diff --git a/Computer Vision/07_Audio.ipynb b/Computer Vision/07_Audio.ipynb new file mode 100644 index 0000000..c0a6431 --- /dev/null +++ b/Computer Vision/07_Audio.ipynb @@ -0,0 +1,2479 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "name": "07_Audio.ipynb", + "provenance": [] + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "accelerator": "GPU" + }, + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "sCOzgWCuOfqp", + "colab_type": "text" + }, + "source": [ + "# 07 - Audio\n", + "(Largely based on rbracco's tutorial, **big** thanks to him for his work on getting this going for us!)\n", + "\n", + "`fastai2`'s audio module has been in development for a while by active forum members:\n", + "\n", + "* [rbracco](https://github.com/rbracco)\n", + "* [kevinbird15](https://github.com/kevinbird15)\n", + "* [mogwai](https://github.com/mogwai)\n", + "* [Hiromis](https://github.com/hiromis)\n", + "* [scart97](https://github.com/scart97)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "_ns_A5UIO9Zu", + "colab_type": "text" + }, + "source": [ + "# What makes Audio different?\n", + "\n", + "While it is possible to train on raw audio (we simply pass in a 1D tensor of the signal), what is done now is to convert the audio to what is called a **spectrogram** to train on.\n", + "\n", + "![](https://www.researchgate.net/profile/Phillip_Lobel/publication/267827408/figure/fig2/AS:295457826852866@1447454043380/Spectrograms-and-Oscillograms-This-is-an-oscillogram-and-spectrogram-of-the-boatwhistle.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "oHWUWP-nPeup", + "colab_type": "text" + }, + "source": [ + "# Installing the `fastai2_audio` library:" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "EyNPpVwyP1ZN", + "colab_type": "text" + }, + "source": [ + "We'll be installing from their `git` repository, similar to how we did for the dev version of `fastai2`" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "3qK7o23UOXMI", + "colab_type": "code", + "colab": {} + }, + "source": [ + "!pip install fastai2\n", + "!pip install git+https://github.com/rbracco/fastai2_audio.git" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "ecjJoNQ7P8hE", + "colab_type": "text" + }, + "source": [ + "We'll also need `torchaudio`" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "aQKMtsvGQCyg", + "colab_type": "text" + }, + "source": [ + "# Free Digit Dataset\n", + "\n", + "Essentially the audio version of `MNIST`, it contains 2,000 recordings from 4 speakers saying each digit 5 times. First, we'll grab the data and use a custom extract function:" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "DDFQS06rP-tl", + "colab_type": "code", + "colab": {} + }, + "source": [ + "from fastai2.vision.all import *\n", + "from fastai2_audio.core import *\n", + "from fastai2_audio.augment import *" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "7zX4DPMIQXfo", + "colab_type": "text" + }, + "source": [ + "`tar_extract_at_filename` simply extracts at the file name (as the name suggests)" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "TFvJFWNpQTS4", + "colab_type": "code", + "colab": {} + }, + "source": [ + "def tar_extract_at_filename(fname, dest):\n", + " \"Extract `fname` to `dest`/`fname`.name folder using `tarfile`\"\n", + " dest = Path(dest)/Path(fname).with_suffix('').name\n", + " tarfile.open(fname, 'r:gz').extractall(dest)" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "pwgnQgWaRJKL", + "colab_type": "code", + "colab": {} + }, + "source": [ + "url = 'https://public-datasets.fra1.cdn.digitaloceanspaces.com/recordings.tar.gz'" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "sfBiabQOQWDw", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 17 + }, + "outputId": "23cd5e1f-3e2d-4953-96c3-0236b9dfa1e3" + }, + "source": [ + "path_dig = untar_data(url, extract_func=tar_extract_at_filename)/'recordings'" + ], + "execution_count": 13, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "metadata": { + "tags": [] + } + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "CGvcpPqsRO8R", + "colab_type": "text" + }, + "source": [ + "Now we want to grab just the audio files." + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "57Xq5q_8RNJI", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 34 + }, + "outputId": "7d2423e8-2084-458d-88af-6dd70da26079" + }, + "source": [ + "audio_extensions[:5]" + ], + "execution_count": 19, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "('.aif', '.aifc', '.aiff', '.au', '.m3u')" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 19 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "iUMKWwOTRRhD", + "colab_type": "code", + "colab": {} + }, + "source": [ + "fnames = get_files(path_dig, extensions=audio_extensions)" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "yDyA4yvBRZL7", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 54 + }, + "outputId": "2390b576-60a1-4fc9-cdc7-afe63af8f4de" + }, + "source": [ + "fnames[:5]" + ], + "execution_count": 21, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "(#5) [Path('/root/.fastai/data/recordings.tar/recordings/9_yweweler_47.wav'),Path('/root/.fastai/data/recordings.tar/recordings/2_jackson_3.wav'),Path('/root/.fastai/data/recordings.tar/recordings/5_jackson_44.wav'),Path('/root/.fastai/data/recordings.tar/recordings/3_yweweler_48.wav'),Path('/root/.fastai/data/recordings.tar/recordings/8_nicolas_29.wav')]" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 21 + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "_aYYoY6WRobE", + "colab_type": "text" + }, + "source": [ + "We can convert any audio file to a tensor with `AudioTensor`. Let's try opening a file:" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "r9uOEtT7Rcz8", + "colab_type": "code", + "colab": {} + }, + "source": [ + "at = AudioTensor.create(fnames[0])" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "1kxB3ySsR2KN", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 51 + }, + "outputId": "98564dc9-7d48-4e6c-db63-12ca6d484edc" + }, + "source": [ + "at, at.shape" + ], + "execution_count": 25, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "(AudioTensor([[-6.1035e-05, -1.2207e-04, -6.1035e-05, ..., -6.1035e-05,\n", + " 6.1035e-05, -9.1553e-05]]), torch.Size([1, 3451]))" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 25 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "Z9t3-QVhRxiU", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 337 + }, + "outputId": "e7e6aff9-1618-4d73-8a2e-704f12d8e14f" + }, + "source": [ + "at.show()" + ], + "execution_count": 23, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/html": [ + "\n", + " \n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": { + "tags": [] + } + }, + { + "output_type": "display_data", + "data": { + "image/png": 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fMHP1SGZ/lL14yzmDabKN2vf55NfJmlU5UAluldXg/Y3GArDr/tLgPhmAP7+1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\nmkKc/zaC/v7361GBowbX+NredYIwZv0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" + ] + }, + "metadata": { + "tags": [] + } + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "9g6QmUrSR4xs", + "colab_type": "text" + }, + "source": [ + "# Preparing the dataset\n", + "\n", + "`fastai2_audio` has a `AudioConfig` class which allows us to prepare different settings for our dataset. Currently it has:\n", + "* BasicMelSpectrogram\n", + "* BasicMFCC\n", + "* BasicSpectrogram\n", + "* Voice\n", + "\n", + "We'll be using the **Voice** module today, as this dataset just contains human voices." + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "aYxh7i_7RyDM", + "colab_type": "code", + "colab": {} + }, + "source": [ + "cfg = AudioConfig.Voice()" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "ie7K_8ECSsK9", + "colab_type": "text" + }, + "source": [ + "Our configuration will limit options like the frequency range and the sampling rate" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "yA_E_IzCR1DU", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 34 + }, + "outputId": "dfcd60e7-915e-4368-a512-4c83ee8979a4" + }, + "source": [ + "cfg.f_max, cfg.sample_rate" + ], + "execution_count": 29, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "(8000.0, 16000)" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 29 + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "0Yk1w1R3S880", + "colab_type": "text" + }, + "source": [ + "We can then make a transform from this configuration to turn raw audio into a workable spectrogram per our settings:" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "szFUklyESrgK", + "colab_type": "code", + "colab": {} + }, + "source": [ + "aud2spec = AudioToSpec.from_cfg(cfg)" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "kOYlVKaRTJd0", + "colab_type": "text" + }, + "source": [ + "For our example, we'll crop out the original audio file to 1000 ms" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "5YHYgLODTG9L", + "colab_type": "code", + "colab": {} + }, + "source": [ + "crop1s = CropSignal(1000)" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "jvlr0DGuUDzi", + "colab_type": "text" + }, + "source": [ + "Let's build a `Pipeline` how we'd expect our data to come in" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "mYoSoaPtTP29", + "colab_type": "code", + "colab": {} + }, + "source": [ + "pipe = Pipeline([AudioTensor.create, crop1s, aud2spec])" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "v3n3dm-rTYMU", + "colab_type": "text" + }, + "source": [ + "And try visualizing what our newly made data becomes:" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "ISS1jGKATURE", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "outputId": "545f31cd-9d28-4b91-ac50-ec4ac38fa3d2" + }, + "source": [ + "for fn in fnames[:3]:\n", + " audio = AudioTensor.create(fn)\n", + " audio.show()\n", + " pipe(fn).show()" + ], + "execution_count": 53, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/html": [ + "\n", + " \n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": { + "tags": [] + } + }, + { + "output_type": "display_data", + "data": { + "image/png": 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fMHP1SGZ/lL14yzmDabKN2vf55NfJmlU5UAluldXg/Y3GArDr/tLgPhmAP7+1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\nmkKc/zaC/v7361GBowbX+NredYIwZv0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7ADxRRLIArgPwEwAOAPiqiHxUVb+1jGt/UVWfBQAi8scAXgHgDSvp5MAnkvSB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\n9gyL2YzaVK430ySPNHodrZEwOj686urxgETHcRx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NHe7HZ8/BlIbS/N315Us27tFOnOoehboHMHPZFlzzDytFIitK+YVNOhki5xHN\nhu84k3veWLUDb6zaof3MJPSytQnfGk8gkWO7ma+Gn4BPtExTe+a+tN5OqsBXPn9V8voyhYBgcgNr\n+Bly5K0vA7B++Jt3Nxd4NEym5Dpo25797Tl32U13sMxkPOpIIDttiGzh/17un73Z8gsL/CzRFk+g\npjJsWsPio9xD2eY6Cc0597+GxuZgEVQ7ytPvf+wbssIk8L/3hD6SZtCDV3If7usFnnn/Y5x1r3Xq\nXN6vUA8oLm7YzZ47OYRNOlmiPSFcga1Klea28n7Y8qFxLtgQPI5RR/hwcyP2GX+LPhLfgJ+dXXe/\n1BVBQgBvr9mBDzdbSV5kjyT1+k//+nUAwNdPHIkbzjk43ECZtLCGnyXa4wlM/eeCQg+DyZBcm3Ty\nhWlT2tLww6ahNH+mzRBG/pNERdQs8B1ezkJgPsYLC/ws0RYXOPuwgYUeBpMhd72wvNBDyAomgf/R\n9n3YHzIO/azl5hPAOuuLEEqMHSW2T4UUSsEk8NUpaff+Nsxfpz/MxgSHBX6WSCQERvTtWuhhMBmy\nsZNsvH/d9onPBn4mqIQhDrMsyNWEM3LuCJM7szoP/OH1j3Dhb/XhKpjgsA0/Syxo2IXXVm4v9DAY\nJq88/b7+/IBb4LtdAWRzj0nDV6NoFmteiVKDNfws8d569sFnyo/1mpwD6uGyhHK6uF2ZDBzk/YAW\nJeRC2H0HRg8L/Cyxr4U1EIYBLDNNwpUYxX36Vna7bI8L1E+bjsUNu11mHDU7WCaRJ3KZLrPUYIHP\nMExWmb9up8s2nxDClYxGp+Gv2b7X5ZNv2nQGgMbmNqzaujfweI7/+Sw8837ZZF31hQU+wzBZ5bWV\n2/Hhpj3J92u27cOOvakImrJgd5R9IvLY8x+YtQovLfFmRLv75RWYcvergcfz8a79eH2Vfn+t3GL5\nsMDPAF4qMoyeR99Z53ovJ7yXBbsj/IUQntPBd724HPe/shKA203TdFJ5y55mowDXpVJ84YPNGPnD\n5zW1Oy8lIfCPvn2GMSF1ISkz5YBhAuOXq1iOJeQIfyH02razWRtEtzrmZzMx8ofPayOP6vbYlm7c\nnb7RTkZJCPxtjS044c5Z2NPcFuo6NSNPttnW2JKzthmmM6Jq8o43TnvCFOHTjkZrS/z6adPx8lL3\nKdx5az9Bs3SY7PnFmzythD1s1lkpWoEvhPXHlf+QOgH7k2c/wE//vUTbxqUPv4NLfv92zsbI2XoY\nJhzbGlvwtLSB2mI/323xhPYQlhNoTfbs2b3frfh97ndv4fF5G5LvddnD1CBtgH+Ogx17WzqlybZo\nBb7zx//t7NXJshlLt+CLkuQHQdUAACAASURBVABPJAT+/NY6PPLmWgDA1j3NuHfGCuxraceE217G\nW2t24J2PPsHu/W2Y9pQ+92gmcLYehgnHx7v2u94320pTWzwBjUxGpR2GoUUT1E8WyJ/sS20Kyyd5\nnRX+yi17cd+Mle6+7cmmPZ7wCPejbpuBp97rfJ49RSvwHTufvBSbtXwr3lydSlxx7eNWsDLnb/X8\n4k24d8ZK3P3yCmyXvAIWNezCY3NTGoBDWzyBptaOR7jUaQ0Mw5iRBTOQWiW3xYVLw3dEdhc75LhO\nuWppTyQ3Y025KByT0Y59rbhnxgqX2cjx9b//lVU44c5Znmu37OkcYTZkilbg6262E3SpYWcTGpvb\nMG+t/nTrRkWLMPGDJxfh8JtfCj221vYENu7aj7b2zrfkY5hcsqvJbY65++UVACwtW95vc145ip8u\ntML+1njSvLPGTqAOpBSx381e5fHX37E3ZRbea3v7vLpiKxp2emVGRxLLFztFG0vHLxHH8T+fhYoo\nudKjfeHBt/DOR1Y0vf9+YPYQkFm1bW+HEl7cM2MFfjt7NZ76xrGhr2WYckY9QevQnhDYqtmjc2z3\nOuVqf1s8uUL/SBL4jhZ/xwvLccGRboG/tbEF/bpXAwD22Ye79ipuns6qIZ5IYMGGXXjkjY8waWQf\nXDxxWPovWOQUrcBvbG5HN6VMDk6m5sJ0hL0Ode/Fsv2vxaKGjrllOfsKnJmHYcJhcrBoa0/gwt++\n6S23nzGdht/cFk+uGGSHDjkOjzqJbNy1H0N716BhZ1PyNO/qbftcdZpsM/JH2/fhFy9ZK5CGnftx\n8cRhSCQE9rW2o7a6wv+LFilFa9LJJqq718wPt+Kn/16afN+ueAAEzU3LXjoMEw7TgtrkNrmwYTc+\n+Hi31obf1BrXZplrbosnzUM79rUgZm/iEoBd+9vww38txrn3v4790v4dAfjdq6vR3BZHk+2zL2/a\nOiEg/vLWWky8fSaEEFizbS/qp00vKW+eshD4/7LdwDbt3o/6adPxN+UU4LR/LU7u2F/91/mY9H8z\nA7X7ncfez+5AGaZMeXDOGuNn1z2x0LOiByzBvl8Tc6e5LZHU0jfvbk4KfBDwt7fXYbrtpy/H6xEA\n7vjvh5i3dqd28nFMv++t34X9bXGMuOH5pBlJjhiaSAjtqV6VV5ZtwYebrfATQgg07MzPwdKyEPjO\nybvJ//cKAGD28m2uz5+c34AxP34BAPD+BmsjuKm13ZNhZ29LOxqlw187m8IdBGMYJjzxhPCESwas\nZO3NGuEsTwQ7m9qSvvxCWCsGuZ7Kjn0t2knEcQuVN31v+NdiAG6B/5PnluC0X+rj/Pzo6cXJtr/y\n53n4/pOWq/gT8xpw/M9TXkK7Jbliyk3c2p4IbImQKXqB/5DPzJ8LnCTeY296ERf+9i3UT5uOlvY4\nPt61H+fe95rxj8kwTG5YuXUvFmqybv3tnfXJjVeZ5ra4S5ib8hTrJpHb/rMMu5paPeXOXsIu2yuI\nKLU/4Ch+n3ngDby8dAvWfdKE385ahaffa0he37CzCY++sz6p1QOW+bi1PYE3Vqf2JldsacQRt7yE\n9rjlCXjIT17Ei5oAcr+dvTqwJUKm6AV+PnndkLHqtRXbcNwdr2DdJ01aTwKGYQpDoybcSnNbwpWH\n17TX5gh82fly294WLNm4x1PXMf8k3UqlOWTOim048c5ZWLBhFzbb7uQ/f3E5rn18IU74+StobU8k\nNfj1nzThuicWArC09x8/+wGeXWBZINbt2Icz7pkDANi8pxnH3mFZJJba41mzbW/y4NqmPSk30tb2\nBL78p3eT+xaRrr3qtF8YWfLSIaKzANwHIArgYSHEHcrnVQD+AuAoADsAfEEIsTYbfWeT659cqC3/\n2l+ylx+UYZjs0fCJ139+T3Mbbno25Q1k2lI1uYjOX+c937N5TzPqp03Xtvnk/AZPfYcNO/fjmQWp\nzd/fvboayzY1ArA2sBulMBGvrkiZmtdInkMf79qPeELgzHvnoC0uMOu6k7HTPsC2Ztte/PjZD/DG\nqh1YvW0vhvauQay2j9F/lDLdYSaiKIAVAE4H0ABgLoBLhBBLpTr/C+BwIcTVRHQxgM8KIb7g127V\nwFFi4JX3ZjQ2hmGYjkDwj7UThguOHJx0HOkIk0f2wVtrdqSvaLPpz99Fy6aV2lNj2TDpTASwSgix\nRgjRCuAxAOcrdc4H8Gf79ZMATiPqhMfYGIbpFGQi7FXJlomwBxBK2KcjGwJ/MAA5UE2DXaatI4Ro\nB7AbQB+1ISK6iojmEdG8eFP5xapmGKb0KWa3/KLatBVCPCSEmCCEmBCt6VHo4TAMw4SmmE0X2RD4\nHwMYKr0fYpdp6xBRDEAPWJu3DMMwnQpVwT/rkAEZtTdheK+MrpfJhsCfC2AUEY0gokoAFwN4Tqnz\nHIAr7defA/CKKKXzyAzDFCUXjletx0BlLJxYUzXyEw8yejV2iEkjeydfd7XDPQNAzy4VOPvQ1GTw\n/bNGJ1///ooJyddDenXBa98/Jfn+qW9Mxomj+iZfO/z1qxPx7o2n+Y4lY4Fv2+S/BeBFAMsAPC6E\nWEJEtxDReXa1PwDoQ0SrAEwFMC3TfnPBnZ87XFt+7ZRReR4JwzBBqO/T1VPWs0sFrpw8PO21tdV6\nr/RjRvT2lNXVVuHDW89Cv9oqz2cnj/afID47fkjy9Y8/NRaj+9cCAGJRck02Jx/UL/l6VL9U6Mgh\nvbpgaO8a/POqSfjPt4/HUcN7Y1DPLgCA8cN6YektZwKwvHn61VYj0bJPHzceWbLhCyGeF0IcJIQ4\nQAhxu112kxDiOft1sxDi80KIA4UQE4UQ+T0+G5CLJgzVlv/PiSPx2FWT8jwahmHS0aPGG7WyuiKK\nrx4/Mvm+Mqq3qldXWNq2amoYO7C7p27XyiiqK6Lo3bUSACAl1cJnjxyMNT87BwDQyx7P6WP741un\nHIC1d5yLHl0qkpr4Af264cVrTwQAdKmI4vbPHoZJIy3/lbGDuuNPXz4aADCwZ3XymmH2pHbMyD44\ndLC1t9mji9UPEaGmMoa1d5yLmJ0vpH3nJqN8LapNWx1fP3Fk+ko54I1pp+Lqk6w/WE1lDJNG9sGb\n007FG9NOLch4GKZcObCuG44Y4nXiGDuwO2oqvVp6TWUU1ZUp0SanPJSp0ph+7v3CONRptPiqmDU5\n9KqxBL4c9bNHlwpEIoS1d5yLY0b0QSxC+P0VE3DdmWOSdcYP64VBPapxUL/aZFltdQV6da3ElINT\nmv3JB9Vh+jXHoyoWxVHDe2Pm907C56QVgsM3Tj4Az3zzOO338qPoBX42DP0n2Pauv3xlIgCgbzf3\nH7RvtyrMvu5kAMCYAdYfZFCPakw7e4yr3qCeXTDYXkoxDJMfiPR2+ZvPOwRdKqKe8qqKaFJ7r62O\nJWUIIaWBAykNX6ZHTUUyraKM038vW8MHgAe+OB4AXDLhlxcdgXdvnKL5DoQ3bzgtuSK59fxDcP2Z\nls3+isn1+KdtQSAiHDIoNbkdUNcNEc2E1bOmEuOG9vSUp6PoBX42+NKx9QCszZi1d5yLm88b6/p8\nzvdPRn1fa9n0hy8djenXHI8g58IesZdfDMNkht9K/vozRyfTm8rUVEbRpdJbXh2LoMYW5gO6V7uy\n2k07e0xyU1adLD51+EAcObSndhKJ2WYhx/6+5Kdnor5vDQBgZF3K3t61KpY0+/hx+eR6nDLG0uwr\nYxEcM9JzLCknlIXAjyk/ltPH9ndttMjLwsE9u7hmWD+cZR7DMJlRXaEXRYcP6YEzDhmg1fCrK6Lo\nVuW14VfFIslnvk+3ymReXAHL/PKzzx6Kh684CjWKJv/rL45Hz5pKdLXlwWljUqYWJ7/tVSeOxIyp\nJ6FrVQyHDOqB9398utFkVIwUrcDvVuW1zTmmGR263XMH9e9RFYvikS9PxOEau2AQLptkxSaqjJXO\nH5phioGffHqstrwiGsHvLhuvLQeAKo2G36Uymty8NJlq+tv5a+X3Q3rVYMrYAUnTzbDeNa46NVVW\n+bihPXHPRUdgZN+uOPaAPsk+D5Q8aHoF0OaLiaIV+H4WlWe+eRzevuE0l5Cf8/1TcOM5BwMAjgp4\nUKFnTcf+WN8/awye+eZx2mUmwzBmumoUOcBahetW1pX2M1Zha/iyWKiORdCrqyXoHZOs1ZZV65TR\ndfjMOLefvjwBOJq8M2k4OM91LBrBZ8cPwYypJ+F7Z4xGZ6BoJZa6sQoguTQbN7QnBvSoxgGS7ay6\nIooK+w+tc6vS8atLjuyQ10336gqMG9qTBT7DhKSnIlyvnXIQACAWIe3mpGMucTxqZCeOrlUx9Oxi\nKW0jZIEfser+6csTccxIt0+97IHjTD6HDNLLCydxim5cpUrRSizdDvrYQd1dGyoPX2mdRnNWA8cd\n2BeTRvbGN04+wHXdqH61GNTTvbQDrJk9E6+bCoN/L8Mwevp0c6+qHdt8RTSCqGZZ39Iet+tpvHFi\nkeT1QwzPsbPPFiHLJCwrac7Bq5vPOwQLbzrDc63OrFzqFK3AdybVq09KCe8vHjMMy249K/m+a1UM\nxx3YB8cfaNn2R/WvxWNXTcagnl2w9o5zMaJvVwzrXYMBParx5jT/I8cdgTV8hglHv1q34uVs1lbG\nIohoHicnK5XOZ172pOsmnZqNS145zgrh6Pre+OtXj3Fd72zaVldEPQe4pl9zPC6ZaMwjUrIU7RQW\nIesgg4y6HASAv33NfAL22W+FP5gQBtX7h2EYf4b06oJTRtdh1nIru5OjgccipNXwnYhbfg4Sd190\nBE4Z3Q8/e/5D6xrN6R2dJ43f+jyop16pUTIS64XvnoA+Gru+H92rK9C92jtJZAs/zyCGYbwQkWt/\nrko26fjYyqNk1Vv9s3NwoXLy9ILxQ1zeMkcO9Tpt6HzrfT1DOilFq+HLqJp+sRDrRJs5DJNNhvep\nwbodTdrP5E1Qx6OGyH9z1JHN0QgZ5fQz3zwOYwbUavf/umkCpZns/p2ZktHwixHO0sgwem49/1DX\nezkWjqwoyVq9atI597CBOH/cIABu7xzTvDBuaE+tsAf0+20XjB+MuZowCJ2ZktDwGYYpHYb26oIx\nA1NBwkbWdcXBA7tjYYOVtlQW+CbhDwAPXOo9iAUAU08fnZwIgnJQ/26eslg0og2U1plhgc8wTFa5\nYPxgVEVTmnaEyOU5I2vbTsiCutoql/DXeeU4DOhRjQE9vG7WJpbdcpYxdEO5wQKfYZisEotEQJJ8\njZA7nHBU0eoX3nQGetRUQE6Cl01nC130y3KFp70scXR99vJOMkwpE1FcLCOKbV52Z45EKOkDL++J\nqRo+J0TNDizws8TE+t4edzGG6ex857QDteWyFk/k3miVZbnJ061CFfhZyYzBsMDPEtFoBD016daY\n0qKykxymu/NCfX7mjuC3sRkh/f2SBX6E3K6ULvOOwdNNLb9icj3uvPCwAKNl/Ogcv+4ioCJC+MPr\nHxV6GEyG3HL+IYUeQlYwbWp2r47pDyH5cNkx5oTgJhdJ1aQjp+tujSdSnxkaUDX6wT274KKjO1+o\ng3zDAj9LxKIR3PaZQ9NXZIqazrLBpyb3cOjbrSq0ecTvfKFOYKuHqKz3qc+dqLeAOd/swQEj3jLh\nYC+dLFERJQxVEimUIlWxSDJgVTmSj+xFhw/pgUW2T3qu0CX3BuwTqyHN4X4nYNUNWQAubd567w5f\nrAtu5vCbS4/EhPreyWThTHZhDT9LxCKExua2Qg8jY8o9WoTJppwt/vSlo5NheXPFtLPHGEN3R4iM\n8v6H54zRlvvdEt2mq1qfiPA/J4zEqtvPBgCX+2WFEiLznMMGoV9tNUeizRF8VzPkte+fAsDatM1l\noLb8Ud4SP9fJLg7s1y3nuZAjZF6pRMis4Kuhi1PX+Gj4mn50XRNR0h1T7r+U8sF2BljgZ4ijrUWJ\nfHPuMsXDcQf2wfVn6lPWmdwEsyWYKmORnE+pESLjeInMEt8k1/2+um4hofrMq+3KGelinEQor7DA\nzxDnsEgsQhxMrUQgEEZKNmUZk4afrb+sKdrjpw4fmKUeLExaeSRCxk1b4yRh+PbVFRFENaaXhNK8\nOpaLJw7D/Zcc6dsnkxtY4GeI83vtTHkvOzt+oXhNNvwrJtdnpe8o5V4xiJA+P6zTv991YZj/o9Nd\n7f30PMulVZ0DdK0616k2fCa38N3OEOchUX/kXUvVva8M5i0is+DTCb3KaARfPq5eW//IYT1D9R2J\n6PXlRAdiBzx4+VEu7xcHv+8HmMMUmAS+qakuFVGXCWzyAX0AeA+v6a53NPtKnyBpTPbhu50hzkOi\nPixH1/cuxHCYAPjbuHWFZqH31NXHast16TgBs0nn0ME9tPGY/JLsnDiqTusKHCEy2t19fepDTvaR\niHslQQD+8+3jcXGAXLDO/Td5EzG5gQV+hsiZeGRK1cRTmqPWY7KLEwwHhuC3cWm2ieuY9yN9Yo0o\nEeKaYw5dK2O44ZyD9Z0bIHK7OCbHRObkPH7mJN+NXuM17nqHDu7hSUKiuzrGGn5B4LudIc6zoGpi\npZr+ULfcL1XvI5P7I5EhYTb0G5R+E4EJU4L7SERvvkln0tHFxjGNiXw0fL/vYTTp+IxLvibMPXIm\nF1OGKiY3ZCTwiag3Eb1MRCvtf7UxgonoBSLaRUT/yaS/YsT5wTta0BcnDgXQudzNcrnJ+M1TDshZ\n22aBaPAV97km7IamiVgk4jpp6pAQem0dAM47YiBGD6j1lEeItBOFZdIJP17TasXXLVMx6cg4JipT\n+AVAn3qQyR2Z3u1pAGYKIUYBmGm/13EXgMsz7KsocR6sjbv2AwB+doGliTkbVy9de2JhBtZBdHIi\nl4sV0+biUcMzzy/Qt5s+yqMl2MNps9ma86IRvZAWQiCm8VgRAO6/ZDx6aPYETEOKkL+2blpLmFcF\nPiYdl4bvrveEvb+hG0u7ZtJjck+mAv98AH+2X/8ZwGd0lYQQMwE0ZthXUeI8JKot0tFcqnN8qrKj\nHGt7VATBJDzOGNs/43FEDW552ZCvPWsqkq6CKsZNzZC+6NlCCCvGjpNTwRGkjtbv/A1kTT9CpDXB\nEQGGqMW+mCZfXzOQTxLy5PWass4ShrrUyPSu9xdCbLJfbwaQkQQgoquIaB4Rzdu2bVuGQ8sPjlaT\nUDQWx6RTrJtSYQ68mDXJzIWgyfSVjU1vs7Zu9lPXlfp5vYTh0a8eA0C/TyIgQEQYO8g6herMg05d\n51bLB8asTVtvW9RBk07YVQ/g3qvy21NQmTyyD169/uQQo2OyQVppREQziOgDzX/ny/WEpYpktE4T\nQjwkhJgghJhQV1eXSVN5p6k17nrvPHDFKvDDCATjg5yFr2Y+3Zk5ph8jQa/hC4QTWmFx+tTF3Hf0\nBUeAVihxZyIarxYiwvGaDfUIkdFpwO/3aFQCAsbSCROaIRIhDO+jP+3M5I60j6wQYooQ4lDNf88C\n2EJEAwHA/ndrrgdcjNx54eG48Ch3ekPngTX5Y6sM6lGNX3z+iKyPzUQ2bNK6SaNbVbhIkGEOQIXF\nb2ViFuDhNy5VZl93sr4Nu5GRdd3QT8ki1WaHpI4qAl8dlVr+zVMORO+u7lDCEbK8X35wljf6pSmG\nkNW3vjyohp+tjW0md2Sqoz0H4Er79ZUAns2wvZLkoqOHejYIoxHC2jvODWya6FlTiW5V+bP3h3s0\nDUJQUzYsZE4A+f7Ik0UmsuPSY4b5t+GzqdmRjUuVQT27mLpNoq4+Jo6wDuqlNHx3f854dQeV1BKn\nbt9u3pjyRw3v7RM8Lfzkq+auDdMuk38yFfh3ADidiFYCmGK/BxFNIKKHnUpE9BqAJwCcRkQNRHRm\nhv0WPbLg+MOVE9LWJzJvYOaC7NjfMx+vfJ/I8Dost56fyjymdXUU4QS7ZV8P3r/JNCIMb04Y1RfH\njOzjulb12En1rxufG6duWEEbNrQC4E1lGPZ6Jr9klIlBCLEDwGma8nkAvia9PyGTfkoR+cd/2sHp\n97IJ5iV1LsiOScdbFjYmjOvgjqE8HV85bgT++EYqn3CQS8McMiLoN0Evn6zP9ZpJBEjnWudfpyWn\n+z5d02eCcgS9cRgErZZvqu/3J5U33VmuFz/FuaPYCWiLhxN8RJRXDT8by+xsjNet4XdMeHSpjOCw\nwT207chcdswwqY5pPN4PEkJ4xvOfbx/vWkkEwSU4pQblPtUYM0lt3b6ga1UMt3/Wv99oUuDrv6Tq\nUZYakmll4k0onhqvexNZ3y5TLLDAzxH729pDX5Pr9HrZ7itME18/caShDYOGH1JLDqJVX3PaqFT7\nyuCd6Ka670Qam/+QXno7vR8uk5WpXOnHEcLO1zO5YsrIdR3k6K1G7yWTmctHZMv+9NnY/2ByCwv8\nIiJTX+8wLqA6AWkKcxDG3c4UHmDMQG9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LuAI4DbgaeIa798zsnsDlwOnAPuAn3f2mcox7AK8H7k7xNX+su9+w1XPP+AZ0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\nIX5AopKU7r5OISfN7D51JvRNdJvxGEqOqFFtet+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6NbV7bz0+WbE5MDrFdsH+50N3wjFZSrXw1dmoTUuiMowrQGu6qS3+scyyqlZD\nIS/ZEm1qtTp4/MzMVahZ6k5+pgYwqIPOu53Ec29+kQnpfeh9dzqMei0mVr4t+M3Wlg+FT1ZktxhP\ni/KSrI5jmoDgS4J88jb00n97cxHOvPc9V3SKas1K6zysuMgc9E3M+GySTF/KWRqz4dmPV2Httt1Y\nuy0l/Lox8/b89Th/wjRU3/qq6XDc83rGmv7Ak7pCGxB2Ptf6CL40jt7NcjJcWUmTka2Co/DPnHM9\n2Sz8oLBC1ZKf+vkaPOvkOldfc1V/49MzU/5V20LVUYnq3mGYbJHWtunttbYumZ7D0K2Ne2buDx6u\nwQeLN1gnefm3KTBrxWZUjZuMP786HzOdVdf03Ep19Un82Ml/JfftMCYADKaUBT9rmtyZ0y/moJmU\nD763NP339x+qwYpNqVQCaniZyX1TalifNBvufcObmpZhGgLpGzctQ7l22x68PCc1qNurXYus6j9v\ngjcNyeadezH23tSExRdmf5mOw9fHgLbvqcPkT1dj+tKNaeu/b6eWWLfNPXdBZcuuvXjjC+8M8Sbm\n2SsoCl7wdSnWBT/Igp443bxknCsDpuGhURq0Xp1Gz3bNI5VnmLjpXJmy3E3ulH+9uwSzncADP3eL\nH9MWe2eTz1m1Jf23QMYAm2lZX/ncv3+Ab/wttWJWZbNSV5pnyZebd6GuPomJHy3HJQ9O9+wPs5YE\nY6bgT50lyWUaW8qAINyuHkOemYgunZWbvEnIGKYx+c2k1Ixfk2tGjcwxrV2QLb/TclRJO0pPo216\ni/7Rf2amI4u27d6LZ2auxDVPfIKjx7+OXzw121O3RLp3r3nCHM78r3eXuJfVZNIUvOBLZizf5Mpp\nkyuqhW9aPOIVy2xPhmmKSOseaLj0B4vX7cCflBQjKrYwX5me++CbXsHVT8xKj6E9q8xVqFm6EY99\nmIkOksba0zPNxt6EtxfjEW1xHSZFab47EJZdtfX4YPEG9NEmp5QmKKsp936zHYF4k24xTCGRzeIn\nNj/7iP4d8N5C84pqQghs2bUXbZqXWcfadoRYC1mmMK/q0BKtm5fh549nDLS6+qRrEHfTjtp0GOoH\nizbgqH4dAusvJpqM4APABfd/iJMP7OLalm0wzSzF4mGYYiLOlNE2sQdSVv3Qm1/FX84fhoN7tDGW\n2b4n/NvGt+//0LN6W60m+J9/lclRNHP5pkDBTzqpz/W5C/sqTcalI3n18zWuz2yJM0w0Gmt5wwed\ndYPXbN2Ns/72nrHMnojuJf1lfsP2Whx3xxtYsGYbALceNCsNlrdrn5qFr/357cBy+woFL/hF8uBl\nmEZj6+5gN0oc3OosZlOaIObSXXQAACAASURBVFc6cJVdWcbiSz5dtQXLN+7EyY5oqw+QZqUJrNm6\nG//5cBke/mCp0S01Y9kmLFy3HX9/qzjCpwvapfPv95bgyxALXTMMU7jo6wyrLMkxf9AVzmQuIOWe\n+VQJE926uw4X3v8hFqw1r8Y2efbqdPqL8S99gaQQeOCdJTh1cFfcNOagtKvozXlr8edX5+P5K4/J\nqa+FQMFa+ALAb5183gzDNF3+aIncAeyZQ7Oh769exF+UNBB/mDLPI/Zj/vIuJs9ejfqk8KxS9/rn\na7FhRy0e/XA5HlMWiZkydw1mrdyCGctScwuSSYFdtfUQQqCuPom35q8L1b9CWCMgFgufiEYDuBtA\nCYD7hRDjtf3NADwM4DAAGwB8Swix1K/O7bwuJsMwMTN71Ra8OGc1dtbWpccYJDXLMpPF1DDW/zri\nf/Z971vrvWREFX7z9YOM+2rrkrjlhc/wyLRleG/cSWheVoL2LcvT+/8zbRkG92iDnu2a44PFG3DG\nkO7pfXoUkmTD9j3o4KxsFgXK9alDRCUA5gM4GcBKANMBnC+E+EwpcwWAIUKIy4noPABnCSG+5Vdv\ns24DRLeL7sqpbwzDMNly/3ercenDNaHL9+nYEkN7tcX4sw9Gs9IS1CcFfv38HExbvAGLDSnQJ191\nDKbMXYN7nJTr/Tu3wsK12zHrxlNQLwSWrN+Bs+97HzU3jMJfX1+IG88YBKKU5+PB95di3q2jsWF7\nLR6dtgwdWzXD8ft3Qo+2zdGqY/c1dVvWdDX1MQ7BPwrATUKIrzmfrwMAIcTvlDJTnDIfEFEpgK8A\ndBI+jbPgMwzDRGf1Qz/DntULjOEucfjwewBQE9asdLYZywgh6gBsAeAJkCWiy4iohohqSmvNAy0M\nwzBMdhTUoK0QYoIQoloIUV1X3irf3WEYhtmniEPwVwHopXzu6WwzlnFcOm2QGrxlGIYpSK479YCs\njpt05Qgs+d1pmHHDKFRW2ONi7jj7YAzv096z/aPrR+KR7w/HhO8cBgCY8rPj0KpZKaZfPwrzbz01\nXee7/3cinvjhUTigayVOP7gb7v9uNaZdNxKirtaayTEOH34pUoO2I5ES9ukAvi2EmKuU+TGAg5VB\n228IIb7pV2/fA4eI5Njf+RVhGIaJzFF9O2D04K7p7KImBnRuhVd+fhyIyJpHSKVfp5aYes0Jxn1b\nd+/Fhfd/iNkrt+DZK44GEeGArpWoKEsN7N74/Bz06dgSJx3QGQ+/vww3jU1F+ySTAqs270Kv9u71\nC5JJgTlfbsGQnm2N7RHRDCFEtWlfzmGZQog6IroSwBSkwjL/JYSYS0Q3A6gRQkwC8ACAR4hoIYCN\nAM4Lqrddi3J+BWAYJna+dlAXfOvwXvh4+SY8p6x/3bqiND0L+axDe4CcRF2jD+qCl+euwT3nD8OY\nQ7pjw/Y9WLJ+B/p0bAkiwhM1K3D58f2s7bWuKMOzV4zAll17XeGYQCqHz21nHZz+LMUeABIJ8oi9\n3G4T+yBi8eELIV4UQgwUQvQTQtzmbLvREXsIIXYLIc4VQvQXQgwXQiwOqpMIOHH/TnF0j2GYPHLe\n4b2s+0b0jy+b5Zzffg1nDs3EsF901H6eMgtuOxUXj+iDirISDO3lFs0xzrGdWjXDRUdVpbePdBI2\njjkktb9Dq2aormqPDq2aoX3Lcl+xl5QkyCP2+aCgBm11/n3JcM/6mwzDNC0O6Fpp3Te8KjfBv+H0\nA9N/t2pWilMP7pZpt1trvHjVsThzaPf0g0BdAP2io6vQvW1KX07cvxNuGTsYX9wyGtNvGIWWzTLO\nj3Ore2Hx7afl1M9CoaAFHzCseMUwTE609hlIjJNDe6csaL/1KpqX5yZBxw9MeQH+9M1DALgzZO6s\nrceg7q1x13nDcNd5w/DFLaNdxxIR+neuREVpAv++ZDiICBVlJcZ2EvtIFseCF3ydAZ3d4ZrFksea\nYeKiPETa4Dh4/IdHAQBalJfijWtPMJaxCWxYurdtjqXjT8c3Du0JwG3B6+tdm9q674JDMe1XI3Pq\nQ1OiSQn+AxdV44GLDndtKzfkmQhDY130DFNolGV5z5jw88GXEOHlnx2Lb1b3RKnFMGtZHv5t48Yz\nBuGv3x7m2qbnvFdXxKvq4F4dz9h+s1K0bZF/33pjUfCqp65oNaJ/R5SVui+cbBdkzjbGlmGaOjbx\n9WP69aOM2/1WvEokCAd0bY3SkoT1IaP6ym1cdVJ/XDKiCt87pg/OGNI97b4B4Eks1r1tc3RpnUoq\ndpriz2dSFLzgSx/+Mf07oqKsJL1ifa6orqCLj67y7D+dLxZmH6JTZSazYvPy6G4U9XgbPds1xxUn\nmCNWbK7XTpUp63rqNcfj6pMHYv8uqQHevp0y1vnVp+zvykQp62rTvMxY56mDu+HwqnaB/S1GCl7w\n4VwnpP0r+cYwPW1PONQHx09HDjCUiDZaHOaGYJiG5JqTBwKAMfzvCGVGZ/Mc/eYqPzmpf/rvZqUJ\ntHAeJvo9ZXqruO+CQ9GqWUq0+3ZsiatGDsCUnx+HZ644Gi/85Bhcf9qBnmOAjBE46zenGPffNOYg\nPHn50ZG/SzFQ8IKvXya6hR9krQzu3tq4Xa2nzODP94ssMLFu255I5RkmbuQ1a1rL9cyhPdDSuVea\nlcYn+Hose0ki1fbZziCqRN5uv/vGwXj6R6nB3Hoh0MqJGCLlfjy0dzu0KC/F1w7qanxjSHLoXtY0\nGcGXv7Eu+EGDr3cq/r5fnZbx26uuP5P1UR9R8G1cMqIqlnoYJgh5HZsCGQ7oVokrTkxZ4xt2ZGec\nLB1/umdbl9YVeOT7wwEAw3q3Q1lJqg8lJV7DrFlpAucP751+4MxeuQU92jbHrBvNlnrvDi3wy9He\nsbaYbs2ipOAFXyq+cFwsujYHDUCpD4jLjuuHHxzbx7NdHVAadWBnANEtfBvtiigCgMkvcgBTF1sg\ndb1/7aDUjNFF2mIc154yMIc2CccO6IQvbhmN3589BIftl/Kdl2n3ZbPSEsy79dT0MUBqohQAtGlh\n9sXbqKtPZt3fYqegFzEHAHIUX1r45HHyBB3v5kcn9MfQXm2xpy5z0agDStIXH/atsUPLcmzYUQsi\nniTW0FTv1861DB3jJm3DaNfh8Kr26N62efpzeWkCtcr1f+mxfXHlSSmfuylR2JF9vRkdJdLgkjHu\n0nr3C/2Uxxzco421jB972cTPmsK38B2k344sPVbDLGVYFuAd5G3fshynD+lujRqQDxTb/sE9zGMC\n6puGOt27qU4LU78Dkx2NnTtFXmv626m0ugGge5sK9Ovknryovu0uvO3U9N9yLEB1q9x3waHWY4GM\n9V5qeMuQSD//CVnmytpdm10oNtOUBN8xSPQLTF7bP1QSGE287ChceGRv51PENwLyttOhZTmG9ExZ\nI//SJn5J1AdEz3beDHd+FEJSJZ3WlpC3fNLUZlV3aOTfVQq0buSoaQHev26kNZABcMe1y0lMJUqF\n+m+gf5aGTxgLn7IMsT6qXwc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qa7SYVl1M+J0qIrv0x5qie5kXqua57kR0TBX0eSj7b6MW9qlRXQCLIvT6pkmM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\nhxpGX0JG6zUhPkw4hhVVx3SW4q/O9EyoCenYx3FQT7REe5L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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [] + } + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "auUziK3YUing", + "colab_type": "text" + }, + "source": [ + "# Using the `DataBlock` API:\n", + "\n", + "* We'll want to use our same transforms we used for the `Pipeline`\n", + "* An appropriate `getter`\n", + "* An appropriate labeller" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "XkpDI0aXVN_p", + "colab_type": "text" + }, + "source": [ + "For our transforms, we'll want the same ones we used before" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "ye9SWBXBUTjN", + "colab_type": "code", + "colab": {} + }, + "source": [ + "item_tfms = [CropSignal(1000), aud2spec]" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Mm55JsLGVQP6", + "colab_type": "text" + }, + "source": [ + "Our filenames are labelled by the number followed by the name of the individual:\n", + "* `4_theo_37.wav`\n", + "* `2_nicolas_7.wav`" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "UdJEy-_vU3tW", + "colab_type": "code", + "colab": {} + }, + "source": [ + "get_y = lambda x: x.name[0]" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "luy6BL2wU14V", + "colab_type": "code", + "colab": {} + }, + "source": [ + "aud_digit = DataBlock(blocks=(AudioBlock, CategoryBlock), \n", + " get_items=get_audio_files, \n", + " splitter=RandomSplitter(),\n", + " item_tfms = item_tfms,\n", + " get_y=get_y)" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "pf-ujW6-VmMj", + "colab_type": "text" + }, + "source": [ + "And now we can build our `DataLoaders`" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "5k9VC0z6U8B9", + "colab_type": "code", + "colab": {} + }, + "source": [ + "dls = aud_digit.dataloaders(path_dig, bs=64)" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "tfUKBFC0V0V6", + "colab_type": "text" + }, + "source": [ + "Let's look at a batch" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "A1bh-x4rVAef", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 902 + }, + "outputId": "223b92a9-5a23-4064-96fe-3d5c680e8525" + }, + "source": [ + "dls.show_batch(max_n=3)" + ], + "execution_count": 68, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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2NdNrtktY7kyhW9KM+EB0QtcExEl6tiuTZNj3NERWfBMqOEpCQH0xOtEsLqVj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\nUDlo765/e/8flZMXqoS4vz5Z4/v/27ufEKvKMI7j398UFKQ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uAZ5pZpess+8Puftjynfux4AXrndwq2yqRGJmFwDfDfwP4GfNzIAnAM8qD3kD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\niogJYELSU8BLpAFORUhaBuwFdrZ5+RRwU0SclnQv8JGkdS1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lJlFUlaOroF6iznm9pfEZ1YWsqohSvsvkk1JLVY19IJ+l2jsATFR3JjPFUCbW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\noa1hSfJmLTfCdgqVSLQeidqDOt34q6MSV61CIlM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" + ] + }, + "metadata": { + "tags": [] + } + }, + { + "output_type": "stream", + "text": [ + "8\n", + "8\n", + "8\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "7KSsWyiAWAmC", + "colab_type": "text" + }, + "source": [ + "# Training\n", + "\n", + "Now that we have our `Dataloaders`, we need to make a model. We'll make a function that changes a `Learner`'s first layer to accept a 1 channel input (similar to how we did for the Bengali.AI model)" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "JOxs3Pa7V28a", + "colab_type": "code", + "colab": {} + }, + "source": [ + "def alter_learner(learn, n_channels=1):\n", + " \"Adjust a `Learner`'s model to accept `1` channel\"\n", + " layer = learn.model[0][0]\n", + " layer.in_channels=n_channels\n", + " layer.weight = nn.Parameter(layer.weight[:,1,:,:].unsqueeze(1))\n", + " learn.model[0][0] = layer" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "MaM_gM5XWy_6", + "colab_type": "code", + "colab": {} + }, + "source": [ + "learn = Learner(dls, xresnet18(), CrossEntropyLossFlat(), metrics=accuracy)" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "jN7BZflUW4qb", + "colab_type": "text" + }, + "source": [ + "Now we need to grab our number of channels:" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "olcUQ3XdW3uL", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 34 + }, + "outputId": "57e7e8b6-cfee-45c5-e41c-6e7305096abe" + }, + "source": [ + "n_c = dls.one_batch()[0].shape[1]; n_c" + ], + "execution_count": 72, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "1" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 72 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "_NaW9yOnW9rT", + "colab_type": "code", + "colab": {} + }, + "source": [ + "alter_learner(learn, n_c)" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "k4gl5pv5W_8C", + "colab_type": "text" + }, + "source": [ + "Now we can find our learning rate and fit!" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "ZVnpmd2CW_iD", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 300 + }, + "outputId": "e6e03fb8-b464-4ce4-f375-ec71560a207b" + }, + "source": [ + "learn.lr_find()" + ], + "execution_count": 74, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "metadata": { + "tags": [] + } + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "(0.13182567358016967, 0.00363078061491251)" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 74 + }, + { + "output_type": "display_data", + "data": { + "image/png": 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But let's see if augmentation can help us out here!" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "OxDtFeJlXnLT", + "colab_type": "text" + }, + "source": [ + "# Data Augmentation\n", + "\n", + "We can use the `SpectrogramTransformer` class to prepare some transforms for us" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "Ev9ullICXZDT", + "colab_type": "code", + "colab": {} + }, + "source": [ + "DBMelSpec = SpectrogramTransformer(mel=True, to_db=True)" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "_ffjgML9YLBY", + "colab_type": "text" + }, + "source": [ + "Let's take a look at our original settings:" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "nri3fwRGYDvU", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 289 + }, + "outputId": "5d6ec83d-4cc3-4776-fdd2-97fff43b66e1" + }, + "source": [ + "aud2spec.settings" + ], + "execution_count": 81, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "{'f_max': 8000.0,\n", + " 'f_min': 50.0,\n", + " 'hop_length': 128,\n", + " 'mel': 'True',\n", + " 'n_fft': 1024,\n", + " 'n_mels': 128,\n", + " 'nchannels': 1,\n", + " 'pad': 0,\n", + " 'sample_rate': 16000,\n", + " 'sr': 8000,\n", + " 'stype': 'power',\n", + " 'to_db': 'False',\n", + " 'top_db': None,\n", + " 'win_length': 1024,\n", + " 'window_fn': ,\n", + " 'wkwargs': None}" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 81 + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "pKwt3x51YNeD", + "colab_type": "text" + }, + "source": [ + "And we'll narrow this down a bit" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "YUsUQfLGX5Rg", + "colab_type": "code", + "colab": {} + }, + "source": [ + "aud2spec = DBMelSpec(n_mels=128, f_max=10000, n_fft=1024, hop_length=128, top_db=100)" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "-ga86Rs-Yfl7", + "colab_type": "text" + }, + "source": [ + "For our transforms, we'll use:\n", + "* `RemoveSilence`\n", + " * Splits a signal at points of silence more than 2 * `pad_ms` (default is 20)\n", + "* `CropSignal`\n", + " * Crops a signal by `duration` and adds padding if needed\n", + "* `aud2spec`\n", + " * Our `SpectrogramTransformer` with parameters\n", + "* `MaskTime`\n", + " * Wrapper for `MaskFre`, which applies `einsum` operations\n", + "* `MaskFreq`\n", + " * [SpecAugment Time Masking](https://arxiv.org/abs/1904.08779)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "20i9J1uEZgDg", + "colab_type": "text" + }, + "source": [ + "Now let's rebuild our `DataBlock`:" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "6UGSWwtxYTtM", + "colab_type": "code", + "colab": {} + }, + "source": [ + "item_tfms = [RemoveSilence(), CropSignal(1000), aud2spec, MaskTime(size=4), MaskFreq(size=10)]" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "jYUdQo2PZnZb", + "colab_type": "code", + "colab": {} + }, + "source": [ + "aud_digit = DataBlock(blocks=(AudioBlock, CategoryBlock), \n", + " get_items=get_audio_files, \n", + " splitter=RandomSplitter(),\n", + " item_tfms = item_tfms,\n", + " get_y=get_y)" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "djbBFyb5ZrJO", + "colab_type": "code", + "colab": {} + }, + "source": [ + "dls = aud_digit.dataloaders(path_dig, bs=128)" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "jk0F7qF_Zwwu", + "colab_type": "text" + }, + "source": [ + "Let's look at some augmented data:" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "cJkLJaz2ZvuG", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 902 + }, + "outputId": "07895c9e-fd03-4201-ac79-2a766abbdd9a" + }, + "source": [ + "dls.show_batch(max_n=3)" + ], + "execution_count": 89, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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7B6tEeMKJBaGx3aMg3XNFxSYt9lwaz1sVG2d/3dOyXksAsItycG2rTpg2u8HG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\nXHao/ZbKG8pxHGdZIe12X69uqOrlqnpW+noAwP0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B4HQRuQbA6YgcA1uIBrmHxN/fF8BJAM4J7UBVL1bVU1X11DzsATcMY3S0NZPq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\nnPZMy1VP/a7mp8hfbJJDBKmX+HrwNQ+ts6HgXo9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mglgqMEITxQkTBd44S0lbcW8ox+lycjvjpBql/cZAa1QMfT3hgLumJw5ks0F5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\n/dqDSxaO4zhOYzqT7mM54ZOFs/qwC8CMBaFdOfc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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [] + } + }, + { + "output_type": "stream", + "text": [ + "5\n", + "0\n", + "9\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "WrQoPqupZ-w3", + "colab_type": "text" + }, + "source": [ + "Let's try training again. Also, since we have to keep making an adustment to our model, let's make an `audio_learner` function similar to `cnn_learner`:" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "7hxJJoNXaPeS", + "colab_type": "code", + "colab": {} + }, + "source": [ + "def audio_learner(dls, arch, loss_func, metrics):\n", + " \"Prepares a `Learner` for audio processing\"\n", + " learn = Learner(dls, arch, loss_func, metrics=metrics)\n", + " n_c = dls.one_batch()[0].shape[1]\n", + " if n_c == 1: alter_learner(learn)\n", + " return learn" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "6VlPM8_aZzRu", + "colab_type": "code", + "colab": {} + }, + "source": [ + "learn = audio_learner(dls, xresnet18(), CrossEntropyLossFlat(), accuracy)" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "rrW2Ew-7akiH", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 300 + }, + "outputId": "0bbbed35-fa11-43c3-a130-c01826243f1c" + }, + "source": [ + "learn.lr_find()" + ], + "execution_count": 93, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "metadata": { + "tags": [] + } + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "(0.012022644281387329, 0.00363078061491251)" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 93 + }, + { + "output_type": "display_data", + "data": { + "image/png": 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" + ], + "text/plain": [ + "" + ] + }, + "metadata": { + "tags": [] + } + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "3tzL-3Aeb4Jh", + "colab_type": "text" + }, + "source": [ + "With the help of some of our data augmentation, we were able to perform a bit higher!" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "JOInk5W4b-Rf", + "colab_type": "text" + }, + "source": [ + "# Mel Frequency Cepstral Coefficient (MFCC)\n", + "\n", + "Now let's look at that MFCC option we said earlier. MFCC's are a \"linear cosine transform of a log power spectrum on a nonlinear mel scale of frequency\" - Wikipedia. But what does that mean?\n", + "\n", + "![](https://www.researchgate.net/publication/335398843/figure/fig1/AS:796124961058818@1566822390492/MFCC-mel-frequency-cepstral-coefficients-characteristic-vectors-extraction-flow.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "1chPJjYLchUa", + "colab_type": "text" + }, + "source": [ + "Let's try it out!" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "tb3a_B4Zbktg", + "colab_type": "code", + "colab": {} + }, + "source": [ + "aud2mfcc = AudioToMFCC(n_mfcc=40, melkwargs={'n_fft':2048, 'hop_length':256,\n", + " 'n_mels':128})" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "Inz3A2QYcsbH", + "colab_type": "code", + "colab": {} + }, + "source": [ + "item_tfms = [CropSignal(1000), aud2mfcc]" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "JbdeQ2V1cwz6", + "colab_type": "text" + }, + "source": [ + "There's a shortcut for replacing the item transforms in a `DataBlock`:" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "IJB_gEW9cvK5", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 71 + }, + "outputId": "6a697b86-2996-4b14-9b91-a4a278c36d1f" + }, + "source": [ + "aud_digit.item_tfms" + ], + "execution_count": 102, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "(#6) [ToTensor: False (PILMask,object) -> encodes\n", + "(PILBase,object) -> encodes ,._inner at 0x7fc175e43c80>,._inner at 0x7fc175e43bf8>,AudioToSpec: False (AudioTensor,object) -> encodes ,._inner at 0x7fc175e43840>,._inner at 0x7fc175e43d90>]" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 102 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "H8sZ6_9Fc4wS", + "colab_type": "code", + "colab": {} + }, + "source": [ + "aud_digit.item_tfms = item_tfms" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "AoBuqIjOc82i", + "colab_type": "code", + "colab": {} + }, + "source": [ + "dls = aud_digit.dataloaders(path_dig, bs=128)" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "vxEMsdbYc9si", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 902 + }, + "outputId": "22dffeba-435d-4b73-92e8-51ee75fc0341" + }, + "source": [ + "dls.show_batch(max_n=3)" + ], + "execution_count": 107, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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epochtrain_lossvalid_lossaccuracytime
03.4335203.3349200.12500000:05
11.7786722.3425610.44250000:05
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30.7511980.3031580.88750000:05
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" + ], + "text/plain": [ + "" + ] + }, + "metadata": { + "tags": [] + } + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "0iV3S1aGd6B6", + "colab_type": "text" + }, + "source": [ + "Now we can begin to see why choosing your augmentation is important!" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "sdgiPKMNd9OJ", + "colab_type": "text" + }, + "source": [ + "# MFCC + Delta:\n", + "\n", + "The last transform we'll discuss is the `Delta` transform:\n", + "\n", + "> Local estimate of the derivative of the input data along the selected axis." + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "rk2X57CpeVtd", + "colab_type": "code", + "colab": {} + }, + "source": [ + "item_tfms = [CropSignal(1000), aud2mfcc, Delta()]" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "hgG2eSO-eDSO", + "colab_type": "code", + "colab": {} + }, + "source": [ + "aud_digit.item_tfms = item_tfms" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "J5OcMs3CfOyO", + "colab_type": "code", + "colab": {} + }, + "source": [ + "dls = aud_digit.dataloaders(path_dig, bs=128)" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "zWrbIBXQfRic", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 656 + }, + "outputId": "e971f91b-a1f3-4142-c94f-1b64347c123c" + }, + "source": [ + "dls.show_batch(max_n=3)" + ], + "execution_count": 129, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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fz+Va3f4ofRDCsvZXrrwCAACgGgxeAQAAUA0GrwAAAKjGSmVe94+27Gsue7oZ\n09NdxnPTBGNcZvOwCwlJOmxfSSutMTtzmdcOOd+x2X8TM33sCgIabtvW1WPA8mw0RJ3XLut02czC\n+q92+raZns0YDhT2cvsic7buK8NavJxMdK80MrzygjRdH2bVpXVe3Wc7cv3MffWaPKokxVH6NdcP\nZi7Xbt6/fSA9/cTe9PTc8Wy/xkc9dQLTMW1OVfI1d22dajOdzCsAAABwZhi8AgAAoBoMXgEAAFCN\nlcq8Hp1N7GubJtDiMpV7TJZlvynq6H5L6FK6cWrCKVP3yGcTWpmdBZm0e3JBQAxT57VDdsrNYutD\n9lWTMLN/bH3Wwum78Rl0iKSml1OYJR7i+DprxQ7Po+/LCZOpNP1vuif9wZ/YV1ib1WRkJWm8WVaf\ntbSu6czki112NjN88Flx80JpLWxb5zWz/4oV1s4e2pI2CwAAALg3Bq8AAACoBoNXAAAAVGOlAoOT\nTNDE1RG1dUpNPqT0t4EtV8hSPqu6bUIorpasreeq8nquTmnd1nFhWG5E0chulrRG3730VKfUHVY2\ny5nJnrmcWTC5RJeRLa2faJ89nssM97X/Spefnamfda+MMFy+0PWP0s/dnqZtZtOvYGxqw7r+5/qr\ny+3aLKzJtrpauFm9ZfDL67zaeq6F617Wr16uvAIAAKAaDF4BAABQDQavAAAAqMZKZV5zOcvDpujb\nLKSzJpuxrFCby9S6PGozT1lgZqdzpLm2bsZ+Hso9K/x9au/IPTS7PIeLnnTJTnXIpO44l0l1tS9d\nhLyv3HFm/5VmDf2CzKo75HBtV64lh71CXD8budy3qdsaR/19uNMNM31PerrLePaVYc3lc2193tK8\ne+k5Z8Nvg5vHZ/nTKx+s9vBpcOUVAAAA1WDwCgAAgGoweAUAAEA1Virzuhn95k5M8ThXG9blS12O\ndEPugei2ScV1W/vi6r/mMrIbZv/ZmrSFBQ277AtXi3elDFCjr6+akc3CCpfV52fucril73e50934\nbArzx7Zblu4LPwuc2KE2505zWWc33eVI3YGS297CDKbbd/aQNsu325w52GdmaNFX33eZ5NzxYj8j\nt0PW0o3a6fFGV1x5BQAAQDUYvAIAAKAaDF4BAABQjZXKvO7P1AQtzVTePUsXm9s2edEhldZ/La0v\nm1uHyxKPTVjH1WY1pfpwOgPElfqMSNmsV2m+1C0/0zVKM2P2GeoDRsZ6W/cuZIlXXvDZyd1Yd3Ky\n6X/j4+npI5cjNVyfkXx91hP70geQXZY53mx21mxDYVn0bJtK+6U932X299p22TqWNNpqceUVAAAA\n1WDwCgAAgGoweAUAAEA1VpjVvQUAAAevSURBVCrzesjkVCVfp9RZN2GgmatrakJFuXqnLj9bWiO1\nlMuj5kxMHduRybC6/dclb4uM2vOFhYeD6xrukM7lvEprK0Y33XVXV8O2Q51Jm/cr7U6Fz2LPHV82\nI1j7MblTojQqzCn2pvCYcyXTZ30db5LcV/La1NyfYjKyrvas3bb14Q5Q+9XrcrjmHCV1yOi6z25J\nL3EuabMAAACAe2PwCgAAgGoweAUAAEA1Virzmqvzum6ymVtmfD8x4ZT9Sq9j2wTZNl14SNJmTId4\ntgaqJTvLBOhcW9300jqvIxOOOjDatG2Cqq/zaiOYpXkul1/NZMas0hqzPeVIQ26/Fm6H/YxcDtCc\ncmaZU5FdB5nXtOBzmztuZD4UF2J1x7o5Hkrz45Kvw2oz5GYT4tjcb7LHZGHNV3I2X7qdXofbBsfm\n3dfSbZ2amreS73+uNuz4uNmGoXLYp8GVVwAAAFSDwSsAAACqweAVAAAA1VipzOvRTKBo29YdTY/v\nZyZQMjJhvHUTSsvVl3Wv2ZqxO/y7iMvtNq+lD6Wt3MOre+D2N1oD7J5d+UhK67+6Z4zvRny8NCPr\nZN5fus9tHLVwf7iopFRe33blxfKMZG+ygerFuZzlbN2tN7ew9OSRy54W9rO1o+mV2+M29/XaVx93\nTG3b3DlBJicrU/d2ZrO+y9lhufIKAACAajB4BQAAQDUYvAIAAKAaK5V53duhYNm2KWR4cLYv/X6T\n/dw0eVtXB1WSppmMaQlXU3VSWORymingOTahu4nJ7W6E9Gfhpq+btrq6sGgtZ1zpXmwdyL6mm8Mk\nlxV13c9lw1x9yL7yttnTgavPWvrMepOHs8dR7vhy+9zVDl11wR9bQ3EZ3LEpr136FZspc67pnvT0\nE3tNZnO97Nj1dZnTM5ivJknSyNROtf3PnhNM7Vl3rsh0pdGmqedqprvPrrfcbs+48goAAIBqMHgF\nAABANRi8AgAAoBpLlrDZWd+Y7i2e5+A0nW2948SB5HRXa9VlM3e6NqskjaNZd0iv2+VUZ7m2mnWM\n3Twmq+Pzuek2jTOFTF093JURB8oruehZJmLt8la27mVpLVlXJjFzBnQ5M1cu2ubYuuRFC99vs3V2\nuiuiad7foSv1VDp0dURpvDXMqt15wvbL4+nprg+cMF+9Lr8qSbM9Jv9p6wen3z/aSs8w2nI51fRy\nsvl4l6v1s5TpUDvbtddNL62fOzSuvAIAAKAaDF4BAABQDQavAAAAqAaDVwAAAFRjpW7YesjkSPE8\nF43T83x9fDg5/fbpecnp7gavI9MNu273YANnYu5u2TtK3wWwYdL4B0wFanfTlCTtC+l17B+ll7XP\nLGti0uQb5u6PgzP/+1fuoQorYaCi512ereFu5nI3jLgi6e6GFzc9c0jbAuq2ePo5ZdOn7oYUU2zd\nPC+lkbubJLkSV6i8sIC5Kc4u+ZvtCp+NsjLiSNo+d6C7Y0yfHR1Pf76T9Nef1r+Znn7One7mK3/8\nbO1Pv3b0kvSyTpxvDqzz053fPhBgml7viWP+ZDo6mu6c7qawsdmvwUx3N02tHbNNkvnat6eKqRlu\nTM35a2hceQUAAEA1GLwCAACgGgxeAQAAUI2Vyrx+fPNi+9otWxcmp18wvic5/dLJN5LTLxqnQz+X\nrt2VnD7JVJFfVzrDMzKhlXXzIAQXK8oV+E/ZP/K/65wb1pPTJ2a65KanjczvWQdnR4uWs1Kizz3t\nJJdHtUWw5XOyLrProuLb+81yzOHmCqFLsuEwl/O0+U/70AaXezPvz0W4S58IYNo0Nhk9V5Q+V1Tf\n5YkHeXBGBUYnpI07h8npr9+dnj41/ebY/dPTj15uHiazLx2azh22J46mO/+e29LhzHP+Ij19tp6e\n7rLr7laJcSZzPpuY/KyZZ2py7TZzbvrSWnp40rxm8rAugx/tgyT8OobElVcAAABUg8ErAAAAqsHg\nFQAAANUoyrx++aZzdf0Vj92ptuy48XnpGqySdPT7/1Zy+p3fm95F9zwoHUI57zvSBfAecN6h5PSL\n95qwkaTzJ+nQyshkW4+YEM/XNtM1Zr9yOL0/7ronHYrZPu4Pl6nJJ40Pp6evH0pne/Z+Lb38Cz6f\n3hfhY5+xbVLcjXDdrbuwjo6Cz3rupM2L0+HW/ZeY4pCSnnDpXyWnX3Wfm5LTH7vn68np9x+fm5x+\nLKZDm586boJvkt51MH2u+6MvPzg5/eit6cDtObenrxHsScfmteeb6Tzc5B5/PI8306+tHUt/FmuH\nTH/66h3J6dND6fNXnPog82hvOiw3usgEJnfB5wZb8+nNJtLm/Yep83rpU9LnsVdf8f7k9CdtpNv5\nf7fTddFvuPXa5PTPffghtk0P/r30+SJ+8n8lp4/PTff9sNeEPM3xGQ+kpx+7JL18STpyaTpXu3lB\n+v0us+9yqgduSffvA19I30sjSZuXpM9Htz8+/aVw4LHpvv+87/yEXcdOe/n1/jWuvAIAAKAaDF4B\nAABQjRDj4n+mCCHcIemWnWsOUJ3LY4z3G7oRKfRX4F7or0A9bH8tGrwCAAAAQyI2AAAAgGoweAUA\nAEA1GLwCAACgGgxeAQAAUA0GrwAAAKgGg1cAAABUg8ErAAAAqsHgFQAAANVg8AoAAIBq/H/6ui1g\ngmq+5AAAAABJRU5ErkJggg==\n", 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+ "text/plain": [ + "" + ] + }, + "metadata": { + "tags": [] + } + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "(0.04365158379077912, 0.0030199517495930195)" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 145 + }, + { + "output_type": "display_data", + "data": { + "image/png": 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epochtrain_lossvalid_lossaccuracytime
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