I have been kicking the tires for about 40 minutes since it downloaded and it seems excellent at general tasks, image comprehension and coding/tool-calling (using VLLM to serve it). I think it squeaks past Gemma4 but it's hard to tell yet.
An "obvious" point to make is that it is not particularly usable on a unified memory machine. Only getting 9 tok/s (for Q6 quants) using a Macbook M4 Pro 48GB memory (though with GGUFs, not mlx).
The quality seems fine, but the 9 tok/s mean I only tried it out briefly.
I have been kicking the tires for about 40 minutes since it downloaded and it seems excellent at general tasks, image comprehension and coding/tool-calling (using VLLM to serve it). I think it squeaks past Gemma4 but it's hard to tell yet.
good to hear! Do you mind sharing your setup and tokens / seconds performance ?
I'm running the unquantized base model on 2xA6000s (Ampere gen, 48GB each). Runs at about 25 tokens/second.
1 reply →
An "obvious" point to make is that it is not particularly usable on a unified memory machine. Only getting 9 tok/s (for Q6 quants) using a Macbook M4 Pro 48GB memory (though with GGUFs, not mlx).
The quality seems fine, but the 9 tok/s mean I only tried it out briefly.