{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Annotate audio in realtime\n", "\n", "## Setup\n", "Test the latency of realtime annotations on a GPU (if you have one) or a CPU.\n", "\n", "Disabling eager execution is crucial for low latency annotation - eager execution increases latencies 6-fold, from 5 ms to 30 ms." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "GPUs: []\n", "CPUs: [PhysicalDevice(name='/physical_device:CPU:0', device_type='CPU')]\n" ] } ], "source": [ "import os\n", "import tensorflow as tf\n", "USE_GPU = False # \n", "# disable existing GPUs if testing CPU\n", "os.environ['CUDA_VISIBLE_DEVICES'] = '0' if USE_GPU else '-1'\n", "# disabling eager execution in tensorflow speeds up annotations by ~6x\n", "try:\n", " from tensorflow.python.framework.ops import disable_eager_execution\n", " disable_eager_execution()\n", "\n", " tf.compat.v1.disable_eager_execution()\n", "\n", " physical_devices = tf.config.list_physical_devices('GPU') \n", " print('GPUs:', physical_devices)\n", " physical_devices = tf.config.list_physical_devices('CPU') \n", " print('CPUs:', physical_devices)\n", "except Exception as e:\n", " print(e)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "%config InlineBackend.figure_format = 'jpg' # smaller mem footprint for page\n", "\n", "import numpy as np\n", "import das.utils\n", "import das.predict\n", "import scipy.signal\n", "import matplotlib.pyplot as plt\n", "import scipy.io.wavfile\n", "import time\n", "import subprocess\n", "\n", "plt.style.use('ncb.mplstyle')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load the model and runtime parameters" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/clemens10/miniconda3/lib/python3.7/site-packages/tensorflow/python/keras/layers/core.py:1061: UserWarning: dss.tcn.tcn is not loaded, but a Lambda layer uses it. It may cause errors.\n", " , UserWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Model expects input shape 256 samples and 1 channel(s).\n" ] } ], "source": [ "model_filename = 'models/dmel_single_rt/20200430_201821'\n", "model, params = das.utils.load_model_and_params(model_filename)\n", "\n", "pulse_index = params['class_names'].index('pulse')\n", "sine_index = params['class_names'].index('sine')\n", "\n", "samplerate = params['samplerate_x_Hz']\n", "interval = params['nb_hist'] / samplerate\n", "\n", "print(f\"Model expects input shape {model.input_shape[1]} samples and {model.input_shape[2]} channel(s).\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load a recording\n", "Samplerates of the recording and of the data the model was trained with should match. Otherwise resample the recording to match the model using `scipy.signal.resample_poly(x=recording, up=int(recording_samplerate), down=int(samplerate), axis=0)`" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/jpeg": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Sample rate of the recording (10000Hz), sample rate expected by the model (10000Hz). Both should match.\n" ] } ], "source": [ "recording_samplerate, recording = scipy.io.wavfile.read('dat/dmel_song_rt.wav')\n", "recording = np.atleast_2d(recording).T\n", "\n", "plt.figure(figsize=(30, 4))\n", "plt.plot(recording[:100_000], c='k') # plot the first 10 seconds\n", "plt.show()\n", "\n", "print(f\"Sample rate of the recording ({recording_samplerate}Hz), sample rate expected by the model ({samplerate}Hz). Both should match.\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Define a virtual microphone for testing\n", "To demonstrate real-time inference, we create a virtual microphone that returns chunk of audio data in real time. The microphone takes a full recording and returns chunks of data at a rate determined by the chunk duration. In a real experimental setup, this would be a function that runs the data acquisition or a multi-processing queue that gets fed by the acquisition system." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Microphone produces 256 samples and 1 channel(s) per chunk.\n", "Consuming and plotting 100 chunks...\n" ] }, { "data": { "image/jpeg": 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+JPj18G/2iNAwumfFT4fz6ZN83yoxhj1O0BP94AXSc92I6mjJ26VN4d7R0X/bspQa/CL+ZrQjDFcLYXFJe/TnUw9S3V03zUm/+4TUNtqcfV/QtFMurq2sraS8vLhIoYULyyyMFVFAyWJPAAHOa+P4v2gP20f2kB4q+Ov7K+saRY+CvCN+9toHh7UNIWaXxd5IDTMZGG+IEfcCFSSwQkMGYfTYPAVcYpNSUYxtdydlduyV7PVv7tW7JXOelQlVu00kur212XzPsOiuJ/Z3+OXhb9o34Q6R8WvCYMUOowkXVm75ezuUO2WBunKsCAcDcMN0Irp/FXibRvBfhnUPF/iK7FvYaXZS3d5M38EUalmPvwDxXPOhVp1nRlH3k7W63va33mFaUcPGUqr5VG7beiSV22/JJNvyRx3xY/aW+Gvwc1yLw94mXVLq6+xG+1BNH0x7oabZBtpu7nZ/qot2RnknBwCAa5T9sP4j+Jz4F8J/DD4PeLnsNc+KXie10TTNc0xw01lYPG9xeX0BHG5LWKQq46M6EdjXMfCH4n6F4c07XfF3jrwLrmv+JvGqjWfF1po2mC6Gh6ZIhWztJyWXAS2wfLAL5aQ7fXhP2a57rxj+1z4R+GiXL3uhfCLwpr134e1UsWW8tdQksksDk90tJJY/UbGB5zXdmGAhTwkvZp80HFSd9HfRtdlF6LunzdjxcmxWeQxmHxWY01HD4qM50U42cXGPPTjO7bbq0mqtpRi004pSimz0n4Kf8JD+zT+0lP8Asu6/411rXPCvivQ5Nb+HmoeJNTkvLu2uLdlTUNOaeQl5Rh4rhMn5VaQc4FfQleD/ALfsMvhD4d+G/wBpHTUYXnws8ZWOtzvEvzvpsj/ZNQiz/dNtcSOf+uQ9K92iljmjWaGRXR1DKynIIPQg141L3JSh229H/k7n02JftYQrdXdP1XX5pp+tzz740AeLvF3hH4TL80Oo6odT1dOoNnZgSbWHo8xhH4Gl+Ov/ABT2q+EPidH8v9i+I47a8kPRbS8H2eTPsHaJv+A1jaX8QfAmlfFDxR8XfiJ410nRNLtbyDwpod5rGoxW0ckqZlnRWkYBmaZtoAOT5J9OMb/gpF8TLH4Zfsb+L9RFxGupavbw6R4dDziPdqNzKsdu4Y8ARsfOJ7LEx7V8bKl/aWW4/GQa55yvT8lQaVJ6XaUp06kttee6ubZfh5Y/M6OBpNc0nGL1WnPu5a6JK7bdlaMn0Z5z4T+CPhn9vWf43fFzxxbx3OmeJVufAvw6vJUDiy0/T2ZXvoD2MmpCWUMOf9Gj9K9T/Zj/AGjP+Es/Yk0L9oD4m3Bju9L8LzN4tY43Le2HmQXnHZjNBLge4Fbf7HWj+APC37MvgrwT8ONVtLqx0Tw5aWcxtZ1dluFiUzeZtJ2ymQuzg87mOa+Zo47hfjb4/wD+CdlvG/2fxR8XIPFEgAKqvhu8gTUr1F/ug3cE0Hpmcj2P1OUUqdbEYao37tWN5PyaVW//AIDdL5H1uNxlHPsHjKNJ/usPKnKl5UY/7PK3a6VOpJL7cm3rqdVdfCnxb4H+Clr+3fewXLfE2C8HivxGEmbM2jy7fO0crnAiistu0EHbLBuHU17po37Xn7NHiH4oWvwX0T4y6Nc+J72BZbbSoZyWk3ReaqB8bPMMfz+Xu37eduKoftm/FG6+F3wD1G28NaTDqHiLxTNF4a8I6TMBsu9SviYIlYdCiAvK4/uRPXh3wo/ZtsvFf/BPXVvgv4K0u20/xx4F8U6pNpup2cIWVfEun30ksF0G67pAIlJOT5cpUfLgV9rGFHMMIsRi24rn5YtW92L6u+vJCVkku8ldW1/Nswx2KqRn9WSlOlaUk7/C03GEWtpPldr6JW097T7HrhPi18T/ABb4X17R/Anw08KW2teINVjnuvst5eGCGG0gC+Y7OASGZnSNOMbmyeAa8m1f9sLxb8avht8OvCP7NH2SHx58UPDyanJd3MPnQeE7BAqXl9PGfvtHMWgijbiSYYJIVgfO9J/4T39kX9o2++LmrfFfxL418BWd9p3hDxrqfjHUftdzpst2scq6hC+FWCBLmSGOSJRtAm3AfLXzjbw1epGpC/s7qXZO9rPvZ72Pocnw1LE0frbtKPJzxi7+9eyjezWjb0V05Wsrbn1v8MPiPpHxS8Jx+JdLtprWVJpLbUdOugBNY3UZ2ywSDsyn8wQehFdDXmNov/CuP2mZbKP5NM+IOlm4jQfdXVLNQHwO3mW5Un1MJNenVdaEYyTjs1df5fJ3Rz4+hSo1lKl8E0pR62T3V+vLJSj8k+p5P4s/4rL9sHwn4eHMHg7wrfa3P3H2i6dbOAH0IRbkj61t/tR+F38Zfs6eNfD8KkzSeG7qS2A6+dHGZY//AB9FrE/Z5/4q34mfE34uPzHe+J00PTieR9m06IREqfRrh7g/hXql5aW9/aS2N1GHimjaORT3UjBH5Gu7EVXhcXSS/wCXSh9+k3+MrHwmW4OGb5NjZT2xcq3/AIA1KhD/AMlp3XqZPw38Up44+Heg+NY2BXV9Gtb0EdP3sSv/AOzVtV5b+xbdzy/s0eGdLvJC0+jx3OlTg9Va0uZbfB/CIfnXqVcmMpKhi6lNbKTS9Lu34WPZyPGTzDJcLiZ/FOnCT9XCPN/5NzBXzZqfwb8O/tgfFz4n6z4yMhtfC/k+FvBF8krCTSL+KJLq5vocH5JhPLAocclYNpOCRX0mSFBZjgDqTXi37E2oWUP7Nh+K+uXSQDxNrWs+JdSuZThVSe9nkDk9gIVj/AVzHqbnlXwj8c+I/wBsr45+CfBXxBtG8r4NaW+q+PrPH7qbxWtxNY2isMf8s1t7q7UDgGWL04+vq+Pv+CdfibxC/wAWfFnjDxjp4tR8bbN/Hnh2No9rRWq3k1skBP8AE32VrGX/ALasfWvsGsaOsef+bX5dPw/M68Y+WoqS2grfP7X/AJNf7goor4v+KP7ff7SnhrVfiN8evCHh7wO3wd+E3xUsPBXiPR9Q0+8fxBrCtLp8Go6nbXaXK29qttLfsEtnt5TOLOQmWHzFA2OQ+0KK+ef2hPjv+0xqX7Tmmfsl/sly+BdM1uH4f3HjDxH4h+IOj3moWkdv9rWzs7KG3tLq2cSTyrclp2kYQpbjEUxcBfDfCX/BTj9qr9qD4can8U/2U/h/4E0eDwD8FdJ8b+O9E8cW15ezanql7HfStoNlPbXEC2nlLp8oN9JHcAm4ixb4VzQB98V+ePwXtPh/oPwg+N3x8+OV9pNlonhj4k/FHSvBmktPGrz3tz4o1o3F4VJy11M5W2j/AIgkBxwc19teFvj78M9d+AGi/tK674osfD3hPWPDFnrzap4gv4rWCytLmCOZGmlkYJHhZFBJOM96/DLV9A/Z/wDil8VPiP4+8L/Evw5fSax8avGt5Bff2unkXEEnifUnhlhkX91PFJEUZX3kMG4OCDXm5njMRgaMalGm5O+6jKXJp8TUIzdk12Sb0urnZgnl6qt4nEexlb93K0WvabxvzThZaJtpt6bWu19Y/Bv4s/DD4M3baF4K+KekTa5oCnxz4fF2RYvBeHbHq2hOXCiSK5thG8LLlWeMqpLLivs/4qftFfsiftLfs9eI/AMf7QXhG2HibwzPBDDqmuQW01vLJCTGzRyMGDo+1sY4K1+Ql14Z8a+GNRttCu9FmjRZTLp2raeihFTr+8ildo3TPO6OQHPbJFdJL+0X4tt/AK+A7nWDfaXDcsLq204CSK0kVmOPKkczICxLFBhSTnkjNZ5BVy3M8LKNSTpUakpqDnG0ZqXM+Sm1OfO1eSsl7v23FLTzeNcsxWRe1oZBhP7QpyjKbp4etCtKhGpzO1VqlCNOF5S5OeUZtNRpwqWjI/SnwF/wUNsdZ/ZV0vxl4h8J6/pWs6n4UMGja1qFon2HVdXijMEyRyo7bCLhXOJAhKoSPSqni3/goz+zJ+xv4E0j4M6Bba1431fRtN+xvH4TtFltXvIohJcb7p2WIbd3mSspfyg+WAPFfmTpWt+NvEmkrLpsk1zZJO4F0yx2saBiCfv7VQ5ySAc4x1I51LC6totSggTS/Mv8Z+3TXFr5SdhhnYCQ/wAWSMDNezLh3D1a9PGfW/YyVKMLzipprWcppqbSc3GPN70klG600XiZBmHH2X5VQo5tl/taTlKrOMZKNeSjCNONPlk6UJOMm5NQlGbi5J1Iz94/Wf4Q/trfCb4zeFtY0T4qxWvgXVrSVrPU9H1nXbWeCeKSMMk1rdxMYbqJo3HzIcq2VIGATzfwR/bK+G/gv4PeGPhna2WveNPFum6Y1pN4d8EaO+o3MUNvK9vHLKykRQIyxqVaSRQQwIyOa/L3V7bw/Pqd0g8a2V3q0MDBhbf6U8qFixUv5hKuo+UGMDAHrknX+HHj343fDDW38SeGvi9Z+FLe8jBstFutSmhaVe+He4adR142lf8AZry8fh8qp/V8fHGezm4SpxlUjHkqczhNcnLzSlqtHGm7XfNSW59lSzfA5/gq+DwVKWEk5RqOnVs61Pli4v8AcSkp8s1K8Z8842SUZ1GrP9MPi7/wUH8F+Dfhj4ksvF3hPxV8PvGX9izjw5pXjDSBCb24ZdkT288TSQTbXZSyiTcAG+Xg18G/AD4R+J/2p/iVrMnh0/arD4J+Bl1TQtBTeIJ9TuJUfyjjDbrq2gmfzEKyIzwgMBAoHK+Nvi/4d8f6pf67f+I9d1rxGLbH9pXutvcSEjGfs328vCpz8vKxsQOBjFcf4L+M/wAXvCFtqGm2/iphc6y6pe6Fo2mRW0M6ru2G7uliVJ8B2+5nBJ2nmvk6fGnFeC9nR/smc1OpCUXzR5pxg5Wi1GMowXNaTdR0pKNuaMXt9Nw9wdluAo4zPswzCjKDw0sPCVbkpKCqzXt5KDlOU3OnF0fhp6OzT5kn+gPwN/an0X9k+31H4dPo1zq/w8u9Ah8YeDtUfUYEmsbC+cCSCbzXUMsd27I5XLqz7ip8wKuF/wAE2P24v2dvhcnjD9nj4g/FTwlodppniG1m8G38V8sdjd2VxZQgRJMfl3RPEwcuRgyBf4a+E4fh78CNatXm8YeHrfSNVwYp20dbmGFG3Z3hWO44/vAsD/dq9F4e+Mnww0m+1LwNqF5r+nXlo1m1zYzKbmTT2Ku8LuNvnxl0UmJxyVHBwK5MZxHTXFNGrm0FhOSMlHmtKDVR7xqUnKlObSjB8rp2UZNxu5X5eGOGMrwnDmIwOTV54t13F0KNTkozpxU204ynN+7Fc8Y+19+VOUYwS0iftT8bNBHj34N6xaaFcrLM+n/bNKngYMGnixNCykdcsi4I7Guf1j9sr9m3wX4a0nWfiT8Z/Dmh3WqaXDeppt3qafaQskYb/UgmTvjpyRivxQsPFNzeWMM2hy3+hCxjaGC7v7JdiOf+WcVu+SGHODGFKkZFbXh39pf4g/CMN4c8Ea5qGjnVJBJc6pph8i6upunPlnz8ezMf92vuqOU4rE5k8dhqkVGVKKleM5Oym3GfJFc1rOaUpcsJKzjOSPyzMuIcXHMKuUZfh5TxdKbjOErKMNviqKbpXenuqo6l/d9lzaH6J+O/26v2a/Ff7UH/AAtA/EezuNE+FXw71HUNEsrpJLSfVtauwVaK3jnVWldbWLYuAcm74zzXLfs4/EL4R+K/Dfwm+Cur/FrQrnVNV8TXnxB+K93NerAk2rtIbmOz3SkLMftM8ahVLZSyyMgV8M3mpfE27v7a+uNCW4abUob2+m117hjcxqSXgkSJFlVJM/MQyyYGFdc5q+Rpmjzf2jolnBObqQ/2q9pL9i06JMkhJIp7gPJtOOG3ZHOc8V7mHyLA4epKUsQqlXmlorQtdJtuNqjjaMUv3jh7u2rO3JMXxtgcrrYXG5W5KrWVSrKlJuqoxtGmo0JxUq0UpOoo0pc1viSlaJ+sfxFEPhH9uv4d+KSFa28a+CtZ8N3JblGkt2hv4B6ElRdY9t3rXh3gVpPh/wDsdT6BIzNdfs5/G97cbvvtp0Go7oz7KdNv1/4CvtXwXYfFb4+3+pWVl4e8V/b7S3y+nz6EyeRZInyYEkmUjwCeQ/A9a7mH9tjxH4DsNc8D6Drw8T3Pi+OO28bBbuF4rlWjEG+RpEZpGWIKnmDbhVUBsKMfMZjPDZXjXHDT9vXblJ0IRftYxcYtykn7qheKkpqU4yTfIptNH2nB8Msz3Lsbg8uruTrVITiqkHRcJwbjPmUpPl0bUubl5ZNRnyyaT/Qf/goX8bNM0fwXdfB2HxHBp9rPoNxrXjnUXuxELXRIQf8ARw5IxLeShbaMDJIaTA6V5v8AAj/gpP8AsM/sy/sueGfCD/ETUNZ1my0aO4vdH8P+Fr2Se7vZ2824ETPEkLASySYYyBdq8HoK+MtF8V6x4s8Q6nqN/wDGI+IdQdyVs75EEduF5XYgUs+1cLv3MT69qzrHxr8UtZ1x1l8PltMhUi61YWMtlcAnIDWxPzkjruZce3evHxnEfiDVwToYfLKdKlFqXNOq7zuviinCmuVRejnKmm1yx1dn93PhrhnIsBzZnOeJS1ksLJOzSs0/3VRt30tF3VtlufW/7Hf7d/7NHw++Nnj+/wBH8eiw+GfjDZ4isGvbV1fQ9TfC3NnPFGGMTsxbplNsMe0kGvQ/23f21vgn4x+CWmWPwo+KGheINH1m8Nzrl7p18s8MdnbFZDBKEO5Wkl8pfLwHZQ6gEkA/m7qfwF0bxFqV54n8KeN9T1DVCcSXN7fNFeLIeeZn+R2z7888Cue8Yw/HDSfEFxc61oup6iZNQQy6pqCzXL3kigKskrS/OxC/Lu2uoHGQM16GS8d08VnNKWNqUp1GopQgqkarny2XNCaclJaaqMovRqWzfyueZfwTn+ArxwXtoON3KOIlRhGVOFm9XKnzwkklPlnGbgpxcPfk4/eXgjxLqH7Nvwy0D9tHxL+0ereJtS8Tw3vjT4eSeKoXil0K8kWJ4Psm879QhVo7ppAA+9ZI8bQoHSfBD42fB74f/wDBQnxG3gv4naHdeDtSjOjwXVvqMLWkDyxDUQ8UittMSyu0GQcKzAduPzek8U2ehJJNrWozSTXgKXFnHcRXSqP7ryurCAE8YjIODjpxWlpOveL/ABXaz2/hfRpbkRRbxLaQ7IDKqgAGUDfJgAZAJzjtX6PSxVfGYtrGOEI2akl8SjL4Lu6j7jWiSqTtfmstvx/F1uIcZUnSy+jOpCrKnU9tWhWivbU5OSlSSjKVV1I88HGEadJQl7s+VJv9xviDqfwf+L3wn1rwfqfj/Q59E8TaPd6ZPdxapC8TxyxNE+1g2CQGPfgivJv2Zf2qPDGmf8E+NB+L/jvxjpS3Ph7QpdIvrqfUYxFdahYs9qAJC2GMrRK4IPIkBHBr8pvCOj3sFj/aHxB8YPqV1fOfs3h/RIPN8nOfleSVcpjpyR0++TVq0sZrS2gTRvAuiPfxuzpb3NxFeTo3BaWMeYyhvlXJwp+XrXlRweSY+lUdHE1KbtKKlOmoq23OueSWjaa5lFu2kGnc+onPiXKcDzZ1hY0aV+b20HPEUlayvU9jGU6Kaa+PmjfecbNn6N/s4eB/hV+1x8QNTfXL7RvGPgv4f+HP7CtvKuo7u11DW9ST7Tql6rISDtR0gSQeshU8ZrzH4Ri5/aA/aX0T9mr9o3U7C88Dfs0QXn9sz69dRm217VmuJrbSjOsh2v5dknmDPO8SBgQ2K+XvCPxx139nW/j+KVjq1taeIbeMtBF4RR7S4uEkk3yLfeWzJcJu5AkD89FXrTYP2lvFGvR6vqOn/Ek+F7jxXdG61A63pNgNVLEyF2tJ3J+zGVpCWlYeaxRCHUZz+f47AzyfE0sFkFJ1ZQvG804upycvu04qKnV9m4xvUSp00+Zc7bbf1PAnDE8ZUqZxUxNGMJxnB15S5KT+sPkT5pNqThFSjCnGc37100nK32hf+Hf2KPA/h678Z237Svhv4R/EXSdavbbS/GOleILeGXU4UnZoGubPfs1G3aNo1IdCSFwHUivFPh3/AMFDdQ0v/goQPjl47g8O+MLa58ET+CY9a8CHyLK6liulu4pwbl8x7sSg72xgjaSoBPzzqvxB8Q+Db608FWDCRJ23ef4ohY24YgHe80sj+c/+4wyT94VH44+FXwo8dXJ1q08R2Nr4gmiEbtAssVsXx98FS4iPpl3U98Vlg854r4cw+EyrO8FCpSglGNSnKrUdLkldQnKNJuCdNqL/AIkIpbp3S92jk3C2Vzxc8PWrUZVFUpOrKFONGanGzqKlNqrFwmoyVRx95x0U4S5z9JfAfxz8H/tS/tx6EfEsseiWvw60K4bQvD+o30Er3/iC5BSaVHgd4pRBaDC4bdm5dgBtOPQPAXivw/8ABD49fGrTPF2px6dogs7Hxus0xwkcElq0F5L9BJZbj/vV+OVvo/ij4X2Q0jVfBOs3F4swkg8R6Ob2VYFU5BIjm8olv4iFbgDAU9ei8QfG349+O7WWb4s/EjV7jT59J+wHUp9VlJmslkEq2ssMv7yRA4DhWGAQDjgY+5wvEeCzteww1GcG4OMYu0oLllzKXtor2a5ndtSmpK6Ts9D84xGVZlwPl9XGZniaWLw9SV41qNozqPmjFRjRlPnlKKsl7Ond6vk3b/RD/gk1p+mWXir4rX2veAJdA8Qa7rVt4j0izupiz23hrU/Nu7C2jB+4qSvdF1XHzuc8gV6X4a1H4FeMvgj488N/Gjx7oGm6Z4+1/Wzdxarq8Fu/2WSV7WNx5jDBCQqVb1UEdK/KvRv2g/jdqN7PrXg34leKb6afTV0y88QS61MZTZrIZFthyT5YclgjcZdsAZOa2i6Pq73C6j4zkZrFly92bBZpmct3xtEXHdh0HCk16ea06VLLni6jd6ij8NOVXmklaVlTkm76Tv7sbN6vc+ay3ifiSdKWBy7L7Sm06ca1X2NX2cZylG1FxlOMY81uebjG0LtLp+ivhH9pvwdcfsg6H4j+JPxZ8Op4x+E3iuPT7u6uNcgjGsSWDrE8sDs485bmxlWUFchjLx0r6J8WftR/A/Rfh5f+O9E+LHhrUhDpc1zYQWWtwStdusZdY41RyXZiAABzk1+Olrpmh6Pql3rvw8jsrS4+ylI7+7mhYckZAAcOScH7yKBxw1aXhrxl4u0yCW8+KFzDLawttis4tJWW4mJH3kaMJ5a4z8z4NeRi/rGXZdTqxj9Yas/ZwvGo02rx5ZKpZrztFtv96km19xjc5yrDYaGAz5ywWLam4puk6Tc0rKnX9pKjK0mpcrcZxvaVM/Q74K6x44+Inw40D4C/B/xpJoujaJp8V18S/iJZOu9b64P2mbT7GRgUM5eVjJNyIlIH3iBXafDX47aX8CvF3iL4LftE/G7TmsdKtodU8J+M/FGr29ub/TJWMZhnmYpG88EqlC3BdXRiOtfmL4s/a7s1t4tE8K+GL63uZ5Yo3imtktbJIwAokkkiBAIUZJVWYnk5OSaWq62sF/Npp8c6f4qnnxdRaVrSwXO1eywk7Ix1AG7DH1r5J59xbm+bVqVHL40ppybjiKrpT3Wt406lJp8ySUarldWafT67CcBZXkWT4ZVMVeCglTow5JYipCEUm4JTcG7LmV/iu2tz9Lf2Sv2rf2YJL/xx4K079orwPI7fEnUZtFgXxVaZu4Lry7hWhBkzIvmSSqCuRlSK+g9c8ZeEPDOnXGr+JPFWm6faWtsbi6ur6+jijhh/56MzEBU/2jxX4beKrPwZ8SLFYviHoUPhe8E/ltZafYRvBIgxt3MkRKZx1jYgZyQeTXK678EoNM1RdR0bRbe30+Y/uzLMt1ZzqON0U4dXib2LdedorPD8Y47EZpHD5rhHRqSbTS5mvdsm4uSXtE1Hm/dqTirtwaOalwfkGDy54TLMRVjUpJ8tPERpxlJycpqCdLmgpLn5VztKVklOOsl+wPjr/gor+x7qnw58VDwV+0X4ZuNVtPD99JYWb33kSXUqQSFFg80L5xZlwuzduPTNcz8YbfVPDX7Dvw0/ZU8LXjWuv/ErT9I8JRyRH57e3ltlk1O5x6JapcZPZnX1r8tfGPxn+P3irw5a+APFvjXxfqFraHydN07xVcXN5atH/CkUqM6HAAA3HAAHNXE+I/xI0PTNM1Pxxot5qU0Vq1npWn3ttJqKQxsAoCeYGihAwuMAsuOBX3ODjlvENBTyubcHo5OUZQTva3PG1pd1KKa6Jnwea4jPuDsd7HM8JOpXuvZ0acJ+3mnopqnLmjKmpNL2kKrhdWlOLdn+rXxZtmvvjz8OPCfwT02C1j+GV/a2usagL+KCO1s7vyoDpsfm8SyNBHvMY+bCJt+YjH0dX4i/ATWvjPL8ePAep67peoTWVh42027khV5EjhQXcLSMzSsDJlVGdiljjhelft1XLLKa2UYipCtW9pOTu7XUIraMIJ7KMfie8puUnb3UvVeIzfE4elUxmB+qRcfcjKSlVl/POtZJKTn8MU2owUUpN8zZXy18QP8AgnJ4m8Y+O/FWi6X+0HFp3wl+IHxD07xr44+Hr+EBPfXepWrWbyQW2pm6UW1lcy2FvJPC1tLIxacRzRCXC/UtFMzPnj4nfsl/tHeKviBof7QHw2/ae8NeFPiZaeE7/wAL+IdaX4ZS3ulanpU14tzb+XYSamJILq2ZcxzNcyxlpZy8Lq6pHwM//BKLWPh34Qf4b/sq/tMz+BdB8QfCfS/h98QF1XwmmsXuq2Nil1HFqNpP9pgWy1No726V53iuIW3RnyAYwT9i0UAZngnwd4e+HfgzSPh/4R08Wmk6Fpdvp+l2qkkQ28MaxxoCeuEVR+FfmF4X/Y61PxRpHxE+LHiTwzro0vUPjt4/l/tXSzbz2yW6+LtWRvOiRWuEwUYmUJIAAPlxyP1Qrxn9g/8A5Ihrn/ZZviP/AOprrdcuNp4+rh5QweIdCb+0owl96qRkrX10tLs+904YGcuXF0nUh1SqVaT/APAqU4P5S5o94vp80+Fv+CZtz428NweLPhf478MS2NzAfLZ9VbUI5P8AZLLbKqH1GGx0xSXH7E3w18G+HDoXxgbVvBevSkiy8UXmlWV7ocj9lZrdEdM9QJGjPuelfV3ij4M+KPB3iyX4m/s83Onadf3jZ17w5qBaPTdX4/1h8sEwXA7SqCG6MDyazfE+n/tE/G/TT8OfFHgKx8E6FenZ4h1K38RrfXN1a/x29uqRrsMg+UyP0UnAzivk685VIuOb4WriMUlaM4udp9I2q0/ZKEFfWNVL2a5rc65b/XZZgcmwtKMMDKlRw27ceShXp/zaU4p1Xp7rXOqjtdwbly/nv4n/AGUP2u9c8M6b8RvBfgPU9X8Pi6kafVfCcOmzy3VqrtHvtbW5ia4zlS65B3qQMJndXlHxIs/G3gWJtQtfi14vihtzJFqumeNfhjZaVPHcnHlRhRNMZAfm3M4j27Rjdnav67J+yn8K9PzB4Xu/EehWbHL6ZoXii8tbUnufKSTav/AcCut8EfDTwP8ADrw+3hjwh4dhtbOV2e5U5ke4dvvPK7ktIx7liTUUPDzh2FGNTEwjWrcq5nODd57uXM5udk21GN9ow1VnfbEcX43D4urWwdaM4SVoUquHpSUbJJOVS/tJaK8kpWnJ3vFe6/w61K0/aG0zwG3jq+1+D+xJYElvdR8N6ba39taxM+zFzJpzLJbEZBxOEBz0yQD2Nj8C9HtPgp4Q+PGq/tN6PrEXiK3O7wZpc1vb6gtwhdJogJVnPlJJGy+dwCpVsDIFfrF8Sv2Lv2Vvi4TN45+BegT3BVla9srX7FcsrAgqZrYxyFSCRgtjk8c18yfsPfsffAL4ZfHn4g/s3fF34K+Gdf1bQbqLWfCWr6/osV3NcacxCeYplUquzdbE7RxLLKAfl41o8M5rgsPVpZTVWFvaXPTlUTdml78dfaJX1UpbNpSStb5WtxRhcRjsLhs6yzD1VOUlzulRqJWjOUo041KKnSnOLtBqrKEXST1acZ/L/wABvgV4U8afELUtS+MFxYaN4Q0LwXfa3qNzY3sDXN1PErMmnwyMDl1Qb3cx4YoyIuMPXuPw+/4J8/B6T9mzwR4/8aeNPEsnjzxZ4btLuDwrpUlnskvJ4VlWJIzAXjRA4DszkLtJz0FaXxW8DeCvFfwq+IXxr8MaBDbal4p+Lum+FPh0uls1tbvC17b2RmjWIqGEiyTyHjO+Ldwcmvo/wL4A+Nvwc36L4R+APgW/1Fo/Ih8YWmqmySSPoGngMbyqehZY3IJ6EcVhh858SOHK88vxFbnVl++pxqVWnKzt7JptTS0jzS9nfWT0s98HwxwJxFwvhsywODoR9pOaj7eNKFRwpOUHK7cqUozlLnbhGDS5YQpKKs/mf4uf8EwPCPw/8C6baXPxNfUvG+syJBo+hW2gJMt5cYy6KDMpWNM5aZiFVQSQSQteZ/HX/gmh+1r8BtCk8aeENF8P+LLCO2V9Rm0KOVLq1G3Ll7cqWljU55j3sQMlByB+kHwu+Dl34X126+JPxE8RDxB4w1GEQ3Gp+R5cNlADkWtrGSfKiB5JyWc/Mx7DvK+wwuZ8UY2Mq+Jrum2koR5aUpRS+1UbpvmqS3aUlGC91Ny5pHz2d8KcGyUKeCwtH2kNZVVRp2lL+VQcFF047e9FSm3KXuxcYn4keJvDXxr+F2jad49+LPwG0nxR4Muojcab458Kab9s02eE/Kp+0pGzWz7tylJ4o3GwgjPSXxF8aP2aPCnhnQtY8NX0Vxc6zqSf2roui6NLDLY25zn/AEkvFFLM5wFCEoOS7rgK36kax+yP4j8O+LNV8S/s4/H7Wfh1b+ILtrvXdDstHtL+wluW+/cwQ3KEW0r4y5T5WPJXPNQaF/wTy/Zkg8NXml+OvCEnizV9U1Br7WPFmt3BXVLu4PVhcW/ltCgHAij2oB2JJJ+arZLj8VTq0eZwlUd5VFOonff3VCvG6l1UoRcU2rvQ+gpZ+54vBShhJ4RUGlOOHr8lCcE7v2VJ05ypSm97SUIqU2k5crPzLm+HP9jeGLLxR4pvNOTxpruo+ZaeCfBPhy21S90+xY8SXN00TKZ24QIGK5bc8kYDBfqLwP8A8EnviprvwwsPFOteNPDWh+JruATzaFHo1tcQwFuQr3iRYZwCNxSIrnO0sMMfsP4f/srfs6/C/Q5PD3g34P6JDbTvvuGu7X7XLMeg3yz75Hxk43McZOKVv2afhpbOx8OS65ocbsWNvofiK6toQT1KxrJtX6AAV85Pw/o0a6qOhGt7qTaxFelJy3cnzSqRab2i27deZs+mxvGtTG0nTjhaMLyuv3MJJRtZQV1dLdyblKUm949fzN+LX7Cvx+8GfFnTPBHj3Xknn1eNo9B/sfUYnhmk3ACPyQ8JTeTgFo+cHHRsVPHv/BMf44fCfw1L8QPiB4AsbTTJraWSa90S0+2T6fMPuNfx2jB44TjLzW/2nyxyVPSv0x8W/so/CbxR8O9Y8CDTZ4bjVgsn/CQSXck+oQXUZ3QXKTyMXDxuFZQCBwRjBOY/2avjBrnjXSbz4ZfFJEtPH/hApaeJ7Pot2MYi1CHpugnUbwQPlYspAxz99lGUZhhspajUVNQso0lapCmlf3/3kHzSnJ/vJRjTSfLyrVzfwOe5blueUnNUIQneLlKEXByUWnFTUKkHOCa0UpScXZxnF2a/G7xb4I+Ffg/R/D2vQvqcWqahaz3OoQ63pky2lqsTxoJbPUEnkt7yJmaQCRWjIMZVlViFr0H4QeF/hF4kEv8AwlXxm022t7q33fY7rXTppz2LzXCSwvkfwKS38q+5vDv7MsfjP9rj4mfEP9nX4g3Xw5XRktNGup9I0u2vLHUtQmjFzqHmWtwrRg4NmG8vYS6EnJJJ3V/4JcfBvxnM+oftA+J77xlcGN1t7ez0200OytmYf61bfT4498g/vSM49q9yGdcS4CLw1SEZOSi3JOMFdq93ypyejV4tXvpc8vMMtwNSpB0cLWjNL3oyxlerQldaNN4iliIJLaH7x291ydlJ/nx4w+EOiato974r0Wexh8IRQTxeGr/WtMa4fxTqYUiGy0u3EcU92Xl2xtKsYVcsSAFBaHwJ8Kvi/qvhbQtU0Y2IuvEWjRanpOm+ENCOrtptkLgxSvqCLvmtCmAQEikUnK5yDj74+Gv/AAS/j+Ani+fxN8B/jDa6ZJcx+RFquveDLbUtV0y35HlWd07KsC4JG3yyvOcHpW7+wP4B0L4FePvi7+zrbwie90DxTaanb6zcRRi61DTb+0SSAyuqrvZJo7tM4AyDgDJzzVcdmuOh7DMaznSknF04ylGDvZ7JRsrKyitLfFzNs9Glwvwlh6NStSoutiW4ylVqe7yR0iqdCm51/Zwi7NzlUlUk23eC0PkyH4A/G22+Gc3jvxF+z9rq6No1jd3GseKrm4slkuo4o/ME8djdRWk0EWFYlmVztwQpI5ot8Afi3qnhvwrfX+nTeF9L8YW0I0nXPEGsR2EaOY/N853tkcIjIykRuqt8rHkBtv3P/wAFFtWvrT9j7xb4b0eYrf8AipbTw3YqvV5NRu4bMgevyTOcegNeq3/w98E6x4Qg8Ba54Ysr/SLeCKKKwvrZZY1WIARnawIBXaCD1BAIwa+LzngPhTMsT7TDYONKUbO3NVlTlv7souo2k+8JRtuoaWf1uHz7H4HCxlStq2kpJTVkl0mpdX+B+SPiP9mv9pJ/hrr/AMb/AIYapc+MvA2ia1cWK6/bPZG5vI7cKk17bQTW5a4thP5sSskpkk8rcEwcDmtX+CfxJ+K/gzRdc8C+P7u60bxFrseh2dvpOrW0dy+otFLJ9luYISjwMfJlASZELFQMfMoP616d+zL8LtNnt4kTV59Ns5VltNAu9cuJtPidTlWEDuVOD0ByPavDf+Cnf7JHwE8S/A3xF+0U/wAH9MfxZ4Ye01i51bT42trm9tbe6hkuo5nhZDKDbLKAXJK8EEYqsg4Jyz+3Y1ZZdRjBvljTlUdT3nZKSqeyjyqMknBKN/ek3b3UscZxE6mVqeIrzoVqS5nUoUqTjNJuTU6E3ytuLa5oVIu0Y3i7Nv8AM69+Eni34aeLbv4UTt4nTUNMlgjvNPj0sSiynnJ8mCRmVCJZMEqgUswBIBr024/Yo+LHiX9m+7/aG0zW/DGtaJYSxfbLD7UZLmKNnCSSOlrvKiMHeyMBIEDHZkYP3f4j+DvwX8GfHH4D/AH4FeC9N0rw8Nc1Tx3qcOmIWM/2SxMNvczSMS8rNPexYdyxOwDPAx7J4w/ZI/Zl8feKH8aeMvgb4b1DVJTme7n0xMzt/ekAGJG92BNfqNOv9SyiNDmlTlUUmuWUpRjHmajHknKz+F3bXVrlStb4LPsmyHifMq1SMeSUGv38IQp1qtTkUpVJyg1yvmkrRhPZWnOUrs/Ij4e/Bf46eLdGkHhHwPqv/CPpcta22qaH4T1DUdOnmSTY7LLBEURAOQz7R6kc47PwF+xT+1d4u8N6x4p8G6B4a1uLSb94ZdHN8ItZuYUxunitVmVQpO7askiO237vIr9f9G0bR/DulW+heH9KtrGytIhFa2dnAsUUKDgKiKAFA9AMVh+Nfg/8NfiFOt74r8JW093GP3WoRbobmP02zRlXGPrXz+a4/iN1VUyzEzUbJOEqkkrp/FGUKdotrRxlGcLJcvLrfkw3BuS0sZCvW5qrht7R+06dfa+2W95e6o6u1mt/yl8Zfs4/HvwnoNv4x8Cfs++KdRsbWPHiBvGXh1NAit5HKxxeTJc30zyqJWG7MKLtGd4B3L658Iv2NPgB8YPhzf8AxUufjDpWkX2igWvjfQ9a8BGLUdFvAMNaTQtdlkbdkIVGH4KFs19p+IvgH451Dw/f+CtH+OF82h6javb3Fh4i0tNSdUdSrKsxdJMYPG4sRjgivGPCX7EPgj9oyUfEn4meP/EemeO/Cl62gDXPCU8On3Vv9ik2x+Y/luLslNjhplbAk+UDrXzWPxHEGbJTrYepOqrq9WonTjdaSTpVqcparbk97vDU/WMnjwrQy2ShhqeGqxetelRhzNS2VSMYU3KN01eNnF2dprQ+cPiF+xHf/s3eCLj47ar8MLRtFuogDqUV0lvf6cXlCQyXFvceaCGDL+7jfcpb5iu2uI8PfCIftffFi/8ADH7J+taT4i8NabZi8tz4zvJvDt7eneVaGzNrM5utu0hpzDHGCCOeM/ZPxQ/YN+C48d/D/T/iHr3i34lavqPi+N/tHxI8Sy6nHHZ20MtxMi2p22yq2xFOIuQxGeSD1/7Q37CvgHxg48d/DPwZpi6raSpPN4Zm/wBH0/VNoCsqmPa1nOVAAniK8qA4YEkd+VcHcNyoU6WMoRpyatKpF1Oeo01b2jjVioxvf4G7Ky0Scny53neJyLC/W8NiK+NdXn00pqjH4XOjTd5VndXVKtJRTTnBTnaD+SfG37MWk/s9+HG8SfHL9nv4i+E9NCBRrfgD4heH9V8yX+47ajawzRk9gpbPQZNeX2v7BX7RH7QvifxDqv7OeieILTT9LvI1Zfibq9sl6A0KyKj+TAn75gwbbgBAygschj9teHNF/Z88G3MeofDf9jLxVN8SYgE0uw8U6Te3gs7k8LK19dPJCkKtz5qSZwOME19AfAn4WyfCT4fQ+HtT1MahrF5cy6h4i1Tbg3uoTtvml+mSFX0VFHavraWS8LZDSlWw2AhGtKyUm5NtJ3vrVqSsraN1bNv3YqzZ+aQzjEZ1i6eGweLnVoq86s3CEdLNRo3dGN3NtyqJxbjCCTs5K/5ieEf+Cbn7Yuq6XJpur/Au7vL+JiDqd342s7OycZ4H2eWyaYnHGVm255ziu68Ff8EYf2gte8Nz6l4p8deE/Cd8WBtNJSGXVSw53ebMfLWLnGAiyDB69q/TKiuermOYVW/30kt1qm1fonKMml5Xsd2YcNcMY3D+wpYONGHalOrC/nLkqQjJ9buF/Xp+Ndv+xp+0n4d13WLe/wDCNtd2/hfW5tN8TXvhzTmvp7IqoeOZrQvFIYZImWRZF3IVJ3FCpWvWvhz+y74TvfhlB4m8OeK/EdoJ5nNz4l8O6GNT0a4P+3FAi3VnIMjKSxs3IPQg19mftD2k3wL+IumftceHrdxp8Ucek/Eq1gUn7RpTPiK+Kj70lrI24nBJieQZAFY/xb/YS0rxn45l+Nv7PHxo1n4c+I9RTzrufQ8TadqLkZEssAZCS2csUkVXyWZWYlj5WY4bEZrgvq9TFzjvrKFGtCSdtJU50ls1pKEoyWt1LRriy7IMLkWMdWjh/rNNpfu6mJxNOUGt5UqkasoLmVlKFSm4tqLU46o+F/j78LvA3wZ8H23jiy+MWh+Pvt1+tnFoumTTxaiJ2Vii+QQGQFlCZIzudRtPOO6/Zu/Ye0Px74V1Dxh4u8Z6R4LtrGzeXxLbNq0st3YyKP3glgLxmMAg/MxU9MA16RqnhD9qKP8Abe8CT/tA+G9O+IVz4J8N3WraNYeELW3gFzK7fZ11C5a4aMGRGYBQQAjKDGCS7V7Vq/7N95+1V45Xx/8AtD/DK38OaPp8Ji0vw/DcRNqV65GPPu7q3OQi/wAEKORnlj2Phw4Tz32ntcdj3UprRqNevC8Elb2ahUi4Se3LKmoLW7XLZ/Y0OOeH8vws8Nw/ls8Pi6qSb9nKPLNN615/DVjBaqcatSclZU4tz5ofNvwj/Ya8DaV4l8BfFrUfE1lpyXXjqxuvCGiavol1c6nqlpDcJILklbgvb7lXzMMroiEF2+bj9FK474d/AX4YfDDU5df8M6FLJqk8XlTavqd9NeXbR/3BLMzMq/7KkDjpXY12ZNgJ4GNVulGmpyuoqdSq0kre/UqSbnJ7tqMF0s91eMryq06UJ4mpiJxjaVSpaPNJu75KaclTh2jzSezeq1K8h+Gv7eH7Knxd+LsvwO+H/wAT5L3XxPfwWRl8P6hb2GqTWLmO9isL+aBLTUJLdgwlS2mlaPa24DacUfiR4K/4KNal441G++EP7S3wT0bw3JMDpOmeJPgfq+p31vHtGVmuofE1rHM27cdywRjBAxxk/Kn7J3w3+K9xon7JH7JOp/A/xxoviL9nLxXe6h8S/FmseE7q00l4rbQNa0hXs9RlRbfUTqE+owXAW2klKx+aZhG6ha9k4D7A/aD/AG2v2bP2XtdsvC3xi8bajb6pfaVPqq6ZoPhPU9auLfToGCzX9xFp1tO1raIzANczBIgcjfkHGd42/wCCgX7MXgnxRp/g6PWfGHie+1Twrp/iW0Hw5+FniLxVD/ZN89wllePNo1hdRRRzta3Hll2UuIXIBAzXzx+2X+0hr3iP4x6X4Z+Dvwv+JPgPTvHPwvt5PFnx20z9mXxZr2uR6Y13drDoVna2+lyGyvULXM7nUEAthcxsLaZpSY/N/jP8FvB3wp0PU7T9kn4V/tW6B4vj+BXhjQf2e9S8JRa7baTdNp1pdJpdvqduIYobKSCa4YXMPiBVTZK7KoYuAAfpvXjP7B//ACRDXP8Ass3xH/8AU11uvRb3w/408S/DNPDuo+Obvw/4gudLiju9f8NQWzyWl1tXzJLdbyGeEjduwJYnGDyM15Z/wTp0m/0H9m6+0TVfE99rdzZ/Fv4hw3GsanHAlzfOvjPWgZpVt4ooQ7kbiI40TJO1VGAAD3SiiigAooooAK+R/wDgpN4Q8caX8Qvht8S/hLrupaPr+vX8/gx77SLxIJrg3UMklrA7yqyJHuW4O4jIZkKkOEI+uK8M/wCCjmgarqH7JPiHxp4btWk1fwNc2Pi7SCn3lm0y6ivGI9zFFKv/AAKoqV5YajOooqVk7p3s11Ts09VfZp3tZlUshwPE+Ip5Xi5yhGtKMVOD5ZQk21CcW00nGbjumuVyT304Pxx8J7L4da1+y3+ydYurx2PjC51/UZI/uyPpmnXM8j4P8Ju7qIj0JWvq+vnPwz4j0f42f8FD7DxV4cvFv9G8GfBWK5triPlIrrW7xZIznszWtiG91kFfRlY0assTXrV5O7lL8kl+bZ7GZYKlk2VZblVKPLGhQXu9uec5JPrdRhC9/XqFFFFdJ4oUUUUAFFFFABXAfGD9nzw/8VdY0/xrp3ifV/C/irSInh03xR4emSO5SFzlreRXVknhJAPlupAIyNpJJ7+itKVapQnz03Z/16pryaaKjOUJXizl/g98JPC/wU8ExeCfC0t1cJ9plur7UdRmEl1f3Url5bidwBvkdjknA4AAAAArqKKKVSpOrNzm7t7sUpOTu9wrwjxcv/CAf8FEvB/iBflt/iH8OdS0SdV4D3em3EV5Ax9W8m4ugPYH0r3evCP25f8AilV+Fvxsj/d/8Id8V9KN/dD/AJZWN/5mmz59v9LQn/dFc1fSHN2af4/5M6sF71bk/mUl96dvxSF/a8/4qz4vfAv4Qp/zEviUdduR2MGk2U91z7eebb8cete7V4RdH/hO/wDgo9aQD97afDz4USysR0gvtVvlVR7EwWDfg4r3eilrKcvO33K3+YYn3adKHaN//Am3+SQVneL/AAto3jnwlqngnxFbCbT9Y06exvoT/HDLG0br+KsRWjRW8ZSjJSW6OOUYzi4yV0z5u/Ys/Zm+OXwx8Z3PjX9ofWdKvb3w34Ps/A3gybS3ZvtGkWsjSm9m3HKSzkwhk6j7PyTkGvpGiiurG4ytj8Q61SybtolZK3Zerb9WzlwOCo5fh1RpXaV3du7d+79El6JfMooorkOsK808H48JftM+LPC5+WDxNotnrtoo4UTRE2txgepAt2P1r0uvMPj/AHUXgPxX4N+N1w2yy0TU5NP12XBxFY3iCMysR/CkywsfbNdGH96Th/MmvnuvxX4np5WnVqzw/wDz8i4r/Evej83KNl6+ZLOf+Et/atghHz2/g7wi8jEdI7u+mCgH38m3b8Hr0qvNv2cYbnxFaeIvjJf28kbeMtba508SxlGGnQqILQkHkbkQyf8AbWvSaWI0mofypL59fxb+4M19zERoL/l3GMPmleX/AJNKS+QUUUVgeYFFFFAFbWtG0vxHo134f1yxjubK+tpLe8tpVyssTqVdCO4IJH4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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Takes 26.0 ms to return 25.6 ms of audio data.\n" ] } ], "source": [ "def virtual_microphone(data: np.array, interval: float, samplerate: float, block: bool = True):\n", " \n", " RUN = True\n", " current_position = 0\n", " t1 = time.time() - 0.025\n", " t0 = time.time() \n", " while RUN:\n", " current_position += interval * samplerate \n", " start_sample = int(current_position)\n", " end_sample = int(current_position + interval * samplerate)\n", " chunk = data[start_sample:end_sample]\n", " if block:\n", " while (t1-t0)= data.shape[0]:\n", " RUN = False\n", " yield None\n", " else:\n", " yield chunk\n", " t0 = time.time()\n", " \n", "\n", "mike = virtual_microphone(recording, interval, samplerate, block=True)\n", "rec = next(mike)\n", "print(f\"Microphone produces {rec.shape[0]} samples and {rec.shape[1]} channel(s) per chunk.\")\n", "\n", "print('Consuming and plotting 100 chunks...')\n", "recording_latencies = []\n", "for _ in range(100):\n", " with das.utils.Timer() as t:\n", " rec = next(mike)\n", " recording_latencies.append(t.elapsed * 1000)\n", " plt.plot(rec)\n", " plt.ylim(-1, 1)\n", "plt.title('Individal chunks')\n", "plt.xlabel('Samples')\n", "plt.xlim(0, rec.shape[0])\n", "plt.show()\n", "print(f\"Takes {np.median(recording_latencies):1.1f} ms to return {rec.shape[0] / samplerate * 1000:1.1f} ms of audio data.\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Test real-time annotation\n", "Test the model and a simple song detection routine with a chunk that contains song. A specific song type is detect if the corresponding confidence exceeds 0.7 during a chunk." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/clemens10/miniconda3/lib/python3.7/site-packages/tensorflow/python/keras/engine/training.py:2426: UserWarning: `Model.state_updates` will be removed in a future version. This property should not be used in TensorFlow 2.0, as `updates` are applied automatically.\n", " warnings.warn('`Model.state_updates` will be removed in a future version. '\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/jpeg": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def report_song(prediction, pulse_index, sine_index):\n", " report = 'pulse? ' + ('yes' if np.max(out[:, pulse_index]) > 0.7 else ' no')\n", " report += ' sine? ' + ('yes' if np.max(out[:, sine_index]) > 0.7 else ' no')\n", " return report\n", "\n", "# consume a couple of chunks until there is song\n", "for _ in range(9):\n", " d = next(mike)\n", "\n", "d = d[np.newaxis, ...]\n", "out = model.predict(d, verbose=0)\n", "\n", "plt.subplot(211)\n", "plt.plot(d[0, ...])\n", "plt.ylabel('Audio [V]')\n", "plt.subplot(212)\n", "plt.plot(out[0])\n", "plt.ylabel('Confidence\\nscore')\n", "plt.xlabel('Samples')\n", "plt.legend(params['class_names'])\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Run annotation\n", "Run the virtual microphone for 100 chunks to estimate annotation latencies." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "tags": [] }, "outputs": [], "source": [ "latencies = []\n", "runs = 0\n", "mike = virtual_microphone(recording, interval, samplerate, block=True)\n", "\n", "while runs < 100:\n", " runs += 1\n", " with das.utils.Timer() as dt:\n", " d = next(mike) # get a new chunk\n", " d = d[np.newaxis, ...]\n", " out = model.predict(d, verbose=0) # run inference on the chunk\n", " # detect pulse and sine\n", " result = report_song(out[0, ...], pulse_index, sine_index)\n", " # print(result)\n", " latencies.append(dt.elapsed * 1000)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Evaluate latencies\n", "Timing on GPUs can be more variable than on CPUs since a major contributor to latency is the transfer of data from/to the GPU.\n", "\n", "Subtract the recording latency to get an estimate of the annotation latency." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Annotation latencies\n", " 5, 50, 95 percentiles: [4.6493622 5.443717 6.2767092] ms\n", " min 4.53 ms, max 54.00 ms\n" ] }, { "data": { "image/jpeg": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "annotation_latencies = np.array(latencies) - np.median(recording_latencies)\n", "print('Annotation latencies')\n", "print(f' 5, 50, 95 percentiles: {np.percentile(annotation_latencies, [5, 50, 95])} ms')\n", "print(f' min {np.min(annotation_latencies):1.2f} ms, max {np.max(annotation_latencies):1.2f} ms')\n", "\n", "plt.figure(figsize=(5, 5))\n", "plt.plot(np.array(annotation_latencies))\n", "plt.ylabel('Annotation latency [ms]')\n", "plt.xlabel('Chunk#')\n", "plt.ylim(0, np.max(annotation_latencies))\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "file_extension": ".py", "interpreter": { "hash": "8b0ab261a56efe1a5fd9591203310bfa777485461dc7aa1d8ccede5021fac1c0" }, "kernel_info": { "name": "python3" }, "kernelspec": { "display_name": "Python 3.7.6 64-bit ('base': conda)", "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": "3.7.6" }, "mimetype": "text/x-python", "name": "python", "npconvert_exporter": "python", "nteract": { "version": "0.15.0" }, "pygments_lexer": "ipython3", "version": 3 }, "nbformat": 4, "nbformat_minor": 4 }