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Integrating Speech-to-Text Functionality in Django Applications

Category: CRYPTO NEWS

The post Integrating Speech-to-Text Functionality in Django Applications appeared on BitcoinEthereumNews.com. Lawrence Jengar Sep 28, 2024 03:26 Learn how to integrate Speech-to-Text into Django apps using AssemblyAI API. Build an app to transcribe audio files and display the transcriptions. Integrating Speech-to-Text functionality into Django applications can significantly enhance user experience by allowing audio transcription directly within the app. According to AssemblyAI, developers can leverage their API to implement this feature seamlessly. Setting Up the Project To get started, create a new project folder and establish a virtual environment: # Mac/Linux python3 -m venv venv . venv/bin/activate # Windows python -m venv venv .\venv\Scripts\activate.bat Next, install the necessary packages including Django, AssemblyAI Python SDK, and python-dotenv: pip install Django assemblyai python-dotenv Creating the Django Project Create a new Django project named ‘stt_project’ and a new app within it called ‘transcriptions’: django-admin startproject stt_project cd stt_project python manage.py startapp transcriptions Building the View In the ‘transcriptions’ app, create a view to handle file uploads and transcriptions. Open transcriptions/views.py and add the following code: from django.shortcuts import render from django import forms import assemblyai as aai class UploadFileForm(forms.Form): audio_file = forms.FileField() def index(request): context = None if request.method == 'POST': form = UploadFileForm(request.POST, request.FILES) if form.is_valid(): file = request.FILES['audio_file'] transcriber = aai.Transcriber() transcript = transcriber.transcribe(file.file) file.close() context = {'transcript': transcript.text} if not transcript.error else {'error': transcript.error} return render(request, 'transcriptions/index.html', context) Defining URL Configuration Map the view to a URL by creating transcriptions/urls.py: from django.urls import path from . import views urlpatterns = [ path('', views.index, name="index"), ] Include this app URL pattern in the global project URL configuration in stt_project/urls.py: from django.contrib import admin from django.urls import include, path urlpatterns = [ path('', include('transcriptions.urls')), path('admin/', admin.site.urls), ] Creating the HTML Template Inside the ‘transcriptions/templates’ directory, create an index.html file with the following content: AssemblyAI Django App Transcript: {% if error %} {{ error }}…

2024-09-28T03:29:09+00:00

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