diff --git a/hw1/Alexan_Hayrapetyan.ipynb b/hw1/Alexan_Hayrapetyan.ipynb new file mode 100644 index 0000000..627ec76 --- /dev/null +++ b/hw1/Alexan_Hayrapetyan.ipynb @@ -0,0 +1,855 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "provenance": [], + "gpuType": "T4" + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + }, + "accelerator": "GPU" + }, + "cells": [ + { + "cell_type": "code", + "source": [ + "%%capture\n", + "## Install dependencies\n", + "!pip install wget\n", + "!apt-get install sox libsndfile1 ffmpeg\n", + "!pip install text-unidecode\n", + "\n", + "## Install NeMo\n", + "BRANCH = 'main'\n", + "!python -m pip install git+https://github.com/NVIDIA/NeMo.git@$BRANCH#egg=nemo_toolkit[all]" + ], + "metadata": { + "id": "3VIOaNoAQgNP" + }, + "execution_count": 1, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "# ASR\n", + "\n", + "ASR, or **Automatic Speech Recognition**, refers to the problem of getting a program to automatically **transcribe spoken language (speech-to-text)**. Our goal is usually to have a model that minimizes the Word Error Rate (WER) metric when transcribing speech input. In other words, given some audio file (e.g. a WAV file) containing speech, how do we transform this into the corresponding text with as few errors as possible?" + ], + "metadata": { + "id": "uUNBVMrYQXt5" + } + }, + { + "cell_type": "markdown", + "metadata": { + "id": "38aYTCTIlRzh" + }, + "source": [ + "## Taking a Look at Our Data (AN4)\n", + "\n", + "The AN4 dataset, also known as the Alphanumeric dataset, was collected and published by Carnegie Mellon University. It consists of recordings of people spelling out addresses, names, telephone numbers, etc., one letter or number at a time, as well as their corresponding transcripts. We choose to use AN4 for this tutorial because it is relatively small, with 948 training and 130 test utterances, and so it trains quickly.\n", + "\n", + "Before we get started, let's download and prepare the dataset. The utterances are available as `.sph` files, so we will need to convert them to `.wav` for later processing. If you are not using Google Colab, please make sure you have [Sox](http://sox.sourceforge.net/) installed for this step--see the \"Downloads\" section of the linked Sox homepage. (If you are using Google Colab, Sox should have already been installed in the setup cell at the beginning.)" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "gAhsmi6HlRzh", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "e91cfbe7-6671-4197-e71c-00a297d9b98d" + }, + "source": [ + "import glob\n", + "import os\n", + "import subprocess\n", + "import tarfile\n", + "import wget\n", + "# This is where the an4/ directory will be placed.\n", + "# Change this if you don't want the data to be extracted in the current directory.\n", + "data_dir = '.'\n", + "\n", + "if not os.path.exists(data_dir):\n", + " os.makedirs(data_dir)\n", + "\n", + "\n", + "# Download the dataset. This will take a few moments...\n", + "print(\"******\")\n", + "if not os.path.exists(data_dir + '/an4_sphere.tar.gz'):\n", + " an4_url = 'https://dldata-public.s3.us-east-2.amazonaws.com/an4_sphere.tar.gz'\n", + " an4_path = wget.download(an4_url, data_dir)\n", + " print(f\"Dataset downloaded at: {an4_path}\")\n", + "else:\n", + " print(\"Tarfile already exists.\")\n", + " an4_path = data_dir + '/an4_sphere.tar.gz'\n", + "\n", + "if not os.path.exists(data_dir + '/an4/'):\n", + " # Untar and convert .sph to .wav (using sox)\n", + " tar = tarfile.open(an4_path)\n", + " tar.extractall(path=data_dir)\n", + "\n", + " print(\"Converting .sph to .wav...\")\n", + " sph_list = glob.glob(data_dir + '/an4/**/*.sph', recursive=True)\n", + " for sph_path in sph_list:\n", + " wav_path = sph_path[:-4] + '.wav'\n", + " cmd = [\"sox\", sph_path, wav_path]\n", + " subprocess.run(cmd)\n", + "print(\"Finished conversion.\\n******\")" + ], + "execution_count": 2, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "******\n", + "Dataset downloaded at: ./an4_sphere.tar.gz\n", + "Converting .sph to .wav...\n", + "Finished conversion.\n", + "******\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "m_LFeM0elRzm" + }, + "source": [ + "You should now have a folder called `an4` that contains `etc/an4_train.transcription`, `etc/an4_test.transcription`, audio files in `wav/an4_clstk` and `wav/an4test_clstk`, along with some other files we will not need.\n", + "\n", + "Now we can load and take a look at the data. As an example, file `cen2-mgah-b.wav` is a 2.6 second-long audio recording of a man saying the letters \"G L E N N\" one-by-one. To confirm this, we can listen to the file:" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "_M_bSs3MjQlz", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 76 + }, + "outputId": "0b11ab99-ad57-4b36-e97e-9496d67ba3a1" + }, + "source": [ + "import librosa\n", + "import IPython.display as ipd\n", + "\n", + "# Load and listen to the audio file\n", + "example_file = data_dir + '/an4/wav/an4_clstk/mgah/cen2-mgah-b.wav'\n", + "audio, sample_rate = librosa.load(example_file)\n", + "\n", + "ipd.Audio(example_file, rate=sample_rate)" + ], + "execution_count": 3, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ], + "text/html": [ + "\n", + " \n", + " " + ] + }, + "metadata": {}, + "execution_count": 3 + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "qZyElgPVjQl5" + }, + "source": [ + "In an ASR task, if this WAV file was our input, then \"G L E N N\" would be our desired output.\n", + "\n", + "Let's plot the waveform, which is simply a line plot of the sequence of values that we read from the file. This is a format of viewing audio that you are likely to be familiar with seeing in many audio editors and visualizers:" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "MqIAKkqelRzm", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 419 + }, + "outputId": "f333e467-65e7-4d8c-8a4e-3e1c0abdf52a" + }, + "source": [ + "%matplotlib inline\n", + "import librosa.display\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# Plot our example audio file's waveform\n", + "plt.rcParams['figure.figsize'] = (15,7)\n", + "plt.title('Waveform of Audio Example')\n", + "plt.ylabel('Amplitude')\n", + "\n", + "_ = librosa.display.waveshow(audio, color='blue')" + ], + "execution_count": 4, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Gg6RR_yolRzo" + }, + "source": [ + "We can see the activity in the waveform that corresponds to each letter in the audio, as our speaker here enunciates quite clearly!\n", + "You can kind of tell that each spoken letter has a different \"shape,\" and it's interesting to note that last two blobs look relatively similar, which is expected because they are both the letter \"N.\"\n", + "\n", + "### Spectrograms and Mel Spectrograms\n", + "\n", + "However, since audio information is more useful in the context of frequencies of sound over time, we can get a better representation than this raw sequence of 57,330 values.\n", + "We can apply a [Fourier Transform](https://en.wikipedia.org/wiki/Fourier_transform) on our audio signal to get something more useful: a **spectrogram**, which is a representation of the energy levels (i.e. amplitude, or \"loudness\") of each frequency (i.e. pitch) of the signal over the duration of the file.\n", + "A spectrogram (which can be viewed as a heat map) is a good way of seeing how the *strengths of various frequencies in the audio vary over time*, and is obtained by breaking up the signal into smaller, usually overlapping chunks and performing a Short-Time Fourier Transform (STFT) on each.\n", + "\n", + "Let's examine what the spectrogram of our sample looks like." + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "oCFneEs1lRzp", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 456 + }, + "outputId": "3576f22a-1105-4160-e0f0-2cba102ee8e5" + }, + "source": [ + "import numpy as np\n", + "\n", + "# Get spectrogram using Librosa's Short-Time Fourier Transform (stft)\n", + "spec = np.abs(librosa.stft(audio))\n", + "spec_db = librosa.amplitude_to_db(spec, ref=np.max) # Decibels\n", + "\n", + "# Use log scale to view frequencies\n", + "librosa.display.specshow(spec_db, y_axis='log', x_axis='time')\n", + "plt.colorbar()\n", + "plt.title('Audio Spectrogram');" + ], + "execution_count": 5, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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+ }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "9OPc4tcalRzs" + }, + "source": [ + "Again, we are able to see each letter being pronounced, and that the last two blobs that correspond to the \"N\"s are pretty similar-looking. But how do we interpret these shapes and colors? Just as in the waveform plot before, we see time passing on the x-axis (all 2.6s of audio). But now, the y-axis represents different frequencies (on a log scale), and *the color on the plot shows the strength of a frequency at a particular point in time*.\n", + "\n", + "We're still not done yet, as we can make one more potentially useful tweak: using the **Mel Spectrogram** instead of the normal spectrogram. This is simply a change in the frequency scale that we use from linear (or logarithmic) to the mel scale, which is \"a perceptual scale of pitches judged by listeners to be equal in distance from one another\" (from [Wikipedia](https://en.wikipedia.org/wiki/Mel_scale)).\n", + "\n", + "In other words, it's a transformation of the frequencies to be more aligned to what humans perceive; a change of +1000Hz from 2000Hz->3000Hz sounds like a larger difference to us than 9000Hz->10000Hz does, so the mel scale normalizes this such that equal distances sound like equal differences to the human ear. Intuitively, we use the mel spectrogram because in this case we are processing and transcribing human speech, such that transforming the scale to better match what we hear is a useful procedure." + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "7yQXVn-TlRzt", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 456 + }, + "outputId": "bd27a445-270c-4d0d-b278-57d69de1b9de" + }, + "source": [ + "# Plot the mel spectrogram of our sample\n", + "mel_spec = librosa.feature.melspectrogram(y=audio, sr=sample_rate)\n", + "mel_spec_db = librosa.power_to_db(mel_spec, ref=np.max)\n", + "\n", + "librosa.display.specshow(\n", + " mel_spec_db, x_axis='time', y_axis='mel')\n", + "plt.colorbar()\n", + "plt.title('Mel Spectrogram');" + ], + "execution_count": 6, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "gEpNci7slRzw" + }, + "source": [ + "# Using NeMo for Automatic Speech Recognition\n", + "\n", + "Now that we have an idea of what ASR is and how the audio data looks like, we can start using NeMo to do some ASR!\n", + "\n", + "We'll be using the **Neural Modules (NeMo) toolkit** for this part, so if you haven't already, you should download and install NeMo and its dependencies. To do so, just follow the directions on the [GitHub page](https://github.com/NVIDIA/NeMo), or in the [documentation](https://docs.nvidia.com/deeplearning/nemo/user-guide/docs/en/stable/).\n", + "\n", + "NeMo lets us easily hook together the components (modules) of our model, such as the data layer, intermediate layers, and various losses, without worrying too much about implementation details of individual parts or connections between modules. NeMo also comes with complete models which only require your data and hyperparameters for training." + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "4_W0lhaQlRzx" + }, + "source": [ + "# NeMo's \"core\" package\n", + "import nemo\n", + "# NeMo's ASR collection - this collections contains complete ASR models and\n", + "# building blocks (modules) for ASR\n", + "import nemo.collections.asr as nemo_asr" + ], + "execution_count": 7, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "v_W8EbYktZE3" + }, + "source": [ + "## Using an Out-of-the-Box Model\n", + "\n", + "NeMo's ASR collection comes with many building blocks and even complete models that we can use for training and evaluation. Moreover, several models come with pre-trained weights. Let's instantiate a complete QuartzNet15x5 model.\n", + "\n", + "To achieve this we will use ``` from_pretrained() ``` method. However, you may use .nemo model files and ```restore_from() ``` methods." + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "KFZZpYult96G", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "6d8ec386-27ea-4a07-c462-27e08fac0ea4" + }, + "source": [ + "# This line will download pre-trained QuartzNet15x5 model from NVIDIA's NGC cloud and instantiate it for you otherwise use restore_from()\n", + "quartznet = nemo_asr.models.EncDecCTCModel.from_pretrained(model_name=\"QuartzNet15x5Base-En\")" + ], + "execution_count": 8, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "[NeMo I 2024-02-26 16:34:14 cloud:68] Downloading from: https://api.ngc.nvidia.com/v2/models/nvidia/nemospeechmodels/versions/1.0.0a5/files/QuartzNet15x5Base-En.nemo to /root/.cache/torch/NeMo/NeMo_1.23.0rc0/QuartzNet15x5Base-En/2b066be39e9294d7100fb176ec817722/QuartzNet15x5Base-En.nemo\n", + "[NeMo I 2024-02-26 16:34:16 common:815] Instantiating model from pre-trained checkpoint\n", + "[NeMo I 2024-02-26 16:34:16 features:289] PADDING: 16\n", + "[NeMo I 2024-02-26 16:34:18 save_restore_connector:263] Model EncDecCTCModel was successfully restored from /root/.cache/torch/NeMo/NeMo_1.23.0rc0/QuartzNet15x5Base-En/2b066be39e9294d7100fb176ec817722/QuartzNet15x5Base-En.nemo.\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "KucxoFJhum0i" + }, + "source": [ + "Next, we'll simply add paths to files we want to transcribe into the list and pass it to our model. Note that it will work for relatively short (<25 seconds) files." + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "3QCpR_93u1hp", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "ba3636a8-d56c-49da-e5c3-2ce3a5a60f1c" + }, + "source": [ + "files = [os.path.join(data_dir, 'an4/wav/an4_clstk/mgah/cen2-mgah-b.wav')]\n", + "for fname, transcription in zip(files, quartznet.transcribe(files)):\n", + " print(f\"\\nAudio in {fname} was recognized as: {transcription}\")" + ], + "execution_count": 9, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "Transcribing: 100%|██████████| 1/1 [00:02<00:00, 2.12s/it]" + ] + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "Audio in ./an4/wav/an4_clstk/mgah/cen2-mgah-b.wav was recognized as: g l e n n\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "# Basic homework\n", + "Conduct ASR in Russian language. Use your microphone to record input data. Use Russian language.\n", + "\n", + "The following cell will download suggested model." + ], + "metadata": { + "id": "iWwIuiQIVzk1" + } + }, + { + "cell_type": "code", + "source": [ + "import tarfile\n", + "import wget\n", + "import os\n", + "# imports\n", + "from IPython.display import Javascript\n", + "from google.colab import output\n", + "from base64 import b64decode\n", + "from io import BytesIO\n", + "!pip -q install pydub\n", + "from pydub import AudioSegment\n", + "\n", + "def download(url, out_path):\n", + " data_dir = '.'\n", + " if not os.path.exists(data_dir):\n", + " os.makedirs(data_dir)\n", + " if not os.path.exists(os.path.join(data_dir, out_path)):\n", + " golos_path = wget.download(url, os.path.join(data_dir, out_path))\n", + " print(f\"Model downloaded at: {golos_path}\")\n", + " else:\n", + " print(\"already exists.\")\n", + " golos_path = os.path.join(data_dir, out_path)\n", + "\n", + "class AudioSignal:\n", + " \"\"\"\n", + " SOUND RECORDER\n", + " \"\"\"\n", + " @staticmethod\n", + " def __record(file_name, sec=3):\n", + " RECORD = \"\"\"\n", + " const sleep = time => new Promise(resolve => setTimeout(resolve, time))\n", + " const b2text = blob => new Promise(resolve => {\n", + " const reader = new FileReader()\n", + " reader.onloadend = e => resolve(e.srcElement.result)\n", + " reader.readAsDataURL(blob)\n", + " })\n", + " var record = time => new Promise(async resolve => {\n", + " stream = await navigator.mediaDevices.getUserMedia({ audio: true })\n", + " recorder = new MediaRecorder(stream)\n", + " chunks = []\n", + " recorder.ondataavailable = e => chunks.push(e.data)\n", + " recorder.start()\n", + " await sleep(time)\n", + " recorder.onstop = async ()=>{\n", + " blob = new Blob(chunks)\n", + " text = await b2text(blob)\n", + " resolve(text)\n", + " }\n", + " recorder.stop()\n", + " })\n", + " \"\"\"\n", + " display(Javascript(RECORD))\n", + " s = output.eval_js('record(%d)' % (sec*1000))\n", + " b = b64decode(s.split(',')[1])\n", + " audio = AudioSegment.from_file(BytesIO(b))\n", + " audio.export(file_name, format='wav', parameters=[\"-ar\", \"8000\"])\n", + " return audio\n", + "\n", + " def __init__(self, file_name):\n", + " self.sample_rate = 8000\n", + " self.file_name = file_name\n", + "\n", + " def record(self, sec):\n", + " self.audioSegment = self.__record(self.file_name, sec)\n", + " return self.audioSegment" + ], + "metadata": { + "id": "vlw3RMjtxN3b" + }, + "execution_count": 10, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "golos_url = 'https://n-ws-3jtx8.s3pd12.sbercloud.ru/b-ws-3jtx8-eir/golos/QuartzNet15x5_golos.nemo'\n", + "model_path = '/QuartzNet15x5_golos.nemo'\n", + "download(golos_url, model_path)" + ], + "metadata": { + "id": "XjpfqPzc0pdc", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "fdfb5391-3446-4189-bad2-16b979f2e8f0" + }, + "execution_count": 11, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Model downloaded at: /QuartzNet15x5_golos.nemo\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "ru_model = nemo_asr.models.EncDecCTCModel.restore_from('/QuartzNet15x5_golos.nemo')" + ], + "metadata": { + "id": "zPSCHnEywEtW" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "audioSignal = AudioSignal(file_name='audio_a.wav')\n", + "audioSignal.record(sec=5)" + ], + "metadata": { + "id": "h3GluAzuu2J3", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 76 + }, + "outputId": "c2ba54d3-0f2f-48ec-b9d9-7ddf4f7a29d5" + }, + "execution_count": 16, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "" + ], + "application/javascript": [ + "\n", + " const sleep = time => new Promise(resolve => setTimeout(resolve, time))\n", + " const b2text = blob => new Promise(resolve => {\n", + " const reader = new FileReader()\n", + " reader.onloadend = e => resolve(e.srcElement.result)\n", + " reader.readAsDataURL(blob)\n", + " })\n", + " var record = time => new Promise(async resolve => {\n", + " stream = await navigator.mediaDevices.getUserMedia({ audio: true })\n", + " recorder = new MediaRecorder(stream)\n", + " chunks = []\n", + " recorder.ondataavailable = e => chunks.push(e.data)\n", + " recorder.start()\n", + " await sleep(time)\n", + " recorder.onstop = async ()=>{\n", + " blob = new Blob(chunks)\n", + " text = await b2text(blob)\n", + " resolve(text)\n", + " }\n", + " recorder.stop()\n", + " })\n", + " " + ] + }, + "metadata": {} + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ], + "text/html": [ + "\n", + " \n", + " " + ] + }, + "metadata": {}, + "execution_count": 16 + } + ] + }, + { + "cell_type": "code", + "source": [ + "custom_output = ru_model.transcribe('audio_a.wav')" + ], + "metadata": { + "id": "rtCZ67Qkx8zm", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "c26cde53-09fc-4377-9213-b3813d53f0f3" + }, + "execution_count": 20, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "Transcribing: 100%|██████████| 1/1 [00:00<00:00, 10.36it/s]\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "print(custom_output)" + ], + "metadata": { + "id": "2oixKvyi73Od", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "c6286f92-7261-45eb-f19e-f823025baa11" + }, + "execution_count": 21, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "['свфем привет записываю аудию для домашки по курсу']\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "# Advanced homework" + ], + "metadata": { + "id": "2fj4ivntzH8B" + } + }, + { + "cell_type": "code", + "source": [ + "dataset_url = \"https://n-ws-3jtx8.s3pd12.sbercloud.ru/b-ws-3jtx8-eir/golos/test.tar\"\n", + "dataset_path = \"dataset.tar\"\n", + "download(dataset_url, dataset_path)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "dplH54xoyFaJ", + "outputId": "01872c9a-2a89-4550-b59d-9a35671c430e" + }, + "execution_count": 22, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Model downloaded at: ./dataset.tar\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "%%capture\n", + "!tar -xvf dataset.tar" + ], + "metadata": { + "id": "xMD2oesY28Xn" + }, + "execution_count": 23, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "import json\n", + "\n", + "def extract_data(subset_path):\n", + " gt_path = os.path.join(subset_path, \"manifest.jsonl\")\n", + "\n", + " gt_list_paths = []\n", + " gt_list_transcriptions = []\n", + " with open(gt_path, \"r\") as f:\n", + " for line in f:\n", + " sample_dict = json.loads(line)\n", + " gt_list_paths.append(os.path.join(subset_path, sample_dict[\"audio_filepath\"]))\n", + " gt_list_transcriptions.append(sample_dict[\"text\"])\n", + " return gt_list_paths, gt_list_transcriptions" + ], + "metadata": { + "id": "L34Etw2h4IO2" + }, + "execution_count": 24, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "subset1, subset2 = \"./test/farfield\", \"./test/crowd\"\n", + "gt_list_paths_farfield, gt_list_transcriptions_farfield = extract_data(subset1)\n", + "gt_list_paths_crowd, gt_list_transcriptions_crowd = extract_data(subset2)" + ], + "metadata": { + "id": "-XXTIkrX8RPl" + }, + "execution_count": 25, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "Use Russian language ASR model to transcribe dataset" + ], + "metadata": { + "id": "MAxcl-aB2_Gr" + } + }, + { + "cell_type": "code", + "source": [ + "farfield_outputs = ru_model.transcribe(gt_list_paths_farfield)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "UU7KkEEw2-eP", + "outputId": "f94ebcd3-8371-4104-9d42-9623a7122070" + }, + "execution_count": 26, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "Transcribing: 100%|██████████| 479/479 [00:26<00:00, 18.31it/s]\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "crowd_outputs = ru_model.transcribe(gt_list_paths_crowd)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "8mrXbS3Q7LaT", + "outputId": "f9b0de97-ca66-47e7-805c-3d983db69b74" + }, + "execution_count": 29, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "Transcribing: 100%|██████████| 2499/2499 [03:45<00:00, 11.07it/s]\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "from nemo.collections.asr.metrics.wer import word_error_rate\n", + "\n", + "wer_crowd = word_error_rate(farfield_outputs, gt_list_transcriptions_farfield)\n", + "wer_farfield = word_error_rate(crowd_outputs, gt_list_transcriptions_crowd)\n", + "\n", + "print(wer_crowd, wer_farfield)" + ], + "metadata": { + "id": "Q7evh6a78xLB", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "d25595e0-ac11-470d-9bb7-5dd953eb3410" + }, + "execution_count": 30, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "0.14948699594368886 0.04371552168908997\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [], + "metadata": { + "id": "hk6WImQh7c-R" + }, + "execution_count": null, + "outputs": [] + } + ] +} \ No newline at end of file