Ran DS V4-Flash-0731 Locally on 3xMI50 32GB @ ~15 t/s TG

Hey y'all. I'll be concise.

TL;DR:

DS V4-Flash-0731 @ UD-IQ2_M running fully in VRAM on 3xMI50s (90.9 GB model, 96 GB VRAM).

Actual speed on llama-server is:

- Text Generation: ~15-16 tokens/second stable. Never dipped below 14 tokens/second, even when the model was spitting out a 30K token long reply.
- Prompt Processing: ~105-110 tokens/second or so. Dipped down on prompt processing of smaller token-length prompts, which is pretty typical of course.

llama-server CLI logs, for those interested: https://pastebin.com/nXy9v0x8

I had a brief conversation with the model. Seemed mostly good. At a glance, I noticed 1 mistake: It mixed up the MI50's memory bandwidth (1 TB/s) with PCIe 4.0's bidirectional bandwidth (64 GB/s).

For those interested, I exported the conversation .jsonl from llama-server's web UI. You can find it here: https://pastebin.com/CwHm5cTf

I only ran a single coding test, as I don't have too much time to thoroughly evaluate the quality of the quant right now. The test I ran is copied from this post by u/perelmanych from 16 hours ago. Specifically, the rubik's cube test that was shown and coded by DS V4-Flash-0731 through DeepSeek's official API, so I'm guessing it's the full precision model. For a given definition of full precision; it's natively FP4 + FP8 mixed precision. Here is the prompt (same as the one from the aforementioned post) that was used:

Create a single HTML file with a canvas animation: a 3D Rubik's Cube rendered with simulated perspective on the 2D canvas (no WebGL, no libraries). Orientation: white on top, green facing front, red on the right. Use standard notation: /F/B = clockwise quarter turn of the right/left/up/down/front/back face (viewed from that face), an apostrophe = counterclockwise. Sequence: (1) Show the solved cube slowly rotating for 2 seconds. (2) Scramble it with exactly these 10 animated face turns, one at a time: R, U, F', D, L', B, R', U', F, D'. (3) Pause 2 seconds. (4) Solve it with exactly these 10 animated face turns: D, F', U, R, B', L, D', F, U', R'. (5) End on the solved cube rotating slowly. Each face turn must be smoothly animated (~0.5s), with correct sticker colors tracked through every move, visible gaps between stickers, and shading based on face orientation. The cube keeps slowly rotating in space throughout. No user interaction. 

Here's a pastebin of the HTML code generated by my local DS V4-Flash: https://pastebin.com/43bzF2cm

See the attached clip to see it running.

I'll refrain from giving my opinion yet on the quality of the local quants because I haven't used it yet to form a well-informed opinion. I'm just, in general, blown away that I can run it locally at all. I do use the DS API frequently as-is, and it's amazing that I have the option of running it locally if I so desire.