{ "cells": [ { "cell_type": "markdown", "id": "sHAHlxz1HYc0", "metadata": { "id": "sHAHlxz1HYc0" }, "source": [ "# Introduction" ] }, { "cell_type": "markdown", "id": "9BVTGynbHSoy", "metadata": { "id": "9BVTGynbHSoy" }, "source": [ "[Speech Data Explorer](https://github.com/NVIDIA/NeMo/tree/main/tools/speech_data_explorer) (SDE) is a visual tool for interactive exploration of speech datasets and error analysis of Automatic Speech Recognition (ASR) models. This tutorial demonstrates how to use SDE in Comparison mode to evaluate two ASR models on a given test set and identify differences in their predictions." ] }, { "cell_type": "markdown", "id": "57pDMtWtHdxv", "metadata": { "id": "57pDMtWtHdxv" }, "source": [ "# Installation" ] }, { "cell_type": "markdown", "id": "u_sKMlVpcAvO", "metadata": { "id": "u_sKMlVpcAvO" }, "source": [ "First, let's install NeMo:" ] }, { "cell_type": "code", "execution_count": null, "id": "c3919489", "metadata": { "id": "c3919489" }, "outputs": [], "source": [ "BRANCH = 'main'\n", "\n", "!git clone -b $BRANCH https://github.com/NVIDIA/NeMo\n", "\n", "!apt-get update && apt-get install -y libsndfile1 ffmpeg\n", "!cd NeMo;./reinstall.sh\n", "!apt-get install sox\n", "\n", "!pip3 install -r ./NeMo/tools/speech_data_explorer/requirements.txt" ] }, { "cell_type": "markdown", "id": "TOOhimHTrL9r", "metadata": { "id": "TOOhimHTrL9r" }, "source": [ "# Dataset" ] }, { "cell_type": "markdown", "id": "Eg2mqxC0XrOV", "metadata": { "id": "Eg2mqxC0XrOV" }, "source": [ "In this tutorial we use LibriSpeech test-other dataset to evaluate ASR models. Let's download and prepare the dataset." ] }, { "cell_type": "code", "execution_count": null, "id": "LQYnm_hsYqyt", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "LQYnm_hsYqyt", "outputId": "da5ebf03-2fca-4800-f162-b3efb1e08668" }, "outputs": [], "source": [ "!python3 ./NeMo/scripts/dataset_processing/get_librispeech_data.py --data_sets test_other --data_root ." ] }, { "cell_type": "markdown", "id": "9737e0f1", "metadata": { "id": "9737e0f1" }, "source": [ "Before starting SDE, we need to run ASR inference on a given dataset and save predictions into a JSON manifest.\n" ] }, { "cell_type": "markdown", "id": "t5ruQ3x84Yiq", "metadata": { "id": "t5ruQ3x84Yiq" }, "source": [ "It is assumed that you already have a JSON manifest containing the `audio_filepath` and reference `text` fields. Here is a minimal example:" ] }, { "cell_type": "markdown", "id": "ic-QvihbHMQa", "metadata": { "id": "ic-QvihbHMQa" }, "source": [ "```\n", "{\n", " \"audio_filepath\": \"/LibriSpeech/dev-clean-processed/2902-9008-0000.wav\",\n", " \"text\": \"the place seemed fragrant with all the riches of greek\",\n", "}\n", "```" ] }, { "cell_type": "markdown", "id": "O7XnVkY0rXka", "metadata": { "id": "O7XnVkY0rXka" }, "source": [ "# Transcription" ] }, { "cell_type": "markdown", "id": "rYe0xVTzjbhQ", "metadata": { "id": "rYe0xVTzjbhQ" }, "source": [ "To compare two models, JSON file should contain predictions from 1st (e.g., `QuartzNet15x5`) and 2nd (e.g., `Conformer-CTC Small`) models.\n", "\n", "NeMo includes a Python script for ASR inference: [`transcribe_speech.py`](https://github.com/NVIDIA/NeMo/blob/main/examples/asr/transcribe_speech.py).\n", "\n", "`transcribe_speech.py` accepts `append_pred` flag that allows saving an ASR transcript in the JSON file with a given custom field (like `pred_text_QN`). `pred_name_postfix` parameter defines the custom field's name. In this example it is set to the abbreviated model name `QN`." ] }, { "cell_type": "code", "execution_count": null, "id": "928a9127", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "928a9127", "outputId": "6558faad-e02d-4ede-f052-55d0f91f9b44" }, "outputs": [], "source": [ "!python3 ./NeMo/examples/asr/transcribe_speech.py \\\n", "pretrained_name=\"QuartzNet15x5Base-En\" \\\n", "dataset_manifest=./test_other.json \\\n", "output_filename=\"test_other_QN.json\" \\\n", "batch_size=8 \\\n", "timestamps=False \\\n", "compute_langs=False \\\n", "cuda=0 amp=True \\\n", "append_pred=True \\\n", "pred_name_postfix=\"QN\"" ] }, { "cell_type": "markdown", "id": "OfhJrSkvqrs6", "metadata": { "id": "OfhJrSkvqrs6" }, "source": [ "`transcribe_speech.py` also reports overall WER for the given dataset. In our case, QuartzNet's WER is 10.0%.\n", "\n", "Here is the first line of the newly created `test_other_QN.json` manifest file with QuartzNet's predictions:" ] }, { "cell_type": "code", "execution_count": null, "id": "5e274c99", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "5e274c99", "outputId": "0a1a3a56-32ec-42c4-f16c-c298c643e851" }, "outputs": [], "source": [ "!head -n 1 test_other_QN.json" ] }, { "cell_type": "markdown", "id": "21761c16", "metadata": { "id": "21761c16" }, "source": [ "Let's run inference with the second ASR model (`Conformer-CTC Small`):" ] }, { "cell_type": "code", "execution_count": null, "id": "e88e4ed3", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "e88e4ed3", "outputId": "c55fda37-a235-46be-b32d-c25a9a1464a4" }, "outputs": [], "source": [ "!python ./NeMo/examples/asr/transcribe_speech.py \\\n", "pretrained_name=\"stt_en_conformer_ctc_small\" \\\n", "dataset_manifest=./test_other_QN.json \\\n", "output_filename=\"test_other_QN_Conf_small.json\" \\\n", "batch_size=8 \\\n", "timestamps=False \\\n", "compute_langs=False \\\n", "cuda=0 amp=True \\\n", "append_pred=True \\\n", "pred_name_postfix=\"conf_s\"" ] }, { "cell_type": "markdown", "id": "MyvMpkcGqhff", "metadata": { "id": "MyvMpkcGqhff" }, "source": [ "Conformer's WER is 8.1%.\n", "\n", "Here is the first line of `test_other_QN_Conf_small.json` manifest file with transcripts by both ASR models\n", "- `pred_text_QN` by QuartzNet\n", "- `pred_text_conf_s` by Conformer-Small" ] }, { "cell_type": "code", "execution_count": null, "id": "551a2b33", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "551a2b33", "outputId": "7dbbc35f-44fd-49c4-c035-2a07f033cdaf" }, "outputs": [], "source": [ "!head -n 1 test_other_QN_Conf_small.json" ] }, { "cell_type": "markdown", "id": "wYQAP60iretG", "metadata": { "id": "wYQAP60iretG" }, "source": [ "# Launching SDE" ] }, { "cell_type": "markdown", "id": "67a15347", "metadata": { "id": "67a15347" }, "source": [ "Now it's time to start SDE!\n", "\n", "SDE is a Python web application that can be run either locally or on a remote server (a cloud instance) from a command line.\n", "\n", "In this tutorial, we use Google Colab. So we need to get a proxy link to the instance:" ] }, { "cell_type": "code", "execution_count": null, "id": "Fmh2uHfLgTrL", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 34 }, "id": "Fmh2uHfLgTrL", "outputId": "dd93bd85-ae6a-4024-fae6-d18e9eb402e8" }, "outputs": [], "source": [ "from google.colab.output import eval_js\n", "print(eval_js(\"google.colab.kernel.proxyPort(8050)\"))" ] }, { "cell_type": "markdown", "id": "hABptmgK1amL", "metadata": { "id": "hABptmgK1amL" }, "source": [ "Now let's start SDE with the following shell command. `nc` parameter provides names of ASR transcripts for Comparison mode." ] }, { "cell_type": "code", "execution_count": null, "id": "e69fc876", "metadata": { "id": "e69fc876" }, "outputs": [], "source": [ "!python3 ./NeMo/tools/speech_data_explorer/data_explorer.py test_other_QN_Conf_small.json --port=8050 \\\n", "-nc pred_text_QN pred_text_conf_s" ] }, { "cell_type": "markdown", "id": "710ea9c4", "metadata": { "id": "710ea9c4" }, "source": [ "Please click on the aforementioned proxy link to view SDE application in another web-browser tab." ] }, { "cell_type": "markdown", "id": "rLNS2kFhr-GL", "metadata": { "id": "rLNS2kFhr-GL" }, "source": [ "#Quick guide on SDE interface" ] }, { "cell_type": "markdown", "id": "AI1Wkahb2w2-", "metadata": { "id": "AI1Wkahb2w2-" }, "source": [ "SDE provides general dataset's statistics (number of utterances, hours, character set size, histograms, etc.) on `Statistics` page. It allows users to do interactive exploration and analysis on the dataset on `Samples` page. All these functions are described in detail in [NeMo documentation](https://docs.nvidia.com/deeplearning/nemo/user-guide/docs/en/stable/tools/speech_data_explorer.html)." ] }, { "cell_type": "markdown", "id": "IsNRQkg9CQ6n", "metadata": { "id": "IsNRQkg9CQ6n" }, "source": [ "![снимок 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S15z4K/3w6Ms1vPuZOuHw/lqQPc+34tz1bYGOOex41XMV4qFdz4iJ03Y7o/sPtH57rr7ZlKVjD/+eTu58qmrWrKnZKz/Qvxe+pmYNmrv4fofO632xi539NX9tpnK3ZKtOSqq6t+zpy1C4u9DH6x/3u87F8rNcGc5St4wemr9mrivfBrVomKGOzTr7dYE9QZw8+K3cuEwTF7yi77RbV5zwMxcvrnUx6XRt2LbO1SVXuH/X+3ph7Vp1/EUXa6l5xQnX6vs9Rmi4q/NFxzVrtdm7zTF+u5VZ12wt2OLWO0fn97lEp7qYaHVQq0+ucjEwb8cG3yo01cW3g9mm7Rv00dczleLqugM7DvYJYiQ3YiSWrFvs6lvpumHQrb5+N7zbWcpo1FIL136mdfk56tC0o1o3PsyvW7F43K/K58uRWGSsZapdfAL2J4uVTRo3Ch9VP1qEHiK2R11ZqixrGn9Uq96+gmpq1qip77UfoLT6TXxLpJ3u5D3ik1X/VeG336rPYcepZ6s+/jV1XEX57KPO9QH1600r3En81+HaAHDoaNO4nW4Y/Fsd3qRDUTzNaNTaxdOT/H1LlFqLqdJY/LRupdZ96tSu31etWina9e0ufbRylqsgy51ED1HbJof7dVs0aKnT7aKV89k3c/wQJ8ZagA7seLKPyxGdmnVxcf4If99ahwI4tG3avtHHghYNMtTD1f+MDYM0qPOpfriizQV52rkriFWWiDyx0ykxXTktrh3duq+/H13/rMy6xob+iO72aXFrQPvB7t/afjiQ6B5JAHCwGOxi6WXHXuXrZCa4CHSs7+5u9bnVW1b75SY2Hvfyy0qLxwAqjkToIcAqigWFQbKyTVpwdamqrPn+rsKdvuVS03BMOZvYaH1+jr/frH6LohN906BOYzWv39wH8tWbV4VLy5fngv+TMx/XL/7xI103YaTvOpWbvzZ8ttg3eVkaM/33uuGfV/qJlmz9R6beo8XZC/2YVBGxg9JvCJcGIpM0PfPfseGS2IGjrfvqsx896cth/xrbnwmfPa9bJv3cv9aeu/etW/zrACCaJQHKumJfs0Ytf6EpEYvj7301xcccu9DUtnGQ8LQWU9n5a3xioEvzrn5ZRNsm7dUgtYFPglqLgdLs3L1L23fmyyJ2m7gx+gAceurXbuBjyi4XG779dle4NKjz7Nq90yck7UJMaazeZT2GTOu0tv7f0lRmXbPNxSq7ANSsXjOlljGG/KdZH+laVy+7/d+/dPW94vhnLepv/td1/jkboy/C1rF17Tlbx1jZrB5p9UmrV1o9z+qZVt+0eme08uqLti3rwnrX5Jv8e9v2bEiT0i5+xddr7V/rSrt159ZwDQAHqwZ1GsScJ8er5eqDEVWNxxF28eidJf/2cc5ikN0sHtmY9fG+3f2t/vP5v3TTxGt8/Ln1jV/44Zaiz6nt/e3c+c5//9rHOlvPzoftddZQKoJzaRyoSIQeAiInueb/zXqizIpceaxbk43h9MInf3Hb3KYBHU5WY1cZNXVq1la9OsGYoNZcPzpYWkC1QfHNpu2b/L/l2bRjk/44/Xf6Mvdz1XU/Ara9peuW6C///b+YsVOsYmljpNgYU8ZanloywcZd+d8PRuvdL9/yy6vC3tsmjLJx9Ha7+7Y/VgYbx8XGcynYtV09W/dRu6YdfJcGu3oHAOWxOLJozWf+fqcWR5TazXP1lm+0cE2mb0l1YseTiyrQG7dv8MOX1EttoGYNYrsxNU61caTquti7Q1t2bAmXxrLuqK9mvuDHJz0ivbu6tQq60AM4dHVJ76rurXppQ/46/fvziS7G7HD1ulz9Z9E/3Yn4t+rX/iQ1cvElEYtpbyx6zbdET2/U0q37vfCZkkqu2z98piQ7sZ7vYuUrLl7ZRCEndxle5mSabZse7nsubdmep+wtxeMkr9j4lR8r2WqoVr+MWJX3jb/43rJhSz/MiNX7bN+feP93vj5pwwBY/dLqwVbffGza/b488RLVFyPbsrFNbfx8a0RQ39WXP1g2zSdDC6OSG8bisY0bbe9Tr04D9TnsWDWsmxZMqhI2bACQXFbnrdLqzd/4MeC7tCi+sB0bj/9VSjwOxowvjY3/PnrqvX4seZvno0FqIz/WqI05uiJubGaLVy9/Ok7/dtu3ITtsUk+rKz738Z9dbFoSriVNW/q2n9zYGkJ1aNZZzRu28PF24vxXNHnxG+FaxTiXxoGGMUIPATYmnI0Rusv9a1egvvsuSErmuiAzd9VsP1unjcdZFrsKdO/k3+hNV2G1ipu1arIxQAd0GFR0Qm5j1eVt36TPs+f7gGvdQDNchfI799/bX7ypT7KCAe9tPLqyxiWNjBFqidaTuwzTqJNu9mOn2AQgC1Z/5lsDdEs/yo+tsmrT1z4xaokAG+/u525d+9fG19vt9tO2ZS1Qjz7sGF/pjB2L6WT3Y1NciY68b5vGbdW37Ql+WWR9C/I2BMDPT7xJV5zwUx3brp++yPlcU5a84X5M0vSboffqlCNO00mdTtH3OgxUmquw2vshuTCuE6qTndj/fe6z/mTa4pnN8N6gTsmxcKzy+K+Fr/oKqI3JPKTLcB9vTSRGWYuAQZ2GxsQ0i4szV7yvrQVbdUzb49Q67BFgreHve/tWTfjsRT/L/FpX8f7+Uf+ji4/9keqm1PXrAHuKOHnws4vJvVofo3XbcvThihnupPZf/kR1c8EmP67w948cEdN63epIT7z/kMZ9/IzeWjxJy9Z/4cd4/1n/X6px2GsoojLrGmtx9IdpD7iT8td9XTa9QYauO+kmHRmOe1yaurXq6st1X2iNi2+WZLV6p8XSKa4+un5rjqu7BvtpY52m1EzRx1kf+tafVhbb9wVr5+nlT//mY+0P+16uq/v/QsO6fd8nYHO3Zvux+ayHUmRsvrLqi6vyvtb4uX/Trm936kwXa0e58tv4qAM7DdFCF//XbV3nk6ORMUL/8/lEP1GpJQV+M/QeX6ZTupymIzKOdPXLJmX2LMCBjxiJeDap5f/78Al/Hm1Dggw5wtXzwhhb2Xgcz3oUPf/JX9x56yJf1/zlybe5+uZlPgb1Pqyvq4vu8j2IomNYeoN03XTK3X780qMPO06frZ7j65KWR4gMl2Lxb3CXU3XpsVfqRBfLLEZZD9Rl67905/Bb3bl0Pz/BckXPpW9xse6UI07nXBpFLFYyRiiqxK6Y33TKXRr9g//V784aoz+e+xfd7B7blW3r4v7Gwn/4bkZlqV0r1a/fuF4TF2xraMPW9Xp61hjNWvGer1hGDOx0sq9s2nb/d8ajunHiz/Sr165yAftNf+WpMjLSWuvkzsP9OCiWbLUxR23W+p2urNt2BV2DMlfP9d0+2zfrpNOO/IFPBhj7d4gLyLYNmwDki5zFfnlVjOh1gbq17OHLYmq7ctV0/+1wZVmcs9C3EjDN6qf78fkAoDQWI5+c+Uf9d8UHfszPK47/mdIbtg6fjbV+W7YWuZPylFq11L/DoAp1gSpLDVdhbpLaxMf0VFdJ3eUqyW+634EXXUXZWhoAOLTZRZpJCydobtZs3xroiPRuaudOlK2+N+3Lt9zJ+PSYup+dhFsdz2KKtVr/dvdufbh8up768I/uJDi2VU9l1jVWh7V1bYZ5q31lbVqp//3g0YTdOaNZnIyMp7c0d7Gv5+bv3OJff0R6D3Vo2lnZW9cqb8dGnyhYseEr3/30yIxeft8+WjnDx8aerY/RiR1OLko0WJnPOHKEj9ur87KUtWGFXx4tvr64cM08H/OtrmqTnES21aReU/2g54X+faPVdXVus3bLan0TDidl27LxpctqBQvg4GMtzh+b9qCf3NJi7Q+P+ZE/942obDyOt3bLGi1d94VvaTryuKt9HImw+5Fx6iOsrnmai3EWn4xdRO8ctlDdGA5jYqxBUfQcIv5cvfXRPp5t3ZWvwm+DnqDRyjqXtkQt59LYl0iEHoIs+FhAu7DPZb5SaePL2ThzZenZurdPov7+7LH603nP6qK+l6tw9y6Nn/ucv2oeUb92fV0z8Nca1PkUf4JtrTqbNWihHx1/rVo3Ck7yKzpOaaM6DZVau7h1knWPt3FGo60JK4jWjN7eO5olbSOD7Fe0O35prOLbtnH78FHAuiocd3h/F+gL9fdP/qYbX/+ZH+Mkv5xjCeDQZuPPjZ52rxas+cyf4P/ipFt8t/TS2IUcu6DTulFbdQonNYpnlWCbUTQRq5TaGFMRFhtvOfXeogtjvz31Ph+nrbvSP+e9VGaFGkDy++jrWXp3yVtq3jBDdw7/nW4ccqduH/6gfjn4Nn+C/s95433iMMKG9LhmwC99TPnDOU/pgTMfdbGqixZnL9Lzc572Y9NFVGZdY71tbF27mP/4uc9oWNfvK2/bRv1t9p99r6CydGjaydffcraudfXczVq9aZU2bF3nW8h3bNZZm7dt0tq8NdpSkKfVm7N8HGzTpK0ft9MmrzNdM44scfGpuTtJz3An6dEX5iMS1RdX5a30/yaqq1qLKeulFG3wEaeqdeM2Wpefq4fevsOPwffflTN8QgRAcrC61gfL3vUt5K2OZ60zrz3xRn+RJVpsPH6o3HgcLyd/rR8OpEm9Zr7XY3nq1EpVo3ASJ2N5g8PCcemjWdLShvF45dNxvtX+byaN0hPTf+fjYiKcS+NAQyL0EGatK60rTmVZ0B3ceZh6tenrr5bPW/1J+EzAAt0lx16pJ/7nr3rywhd092mPqEOzjlq/3cYksXHsWoRrVp/I1fN9yY6DXVmzrgNHtjzKj8NnXRXumXyz/2EAgHjLXWX1j+//Ttmb14TdHu/1rYRKY62Y5nwdDCvSPaNHiQqyPa7tTqStG/zGuAs+ee7k3uKSTSgSmZk0nlVw7f3P6Xmhf7wk93PfagrAoclaR861STHc/eMPH+BndY/o3PwIP5ySTW6xKHtBuLSkFg1a6byjL/OtF30X8qgxOuNVZt26tevqjB7n+CSm9Qb6cl3ZvX1aprVRRsNWfuxPGwN06folPh5aa9BuLXu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] }, { "cell_type": "markdown", "id": "67693388", "metadata": { "id": "67693388" }, "source": [ "In this tutorial, we are interested in `Comparison tool` page.\n", "\n", "The `Comparison` page has two main modes (levels) of comparison:\n", "- word level (metrics for individual vocabulary words are compared)\n", "- utterance level (metrics for individual dataset's utterances are compared)\n", "\n", "In each mode, the dataset is visualized as an interactive scatterplot. Each marker represents a data unit (either a word, or an utterance). X-coordinate encodes a selected metric for one model, Y-coordinate does the same for the other model.\n", "\n", "By default, word level comparison is selected on `Comparison tool` page. In second (2) and third (3) box you can choose what will be shown on the axes of the scatterplot (that is, metrics for 1st and 2nd models). In our example, it is word level accuracy for QuartzNet and Conformer-Small: `accuracy_model_pred_text_{model_name}`." ] }, { "cell_type": "markdown", "id": "dUXwvaU8ASxv", "metadata": { "id": "dUXwvaU8ASxv" }, "source": [ "Depending on comparison level, these fields provide the following options:\n", "\n", "\n", "* word accuracy (ratio of the correctly recognized number of words to the total number of this word in the entire dataset)\n", "* utterance WER\n", "* utterance CER" ] }, { "cell_type": "markdown", "id": "xHfBizBuv5Pg", "metadata": { "id": "xHfBizBuv5Pg" }, "source": [ 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)" 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)" ] }, { "cell_type": "markdown", "id": "1c0c797c", "metadata": { "id": "1c0c797c" }, "source": [ "By default, the scatterplot displays all data units (either words or utterances). To allow users to select more interesting subsets, SDE supports flexible filtering queries like in the following example (for word level):\n" ] }, { "cell_type": "markdown", "id": "BtabXT7PEGe-", "metadata": { "id": "BtabXT7PEGe-" }, "source": [ 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] }, { "cell_type": "markdown", "id": "1f8cadb0", "metadata": { "id": "1f8cadb0" }, "source": [ "You can type the filtering queries either in a specific column header, or in a custom filter expression textbox (putting lowercased column names in curly brackets).\n", "\n", "\n" ] }, { "cell_type": "markdown", "id": "9COXr5cXsp8X", "metadata": { "id": "9COXr5cXsp8X" }, "source": [ "Below is an example of complicated query, that allows us to display utterances where both ASR models yield different WERs (for utterance level):" ] }, { "cell_type": "markdown", "id": "5OQDmR00sSub", "metadata": { "id": "5OQDmR00sSub" }, "source": [ "![image 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] }, { "cell_type": "markdown", "id": "f7f64b2d", "metadata": { "id": "f7f64b2d" }, "source": [ "The scatterplot is fully interactive: you can zoom, swipe, and view extended information about a data point hovering over it." ] }, { "cell_type": "markdown", "id": "oalX8opDEdMX", "metadata": { "id": "oalX8opDEdMX" }, "source": [ 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)" ] }, { "cell_type": "markdown", "id": "7f557223", "metadata": { "id": "7f557223" }, "source": [ "Let's examine an utterance level mode.\n", "\n", "You can choose either WER or CER as a metric:" ] }, { "cell_type": "markdown", "id": "WdYYdwMdFUHo", "metadata": { "id": "WdYYdwMdFUHo" }, "source": [ 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EgTfgkDfhjZuMnhAV0/wYOM6GfjwfDl/praSDAKwGnTMhaKKpgNQaKY3HEJuIQjZMQhU1lQwCPCSWBP18HUGbwXQOGnlUXsIBsimzEQLcAP+kxfR2ThXLa2SejVMV7cwNlrAlKtHjEmZZKVd7Vwjc7U76rkT5V3FG4LljPjAyTLejWuZxgb6VtybOy6DsfnaZTId8xsP6rJdbfvuG5APfeCdMu5T82XbfdryrUfCBpUjPjChZDqgGrul7/xx7TPxkO3Sf6NMPf/OlC7aY+XDM7VFJfVV3bTAuS+BSgAAAACouaBrqrb0ud1cWKPDrJguR4RB6JPXySn3ltkCcORE+dq980XmTsgHs+2SDxBoV9XbZq6SKe69noHP2Elk2mMyHeOAg4MgpHxGJmlX3pE9cspW87xfu/a6dTKkA4YSLTfXycJhV0aHA7g2P+v3uIu0TL0xd1yEC7PAdw4ClQ0RnqT4A74CAAAArYBzVaBsOpmOC0Q/+dj1MjkMvDkaTCnZFVWDdLnPCJfocTjuos359y4aK3LMhfJEu3RxDX9fbsbm4TJ5WeFvLJkO7n26gg8VJp8s9fK9Lt6s38oeX/77ZslNtGRkOv7QsghUAgAAAAAAAGi6oRuo3LlGzos0Ffablu+Wvtnmtcg4MsFr8ebEm6/1PyM+O5n7nPD92WuSx1ko2JYOG7OlY+XzRCQfRPZzMDZRNN9ExziyY/GZvJb7jNjjdmR/k6aDHd/C/ZZYvk4agzD3d/pE/9Y83mzXM38fe5w8ZkkLscd1cpeVyO80ouWIWWL73b6vr0XKisLPjn5O8myJrSTIA942J+3XInnIKlqW+2ntjxNGGdtucvuxVJmSYV/Hj7f0caXdctaN7nWgE5U+V81y/KmCMj2lDmwnpevVWHnRAb85i+L7OkiTYue+gS45RKJ1+JKH22PcRaBstvy8TjY9H8vz/jFhz2mDsnXzteNy68TjD/HjL/6+iq4zQeZu4NhqN7oPj0ioe7/9fH5f2v1s1nlhsPPOfYdooNLsiC+JLMw1E14nC3tulCkJJ2fF6A6fstWfoWyVRIefCZu2PyL9C92MZ3FaIJ08X7q9Wav6F4rMPbkwg6E1rZ87QZZ2rcvngUoGg14xPfiMm862j6fIKvd4Xfue8Jp06Pn6wbnj4/aZ/TL3S+UdY/oZU3Qsnnvn2/FtptwzQfrt43WyvtWPj5Fd0i0D8kzCdu4Y6Bc5tMt2RUgsR0weKAhS62snPyvn23VcmeWtU7o8ai26vT1zTTl8b7i9ZinonmF+YzwP3eynS8ayXPPiUd+QLvddFeVFNJ/ux7NEbvfzQ3w/ltjXBceJKU+2neWfsOmJ2nTZtjAs082iZTHQsTKcqyo9torV6eZCqmduV+74DJb27kZeul4tLC/6Fw7IlE4PVtZsX5v62o3rGKRdj6yc/pU2STt33MS6ogLF3ShTJ0TzvE4IsykSQzRl68ljZenBa4Njy5yDrJ87PxcX0MBU9PhbJd3mWtQPVu5a87nYOub8uJec2pYSzn0vn1947ts7pvDc9wWXr9r13HeIBirHyiWRC+LhMv7UIidnSXaukaUremThFdWNe7D55vmyvme+zPDG2xgxcb652O6XtT8pM9iF5pi5yhsP4wDRyfnKd7acn/uMs+V2HX+m7Znf4R1ndtbCsplj7FNhWlR/vDVevwzs0H8LW2SP16kObTlistC5/u8y5VNikNqkZ+5CwJVZWweCiqpG5VHDhL/7psLxnKIS8lD4m62sZblJm3vz3zXuJJO+/c+K3TVoI/4xYPbjp5JuWhTZ10nHyciJcr7OHHlfEADfteYbssLUyQu9MY4AqCx1+o3yw4JWGm0qQ72aVF6MmPgZO1ttx6RDqlr8xmh5rWk3Y9iqIZB2GLp6ZMG6r0byvJYXazdGWzuOX7hOlp3hSh47A3Z4PfGIrNSZ5W/ybwyMlRkLe2T9Pf3u/NisMy++DtpXwrnvj+8tOPf181X5577LW/Lcd8h2/dbIst/8tccc9GXZ8ays1y4LLkNUxbWsilsflEgA2lIQtN723G5TSfTLWlOJiD2J2C3PbBXpPiisDHpEY5aFYq0xew42n5ins0DmWiDWsjxqmLTfXZ5sZXksbY65UNq9pQ9C4cl7qNS+Dloq+HlmiteX02/tDKAMeqzddLasOCt/bBV2LWsjWetV24rbL1Naf9iVqtV5X9vzJmAIied5vUbIt38MJjrzJxHyjz1dIue+OwfMFcQHa3KOjVaVdO7rtZh1575H515qz3PfIRmo1CbTU1ZodNo1bTVL0e4uSQ44WMandOusFdviCkCbGi6HHBo82vWTddJ97nw5RbT11w4Z6M8SpCsj8NiA8qgV1aQsR5srN+CtLXjy+SW3uFbsha12AWRmL47cMeUCWW0brMxar/b4XcPzS8fPTFzHfZ2/kQsMDeXm+ZnekHG5JWy8MLLLXEH8OBbIQmcZGue+Q3cyHd/ONTI30grHBRhyO0y7bU6QyCp2/Dm/e3bQt7/cu6i2ae6K6ZHKfdea+ea7/K7AaF9Bq7p869jK8kknGnFQl/lv/iIgGHPFP8janxb86wf6Zf09XfLhY4bL5HO7TJkxYN5xQciRPXJKT2ycL80jZ90o4xdOz97ir0blUcOEv/vkGo/jVVCWo3OZevlL82X9zM/kurqUlHi8Rdlyye9OrgOYM5kOUD7bXbGNZahXR3xggh0/u+xxyTtNwb5OOPcdc3bJc5LN106XlR+8PDIcFtDJNM9rl9tPH5N1/Mix8mHtsntWsfPn4PgLu/Xm4hhMptMBgnPf+2fMqvG578EF575HTGcynaYIx4OYEjZ/1QkqdEw4z7iLgklRgu4cE2Ttqevk9kgtPFYuuXe+yNwJrgmtDmCqEzm4t5W5aA5n9bIBmNzneRPlJHSfCAa/rX23xHBWqFaLlkeEadbq25nZcJl8xXwZrxOh2P07XeSmWD4Zqkzet4P9uqboPTpRTuw4bHc26LFivik/XNDRnMx3z51vTkrCbtw6GLvJD+J3HQsGM86Pe5pFhvKopQSD0N8+0yuHdSnzuM9SlqOT+PklqJfDu8HZJB1vwZK7WWjKpWBCO/eeTh6iE3i5t9FJNPDU5t2TayHLuWoG9hzTfU6wBHVZ+7YszFCvjpwoX4usEy5eEMGbrdV2tcudD7bvhDul93XCue+Na6NpZ1us5s8BddGJJB9fdgZDb6ByGmAZ08rHVr/Mm5CfzdtOnrpsoryrjHluxl2UcP5slvw4+Ob4W3pjMDGnfW+CDJyrf1PGlwwhOvFQa8cdCs99n7ionChRZee+63/U/HPfYYOGe1yWLVu2yOjRo92zxnnqqaea8r2tLku62BZrGgyKTD7RKMHdHD24igZg9IT55GCCoVptJ3kmGemSjHRJRrqkq3XaNK6sDloIyU316aZYy3SxaVKnm3iNxrGUrqy0sa1ddSbMSvNEffN/LZFnkpEu6UibZDVPF9vySOS2LfWum9qnvm6qGu+PmqaLrbMG7KQnf7t/+wcNOyXP2BnS7zm5JeMOeu7ba859b+uAc1+laTNmzBj3rDS6fqO16N1pf5wNAAAAAAAADAkEKgEAAAAAAAA0HYHKTuaNO6RLdKIS7YptXr82HGhXBa/lx7gImhwH4zYEYzkFn1U4btHma/Pfo0v+M8K/CyYjWh8Zx8cfQ8T/fLNEtisv/j1p2++vBwDtICy3ouPEBUt8HL14Wei/H74X+RvtcmRes2Vzrm4IJobwx0hu1XF6Rky8Xp7skK4v9aT73q/D84I6NimfhEs0j+XXt+cB4XopdXMj5bbHTnIUHacr+tvdeU7q+3H59SPrxc6losdI8nlH0nEUSUe7tO8YhcBQ55dDg4OF5ZA/rlrx+joYr7Cy+vrOlqyvw2vHF9zvCJbotWO4jr2+HBOO2Vj6+jJaT6nY9aPdH+6tVmNnyr++I7p915Y733h4V7TONucb+V3pn5N8LrJOVCw/JNWzBfGRDe6N1qPnvk8M4XNfApWdSg/Ck+dL9035Kej7K51Zw14w6yDiwefYCVC8maO0svnhSfnv0cmBNCAZVCZj5RL7ejAA+fiF6/LrRQ68cD39fPdSjFZWU7bOl/7c368KBgqOFVL63Uu7wu9Z5V4FgNamA6RruWXLah2nN1fWRcekKigL750v28zFS3gCr5+jn5GbFVLrAzuTvBsjOBxiQ8tQ8/ZMr55g2I32dkBXjzfTrmfngGyTHukKZvEqmYdCelHcM/CZ3Do6OUbhhWJjBUFrsz124qyz5fbwN5glPwa2BhAnyNxDV+Xe0+3XSU8Sg5X2wiW/fu5zEs6lbj/UnBPFApHx8w6djDEyE7S5YA/GWM1/DoF3oH355dCwYYXlUBiKKl1fby6or2dPz1pft/DEQ6YM7LVjCAfbGl47vuAHEd315cE/2hRZJyxbS9dTGuQ8207klEsTuz/c22grK6Z/KJgk0e1rPd/48sPRqHNwTnJOZJ1IfjgqmNgrzA/9Cwdkih+sTIyP9Lo30WoIVHaozTfPl/UzV9VowOUeWXjv9blp8MedZC4O+p+V8FJIK+vI9xwzwVamNWUKlqUrTAV9rn8RPVYu0QuVFeuid0vM785frLirMgDoBLYsNGXyFV5ZaC5kzjeF7or78jdttFy2s0Jeu0b6vhTUB/lyER1t60BwoWdbs/itCbrkEK3HM+Yhy+Sb3MzqI3vklB6Rbc8Va5XYIjaukrn95jd+yutVYX7jwoU9sv6e/kiQ0bZQCi9cYrPIJ51LjfuUuTjqXyfr/ZY/sfOOrsT7wjfKD5sc5AXQQBXW1/fPuLED6uuzIxPahOXmhp1+4Cm4vgxbGEauLzOk3a4135CVH/ySLOTcpiOMX/CjfL53+3rl/YXnJLkZr71zEs1Vmh9W9MyP5IcREz8jM726d/PNV9QwPoJ6I1DZkXbLM1vNAR82naiau7gJ2abrXksAU5lEukW57gm1l28NEjUgz8S6CgBA5+qXuSf7Ze5YmZJQ6I67SFudz5e5Ml/6YwEYdKYRB3XlLvQ23zcg43vcCfqOZ2V9z8HerbtseSh6HjFcJi/zWy22uti5S8i70apmLjQX0ObfgiBtSHtueOmkQc317q3M9LzpprODoKj7nGa3TAXQCOXX1xsu7NS21v0SbfBf4vqyRNrtGOgXOfRgrwELOk5449VJOyfJNaKNDZsUjUnslmeeqWV8BPVGoLIjDZdDDpXk7l8194gsMSftEunSHXRPaJyUixEA6EjaCiHfbSW3RIKR2vU16AJju6q2wNiCaIADDrZBN62bf7h1giw892wbgNv13IC5oOvyLuiy5KEOFQnYGgdNlK+5LmSJ3cK1VWk8nR7L9zLJzF6Eu793QUuClUCnK7++Hn9dpJ9YB0lrcJKmeNrpUCey9dlIIAsdJnLekkFs2KRwCVpQDpdDDmlUfAS10FGBSh3Lwr/rEj8BDN8vPDHMD6Bul4RB0FuK7c5VOOCwzxbeXpdoHUcyOplOEMzM36lw4zn5q1Ro87VJLSpd8DTW5Soz27w7OnaJDZLacdemd+A4T8FgwO16ERMMMp4wgDGAkoJWcbGupaHEsrDQ5mtNeS5BF5igpUZSECbooprakgztZ2SXdGsvgzXrZNupPTLimOmycKvJS+atXCuCjHmo5dmgbEp3ajsEjXal9PL2zjUy15zkRIeQcUZOlK/dFIyv7R8ntitiZAysGqnHEDkAGq9YOVRhfT1j5ac7rL4215h2CJrPyKSsE8lkSDt7rvRj71xJr49beTIdZGf25ZQVPXLlJ7PfPB3xgQkyPj4+dExSfKS3hSfTGeo6JlCpGW3KiuhgxtnHHwiaDuvfVDzhTI3ZQE8VAdPceCcu+GoHw9fxHD324jXXRHqCHcA2bSKbdGNlho75ZE7uw0Dv0q5VduKcuOj36eIFsmzwNXjdNuvPdbUK19F9tE4Wmoo8//fB3cf2H8cFKK3aMqFztXdQP9ExFwaDyntdnvK/L6ks9NcJbrzpCV5+bKdgPF9bTkdaVprPuiJoSZb7nEblsYLxE+ulNvkjuPmST+vIRWQ4/Eks7ezN0Ya3ZNWLWZN35oqcb+vG4TL+1AEboOs+KKwrS+WhNuHGnPS7U+f3i07QFwToc7/PjUOZem5ojjs9B4wcJwldtu1S5nESzz/h+Ut7j5MVlDWFARU0rnxrNx1YX5tyaMGC3oJyKIiVZaivzx9XWF+vmp6xvm7NWb8DN8rUMeHvDa4xtSVk9nluMtRTpnzesGBY/lzp6wdLv7aOb+nJdIJ93pBys83KofXzPpTfz3YipjJnSNcbjmb/66R5uc+xSz4NRkz8akF85PFYfKT1NKrcbL06fdig4R6XZcuWLTJ69Gj3rHGeeuqphO/VhA0KwWqDVnoy2XPPBOlv8synRbdDC56zBuwAxGHXo+R0gWrPtNFCabpIsYuqKtUzXWz+tTOctt+spq2aX5pdNrXucVT/Y6UUyt9kRdPF1mN6IlrvMqL6/FFQnmlg0g15Ys857PN1Ij390n1u/nvsjKXiTUbjkF/SkTbJWjNdanfuXamWzS8NK9/StWbaUF+3qlqmS1hn6mQ6R7d00LC02ucXDVR+SNZ+2Js4pl7qXA7VLm2CcmGbTqZzRjOjL7VR+zzTqHKz/nW6ps2YMWPcs9IYoxIAACBJ2F34Ju9E37XkWz93VaSlwimnBuNBAgAAAKhcewcqbZNmbbobjK3odz/2u+XonZ3c6yXGdixOI9rh5+gSbU5tv0e/N7ddyd8X3R6zeE37w3E07XiSsZmrCpr87sjPto0as135kpvL5/azex4fGzXe1S/X/S/sHmiXws+Ofk7SOJ/x/Nfc5tkF+TipK1yJYyGaJrqkHFOR3174OQX7IGlbmsH+vmB7/W2M77dalQnxdKh/N4FKBftTty/y22PHTtH8kXsvOFYiXTNj+z+evq3UrWGoye2Ls240z/Ldb5L2S7H8HL4XyeOuvLGfU0b+KEpny5az5cOxu9h2LKT4uGQf0PEgv1HFOQZQf5XWq/njM/y7hHPvgnOb+HlL8nlVS4jU1+Ny21xOfa3vHaGvZSrf8t+hS3vU15/Lb3O8vi7Y116eMmk723YDzlJfe99hFk03hhxE+/PKzQ2DBeXmJj+Tx899/WMkfC9y3ARddsPytZxyCC2s6HlsdNiH3D53S2Q/h9fikTLb5cfwXGCM1kdZ6vTGau9AZW4GxXV2TMTxC72Zp73ukTpeo31Nx61wr5VPd2gwplD4Hf0LB8zBH9uBGkiwzayDdew4Y/5AwCaz6IDJ4WfYbVqRn+Rg3EXhZ5sfFJu5Ktrc13zuWc/K+e491Fg4IUHCBeeOAXMUu1nI9ER+ylZ/P7kxseIncPrayeH+0vxqKg5vncTPce8FtBKK5j9dmtXdSre3Z65EZ+Mr6JJsfqOOF+Pet8fCzbFC8kvmM8K/D9MldtIaBOe+IV3uu+LHlBbO0bQzS5OHbogy23uyjt3q9p0dK3B+/gS+RmVCQR4yn7PNVGqte/ETVLp2/Fy3vfq789tbIn/oWDT29eBYmXlTuJ5ZvP2v+SPothu+v0q6TSXMyVpz5OpjOyZQdFxpvzwrlZ/1uNBjYsVZrg7WEzo7uZrrspIxf5RiZ8uOzxKtbB0Rp+NBiqz9CXkLLS5DvfrDk7xjxo1xGxx/Ov6nvp5w7h3pYpjxvLmluPr64LXBNpdZX2v59oT7u1Ll29StlxeWbw+3bkguqK/PifzufH2t56jr5MPh7zFLMM6y29emPF62RV8vXV/3zj24oL6efWfkrBAtLqjn27/bd2155WbvsIJyM5dWei7jxlMO39eZ4Hsi577mODJleDhpzOZrPyRz+7W8CcrfrOVQ6wjSphO6fddU0fPYMwquc261ZWywfnidY2sUjZdFyuwgprBCrylt+WvSf8tm83el6vTGo+t3RrvWfMPuUJ2RLTRi4mdMxonP9JYvKNS4T5mM4c/eajJLpJCws5q5x2XpkYX3NjfzdL5+Gdih/wZ3qvzAhp091VQmS1eYgiMyg6g52LVi8GYUC/j5Qi9mzU4PZ1y3n+MPpJ2u4lnTayn83Tflx0hNZn6zdwJqZ1rLzTKvTFpFAgYuXQpoXs9/l52Ftf9ZsbsmlDZDcovIBU+Une01zFv6vAZlQlIeMhXc+aZma+muqDO98fvc7972XHicZc0fxTwiK+fGuu2az7UTgLXCsYRkGfOznozbQdGvXeNmFF3V9JNwPS/ojnUJB1pP8XpVj63IzfEKZinPft7cWrS+XhZeMNexvl4wv7B8W3l/a9fXT1zkalKvvg5CqzrxSfSaxOapsgT19YxVny+orzf88MfU1xgSNt8cnMv45W9BLEHPj+/VSWPmS98anR37g8QEhqz8dU7+xoB3nRPe+9Kg5006MeB18u075weB7cg1VmsiUFmOWLfL5O65SbyTHHuH2f+MoJktWo3OnOqCJjv7Za05qRcb2Ngtz2wVb/bUHtGYZaFYa8xYixx7tzEsIGzXwi45pGjQL2H2u3jLw4ZK+93l0VYF+WPBdW8uEEsb25I6XyFrWvYvNPV1bobkwi5szZbPL8qcYDzmt4asVZkQtATJf87YYAb9FmYD/jmaxwtbnfi/Jzl/lBbpLlHF56CRsuXncRetkpkrzEmXKRv7Y5PW1Ez8xojaOSDbEsvBsfLhma0diAFK1asaTIt0Pcx8vhtT8Xlz82h9nW8IVsf6ekK067eWb63bnjK9vg7TSlv1+L8n6HZavhXTo+mi9fUgnb8xlKzwZnbX5eT55joxZqSOlW2ufebeKDNXfbVEwxF0ukzXOaae15v7l8/THpHtEdgmUFmOWLfLcIncdU4UXsy4prbaiij390EzW7Sa4XLIocGjXT9ZJ93nzpdTRO9m7ZCB/ixBulKBR88BB8v4lG7mUcGJYS7faNCyqcHK6uhJ7ZQV0S4JtntzBWzgN/cZGrRsvWBlslqWCdpCJp+WuaVewZs6q2X+iHSXCJc2uJM4tGXJz8Hxo11LbdeogjHTqpc4FqWh9ULaDSZt/bDt62vkGfccaC+PyBI3q33+2Au6npWt4vPmVlTj+nqddrWLpsuTYYvFdrPxOnNhHBsOyHY7Ld/MVQnp4nVzBDpepIwJl1gvNnvMdcntOmzE2Z9rk2se1Evadc67vOEX7HXV1vmy/qau/LAcLY5AZUb2YsUbDyIbc1Jju6N9JvVOx6412vzWPfGMOKhLWr07a6fTrsrrB/pl/T1d8uFjhsvkc7tk7U8GzDvu4tR2femPjkGqJ/h2nLTp2e9U2LHO+r1xzfSOfalWB5V0g62R8HfXupDbGcyuW60gsNC+KioTEvNih0nNH0Hr5+Qu7tq6Te80tkeFPKTYGzQpLQ8z5ufN106wLSm1a2nQsjI/VlxesfyRgeviGMlDLi9GhxTw6N/IOlm71T0H2tzma5POSYIbumnDaFR23txedq25IrlFZZbybX4H19fuXLhQ6fp65fSvUF+jg5ly85D0ctMOmRAZ/zWBtng3x5c9B9GWlQuGJV+TFSuH0EayXedEJmSKC28mXTFR3uVaVhbMCVGiTm+GIRCo1DugftNpDbAEz3MXNF4XF9tUNtdVxWuVpX377XgQ/kxIusQLBrPjc+9NkLWnrvNagGiwKyiAwr/XiSRuT7pNbTNRflt1KVpooeZsYGjFfLMPXdDxmAnSPXe+rMh149YWjrHu2G7g+PLGSQvHGgnzlg5wH79LH+9upHm1q0njSwQtO20h529Tma07w7Gqcp+hkw1VcAc+3j1Yj/PukuNntopalQlJeTG+TnvJnj/Mb78iGCQ697u9vKiTrhTkVbMUBrTQULbbkk6Gk7RPSuXnoF6fEhnH0pSjJn/Y2QojLSuL54/S3LboRE7h37uB7tNbhZm/ObdL1ld/3wVoAje+lXe+u7RrVWLLQXuDINK92zsnznze3C70uI7X1+ck19dZyrdhVxaWby08mU5Rx0w3+cM/PzHnsTeZcte9nVe8PNb6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] }, { "cell_type": "markdown", "id": "3aefad51", "metadata": { "id": "3aefad51" }, "source": [ "The scatterplot is interactive. Clicking on any data point automatically selects corresponding data row in dataset table." ] }, { "cell_type": "markdown", "id": "64rWT4JeFy93", "metadata": { "id": "64rWT4JeFy93" }, "source": [ 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)" ] }, { "cell_type": "markdown", "id": "e3441c51", "metadata": { "id": "e3441c51" }, "source": [ "After selecting a data point, you can listen to the utterance. Just click on player icon.\n", "\n", "Also you can analyze audio signal in time and frequency domain using interactive plots of the signal and its spectrogram.\n" ] }, { "cell_type": "markdown", "id": "a41728b3", "metadata": { "id": "a41728b3" }, "source": [ 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)" ] }, { "cell_type": "markdown", "id": "EVn6Bu8fsEWu", "metadata": { "id": "EVn6Bu8fsEWu" }, "source": [ "# Interesting examples and use cases" ] }, { "cell_type": "markdown", "id": "J8ko_-Q1tX6v", "metadata": { "id": "J8ko_-Q1tX6v" }, "source": [ "Using the {wer_model_1} != {wer_model_2} query you can remove all sentences/words that have the same WER, this can be very convenient if the models you are comparing are similar.\n", "\n", "In the following example, you can see how QuartzNet and Conformer-Small transcribe the same utterance:\n", "\n", "* reference transcript is `the school of the wilderness`\n", "* QuartzNet's transcript is `the school of the wearerness` (the error in the last word)\n", "* Conformer-Small's transcript is `the score of the word in its` (almost completely wrong prediction)\n", "\n" ] }, { "cell_type": "markdown", "id": "U1qKT9tEWk0j", "metadata": { "id": "U1qKT9tEWk0j" }, "source": [ 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)" ] }, { "cell_type": "markdown", "id": "MK7B7xniCPky", "metadata": { "id": "MK7B7xniCPky" }, "source": [ "General ASR models might make mistakes in proper nouns and narrow domain specific terms since they are rarely found in training datasets." ] }, { "cell_type": "markdown", "id": "sAP9F-bHtpVi", "metadata": { "id": "sAP9F-bHtpVi" }, "source": [ "1) Name: `Shiloh`" ] }, { "cell_type": "markdown", "id": "e6LCtKS0s9LE", "metadata": { "id": "e6LCtKS0s9LE" }, "source": [ "![image 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)" ] }, { "cell_type": "markdown", "id": "vXf2v13ys84x", "metadata": { "id": "vXf2v13ys84x" }, "source": [ "2) Domain specific term: `rheumatic`" ] }, { "cell_type": "markdown", "id": "BI7sIWh7o8zj", "metadata": { "id": "BI7sIWh7o8zj" }, "source": [ 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)" ] }, { "cell_type": "markdown", "id": "1D7a1_p5svWu", "metadata": { "id": "1D7a1_p5svWu" }, "source": [ "It is very likely that, in the word level mode, many words will receive the same accuracy, and will overlap with each other on the scatterplot. That is why the graph will display only one point at a given location. To resolve this issue, there is an option to space them with a given radius:" ] }, { "cell_type": "markdown", "id": "VUL1xTrXpHEL", "metadata": { "id": "VUL1xTrXpHEL" }, "source": [ 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)" ] }, { "cell_type": "markdown", "id": "2wOPEk4ktKrb", "metadata": { "id": "2wOPEk4ktKrb" }, "source": [ "This part of the graph shows an enlarged view in coordinates (0, 100). That is, words correctly recognized by the Conformer-Small and not recognized by QuartzNet." ] }, { "cell_type": "markdown", "id": "J1jw_1c5pMRc", "metadata": { "id": "J1jw_1c5pMRc" }, "source": [ 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)" ] }, { "cell_type": "markdown", "id": "IjXTQJZuC3Z-", "metadata": { "id": "IjXTQJZuC3Z-" }, "source": [ "Let's write down words recognized only by QuartzNet and words recognized only by Conformer-Small:" ] }, { "cell_type": "code", "execution_count": null, "id": "57bPPFyxSPiJ", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 363 }, "id": "57bPPFyxSPiJ", "outputId": "0b003e3c-2c26-4e38-c4f6-8d4d4b568ea1" }, "outputs": [], "source": [ "import pandas as pd\n", "\n", "data = {\n", " \"QuartzNet_words\": [\"allspice\", \"southwark\", \"dante\", \"panada\", \"favour\", \"vapours\", \"fuchs\", \"battlefields\", \"morrel\", \"postscript\"],\n", " \"Conformer_words\": [\"gothic\", \"tablespoons\", \"heidelberg\", \"bough\", \"nocturnal\", \"meekin\", \"-\", \"-\", \"-\", \"-\"]\n", "}\n", "\n", "df = pd.DataFrame(data)\n", "\n", "df\n", "\n" ] }, { "cell_type": "markdown", "id": "UghOVs2xUG1b", "metadata": { "id": "UghOVs2xUG1b" }, "source": [ 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)" ] }, { "cell_type": "markdown", "id": "5_rKgNoovt1k", "metadata": { "id": "5_rKgNoovt1k" }, "source": [ "Words in the first group seem to have varied origins, with a mix of English, Germanic, and potentially Latin-derived terms.\n", "The second group, on the other hand, also appears to contain words of varied linguistic origins but might have a slightly more European or Old World feel, especially with words like `gothic` and `heidelberg`.\n", "\n", "**Word Length**\n", "\n", "The average word length in the first group might be longer with words like `battlefields` and `postscript`.\n", "The second group also contains long words, but when we consider `bough` or `gothic`, it might have a slightly shorter average length.\n", "\n", "**Functional vs. Descriptive**\n", "\n", "The first group contains a mix of nouns that are both functional (like `allspice` or `panada`) and more abstract or descriptive (like `dante` or `vapours`).\n", "The second group also contains nouns, but they seem more descriptive or pertaining to concepts or themes like `gothic` or `nocturnal`." ] }, { "cell_type": "markdown", "id": "C0hcCrZI98fF", "metadata": { "id": "C0hcCrZI98fF" }, "source": [ "Next, we will look at several interesting examples that were easily discovered using this tool." ] }, { "cell_type": "markdown", "id": "FV8rLFfr9KVv", "metadata": { "id": "FV8rLFfr9KVv" }, "source": [ "# Examples with audio" ] }, { "cell_type": "markdown", "id": "W35kfqsYkVlf", "metadata": { "id": "W35kfqsYkVlf" }, "source": [ "(It is worth noting that the examples below are taken from LibriSpeech dev-clean set, while the rest of the tutorial is based on LibriSpeech test-other)" ] }, { "cell_type": "code", "execution_count": null, "id": "9Q1aCuBC8QZm", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "9Q1aCuBC8QZm", "outputId": "9bf30ea1-c15f-434d-c5cf-56a1111f9a0f" }, "outputs": [], "source": [ "#This cell is made so that you can quickly listen to those utterances.\n", "from IPython.display import Audio, display\n", "!python3 ./NeMo/scripts/dataset_processing/get_librispeech_data.py --data_sets dev_clean --data_root ." ] }, { "cell_type": "markdown", "id": "BjgoarWOrntG", "metadata": { "id": "BjgoarWOrntG" }, "source": [ "![image.png](data:image/png;base64,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)" ] }, { "cell_type": "markdown", "id": "QogvdaUzrq2L", "metadata": { "id": "QogvdaUzrq2L" }, "source": [ "Above is example how Conformer-Small trying to use more common phrases fails with recognizing word `southwark` (Southwark is a district of Central London). We see how Conformer-Small fails on proper nouns and just names in general." ] }, { "cell_type": "code", "execution_count": null, "id": "iA-wfLFE-Lke", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 76 }, "id": "iA-wfLFE-Lke", "outputId": "e4b35c24-3047-448c-8006-176fe68c80be" }, "outputs": [], "source": [ "sound_file = \"/content/LibriSpeech/dev-clean-processed/5895-34629-0012.wav\"\n", "display(Audio(sound_file, autoplay=True))" ] }, { "cell_type": "markdown", "id": "jyX2PVgovdjj", "metadata": { "id": "jyX2PVgovdjj" }, "source": [ "In this case, the speaker does not really pause between `over` and `all`, and QuartzNet transcribes it as a single word." ] }, { "cell_type": "markdown", "id": "z3jISeCTrRVI", "metadata": { "id": "z3jISeCTrRVI" }, "source": [ "![image.png](data:image/png;base64,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)" ] }, { "cell_type": "code", "execution_count": null, "id": "5aYtqrTG8Xpa", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 76 }, "id": "5aYtqrTG8Xpa", "outputId": "b5ff0a91-0bc2-42e6-a575-611d3170731d" }, "outputs": [], "source": [ "sound_file = \"/content/LibriSpeech/dev-clean-processed/652-129742-0008.wav\"\n", "display(Audio(sound_file, autoplay=True))" ] }, { "cell_type": "markdown", "id": "jz9qolfuvdFj", "metadata": { "id": "jz9qolfuvdFj" }, "source": [ "This is an example of an error in the dataset.\n", "The audio is challenging (quality is not very good, and the speaker is singing this phrase). But it is obvious that the reference transcript should be `grub pile grub pile`. Likely, the extra space in word `pile` was introduced by replacing a hyphen character with a space in the original dataset:" ] }, { "cell_type": "markdown", "id": "FrjjbUv0A3g9", "metadata": { "id": "FrjjbUv0A3g9" }, "source": [ 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)" ] }, { "cell_type": "code", "execution_count": null, "id": "sdKQ2hvB7bIa", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 76 }, "id": "sdKQ2hvB7bIa", "outputId": "b4e7ddcd-f124-47ea-ac93-67f68efdf707" }, "outputs": [], "source": [ "sound_file = \"/content/LibriSpeech/dev-clean-processed/6313-76958-0023.wav\"\n", "display(Audio(sound_file, autoplay=True))" ] }, { "cell_type": "markdown", "id": "uXbTGzVCvd8K", "metadata": { "id": "uXbTGzVCvd8K" }, "source": [ "Here is another example. I would not say that the models were wrong. When listening to the audio, you might actually think that the announcer is saying “guessed”.\n", "\n", "Therefore, if we see that both models make the same errors - this is a good reason to check the dataset." ] }, { "cell_type": "markdown", "id": "D4xWxRk8BLtb", "metadata": { "id": "D4xWxRk8BLtb" }, "source": [ 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)" ] }, { "cell_type": "code", "execution_count": null, "id": "MsOJGMOn8ERg", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 76 }, "id": "MsOJGMOn8ERg", "outputId": "09269135-92b6-415d-cb4f-8d7b86d31f3e" }, "outputs": [], "source": [ "sound_file = \"/content/LibriSpeech/dev-clean-processed/2428-83705-0008.wav\"\n", "display(Audio(sound_file, autoplay=True))" ] } ], "metadata": { "accelerator": "GPU", "colab": { "gpuType": "T4", "provenance": [] }, "kernelspec": { "display_name": "Python 3", "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": "3.8.10" } }, "nbformat": 4, "nbformat_minor": 5 }