distil-whisper
text-generation-inference
distil-whisper | text-generation-inference | |
---|---|---|
9 | 29 | |
3,236 | 8,053 | |
7.0% | 8.2% | |
8.9 | 9.6 | |
about 7 hours ago | 4 days ago | |
Python | Python | |
MIT License | Apache License 2.0 |
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distil-whisper
- FLaNK Stack 05 Feb 2024
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Distil-Whisper: a distilled variant of Whisper that is 6x faster
Training code will be released in the Distil-Whisper repository this week, enabling anyone in the community to distill a Whisper model in their choice of language!
- FLaNK Stack Weekly 06 Nov 2023
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AI — weekly megathread!
Hugging Face released Distil-Whisper, a distilled version of Whisper that is 6 times faster, 49% smaller, and performs within 1% word error rate (WER) on out-of-distribution evaluation sets [Details].
- Distil-Whisper: distilled version of Whisper that is 6 times faster, 49% smaller
- Distil-Whisper is up to 6x faster than Whisper while performing within 1% Word-Error-Rate on out-of-distribution eval sets
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Distilling Whisper on 20,000 hours of open-sourced audio data
- GitHub page: https://github.com/huggingface/distil-whisper/tree/main
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Talk-Llama
Is https://github.com/huggingface/distil-whisper on its way to whisper.cpp?
text-generation-inference
- FLaNK AI-April 22, 2024
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Zephyr 141B, a Mixtral 8x22B fine-tune, is now available in Hugging Chat
I wanted to write that TGI inference engine is not Open Source anymore, but they have reverted the license back to Apache 2.0 for the new version TGI v2.0: https://github.com/huggingface/text-generation-inference/rel...
Good news!
- Hugging Face reverts the license back to Apache 2.0
- HuggingFace text-generation-inference is reverting to Apache 2.0 License
- FLaNK Stack 05 Feb 2024
- Is there any open source app to load a model and expose API like OpenAI?
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AI Code assistant for about 50-70 users
Setting up a server for multiple users is very different from setting up LLM for yourself. A safe bet would be to just use TGI, which supports continuous batching and is very easy to run via Docker on your server. https://github.com/huggingface/text-generation-inference
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LocalPilot: Open-source GitHub Copilot on your MacBook
Okay, I actually got local co-pilot set up. You will need these 4 things.
1) CodeLlama 13B or another FIM model https://huggingface.co/codellama/CodeLlama-13b-hf. You want "Fill in Middle" models because you're looking at context on both sides of your cursor.
2) HuggingFace llm-ls https://github.com/huggingface/llm-ls A large language mode Language Server (is this making sense yet)
3) HuggingFace inference framework. https://github.com/huggingface/text-generation-inference At least when I tested you couldn't use something like llama.cpp or exllama with the llm-ls, so you need to break out the heavy duty badboy HuggingFace inference server. Just config and run. Now config and run llm-ls.
4) Okay, I mean you need an editor. I just tried nvim, and this was a few weeks ago, so there may be better support. My expereicen was that is was full honest to god copilot. The CodeLlama models are known to be quite good for its size. The FIM part is great. Boilerplace works so much easier with the surrounding context. I'd like to see more models released that can work this way.
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Mistral 7B Paper on ArXiv
A simple microservice would be https://github.com/huggingface/text-generation-inference .
Works flawlessly in Docker on my Windows machine, which is extremely shocking.
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best way to serve llama V2 (llama.cpp VS triton VS HF text generation inference)
I am wondering what is the best / most cost-efficient way to serve llama V2. - llama.cpp (is it production ready or just for playing around?) ? - Triton inference server ? - HF text generation inference ?
What are some alternatives?
WhisperInput - Offline voice input panel & keyboard with punctuation for Android.
llama-cpp-python - Python bindings for llama.cpp
pyvideotrans - Translate the video from one language to another and add dubbing. 将视频从一种语言翻译为另一种语言,并添加配音
ollama - Get up and running with Llama 3, Mistral, Gemma, and other large language models.
vid2cleantxt - Python API & command-line tool to easily transcribe speech-based video files into clean text
exllama - A more memory-efficient rewrite of the HF transformers implementation of Llama for use with quantized weights.
faster-whisper - Faster Whisper transcription with CTranslate2
basaran - Basaran is an open-source alternative to the OpenAI text completion API. It provides a compatible streaming API for your Hugging Face Transformers-based text generation models.
json-masker - High-performance JSON masker library in Java with no runtime dependencies
FlexGen - Running large language models on a single GPU for throughput-oriented scenarios.
willow - Open source, local, and self-hosted Amazon Echo/Google Home competitive Voice Assistant alternative
vllm - A high-throughput and memory-efficient inference and serving engine for LLMs