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ba4be087d5
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1116 lines
2.0 MiB
Plaintext
1116 lines
2.0 MiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"id": "sHAHlxz1HYc0",
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|
"metadata": {
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"id": "sHAHlxz1HYc0"
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},
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"source": [
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"# Introduction"
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]
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},
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{
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"cell_type": "markdown",
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"id": "9BVTGynbHSoy",
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|
"metadata": {
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"id": "9BVTGynbHSoy"
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|
},
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"source": [
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"[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."
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]
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},
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{
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|
"cell_type": "markdown",
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|
"id": "57pDMtWtHdxv",
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|
"metadata": {
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"id": "57pDMtWtHdxv"
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|
},
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"source": [
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"# Installation"
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|
]
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},
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{
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|
"cell_type": "markdown",
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|
"id": "JXu9TViTuyVy",
|
|
"metadata": {
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|
"id": "JXu9TViTuyVy"
|
|
},
|
|
"source": [
|
|
"During installation you may encounter pop up notifications from collab, with request to restart the runtime. **Decline** this, as colab's core default libraries have diferent versions."
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]
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},
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{
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"cell_type": "markdown",
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|
"id": "u_sKMlVpcAvO",
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|
"metadata": {
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|
"id": "u_sKMlVpcAvO"
|
|
},
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"source": [
|
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"First, let's install NeMo:"
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|
]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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|
"id": "c3919489",
|
|
"metadata": {
|
|
"id": "c3919489"
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|
},
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|
"outputs": [],
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"source": [
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"BRANCH = 'main'\n",
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"\n",
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"!git clone -b $BRANCH https://github.com/NVIDIA-NeMo/Speech\n",
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"\n",
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"!apt-get update && apt-get install -y libsndfile1 ffmpeg sox\n",
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"\n",
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"!cd ./NeMo/ && pip install -e \".[asr]\"\n",
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"!pip3 install -r ./NeMo/tools/speech_data_explorer/requirements.txt\n",
|
|
"\n"
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]
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|
},
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|
{
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|
"cell_type": "markdown",
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|
"id": "TOOhimHTrL9r",
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|
"metadata": {
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"id": "TOOhimHTrL9r"
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|
},
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"source": [
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"# Dataset"
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]
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},
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{
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"cell_type": "markdown",
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|
"id": "Eg2mqxC0XrOV",
|
|
"metadata": {
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|
"id": "Eg2mqxC0XrOV"
|
|
},
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"source": [
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|
"In this tutorial we use LibriSpeech test-other dataset to evaluate ASR models. Let's download and prepare the dataset."
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]
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},
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{
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"cell_type": "code",
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|
"execution_count": null,
|
|
"id": "LQYnm_hsYqyt",
|
|
"metadata": {
|
|
"id": "LQYnm_hsYqyt"
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|
},
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"outputs": [],
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"source": [
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"!python3 ./NeMo/scripts/dataset_processing/get_librispeech_data.py --data_sets test_other --data_root ."
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]
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|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "9737e0f1",
|
|
"metadata": {
|
|
"id": "9737e0f1"
|
|
},
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"source": [
|
|
"Before starting SDE, we need to run ASR inference on a given dataset and save predictions into a JSON manifest.\n"
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|
]
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},
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{
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"cell_type": "markdown",
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"id": "t5ruQ3x84Yiq",
|
|
"metadata": {
|
|
"id": "t5ruQ3x84Yiq"
|
|
},
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"source": [
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"It is assumed that you already have a JSON manifest containing the `audio_filepath` and reference `text` fields. Here is a minimal example:"
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]
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},
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{
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"cell_type": "markdown",
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"id": "ic-QvihbHMQa",
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"metadata": {
|
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"id": "ic-QvihbHMQa"
|
|
},
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"source": [
|
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"```\n",
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"{\n",
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" \"audio_filepath\": \"/LibriSpeech/dev-clean-processed/2902-9008-0000.wav\",\n",
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" \"text\": \"the place seemed fragrant with all the riches of greek\",\n",
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"}\n",
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"```"
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]
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},
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|
{
|
|
"cell_type": "markdown",
|
|
"id": "O7XnVkY0rXka",
|
|
"metadata": {
|
|
"id": "O7XnVkY0rXka"
|
|
},
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"source": [
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"# Transcription"
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]
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},
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{
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"cell_type": "markdown",
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"id": "rYe0xVTzjbhQ",
|
|
"metadata": {
|
|
"id": "rYe0xVTzjbhQ"
|
|
},
|
|
"source": [
|
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"To compare two models, JSON file should contain predictions from 1st (e.g., `Citrinet-256`) and 2nd (e.g., `Conformer-CTC Small`) models.\n",
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"\n",
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"NeMo includes a Python script for ASR inference: [`transcribe_speech.py`](https://github.com/NVIDIA/NeMo/blob/main/examples/asr/transcribe_speech.py).\n",
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"\n",
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"`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_CitNet`). `pred_name_postfix` parameter defines the custom field's name. In this example it is set to the abbreviated model name `CitNet`."
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]
|
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},
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|
{
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"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "928a9127",
|
|
"metadata": {
|
|
"id": "928a9127"
|
|
},
|
|
"outputs": [],
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|
"source": [
|
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"!python3 ./NeMo/examples/asr/transcribe_speech.py \\\n",
|
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"pretrained_name=\"stt_en_citrinet_256\" \\\n",
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"dataset_manifest=./test_other.json \\\n",
|
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"output_filename=\"test_other_CitNet.json\" \\\n",
|
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"batch_size=8 \\\n",
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"cuda=0 amp=True \\\n",
|
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"append_pred=True \\\n",
|
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"pred_name_postfix=\"CitNet\""
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "OfhJrSkvqrs6",
|
|
"metadata": {
|
|
"id": "OfhJrSkvqrs6"
|
|
},
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"source": [
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"`transcribe_speech.py` also reports overall WER for the given dataset. In our case, Citrinet-256's WER is 10.0%.\n",
|
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"\n",
|
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"Here is the first line of the newly created `test_other_CitNet.json` manifest file with Citrinet-256's predictions:"
|
|
]
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},
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|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "5e274c99",
|
|
"metadata": {
|
|
"id": "5e274c99"
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"!head -n 1 test_other_CitNet.json"
|
|
]
|
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},
|
|
{
|
|
"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": {
|
|
"id": "e88e4ed3"
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"!python ./NeMo/examples/asr/transcribe_speech.py \\\n",
|
|
"pretrained_name=\"stt_en_conformer_ctc_small\" \\\n",
|
|
"dataset_manifest=./test_other_CitNet.json \\\n",
|
|
"output_filename=\"test_other_CitNet_Conf_small.json\" \\\n",
|
|
"batch_size=8 \\\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",
|
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"Here is the first line of `test_other_CitNet_Conf_small.json` manifest file with transcripts by both ASR models\n",
|
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"- `pred_text_CitNet` by Citrinet-256\n",
|
|
"- `pred_text_conf_s` by Conformer-Small"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "551a2b33",
|
|
"metadata": {
|
|
"id": "551a2b33"
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"!head -n 1 test_other_CitNet_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.\n",
|
|
"\n",
|
|
"When running locally, you just running command \"python3 ./NeMo/tools/speech_data_explorer/data_explorer.py test_other_CitNet_Conf_small.json --port=8050 \\\n",
|
|
"-nc pred_text_CitNet pred_text_conf_s\" and conndect by provided link in your browser"
|
|
]
|
|
},
|
|
{
|
|
"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": "Fmh2uHfLgTrL",
|
|
"metadata": {
|
|
"id": "Fmh2uHfLgTrL"
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"import threading\n",
|
|
"import subprocess\n",
|
|
"import time\n",
|
|
"from IPython.display import HTML, display\n",
|
|
"from google.colab.output import eval_js\n",
|
|
"import os\n",
|
|
"\n",
|
|
"PORT = 8050\n",
|
|
"\n",
|
|
"def run_dash_app():\n",
|
|
" print(f\"Starting Dash app on port {PORT} in a background thread...\")\n",
|
|
" # Command to run your Dash application\n",
|
|
" command = [\n",
|
|
" \"python3\",\n",
|
|
" \"./NeMo/tools/speech_data_explorer/data_explorer.py\",\n",
|
|
" \"test_other_CitNet_Conf_small.json\",\n",
|
|
" f\"--port={PORT}\",\n",
|
|
" \"-nc\",\n",
|
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" \"pred_text_CitNet\",\n",
|
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" \"pred_text_conf_s\"\n",
|
|
" ]\n",
|
|
" try:\n",
|
|
" # Start the subprocess and redirect output to /dev/null\n",
|
|
" # This prevents the notebook from being flooded with server logs\n",
|
|
" process = subprocess.Popen(command, stdout=subprocess.DEVNULL, stderr=subprocess.DEVNULL)\n",
|
|
" print(\"Dash app process started.\")\n",
|
|
" # Keep the thread alive as long as the process is running\n",
|
|
" process.wait()\n",
|
|
" except Exception as e:\n",
|
|
" print(f\"Error starting Dash app: {e}\")\n",
|
|
"\n",
|
|
"# Start the Dash app in a separate thread\n",
|
|
"# Set daemon=True so the thread automatically exits when the main program exits\n",
|
|
"dash_thread = threading.Thread(target=run_dash_app, daemon=True)\n",
|
|
"dash_thread.start()\n",
|
|
"\n",
|
|
"# Give the server a moment to start up\n",
|
|
"time.sleep(5)\n",
|
|
"\n",
|
|
"# Get the Colab proxy URL\n",
|
|
"proxy_url = eval_js(f\"google.colab.kernel.proxyPort({PORT})\")\n",
|
|
"\n",
|
|
"# Display link\n",
|
|
"print(f\"\\nDash app should be accessible at:\")\n",
|
|
"display(HTML(f'<a href=\"{proxy_url}\" target=\"_blank\">Click to open Dash app</a>'))\n",
|
|
"print(\"\\nIf the link doesn't work, wait a few more seconds and try refreshing the page, or re-run this cell.\")\n",
|
|
"print(\"To stop the server, you may need to interrupt the Colab runtime (Runtime -> Interrupt execution).\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 12,
|
|
"id": "e69fc876",
|
|
"metadata": {
|
|
"id": "e69fc876"
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"# !python3 ./NeMo/tools/speech_data_explorer/data_explorer.py test_other_CitNet_Conf_small.json --port=8050 \\\n",
|
|
"# -nc pred_text_CitNet 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": [
|
|
""
|
|
]
|
|
},
|
|
{
|
|
"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 Citrinet-256 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": [
|
|
""
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "WhRiRrVCDUVO",
|
|
"metadata": {
|
|
"id": "WhRiRrVCDUVO"
|
|
},
|
|
"source": [
|
|
""
|
|
]
|
|
},
|
|
{
|
|
"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": [
|
|
""
|
|
]
|
|
},
|
|
{
|
|
"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": [
|
|
""
|
|
]
|
|
},
|
|
{
|
|
"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": [
|
|
""
|
|
]
|
|
},
|
|
{
|
|
"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": [
|
|
""
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "ee18d226",
|
|
"metadata": {
|
|
"id": "ee18d226"
|
|
},
|
|
"source": [
|
|
"It is easy to add complex filtering expressions:"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "I3JT9-afEgAY",
|
|
"metadata": {
|
|
"id": "I3JT9-afEgAY"
|
|
},
|
|
"source": [
|
|
""
|
|
]
|
|
},
|
|
{
|
|
"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": [
|
|
""
|
|
]
|
|
},
|
|
{
|
|
"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": [
|
|
""
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "MiycGa3NGQQT",
|
|
"metadata": {
|
|
"id": "MiycGa3NGQQT"
|
|
},
|
|
"source": [
|
|
""
|
|
]
|
|
},
|
|
{
|
|
"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 Citrinet-256 and Conformer-Small transcribe the same utterance:\n",
|
|
"\n",
|
|
"* reference transcript is `the school of the wilderness`\n",
|
|
"* Citrinet-256'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": [
|
|
""
|
|
]
|
|
},
|
|
{
|
|
"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": [
|
|
""
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "vXf2v13ys84x",
|
|
"metadata": {
|
|
"id": "vXf2v13ys84x"
|
|
},
|
|
"source": [
|
|
"2) Domain specific term: `rheumatic`"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "BI7sIWh7o8zj",
|
|
"metadata": {
|
|
"id": "BI7sIWh7o8zj"
|
|
},
|
|
"source": [
|
|
""
|
|
]
|
|
},
|
|
{
|
|
"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": [
|
|
""
|
|
]
|
|
},
|
|
{
|
|
"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 Citrinet-256."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "J1jw_1c5pMRc",
|
|
"metadata": {
|
|
"id": "J1jw_1c5pMRc"
|
|
},
|
|
"source": [
|
|
""
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "IjXTQJZuC3Z-",
|
|
"metadata": {
|
|
"id": "IjXTQJZuC3Z-"
|
|
},
|
|
"source": [
|
|
"Let's write down words recognized only by Citrinet-256 and words recognized only by Conformer-Small:"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "57bPPFyxSPiJ",
|
|
"metadata": {
|
|
"id": "57bPPFyxSPiJ"
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"import pandas as pd\n",
|
|
"\n",
|
|
"data = {\n",
|
|
" \"CitNet_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": [
|
|
""
|
|
]
|
|
},
|
|
{
|
|
"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": {
|
|
"id": "9Q1aCuBC8QZm"
|
|
},
|
|
"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": [
|
|
""
|
|
]
|
|
},
|
|
{
|
|
"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": 75
|
|
},
|
|
"id": "iA-wfLFE-Lke",
|
|
"outputId": "f4024048-91fb-4043-97d3-bb7d702a3ef1"
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/html": [
|
|
"\n",
|
|
" <audio controls=\"controls\" autoplay=\"autoplay\">\n",
|
|
" <source 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\" type=\"audio/x-wav\" />\n",
|
|
" Your browser does not support the audio element.\n",
|
|
" </audio>\n",
|
|
" "
|
|
],
|
|
"text/plain": [
|
|
"<IPython.lib.display.Audio object>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"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 Citrinet-256 transcribes it as a single word."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "z3jISeCTrRVI",
|
|
"metadata": {
|
|
"id": "z3jISeCTrRVI"
|
|
},
|
|
"source": [
|
|
""
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "5aYtqrTG8Xpa",
|
|
"metadata": {
|
|
"colab": {
|
|
"base_uri": "https://localhost:8080/",
|
|
"height": 75
|
|
},
|
|
"id": "5aYtqrTG8Xpa",
|
|
"outputId": "fd73db6e-0c95-4796-ef7c-8feb7cf21a9b"
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/html": [
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"\n",
|
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" <audio controls=\"controls\" autoplay=\"autoplay\">\n",
|
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" <source 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\" type=\"audio/x-wav\" />\n",
|
|
" Your browser does not support the audio element.\n",
|
|
" </audio>\n",
|
|
" "
|
|
],
|
|
"text/plain": [
|
|
"<IPython.lib.display.Audio object>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"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": [
|
|
""
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "sdKQ2hvB7bIa",
|
|
"metadata": {
|
|
"colab": {
|
|
"base_uri": "https://localhost:8080/",
|
|
"height": 75
|
|
},
|
|
"id": "sdKQ2hvB7bIa",
|
|
"outputId": "afdbff46-d50d-4465-f8da-b46547993ad1"
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/html": [
|
|
"\n",
|
|
" <audio controls=\"controls\" autoplay=\"autoplay\">\n",
|
|
" <source 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\" type=\"audio/x-wav\" />\n",
|
|
" Your browser does not support the audio element.\n",
|
|
" </audio>\n",
|
|
" "
|
|
],
|
|
"text/plain": [
|
|
"<IPython.lib.display.Audio object>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"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": [
|
|
""
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "MsOJGMOn8ERg",
|
|
"metadata": {
|
|
"colab": {
|
|
"base_uri": "https://localhost:8080/",
|
|
"height": 75
|
|
},
|
|
"id": "MsOJGMOn8ERg",
|
|
"outputId": "af69e3ba-7989-45c9-f529-b8a883d3664b"
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/html": [
|
|
"\n",
|
|
" <audio controls=\"controls\" autoplay=\"autoplay\">\n",
|
|
" <source 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\" type=\"audio/x-wav\" />\n",
|
|
" Your browser does not support the audio element.\n",
|
|
" </audio>\n",
|
|
" "
|
|
],
|
|
"text/plain": [
|
|
"<IPython.lib.display.Audio object>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"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
|
|
} |