{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Age Detection" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "This tutorial is available as an IPython notebook at [malaya-speech/example/age-detection](https://github.com/huseinzol05/malaya-speech/tree/master/example/age-detection).\n", " \n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "This module is language independent, so it save to use on different languages. Pretrained models trained on multilanguages.\n", " \n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "This is an application of malaya-speech Pipeline, read more about malaya-speech Pipeline at [malaya-speech/example/pipeline](https://github.com/huseinzol05/malaya-speech/tree/master/example/pipeline).\n", " \n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Dataset\n", "\n", "Trained on Age column from Common Voice Mozilla Dataset with augmented noises, https://commonvoice.mozilla.org/" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import malaya_speech\n", "import numpy as np\n", "from malaya_speech import Pipeline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1634237, 16000)" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y, sr = malaya_speech.load('speech/video/The-Singaporean-White-Boy.wav')\n", "len(y), sr" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# just going to take 30 seconds\n", "y = y[:sr * 30]" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import IPython.display as ipd\n", "ipd.Audio(y, rate = sr)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This audio extracted from https://www.youtube.com/watch?v=HylaY5e1awo&t=2s" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Supported age" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['teens',\n", " 'twenties',\n", " 'thirties',\n", " 'fourties',\n", " 'fifties',\n", " 'sixties',\n", " 'seventies',\n", " 'eighties',\n", " 'nineties',\n", " 'not an age']" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "malaya_speech.age_detection.labels" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### List available deep model" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:root:last accuracy during training session before early stopping.\n" ] }, { "data": { "text/html": [ "
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Size (MB)Quantized Size (MB)Accuracy
vggvox-v230.97.920.57523
deep-speaker96.924.400.58584
\n", "
" ], "text/plain": [ " Size (MB) Quantized Size (MB) Accuracy\n", "vggvox-v2 30.9 7.92 0.57523\n", "deep-speaker 96.9 24.40 0.58584" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "malaya_speech.age_detection.available_model()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load deep model\n", "\n", "```python\n", "def deep_model(model: str = 'vggvox-v2', quantized: bool = False, **kwargs):\n", " \"\"\"\n", " Load age detection deep model.\n", "\n", " Parameters\n", " ----------\n", " model : str, optional (default='vggvox-v2')\n", " Model architecture supported. Allowed values:\n", "\n", " * ``'vggvox-v2'`` - finetuned VGGVox V2.\n", " * ``'deep-speaker'`` - finetuned Deep Speaker.\n", " quantized : bool, optional (default=False)\n", " if True, will load 8-bit quantized model. \n", " Quantized model not necessary faster, totally depends on the machine.\n", "\n", " Returns\n", " -------\n", " result : malaya_speech.supervised.classification.load function\n", " \"\"\"\n", "```" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING:tensorflow:From /Users/huseinzolkepli/Documents/malaya-speech/malaya_speech/utils/__init__.py:66: The name tf.gfile.GFile is deprecated. Please use tf.io.gfile.GFile instead.\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "WARNING:tensorflow:From /Users/huseinzolkepli/Documents/malaya-speech/malaya_speech/utils/__init__.py:66: The name tf.gfile.GFile is deprecated. Please use tf.io.gfile.GFile instead.\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "WARNING:tensorflow:From /Users/huseinzolkepli/Documents/malaya-speech/malaya_speech/utils/__init__.py:68: The name tf.GraphDef is deprecated. Please use tf.compat.v1.GraphDef instead.\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "WARNING:tensorflow:From /Users/huseinzolkepli/Documents/malaya-speech/malaya_speech/utils/__init__.py:68: The name tf.GraphDef is deprecated. Please use tf.compat.v1.GraphDef instead.\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "WARNING:tensorflow:From /Users/huseinzolkepli/Documents/malaya-speech/malaya_speech/utils/__init__.py:61: The name tf.InteractiveSession is deprecated. Please use tf.compat.v1.InteractiveSession instead.\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "WARNING:tensorflow:From /Users/huseinzolkepli/Documents/malaya-speech/malaya_speech/utils/__init__.py:61: The name tf.InteractiveSession is deprecated. Please use tf.compat.v1.InteractiveSession instead.\n", "\n", "/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/tensorflow_core/python/client/session.py:1750: UserWarning: An interactive session is already active. This can cause out-of-memory errors in some cases. You must explicitly call `InteractiveSession.close()` to release resources held by the other session(s).\n", " warnings.warn('An interactive session is already active. This can '\n" ] } ], "source": [ "vggvox_v2 = malaya_speech.age_detection.deep_model(model = 'vggvox-v2')\n", "deep_speaker = malaya_speech.age_detection.deep_model(model = 'deep-speaker')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load Quantized deep model\n", "\n", "To load 8-bit quantized model, simply pass `quantized = True`, default is `False`.\n", "\n", "We can expect slightly accuracy drop from quantized model, and not necessary faster than normal 32-bit float model, totally depends on machine." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING:root:Load quantized model will cause accuracy drop.\n" ] } ], "source": [ "quantized_vggvox_v2 = malaya_speech.age_detection.deep_model(model = 'vggvox-v2', quantized = True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### How to classify age in an audio sample" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So we are going to use VAD to help us. Instead we are going to classify as a whole sample, we chunk it into multiple small samples and classify it." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "vad = malaya_speech.vad.deep_model(model = 'vggvox-v2')" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 2.47 ms, sys: 123 µs, total: 2.59 ms\n", "Wall time: 2.63 ms\n" ] } ], "source": [ "%%time\n", "\n", "frames = list(malaya_speech.utils.generator.frames(y, 30, sr))" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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3F5cuXWrx13yFn5mZGdzd3eHu7g4PDw+4ubnB3t4e9vb2cHR01OmVZPX19SgqKkJhYSEKCwuRl5eHrKwsXLt2DVevXuVqNjExwahRo7gVmJ+fHzw9PaGnp6ezWpm2sdD3YiUlJcjMzMS1a9daBCs3N7fFLatMTEzg5OQES0tLWFhYwNzcnPvX0tISIpGI6+0XuLMSaQ6fQqHgridQq9VoaGiASqWCQqFAVVUV929lZSVKSkpw+/ZtbjwSiQT29vYtVkjNf8298DK9Dwt9H1VRUYGioiLk5+ejpKQE+fn5qKys5ELa/KdQKKDRaFo0Ga6qquIux5XJZNwmtqGhIYyMjGBsbAwLCwvur3nlYWdnB2dnZ8jlcjg4OMDOzo4Fuw9ioRegpqYmSCQSREREICwsjO9yGB1jF9wwjMCw0DOMwLDQM4zAsNAzjMCw0DOMwLDQM4zAsNAzjMCw0DOMwLDQM4zAsNAzjMCw0DOMwLDQM4zAsNAzjMCw0DOMwLDQM4zAsNAzjMCw0DOMwLDQM4zAsNAzjMCw0DOMwLDQM4zAsNAzjMCw0DOMwLDQM4zAsNAzjMCw0DOMwLDQM4zAsNAzjMCw0DOMwLDQM4zAsNAzjMCw0DOMwIiIiPgugulZCxcuRHJycothWVlZsLe3h0wm44ZJpVJERkZi4MCBui6R0SEJ3wUwPc/DwwO7d+9uNfzmzZstHnt5ebHACwDbvBeA8PBwiESiDl8jlUqxZMkSHVXE8Ilt3guEr68vkpOT0d7iFolEyMvLg6Ojo44rY3SN/dILxOLFi6Gnp9fmc2KxGBMmTGCBFwgWeoGYP38+tFptm8+JRCIsXrxYxxUxfGGhFwi5XI6goCCIxW0v8rCwMB1XxPCFhV5AFi1a1OqAnp6eHqZNmwZra2ueqmJ0jYVeQMLCwlr90hMRFi1axFNFDB9Y6AXE0tISM2bMgETyv+YZUqkUjz/+OI9VMbrGQi8w4eHhaGpqAgBIJBKEhoa2aJXH9H8s9AITEhICQ0NDAEBTUxPCw8N5rojRNRZ6gTE2NsbcuXMBAKamppg+fTrPFTG6xkIvQAsWLAAA/O1vf4O+vj7P1TC6xkIvQH/5y18wYMAAPPXUU3yXwvCAXWUnIEqlEhqNBgCwfPlyeHl5obKyEgBgbm7ebsMdpn9hF9z0cXV1dUhNTUVGRgby8/NRWFiI/Px83Lp1C1VVVVAoFFAoFKirq7vvuPT09GBubg4LCwtYWFjA2toa9vb2cHFxgYODA9zc3DBq1CjWkKePY6HvQ7RaLdLT0xEXF4eEhARcvHgRWVlZaGpqgoGBARwdHeHg4ABnZ2cMHDgQ5ubm3J+RkRGMjY1hYGDQ5ngVCgU0Gg23kqisrER5eTkKCgqQn5+PgoICKBQKAICDgwN8fX0xfvx4BAUFYfTo0TA2Ntb1x8F0EQt9L6ZWq3HhwgXEx8cjISEBZ8+eRVVVFUxNTTFu3DiMHTsW3t7e8PHxwZAhQ3p887ykpAQpKSlITk7GpUuXEBcXh4KCAkilUvj5+WHChAkIDAzEhAkTIJfLe7QWputY6HuRkpIS/PHHH4iPj0dcXBwuXryI+vp6yOVy+Pv7IygoCIGBgRgzZkyvOepeVFSExMREruY//vgDDQ0N3AU+gYGBCAoKgq+vLztm0Euw0POkqakJmZmZLQKTnp4OPT09DB06lAvMI488gsGDB/Ndbqep1WpcvnyZm6f4+HhUVlZCJpPBx8enxXxZWFjwXa4gsdDryL1hSEhIQEVFRb8PQ/PKrXm+ExMT+8XKrS9joe8hbLO3fcXFxbh48WKHn42/vz/Gjh0LqVTKd7n9Dgt9N2jv10wikcDDw4P7Ij/66KMYNGgQ3+X2Op3dCgoKCoKlpSXf5fZ5LPRdoFKpkJSU1Gq/1dTUFGPHjuV+qR599FGYm5vzXW6flJ2dzX22cXFxyMjIgFgsbrFL4O/vD09PT75L7XNY6DuhqKioxa/4hQsX0NjYyDbVdagvntnorVjo73HvpnpcXBxycnIgkUjg4+PD/cIEBwfD2dmZ73IFq6amBpcuXeKOm5w+fRrl5eUwMTHBqFGjuJVAYGAgrKys+C63VxF86O/dVI+Li0NVVRXMzMwwZswY7lc8MDAQRkZGfJfLdKCjXYK7twaEvksguNDfvakeHx+Py5cvQ6vVsk31fujWrVu4cOFCi7ModXV1GDhwIEaPHs0t74CAgDabJ/dX/Tr0Go0GV69e5RZ4bGwscnNzW2yqBwUFYeLEibC1teW7XKaHNTY2IiUlhVvhx8TE4Pbt2zA2Noavry+3NTB58uR+fVFRvwq9UqnE+fPnuYWakJCAmpoaXjbVVSoVTp06haSkJLzzzjs9Oq271dTU4NSpUzh79iz+9a9/tfu67OxsbNy4Ee+++y7vd7Y5duwYqqurucf5+fl44YUXdHIRT1u7BEQEV1fXFt+XESNG3Pd+gH0G9WGFhYW0d+9eeumll8jf35/EYjEBIFdXV1q0aBFt27aNUlNTSavV6ry2b775hgYMGEBDhw7V6XQPHDhALi4u5Ojo2OHr9u3bRwAoMjJSR5W1LSMjg0QiEQHg/ubPn89bPQqFgn777Td65513aOrUqWRoaEgAyM7OjmbPnk0ffvgh/f7771RXV8dbjQ+rz/zSazQaJCcnc6fNzpw5g7y8PEilUnh7e3Nr5eDgYNjY2PBdLgDgscceQ05ODjIzMx9qPN9///0D3XZq8eLFiI6ORn5+foevKysrw4ABAx6qtoe1YsUKLFiwAG5ubtwwGxsbrvNOvt39vYuPj8eZM2dQWlra6ns3adIk3j/Lzuq1oa+ursaFCxe4Dzs+Ph61tbWws7NDQEAAt/8VFBTUa74g95o9ezZu3LiBjIyMLo/j9OnTWLRoEQoLCzv9nmeeeQZRUVH3DT3fSkpKEBoaioiICN53MR5EeweD+8ouQa/pLkur1eL3339HZGQkIiMjkZaWBgAYMWIEJkyYgIULF2LChAlwd3fnudKuSUhIwIkTJ+Dt7d3qvnFZWVk4d+4cUlJSEBgYyPVWGx0djdDQUIhEImzbtg329vYICQkBcOeYwS+//IKrV6/Cy8sL06dPb9X6j4hw4cIFnDhxAm5ubliwYAH3JdRqtThz5gxkMhkCAgIA3NmXPnDgAF588UWkp6fj0KFDcHZ2Rnh4eIszGSqVCrt27UJeXh7c3d0xZswYDB8+nLsrrlKpxObNm/Hkk092eBHN559/jvPnz8PJyQmDBw/G22+/jSVLlvTKoNzN3t4eTzzxBJ544gkAQHl5ORISEpCQkID4+HhERERwP1AzZszAzJkz8dhjj8HU1JTnyv/E687Fn3bv3k0jRowgADR06FB67bXX6OjRo1RRUcF3aQ9l1qxZNHjwYJo9ezbNmjWLhg8fTgBo4cKF3Gs2bdpEwcHBpNVqKScnhwYNGkSbN28mIqLLly9TYGAg2djYUHR0NF2+fJmI7uwHz5w5k5KTk6mxsZGeeuopsra2phs3bhAR0dNPP01yuZxWr15Ny5Ytozlz5pBIJKKNGzcSEVFaWhrNmzePANCWLVuIiOjw4cNkY2NDAGjTpk30zDPP0OzZswkA/etf/+LqraioIA8PD4qNjSWVSkVz584lABQQEECvvPIKERHt37+fANCaNWs6/HxOnDhBa9asoaCgIJJKpQSApk6dShqNppuWAD/q6+spISGBPvzwQ5o4cSJJJBKytLSkt99+mxQKBd/lEa+hb2xspGXLlpFEIqElS5ZQamoqn+V0u1mzZpG+vj5lZmYSEZFWq6U5c+a0OIA2ZMgQWr16Nfee0NBQmjlzZovHTk5O3GONRkOjRo2i7du3c8MSExNJX1+fjhw5QkR3Qm9gYEBXr17lXuPv70/+/v7c45SUlBahJyJau3YtAaCoqChumJ+fX4v3rVu3jlxcXFpMu3lF0aympoZ27NhBRUVFnf6skpKSaNiwYQSAPvjgg06/ry8oLy+njRs30oABA8jLy4sKCgp4rYfX0G/fvp2MjIzo5MmTfJbRY2bNmkW+vr4thh0/fpwAcEEvKCigyspKIrrzC+zv70/u7u7c60NDQ8nZ2Zl7fPjwYQJAhYWFLcZbX1/P/f/pp58mCwuLFs8vWbKkxbCrV6+2Cv0///lPAtDiS7lw4UKysbHhHj/55JNkbGzMTU+j0ZCJiQm99tprnfxU2qdWq8nR0ZG8vb0fely9UWFhIY0cOZJmzZrFax28NjlLT0/H8OHDMW3aND7L0Klx48ZBLBajqKgIwJ1OJi9cuICXXnoJGRkZcHNzg1arbfGeu/dxk5OTYWJi0uoMxf0uMpFIJNw97B6Enp4e6K5jvZMmTUJNTQ3i4uIAAJWVlWhoaOiWZWhsbIw5c+bg2rVrDz2u3sje3h7z5s1Deno6r3XwGvp58+YhJSUFK1euhEql4rMUnTEzM4NMJoOrqysAYP369di4cSM++ugjhIWFcQfD7nZ36LVaLdRqNaKjo3VW892effZZvP7661i5ciX27duHt99+Gx988AFmzJjRLeMfNmwYPDw8umVcvQkR4fvvv8eHH37I3WGIL7yGPjAwEEeOHMFPP/2EQYMGYf369UhKSuKzpB53+fJlVFdXc+fwN27ciIULF3ItBNv6lb/7F9rLywsA8OOPP7Z4XXl5OQ4ePNjD1d/ZYpDL5fjmm2/g7e2NTZs24fXXX++28R88eBBz5szptvHxraioCNu3b4ePjw+eeeYZvPzyy3jvvfd4rYn3K0pmzJiBnJwcvPTSS9i5cyd8fX3h5OSEp59+Gjt27EBaWlqLzcu+RqVStQjyvn378Le//Q1Tpkzhtm727NmD6upq/P7774iNjUVlZSVUKhWUSiXkcjlKSkqQnZ2NGzduYMqUKfD19cV3332HlStX4tSpU9i0aROWLl2KmTNnArizAlCpVKivr+emW1FRgZqaGu6mF83PlZWVca9pbgrb0NDADSsrK0N9fT23DLZs2YKIiAg0NjaioaEBeXl5UCqVLeY5PT0d48ePx7///e92P5esrCy88soruHz5MjcsLS0NarUab7311gN8wr1LcXEx9u/fj9deew3+/v5wdHTEq6++Ch8fH6SkpODDDz/k/5Qkr0cU7qHVaikxMZHeffddmjJlCslkMgJAlpaWNGvWLHr//fcpJiaG1Go136V2ysmTJ8nX15emTp1KGzZsoOeee47eeustamxs5F6zdOlSkkgkNGTIENq6dStFRESQvr4+TZ48mcrLyyk6OpokEglZWFjQZ599RkR3Dv5NmzaNRCIRiUQiCg4O5g6+7dmzh6ysrAgAvf7661RdXU27d+8ma2trAkB///vfKTY2ljtlN3LkSDp69CjFxMSQq6srAaBnn32WiouLac+ePWRmZkYAaMOGDdTY2EgHDx4kExOTFs1m8eeptuLiYiIi+vXXX0kkEpFUKqWqqqo2P5vExEQyNzcnADRp0iR688036aOPPqKampoeXirdp6mpiVJSUmjLli20aNEi7vPT09OjUaNG0YsvvkiRkZG9bp56bYs8oHWHFvHx8cjOzm7V99zEiRPh4uLCd7ntqq2tRVlZGZycnNp8XqlUtmi4UV9f3+JST4VCAbFY3KpxR1VVFbRarU47ifjtt99QWFiIoKAglJSUoKamBmq1GhEREfDy8sLatWsB3NnaWL9+Pb744ot2L1Gur69HXl4ejI2N4eDgoLN56Krmjjuav49nz55FeXl5n+vLr1eHvi2sl1n+JCYm4vHHH0deXl6rA45VVVXYu3cvVqxYAeBOa8K8vDwsWbKEj1K7xb299rbXRVdf67W3z4X+XuzmCrrzzTffYNmyZdiyZQumTp0KFxcX3Lx5ExcuXEBKSgrWrVsHc3NzaDQanDx5kjvG0Bf015uPtKXPh/5eQlp4ukZE2LRpE44cOYKzZ89CIpHAy8sLzzzzDJ5++uk+1SGlUG8+AvTD0LeF3Vyh+zU2Nvapz4rtFv6PIEJ/L3Zzhf6ts0j6jgQAACAASURBVAeAhXrzEUGGvi3s5gp9F7v5yINhoW8Hu7lC78VuPvJwWOg76d6eVKOjo1FWVsZurtDD7t1U//3333Hz5k1285GHwEL/ENjNFbqfUqlEcnIyu/lID2Kh70bs5goPjt18RPdY6HsQu7lCS+zmI70DC72OCenmCr3p5iPM/7DQ8+x+XX33pV2Cvt41tFCw0PcyfeXmCn3x5iPMHSz0fcDVq1dx9uxZrvVg8x1z3N3d4e3tDS8vL4wYMQLOzs5wdHTEwIEDu+2gV2VlJQoLC5Gbm4tr167hypUrSElJQWpqKurq6mBnZ4cJEyYgKCgI48ePh7+/P2u30Mux0PdB5eXlOHv2LBITE5GSkoKUlBRkZ2dzPfRIpVLY2trC3Nyc+2u+Fr+tZsUqlQqNjY2oq6uDQqHg/kpLS1FTU8O9ztbWFt7e3vD29oaPjw8mTJiAIUOG6GammW7DQt9PNDQ0oLCwEAUFBcjPz0dpaSmqqqq4AKtUKjQ1NbW4O2wzIyMjGBoawsDAoMWKwtbWFvb29nB0dISTk1PvuUML81BY6BlGYFhrBwEiIkRFRaG0tJTvUhgesNALkFarxbRp0/D777/zXQrDAxZ6hhEYFnqGERgWeoYRGBZ6hhEYFnqGERgWeoYRGBZ6hhEYFnqGERgWeoYRGBZ6hhEYFnqGERgWeoYRGBZ6hhEYFnqGERgWeoYRGBZ6hhEYFnqGERgWeoYRGBZ6hhEYFnqGERgWeoYRGBZ6hhEYFnqGERgWeoYRGBZ6hhEYFnqGERgWeoYRGBZ6hhEYFnqGERgWeoYRGBZ6hhEYFnqGERgRERHfRTA9a+HChUhOTm4xLCsrC/b29pDJZNwwqVSKyMhIDBw4UNclMjok4bsApud5eHhg9+7drYbfvHmzxWMvLy8WeAFgm/cCEB4eDpFI1OFrpFIplixZoqOKGD6xzXuB8PX1RXJyMtpb3CKRCHl5eXB0dNRxZYyusV96gVi8eDH09PTafE4sFmPChAks8ALBQi8Q8+fPh1arbfM5kUiExYsX67gihi8s9AIhl8sRFBQEsbjtRR4WFqbjihi+sNALyKJFi1od0NPT08O0adNgbW3NU1WMrrHQC0hYWFirX3oiwqJFi3iqiOEDC72AWFpaYsaMGZBI/tc8QyqV4vHHH+exKkbXWOgFJjw8HE1NTQAAiUSC0NDQFq3ymP6PhV5gQkJCYGhoCABoampCeHg4zxUxusZCLzDGxsaYO3cuAMDU1BTTp0/nuSJG11jb+z6mqqoKRASVSoXGxkbU1dWhtrYWAKDRaKBUKtt8X1NTE6qrqwEAzs7OAIAxY8bg0KFDAAAjIyNuC+BehoaGMDIyAnDnaL+ZmRmAO8cIgDsrj7uPEzC9G2uG24NqampQXl6OiooKlJeXo7q6GiqVCiqVCgqFAkqlkntcXV0NhUIBlUoFtVoNpVKJhoYGqNVqaLVaKBQKvmfnvoyNjWFgYAB9fX2YmJjAwMAAMpkM5ubmMDMzg0wmg0wmg6mpKczNzbnHMpkMlpaWMDMzg7W1NQYMGABzc3O+Z6ffYqF/AKWlpSgtLUVRURFu3bqF0tJSlJWVoaysDBUVFVy4m/+tq6trNQ4DAwOYmJjAwsICpqamkMlkMDEx4YJhYmICmUwGMzMzSCQSmJqaAmj9q3pvwJpZWFi0e3GNubk5d8ruvffewz/+8Q+uaW51dTV3gO9eSqUSGo0GANDY2AiVStViRaRQKKDValttfdTW1kKlUkGpVLZaoVVVVUGtVnMrvXvp6enBysoK1tbWbf5rZ2cHOzs7DBw4EHK5HLa2ttDX1+/UchQ6Fnrc+VLn5eUhJycHeXl5KCkpQWFhIUpLS1FcXIySkhKUlpaisbGRe4+BgQFsbW0xYMAADBgwgPsydvRFNTc3h1Qq5XFO/0ej0fSqTfLKykooFApUVFRwK9G7V6D3/ltSUtJqV8bGxga2traQy+XcisDBwQFOTk5wdnaGi4sL7OzseJrD3kMQoVcqlcjKysLNmzeRm5vb4i8vLw8VFRXca62srGBvbw+5XI6BAwfCzs4O9vb2sLW1hb29Pezs7CCXy7lfXoY/tbW1KC4uRnFxMUpLS7kVdfOWWElJCYqKilBSUsJdd2BoaIhBgwbB2dmZWxG4uLhg0KBBcHd3F0R/Av0m9I2NjcjPz0d2djbS0tKQnp6O7OxsZGdnIycnh7uk1NLSEq6urnB1dYVcLoe9vT332M3NDRYWFjzPCdPdGhsbcfv2bRQXF3PfiezsbBQVFaG4uBiZmZlQq9UA7mzBubm5wdPTk/teuLq6YuTIkf1mhdDnQt/U1IQbN24gOTkZKSkpuHLlCq5cuYLc3Fw0NTVBJBLByckJ7u7ucHd3h4eHB/fn4uLC9vuYVogIRUVFuHbtGq5du4asrCxcu3YNV69eRXZ2NhoaGgDc2X0YOXIkvLy84O3tDR8fH3h6enJnNvqKXh36mpoaJCYmIikpCSkpKUhOTkZaWhpqamogkUjg7u4Ob29veHt7c8F2d3fvcwuB6b2ampqQm5uLrKwsZGVlITU1FSkpKUhNTYVarYaenh6GDBnCrQS8vb0xZsyYXn3soFeFvqioCPHx8YiLi0NiYiIuXryI+vp6WFhYwNPTE56enhgxYgT8/f3h5+cHY2NjvktmBKyoqAiJiYlIT09HWloaEhMTkZmZCa1WC7lcDn9/fwQFBSEwMBD+/v695seIt9BrNBr88ccfOHXqFOLi4nD+/HlUVVXB0NAQfn5+GDt2LMaOHYvx48dzjUkYprdTKBS4cOECzp07h/Pnz+P8+fMoKyuDvr4+Ro0ahfHjx2PKlCmYOHEi18hJ13Qa+oyMDERFRSEqKgoxMTGorq6Gg4MDJk2axIV81KhRvea0FsN0h+vXr3MrgN9//x0pKSkQi8UYM2YMpkyZgqlTp2LcuHE6O97Uo6FvaGjA6dOnsX//fkRGRqKoqAjm5uaYNGkSN7PDhg3rqckzTK90+/ZtnD59GlFRUTh16hRycnJgYmKCSZMmYe7cuZgzZ06PdmrS7aGvq6vDyZMnsX//fhw+fBgKhQKjR4/GnDlzMGXKFAQEBLTbQSPDCNGNGzdw6tQpHDt2DCdPnoRGo0FwcDDCwsIwd+7cbj8o2G2hP3v2LLZu3YqDBw9CrVZj/PjxCAsLw1//+le4uLh0xyQYpt9TKpWIjIzkto7r6urw6KOPYvny5QgLC+uWXYCHCr1KpcKPP/6ILVu2ICkpCX5+fli6dCn++te/Qi6XP3RxDCNktbW1OH78OH744QccPnwYVlZWWLZsGVasWIFBgwZ1fcTUBaWlpfTqq6+SmZkZGRoa0pIlS+jcuXNdGRXDMJ1QUFBA77zzDtnb25NYLKbZs2dTQkJCl8b1QKFXqVT03nvvkZmZGcnlcvr444+prKysSxNmGObBNTY2UkREBAUGBhIAmj59OiUlJT3QODoVeq1WSzt27KCBAweSmZkZvffee6RSqbpUdE+LjY2l9957j8LDw+mXX37hu5x2qdVqOnz4MK1bt47vUvolpVJJhw8fpjfeeIMbduPGDXrmmWcoPz+fx8q6z2+//UZjx44lPT09ev7556mqqqpT77tv6IuKimj69OkkkUjo5Zdfptu3bz90sT3l4sWLFBISQvX19fTPf/6TDAwMSK1W811Wmw4cOEAuLi7k6OjIdyn90r59+2jQoEHk7OzcYhgAioyM5LGy7qXVaum7774jOzs7cnFxodjY2Pu+p8PQp6SkkJOTEw0ZMqRP7LM/9thj9N577xHRnQ+jsLCQ54o6tmjRIhb6HvTkk0+Sq6tri2Fd+dH67rvvuqukHlNaWkpz5swhqVRKX3/9dYevbbdjzLS0NAQHB8PZ2Rlnz57F2LFju360UEfS0tK4NgAikQj29vY8V9Qx1l6hZ4nF4lY39xgwYMADjeP06dNYt25dd5bVI2xsbHDw4EH84x//wLPPPovPPvus3dfqbdiwYcO9A6urqxEUFIShQ4fi5MmTvLUR7qwzZ84gMjISP/30E0xNTaFQKFBUVIShQ4cCuHPu85dffkFERARu3LgBGxubFn2wVVZW4ptvvkFAQAB+/fVXHDhwAOPGjYNYLEZRURH27duHI0eOQKPRwNXVtcW0s7KycOzYMezatQtqtRrDhw9v8bxKpcLevXuxb98+lJWVwdHRkeuA8tChQ8jOzsarr76KCxcuYOfOnSgoKICXl9d97yd/t9raWuzfvx+urq4oLCzEjz/+iMLCQri7u0MsFuPWrVvYs2cPkpKSMGTIEBgYGHR6HgoKCvDDDz9g9OjROHPmDLZt24bMzEx4eXlxzaWVSiU+/fRTODg4dNi5SGfG9TDLoqKiArt27cL+/fuhUCiQlpaGkpISvPjiiwAArVaLmJgYlJWVwcHB4b7LKDo6GqGhoWhsbISVlRWKi4u571RvJBKJEBwcDIlEgnXr1uHRRx9t+9ReWz//r7zyCtna2vaZI/M5OTkUHR1NAOi5556jP/74gzIyMoiIKCkpiby8vGj//v1UWlpK//nPf0gmk3GbbN9++y0ZGxuTRCKhzz//nHx8fAgAJScn0+nTp2n58uV06dIl2rt3L8lkMlq1ahU33U2bNlFwcDBptVrKycmhQYMG0ebNm7nnMzIyaObMmZScnEyNjY301FNPkbW1Nd24cYOIiJ5++mmSy+W0evVqWrZsGc2ZM4dEIhFt3Lix0/MeExND7u7uBID+3//7f7RixQp64403yNjYmMLCwmjHjh0UHh5O8+fPJ5FIRCEhIS3e39E8/PDDD2RpaUlGRka0cuVKWrp0Kc2cOZMAUEBAADU0NBAR0f79+wkArVmzpt06OzOuh1kWmZmZFBAQQAkJCdTY2Ejbtm0jAwMD8vDwICKitLQ0mjdvHgGgLVu2dGoZXb58mQIDA8nGxoaio6Pp8uXLnV4ufJszZw65u7uTRqNp9Vyr0KvVajIzM6NPP/1UJ8V1F4VCQQDo3Xff5YbV19fTsGHD6O23327x2gULFpC+vj6lpaUREVF4eDgBoAMHDhDRnS+CUqkkV1fXFmcpli1bRgDo7NmzREQ0ZMgQWr16Nfd8aGgozZw5k4iINBoNjRo1irZv3849n5iYSPr6+nTkyBEiuhN6AwMDunr1Kvcaf39/8vf3f6B5/+STTwgA7du3jxu2du1aAkD79+/nhv3f//0fGRgYUFNTEzeso3kgIlq4cCGJRCJKTU3lhq1fv54A0NatW4mIqKamhnbs2EFFRUUd1tmZcXV1WYwdO7bFSker1ZKrqysXeqI7x6juDn1nllFoaCg5OTl1OF+90fXr10kkEtGxY8daPddqnz4lJQXV1dUIDQ3t9s0PXTt+/DgyMzMxbty4FsOnT5+OhoYGfP311wDA7fvPmTMHADBs2DDs2bMHtbW1eOONN7B69WqsXr0axcXFcHNzw/Xr1wEAMTEx2LhxIwAgPT0d+fn5uHbtGgAgMjISSUlJmDVrFjddPz8/KJVKzJ49mxtmZGQEDw8P7vHIkSNx48aNB5rP5l0VLy8vbljzZqiPjw83bNiwYaivr0dRURE3rKN5AAATExNIJBJ4enpyw9auXQuJRILY2FhuHp599tn7tsLszLi6sixOnz6N8+fPY9KkSdx4RSIRAgICWuwm3btb09ll9CC7Wr2Fm5sbfHx88Pvvv7d6rlV3qM2dRPaHWxenp6cDQKt7tT3yyCMA7lzqC4A72HP3QZ+0tDTI5XJ8+eWX7Y7fwcEBJ0+exNGjRzFx4kS4ubkhMTERAJCcnAwTExPY2Ni0eM/92k5LJJJ2u6J+EG3duKJ5v7m5Pzig43loj7GxMRwdHXH79u2HrvPecXVlWWzatAnAnRXm3e4X1s4uo74YeuDOQcu7O31t1uqXvvnimMzMzJ6vqodZWVkBuHMx0N1cXFwglUo7POikp6eHq1evtuj2+l7r16/Hxo0b8dFHHyEsLKzF0XitVgu1Wo3o6OiHnIue1dE8tKe+vh4lJSWtDqR1RWfGdb9l0XznnvPnz7d6rqPAdnYZ9cXQa7VaZGZmtnkgr1XoR4wYAQ8PD2zfvl0XtfWo5tOMzZuOzVJTU9HY2Ijx48e3+14fHx+o1Wps3bq1xfCqqips3rwZOTk52LhxIxYuXMh1g9TczTLwv03tH3/8scX7y8vLcfDgwa7PVDe63zy059y5c6irq2uxCdxVnRnX/ZZF82d9+vTpB5p2Z5aRSCTqli0vXYuMjERBQUHbu+ltHQT4/vvvSSwWU3R0dE8fb+g26enpBKDFEV0ioiVLlpCpqSnl5uZyw7788ktyd3en+vp6IiJ64YUXCECLsxV1dXXk5ORE+vr69O9//5vS09Pp559/pieeeIKqq6u5g0LBwcGkUCgoNjaW5HI5WVlZkVKppMrKSvL19eXOKERFRdEnn3xCjz/+ONXV1RERUUhICEkkEu4xEdHcuXNJT0+PamtrOz3vn376KXeUu9mOHTsIAF24cIEb9vXXX7d43f3mobq6mp577jkSiUSUnp7OjeeFF16giRMnco/T0tJo3Lhx9NFHH3VYZ2fG1ZVl0djYSMOGDSOZTEZnzpwhIqLCwkKSy+Ukk8m4I/PN89vcgEuj0dx3Ga1atYqkUinduHGDrl+/3mubn9+toqKCBg8eTE888USbz7fbIm/evHlkaWnZ4ovUW509e5bmzp1LAMjJyYm+++47rh1ybW0trV69mjw9Penbb7+lr776imbNmkV5eXlERPTVV1+Rg4MDAaAnn3ySzp8/z403PT2dPDw8CAABIE9PT7p06RL3/NKlS0kikdCQIUNo69atFBERQfr6+jR58mQqLy+ngoICmjZtGolEIhKJRBQcHEwFBQVERLRnzx6ysrIiAPT6669TdXU17d69m6ytrQkA/f3vf+dWSh1JSEjgTm0tWbKEsrOzKTo6mvz8/AgAzZo1i9LS0ighIYHGjRvHzWdWVlan5uG5554jPT09euGFF2jNmjU0f/58CgkJoerqaq6GX3/9lUQiEUml0g7bf99vXA+zLHJyciggIIAAkKurKy1YsIBCQkIoKCiItmzZQjExMdwpu5EjR9LRo0eJiDpcRkRE0dHRJJFIyMLCgj777LP7Lg++KZVKeuSRR8jJyYlKSkrafE27oa+traXJkyeTubk5HT9+vMeK1JWqqiqKj4/v0sUWN2/ebLGlcLe7v/xE1OJXu1llZSWVl5c/8HR1paN5eO6550gqlRIRUV5eHikUijbHUVZWRs8//3yL04H36uy4OtLRsiC60xy1+ddYqVR2erwdLaOqqqpWn1FvlJeXR6NGjSI7OzvudHRb2r2ZmaGhIX799VcsX74cM2fOxCuvvIL333+/3dsZ93bm5uaYMGFCl97bUc8/zTeYbHbvaSEAXb5rzqpVq+77mhUrVmDUqFFdGn+zzswDADg5ObU7jpSUFIwdO7ZVs9f2dDSujtyvF6a7j8Tfe9amIx0to75wB92ffvoJq1atgoODA86dO9dhJxsd3sFQX18f3333HWbPno3nnnsOe/fuxfr167Fs2TLWblwH7j7v3J57Tzd1t5qaGmg0GqhUqnZDpNFoUFtbiyVLljz0uJgHk5WVhVdffZX7gf7kk09a3MW4TZ3ddCgtLaWXXnqJJBIJDR8+nPbu3dstmyRM7/XDDz+QnZ0dd4D0YZqhdue4mDu7OStWrCCJREKjRo3iDmB2xgN3l5WRkUGhoaFcm+mdO3dSTU3Ng46G6QOqqqqosrKS+3uY5dyd4xIqrVZLp0+fpieeeIKkUim5ubnRt99+22b7+o50qY88IqJz587RggULyMDAgCwtLemVV16hzMzMro6OYZh2VFZW0qeffkrDhg0jADR+/HjatWsXNTY2dml8D90F9u3bt7Fz505s27YNN2/eRGBgINf1NbsdFcN0jUqlQmRkJCIiInDs2DHo6ekhPDwcK1eubHE9RVd0W7/3Wq0WJ06cwJ49e3DkyBEoFAoEBAQgLCwMYWFhcHNz647JMEy/VVVVhaNHj2L//v04ceIEGhsbERwcjCeffBLz589vdZalq3rktlYNDQ04deoU9u/fj19++QXl5eXw9PTE1KlTMXXqVEycOLHbZoBh+qqmpiZcvHiRu71VfHw8AGDKlCkICwtDaGhoj1z41uM3sNRoNIiJicGvv/6KqKgoXLlyBXp6ehg7dix3P7uxY8fq7OZ9DMOnjIwMnDp1CqdOnUJ0dDQUCgXs7e0xZcoUTJ8+HbNmzepyu47O0vmtqm/fvo2YmBhERUXht99+Q05ODqRSKby9vbn7ePv7+7e45pph+iKVSoWkpCQkJiYiPj4eZ86cQWlpKUxMTDB+/Hhuy9fPz0+nV/Lxdn/6ZtevX+fuT3/u3DmkpqZCo9HA3t6euz+9n58fvL29e7whCsN0VW1tLdLS0nD58mXuu5yRkQGtVgsXFxeMGzeO+z6PHj0aEkmH7eJ6FO+hv5darcbFixe5D+78+fNcTy9yuRxeXl7w8fGBl5cXvLy8MGLECLZrwOgMEeHmzZtISUnBlStXkJKSgpSUFFy/fh1NTU2QyWTw9/fHuHHjuKD3tvs69rrQt6W0tJT7cJs/7LS0NNTX10MqlWLo0KEYOnQoPDw84O7uDg8PD3h4eLAtA6bLampqkJWVhWvXruHatWvIysrC1atXkZ6ejurqaohEIri6usLb2xve3t7cj5Grq2unrz/gS58IfVs0Gg2ysrK4lUDzAsrKykJtbS0AwNLSEu7u7nB3d8fQoUMxaNAgDB48GM7OzrC3t+d1E4vhX2lpKfLy8pCXl4ebN2+2CHl+fj6AO732DBo0iPsx8fT0hLe3N0aOHNlnrx/os6FvDxFxnTvevYa+du0acnNz0dDQAOBOX3T29vZwdnbGoEGD4OzsDGdnZ7i4uMDR0RG2trawtbXleW6YrlKpVCgsLMStW7eQm5uL3NxcLuDNj5t/HEQiEeRyObel2BzwoUOHwtXVtd/tPva70HeEiFBcXNzulyA3N5frbw2405Gkra0tHBwcYGdnB7lcDrlcDjs7O9jb28PW1hbW1tawtraGlZVVn+xLrS9RKpWoqKhAeXk5SkpKUFpaiqKiIty6dQvFxcUoLi7GrVu3UFhYiJqaGu59BgYGcHJy4lbqzX/NK3onJ6d2LyfujwQV+s6oqqpCUVERSkpKUFRUhNLSUhQWFnJfsJKSEpSUlLTZy2hz+K2srNr8v5mZGUxMTGBubg4zMzPIZDKYmJjAzMwM5ubmvX5f8GFVV1dDrVZDpVKhuroaCoUCKpUKarUa1dXVqKio4ELd1v+bt9KaGRsbQy6XY+DAgRg4cCC3InZwcICtrS3s7e2559gK+X9Y6Luovr4epaWl3JeyrKys1Zf03sfV1dXcJmVbjI2NYWJiAlNTU1hYWEAkEnErAxMTE+jr68PQ0BBGRkaQSCQwNTWFSCRq1ZijvV5+DQwMYGxs3Gp4Y2MjVCpVm+9RqVQteqFVq9VoaGhAXV0damtrodFooFQqQUSoqqoCcCfcTU1NUCqVXMgVCkW78y2RSGBmZsatJNtbad792M7OjrXq7CIWeh3TarVQKBSorq6GSqWCSqWCUqlEVVUV91ilUnEBqqysBHBn01aj0aCmpgb19fVoaGiAWq3mxtesowA3B/Zeba04mt27ojAyMoKhoSH09fVhYmICsVjM9SzTvIKSyWSQSqUwMTGBTCaDTCaDhYUFTE1NucdmZmbc1k5f7Y2pr2KhF6CmpiZIJBJEREQgLCyM73IYHevfO5EMw7TCQs8wAsNCzzACw0LPMALDQs8wAsNCzzACw0LPMALDQs8wAsNCzzACw0LPMALDQs8wAsNCzzACw0LPMALDQs8wAsNCzzACw0LPMALDQs8wAsNCzzACw0LPMALDQs8wAsNCzzACw0LPMALDQs8wAsNCzzACw0LPMALDQs8wAsNCzzACw0LPMALDQs8wAsNCzzACw0LPMALDQs8wAiMiIuK7CKZnLVy4EMnJyS2GZWVlwd7eHjKZjBsmlUoRGRmJgQMH6rpERockfBfA9DwPDw/s3r271fCbN2+2eOzl5cUCLwBs814AwsPDIRKJOnyNVCrFkiVLdFQRwye2eS8Qvr6+SE5ORnuLWyQSIS8vD46OjjqujNE19ksvEIsXL4aenl6bz4nFYkyYMIEFXiBY6AVi/vz50Gq1bT4nEomwePFiHVfE8IWFXiDkcjmCgoIgFre9yMPCwnRcEcMXFnoBWbRoUasDenp6epg2bRqsra15qorRNRZ6AQkLC2v1S09EWLRoEU8VMXxgoRcQS0tLzJgxAxLJ/5pnSKVSPP744zxWxegaC73AhIeHo6mpCQAgkUgQGhraolUe0/+x0AtMSEgIDA0NAQBNTU0IDw/nuSJG11joBcbY2Bhz584FAJiammL69Ok8V8ToGmt7308RESoqKlBeXg6lUgmlUgmNRgMAcHFxAQCMGTMG0dHRXKMdCwsLGBkZwcrKCtbW1tDX1+etfqbnsGa4fVR5eTlSU1Nx8+ZN7i8vLw8FBQUoKytDRUXFQ09DJpPBysoKDg4OcHFxafE3fPhwDBo06L5t+pneh4W+D8jJyUF8fDySkpKQkpKC1NRUFBcXAwAMDQ0xaNAguLi4wNnZGU5OTrCxsYG1tTX3Z2pqCnNzc+50nbm5Od5//3384x//gFqt5g7sVVdXQ61Wo7y8nNtKKC8vR2FhIW7evInc3Fzk5eVxKxRTU1N4enrCy8sLPj4+GD9+PLy9vVucHWB6Hxb6Xig9PR0nTpxAXFwczp49i+LiYujr68PLywteXl7w9PSEt7c3PD094eDg0KVpaDSaLodToVAgPT0dV65cQWpqKlJTU3H58mVUVVXBxMQEY8aMQWBgIKZMmYLAwEBIpdIuTYfpGSz0vUB9fT1OnTqFY8eOCSmbuQAADLRJREFUITIyEjdv3sSAAQMQGBiIwMBAjB8/HqNHj+aOuvdGRISMjAwkJCQgPj4e8fHxuHbtGszMzDBt2jTMnDkTs2fPhq2tLd+lCh4LPU+0Wi0SEhKwb98+7NmzB7dv38aIESMQEhKCqVOnIjg4uM9vJufk5OC3335DVFQUfv31V9TW1mLcuHFYvHgxnnrqKZiamvJdoiCx0OvY7du3sX37dmzduhUFBQXw9fVFeHg45s+f3+VN9b6gpqYGhw4dwo8//ogTJ05AKpVi/vz5eOmll+Dj48N3ecJCjE5cuXKFli5dSoaGhmRlZUVvvPEGpaen810WL8rKyuiLL76gESNGEAAKDg6mX375hbRaLd+lCQILfQ/LysqiBQsWkFgsJk9PT9q2bRup1Wq+y+oVtFotnTx5kmbPnk1isZj8/PwoMjKS77L6PRb6HlJWVkbLly8niURCw4cPp3379rFfsg6kpKTQ448/TgAoKCiIEhMT+S6p32LNcHvA7t27MXz4cERGRuKrr77ClStXMG/ePNaQpQNeXl44dOgQzp49C5FIhLFjx2LNmjWoqanhu7T+h++1Tn9y+/ZtmjlzJonFYlq1ahUpFAq+S+qTtFotbd++nSwsLGjw4MF07tw5vkvqV9gvfTe5ePEi/P39kZ6ejtjYWHz55ZcwMzPju6w+SSQSYfny5UhPT8ewYcMwceJEbN26le+y+g0W+m7w888/45FHHsHw4cNx8eJFBAYG8l1SvyCXy3H06FGsXbsWq1evxooVK9rt3JN5AHxvavR1P/zwA+np6dFrr71GTU1NfJfTbx06dIgMDQ1p0aJFpNFo+C6nT2Ohfwh79uwhPT09evPNN/kuRRBOnjxJRkZGtGjRInYm5CGw0HdRcnIyGRsb0yuvvMJ3KYJy8uRJkkgk9Mknn/BdSp/FmuF2QXV1Nfz9/eHg4ICoqCidtZFPT0/Hr7/+iqysLIwbNw5mZmaQSCSYM2eOTqbfW/z73//GW2+9hejoaHb8pCv4Xuv0RWvXriVra2sqLi7W2TTPnTtHY8eOpcbGRvrqq69IJpMRAHr77bd1VkNvodVqaebMmeTt7c2Oo3QBO3r/gIqKivDZZ5/hrbfe0ultnd9//3088sgjkEgkWLZsGTIzM7s0nu+//75Tw3ozkUiETZs2ISMjA7t27eK7nD6Hhf4BffrppxgwYACef/55nU735MmTsLCw4B7f/f/OOn36NNatW3ffYX2Bh4cHnn76aXzwwQd8l9Ln9O0Ltnmwf/9+LFy4EAYGBjqZXk5ODuLi4lBfX4/MzExEREQAAOrq6tp8fVZWFs6dO4eUlBQEBgZyPd9GR0cjNDQUIpEI27Ztg729PWQyWathISEhAO5s0Rw/fhwFBQVcLzjN8vPzceDAAbz44otIT0/HoUOH4OzsjPDw8HbvldcTli5dih07diA1NRUjR47U2XT7Ohb6B5CcnIzs7GwuSLpgYmICc3NzAICNjQ13zX1tbW2r13766ac4dOgQTp8+jdzcXEyaNAklJSV4/vnnYWlpCW9vb2RlZWHo0KHclkJbw6Kjo7Fnzx48//z/b+/OYpra1jiA/0sZLQhSTCgINAzKbIIoYDUoBMOoEGIUImKElxtj8MEYH8T44IOPxoiCxsQhSuBiyLEMlhAtaiEOIIMQFEUIAtWykaFlKuG7D+Q0h4Mn54LQTcv6JX3oyg7rv5t8dHXtvdb+DxwcHJCamorjx4+joKAAcrkcOTk50Gg0ICK0trZCo9HgwoUL+Pbtm1FHDREREXB3d0d5eTkr+qXge1LBlDx69IisrKyMPnnU399PAOjatWuGNq1Wu2giz9fXl06dOmV4n5qaSomJiQvee3h4LPjbf28bHx8nb29v0mq1hracnBwCQA0NDUQ0P5EJgGpraw3HhIWF0Y4dO1bgbJcmLS2NMjIyjN6vKWPf9EvQ398PiURi1CHsUiiVSohEIgDzl/f6+vowNja24JhfrfT7a1txcTEmJydx7tw5Q9vg4CB8fHzw+fNnREZGws7ODgDg7+9vOCYwMBAKhWJFz+f/sWXLFjQ3Nxu9X1PGin4JxsbG1vQiGnd3d9TU1KCiogLR0dHw8fFBY2PjgmP+rejb29shkUhQUFCwpL6FQiGIh1s+HB0dMTo6avR+TRkr+iVwdXWFWq3mO8Y/ys/PR11dHRQKBezs7PD48eNFx/xb0QuFQnz8+BF6vd4ktq4eHByERCLhO4ZJWZvj1DXK3d0dHMdBp9PxHWWRr1+/4vLlyzh27Jhh+P33FWkCgcDwYIt/atu+fTt0Ot2ipawjIyO4cePGKqVfvt7eXrPeUHQ1sG/6JYiMjISFhQVqamqMOoP/5+W5v87Y//lbfXp6GgCg1WoBzP8mP3r0KFpaWvDixQtMT09Dq9WCiCCRSKBWq9Hd3Q0igqur66K25ORkeHh44OzZs5iamkJycjLa2tpQVlaGO3fuLOh7ZmbGkGdoaAjT09MgIqPtEKTVaqFSqZCZmWmU/swGr9OIJmjv3r2UlZVltP66u7spMzOTAFBAQABVVlaSWq2mEydOEADatm2bYRb95MmTZGlpSb6+vlRYWEhlZWVkbW1NMTExxHEcPX/+nCwtLcnJyclwJeBXbR0dHbR161YCQAAoKCiImpqaiIhIqVSSt7c3AaDc3FwaHByk4uJi2rhxIwGgS5cukV6vN8pnU1paSpaWlqTRaIzSn7lgC26W6NatW8jLy0NnZ6fh6a9ryfj4+IKHSExPTy+4kWh0dBQWFhYLjvlVGzA/dBYIBPD09Fz94EtERIiKioKLiwsqKir4jmNSWNEvkV6vR1BQEKKionDv3j2+46xbZWVlOHLkCN6+fYuwsDC+45gUVvTLUFpaioyMDFRXV+PAgQN8x1l3hoaGEBYWhujoaLbgZhlY0S9TdnY2Kioq0NjYCKlUynecdWNubg5JSUno6OhAY2MjXFxc+I5kcljRL5NOp0NERARsbGxQW1uLTZs28R3J7BERzpw5g6KiIrx8+RI7d+7kO5JJYtfpl0kkEuHJkyfgOA6xsbHgOI7vSGaNiHD69GncvHkTDx48YAX/G1jR/wZvb28olUqMjIxg3759+PLlC9+RzNLk5CSys7Nx+/ZtlJSU4PDhw3xHMmms6H+TVCpFXV0dbGxsEB4eDrlczncks9Ld3Q2ZTIbKykrI5XKj3hRlrljRrwAPDw+8evUK6enpOHToEPLy8gx3yDHLQ0S4e/cuwsPDAcw/QYhdKVkhfNwRZM7u379PYrGYPD09SS6X8x3HJHV1dVFMTAwJhULKy8ujiYkJviOZFfZNv8KysrLw6dMnxMfHIyUlBXFxcXj37h3fsUzC0NAQzp8/j5CQEGg0GqhUKly9etWwgIhZIXz/1zFnz549o4iICBIIBJSenk4tLS18R1qTNBoN5efnk729PUkkErp+/TrNzMzwHctssaI3gj/++INCQ0MJAO3fv5/Ky8vZ89iIqLm5mXJycsjW1pacnZ3pypUrpNPp+I5l9ljRG8nc3BwpFApKSkoiCwsLkkqldPHiRers7OQ7mlFxHEdFRUW0Z88eAkCBgYFUWFi4YE8+ZnWxO/J40NXVhaKiIhQXF2NgYADh4eHIyMhASkoK/Pz8+I634jiOg0KhQElJCZ4+fQqhUIiDBw8iNzcXsbGxRlt/z8xjRc+jubk5KJVKPHz4EOXl5fj58yd8fX2RmJiIhIQEyGSyRctdTcHs7Czev3+PmpoaVFVV4fXr1xAIBIiNjUVmZibS0tJM8rzMBSv6NWJ2dhYNDQ2orq5GVVUVWlpaIBQKERoaCplMhqioKOzatQve3t5rbjfeHz9+oKmpCfX19VCpVHjz5g20Wi3c3NyQkJCA+Ph4xMXFGfbvZ/jFin6NUqvVUKlUUKlUqK+vR1NTE/R6PTZs2IDAwECEhIQgKCgIPj4+8PLygpeXF5ydnVctz9TUFHp6etDb24uenh50dHTgw4cPaGtrg0ajAQD4+flh9+7dkMlkkMlkCAgIYEP3NYgVvYmYmJhAe3s7Wltb0d7ejra2NnR0dGBgYMBwjIODA7y8vCAWiyEWi+Hs7AwXFxc4OTnB1tbWcL1bJBLB2toaRISRkREA8yON8fFx6HQ6DA8Pg+M4DA8PQ6PRYGBgAN+/fzf04+joCH9/f4SEhCA4OBjBwcEIDQ3F5s2bjfuhMMvCit7ETU1Nobe31/Dq6+szFCzHceA4DiMjI5iZmTHs4qvVaqHX6wHAsCTYysoK9vb2EIlEcHZ2NrzEYjHc3NwglUoNIwq2jNi0saJnmHVmbc0IMQyz6ljRM8w6w4qeYdYZSwD/5TsEwzDG8z8i0vPTA48WDwAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "p = Pipeline()\n", "pipeline = (\n", " p.batching(5)\n", " .foreach_map(vad.predict)\n", " .flatten()\n", ")\n", "p.visualize()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/librosa/core/spectrum.py:224: UserWarning: n_fft=512 is too small for input signal of length=480\n", " n_fft, y.shape[-1]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 32.7 s, sys: 5.6 s, total: 38.3 s\n", "Wall time: 7.55 s\n" ] }, { "data": { "text/plain": [ "dict_keys(['batching', 'predict', 'flatten'])" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%%time\n", "\n", "result = p.emit(frames)\n", "result.keys()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "frames_vad = [(frame, result['flatten'][no]) for no, frame in enumerate(frames)]\n", "grouped_vad = malaya_speech.utils.group.group_frames(frames_vad)\n", "grouped_vad = malaya_speech.utils.group.group_frames_threshold(grouped_vad, threshold_to_stop = 0.3)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "malaya_speech.extra.visualization.visualize_vad(y, grouped_vad, sr, figsize = (15, 3))" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "p_vggvox_v2 = Pipeline()\n", "pipeline = (\n", " p_vggvox_v2.foreach_map(vggvox_v2)\n", " .flatten()\n", ")\n", "p_vggvox_v2.visualize()" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "p_deep_speaker = Pipeline()\n", "pipeline = (\n", " p_deep_speaker.foreach_map(deep_speaker)\n", " .flatten()\n", ")\n", "p_deep_speaker.visualize()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 4.64 s, sys: 841 ms, total: 5.48 s\n", "Wall time: 1.4 s\n" ] }, { "data": { "text/plain": [ "dict_keys(['age-detection', 'flatten'])" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%%time\n", "\n", "samples_vad = [g[0] for g in grouped_vad]\n", "result_vggvox_v2 = p_vggvox_v2.emit(samples_vad)\n", "result_vggvox_v2.keys()" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 5.07 s, sys: 797 ms, total: 5.86 s\n", "Wall time: 1.53 s\n" ] }, { "data": { "text/plain": [ "dict_keys(['age-detection', 'flatten'])" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%%time\n", "\n", "samples_vad = [g[0] for g in grouped_vad]\n", "result_deep_speaker = p_deep_speaker.emit(samples_vad)\n", "result_deep_speaker.keys()" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[(, 'not an age'),\n", " (, 'not an age'),\n", " (, 'teens'),\n", " (, 'teens'),\n", " (, 'teens'),\n", " (, 'teens'),\n", " (, 'teens'),\n", " (, 'teens'),\n", " (, 'teens'),\n", " (, 'fourties'),\n", " (, 'fourties'),\n", " (, 'not an age'),\n", " (, 'sixties'),\n", " (, 'seventies'),\n", " (, 'not an age'),\n", " (, 'teens'),\n", " (, 'teens'),\n", " (, 'thirties'),\n", " (, 'fourties'),\n", " (, 'not an age'),\n", " (, 'fourties'),\n", " (, 'teens')]" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "samples_vad_vggvox_v2 = [(frame, result_vggvox_v2['flatten'][no]) for no, frame in enumerate(samples_vad)]\n", "samples_vad_vggvox_v2" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[(, 'not an age'),\n", " (, 'not an age'),\n", " (, 'not an age'),\n", " (, 'teens'),\n", " (, 'fifties'),\n", " (, 'not an age'),\n", " (, 'fourties'),\n", " (, 'sixties'),\n", " (, 'sixties'),\n", " (, 'fourties'),\n", " (, 'thirties'),\n", " (, 'not an age'),\n", " (, 'sixties'),\n", " (, 'fourties'),\n", " (, 'not an age'),\n", " (, 'sixties'),\n", " (, 'teens'),\n", " (, 'thirties'),\n", " (, 'sixties'),\n", " (, 'not an age'),\n", " (, 'fourties'),\n", " (, 'teens')]" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "samples_vad_deep_speaker = [(frame, result_deep_speaker['flatten'][no]) for no, frame in enumerate(samples_vad)]\n", "samples_vad_deep_speaker" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "nrows = 3\n", "fig, ax = plt.subplots(nrows = nrows, ncols = 1)\n", "fig.set_figwidth(20)\n", "fig.set_figheight(nrows * 3)\n", "malaya_speech.extra.visualization.visualize_vad(y, grouped_vad, sr, ax = ax[0])\n", "malaya_speech.extra.visualization.plot_classification(samples_vad_vggvox_v2, \n", " 'age detection vggvox v2', ax = ax[1])\n", "malaya_speech.extra.visualization.plot_classification(samples_vad_deep_speaker, \n", " 'age detection deep speaker', ax = ax[2])\n", "fig.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "p_quantized_vggvox_v2 = Pipeline()\n", "pipeline = (\n", " p_quantized_vggvox_v2.foreach_map(quantized_vggvox_v2)\n", " .flatten()\n", ")\n", "p_quantized_vggvox_v2.visualize()" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 4.75 s, sys: 935 ms, total: 5.68 s\n", "Wall time: 1.33 s\n" ] }, { "data": { "text/plain": [ "dict_keys(['age-detection', 'flatten'])" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%%time\n", "\n", "samples_vad = [g[0] for g in grouped_vad]\n", "result_quantized_vggvox_v2 = p_quantized_vggvox_v2.emit(samples_vad)\n", "result_quantized_vggvox_v2.keys()" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[(, 'not an age'),\n", " (, 'not an age'),\n", " (, 'teens'),\n", " (, 'teens'),\n", " (, 'teens'),\n", " (, 'teens'),\n", " (, 'teens'),\n", " (, 'teens'),\n", " (, 'teens'),\n", " (, 'fourties'),\n", " (, 'fourties'),\n", " (, 'not an age'),\n", " (, 'sixties'),\n", " (, 'seventies'),\n", " (, 'not an age'),\n", " (, 'teens'),\n", " (, 'teens'),\n", " (, 'thirties'),\n", " (, 'fourties'),\n", " (, 'not an age'),\n", " (, 'fourties'),\n", " (, 'teens')]" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "samples_vad_quantized_vggvox_v2 = [(frame, result_quantized_vggvox_v2['flatten'][no]) for no, frame in enumerate(samples_vad)]\n", "samples_vad_quantized_vggvox_v2" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "nrows = 3\n", "fig, ax = plt.subplots(nrows = nrows, ncols = 1)\n", "fig.set_figwidth(20)\n", "fig.set_figheight(nrows * 3)\n", "malaya_speech.extra.visualization.visualize_vad(y, grouped_vad, sr, ax = ax[0])\n", "malaya_speech.extra.visualization.plot_classification(samples_vad_vggvox_v2, \n", " 'age detection vggvox v2', ax = ax[1])\n", "malaya_speech.extra.visualization.plot_classification(samples_vad_quantized_vggvox_v2, \n", " 'age detection quantized vggvox v2', ax = ax[2])\n", "fig.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Reference\n", "\n", "1. The Singaporean White Boy - The Shan and Rozz Show: EP7, https://www.youtube.com/watch?v=HylaY5e1awo&t=2s&ab_channel=Clicknetwork\n", "2. Common Voice dataset, https://commonvoice.mozilla.org/" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.7.7" } }, "nbformat": 4, "nbformat_minor": 4 }