weichiang

3 yıl öncediscuss

say using A10G ~$1.2/hr and with full utilization on vllm 112 reqs/min => per req ~$0.00018 versus gpt-3.5 turbo $0.002 per 1k token

weichiang

3 yıl öncediscuss

the cost would be depending on GPU type/serving system/traffic pattern. check out some throughput comparison from vllm's blog post https://vllm.ai/ if you serve 7B on cost-optimized GPUs (A10G/L4) and keep it busy, it can be a lot cheaper than gpt3.5 turbo. tho it's not a fair comparison as 3.5's quality is still far better.

weichiang

3 yıl öncediscuss

leaderboard link: https://chat.lmsys.org/?leaderboard

weichiang

3 yıl öncediscuss

Surprised to learn StableLM is worse than plain LLaMA. link to their leaderboard: leaderboard.lmsys.org

weichiang

3 yıl öncediscuss

I asked GPT4All one of Vicuna's benchmark questions:

"What if the Internet had been invented during the Renaissance period?"

Check out their responses: https://imgur.com/a/mPrdZ1W More questions here: https://vicuna.lmsys.org/eval/

Note: not an apple-to-apple comparison but that's the model checkpoint I found on their git repo.

weichiang

3 yıl öncediscuss

See the original Vicuna post: https://news.ycombinator.com/item?id=35378683

weichiang

3 yıl öncediscuss

just tried it worked okay for me tho.

> Can you name all of the soccer players whose names contain a Z

> Here are all the soccer players whose names contain a "Z" that I could find:

Zlatan Ibrahimovic Zinedine Zidane Zlatko Zahovic Zeljko Kalac Zoran Banovic Zlatko Arsovic Zoran Savic Zoran Jovanovic Zoran Djurdjic Zoran Radosavljevic Zoran Zekic Zoran Mirkovic Zoran Sretenovic Zoran Sosic Zoran Luburic Zoran Vulin Zlatan Ljubijankic Zoran Lekovic Zoran Culibrk Zoran Bojovic Please note that this list may not be exhaustive, and there may be other soccer players with names containing "Z" that are not included.

Submissions

Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena

Google PaLM 2 ranked 6th on the LLM benchmark in the wild

Chatbot Arena: a crowd-sourced LLM leaderboard

State-of-the-Art Chatbot, Vicuna-7B, now runs on MacBook with GPU acceleration

State-of-the-art open-source chatbot, Vicuna-13B, just released model weights

Who's GPT-4's favorite? Battles between state-of-the-art chatbots.

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