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awesome-llm's Issues

Logarithm Math for Neural Nets

Suggestion for LLM neural net model speedup which is very easy to achieve, will VASTLY speed up processing and the end result will basically be identical. LOGARITHMIC MATH.

Refer to the MATHOLOGER video on ANTI-SHAPESHIFTERS.

Simply put, in neural net matrixes, there are endless multiplication and divide functions. However in LOGARITHMIC math, LOG(X)+LOG(Y)=LOG(X * Y).
Likewise, LOG(X)-LOG(Y)=LOG(X / Y).

So, how to take advantage of these speedups?
If your neural net matrix is Algebraic in format, you convert the values to the LOG(X) value. Then all the multiply & divide math becomes addition and subtraction which uses considerably less processing. The end calculation result is in LOG(X) format, so you convert it back into Algebraic format by using the inverse logarithm routine. The matrix math as logarithm math will speed up everything by a factor of 10 per decimal point of accuracy (8 decimal points netting you a math speedup of 10000000 times the previous efforts using multiplication and division math).

Job opportunity

Hi Hannibal,
My apologies for contacting you through your opensource project, but this is one method we use when headhunting exceptional talents on behalf of our clients within AI. I took a look through your work, and I am very impressed.

We are partnered with a US startup called Play.ht who have developed advanced text to speech technology to generate human grade AI voices from text in rapid time. After an incredibly successful launch they have over 7000 customers from small startups to enterprise level multinationals including SalesForce, Samsung and Verizon, content creators and video editors who can make use of 800 voices across 60 languages.

The three major use cases for their voice technology are video editing & voice cloning for post production edits, voiceovers for YouTube and video content, e-learning and training, IVR systems and audio accessibility. The platform decreases time for recording and updating and cost. Hiring voice actors is expensive and future editing is limited.

They are looking to scale their Engineering and Research team with Senior to principal level hires to build large generative LLM based models, end to end. You will be fully hands on building, training and deploying advanced voice models and deliver a human grade, context understanding speech product across two product areas, a library of over 100 ready to use voices and a text to voice editor API. To be successful in this role you will have previous experience building and training large generative models to deployment in a production setting at scale. Any experience in the TTS/ Voice space is a big plus but not essential.

In return you can expect a strong comp package including meaningful equity and a strong salary. You will also be one of the early team, responsible for bringing some of the most advanced and realistic voice products to market to be deployed across a number of industries and used worldwide.

This position can be fully remote, anywhere in the world, and you will work with a small, but rapidly scaling international team of world class engineers and developers.

Please can you let me know if you and I can organise a time to speak?
Here is a link to my LinkedIn profile - https://www.linkedin.com/in/jackdev/
And here is a link to my calendar - https://calendly.com/jackcubiq/20min

ai00_rwkv_server

AI00 RWKV Server is an inference API server based on the RWKV model.

It supports VULKAN/DX12/openGL parallel and concurrent batched inference and can run on all GPUs that support VULKAN/DX12/openGL. No need for Nvidia cards!!! AMD cards and even integrated graphics can be accelerated!!!

No need for bulky pytorch, CUDA and other runtime environments, it's compact and ready to use out of the box!

Compatible with OpenAI's ChatGPT API interface.

100% open source and commercially usable, under the MIT license.

If you are looking for a fast, efficient, and easy-to-use LLM API server, then AI00 RWKV Server is your best choice. It can be used for various tasks, including chatbots, text generation, translation, and Q&A.

https://github.com/cgisky1980/ai00_rwkv_server

Architecture of different LLMs

I am looking for architecture of different LLM Models, it can be textual as well as informal graphical representations, web resources would do too.

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