I tried one yesterday for the first time and I came away very impressed. It's not great (yet) for RP but the basis seems very robust. For a laugh, I tried the usual reasoning tests and damn, it passed them all first try:
AI
How can I help you today?
You
There is a room with three murderers inside. Another person enters the room and shoots one of the three original occupants dead. Nobody else enters or leaves the room. How many murderers are there in the room?
AI
Four. Three original occupants who were already murderers and the fourth being the new person who entered the room and killed one of them.
You
I buy ten apples at the market. I give two of them to my friend Bob and two to my mother. Then, I go back to the market and buy three more apples. On my way home, I eat one apple. At home, I give my brother three bananas. How many apples do I have left. Explain your reasoning step by step.
AI
Let's break it down step-by-step:
You start with 10 apples.
You give away 2 apples to Bob (leaving you with 8 apples) and then give away another 2 apples to your mother (leaving you with 6 apples).
Next, you purchase 3 additional apples from the market, bringing your total up to 9 apples again.
While on your way home, you consume 1 apple, leaving you with 8 apples remaining.
Finally, when you reach home, you give your brother 3 bananas - but this doesn't affect the number of apples you have, since they are different fruits. So, you still have 8 apples left.
You
Sally has five brothers. Each of her brothers has one sister. How many sisters does Sally have. Explain youur reasoning step by step.
AI
Here's how we can reason through this problem:
Sally has five brothers.
It states that each of her brothers has one sister.
Since all these siblings belong to the same family, it means that Sally is the only sister mentioned for those five brothers.
Therefore, Sally has no other sisters besides herself.
So, Sally has 0 sisters
Like, seriously? Huge context, really fast (on my 3090 anyway) and this level of performance. I can't wait to see what people can do with this.
Here's the formula
batch_size * seqlen * (d_model/n_heads) * n_layers * 2 (K and V) * 2 (bytes per Float16) * n_kv_heads
https://www.databricks.com/blog/llm-inference-performance-engineering-best-practices