{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "x2ep-q7k_5R-" }, "source": [ "# Sound classification" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "execution": { "iopub.execute_input": "2023-03-08T14:34:34.632394Z", "iopub.status.busy": "2023-03-08T14:34:34.631926Z", "iopub.status.idle": "2023-03-08T14:34:37.201926Z", "shell.execute_reply": "2023-03-08T14:34:37.201217Z" }, "id": "Bteu7pfkpt_f" }, "outputs": [], "source": [ "import tensorflow as tf\n", "import tensorflow_hub as hub\n", "import numpy as np\n", "import csv\n", "\n", "import matplotlib.pyplot as plt\n", "from IPython.display import Audio\n", "from scipy.io import wavfile\n", "import scipy" ] }, { "cell_type": "markdown", "metadata": { "id": "YSVs3zRrrYmY" }, "source": [ "Load the Model (YAMNet) from TensorFlow Hub. It is a deep net that predicts 521 audio event classes from the [AudioSet-YouTube corpus](http://g.co/audioset) it was trained on." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "execution": { "iopub.execute_input": "2023-03-08T14:34:37.206061Z", "iopub.status.busy": "2023-03-08T14:34:37.205240Z", "iopub.status.idle": "2023-03-08T14:34:44.567828Z", "shell.execute_reply": "2023-03-08T14:34:44.567113Z" }, "id": "VX8Vzs6EpwMo" }, "outputs": [], "source": [ "# Load the model.\n", "model = hub.load('https://tfhub.dev/google/yamnet/1')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "execution": { "iopub.execute_input": "2023-03-08T14:34:44.572061Z", "iopub.status.busy": "2023-03-08T14:34:44.571462Z", "iopub.status.idle": "2023-03-08T14:34:44.589989Z", "shell.execute_reply": "2023-03-08T14:34:44.589391Z" }, "id": "EHSToAW--o4U" }, "outputs": [ { "data": { "text/plain": [ "['Speech',\n", " 'Child speech, kid speaking',\n", " 'Conversation',\n", " 'Narration, monologue',\n", " 'Babbling',\n", " 'Speech synthesizer',\n", " 'Shout',\n", " 'Bellow',\n", " 'Whoop',\n", " 'Yell',\n", " 'Children shouting',\n", " 'Screaming',\n", " 'Whispering',\n", " 'Laughter',\n", " 'Baby laughter',\n", " 'Giggle',\n", " 'Snicker',\n", " 'Belly laugh',\n", " 'Chuckle, chortle',\n", " 'Crying, sobbing',\n", " 'Baby cry, infant cry',\n", " 'Whimper',\n", " 'Wail, moan',\n", " 'Sigh',\n", " 'Singing',\n", " 'Choir',\n", " 'Yodeling',\n", " 'Chant',\n", " 'Mantra',\n", " 'Child singing',\n", " 'Synthetic singing',\n", " 'Rapping',\n", " 'Humming',\n", " 'Groan',\n", " 'Grunt',\n", " 'Whistling',\n", " 'Breathing',\n", " 'Wheeze',\n", " 'Snoring',\n", " 'Gasp',\n", " 'Pant',\n", " 'Snort',\n", " 'Cough',\n", " 'Throat clearing',\n", " 'Sneeze',\n", " 'Sniff',\n", " 'Run',\n", " 'Shuffle',\n", " 'Walk, footsteps',\n", " 'Chewing, mastication',\n", " 'Biting',\n", " 'Gargling',\n", " 'Stomach rumble',\n", " 'Burping, eructation',\n", " 'Hiccup',\n", " 'Fart',\n", " 'Hands',\n", " 'Finger snapping',\n", " 'Clapping',\n", " 'Heart sounds, heartbeat',\n", " 'Heart murmur',\n", " 'Cheering',\n", " 'Applause',\n", " 'Chatter',\n", " 'Crowd',\n", " 'Hubbub, speech noise, speech babble',\n", " 'Children playing',\n", " 'Animal',\n", " 'Domestic animals, pets',\n", " 'Dog',\n", " 'Bark',\n", " 'Yip',\n", " 'Howl',\n", " 'Bow-wow',\n", " 'Growling',\n", " 'Whimper (dog)',\n", " 'Cat',\n", " 'Purr',\n", " 'Meow',\n", " 'Hiss',\n", " 'Caterwaul',\n", " 'Livestock, farm animals, working animals',\n", " 'Horse',\n", " 'Clip-clop',\n", " 'Neigh, whinny',\n", " 'Cattle, bovinae',\n", " 'Moo',\n", " 'Cowbell',\n", " 'Pig',\n", " 'Oink',\n", " 'Goat',\n", " 'Bleat',\n", " 'Sheep',\n", " 'Fowl',\n", " 'Chicken, rooster',\n", " 'Cluck',\n", " 'Crowing, cock-a-doodle-doo',\n", " 'Turkey',\n", " 'Gobble',\n", " 'Duck',\n", " 'Quack',\n", " 'Goose',\n", " 'Honk',\n", " 'Wild animals',\n", " 'Roaring cats (lions, tigers)',\n", " 'Roar',\n", " 'Bird',\n", " 'Bird vocalization, bird call, bird song',\n", " 'Chirp, tweet',\n", " 'Squawk',\n", " 'Pigeon, dove',\n", " 'Coo',\n", " 'Crow',\n", " 'Caw',\n", " 'Owl',\n", " 'Hoot',\n", " 'Bird flight, flapping wings',\n", " 'Canidae, dogs, wolves',\n", " 'Rodents, rats, mice',\n", " 'Mouse',\n", " 'Patter',\n", " 'Insect',\n", " 'Cricket',\n", " 'Mosquito',\n", " 'Fly, housefly',\n", " 'Buzz',\n", " 'Bee, wasp, etc.',\n", " 'Frog',\n", " 'Croak',\n", " 'Snake',\n", " 'Rattle',\n", " 'Whale vocalization',\n", " 'Music',\n", " 'Musical instrument',\n", " 'Plucked string instrument',\n", " 'Guitar',\n", " 'Electric guitar',\n", " 'Bass guitar',\n", " 'Acoustic guitar',\n", " 'Steel guitar, slide guitar',\n", " 'Tapping (guitar technique)',\n", " 'Strum',\n", " 'Banjo',\n", " 'Sitar',\n", " 'Mandolin',\n", " 'Zither',\n", " 'Ukulele',\n", " 'Keyboard (musical)',\n", " 'Piano',\n", " 'Electric piano',\n", " 'Organ',\n", " 'Electronic organ',\n", " 'Hammond organ',\n", " 'Synthesizer',\n", " 'Sampler',\n", " 'Harpsichord',\n", " 'Percussion',\n", " 'Drum kit',\n", " 'Drum machine',\n", " 'Drum',\n", " 'Snare drum',\n", " 'Rimshot',\n", " 'Drum roll',\n", " 'Bass drum',\n", " 'Timpani',\n", " 'Tabla',\n", " 'Cymbal',\n", " 'Hi-hat',\n", " 'Wood block',\n", " 'Tambourine',\n", " 'Rattle (instrument)',\n", " 'Maraca',\n", " 'Gong',\n", " 'Tubular bells',\n", " 'Mallet percussion',\n", " 'Marimba, xylophone',\n", " 'Glockenspiel',\n", " 'Vibraphone',\n", " 'Steelpan',\n", " 'Orchestra',\n", " 'Brass instrument',\n", " 'French horn',\n", " 'Trumpet',\n", " 'Trombone',\n", " 'Bowed string instrument',\n", " 'String section',\n", " 'Violin, fiddle',\n", " 'Pizzicato',\n", " 'Cello',\n", " 'Double bass',\n", " 'Wind instrument, woodwind instrument',\n", " 'Flute',\n", " 'Saxophone',\n", " 'Clarinet',\n", " 'Harp',\n", " 'Bell',\n", " 'Church bell',\n", " 'Jingle bell',\n", " 'Bicycle bell',\n", " 'Tuning fork',\n", " 'Chime',\n", " 'Wind chime',\n", " 'Change ringing (campanology)',\n", " 'Harmonica',\n", " 'Accordion',\n", " 'Bagpipes',\n", " 'Didgeridoo',\n", " 'Shofar',\n", " 'Theremin',\n", " 'Singing bowl',\n", " 'Scratching (performance technique)',\n", " 'Pop music',\n", " 'Hip hop music',\n", " 'Beatboxing',\n", " 'Rock music',\n", " 'Heavy metal',\n", " 'Punk rock',\n", " 'Grunge',\n", " 'Progressive rock',\n", " 'Rock and roll',\n", " 'Psychedelic rock',\n", " 'Rhythm and blues',\n", " 'Soul music',\n", " 'Reggae',\n", " 'Country',\n", " 'Swing music',\n", " 'Bluegrass',\n", " 'Funk',\n", " 'Folk music',\n", " 'Middle Eastern music',\n", " 'Jazz',\n", " 'Disco',\n", " 'Classical music',\n", " 'Opera',\n", " 'Electronic music',\n", " 'House music',\n", " 'Techno',\n", " 'Dubstep',\n", " 'Drum and bass',\n", " 'Electronica',\n", " 'Electronic dance music',\n", " 'Ambient music',\n", " 'Trance music',\n", " 'Music of Latin America',\n", " 'Salsa music',\n", " 'Flamenco',\n", " 'Blues',\n", " 'Music for children',\n", " 'New-age music',\n", " 'Vocal music',\n", " 'A capella',\n", " 'Music of Africa',\n", " 'Afrobeat',\n", " 'Christian music',\n", " 'Gospel music',\n", " 'Music of Asia',\n", " 'Carnatic music',\n", " 'Music of Bollywood',\n", " 'Ska',\n", " 'Traditional music',\n", " 'Independent music',\n", " 'Song',\n", " 'Background music',\n", " 'Theme music',\n", " 'Jingle (music)',\n", " 'Soundtrack music',\n", " 'Lullaby',\n", " 'Video game music',\n", " 'Christmas music',\n", " 'Dance music',\n", " 'Wedding music',\n", " 'Happy music',\n", " 'Sad music',\n", " 'Tender music',\n", " 'Exciting music',\n", " 'Angry music',\n", " 'Scary music',\n", " 'Wind',\n", " 'Rustling leaves',\n", " 'Wind noise (microphone)',\n", " 'Thunderstorm',\n", " 'Thunder',\n", " 'Water',\n", " 'Rain',\n", " 'Raindrop',\n", " 'Rain on surface',\n", " 'Stream',\n", " 'Waterfall',\n", " 'Ocean',\n", " 'Waves, surf',\n", " 'Steam',\n", " 'Gurgling',\n", " 'Fire',\n", " 'Crackle',\n", " 'Vehicle',\n", " 'Boat, Water vehicle',\n", " 'Sailboat, sailing ship',\n", " 'Rowboat, canoe, kayak',\n", " 'Motorboat, speedboat',\n", " 'Ship',\n", " 'Motor vehicle (road)',\n", " 'Car',\n", " 'Vehicle horn, car horn, honking',\n", " 'Toot',\n", " 'Car alarm',\n", " 'Power windows, electric windows',\n", " 'Skidding',\n", " 'Tire squeal',\n", " 'Car passing by',\n", " 'Race car, auto racing',\n", " 'Truck',\n", " 'Air brake',\n", " 'Air horn, truck horn',\n", " 'Reversing beeps',\n", " 'Ice cream truck, ice cream van',\n", " 'Bus',\n", " 'Emergency vehicle',\n", " 'Police car (siren)',\n", " 'Ambulance (siren)',\n", " 'Fire engine, fire truck (siren)',\n", " 'Motorcycle',\n", " 'Traffic noise, roadway noise',\n", " 'Rail transport',\n", " 'Train',\n", " 'Train whistle',\n", " 'Train horn',\n", " 'Railroad car, train wagon',\n", " 'Train wheels squealing',\n", " 'Subway, metro, underground',\n", " 'Aircraft',\n", " 'Aircraft engine',\n", " 'Jet engine',\n", " 'Propeller, airscrew',\n", " 'Helicopter',\n", " 'Fixed-wing aircraft, airplane',\n", " 'Bicycle',\n", " 'Skateboard',\n", " 'Engine',\n", " 'Light engine (high frequency)',\n", " \"Dental drill, dentist's drill\",\n", " 'Lawn mower',\n", " 'Chainsaw',\n", " 'Medium engine (mid frequency)',\n", " 'Heavy engine (low frequency)',\n", " 'Engine knocking',\n", " 'Engine starting',\n", " 'Idling',\n", " 'Accelerating, revving, vroom',\n", " 'Door',\n", " 'Doorbell',\n", " 'Ding-dong',\n", " 'Sliding door',\n", " 'Slam',\n", " 'Knock',\n", " 'Tap',\n", " 'Squeak',\n", " 'Cupboard open or close',\n", " 'Drawer open or close',\n", " 'Dishes, pots, and pans',\n", " 'Cutlery, silverware',\n", " 'Chopping (food)',\n", " 'Frying (food)',\n", " 'Microwave oven',\n", " 'Blender',\n", " 'Water tap, faucet',\n", " 'Sink (filling or washing)',\n", " 'Bathtub (filling or washing)',\n", " 'Hair dryer',\n", " 'Toilet flush',\n", " 'Toothbrush',\n", " 'Electric toothbrush',\n", " 'Vacuum cleaner',\n", " 'Zipper (clothing)',\n", " 'Keys jangling',\n", " 'Coin (dropping)',\n", " 'Scissors',\n", " 'Electric shaver, electric razor',\n", " 'Shuffling cards',\n", " 'Typing',\n", " 'Typewriter',\n", " 'Computer keyboard',\n", " 'Writing',\n", " 'Alarm',\n", " 'Telephone',\n", " 'Telephone bell ringing',\n", " 'Ringtone',\n", " 'Telephone dialing, DTMF',\n", " 'Dial tone',\n", " 'Busy signal',\n", " 'Alarm clock',\n", " 'Siren',\n", " 'Civil defense siren',\n", " 'Buzzer',\n", " 'Smoke detector, smoke alarm',\n", " 'Fire alarm',\n", " 'Foghorn',\n", " 'Whistle',\n", " 'Steam whistle',\n", " 'Mechanisms',\n", " 'Ratchet, pawl',\n", " 'Clock',\n", " 'Tick',\n", " 'Tick-tock',\n", " 'Gears',\n", " 'Pulleys',\n", " 'Sewing machine',\n", " 'Mechanical fan',\n", " 'Air conditioning',\n", " 'Cash register',\n", " 'Printer',\n", " 'Camera',\n", " 'Single-lens reflex camera',\n", " 'Tools',\n", " 'Hammer',\n", " 'Jackhammer',\n", " 'Sawing',\n", " 'Filing (rasp)',\n", " 'Sanding',\n", " 'Power tool',\n", " 'Drill',\n", " 'Explosion',\n", " 'Gunshot, gunfire',\n", " 'Machine gun',\n", " 'Fusillade',\n", " 'Artillery fire',\n", " 'Cap gun',\n", " 'Fireworks',\n", " 'Firecracker',\n", " 'Burst, pop',\n", " 'Eruption',\n", " 'Boom',\n", " 'Wood',\n", " 'Chop',\n", " 'Splinter',\n", " 'Crack',\n", " 'Glass',\n", " 'Chink, clink',\n", " 'Shatter',\n", " 'Liquid',\n", " 'Splash, splatter',\n", " 'Slosh',\n", " 'Squish',\n", " 'Drip',\n", " 'Pour',\n", " 'Trickle, dribble',\n", " 'Gush',\n", " 'Fill (with liquid)',\n", " 'Spray',\n", " 'Pump (liquid)',\n", " 'Stir',\n", " 'Boiling',\n", " 'Sonar',\n", " 'Arrow',\n", " 'Whoosh, swoosh, swish',\n", " 'Thump, thud',\n", " 'Thunk',\n", " 'Electronic tuner',\n", " 'Effects unit',\n", " 'Chorus effect',\n", " 'Basketball bounce',\n", " 'Bang',\n", " 'Slap, smack',\n", " 'Whack, thwack',\n", " 'Smash, crash',\n", " 'Breaking',\n", " 'Bouncing',\n", " 'Whip',\n", " 'Flap',\n", " 'Scratch',\n", " 'Scrape',\n", " 'Rub',\n", " 'Roll',\n", " 'Crushing',\n", " 'Crumpling, crinkling',\n", " 'Tearing',\n", " 'Beep, bleep',\n", " 'Ping',\n", " 'Ding',\n", " 'Clang',\n", " 'Squeal',\n", " 'Creak',\n", " 'Rustle',\n", " 'Whir',\n", " 'Clatter',\n", " 'Sizzle',\n", " 'Clicking',\n", " 'Clickety-clack',\n", " 'Rumble',\n", " 'Plop',\n", " 'Jingle, tinkle',\n", " 'Hum',\n", " 'Zing',\n", " 'Boing',\n", " 'Crunch',\n", " 'Silence',\n", " 'Sine wave',\n", " 'Harmonic',\n", " 'Chirp tone',\n", " 'Sound effect',\n", " 'Pulse',\n", " 'Inside, small room',\n", " 'Inside, large room or hall',\n", " 'Inside, public space',\n", " 'Outside, urban or manmade',\n", " 'Outside, rural or natural',\n", " 'Reverberation',\n", " 'Echo',\n", " 'Noise',\n", " 'Environmental noise',\n", " 'Static',\n", " 'Mains hum',\n", " 'Distortion',\n", " 'Sidetone',\n", " 'Cacophony',\n", " 'White noise',\n", " 'Pink noise',\n", " 'Throbbing',\n", " 'Vibration',\n", " 'Television',\n", " 'Radio',\n", " 'Field recording']" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# The labels file will be loaded from the models assets and is present at `model.class_map_path()`\n", "\n", "# Find the name of the class with the top score when mean-aggregated across frames.\n", "def class_names_from_csv(class_map_csv_text):\n", " \"\"\"Returns list of class names corresponding to score vector.\"\"\"\n", " class_names = []\n", " with tf.io.gfile.GFile(class_map_csv_text) as csvfile:\n", " reader = csv.DictReader(csvfile)\n", " for row in reader:\n", " class_names.append(row['display_name'])\n", "\n", " return class_names\n", "\n", "class_map_path = model.class_map_path().numpy()\n", "\n", "# Labels will be now on `class_names`\n", "class_names = class_names_from_csv(class_map_path)\n", "class_names" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "execution": { "iopub.execute_input": "2023-03-08T14:34:44.593304Z", "iopub.status.busy": "2023-03-08T14:34:44.592737Z", "iopub.status.idle": "2023-03-08T14:34:44.596637Z", "shell.execute_reply": "2023-03-08T14:34:44.596093Z" }, "id": "LizGwWjc5w6A" }, "outputs": [], "source": [ "# To verify audio is on the proper sample_rate (16K), otherwise it would affect results.\n", "\n", "def ensure_sample_rate(original_sample_rate, waveform,\n", " desired_sample_rate=16000):\n", " \"\"\"Resample waveform if required.\"\"\"\n", " if original_sample_rate != desired_sample_rate:\n", " desired_length = int(round(float(len(waveform)) /\n", " original_sample_rate * desired_sample_rate))\n", " waveform = scipy.signal.resample(waveform, desired_length)\n", " return desired_sample_rate, waveform" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "execution": { "iopub.execute_input": "2023-03-08T14:34:44.599601Z", "iopub.status.busy": "2023-03-08T14:34:44.599134Z", "iopub.status.idle": "2023-03-08T14:34:44.942794Z", "shell.execute_reply": "2023-03-08T14:34:44.941947Z" }, "id": "WzZHvyTtsJrc" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " % Total % Received % Xferd Average Speed Time Time Time Current\n", " Dload Upload Total Spent Left Speed\n", "100 153k 100 153k 0 0 302k 0 --:--:-- --:--:-- --:--:-- 302k\n", " % Total % Received % Xferd Average Speed Time Time Time Current\n", " Dload Upload Total Spent Left Speed\n", "100 210k 100 210k 0 0 309k 0 --:--:-- --:--:-- --:--:-- 310k\n" ] } ], "source": [ "# Download whistling sound\n", "!curl -O https://storage.googleapis.com/audioset/speech_whistling2.wav\n", " \n", "# Download cat sound\n", "!curl -O https://storage.googleapis.com/audioset/miaow_16k.wav" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "execution": { "iopub.execute_input": "2023-03-08T14:34:45.199198Z", "iopub.status.busy": "2023-03-08T14:34:45.198498Z", "iopub.status.idle": "2023-03-08T14:34:45.217032Z", "shell.execute_reply": "2023-03-08T14:34:45.216489Z" }, "id": "Wo9KJb-5zuz1" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Sample rate: 16000 Hz\n", "Total duration: 6.73s\n", "Size of the input: 107698\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/var/folders/1q/_pvr208d6csfnftlwgwq97x40000gn/T/ipykernel_34295/1022472219.py:6: WavFileWarning: Chunk (non-data) not understood, skipping it.\n", " sample_rate, wav_data = wavfile.read(wav_file_name, 'rb')\n" ] }, { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# The expected audio file should be a mono wav file at 16kHz sample rate.\n", "\n", "#wav_file_name = 'speech_whistling2.wav'\n", "wav_file_name = 'miaow_16k.wav'\n", "\n", "sample_rate, wav_data = wavfile.read(wav_file_name, 'rb')\n", "sample_rate, wav_data = ensure_sample_rate(sample_rate, wav_data)\n", "\n", "# Show some basic information about the audio.\n", "duration = len(wav_data)/sample_rate\n", "print(f'Sample rate: {sample_rate} Hz')\n", "print(f'Total duration: {duration:.2f}s')\n", "print(f'Size of the input: {len(wav_data)}')\n", "\n", "# Listening to the wav file.\n", "Audio(wav_data, rate=sample_rate)" ] }, { "cell_type": "markdown", "metadata": { "id": "P9I290COsMBm" }, "source": [ "The `wav_data` needs to be normalized to values in `[-1.0, 1.0]` (as stated in the model's [documentation](https://tfhub.dev/google/yamnet/1))." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "execution": { "iopub.execute_input": "2023-03-08T14:34:45.222006Z", "iopub.status.busy": "2023-03-08T14:34:45.221431Z", "iopub.status.idle": "2023-03-08T14:34:45.224956Z", "shell.execute_reply": "2023-03-08T14:34:45.224366Z" }, "id": "bKr78aCBsQo3" }, "outputs": [], "source": [ "waveform = wav_data / tf.int16.max" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "execution": { "iopub.execute_input": "2023-03-08T14:34:45.228175Z", "iopub.status.busy": "2023-03-08T14:34:45.227632Z", "iopub.status.idle": "2023-03-08T14:34:46.857895Z", "shell.execute_reply": "2023-03-08T14:34:46.856953Z" }, "id": "BJGP6r-At_Jc" }, "outputs": [], "source": [ "# Run the model, check the output.\n", "scores, embeddings, spectrogram = model(waveform)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "execution": { "iopub.execute_input": "2023-03-08T14:34:46.861355Z", "iopub.status.busy": "2023-03-08T14:34:46.860907Z", "iopub.status.idle": "2023-03-08T14:34:46.865597Z", "shell.execute_reply": "2023-03-08T14:34:46.865012Z" }, "id": "Vmo7griQprDk" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The main sound is: Animal\n" ] } ], "source": [ "scores_np = scores.numpy()\n", "spectrogram_np = spectrogram.numpy()\n", "infered_class = class_names[scores_np.mean(axis=0).argmax()]\n", "print(f'The main sound is: {infered_class}')" ] }, { "cell_type": "markdown", "metadata": { "id": "Uj2xLf-P_ndS" }, "source": [ "It is possible to visualize the waveform, spectrogram and the top classes inferred." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "execution": { "iopub.execute_input": "2023-03-08T14:34:46.868570Z", "iopub.status.busy": "2023-03-08T14:34:46.868347Z", "iopub.status.idle": "2023-03-08T14:34:47.504141Z", "shell.execute_reply": "2023-03-08T14:34:47.503455Z" }, "id": "_QSTkmv7wr2M" }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10, 6))\n", "\n", "# Plot the waveform.\n", "plt.subplot(3, 1, 1)\n", "plt.plot(waveform)\n", "plt.xlim([0, len(waveform)])\n", "\n", "# Plot the log-mel spectrogram (returned by the model).\n", "plt.subplot(3, 1, 2)\n", "plt.imshow(spectrogram_np.T, aspect='auto', interpolation='nearest', origin='lower')\n", "\n", "# Plot and label the model output scores for the top-scoring classes.\n", "mean_scores = np.mean(scores, axis=0)\n", "top_n = 10\n", "top_class_indices = np.argsort(mean_scores)[::-1][:top_n]\n", "plt.subplot(3, 1, 3)\n", "plt.imshow(scores_np[:, top_class_indices].T, aspect='auto', interpolation='nearest', cmap='gray_r')\n", "\n", "# patch_padding = (PATCH_WINDOW_SECONDS / 2) / PATCH_HOP_SECONDS\n", "# values from the model documentation\n", "patch_padding = (0.025 / 2) / 0.01\n", "plt.xlim([-patch_padding-0.5, scores.shape[0] + patch_padding-0.5])\n", "# Label the top_N classes.\n", "yticks = range(0, top_n, 1)\n", "plt.yticks(yticks, [class_names[top_class_indices[x]] for x in yticks])\n", "_ = plt.ylim(-0.5 + np.array([top_n, 0]))" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "colab": { "collapsed_sections": [], "name": "YAMNet.ipynb", "private_outputs": true, "provenance": [], "toc_visible": true }, "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.14" } }, "nbformat": 4, "nbformat_minor": 1 }