whisper
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whisper | frogbase | |
---|---|---|
343 | 14 | |
60,303 | 754 | |
5.9% | - | |
6.4 | 4.3 | |
16 days ago | 6 months ago | |
Python | Python | |
MIT License | MIT License |
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
whisper
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Why I Care Deeply About Web Accessibility And You Should Too
Let’s not talk about local models as the hardware requirements are way beyond most of these people’s reach. I have a MacBook Air with an M2 chip and 8GB of RAM and can hardly run Whisper locally, so I use this HuggingFace space.
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How I built NotesGPT – a full-stack AI voice note app
Last week, I launched notesGPT, a free and open source voice note app that has 35,000 visitors, 7,000 users, and over 1,000 GitHub stars so far in the last week. It allows you to record a voice note, transcribes it uses Whisper, and uses Mixtral via Together to extract action items and display them in an action items view. It’s also fully open source and comes equipped with authentication, storage, vector search, action items, and is fully responsive on mobile for ease of use.
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Ask HN: Can AI break a speech audio into individual words?
I found a pretty good discussion in the topic here:
https://github.com/openai/whisper/discussions/1243
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WhisperSpeech – An Open Source text-to-speech system built by inverting Whisper
There is a plot of language performance on their repo: https://github.com/openai/whisper
I am not aware of a multi-lingual leaderboard for speech recognition models.
- Ask HN: AI that allows you to make phone calls in a language you don't speak?
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Ask HN: Favorite Podcast Episodes of 2023?
I don't know how OP does it, but here's how I'd do it:
* Generate a transcript by runing Whisper against the podcast audio file: https://github.com/openai/whisper
* Upload transcript to ChatGPT and ask it to summarize.
* Automate all the above.
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Need advice
Ahh, that makes sense. I've been building something like that, but only from other languages into English using Whisper
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Subtitle is now open-source
Whisper already generates subtitles[0], supporting VTT and SRT so this is just a thin wrapper around that.
[0]: https://github.com/openai/whisper/blob/e58f28804528831904c3b...
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StyleTTS2 – open-source Eleven Labs quality Text To Speech
> although it does require you to wear headphones so the bot doesn't hear itself and get interrupted.
Maybe you can rely on some sort of speaker identification to sort this out?
https://github.com/openai/whisper/discussions/264
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Federated Finetuning of OpenAI's Whisper on Raspberry Pi 5
v3 only comes in one flavor: large.
I don’t think you’re going to have a good time running the large model on a Pi of any kind.
The large models are 32x slower than the tiny models, roughly.[0]
I’m seeing people report that the Pi 4 can transcribe 30 seconds of audio in somewhere between 30 seconds and 60 seconds with the tiny model.
You can do the math… 32x = 16 minutes to 32 minutes to transcribe 30 seconds of audio with the large model. Not a good time for most people.
The Pi 5 could be 2x to 3x faster.
I should benchmark my Pi 4 sometime (or Pi 5, if it ever shows up).
[0]: https://github.com/openai/whisper/blob/main/README.md#availa...
frogbase
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For people who tried whisper
If you’re looking to use a local deployment and are comfortable with python projects, this deployment was fairly easy to use: https://github.com/hayabhay/whisper-ui
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I have a two-step process for taking notes on transcripts that I'd like to share, but am also looking for feedback for the final step
I recommend using chat GPT to learn some very basic python/programming tho. I like this one https://github.com/hayabhay/whisper-ui which uses streamlit for easy to use UI for bulk transcriptions.
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(Preferably) Self Hosted Podcasts with searchable transcripts
This tool 2 out of the 4 items you mentioned: https://github.com/hayabhay/whisper-ui
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Whispers AI Modular Future
What utilities related to Whisper do you wish existed? What have you had to build yourself?
On the end user application side, I wish there was something that let me pick a podcast of my choosing, get it fully transcribed, and get an embeddings search plus answer q&a on top of that podcast or set of chosen podcasts. I've seen ones for specific podcasts, but I'd like one where I can choose the podcast. (Probably won't build it)
Also on the end user side, I wish there was an Otter alternative (still paid $30/mo, but unlimited minutes per month) that had longer transcription limits. (Started building this, not much interest from users though)
Things I've seen on the dev tool side:
Gladia (API call version of Whisper)
Whisper.cpp
Whisper webservice (https://github.com/ahmetoner/whisper-asr-webservice) - via this thread
Live microphone demo (not real time, it still does it in chunks) https://github.com/mallorbc/whisper_mic
Streamlit UI https://github.com/hayabhay/whisper-ui
Whisper playground https://github.com/saharmor/whisper-playground
Real time whisper https://github.com/shirayu/whispering
Whisper as a service https://github.com/schibsted/WAAS
Improved timestamps and speaker identification https://github.com/m-bain/whisperX
MacWhisper https://goodsnooze.gumroad.com/l/macwhisper
Crossplatform desktop Whisper that supports semi-realtime https://github.com/chidiwilliams/buzz
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[P] Whisper-UI Update: You can now bulk-transcribe, save & search transcriptions with Streamlit & SQLAlchemy 2.0 [details in the comments]
Github Repo: https://github.com/hayabhay/whisper-ui
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Self-host Whisper As a Service with GUI and queueing. Schibsted created a transcription service for our journalists to transcribe audio interviews and podcasts really quick.
People may also like this tool which is a bit more about searching the contents. https://github.com/hayabhay/whisper-ui
- Show HN: Self-host Whisper As a Service with GUI and queueing
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Audio equivalent of paperless?
There is whisper ui to create meta data (speech 2 text).
- Whisper-UI: You can now bulk-transcribe, save & search transcriptions from YouTube with OpenAI's Whisper, Streamlit & SQLAlchemy 2.0
- Whisper-UI Update: You can now bulk-transcribe, save & search transcriptions with Streamlit & SQLAlchemy 2.0
What are some alternatives?
vosk-api - Offline speech recognition API for Android, iOS, Raspberry Pi and servers with Python, Java, C# and Node
whisper.cpp - Port of OpenAI's Whisper model in C/C++
silero-vad - Silero VAD: pre-trained enterprise-grade Voice Activity Detector
transcribe-anything - Input a local file or url and this service will transcribe it using Whisper AI. Completely private and Free 🤯🤯🤯
buzz - Buzz transcribes and translates audio offline on your personal computer. Powered by OpenAI's Whisper.
FlexGen - Running large language models on a single GPU for throughput-oriented scenarios.
NeMo - A scalable generative AI framework built for researchers and developers working on Large Language Models, Multimodal, and Speech AI (Automatic Speech Recognition and Text-to-Speech)
nlp
whisper-playground - Build real time speech2text web apps using OpenAI's Whisper https://openai.com/blog/whisper/
text-generation-webui - A Gradio web UI for Large Language Models. Supports transformers, GPTQ, AWQ, EXL2, llama.cpp (GGUF), Llama models.
audio-files-addon - Audio file support for Docspell