Insanely Fast Whisper speeds audio transcription 19× with Flash Attention 2

The open‑source Insanely Fast Whisper CLI tool leverages Flash Attention 2 to accelerate OpenAI Whisper transcription by 19 times—cutting a 2.5‑hour audio from 31 minutes to just 98 seconds on an Nvidia A100—while preserving accuracy and adding multilingual, speaker‑diarization, and precise timestamp features.

CLI toolFlash Attention 2GPU Acceleration

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Insanely Fast Whisper speeds audio transcription 19× with Flash Attention 2

Fun with Large Models

Nov 25, 2025 · Artificial Intelligence

Implementing Image Analysis and Audio Transcription in a Multimodal RAG System with LangChain 1.0

This tutorial extends a LangChain 1.0 multimodal RAG project by adding end‑to‑end image analysis and audio transcription features using Qwen3‑Omni, detailing data structures, utility classes, API changes, and Postman testing procedures.

Base64FastAPIImage Analysis

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Implementing Image Analysis and Audio Transcription in a Multimodal RAG System with LangChain 1.0

IT Services Circle

Feb 28, 2024 · Artificial Intelligence

Transcribing Audio and Video to Text with OpenAI Whisper and Faster‑Whisper

This article explains how to use OpenAI's Whisper and the faster‑Whisper wrapper to quickly convert audio or video files into searchable text, covering installation, Python code examples, a Swift client, and a Flask‑based server API for practical transcription workflows.

AIFast-WhisperPython

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Transcribing Audio and Video to Text with OpenAI Whisper and Faster‑Whisper

MaGe Linux Operations

Oct 8, 2020 · Artificial Intelligence

How to Transcribe Audio to Text with AssemblyAI’s Python API – Step‑by‑Step Guide

This tutorial walks you through setting up a Python environment, installing required dependencies, and using AssemblyAI’s high‑accuracy speech‑to‑text Web API to upload audio files, start transcription, and retrieve the transcribed text, including tips for handling API keys and checking transcription status.

APIAssemblyAIPython

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How to Transcribe Audio to Text with AssemblyAI’s Python API – Step‑by‑Step Guide