "### Neural Networks\n",
        "\n",
        "First try is a simple mlp with 1 hidden layer with 64 neurons."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 201,
      "metadata": {
        "id": "K9JzUBbSSIRr"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Number of parameters: 67875\n"
          ]
        }
      ],
      "source": [
        "net = torch.nn.Sequential(\n",
        "    torch.nn.Flatten(),  # [B, 1, n_mels, LENGTH]  ->  [B, n_mels * LENGTH]\n",
        "    torch.nn.Linear(LENGTH * n_mels, 64),\n",
        "    torch.nn.ReLU(),\n",
        "    torch.nn.Linear(64, len(commands))\n",
        ")\n",
        "net.to(DEVICE)\n",
        "\n",
        "ps = sum(p.numel() for p in net.parameters())\n",
        "print(f\"Number of parameters: {ps}\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "O-gsSDWvUHWA"
      },
      "source": [
        "### Training loop\n",
        "\n",
        "Stochastic gradient descent with momentum has been used."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 202,
      "metadata": {},
      "outputs": [],
      "source": [
        "def train(model, train_loader, epochs=10, lr=1e-2, momentum=0.9, filename=\"speech_commands.pt\", plotting=False, verbose=True):\n",
        "    loss_fun = torch.nn.CrossEntropyLoss()\n",
        "    optimizer = torch.optim.SGD(model.parameters(), lr=lr, momentum=momentum)\n",
        "    step = 0\n",
        "\n",
        "    steps = []\n",
        "    accuracies = []\n",
        "    losses = []\n",
        "\n",
        "    for epoch in range(epochs):\n",
        "        for features, labels in train_loader:\n",
        "            features = features.to(DEVICE)\n",
        "            labels = labels.to(DEVICE)\n",
        "            optimizer.zero_grad()\n",
        "            logits = model(features)\n",
        "            loss = loss_fun(logits, labels)\n",
        "            loss.backward()\n",
        "            optimizer.step()\n",
        "            step += 1\n",
        "            if step % 1000 == 0:\n",
        "                predictions = torch.argmax(logits, dim=1)\n",
        "                accuracy = (predictions == labels).float().mean()\n",
        "                steps.append(step)\n",
        "                accuracies.append(accuracy.item())\n",
        "                losses.append(loss.item())\n",
        "                if verbose:\n",
        "                    print(f\"Epoch {epoch} step {step} loss {loss.item():.4f} acc. {accuracy * 100:.1f}%\")\n",
        "    torch.save(model.state_dict(), filename)\n",
        "\n",
        "    if plotting:\n",
        "        plt.figure(figsize=(8, 5))\n",
        "        fig, ax1 = plt.subplots(figsize=(8, 5))\n",
        "        set1 = cm.get_cmap('Set1')\n",
        "        color = set1(2)\n",
        "        ax1.set_xlabel(\"Iterations\")\n",
        "        ax1.set_ylabel(\"Accuracy\", color=color,  fontsize=14)\n",
        "        ax1.plot(steps, accuracies, label=\"Accuracy\", color=color, linewidth=2)\n",
        "        ax1.tick_params(axis='y', labelcolor=color)\n",
        "        ax1.set_ylim(0, 1)  # accuracy between 0 and 1\n",
        "\n",
        "        ax2 = ax1.twinx()  # instantiate a second axes that shares the same x-axis\n",
        "\n",
        "        color = set1(1)\n",
        "        ax2.set_ylabel(\"Loss\", color=color,  fontsize=14)\n",
        "        ax2.plot(steps, losses, label=\"Loss\", color=color, linewidth=2)\n",
        "        ax2.tick_params(axis='y', labelcolor=color)\n",
        "\n",
        "        fig.tight_layout()\n",
        "        plt.title(\"Accuracy and Loss over Iterations\")\n",
        "        plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 203,
      "metadata": {
        "id": "R9W2VNmBSjPi"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Epoch 1 step 1000 loss 3.1421 acc. 11.0%\n",
            "Epoch 2 step 2000 loss 2.6750 acc. 28.0%\n",
            "Epoch 3 step 3000 loss 2.6697 acc. 33.0%\n",
            "Epoch 4 step 4000 loss 2.4129 acc. 35.0%\n",
            "Epoch 5 step 5000 loss 2.1823 acc. 34.0%\n",
            "Epoch 7 step 6000 loss 2.2090 acc. 40.0%\n",
            "Epoch 8 step 7000 loss 2.0406 acc. 52.0%\n",
            "Epoch 9 step 8000 loss 2.1857 acc. 36.0%\n",
            "Epoch 10 step 9000 loss 2.2129 acc. 43.0%\n",
            "Epoch 11 step 10000 loss 2.1103 acc. 40.0%\n",
            "Epoch 12 step 11000 loss 2.5016 acc. 28.0%\n",
            "Epoch 14 step 12000 loss 1.7477 acc. 50.0%\n",
            "Epoch 15 step 13000 loss 2.3369 acc. 45.0%\n",
            "Epoch 16 step 14000 loss 2.1151 acc. 42.0%\n",
            "Epoch 17 step 15000 loss 1.8046 acc. 44.0%\n",
            "Epoch 18 step 16000 loss 2.1453 acc. 40.0%\n",
            "Epoch 20 step 17000 loss 1.9101 acc. 53.0%\n",
            "Epoch 21 step 18000 loss 1.9978 acc. 40.0%\n",
            "Epoch 22 step 19000 loss 2.0127 acc. 50.0%\n",
            "Epoch 23 step 20000 loss 1.8793 acc. 48.0%\n",
            "Epoch 24 step 21000 loss 1.9755 acc. 47.0%\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "/tmp/ipykernel_625190/1057436542.py:33: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed in 3.11. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap()`` or ``pyplot.get_cmap()`` instead.\n",
            "  set1 = cm.get_cmap('Set1')\n"
          ]
        },
        {
          "data": {
            "text/plain": [
              "<Figure size 800x500 with 0 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 800x500 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "train(net, train_loader, epochs=25, lr=1e-2, momentum=0.9, plotting=True)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "5NKkePRZUVtN"
      },
      "source": [
        "### Evaluation (test set)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 204,
      "metadata": {
        "id": "ddLLGaTgVcPU"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Accuracy: 38.5%\n"
          ]
        }
      ],
      "source": [
        "def test(model, test_loader):\n",
        "    ok = 0\n",
        "    tot = 0\n",
        "\n",
        "    for features, labels in test_loader:\n",
        "        features = features.to(DEVICE)\n",
        "        labels = labels.to(DEVICE)\n",
        "        with torch.no_grad():       # no grad used because in test no backpropagation\n",
        "            logits = model(features)\n",
        "        predictions = torch.argmax(logits, dim=1)\n",
        "        ok += (predictions == labels).long().sum()\n",
        "        tot += len(labels)\n",
        "\n",
        "    print(f\"Accuracy: {(ok / tot) * 100:.1f}%\")\n",
        "\n",
        "test(net, test_loader)\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "V2xKf07jUo0l"
      },
      "source": [
        "### Confusion matrix\n",
        "\n",
        "A normalized confusion matrix is computed and plotted"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 205,
      "metadata": {
        "id": "IWNytn3-Uf_V"
      },
      "outputs": [],
      "source": [
        "def make_confusion_matrix(model, test_loader):\n",
        "    # Create a confusion matrix\n",
        "    cm = torch.zeros(len(commands), len(commands), dtype=int)\n",
        "\n",
        "    for features, labels in test_loader:\n",
        "        features = features.to(DEVICE)\n",
        "        labels = labels.to(DEVICE)\n",
        "        with torch.no_grad():           # no grad used because in test no backpropagation\n",
        "            logits = model(features)\n",
        "        predictions = torch.argmax(logits, dim=1)\n",
        "    \n",
        "        # Basically I have a unique code for each pair (label, prediction)\n",
        "        # Then with bincount I count the occurences of the particular pair\n",
        "        # Finally with hist.view I reshape to be a square matrix\n",
        "        codes = labels * len(commands) + predictions\n",
        "        hist = torch.bincount(codes.cpu(), minlength=len(commands) ** 2)\n",
        "        cm += hist.view(len(commands), len(commands))\n",
        "\n",
        "    cm = cm / cm.sum(1).unsqueeze(1)  # Normalization\n",
        "    return cm\n",
        "\n",
        "def plot_confusion_matrix(model, test_loader):\n",
        "    cm = make_confusion_matrix(model, test_loader)\n",
        "    plt.figure(figsize=(13,13), dpi=300)\n",
        "    plt.imshow(cm.numpy(), cmap=\"Blues\")\n",
        "    plt.xticks(range(len(commands)), commands, rotation=90)\n",
        "    plt.yticks(range(len(commands)), commands)\n",
        "    plt.title(\"Confusion matrix\")\n",
        "    plt.colorbar()\n",
        "    plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 206,
      "metadata": {
        "id": "eQ85CmOCWNSt"
      },
      "outputs": [
        {
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            "text/plain": [
              "<Figure size 3900x3900 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "plot_confusion_matrix(net, test_loader)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "8kkxmnV2TSGp"
      },
      "source": [
        "### Normalization\n",
        "\n",
        "Intance normalization 2D is used firts"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 207,
      "metadata": {
        "id": "Q-RBlFKLTQnV"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Number of parameters: 67875\n"
          ]
        }
      ],
      "source": [
        "# Include instance normalization in the definition of the network and retrain it.\n",
        "\n",
        "net_normalized_instance = torch.nn.Sequential(\n",
        "    torch.nn.InstanceNorm2d(1), \n",
        "    torch.nn.Flatten(),  # [B, 1, n_mels, LENGTH]  ->  [B, n_mels * LENGTH]\n",
        "    torch.nn.Linear(LENGTH * n_mels, 64),\n",
        "    torch.nn.ReLU(),\n",
        "    torch.nn.Linear(64, len(commands))\n",
        ")\n",
        "net_normalized_instance.to(DEVICE)\n",
        "\n",
        "ps = sum(p.numel() for p in net_normalized_instance.parameters())\n",
        "print(f\"Number of parameters: {ps}\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 208,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Epoch 1 step 1000 loss 2.1218 acc. 39.0%\n",
            "Epoch 2 step 2000 loss 1.8302 acc. 43.0%\n",
            "Epoch 3 step 3000 loss 1.6860 acc. 49.0%\n",
            "Epoch 4 step 4000 loss 1.7092 acc. 50.0%\n",
            "Epoch 5 step 5000 loss 1.6239 acc. 50.0%\n",
            "Epoch 7 step 6000 loss 1.3857 acc. 54.0%\n",
            "Epoch 8 step 7000 loss 1.4839 acc. 51.0%\n",
            "Epoch 9 step 8000 loss 1.9359 acc. 49.0%\n",
            "Epoch 10 step 9000 loss 1.3219 acc. 67.0%\n",
            "Epoch 11 step 10000 loss 1.4949 acc. 54.0%\n",
            "Epoch 12 step 11000 loss 1.2436 acc. 63.0%\n",
            "Epoch 14 step 12000 loss 1.2910 acc. 58.0%\n",
            "Epoch 15 step 13000 loss 1.2989 acc. 59.0%\n",
            "Epoch 16 step 14000 loss 1.2283 acc. 55.0%\n",
            "Epoch 17 step 15000 loss 1.2476 acc. 59.0%\n",
            "Epoch 18 step 16000 loss 1.2359 acc. 56.0%\n",
            "Epoch 20 step 17000 loss 1.2603 acc. 63.0%\n",
            "Epoch 21 step 18000 loss 1.2543 acc. 60.0%\n",
            "Epoch 22 step 19000 loss 1.3725 acc. 63.0%\n",
            "Epoch 23 step 20000 loss 1.1498 acc. 62.0%\n",
            "Epoch 24 step 21000 loss 1.2312 acc. 63.0%\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "/tmp/ipykernel_625190/1057436542.py:33: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed in 3.11. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap()`` or ``pyplot.get_cmap()`` instead.\n",
            "  set1 = cm.get_cmap('Set1')\n"
          ]
        },
        {
          "data": {
            "text/plain": [
              "<Figure size 800x500 with 0 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 800x500 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "train(net_normalized_instance, train_loader, epochs=25, lr=1e-3, momentum=0.99, plotting=True)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 209,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Accuracy: 51.6%\n"
          ]
        }
      ],
      "source": [
        "test(net_normalized_instance, test_loader)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "_paGN1ESd-Dx"
      },
      "source": [
        "## Feature normalization comparison\n",
        "\n",
        "The instance normalization used before is compared with: \n",
        "* L2 and L1 instance normalizations\n",
        "* mean-var global normalization\n",
        "* global whitening\n",
        "* batch normalization\n",
        "\n",
        "L2 and L1 instance and batch are implemented as custom layers. Global Mean-Var and Whitening are pre-applied to the whole dataset."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 210,
      "metadata": {
        "id": "r5UybZafYI8A"
      },
      "outputs": [],
      "source": [
        "class InstanceL1Norm(torch.nn.Module):\n",
        "    def __init__(self, eps=1e-15):\n",
        "        super().__init__()\n",
        "        self.eps = eps\n",
        "\n",
        "    def forward(self, x):\n",
        "        # x: [B, C, H, W]\n",
        "        return torch.nn.functional.normalize(x, p=1, dim=(2, 3), eps=self.eps)  # L1 normalization\n",
        "    \n",
        "class InstanceL2Norm(torch.nn.Module):\n",
        "    def __init__(self, eps=1e-15):\n",
        "        super().__init__()\n",
        "        self.eps = eps\n",
        "\n",
        "    def forward(self, x):\n",
        "        # x: [B, C, H, W]\n",
        "        return torch.nn.functional.normalize(x, p=2, dim=(2, 3), eps=self.eps)  # L2 normalization\n",
        "    \n",
        "def meanvar_norm(Xtrain, Xtest):\n",
        "    # mean and variance normalization\n",
        "    mean = Xtrain.mean(dim=(0, 2, 3), keepdim=True)\n",
        "    std = Xtrain.std(dim=(0, 2, 3), keepdim=True)\n",
        "    Xtrain = (Xtrain - mean) / std\n",
        "    Xtest = (Xtest - mean) / std\n",
        "    return Xtrain, Xtest\n",
        "\n",
        "def whitening_norm(Xtrain, Xtest):\n",
        "    # whitening normalization\n",
        "    X_flat = Xtrain.view(Xtrain.shape[0], -1)\n",
        "    X_test_flat = Xtest.view(Xtest.shape[0], -1)\n",
        "    mean = X_flat.mean(dim=0, keepdim=True)\n",
        "    sigma = torch.cov(X_flat.T)\n",
        "    evals, evecs = torch.linalg.eigh(sigma)\n",
        "    w = evecs / torch.sqrt(evals)\n",
        "    X_flat = (X_flat - mean) @ w\n",
        "    X_test_flat = (X_test_flat - mean) @ w\n",
        "    Xtrain = X_flat.view(Xtrain.shape)\n",
        "    Xtest = X_test_flat.view(Xtest.shape)\n",
        "    return Xtrain, Xtest"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 211,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Number of parameters: 67875\n",
            "Epoch 1 step 1000 loss 3.4864 acc. 9.0%\n",
            "Epoch 2 step 2000 loss 3.2452 acc. 6.0%\n",
            "Epoch 3 step 3000 loss 3.0170 acc. 13.0%\n",
            "Epoch 4 step 4000 loss 2.9918 acc. 18.0%\n",
            "Epoch 5 step 5000 loss 2.7744 acc. 12.0%\n",
            "Epoch 7 step 6000 loss 2.8221 acc. 18.0%\n",
            "Epoch 8 step 7000 loss 2.9119 acc. 12.0%\n",
            "Epoch 9 step 8000 loss 2.8196 acc. 16.0%\n",
            "Epoch 10 step 9000 loss 2.7783 acc. 15.0%\n",
            "Epoch 11 step 10000 loss 2.6376 acc. 17.0%\n",
            "Epoch 12 step 11000 loss 2.7104 acc. 25.0%\n",
            "Epoch 14 step 12000 loss 2.7030 acc. 26.0%\n",
            "Epoch 15 step 13000 loss 2.4974 acc. 28.0%\n",
            "Epoch 16 step 14000 loss 2.5537 acc. 27.0%\n",
            "Epoch 17 step 15000 loss 2.5657 acc. 23.0%\n",
            "Epoch 18 step 16000 loss 2.5633 acc. 27.0%\n",
            "Epoch 20 step 17000 loss 2.5295 acc. 26.0%\n",
            "Epoch 21 step 18000 loss 2.5243 acc. 27.0%\n",
            "Epoch 22 step 19000 loss 2.4398 acc. 22.0%\n",
            "Epoch 23 step 20000 loss 2.6359 acc. 24.0%\n",
            "Epoch 24 step 21000 loss 2.5765 acc. 19.0%\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "/tmp/ipykernel_625190/1057436542.py:33: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed in 3.11. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap()`` or ``pyplot.get_cmap()`` instead.\n",
            "  set1 = cm.get_cmap('Set1')\n"
          ]
        },
        {
          "data": {
            "text/plain": [
              "<Figure size 800x500 with 0 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 800x500 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Accuracy: 24.1%\n"
          ]
        }
      ],
      "source": [
        "# L1 Net\n",
        "net_normalized_instance_L1 = torch.nn.Sequential(\n",
        "    InstanceL1Norm(), \n",
        "    torch.nn.Flatten(),  # [B, 1, n_mels, LENGTH]  ->  [B, n_mels * LENGTH]\n",
        "    torch.nn.Linear(LENGTH * n_mels, 64),\n",
        "    torch.nn.ReLU(),\n",
        "    torch.nn.Linear(64, len(commands))\n",
        ")\n",
        "net_normalized_instance_L1.to(DEVICE)\n",
        "\n",
        "ps = sum(p.numel() for p in net_normalized_instance_L1.parameters())\n",
        "print(f\"Number of parameters: {ps}\")\n",
        "\n",
        "train(net_normalized_instance_L1, train_loader, epochs=25, lr=1e-2, momentum=0.99, plotting=True)\n",
        "test(net_normalized_instance_L1, test_loader)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 212,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Number of parameters: 67875\n",
            "Epoch 1 step 1000 loss 2.6500 acc. 19.0%\n",
            "Epoch 2 step 2000 loss 2.3972 acc. 34.0%\n",
            "Epoch 3 step 3000 loss 2.4855 acc. 26.0%\n",
            "Epoch 4 step 4000 loss 1.9903 acc. 40.0%\n",
            "Epoch 5 step 5000 loss 2.0622 acc. 42.0%\n",
            "Epoch 7 step 6000 loss 1.9484 acc. 50.0%\n",
            "Epoch 8 step 7000 loss 1.9338 acc. 37.0%\n",
            "Epoch 9 step 8000 loss 1.7992 acc. 46.0%\n",
            "Epoch 10 step 9000 loss 1.8310 acc. 50.0%\n",
            "Epoch 11 step 10000 loss 1.7000 acc. 48.0%\n",
            "Epoch 12 step 11000 loss 1.7240 acc. 47.0%\n",
            "Epoch 14 step 12000 loss 1.5527 acc. 54.0%\n",
            "Epoch 15 step 13000 loss 1.7413 acc. 45.0%\n",
            "Epoch 16 step 14000 loss 1.7186 acc. 51.0%\n",
            "Epoch 17 step 15000 loss 1.7685 acc. 38.0%\n",
            "Epoch 18 step 16000 loss 1.7307 acc. 55.0%\n",
            "Epoch 20 step 17000 loss 1.3108 acc. 59.0%\n",
            "Epoch 21 step 18000 loss 1.4664 acc. 54.0%\n",
            "Epoch 22 step 19000 loss 1.6385 acc. 51.0%\n",
            "Epoch 23 step 20000 loss 1.8205 acc. 45.0%\n",
            "Epoch 24 step 21000 loss 1.4781 acc. 54.0%\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "/tmp/ipykernel_625190/1057436542.py:33: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed in 3.11. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap()`` or ``pyplot.get_cmap()`` instead.\n",
            "  set1 = cm.get_cmap('Set1')\n"
          ]
        },
        {
          "data": {
            "text/plain": [
              "<Figure size 800x500 with 0 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 800x500 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Accuracy: 46.8%\n"
          ]
        }
      ],
      "source": [
        "# L2 Net\n",
        "net_normalized_instance_L2 = torch.nn.Sequential(\n",
        "    InstanceL2Norm(), \n",
        "    torch.nn.Flatten(),  # [B, 1, n_mels, LENGTH]  ->  [B, n_mels * LENGTH]\n",
        "    torch.nn.Linear(LENGTH * n_mels, 64),\n",
        "    torch.nn.ReLU(),\n",
        "    torch.nn.Linear(64, len(commands))\n",
        ")\n",
        "net_normalized_instance_L2.to(DEVICE)\n",
        "\n",
        "ps = sum(p.numel() for p in net_normalized_instance_L2.parameters())\n",
        "print(f\"Number of parameters: {ps}\")\n",
        "\n",
        "train(net_normalized_instance_L2, train_loader, epochs=25, lr=1e-2, momentum=0.99, plotting=True)\n",
        "test(net_normalized_instance_L2, test_loader)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 213,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Number of parameters: 67875\n",
            "Epoch 1 step 1000 loss 3.0302 acc. 21.0%\n",
            "Epoch 2 step 2000 loss 2.7794 acc. 29.0%\n",
            "Epoch 3 step 3000 loss 2.6397 acc. 28.0%\n",
            "Epoch 4 step 4000 loss 2.6141 acc. 25.0%\n",
            "Epoch 5 step 5000 loss 2.2515 acc. 30.0%\n",
            "Epoch 7 step 6000 loss 1.9443 acc. 47.0%\n",
            "Epoch 8 step 7000 loss 2.0959 acc. 40.0%\n",
            "Epoch 9 step 8000 loss 2.1927 acc. 37.0%\n",
            "Epoch 10 step 9000 loss 2.3108 acc. 33.0%\n",
            "Epoch 11 step 10000 loss 2.3668 acc. 36.0%\n",
            "Epoch 12 step 11000 loss 2.0142 acc. 41.0%\n",
            "Epoch 14 step 12000 loss 2.2369 acc. 33.0%\n",
            "Epoch 15 step 13000 loss 1.9050 acc. 43.0%\n",
            "Epoch 16 step 14000 loss 2.0626 acc. 41.0%\n",
            "Epoch 17 step 15000 loss 1.7619 acc. 53.0%\n",
            "Epoch 18 step 16000 loss 2.0683 acc. 44.0%\n",
            "Epoch 20 step 17000 loss 1.9671 acc. 43.0%\n",
            "Epoch 21 step 18000 loss 1.8841 acc. 42.0%\n",
            "Epoch 22 step 19000 loss 2.1590 acc. 40.0%\n",
            "Epoch 23 step 20000 loss 1.7486 acc. 48.0%\n",
            "Epoch 24 step 21000 loss 1.8728 acc. 43.0%\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "/tmp/ipykernel_625190/1057436542.py:33: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed in 3.11. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap()`` or ``pyplot.get_cmap()`` instead.\n",
            "  set1 = cm.get_cmap('Set1')\n"
          ]
        },
        {
          "data": {
            "text/plain": [
              "<Figure size 800x500 with 0 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 800x500 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Accuracy: 38.9%\n"
          ]
        }
      ],
      "source": [
        "# To test the mean_var, the whole dataset has to be pre-processed\n",
        "meanvar_train, meanvar_test = meanvar_norm(train_data['features'], test_data['features'])\n",
        "train_dataset_meanvar = torch.utils.data.TensorDataset(meanvar_train, train_data['labels'])\n",
        "test_dataset_meanvar = torch.utils.data.TensorDataset(meanvar_test, test_data['labels'])\n",
        "\n",
        "train_loader_meanvar = torch.utils.data.DataLoader(train_dataset_meanvar, batch_size=BATCH_SIZE, shuffle=True, num_workers=12)\n",
        "test_loader_meanvar = torch.utils.data.DataLoader(test_dataset_meanvar, batch_size=BATCH_SIZE, shuffle=False, num_workers=12)\n",
        "\n",
        "# meanvar Net\n",
        "net_normalized_meanvar = torch.nn.Sequential(\n",
        "    torch.nn.Flatten(),  # [B, 1, n_mels, LENGTH]  ->  [B, n_mels * LENGTH]\n",
        "    torch.nn.Linear(LENGTH * n_mels, 64),\n",
        "    torch.nn.ReLU(),\n",
        "    torch.nn.Linear(64, len(commands))\n",
        ")\n",
        "net_normalized_meanvar.to(DEVICE)\n",
        "\n",
        "ps = sum(p.numel() for p in net_normalized_meanvar.parameters())\n",
        "print(f\"Number of parameters: {ps}\")\n",
        "\n",
        "train(net_normalized_meanvar, train_loader_meanvar, epochs=25, lr=1e-2, momentum=0.9, plotting=True)\n",
        "test(net_normalized_meanvar, test_loader_meanvar)\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 214,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Number of parameters: 67875\n",
            "Epoch 1 step 1000 loss 3.1211 acc. 16.0%\n",
            "Epoch 2 step 2000 loss 2.9579 acc. 17.0%\n",
            "Epoch 3 step 3000 loss 2.7251 acc. 31.0%\n",
            "Epoch 4 step 4000 loss 2.6476 acc. 27.0%\n",
            "Epoch 5 step 5000 loss 2.3082 acc. 38.0%\n",
            "Epoch 7 step 6000 loss 2.4677 acc. 27.0%\n",
            "Epoch 8 step 7000 loss 2.3526 acc. 33.0%\n",
            "Epoch 9 step 8000 loss 2.2492 acc. 38.0%\n",
            "Epoch 10 step 9000 loss 2.2576 acc. 28.0%\n",
            "Epoch 11 step 10000 loss 2.6901 acc. 27.0%\n",
            "Epoch 12 step 11000 loss 2.3440 acc. 35.0%\n",
            "Epoch 14 step 12000 loss 1.9669 acc. 39.0%\n",
            "Epoch 15 step 13000 loss 2.2967 acc. 38.0%\n",
            "Epoch 16 step 14000 loss 2.0633 acc. 47.0%\n",
            "Epoch 17 step 15000 loss 2.1136 acc. 43.0%\n",
            "Epoch 18 step 16000 loss 1.9892 acc. 46.0%\n",
            "Epoch 20 step 17000 loss 2.0871 acc. 42.0%\n",
            "Epoch 21 step 18000 loss 1.9362 acc. 43.0%\n",
            "Epoch 22 step 19000 loss 2.0135 acc. 43.0%\n",
            "Epoch 23 step 20000 loss 2.0212 acc. 44.0%\n",
            "Epoch 24 step 21000 loss 1.8903 acc. 44.0%\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "/tmp/ipykernel_625190/1057436542.py:33: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed in 3.11. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap()`` or ``pyplot.get_cmap()`` instead.\n",
            "  set1 = cm.get_cmap('Set1')\n"
          ]
        },
        {
          "data": {
            "text/plain": [
              "<Figure size 800x500 with 0 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 800x500 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Accuracy: 28.3%\n"
          ]
        }
      ],
      "source": [
        "# Whithening is applied in a similar way to whitening normalization\n",
        "whitening_train, whitening_test = whitening_norm(train_data['features'], test_data['features'])\n",
        "train_dataset_whitening = torch.utils.data.TensorDataset(whitening_train, train_data['labels'])\n",
        "test_dataset_whitening = torch.utils.data.TensorDataset(whitening_test, test_data['labels'])\n",
        "\n",
        "train_loader_whitening = torch.utils.data.DataLoader(train_dataset_whitening, batch_size=BATCH_SIZE, shuffle=True, num_workers=12)\n",
        "test_loader_whitening = torch.utils.data.DataLoader(test_dataset_whitening, batch_size=BATCH_SIZE, shuffle=False, num_workers=12)\n",
        "\n",
        "# meanvar Net\n",
        "net_normalized_whitening = torch.nn.Sequential(\n",
        "    torch.nn.Flatten(),  # [B, 1, n_mels, LENGTH]  ->  [B, n_mels * LENGTH]\n",
        "    torch.nn.Linear(LENGTH * n_mels, 64),\n",
        "    torch.nn.ReLU(),\n",
        "    torch.nn.Linear(64, len(commands))\n",
        ")\n",
        "net_normalized_whitening.to(DEVICE)\n",
        "\n",
        "ps = sum(p.numel() for p in net_normalized_whitening.parameters())\n",
        "print(f\"Number of parameters: {ps}\")\n",
        "\n",
        "train(net_normalized_whitening, train_loader_whitening, epochs=25, lr=1e-2, momentum=0.9, plotting=True)\n",
        "test(net_normalized_whitening, test_loader_whitening)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 215,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Number of parameters: 67877\n",
            "Epoch 1 step 1000 loss 2.9251 acc. 25.0%\n",
            "Epoch 2 step 2000 loss 2.8564 acc. 20.0%\n",
            "Epoch 3 step 3000 loss 2.6055 acc. 31.0%\n",
            "Epoch 4 step 4000 loss 2.3359 acc. 34.0%\n",
            "Epoch 5 step 5000 loss 2.3776 acc. 32.0%\n",
            "Epoch 7 step 6000 loss 2.1786 acc. 35.0%\n",
            "Epoch 8 step 7000 loss 1.9770 acc. 41.0%\n",
            "Epoch 9 step 8000 loss 2.1431 acc. 41.0%\n",
            "Epoch 10 step 9000 loss 2.3777 acc. 32.0%\n",
            "Epoch 11 step 10000 loss 2.2739 acc. 36.0%\n",
            "Epoch 12 step 11000 loss 1.9858 acc. 42.0%\n",
            "Epoch 14 step 12000 loss 1.9085 acc. 53.0%\n",
            "Epoch 15 step 13000 loss 2.0460 acc. 44.0%\n",
            "Epoch 16 step 14000 loss 2.1468 acc. 39.0%\n",
            "Epoch 17 step 15000 loss 1.9970 acc. 47.0%\n",
            "Epoch 18 step 16000 loss 1.8349 acc. 47.0%\n",
            "Epoch 20 step 17000 loss 2.0664 acc. 43.0%\n",
            "Epoch 21 step 18000 loss 1.9311 acc. 49.0%\n",
            "Epoch 22 step 19000 loss 1.9792 acc. 42.0%\n",
            "Epoch 23 step 20000 loss 1.9451 acc. 44.0%\n",
            "Epoch 24 step 21000 loss 2.1732 acc. 43.0%\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "/tmp/ipykernel_625190/1057436542.py:33: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed in 3.11. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap()`` or ``pyplot.get_cmap()`` instead.\n",
            "  set1 = cm.get_cmap('Set1')\n"
          ]
        },
        {
          "data": {
            "text/plain": [
              "<Figure size 800x500 with 0 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 800x500 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Accuracy: 38.6%\n"
          ]
        }
      ],
      "source": [
        "# Finally, batch normalization\n",
        "# L1 Net\n",
        "net_normalized_batch = torch.nn.Sequential(\n",
        "    torch.nn.BatchNorm2d(1),\n",
        "    torch.nn.Flatten(),  # [B, 1, n_mels, LENGTH]  ->  [B, n_mels * LENGTH]\n",
        "    torch.nn.Linear(LENGTH * n_mels, 64),\n",
        "    torch.nn.ReLU(),\n",
        "    torch.nn.Linear(64, len(commands))\n",
        ")\n",
        "net_normalized_batch.to(DEVICE)\n",
        "\n",
        "ps = sum(p.numel() for p in net_normalized_batch.parameters())\n",
        "print(f\"Number of parameters: {ps}\")\n",
        "\n",
        "train(net_normalized_batch, train_loader, epochs=25, lr=1e-2, momentum=0.9, plotting=True)\n",
        "test(net_normalized_batch, test_loader)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "6nb8tjdfYIH7"
      },
      "source": [
        "## Network architecture\n",
        "Three more architectures with increasing number of hidden layers have been tested"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Number of parameters: 141731\n",
            "Epoch 1 step 1000 loss 3.0919 acc. 15.0%\n",
            "Epoch 2 step 2000 loss 2.8082 acc. 13.0%\n",
            "Epoch 3 step 3000 loss 2.5236 acc. 28.0%\n",
            "Epoch 4 step 4000 loss 2.2365 acc. 35.0%\n",
            "Epoch 5 step 5000 loss 2.4377 acc. 28.0%\n",
            "Epoch 7 step 6000 loss 2.0887 acc. 43.0%\n",
            "Epoch 8 step 7000 loss 1.9537 acc. 42.0%\n",
            "Epoch 9 step 8000 loss 1.7843 acc. 43.0%\n",
            "Epoch 10 step 9000 loss 2.1358 acc. 38.0%\n",
            "Epoch 11 step 10000 loss 1.7289 acc. 51.0%\n",
            "Epoch 12 step 11000 loss 1.6360 acc. 49.0%\n",
            "Epoch 14 step 12000 loss 1.6131 acc. 55.0%\n",
            "Epoch 15 step 13000 loss 1.7512 acc. 50.0%\n",
            "Epoch 16 step 14000 loss 1.3848 acc. 61.0%\n",
            "Epoch 17 step 15000 loss 1.5083 acc. 56.0%\n",
            "Epoch 18 step 16000 loss 1.1943 acc. 62.0%\n",
            "Epoch 20 step 17000 loss 1.3828 acc. 58.0%\n",
            "Epoch 21 step 18000 loss 1.2916 acc. 59.0%\n",
            "Epoch 22 step 19000 loss 1.1261 acc. 64.0%\n",
            "Epoch 23 step 20000 loss 1.3080 acc. 64.0%\n",
            "Epoch 24 step 21000 loss 1.2845 acc. 60.0%\n",
            "Epoch 25 step 22000 loss 1.4286 acc. 60.0%\n",
            "Epoch 27 step 23000 loss 1.2232 acc. 61.0%\n",
            "Epoch 28 step 24000 loss 1.1730 acc. 67.0%\n",
            "Epoch 29 step 25000 loss 1.5146 acc. 57.0%\n",
            "Epoch 30 step 26000 loss 1.4017 acc. 59.0%\n",
            "Epoch 31 step 27000 loss 1.4669 acc. 57.0%\n",
            "Epoch 32 step 28000 loss 1.2280 acc. 63.0%\n",
            "Epoch 34 step 29000 loss 1.3058 acc. 56.0%\n",
            "Epoch 35 step 30000 loss 1.0665 acc. 63.0%\n",
            "Epoch 36 step 31000 loss 1.3178 acc. 63.0%\n",
            "Epoch 37 step 32000 loss 0.7651 acc. 75.0%\n",
            "Epoch 38 step 33000 loss 1.0361 acc. 68.0%\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "/tmp/ipykernel_625190/1057436542.py:33: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed in 3.11. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap()`` or ``pyplot.get_cmap()`` instead.\n",
            "  set1 = cm.get_cmap('Set1')\n"
          ]
        },
        {
          "data": {
            "text/plain": [
              "<Figure size 800x500 with 0 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 800x500 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Accuracy: 55.4%\n"
          ]
        },
        {
          "data": {
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            "text/plain": [
              "<Figure size 3900x3900 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "# 1 more hidden layer\n",
        "net_advanced = torch.nn.Sequential(\n",
        "    torch.nn.InstanceNorm2d(1),\n",
        "    torch.nn.Flatten(),  # [B, 1, n_mels, LENGTH]  ->  [B, n_mels * LENGTH]\n",
        "    torch.nn.Linear(LENGTH * n_mels, 128),\n",
        "    torch.nn.ReLU(),\n",
        "    torch.nn.Linear(128, 64),\n",
        "    torch.nn.ReLU(),\n",
        "    torch.nn.Linear(64, len(commands))\n",
        ")\n",
        "net_advanced.to(DEVICE)\n",
        "\n",
        "ps = sum(p.numel() for p in net_advanced.parameters())\n",
        "print(f\"Number of parameters: {ps}\")\n",
        "\n",
        "train(net_advanced, train_loader, epochs=40, lr=1e-3, momentum=0.9, plotting=True)\n",
        "test(net_advanced, test_loader)\n",
        "plot_confusion_matrix(net_advanced, test_loader)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Number of parameters: 305827\n",
            "Epoch 1 step 1000 loss 3.3920 acc. 8.0%\n",
            "Epoch 2 step 2000 loss 2.9539 acc. 19.0%\n",
            "Epoch 3 step 3000 loss 2.7869 acc. 22.0%\n",
            "Epoch 4 step 4000 loss 2.7439 acc. 21.0%\n",
            "Epoch 5 step 5000 loss 2.2912 acc. 30.0%\n",
            "Epoch 7 step 6000 loss 2.3124 acc. 31.0%\n",
            "Epoch 8 step 7000 loss 2.0598 acc. 37.0%\n",
            "Epoch 9 step 8000 loss 1.9025 acc. 43.0%\n",
            "Epoch 10 step 9000 loss 1.9227 acc. 41.0%\n",
            "Epoch 11 step 10000 loss 1.8303 acc. 44.0%\n",
            "Epoch 12 step 11000 loss 1.5774 acc. 50.0%\n",
            "Epoch 14 step 12000 loss 1.5100 acc. 52.0%\n",
            "Epoch 15 step 13000 loss 1.3328 acc. 66.0%\n",
            "Epoch 16 step 14000 loss 1.6317 acc. 50.0%\n",
            "Epoch 17 step 15000 loss 1.4320 acc. 57.0%\n",
            "Epoch 18 step 16000 loss 1.5996 acc. 52.0%\n",
            "Epoch 20 step 17000 loss 1.2727 acc. 65.0%\n",
            "Epoch 21 step 18000 loss 0.9963 acc. 70.0%\n",
            "Epoch 22 step 19000 loss 1.3021 acc. 62.0%\n",
            "Epoch 23 step 20000 loss 1.2631 acc. 64.0%\n",
            "Epoch 24 step 21000 loss 1.1915 acc. 70.0%\n",
            "Epoch 25 step 22000 loss 1.2094 acc. 65.0%\n",
            "Epoch 27 step 23000 loss 1.1537 acc. 64.0%\n",
            "Epoch 28 step 24000 loss 1.1064 acc. 69.0%\n",
            "Epoch 29 step 25000 loss 0.7520 acc. 74.0%\n",
            "Epoch 30 step 26000 loss 1.1119 acc. 70.0%\n",
            "Epoch 31 step 27000 loss 0.9707 acc. 73.0%\n",
            "Epoch 32 step 28000 loss 0.8661 acc. 71.0%\n",
            "Epoch 34 step 29000 loss 0.8486 acc. 72.0%\n",
            "Epoch 35 step 30000 loss 0.8491 acc. 75.0%\n",
            "Epoch 36 step 31000 loss 0.8097 acc. 71.0%\n",
            "Epoch 37 step 32000 loss 0.9395 acc. 66.0%\n",
            "Epoch 38 step 33000 loss 0.7833 acc. 71.0%\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "/tmp/ipykernel_625190/1057436542.py:33: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed in 3.11. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap()`` or ``pyplot.get_cmap()`` instead.\n",
            "  set1 = cm.get_cmap('Set1')\n"
          ]
        },
        {
          "data": {
            "text/plain": [
              "<Figure size 800x500 with 0 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 800x500 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Accuracy: 56.0%\n"
          ]
        }
      ],
      "source": [
        "# 2 more hidden layers\n",
        "net_advanced = torch.nn.Sequential(\n",
        "    torch.nn.InstanceNorm2d(1),\n",
        "    torch.nn.Flatten(),  # [B, 1, n_mels, LENGTH]  ->  [B, n_mels * LENGTH]\n",
        "    torch.nn.Linear(LENGTH * n_mels, 256),\n",
        "    torch.nn.ReLU(),\n",
        "    torch.nn.Linear(256, 128),\n",
        "    torch.nn.ReLU(),\n",
        "    torch.nn.Linear(128, 64),\n",
        "    torch.nn.ReLU(),\n",
        "    torch.nn.Linear(64, len(commands))\n",
        ")\n",
        "net_advanced.to(DEVICE)\n",
        "\n",
        "ps = sum(p.numel() for p in net_advanced.parameters())\n",
        "print(f\"Number of parameters: {ps}\")\n",
        "\n",
        "train(net_advanced, train_loader, epochs=40, lr=1e-3, momentum=0.9, plotting=True)\n",
        "test(net_advanced, test_loader)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "qYlKXg4RYTyj"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Number of parameters: 1749155\n",
            "Epoch 1 step 1000 loss 2.6367 acc. 28.0%\n",
            "Epoch 2 step 2000 loss 2.0656 acc. 37.0%\n",
            "Epoch 3 step 3000 loss 1.8378 acc. 47.0%\n",
            "Epoch 4 step 4000 loss 1.5597 acc. 53.0%\n",
            "Epoch 5 step 5000 loss 1.6491 acc. 49.0%\n",
            "Epoch 7 step 6000 loss 1.3775 acc. 49.0%\n",
            "Epoch 8 step 7000 loss 1.1088 acc. 66.0%\n",
            "Epoch 9 step 8000 loss 1.0239 acc. 68.0%\n",
            "Epoch 10 step 9000 loss 0.9516 acc. 65.0%\n",
            "Epoch 11 step 10000 loss 1.0081 acc. 65.0%\n",
            "Epoch 12 step 11000 loss 0.8299 acc. 72.0%\n",
            "Epoch 14 step 12000 loss 0.5035 acc. 82.0%\n",
            "Epoch 15 step 13000 loss 0.5228 acc. 85.0%\n",
            "Epoch 16 step 14000 loss 0.6687 acc. 80.0%\n",
            "Epoch 17 step 15000 loss 0.6879 acc. 79.0%\n",
            "Epoch 18 step 16000 loss 0.4961 acc. 87.0%\n",
            "Epoch 20 step 17000 loss 0.3369 acc. 92.0%\n",
            "Epoch 21 step 18000 loss 0.3571 acc. 87.0%\n",
            "Epoch 22 step 19000 loss 0.5278 acc. 84.0%\n",
            "Epoch 23 step 20000 loss 0.4016 acc. 83.0%\n",
            "Epoch 24 step 21000 loss 0.2504 acc. 92.0%\n",
            "Epoch 25 step 22000 loss 0.3364 acc. 86.0%\n",
            "Epoch 27 step 23000 loss 0.2140 acc. 93.0%\n",
            "Epoch 28 step 24000 loss 0.2170 acc. 93.0%\n",
            "Epoch 29 step 25000 loss 0.2232 acc. 93.0%\n",
            "Epoch 30 step 26000 loss 0.2727 acc. 92.0%\n",
            "Epoch 31 step 27000 loss 0.2087 acc. 94.0%\n",
            "Epoch 32 step 28000 loss 0.3686 acc. 87.0%\n",
            "Epoch 34 step 29000 loss 0.1660 acc. 96.0%\n",
            "Epoch 35 step 30000 loss 0.1798 acc. 95.0%\n",
            "Epoch 36 step 31000 loss 0.1974 acc. 93.0%\n",
            "Epoch 37 step 32000 loss 0.2400 acc. 90.0%\n",
            "Epoch 38 step 33000 loss 0.2257 acc. 94.0%\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "/tmp/ipykernel_625190/1057436542.py:33: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed in 3.11. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap()`` or ``pyplot.get_cmap()`` instead.\n",
            "  set1 = cm.get_cmap('Set1')\n"
          ]
        },
        {
          "data": {
            "text/plain": [
              "<Figure size 800x500 with 0 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 800x500 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Accuracy: 57.0%\n"
          ]
        },
        {
          "data": {
            "image/png": 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            "text/plain": [
              "<Figure size 3900x3900 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "# 4 more hidden layers\n",
        "net_advanced = torch.nn.Sequential(\n",
        "    torch.nn.InstanceNorm2d(1),\n",
        "    torch.nn.Flatten(),  # [B, 1, n_mels, LENGTH]  ->  [B, n_mels * LENGTH]\n",
        "    torch.nn.Linear(LENGTH * n_mels, 1024),\n",
        "    torch.nn.ReLU(),\n",
        "    torch.nn.Linear(1024, 512),\n",
        "    torch.nn.ReLU(),\n",
        "    torch.nn.Linear(512, 256),\n",
        "    torch.nn.ReLU(),\n",
        "    torch.nn.Linear(256, 128),\n",
        "    torch.nn.ReLU(),\n",
        "    torch.nn.Linear(128, 64),\n",
        "    torch.nn.ReLU(),\n",
        "    torch.nn.Linear(64, len(commands))\n",
        ")\n",
        "net_advanced.to(DEVICE)\n",
        "\n",
        "ps = sum(p.numel() for p in net_advanced.parameters())\n",
        "print(f\"Number of parameters: {ps}\")\n",
        "\n",
        "train(net_advanced, train_loader, epochs=40, lr=1e-2, momentum=0.9, plotting=True)\n",
        "test(net_advanced, test_loader)\n",
        "plot_confusion_matrix(net_advanced, test_loader)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "WdTimQP1YTEe"
      },
      "source": [
        "## Analysis\n",
        "\n",
        "Here the spectrograms of the top 10 misclassifications are plotted."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 220,
      "metadata": {
        "id": "7jz5C6cRYaVU"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Top 10 most confident misclassifications:\n",
            "\n",
            "Sample 1: Predicted=six, Real=eight, Confidence=1.000\n"
          ]
        },
        {
          "data": {
            "image/png": 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qy+msTCfyVmFhob755huP72zkyJEKCwvTyy+/7N5njNErr7yiNm3a6LLLLnPvHz16tD7++GPl5+e7961Zs0b/+c9/NGbMGL+2FbUbPV6bGDhwoO644w5lZWVp69atGjp0qMLCwrRz504tWrRIzz//vK677jrFxcXp/vvvV1ZWlq655hpdddVV+uKLL7R8+fIqe2/eTifq2rWrBg0apF69eik2NlabN2/W4sWLNXny5HMec/jwYU2aNEmDBw92l3vppZe0du1ajRs3TuvXr3ennMeNG6e33npLeXl5NZpPKkkPPPCAxowZo+zsbN15552aO3eu+vfvr+7du2vixIlq3769Dh06pA0bNmj//v3uebrXXHONnnzySY0fP16XXXaZtm3bpgULFnhkDM7FynQib9tzpvDwcD3++OO6++67dcUVV+j666/Xnj17lJ2drQ4dOtS459qrVy+99957mjZtmnr37q3IyEiNGDFC0qk/ZLyZjnPZZZdp7ty5uuuuu9SlSxePlatycnL04Ycf6umnn5YkjRgxQoMHD9bvfvc77dmzRz179tTf//53LVu2TFOmTPF4kMpXVqYTffTRR+7vvry8XF9++aW7zb/85S/dGYUlS5Zo/Pjxmj9/vntuctu2bTVlyhTNnj1b5eXl6t27t5YuXap//OMfWrBggUe6/KGHHtKiRYs0ePBg3XvvvTp27Jhmz56t7t27a/z48X67dthAKB6lro/OteLSmTIyMkzTpk3P+fmf/vQn06tXLxMREWGioqJM9+7dzW9/+1tz4MABd5mKigrzxBNPmNatW5uIiAgzaNAgs3379ipXrvJ2OtHTTz9t+vTpY5o1a2YiIiJMly5dzO9//3tz4sQJd5kzpxNde+21JioqyuzZs8ejrmXLlhlJ5plnnnHvGz16tImIiDD/+9//qm1Hdd9jRUWF6dChg+nQoYN7xaDdu3ebW2+91SQkJJiwsDDTpk0bc80115jFixe7jystLTX33Xef+/vq16+f2bBhgxk4cKDHVB1fpxN5254zpxNVeuGFF0xycrJxOp2mT58+5p///Kfp1auXGT58+FnHnjm9pqq2Hzt2zNx8882mWbNmRpLH70GvXr1MQkKCV9dkjDFbtmwxN998s0lMTDRhYWGmefPmZsiQIeatt97ymKpVXFxspk6d6i7XqVMnM3v2bI+pb8acmk50+mpQlc78HfbHdKLKKXxVbad/X5W/e2euxFVRUWFmzpxpkpOTTXh4uLn44ovNn//85yrPtX37djN06FDTpEkT06xZMzN27FhTUFDgVTtRdziMqUVPKqDeio+P16233qrZs2eHuim24XK5FBcXp2uvvVavvfaa3+otLi5WbGys5syZo8zMTL/VC+AUxngRcl999ZWOHz+uBx98MNRNqbVKS0vPSpu+/fbb+uGHH6pcMtIX69atU5s2bTRx4kS/1gvgFHq8gA3k5ORo6tSpGjNmjFq0aKHPP/9cb7zxhi666CJt2bKFN9sANsLDVYANXHDBBUpKStILL7ygH374QbGxsbr11ls1a9Ysgi5gM/R4AQAIIsZ4AQAIIgIvAABBVOvGeF0ulw4cOKCoqCifl7QDAASfMUbFxcVKTEz0eV326pSWllb5nnGrwsPD3W+JCoZaF3gPHDhw3jVfAQC1X35+/llvWvOX0tJSpaSkqKCgwOe6EhISlJeXF7TgW+sCb+Xi6Y0l0d+tnap+Z8y5WXnZWSB/7a2uSlwekFYAdZ+RVCrv39VcEydOnFBBQYHy8/N8er93UVGRkpJSdOLECfsH3rlz52r27NkqKChQz5499eKLL6pPnz7nPa4yvewQgbe2snpfrCSaAvnQgdV28/sH+CYYw4XR0dE+Bd5QCMh/5yoXXn/sscf0+eefq2fPnho2bJj7Ze0AAPjHST9swRWQwPvHP/5REydO1Pjx49W1a1e98soratKkid58882zypaVlamoqMhjAwDAOwRenThxQlu2bPF42XeDBg2UlpamDRs2nFU+KytLMTEx7o0HqwAA3iPw6r///a8qKioUHx/vsT8+Pr7Kp89mzJihwsJC93b6S6IBAKhrQv5Us9PplNPpDHUzAAC2VCHfeq0V/mqI1/weeFu2bKmGDRvq0KFDHvsPHTqkhIQEf58OAFCv+ZourgOp5vDwcPXq1Utr1qxx73O5XFqzZo1SU1P9fToAAGwlIKnmadOmKSMjQ5deeqn69OmjOXPmqKSkROPHjw/E6QAA9Zb9erwBCbw33HCDvv/+ez366KMqKCjQJZdcohUrVpz1wBXsabDF8su6WSjc11rdR97wvuwt1qpWrsXyAEKBwOs2efJkTZ48OVDVAwBgSyF/qhkAgJqrkG9PJteBp5oBAAge+00nCuSa9AAA4Az0eAEANsbDVQAABJH9Ai+pZgCAjQX3JQkXXHCBHA7HWVtmZqbXddDjBQDAS5s2bVJFxU8PZG3fvl1XXnmlxowZ43UdBF4AgI3556nmM98Ff64X+MTFxXn8PGvWLHXo0EEDBw70+oykmgEANuafVHNSUpLHu+GzsrLOe+YTJ07oz3/+s2677TY5HA6vW0yPF5bttVg+Y7v3ZbtbKCtJqyyU3WGtajW0UDb4MwEB+FN+fr6io6PdP3vzutqlS5fq6NGjGjdunKVzEXgBADbmn6eao6OjPQKvN9544w2lp6crMTHR0nEEXgCAjYVmOtHevXu1evVqffDBB5aPZYwXAACL5s+fr1atWunqq6+2fCw9XgCAjQW/x+tyuTR//nxlZGSoUSPrYZTACwCwseC/JGH16tXat2+fbrvtthqdkcALAIAFQ4cOlTGmxscTeAEANma/tZoJvAAAGyPwAgAQRPYLvEwnAgAgiOjxAgBszH49XgIvLLO2OJr0Vmfvy56wuKDyJgtlw6xVDcAWgj+dyFekmgEACCJ6vAAAG6uQb73W4Pd4CbwAABuz3xgvqWYAAIKIHi8AwMbs1+Ml8AIAbIynmgEAQDXo8QIAbIxUMwAAQUTgBQAgiAi8qAf2Wj1gp/dFwy2+XLq9w+F12eWWag7FIxcA6gMCLwDAxujxAgAQREwnAgAA1aDHCwCwsZOSGvp4fHAReAEANma/wEuqGQCAIKLHCwCwMfv1eAm8AAAb46lmAABQDXq8AAAbOynf+pCkmgEAsIDAi3og0WL5mS7vyw6zsPayJH1ooSxrLwN1kf0CL2O8AAAEkd8D7+OPPy6Hw+GxdenSxd+nAQBAp3JZvm7BFZBU88UXX6zVq1f/dJJGZLQBAIFgv+lEAYmIjRo1UkJCQiCqBgDA1gIyxrtz504lJiaqffv2Gjt2rPbt23fOsmVlZSoqKvLYAADwzkk/bMHl98Dbt29fZWdna8WKFZo3b57y8vJ0+eWXq7i4uMryWVlZiomJcW9JSUn+bhIAoM6yX+B1GGNMIE9w9OhRJScn649//KMmTJhw1udlZWUqKytz/1xUVKSkpCRFSLI2sQTBcpnF8oMtlB1mse5bLZTdY7FuADVjJB2XVFhYqOjo6ICco6ioSDExMSosHKHo6DAf6ilXTMxHAW3rmQL+1FOzZs104YUXateuXVV+7nQ65XQ6A90MAECddFK+ddPqQKr5TMeOHdPu3bvVunXrQJ8KAFDv2C/V7PfAe//99ys3N1d79uzR//t//0+/+tWv1LBhQ910003+PhUAAEH33Xff6de//rVatGihiIgIde/eXZs3b/b6eL+nmvfv36+bbrpJR44cUVxcnPr376+NGzcqLi7O36dCiHxtsfy3Fsr+3mLdAOq7CvmWarY2j/d///uf+vXrp8GDB2v58uWKi4vTzp071bx5c6/r8Hvgfffdd/1dJQAA5+Brqtja8c8884ySkpI0f/58976UlBRLdbBWMwDAxvwzxnvmehKnz7Y53YcffqhLL71UY8aMUatWrfSzn/1Mr732mqUWE3gBAPVeUlKSx5oSWVlZVZb79ttvNW/ePHXq1EkrV67UpEmTdM899+itt97y+lwsogwAsDH/pJrz8/M95vGea5qry+XSpZdeqpkzZ0qSfvazn2n79u165ZVXlJGR4dUZCbwAABvz9SUHp46Pjo72agGN1q1bq2vXrh77LrroIv3lL3/x+oykmgEA8FK/fv20Y8cOj33/+c9/lJyc7HUd9HgBADZ2UqcWqawpaz3mqVOn6rLLLtPMmTN1/fXX67PPPtOf/vQn/elPf/K6Dnq8AAAbC+7KVb1799aSJUv0zjvvqFu3bnrqqac0Z84cjR071us66PECAGDBNddco2uuuabGxxN4AQA2FtxUsz8QeAEANkbgRT1wNNQNAAAbI/ACAGysQr71eF3+aojXCLwAABsj8AIAEEQn5dvM2OAHXubxAgAQRPR4AQA2Zr8eL4EXAGBj9gu8pJoBAAgierwAABurkG+9Vl+eiK4ZAi8AwMZOSnL4cHzwAy+pZgAAgogeLwIuLIB1lwewbgB2YL8eL4EXAGBj9gu8pJoBAAgierwAAPsyLt86rcHv8BJ4AQA25pJvs4mCv34GgRcAYGMV8u1d9r4cW0OM8QIAEET0eAEA9mXDHi+BFwBgXzYc4yXVDABAENHjBQDYF6lmAACCyIapZgIvAo71lAHgJwReAIB9ueRbupgeLwAAFthwjJenmgEACCJ6vAAA++LhKgAAgsiGqWYCLwDAvmwYeBnjBQAgiOjxAgDsizFeAACCiFQzAACoDj1eAIB9GfmWLjb+aoj3CLwAAPsi1QwAAKpjOfCuW7dOI0aMUGJiohwOh5YuXerxuTFGjz76qFq3bq2IiAilpaVp586d/movAAA/qfDDZsHjjz8uh8PhsXXp0sVSHZYDb0lJiXr27Km5c+dW+fmzzz6rF154Qa+88oo+/fRTNW3aVMOGDVNpaanVUwEAUD2XHzaLLr74Yh08eNC9rV+/3tLxlsd409PTlZ6eXuVnxhjNmTNHDz/8sEaOHClJevvttxUfH6+lS5fqxhtvtHo6AABqlUaNGikhIaHGx/t1jDcvL08FBQVKS0tz74uJiVHfvn21YcOGKo8pKytTUVGRxwYAgFf8lGo+Mw6VlZWd85Q7d+5UYmKi2rdvr7Fjx2rfvn2WmuzXwFtQUCBJio+P99gfHx/v/uxMWVlZiomJcW9JSUn+bBIAoC7zU+BNSkryiEVZWVlVnq5v377Kzs7WihUrNG/ePOXl5enyyy9XcXGx100O+XSiGTNmaNq0ae6fi4qKCL4AAO/4acnI/Px8RUdHu3c7nc4qi58+1NqjRw/17dtXycnJev/99zVhwgSvTunXwFuZ8z506JBat27t3n/o0CFdcsklVR7jdDrPeYEAAARDdHS0R+D1VrNmzXThhRdq165dXh/j11RzSkqKEhIStGbNGve+oqIiffrpp0pNTfXnqQAAONVj9SXN7ONLEo4dO6bdu3d7dDbPx3KP99ixYx6RPS8vT1u3blVsbKzatWunKVOm6Omnn1anTp2UkpKiRx55RImJiRo1apTVUwEAUL0gv53o/vvv14gRI5ScnKwDBw7oscceU8OGDXXTTTd5XYflwLt582YNHjzY/XPl+GxGRoays7P129/+ViUlJbr99tt19OhR9e/fXytWrFDjxo2tngoAgFpl//79uummm3TkyBHFxcWpf//+2rhxo+Li4ryuw2GMCcES0edWVFSkmJgYRUhyhLoxAADLjKTjkgoLC2s0buqNylhRuFyKbupDPSVSTHpg23qmkD/VDABAjfGSBAAAUB16vAAA+wryw1X+QOAFANgXqWYAAFAderwAAPuyYY+XwAsAsC8j38ZpQzChlsALALAvG/Z4GeMFACCI6PECAOyL6UQAAAQRqWYAAFAderwAAPuyYY+XwAsAsC8bjvGSagYAIIjo8QIA7ItUMwAAQeSSb8GT6UQAAFjAGC8AAKgOPV4AgH0xxgsAQBCRagYAANWhxwsAsC9SzQAABJENAy+pZgAAgogeLwDAvmz4cBWBFwBgXzZcuYpUMwAAQUSPFwBgX6SaAQAIIhs+1UzgBQDYlw0DL2O8AAAEET1eAIB9McYLAEAQkWoGAADVoccLALAvG/Z4CbwAAPsy8m2c1virId4j1QwAQBDR4wUA2JcNU830eAEA9uXyw+aDWbNmyeFwaMqUKV4fQ+AFAKAGNm3apFdffVU9evSwdByBFwBgXxV+2CQVFRV5bGVlZdWe9tixYxo7dqxee+01NW/e3FKTCbwAAPvyU+BNSkpSTEyMe8vKyqr2tJmZmbr66quVlpZmuck8XAUAsC8/LRmZn5+v6Oho926n03nOQ9599119/vnn2rRpU41OSeAFANR70dHRHoH3XPLz83Xvvfdq1apVaty4cY3OReAFANhXkKcTbdmyRYcPH9bPf/7zn6qoqNC6dev00ksvqaysTA0bNqy2DgIvAMC+XPIt8FpMUw8ZMkTbtm3z2Dd+/Hh16dJFDz744HmDrlSDh6vWrVunESNGKDExUQ6HQ0uXLvX4fNy4cXI4HB7b8OHDrZ4GAIBaJyoqSt26dfPYmjZtqhYtWqhbt25e1WE58JaUlKhnz56aO3fuOcsMHz5cBw8edG/vvPOO1dMAAHB+IV5AoyYsp5rT09OVnp5ebRmn06mEhIQaNwoAAK/UgiUjc3JyLJUPyDzenJwctWrVSp07d9akSZN05MiRc5YtKys7a+IyAAB1ld8D7/Dhw/X2229rzZo1euaZZ5Sbm6v09HRVVFT9Z0VWVpbHpOWkpCR/NwkAUFfZMNXsMMbU+G2EDodDS5Ys0ahRo85Z5ttvv1WHDh20evVqDRky5KzPy8rKPJbmKioqUlJSkiIkOWraMABAyBhJxyUVFhZ6NTe2JoqKihQTE6PCsVJ0uA/1nJBiFgS2rWcK+JKR7du3V8uWLbVr164qP3c6ne6Jy95OYAYAwK4CPo93//79OnLkiFq3bh3oUwEA6pta8HCVVZYD77Fjxzx6r3l5edq6datiY2MVGxurJ554QqNHj1ZCQoJ2796t3/72t+rYsaOGDRvm14YDAOCvtZqDyXLg3bx5swYPHuz+edq0aZKkjIwMzZs3T19++aXeeustHT16VImJiRo6dKieeuqpahecBlC986+F85N4i3UfsFgeqFWCvHKVP1gOvIMGDVJ1z2OtXLnSpwYBAFCXsVYzAMC+KuTbY8J2GOMFAKDWsOEYb8CnEwEAgJ/Q4wUA2BepZgAAgohUMwAAqA49XgCAfZFqBgAgiGwYeEk1AwAQRPR4AQD2ZeTbA1I1fjFuzRF4YVmUxfKlFsqWW6y7vrCSDTsUsFYAtVCFfHt5O2O8AABYYMPAyxgvAABBRI8XAGBfNlxAg8ALALAvUs0AAKA69HgBAPZFqhkAgCAi1QwAAKpDjxcAYF8u+dZrJdUMAIAFLvmWaibwwg4CuaxjQ4vlQzA8U+vxnQC1G4EXAGBfvv6lyVrNAABYQOAFACCIbDjGy3QiAACCiB4vAMC+SDUDABBEpJoBAEB16PECAOzL1x4rPV4AACyo8MNmwbx589SjRw9FR0crOjpaqampWr58uaU6CLwAAHipbdu2mjVrlrZs2aLNmzfriiuu0MiRI/XVV195XYfDGGMC2EbLioqKFBMTowj5Nl6OwGlssbyVPyitZn1YHhGofYyk45IKCwsVHR0dkHNUxorCNlK0D13IIpcU851vbY2NjdXs2bM1YcIEr8ozxgvLSi2Wt7L+MoEUgCUVOhXpa+r//2u/qKjIY7fT6ZTT6az+1BUVWrRokUpKSpSamur1KUk1AwDqvaSkJMXExLi3rKysc5bdtm2bIiMj5XQ6deedd2rJkiXq2rWr1+eixwsAsC8/9Xjz8/M9Us3V9XY7d+6srVu3qrCwUIsXL1ZGRoZyc3O9Dr6M8SLgSDUD9UtQx3hb+GGM94hvbU1LS1OHDh306quvelWeHi8AwL5c8q3H64eup8vlUllZmdflCbwAAHhpxowZSk9PV7t27VRcXKyFCxcqJydHK1eu9LoOAi8AwL58XavZYo/38OHDuvXWW3Xw4EHFxMSoR48eWrlypa688kqv6yDwAgDsq0JBDbxvvPGGDyc7helEAAAEET1eAIB9BbnH6w8EXgCAfQV5jNcfSDUDABBE9HgBAPZFqhkAgCCyYeC1lGrOyspS7969FRUVpVatWmnUqFHasWOHR5nS0lJlZmaqRYsWioyM1OjRo3Xo0CG/NhoAALuyFHhzc3OVmZmpjRs3atWqVSovL9fQoUNVUlLiLjN16lR99NFHWrRokXJzc3XgwAFde+21fm84AAAyOvWAVU23EPR4fXpJwvfff69WrVopNzdXAwYMUGFhoeLi4rRw4UJdd911kqRvvvlGF110kTZs2KBf/OIXZ9VRVlbmscZlUVGRkpKSeElCHcJLEoD6JZgvSfhBki9nKJIUq8C29Uw+PdVcWFgoSYqNjZUkbdmyReXl5UpLS3OX6dKli9q1a6cNGzZUWUdWVpbHOxCTkpJ8aRIAoB6p8MMWbDUOvC6XS1OmTFG/fv3UrVs3SVJBQYHCw8PVrFkzj7Lx8fEqKCiosp4ZM2aosLDQveXn59e0SQAA1Ho1fqo5MzNT27dv1/r1631qgNPprPaFwwAAnEvlUK0vxwdbjQLv5MmT9fHHH2vdunVq27ate39CQoJOnDiho0ePevR6Dx06pISEBJ8bCwDA6XxNF9f6VLMxRpMnT9aSJUv0ySefKCUlxePzXr16KSwsTGvWrHHv27Fjh/bt26fU1FT/tBgAABuz1OPNzMzUwoULtWzZMkVFRbnHbWNiYhQREaGYmBhNmDBB06ZNU2xsrKKjo3X33XcrNTW1yieaAQDwRZ1PNc+bN0+SNGjQII/98+fP17hx4yRJzz33nBo0aKDRo0errKxMw4YN08svv+yXxsKewiyUtfq0n5V/NExVAuoeO6aafZrHGwiVc7OYx1t3NLZQ1uo/AgIvUPsEcx7vXvk+jzdZwZ3Hy1rNAADbcsm3P6prfaoZAIDaxI5jvLyPFwCAIKLHCwCwLTs+XEXgBQDYFoEXAIAgYowXAABUix4vAMC2SDUDABBEdkw1E3hhWUOL5a38RWm1bitYuQpAbUDgBQDYFitXAQAQRHYc4+WpZgAAgogeLwDAtni4CgCAICLVDAAAqkWPFwBgW3bs8RJ4AQC2xRgvAABBZMceL2O8AAAEET1eAIBtGfmWLjb+aogFBF5YZjU1YyWt0thi3aUWypZbrBtA7UeqGQCAOiwrK0u9e/dWVFSUWrVqpVGjRmnHjh2W6iDwAgBsq8IPmxW5ubnKzMzUxo0btWrVKpWXl2vo0KEqKSnxug5SzQAA2wr2dKIVK1Z4/Jydna1WrVppy5YtGjBggFd1EHgBAPVeUVGRx89Op1NOp/O8xxUWFkqSYmNjvT4XqWYAgG35K9WclJSkmJgY95aVlXXec7tcLk2ZMkX9+vVTt27dvG4zPV4AgG3566nm/Px8RUdHu/d709vNzMzU9u3btX79ekvnJPACAOq96Ohoj8B7PpMnT9bHH3+sdevWqW3btpbOReAFANhWsB+uMsbo7rvv1pIlS5STk6OUlBTL5yTwAgBsyyXfUs1WA29mZqYWLlyoZcuWKSoqSgUFBZKkmJgYRUREeFUHD1cBAGzL5YfNinnz5qmwsFCDBg1S69at3dt7773ndR30eBFwVpZqLLZYdyiWewuFhgGsu758h4A/GOP76s4EXgCAbdlxrWYCLwDAtuwYeBnjBQAgiOjxAgBsK9jTifyBwAsAsC1SzQAAoFr0eAEAtmXHHi+BFwBgW0a+jdP6PivXOlLNAAAEET1eAIBtkWoGACCImE4E+MjqX5+NLZQttVi3XbH2MuoTO/Z4GeMFACCILAXerKws9e7dW1FRUWrVqpVGjRqlHTt2eJQZNGiQHA6Hx3bnnXf6tdEAAEg/9Xh92YLNUuDNzc1VZmamNm7cqFWrVqm8vFxDhw5VSUmJR7mJEyfq4MGD7u3ZZ5/1a6MBAJCC/z5ef7A0xrtixQqPn7Ozs9WqVStt2bJFAwYMcO9v0qSJEhIS/NNCAADqEJ/GeAsLCyVJsbGxHvsXLFigli1bqlu3bpoxY4Z+/PHHc9ZRVlamoqIijw0AAG/YMdVc46eaXS6XpkyZon79+qlbt27u/TfffLOSk5OVmJioL7/8Ug8++KB27NihDz74oMp6srKy9MQTT9S0GQCAeswl34JnKFLNDmNMjVbMmjRpkpYvX67169erbdu25yz3ySefaMiQIdq1a5c6dOhw1udlZWUqKytz/1xUVKSkpCRFSHLUpGGoV+rLdKKGFsoynQihZiQd16msaHR0dEDOUVRUpJiYGM2Stf8OnKlU0nQFtq1nqlGPd/Lkyfr444+1bt26aoOuJPXt21eSzhl4nU6nnE5nTZoBAKjn6vwCGsYY3X333VqyZIlycnKUkpJy3mO2bt0qSWrdunWNGggAwLnYcQENS4E3MzNTCxcu1LJlyxQVFaWCggJJUkxMjCIiIrR7924tXLhQV111lVq0aKEvv/xSU6dO1YABA9SjR4+AXAAAAHZiKfDOmzdP0qlFMk43f/58jRs3TuHh4Vq9erXmzJmjkpISJSUlafTo0Xr44Yf91mAAACrVi1RzdZKSkpSbm+tTg1D3WHkwyKpmFspafbjqqMXygfRzC2WtTsjbcf4iQK1V51PNAADUJnYMvLwkAQCAIKLHCwCwrTo/xgsAQG1ix5WrSDUDABBE9HgBALZlx4erCLwAANuy4xgvqWYAAIKIHi8AwLZINQMAEER2TDUTeGFZmMXyVt6VWW6xbivLQNr5fbwdLZT9OmCtAOAPBF4AgG2RagYAIIgIvAAABJGRb+O01b9zLzCYTgQAQBAReAEAtlXhh82qdevWacSIEUpMTJTD4dDSpUstHU/gBQDYVigCb0lJiXr27Km5c+fWqM2M8QIAYEF6errS09NrfDyBFwBgW/5aQKOoqMhjv9PplNPp9KHmcyPVDACwLX+lmpOSkhQTE+PesrKyAtZmerwAgHovPz9f0dHR7p8D1duVCLwAABvzV6o5OjraI/AGEoEXAfdjAOu2sv5yw4C1IvBWWigbyO8bqG1YuQoAgDru2LFj2rVrl/vnvLw8bd26VbGxsWrXrt15jyfwAgBsyyXfeq01SVNv3rxZgwcPdv88bdo0SVJGRoays7PPezyBFwBgW6F4H++gQYNkTM1XeSbwAgBsq0K+zYsNxRgv83gBAAgierwAANuyY4+XwAsAsK1QjPH6ilQzAABBRI8XAGBbpJoBAAgiO6aaCbywvJRiIJdetPqPwEpbkizWnW+hrNW/mq1+h/lXWyica63uZse8L1turWoAVSDwAgBsKxQrV/mKwAsAsK0KSQ4fjw82nmoGACCI6PECAGyLh6sAAAgiO6aaCbwAANuyY+BljBcAgCCixwsAsC3GeAEACCJSzQAAoFr0eAEAtmXkW7rY+KshFhB4YVlYAOtuarG8lbWDj1isO5Asp5o+fsnrogWOyZaqtrJuNGs1o7bxNVVMqhkAgDrOUuCdN2+eevTooejoaEVHRys1NVXLly93f15aWqrMzEy1aNFCkZGRGj16tA4dOuT3RgMAIJ3qsfq6BZulwNu2bVvNmjVLW7Zs0ebNm3XFFVdo5MiR+uqrryRJU6dO1UcffaRFixYpNzdXBw4c0LXXXhuQhgMA4PLDFmwOY4xPY8uxsbGaPXu2rrvuOsXFxWnhwoW67rrrJEnffPONLrroIm3YsEG/+MUvvKqvqKhIMTExipBvj4jDe1bfDdvEYnkr44KNA1i31XGVHy2UtfpXs9Vx8qMmcGO8F1soW2qpZtRXRtJxSYWFhYqOjg7IOSpjRVf59o7wCklfK7BtPVONx3grKir07rvvqqSkRKmpqdqyZYvKy8uVlpbmLtOlSxe1a9dOGzZsOGc9ZWVlKioq8tgAAPBGnU81S9K2bdsUGRkpp9OpO++8U0uWLFHXrl1VUFCg8PBwNWvWzKN8fHy8CgoKzllfVlaWYmJi3FtSUpLliwAA1E/1IvB27txZW7du1aeffqpJkyYpIyNDX3/9dY0bMGPGDBUWFrq3/Pz8GtcFAKhf7DjGa3keb3h4uDp27ChJ6tWrlzZt2qTnn39eN9xwg06cOKGjR4969HoPHTqkhISEc9bndDrldDqttxwAABvyeR6vy+VSWVmZevXqpbCwMK1Zs8b92Y4dO7Rv3z6lpqb6ehoAAM7ikm9p5lrf450xY4bS09PVrl07FRcXa+HChcrJydHKlSsVExOjCRMmaNq0aYqNjVV0dLTuvvtupaamev1EMwAAVvgaOGt94D18+LBuvfVWHTx4UDExMerRo4dWrlypK6+8UpL03HPPqUGDBho9erTKyso0bNgwvfzyywFpOPzH6sMFxQFpxSlWlyQMxYMR/mD1OntbmCK012LdTBECgsvnebz+xjze+s3qfDy7Bl6rulooazXwllgsD5xPMOfxtpFvY6YuSd8puPN4eUkCAMC2KuTbG4ZCkWrmJQkAAAQRPV4AgG3V+YerAACoTUg1AwCAatHjBQDYlku+9XhDMa2HwAsAsC2XfJt6SuAFAMCCCtkv8DLGCwBAENW6Hm/lQlq1ajktBI3V+15ffk+srNBl9SnN+vIdIngqf6eCsTCiHXu8tS7wFhefWgmY9WOBn3wR6gYANVBcXKyYmJiA1B0eHq6EhAQVFBT4XFdCQoLCw8P90Crv1Lq1ml0ulw4cOKCoqCg5HD/9HVNUVKSkpCTl5+cHbT3NUOA66476cI0S11nX+OM6jTEqLi5WYmKiGjQI3IhmaWmpTpw44XM94eHhaty4sR9a5J1a1+Nt0KCB2rZte87Po6Oj6/QvfSWus+6oD9cocZ11ja/XGaie7ukaN24c1IDpLzxcBQBAEBF4AQAIItsEXqfTqccee0xOpzPUTQkorrPuqA/XKHGddU19uc5QqnUPVwEAUJfZpscLAEBdQOAFACCICLwAAAQRgRcAgCAi8AIAEES2Cbxz587VBRdcoMaNG6tv37767LPPQt0kv3r88cflcDg8ti5duoS6WT5Zt26dRowYocTERDkcDi1dutTjc2OMHn30UbVu3VoRERFKS0vTzp07Q9NYH5zvOseNG3fWvR0+fHhoGltDWVlZ6t27t6KiotSqVSuNGjVKO3bs8ChTWlqqzMxMtWjRQpGRkRo9erQOHToUohbXjDfXOWjQoLPu55133hmiFtfMvHnz1KNHD/fqVKmpqVq+fLn787pwL2szWwTe9957T9OmTdNjjz2mzz//XD179tSwYcN0+PDhUDfNry6++GIdPHjQva1fvz7UTfJJSUmJevbsqblz51b5+bPPPqsXXnhBr7zyij799FM1bdpUw4YNU2mpvV6Rcb7rlKThw4d73Nt33nkniC30XW5urjIzM7Vx40atWrVK5eXlGjp0qEpKStxlpk6dqo8++kiLFi1Sbm6uDhw4oGuvvTaErbbOm+uUpIkTJ3rcz2effTZELa6Ztm3batasWdqyZYs2b96sK664QiNHjtRXX30lqW7cy1rN2ECfPn1MZmam++eKigqTmJhosrKyQtgq/3rsscdMz549Q92MgJFklixZ4v7Z5XKZhIQEM3v2bPe+o0ePGqfTad55550QtNA/zrxOY4zJyMgwI0eODEl7AuXw4cNGksnNzTXGnLp3YWFhZtGiRe4y//73v40ks2HDhlA102dnXqcxxgwcONDce++9oWtUgDRv3ty8/vrrdfZe1ia1vsd74sQJbdmyRWlpae59DRo0UFpamjZs2BDClvnfzp07lZiYqPbt22vs2LHat29fqJsUMHl5eSooKPC4rzExMerbt2+du6+SlJOTo1atWqlz586aNGmSjhw5Euom+aSwsFCSFBsbK0nasmWLysvLPe5nly5d1K5dO1vfzzOvs9KCBQvUsmVLdevWTTNmzNCPP/4Yiub5RUVFhd59912VlJQoNTW1zt7L2qTWvZ3oTP/9739VUVGh+Ph4j/3x8fH65ptvQtQq/+vbt6+ys7PVuXNnHTx4UE888YQuv/xybd++XVFRUaFunt9VvkOzqvvqj/dr1ibDhw/Xtddeq5SUFO3evVsPPfSQ0tPTtWHDBjVs2DDUzbPM5XJpypQp6tevn7p16ybp1P0MDw9Xs2bNPMra+X5WdZ2SdPPNNys5OVmJiYn68ssv9eCDD2rHjh364IMPQtha67Zt26bU1FSVlpYqMjJSS5YsUdeuXbV169Y6dy9rm1ofeOuL9PR09//v0aOH+vbtq+TkZL3//vuaMGFCCFsGX914443u/9+9e3f16NFDHTp0UE5OjoYMGRLCltVMZmamtm/fbvtnEM7nXNd5++23u/9/9+7d1bp1aw0ZMkS7d+9Whw4dgt3MGuvcubO2bt2qwsJCLV68WBkZGcrNzQ11s+qFWp9qbtmypRo2bHjWE3WHDh1SQkJCiFoVeM2aNdOFF16oXbt2hbopAVF57+rbfZWk9u3bq2XLlra8t5MnT9bHH3+stWvXerw3OyEhQSdOnNDRo0c9ytv1fp7rOqvSt29fSbLd/QwPD1fHjh3Vq1cvZWVlqWfPnnr++efr3L2sjWp94A0PD1evXr20Zs0a9z6Xy6U1a9YoNTU1hC0LrGPHjmn37t1q3bp1qJsSECkpKUpISPC4r0VFRfr000/r9H2VpP379+vIkSO2urfGGE2ePFlLlizRJ598opSUFI/Pe/XqpbCwMI/7uWPHDu3bt89W9/N811mVrVu3SpKt7mdVXC6XysrK6sy9rNVC/XSXN959913jdDpNdna2+frrr83tt99umjVrZgoKCkLdNL+57777TE5OjsnLyzP//Oc/TVpammnZsqU5fPhwqJtWY8XFxeaLL74wX3zxhZFk/vjHP5ovvvjC7N271xhjzKxZs0yzZs3MsmXLzJdffmlGjhxpUlJSzPHjx0Pccmuqu87i4mJz//33mw0bNpi8vDyzevVq8/Of/9x06tTJlJaWhrrpXps0aZKJiYkxOTk55uDBg+7txx9/dJe58847Tbt27cwnn3xiNm/ebFJTU01qamoIW23d+a5z165d5sknnzSbN282eXl5ZtmyZaZ9+/ZmwIABIW65NdOnTze5ubkmLy/PfPnll2b69OnG4XCYv//978aYunEvazNbBF5jjHnxxRdNu3btTHh4uOnTp4/ZuHFjqJvkVzfccINp3bq1CQ8PN23atDE33HCD2bVrV6ib5ZO1a9caSWdtGRkZxphTU4oeeeQREx8fb5xOpxkyZIjZsWNHaBtdA9Vd548//miGDh1q4uLiTFhYmElOTjYTJ0603R+NVV2fJDN//nx3mePHj5u77rrLNG/e3DRp0sT86le/MgcPHgxdo2vgfNe5b98+M2DAABMbG2ucTqfp2LGjeeCBB0xhYWFoG27RbbfdZpKTk014eLiJi4szQ4YMcQddY+rGvazNeB8vAABBVOvHeAEAqEsIvAAABBGBFwCAICLwAgAQRAReAACCiMALAEAQEXgBAAgiAi8AAEFE4AUAIIgIvAAABBGBFwCAIPr/AEYmPWMMjGCoAAAAAElFTkSuQmCC",
            "text/plain": [
              "<Figure size 640x480 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "text/html": [
              "\n",
              "                <audio  controls=\"controls\" >\n",
              "                    <source 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\" type=\"audio/wav\" />\n",
              "                    Your browser does not support the audio element.\n",
              "                </audio>\n",
              "              "
            ],
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\n",
            "Sample 2: Predicted=eight, Real=cat, Confidence=1.000\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "text/html": [
              "\n",
              "                <audio  controls=\"controls\" >\n",
              "                    <source 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\" type=\"audio/wav\" />\n",
              "                    Your browser does not support the audio element.\n",
              "                </audio>\n",
              "              "
            ],
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\n",
            "Sample 3: Predicted=eight, Real=cat, Confidence=1.000\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "text/html": [
              "\n",
              "                <audio  controls=\"controls\" >\n",
              "                    <source 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\" type=\"audio/wav\" />\n",
              "                    Your browser does not support the audio element.\n",
              "                </audio>\n",
              "              "
            ],
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\n",
            "Sample 4: Predicted=eight, Real=cat, Confidence=1.000\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "text/html": [
              "\n",
              "                <audio  controls=\"controls\" >\n",
              "                    <source 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\" type=\"audio/wav\" />\n",
              "                    Your browser does not support the audio element.\n",
              "                </audio>\n",
              "              "
            ],
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\n",
            "Sample 5: Predicted=eight, Real=tree, Confidence=1.000\n"
          ]
        },
        {
          "data": {
            "image/png": 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OOLWOe/Xqhe7du2PFihWw2WyO9bm5uVCpVE6z5MePHw+z2YwPPvjAKc5169Zh1KhRDY5nkx/z0cS2ZqtuNvhXX311zXKpqamiZcuWDb730EMPCQBixIgR4qWXXhLLli0Tjz32mIiNjRXr1q1zlMvMzBQAxMiRI8WyZcvElClTRGxsrIiMjGzybPDq6mpxyy23iBYtWogHH3xQ5ObmisWLFzviPXPmjKMsfjPLee/evUKtVou4uDjxwgsviOeff17ExsaKfv36NTgb/LczduvivDr2PXv2OI7xnXfeEe+//744f/68EML1Gb51s8Gv/uzqfPXVVwKAmD17thBCiPLyctGhQwcRGhoqHnvsMfHaa6+J7Oxs8cc//lG0bt3asd3KlSsFAPH73/9evPbaa2LOnDkiPDxc9OrVq97n/NvPqW6dK7PBr3X8jX2Grh6DzWYTI0eOFCqVStx7773ilVdeEUuXLhUPP/ywiIiIcPoOS5lNvWvXLhERESFCQkJEWlqaWL58uVi+fLmYOnWqCAsLE8OGDatX77Bhw8SyZcvEjBkzRGBgoBgwYICwWq2OcoMHDxa9evWqt6/U1NQGP293ZoN//fXXYsGCBWLBggWiW7duIjw83PH6ww8/dJQrKSlp8MqLjz76SKhUKnHnnXeKFStWiEcffVQEBASItLQ0p3KXL18Wt956q2jVqpWYP3++yMnJEb169RJhYWHiyJEj142T/AuTtYd5IlkLIcSKFStEQkKCCAkJEWFhYaJPnz7iqaeeEqdOnXKUsdlsYv78+SImJkaEhISIIUOGiEOHDtVLeEK4nqyFEOLcuXMiMzNTdOnSRajVahEZGSl+97vficWLFzv9B9pQEsrPzxc333yzUKvVonPnzuKNN94Qjz/+uAgODnYq52qyFuLK5WRt27YVAQEBTpcxPf7440KlUonvvvvumsdzrWQthBBDhgwRWq1WVFZWCiGEMJvNIj09XRiNRhEUFCQMBoMYOnSoWLFihWMbu90unn/+edGhQweh0WjEzTffLD7++ONGk0dTk/W1jr+xz9DVYxBCCKvVKl544QXRq1cvodFoROvWrUVCQoKYP3++qKqqcpRz9bOuc+rUKTFr1izRtWtXERwcLEJDQ0VCQoJ47rnnnOoV4sqlWt27dxdBQUFCr9eLadOmiV9++cWpzI1M1nV/ww0tV383G0vWQgixYcMG0a9fP6HRaES7du3E008/7fS3U+fnn38WU6ZMEW3atBGhoaFi8ODB1/2/g/yTSggZzc6gZmnMmDE4fPgwjh075tF6ExMT0aFDB6xbt86j9VJ9/KyJfIsTzMijLl686DQx7tixY/j0008bnZncVBaLBV9//TXefvttj9ZL9fGzJvI9tqzJo2JiYjBp0iTHdbK5ubmora3F/v37+RQhIqImYsuaPGr48OF4//33UV5eDo1Gg+TkZDz//PNM1EREbmDLmoiISOZ4nTUREZHMMVkTERHJnOzGrO12O06dOoWwsDCv3mqSiIi8QwiBc+fOITY2tt7zDzyppqYGVqvV7XrUarXjaWdyJbtkferUqSY9QICIiOSlrKys3pMFPaWmpgYdO3ZEeXm523UZDAaUlJTIOmHLLlnXPQs3GADb1UREyiMA1AAuP9u8KaxWK8rLy1FWVgKtVtvkeiwWC4zGjrBarf6ZrHNycrBo0SKUl5cjPj4er7zyitNTaBpT1/WtApM1EZGS3YihTK1W61ayVgqvDCasXbsWGRkZyMrKwr59+xAfH4+UlJQmPcyeiIiocZc9sMifV5L1kiVLkJaWhsmTJ6Nnz55Yvnw5QkNDsXLlynpla2trYbFYnBYiIiLXMFk3idVqRVFRkdOD4wMCAmAymRp81m92djZ0Op1j4eQyIiJyHZN1k5w9exY2mw16vd5pvV6vb3DWXmZmJqqqqhxLWVmZp0MiIiJSNJ/PBtdoNNBoNL4Og4iIFMkG91rHNk8F4lUeT9aRkZEIDAyE2Wx2Wm82m2EwGDy9OyIi8mvudmX7aTe4Wq1GQkIC8vPzHevsdjvy8/ORnJzs6d0RERE1e17pBs/IyEBqair69++PxMRELF26FNXV1Zg8ebI3dkdERH7LP1rWXknWEyZMwJkzZzB37lyUl5ejX79+yMvLqzfpjEjOpNzLqIPEun+UWL5GQllljMAReQqTtVumT5+O6dOne6t6IiIiv+Hz2eBERERNZ4N7/UnK6ItisiYiIgXzj0u3vPegUSIiIvIItqyJiEjBOMGMiIhI5pisiYiIZM4/kjXHrImIiCTKyclBXFwcgoODkZSUhD179lyzfGVlJdLT0xETEwONRoOuXbvi008/dXl/bFkTEZGC3fjZ4GvXrkVGRgaWL1+OpKQkLF26FCkpKSguLkZ0dHS98larFXfddReio6Oxfv16tG3bFj/88APCw8Nd3ieTNRERKZhnusEtFovT2ms9EXLJkiVIS0tz3EJ7+fLl+OSTT7By5UrMmTOnXvmVK1fi559/xs6dOxEUFAQAiIuLkxQlkzXJitR73r0QIaHw/0qsvJuEsrnSqv7gE2nlpdyod4q0qnFKQlllXJFKJJ3RaHR6nZWVhXnz5tUrZ7VaUVRUhMzMTMe6gIAAmEwmFBYWNlj3hx9+iOTkZKSnp2PTpk2IiorCn/70J8yePRuBgYEuxcdkTURECuaZlnVZWRm0Wq1jbWOt6rNnz8Jms9V71oVer8eRI0ca3Oa///0vtmzZgvvvvx+ffvopjh8/jkceeQSXLl1CVlaWS1EyWRMRkYJ5JllrtVqnZO1Jdrsd0dHRWLFiBQIDA5GQkICTJ09i0aJFTNZERESeFhkZicDAQJjNZqf1ZrMZBoOhwW1iYmIQFBTk1OXdo0cPlJeXw2q1Qq1WX3e/vHSLiIgU7LIHFtep1WokJCQgPz/fsc5utyM/Px/JyckNbnPbbbfh+PHjsNvtjnVHjx5FTEyMS4kaYLImIiJFq7t0q6mL9GmTGRkZeP311/H222/ju+++w7Rp01BdXe2YHT5x4kSnCWjTpk3Dzz//jMceewxHjx7FJ598gueffx7p6eku75Pd4ERERBJMmDABZ86cwdy5c1FeXo5+/fohLy/PMemstLQUAQG/toWNRiM+//xzzJo1C3379kXbtm3x2GOPYfbs2S7vk8maiIgUzDe3G50+fTqmT2/4YtOCgoJ665KTk7Fr164m7QtgsiYiIkXzj3uDM1kTEZGC+Uey5gQzIiIimWPLmoiIFMw/WtZM1iQrLwRJKy9+dr3s5sel1b1MQtlvpVWNCxLLSwk9T2Ldz0go6/oD/a44J7E8kXQ3/qlbvsBucCIiIpljy5qIiBTMBvdax8poWTNZExGRgvnHmDW7wYmIiGSOLWsiIlIw/2hZM1kTEZGCcTY4ERERyQBb1kREpGDsBiciIpI5JmsiIiKZY7ImuuHaXpJWXsrtLKVO0AiXUPZ7ISTVfVGlklT+HgllP5ZUM/CDhLJSb5NKRJ7BZE1ERArGljUREZHM8dItIiIikgG2rImISMEuAwh0c3v5Y7ImIiIF849kzW5wIiIimWPLmoiIFMw/WtZM1kREpGCcDU5EREQywJY1EREp2GW41+5kNzgREZGXMVkT3XCjJZZ/dYHrZR/8m7S67VIKPy/tXt8rJJUGQiWU/V5i3T9JKKuM0T3yL/6RrDlmTUREJHMeT9bz5s2DSqVyWrp37+7p3RAREeFKf4+7i/x5pRu8V69e2Lx58687acHediIi8gb/uHTLK1m0RYsWMBgM3qiaiIjI73hlzPrYsWOIjY1Fp06dcP/996O0tLTRsrW1tbBYLE4LERGRay57YJE/jyfrpKQkrFq1Cnl5ecjNzUVJSQkGDhyIc+fONVg+OzsbOp3OsRiNRk+HREREzRaTdZOMGDECf/zjH9G3b1+kpKTg008/RWVlJf75z382WD4zMxNVVVWOpayszNMhERERKZrXZ36Fh4eja9euOH78eIPvazQaaDQab4dBRETN0mUA0u5zUH97+fP6ddbnz5/HiRMnEBMT4+1dERGR32E3eJM88cQT2LZtG77//nvs3LkTf/jDHxAYGIj77rvP07siIiLyCx7vBv/xxx9x33334aeffkJUVBRuv/127Nq1C1FRUZ7eFTVDUq94PCzhFqIfSqxbSiy9/lda3eXSiksi9TO85JUoiG4UG9zrBvfT66zXrFnj6SqJiIga4W43tjK6wXlrMSIiUjD/SNZ8kAcREZHMsWVNREQK5h8tayZrIiJSMHcniCljghm7wYmIiGSOLWsiIlKwywCEG9uzZU1ERORlvrmDWU5ODuLi4hAcHIykpCTs2bOn0bKrVq2CSqVyWoKDgyXtj8maiIhIgrVr1yIjIwNZWVnYt28f4uPjkZKSgoqKika30Wq1OH36tGP54YcfJO2TyZqIiBTsxreslyxZgrS0NEyePBk9e/bE8uXLERoaipUrVza6jUqlgsFgcCx6vV7SPpmsiYhIwTyTrC0Wi9NSW1vb4N6sViuKiopgMpkc6wICAmAymVBYWNholOfPn0eHDh1gNBoxevRoHD58WNJRcoIZycr7Xi4vhZRfslLv9S31ftzKmAJDpFxGo9HpdVZWFubNm1ev3NmzZ2Gz2eq1jPV6PY4cOdJg3d26dcPKlSvRt29fVFVVYfHixfjd736Hw4cPo127di7Fx2RNREQKZoN7s8HtAICysjJotVrHWo1G415YV0lOTkZycrLj9e9+9zv06NEDr732GhYsWOBSHUzWRESkYJ5J1lqt1ilZNyYyMhKBgYEwm81O681mMwwGg0t7DAoKws0334zjx4+7HCXHrImISMFu7AQztVqNhIQE5OfnO9bZ7Xbk5+c7tZ6vxWaz4ZtvvkFMTIzL+2XLmoiISIKMjAykpqaif//+SExMxNKlS1FdXY3JkycDACZOnIi2bdsiOzsbAPDMM8/g1ltvRZcuXVBZWYlFixbhhx9+wIMPPujyPpmsiYhIwS7DvU5iu+QtJkyYgDNnzmDu3LkoLy9Hv379kJeX55h0VlpaioCAX2P65ZdfkJaWhvLycrRu3RoJCQnYuXMnevbs6fI+VUIIdzr7Pc5isUCn0yEEgMrXwdANF+jrAK4i5c9fatycDU7NmQBwEUBVVZVL48BNUZcrqqpaQ6tterK2WOzQ6X7xaqyewDFrIiIimWM3OBERKZgNTenK/pWsOpcbxWRNREQKdhnuDZoqI1mzG5yIiEjm2LImWfHmr0dvTuqS2gnHCWNEnuIfLWsmayIiUjD/SNbsBiciIpI5tqyJiEi5hN29xrEyGtZM1kREpGB2uHflljvb3kBM1kREpFw2uDdjUyGzPTlmTUREJHNsWRMRkXL5ScuayZqIiJTLT8as2Q1OREQkc2xZExGRcrEbnIiISOb8pBucyZpkRer9u+VCIT/OiUihmKyJiEi57HDv1zJb1kRERF7mJ2PWnA1OREQkc2xZExGRcnGCGRERkcz5STc4kzURESmXnyRrjlkTERHJHFvWRESkXByzJiIikjl2gxMREZEcsGVNRETKJeBeV7bwVCDexWRNRETKxW5wIiIikgPJyXr79u0YNWoUYmNjoVKpsHHjRqf3hRCYO3cuYmJiEBISApPJhGPHjnkqXiIiol/ZPLAogORkXV1djfj4eOTk5DT4/osvvoiXX34Zy5cvx+7du9GyZUukpKSgpqbG7WCJiIic2D2wKIDkMesRI0ZgxIgRDb4nhMDSpUvx9NNPY/To0QCAd955B3q9Hhs3bsS9997rXrRERER+yKNj1iUlJSgvL4fJZHKs0+l0SEpKQmFhYYPb1NbWwmKxOC1EREQuYTe4dOXl5QAAvV7vtF6v1zve+63s7GzodDrHYjQaPRkSERE1Z0zWN0ZmZiaqqqocS1lZma9DIiIipfCTMWuPJmuDwQAAMJvNTuvNZrPjvd/SaDTQarVOCxEREf3Ko8m6Y8eOMBgMyM/Pd6yzWCzYvXs3kpOTPbkrIiKiKy1jd7rAFdKyljwb/Pz58zh+/LjjdUlJCQ4cOICIiAi0b98eM2fOxLPPPoubbroJHTt2xN/+9jfExsZizJgxnoybiIiIT91qzN69e3HHHXc4XmdkZAAAUlNTsWrVKjz11FOorq7G1KlTUVlZidtvvx15eXkIDg72XNRERER+RCWEkNVtzC0WC3Q6HUIAqHwdDBERSSYAXARQVVXltXlIdbmi6jNA29KNeqoB3QjvxuoJfJAHEREpFx/kQURERHLAljURESkXJ5gRERHJHLvBiYiISA7YsiYiIuViy5qIiEjmBNy7L3gTL17OyclBXFwcgoODkZSUhD179ri03Zo1a6BSqSTfKIzJmoiIlMsHT91au3YtMjIykJWVhX379iE+Ph4pKSmoqKi45nbff/89nnjiCQwcOFDyPpmsiYiIJFiyZAnS0tIwefJk9OzZE8uXL0doaChWrlzZ6DY2mw33338/5s+fj06dOkneJ5M1EREpl4cekWmxWJyW2traBndntVpRVFQEk8nkWBcQEACTyYTCwsJGw3zmmWcQHR2NKVOmNOkwmayJiEi5PNQNbjQaodPpHEt2dnaDuzt79ixsNhv0er3Ter1ej/Ly8ga32bFjB9588028/vrrTT5MzgYnIiK/V1ZW5nRvcI1G45F6z507h7/85S94/fXXERkZ2eR6mKyJiEi5PHTpllardelBHpGRkQgMDITZbHZabzabYTAY6pU/ceIEvv/+e4waNcqxzm6/0vfeokULFBcXo3PnztfdL7vBiYhIuTw0Zu0qtVqNhIQE5Ofn/xqC3Y78/HwkJyfXK9+9e3d88803OHDggGP5/e9/jzvuuAMHDhyA0Wh0ab9sWRMREUmQkZGB1NRU9O/fH4mJiVi6dCmqq6sxefJkAMDEiRPRtm1bZGdnIzg4GL1793baPjw8HADqrb8WJmsiIlIuH9zBbMKECThz5gzmzp2L8vJy9OvXD3l5eY5JZ6WlpQgI8GzHtUoI0cT7t3hH3QPFQwCofB0MERFJJgBcBFBVVeXSOHBT1OWKqtcAbYgb9VwEdA95N1ZPYMuaiIiUy08ekckJZkRERDLHljURESmXnzx1i8maiIiUi93gREREJAdsWRMRkXKxG5yIiEjm/CRZsxuciIhI5tiyJiIi5fKTCWZM1kREpFx2uNeVrZBkzW5wIiIimWPLmoiIlIvd4ERERDLnJ7PBmayJiEi5/CRZc8yaiIhI5tiyJiIi5eKYNRERkcyxG5yIiIjkgC1rIiJSLj9pWTNZExGRcgm4N+4sPBWId7EbnIiISObYsiYiIuViNzgREZHM+cmlW+wGJyIikjm2rImISLnYDU5ERCRzTNZEREQy5ydj1kzWJCuBEstLmXRxSWLdRERywWRNRETKxW5wIiIimbPDvYSrkG5wyZdubd++HaNGjUJsbCxUKhU2btzo9P6kSZOgUqmcluHDh3sqXiIiIr8jOVlXV1cjPj4eOTk5jZYZPnw4Tp8+7Vjef/99t4IkIiJqkN0DiwJI7gYfMWIERowYcc0yGo0GBoOhyUERERG5xE/GrL1yB7OCggJER0ejW7dumDZtGn766adGy9bW1sJisTgtRERE9CuPJ+vhw4fjnXfeQX5+Pl544QVs27YNI0aMgM3W8M+X7Oxs6HQ6x2I0Gj0dEhERNVd+0g2uEkI0+WmeKpUKGzZswJgxYxot89///hedO3fG5s2bMXTo0Hrv19bWora21vHaYrHAaDQiBICqqYGRYvE6ayLlEwAuAqiqqoJWq/XKPiwWC3Q6HaruB7RqN+qxArr3vBurJ3j9QR6dOnVCZGQkjh8/3uD7Go0GWq3WaSEiIqJfef066x9//BE//fQTYmJivL0rIiLyN34ywUxysj5//rxTK7mkpAQHDhxAREQEIiIiMH/+fIwbNw4GgwEnTpzAU089hS5duiAlJcWjgRMREfHe4I3Yu3cv7rjjDsfrjIwMAEBqaipyc3Nx8OBBvP3226isrERsbCyGDRuGBQsWQKPReC5q8qkgieXDJZRtKbHuiRLKviixbilj3Ar5cU7U/PjJHcwkJ+shQ4bgWnPSPv/8c7cCIiIiIme8NzgRESmXDe5NlVZItxiTNRERKZefjFl7/dItIiIicg9b1kREpFzsBiciIpI5doMTERGRHDBZExGRctk8sDRBTk4O4uLiEBwcjKSkJOzZs6fRsh988AH69++P8PBwtGzZEv369cO7774raX9M1kREpFw+SNZr165FRkYGsrKysG/fPsTHxyMlJQUVFRUNlo+IiMD//u//orCwEAcPHsTkyZMxefJkSfclceupW95Q9yQVPnVLvngHs/oUMkeF6Ia4oU/dMgFaqf8pXV3PJUC3WVqsSUlJGDBgAJYtWwYAsNvtMBqNmDFjBubMmeNSHbfccgvuvvtuLFiwwKXybFkTEZFyCbj3LOv/31y1WCxOy9WPbr6a1WpFUVERTCaTY11AQABMJhMKCwuvH64QyM/PR3FxMQYNGuTyYXI2OEl+hnQbieUjJJSVGsvs/3W97IbnpNVdJqHsOWlVsyVO5Ck2uNcN+///GI1Go9PqrKwszJs3r17xs2fPwmazQa/XO63X6/U4cuRIo7upqqpC27ZtUVtbi8DAQLz66qu46667XA6TyZqIiJTLQ8m6rKzMqRvc0w+fCgsLw4EDB3D+/Hnk5+cjIyMDnTp1wpAhQ1zansmaiIj8nlardWnMOjIyEoGBgTCbzU7rzWYzDAZDo9sFBASgS5cuAIB+/frhu+++Q3Z2tsvJmmPWRESkXO6MVzfhhipqtRoJCQnIz8//NQS7Hfn5+UhOTnY9bLu90XHxhrBlTUREyuWhbnApMjIykJqaiv79+yMxMRFLly5FdXU1Jk+eDACYOHEi2rZti+zsbABAdnY2+vfvj86dO6O2thaffvop3n33XeTm5rq8TyZrIiIiCSZMmIAzZ85g7ty5KC8vR79+/ZCXl+eYdFZaWoqAgF87rqurq/HII4/gxx9/REhICLp3745//OMfmDBhgsv75HXWJHkGdpTE8t6cDb5LwmzwWzkbnOiGuKHXWScCWjeanZbLgG6Pd2P1BLasiYhIuXzQDe4LnGBGREQkc2xZExGRctnhXutYIY/IZLImIiLlssO9bnAma1IKqT9KqyWWlzLWYr5+ESeZEiaNpUus+y0JZb+WWLdUChlWIyIvYbImIiLlcveXrEJ+CTNZExGRcjFZExERyZyfjFnz0i0iIiKZY8uaiIiUi93gREREMsducCIiIpIDtqyJiEi53G0ZK6RlzWRNRETKZcOVx3w1lUKSNbvBiYiIZI4tayIiUi52g5O/CJRYPlxi+UoJZaVeRfGOhLIlEuv+i971so9JvKn5bmnFcURCWan/9yjkyhWihrEbnIiIiOSALWsiIlIuP2lZM1kTEZFyccyaiIhI5uxwr2XtzrY3EMesiYiIZI4tayIiUi537w2ukJY1kzURESmXDX6RrNkNTkREJHNsWRMRkXL5ScuayZqIiJSLY9bkL8Iklq+RWP6CxPJSVEooe6/Euh+VcAvRvwdJq3vlJWnl/yahbLW0qnm7USIFYLImIiLlYjc4ERGRzPlJspY0Gzw7OxsDBgxAWFgYoqOjMWbMGBQXFzuVqampQXp6Otq0aYNWrVph3LhxMJslPpKIiIiIHCQl623btiE9PR27du3Cv//9b1y6dAnDhg1DdfWvo2SzZs3CRx99hHXr1mHbtm04deoUxo4d6/HAiYiIIHBlkllTF4W0rCV1g+fl5Tm9XrVqFaKjo1FUVIRBgwahqqoKb775JlavXo0777wTAPDWW2+hR48e2LVrF2699dZ6ddbW1qK2ttbx2mKxNOU4iIjID9ng3iRJpUywdOumKFVVVQCAiIgIAEBRUREuXboEk8nkKNO9e3e0b98ehYWFDdaRnZ0NnU7nWIxGozshERGRH7F5YFGCJidru92OmTNn4rbbbkPv3r0BAOXl5VCr1QgPD3cqq9frUV5e3mA9mZmZqKqqcixlZWVNDYmIiKhZavJs8PT0dBw6dAg7duxwKwCNRgONRuNWHURE5J/qhp7d2V4JmpSsp0+fjo8//hjbt29Hu3btHOsNBgOsVisqKyudWtdmsxkGg8HtYImIiK7GMesGCCEwffp0bNiwAVu2bEHHjh2d3k9ISEBQUBDy8/Md64qLi1FaWork5GTPRExERORnJLWs09PTsXr1amzatAlhYWGOcWidToeQkBDodDpMmTIFGRkZiIiIgFarxYwZM5CcnNzgTHAiIiJ3sBu8Abm5uQCAIUOGOK1/6623MGnSJADASy+9hICAAIwbNw61tbVISUnBq6++6pFgyTuk3kta6pdbLt1M2ySW/15C2Zsk3ut7t7Tiks6RxFCIFM1fusFVQghZXRJusViutNTh3h3kyHUSn0Gh2GQdLLF8Bwllb5JYt9RkXSmhLJM1+ZoAcBFXLu/VarVe2UddrvgBgDt7sODK37o3Y/UE3huciIgUyw73GgTNshuciIhITvxlzNqtO5gRERGR97FlTUREiuUvE8yYrImISLGYrImIiGSOY9ZERETUoJycHMTFxSE4OBhJSUnYs2dPo2Vff/11DBw4EK1bt0br1q1hMpmuWb4hTNZERKRYvnhE5tq1a5GRkYGsrCzs27cP8fHxSElJQUVFRYPlCwoKcN9992Hr1q0oLCyE0WjEsGHDcPLkSZf3yZuiEG+K0gjeFIWoaW7kTVEOAAhzo55zAPpBWqxJSUkYMGAAli1bBuDKI6ONRiNmzJiBOXPmXHd7m82G1q1bY9myZZg4caJL++SYNUEtsbzU25PKhdQfDWcklL0gse5KieWZgIm8y2KxOL1u7PHNVqsVRUVFyMzMdKwLCAiAyWRCYWGhS/u6cOECLl26hIiICJfjYzc4EREpVt0dzJq61PUUGo1G6HQ6x5Kdnd3g/s6ePQubzQa9Xu+0Xq/XOx5udT2zZ89GbGwsTCaTy8fJljURESmWpy7dKisrc+oGb6hV7QkLFy7EmjVrUFBQgOBg1wfnmKyJiMjvabVal8asIyMjERgYCLPZ7LTebDbDYDBcc9vFixdj4cKF2Lx5M/r27SspPnaDExGRYtk9sEihVquRkJCA/Pz8X2Ow25Gfn4/k5ORGt3vxxRexYMEC5OXloX///hL3ypY1EREpmC/uYJaRkYHU1FT0798fiYmJWLp0KaqrqzF58mQAwMSJE9G2bVvHuPcLL7yAuXPnYvXq1YiLi3OMbbdq1QqtWrVyaZ9M1kRERBJMmDABZ86cwdy5c1FeXo5+/fohLy/PMemstLQUAQG/dlzn5ubCarVi/PjxTvVkZWVh3rx5Lu2T11kTWkosr9RLt6ReTy7l2k2pn6Frc0Z/xUu3SElu5HXWXwJwrW3asPMABsK7sXoCW9ZERKRY/nJvcCZrIiJSLH956hZngxMREckcW9ZERKRYAu51Zctq0tY1MFkTrL4OwA2BEsqGS6w7SkLZcxLrJiLPYDc4ERERyQJb1kREpFj+0rJmsiYiIsXyl0u32A1OREQkc2xZExGRYrEbnIiISOb8JVmzG5yIiEjm2LImIiLF8pcJZkzWRESkWHa415XNZE1ERORlbFmT31DKl7UhUn5RS7k1KQD0lFD2Jol1vyGxfKWEsnz2NVHzw2RNRESK5S+zwZmsiYhIsfwlWfPSLSIiIpljy5qIiBSLE8yIiIhkjt3gREREJAtsWRMRkWL5S8uayZqIiBRLwL1xZ+GpQLyM3eBEREQyx5Y1EREpFrvBiYiIZI6XbhE1Quo9tr35y1VKLFES6w6TULZSYt0GieVrJJSV+p+PUloWRA3xl5Y1x6yJiIhkTlKyzs7OxoABAxAWFobo6GiMGTMGxcXFTmWGDBkClUrltDz88MMeDZqIiAj4tWXtzqIEkpL1tm3bkJ6ejl27duHf//43Ll26hGHDhqG6utqpXFpaGk6fPu1YXnzxRY8GTUREBPw6Zu3OogSSxqzz8vKcXq9atQrR0dEoKirCoEGDHOtDQ0NhMEgdlSMiIqKGuDVmXVVVBQCIiIhwWv/ee+8hMjISvXv3RmZmJi5cuNBoHbW1tbBYLE4LERGRK/ylG7zJs8HtdjtmzpyJ2267Db1793as/9Of/oQOHTogNjYWBw8exOzZs1FcXIwPPvigwXqys7Mxf/78poZBRER+zA73Eq5SusFVQogm3W1t2rRp+Oyzz7Bjxw60a9eu0XJbtmzB0KFDcfz4cXTu3Lne+7W1taitrXW8tlgsMBqNCAGgakpgJJnUS7GkksulWz0l1t1fQtlgiXXvkFj+ewllG+/HaphSWhakHALARVzpfdVqtV7Zh8VigU6nw0JI//u7Wg2AOfBurJ7QpJb19OnT8fHHH2P79u3XTNQAkJSUBACNJmuNRgONRtOUMIiIyM/xpigNEEJgxowZ2LBhAwoKCtCxY8frbnPgwAEAQExMTJMCJCIiaoy/3BRFUrJOT0/H6tWrsWnTJoSFhaG8vBwAoNPpEBISghMnTmD16tUYOXIk2rRpg4MHD2LWrFkYNGgQ+vbt65UDICIiau4kJevc3FwAV258crW33noLkyZNglqtxubNm7F06VJUV1fDaDRi3LhxePrppz0WMBERUR12gzfgenPRjEYjtm3b5lZAdONJ7Qby9oQ0KaTEfkxi3WUSykq9BlLqJLBLEsoqpVuPyBPYDU5ERCRz/pKs+SAPIiIimWPLmoiIFItj1kRERDLnL3cwYzc4ERGRzLFlTUREiuUvE8yYrImISLH8Zcya3eBEREQS5eTkIC4uDsHBwUhKSsKePXsaLXv48GGMGzcOcXFxUKlUWLp0qeT9MVkTEZFi+eJ51mvXrkVGRgaysrKwb98+xMfHIyUlBRUVFQ2Wv3DhAjp16oSFCxfCYDA0YY9M1kREpGB2DyzAlUduXr1c/ejm31qyZAnS0tIwefJk9OzZE8uXL0doaChWrlzZYPkBAwZg0aJFuPfee5v8lEmOWZNkSpmQ8Vs1Xi5PRMplNBqdXmdlZWHevHn1ylmtVhQVFSEzM9OxLiAgACaTCYWFhV6Lj8maiIgUy1OzwcvKyqDVah3rG2sBnz17FjabDXq93mm9Xq/HkSNH3Ijk2pisiYhIsTyVrLVarVOylhsmayIiUiwB9y6/uvazJOuLjIxEYGAgzGaz03qz2dzkyWOu4AQzIiIiF6nVaiQkJCA/P9+xzm63Iz8/H8nJyV7bL1vWRESkWL64g1lGRgZSU1PRv39/JCYmYunSpaiursbkyZMBABMnTkTbtm2RnZ0N4MqktG+//dbx75MnT+LAgQNo1aoVunTp4tI+mayJiEixfJGsJ0yYgDNnzmDu3LkoLy9Hv379kJeX55h0VlpaioCAXzuuT506hZtvvtnxevHixVi8eDEGDx6MgoICl/apEkJI7bL3KovFAp1OhxAAKl8HQ0REkgkAFwFUVVV5bdJWXa6YBEDtRj1WAKvg3Vg9gS1rIiJSLH+5NziTNRERKZa/PHWLs8GJiIhkji1rIiJSLHaDExERyRy7wYmIiEgW2LImIiLFssO91jG7wYmIiLyMY9ZEREQyZ4N747kcsyYiIiKPYMuaiIgUy19a1kzWRESkWP4yZs1ucCIiIpljy5qIiBSL3eBEREQyx25wIiIikgW2rImISLF4BzMiIiKZswFQubm9ErAbnIiISObYsiYiIsXylwlmTNZERKRY/tINzmRNRESK5S/JmmPWREREMseWNRERKRbHrImIiGSO3eBEREQkC2xZExGRYgm415UtPBWIlzFZExGRYrnbjc1ucCIiIvIISck6NzcXffv2hVarhVarRXJyMj777DPH+zU1NUhPT0ebNm3QqlUrjBs3Dmaz2eNBExERAVdaxu4uSiApWbdr1w4LFy5EUVER9u7dizvvvBOjR4/G4cOHAQCzZs3CRx99hHXr1mHbtm04deoUxo4d65XAiYiI7B5YlEAlhHBrfD0iIgKLFi3C+PHjERUVhdWrV2P8+PEAgCNHjqBHjx4oLCzErbfe6lJ9FosFOp0OIXBvOj4REfmGAHARQFVVFbRarVf2UZcregIIdKMeG4Bv4d1YPaHJY9Y2mw1r1qxBdXU1kpOTUVRUhEuXLsFkMjnKdO/eHe3bt0dhYWGj9dTW1sJisTgtRERErmA3eCO++eYbtGrVChqNBg8//DA2bNiAnj17ory8HGq1GuHh4U7l9Xo9ysvLG60vOzsbOp3OsRiNRskHQURE/onJuhHdunXDgQMHsHv3bkybNg2pqan49ttvmxxAZmYmqqqqHEtZWVmT6yIiIv/iL2PWkq+zVqvV6NKlCwAgISEBX331Ff7+979jwoQJsFqtqKysdGpdm81mGAyGRuvTaDTQaDTSIyciIvITbl9nbbfbUVtbi4SEBAQFBSE/P9/xXnFxMUpLS5GcnOzuboiIiOqxw70u8GbZss7MzMSIESPQvn17nDt3DqtXr0ZBQQE+//xz6HQ6TJkyBRkZGYiIiIBWq8WMGTOQnJzs8kxwIiIiKdxNts0yWVdUVGDixIk4ffo0dDod+vbti88//xx33XUXAOCll15CQEAAxo0bh9raWqSkpODVV1/1SuBERET+wu3rrD2N11kTESnbjbzOui3cG8+1AzgJ+V9nzQd5EBGRYtng3pOzlNINzgd5EBERyRxb1kREpFicYEZERCRz7AYnIiIiWWDLmoiIFMsO91rWsroc6hqYrImISLHscO8yXyZrIiIiL7PBP5I1x6yJiIhkTnYt67obqinl1w4RETmr+//7Rtwg019a1rJL1ufOnQMA1Pg4DiIics+5c+eg0+m8UrdarYbBYEB5ebnbdRkMBqjVag9E5T2yuze43W7HqVOnEBYWBpXq199LFosFRqMRZWVlsr5/q7t4nM2HPxwjwONsbjxxnEIInDt3DrGxsQgI8N5oa01NDaxWq9v1qNVqBAcHeyAi75FdyzogIADt2rVr9H2tVtus/1Dq8DibD384RoDH2dy4e5zealFfLTg4WPZJ1lM4wYyIiEjmmKyJiIhkTjHJWqPRICsrCxqNxteheBWPs/nwh2MEeJzNjb8cp9LIboIZEREROVNMy5qIiMhfMVkTERHJHJM1ERGRzDFZExERyRyTNRERkcwpJlnn5OQgLi4OwcHBSEpKwp49e3wdkkfNmzcPKpXKaenevbuvw3LL9u3bMWrUKMTGxkKlUmHjxo1O7wshMHfuXMTExCAkJAQmkwnHjh3zTbBuuN5xTpo0qd65HT58uG+CbaLs7GwMGDAAYWFhiI6OxpgxY1BcXOxUpqamBunp6WjTpg1atWqFcePGwWw2+yjipnHlOIcMGVLvfD788MM+irhpcnNz0bdvX8ddypKTk/HZZ5853m8O57K5UUSyXrt2LTIyMpCVlYV9+/YhPj4eKSkpqKio8HVoHtWrVy+cPn3asezYscPXIbmluroa8fHxyMnJafD9F198ES+//DKWL1+O3bt3o2XLlkhJSUFNjbIe43K94wSA4cOHO53b999//wZG6L5t27YhPT0du3btwr///W9cunQJw4YNQ3V1taPMrFmz8NFHH2HdunXYtm0bTp06hbFjx/owaulcOU4ASEtLczqfL774oo8ibpp27dph4cKFKCoqwt69e3HnnXdi9OjROHz4MIDmcS6bHaEAiYmJIj093fHaZrOJ2NhYkZ2d7cOoPCsrK0vEx8f7OgyvASA2bNjgeG2324XBYBCLFi1yrKusrBQajUa8//77PojQM357nEIIkZqaKkaPHu2TeLyloqJCABDbtm0TQlw5d0FBQWLdunWOMt99950AIAoLC30Vptt+e5xCCDF48GDx2GOP+S4oL2ndurV44403mu25VDrZt6ytViuKiopgMpkc6wICAmAymVBYWOjDyDzv2LFjiI2NRadOnXD//fejtLTU1yF5TUlJCcrLy53Oq06nQ1JSUrM7rwBQUFCA6OhodOvWDdOmTcNPP/3k65DcUlVVBQCIiIgAABQVFeHSpUtO57N79+5o3769os/nb4+zznvvvYfIyEj07t0bmZmZuHDhgi/C8wibzYY1a9aguroaycnJzfZcKp3snrr1W2fPnoXNZoNer3dar9frceTIER9F5XlJSUlYtWoVunXrhtOnT2P+/PkYOHAgDh06hLCwMF+H53F1z6Bt6Lx64vm0cjJ8+HCMHTsWHTt2xIkTJ/DXv/4VI0aMQGFhIQIDA30dnmR2ux0zZ87Ebbfdht69ewO4cj7VajXCw8Odyir5fDZ0nADwpz/9CR06dEBsbCwOHjyI2bNno7i4GB988IEPo5Xum2++QXJyMmpqatCqVSts2LABPXv2xIEDB5rduWwOZJ+s/cWIESMc/+7bty+SkpLQoUMH/POf/8SUKVN8GBm5695773X8u0+fPujbty86d+6MgoICDB061IeRNU16ejoOHTqk+DkV19PYcU6dOtXx7z59+iAmJgZDhw7FiRMn0Llz5xsdZpN169YNBw4cQFVVFdavX4/U1FRs27bN12FRI2TfDR4ZGYnAwMB6MxHNZjMMBoOPovK+8PBwdO3aFcePH/d1KF5Rd+787bwCQKdOnRAZGanIczt9+nR8/PHH2Lp1q9Nz5w0GA6xWKyorK53KK/V8NnacDUlKSgIAxZ1PtVqNLl26ICEhAdnZ2YiPj8ff//73ZncumwvZJ2u1Wo2EhATk5+c71tntduTn5yM5OdmHkXnX+fPnceLECcTExPg6FK/o2LEjDAaD03m1WCzYvXt3sz6vAPDjjz/ip59+UtS5FUJg+vTp2LBhA7Zs2YKOHTs6vZ+QkICgoCCn81lcXIzS0lJFnc/rHWdDDhw4AACKOp8NsdvtqK2tbTbnstnx9Qw3V6xZs0ZoNBqxatUq8e2334qpU6eK8PBwUV5e7uvQPObxxx8XBQUFoqSkRPznP/8RJpNJREZGioqKCl+H1mTnzp0T+/fvF/v37xcAxJIlS8T+/fvFDz/8IIQQYuHChSI8PFxs2rRJHDx4UIwePVp07NhRXLx40ceRS3Ot4zx37px44oknRGFhoSgpKRGbN28Wt9xyi7jppptETU2Nr0N32bRp04ROpxMFBQXi9OnTjuXChQuOMg8//LBo37692LJli9i7d69ITk4WycnJPoxauusd5/Hjx8Uzzzwj9u7dK0pKSsSmTZtEp06dxKBBg3wcuTRz5swR27ZtEyUlJeLgwYNizpw5QqVSiS+++EII0TzOZXOjiGQthBCvvPKKaN++vVCr1SIxMVHs2rXL1yF51IQJE0RMTIxQq9Wibdu2YsKECeL48eO+DsstW7duFQDqLampqUKIK5dv/e1vfxN6vV5oNBoxdOhQUVxc7Nugm+Bax3nhwgUxbNgwERUVJYKCgkSHDh1EWlqa4n5oNnR8AMRbb73lKHPx4kXxyCOPiNatW4vQ0FDxhz/8QZw+fdp3QTfB9Y6ztLRUDBo0SERERAiNRiO6dOkinnzySVFVVeXbwCV64IEHRIcOHYRarRZRUVFi6NChjkQtRPM4l80Nn2dNREQkc7IfsyYiIvJ3TNZEREQyx2RNREQkc0zWREREMsdkTUREJHNM1kRERDLHZE1ERCRzTNZEREQyx2RNREQkc0zWREREMsdkTUREJHP/D0lH0fa47lqsAAAAAElFTkSuQmCC",
            "text/plain": [
              "<Figure size 640x480 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "text/html": [
              "\n",
              "                <audio  controls=\"controls\" >\n",
              "                    <source 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\" type=\"audio/wav\" />\n",
              "                    Your browser does not support the audio element.\n",
              "                </audio>\n",
              "              "
            ],
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\n",
            "Sample 6: Predicted=happy, Real=backward, Confidence=1.000\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "text/html": [
              "\n",
              "                <audio  controls=\"controls\" >\n",
              "                    <source 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\" type=\"audio/wav\" />\n",
              "                    Your browser does not support the audio element.\n",
              "                </audio>\n",
              "              "
            ],
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\n",
            "Sample 7: Predicted=visual, Real=backward, Confidence=1.000\n"
          ]
        },
        {
          "data": {
            "image/png": 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            "text/plain": [
              "<Figure size 640x480 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
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\" type=\"audio/wav\" />\n",
              "                    Your browser does not support the audio element.\n",
              "                </audio>\n",
              "              "
            ],
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\n",
            "Sample 8: Predicted=seven, Real=happy, Confidence=1.000\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "text/html": [
              "\n",
              "                <audio  controls=\"controls\" >\n",
              "                    <source 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\" type=\"audio/wav\" />\n",
              "                    Your browser does not support the audio element.\n",
              "                </audio>\n",
              "              "
            ],
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\n",
            "Sample 9: Predicted=no, Real=go, Confidence=1.000\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "text/html": [
              "\n",
              "                <audio  controls=\"controls\" >\n",
              "                    <source 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\" type=\"audio/wav\" />\n",
              "                    Your browser does not support the audio element.\n",
              "                </audio>\n",
              "              "
            ],
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\n",
            "Sample 10: Predicted=dog, Real=go, Confidence=1.000\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "text/html": [
              "\n",
              "                <audio  controls=\"controls\" >\n",
              "                    <source 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\" type=\"audio/wav\" />\n",
              "                    Your browser does not support the audio element.\n",
              "                </audio>\n",
              "              "
            ],
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "def worst_errors(model, test_loader, test_set, top_k=5):\n",
        "    errors = []\n",
        "    idx_offset = 0\n",
        "\n",
        "    with torch.no_grad():\n",
        "        for batch_idx, (features, labels) in enumerate(test_loader):\n",
        "            features = features.to(DEVICE)\n",
        "            labels = labels.to(DEVICE)\n",
        "            logits = model(features)\n",
        "            probs = torch.nn.functional.softmax(logits, dim=1)      # probs to see confidence of the model\n",
        "            preds = torch.argmax(probs, dim=1)\n",
        "            for i in range(len(labels)):\n",
        "                if preds[i] != labels[i]:\n",
        "                    confidence = probs[i, preds[i]].item()\n",
        "                    # Save: (confidence, batch_sample_idx, pred, real, global_sample_idx)\n",
        "                    errors.append((confidence, features[i].cpu(), preds[i].cpu().item(), labels[i].cpu().item(), idx_offset + i))\n",
        "            idx_offset += len(labels)\n",
        "\n",
        "    errors.sort(reverse=True, key=lambda x: x[0])\n",
        "    print(f\"Top {top_k} most confident misclassifications:\")\n",
        "\n",
        "    for i in range(min(top_k, len(errors))):\n",
        "        conf, feature, pred, real, global_idx = errors[i]\n",
        "        print(f\"\\nSample {i+1}: Predicted={commands[pred]}, Real={commands[real]}, Confidence={conf:.3f}\")\n",
        "        # Visualize spectrogram\n",
        "        plt.figure()\n",
        "        plt.imshow(feature[0], cmap=\"hot\")\n",
        "        plt.title(f\"Pred: {commands[pred]}, Real: {commands[real]}, Conf: {conf:.2f}\")\n",
        "        plt.colorbar()\n",
        "        plt.show()\n",
        "        # Play audio\n",
        "        waveform, sample_rate, *_ = test_set[global_idx]\n",
        "        display(ipd.Audio(waveform[0].numpy(), rate=sample_rate))\n",
        "\n",
        "worst_errors(net_advanced, test_loader, test_set, top_k=10)"
      ]
    }
  ],
  "metadata": {
    "accelerator": "GPU",
    "colab": {
      "gpuType": "T4",
      "machine_shape": "hm",
      "provenance": []
    },
    "kernelspec": {
      "display_name": "lab",
      "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": "3.13.3"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}