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Can the NVIDIA RTX PRO 6000 Blackwell run DeepSeek V4.1 Flash?

RTX PRO 6000 Blackwell × DeepSeek V4.1 Flash8K context
NoDoes not fit in memory
Memory at Q4_K_M463.4 GB of 96 GB
Weights 462.6 GBKV cache 0.2 GBRuntime 0.6 GB
On the GPU21%of the Q4_K_M weights
In system RAM367.4 GBthe rest spills over
Offload speed~4.6tokens per second
  1. FP16
  2. Q8_0
  3. Q6_K
  4. Q5_K_M
  5. Q4_K_M
  6. Q3_K_M
  7. Q2_K

No. Even at Q4_K_M, DeepSeek V4.1 Flash needs about 463.4 GB, but the NVIDIA RTX PRO 6000 Blackwell has 96 GB usable. You could offload some layers to system RAM, but it will be very slow.

Try other context lengths

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Memory needed by quantization

At 8,192 tokens of context. The black line marks the 96 GB the NVIDIA RTX PRO 6000 Blackwell can use.

QuantQualityMemoryFits?Speed
FP16Full quality1526.8 GBToo big—
Q8_0Near-lossless811.5 GBToo big—
Q6_KExcellent626.4 GBToo big—
Q5_K_MVery good543.5 GBToo big—
Q4_K_MGood, most popular463.4 GBToo big—
Q3_K_MNoticeably degraded373.7 GBToo big—
Q2_KHeavily degraded286.9 GBToo big—

Measured speed from real RTX PRO 6000 Blackwell owners

Tokens per second that people measured on their own NVIDIA RTX PRO 6000 Blackwell, next to our estimate.

No one has measured DeepSeek V4.1 Flash on the NVIDIA RTX PRO 6000 Blackwell yet. The speeds above are estimates. Run the benchmark and yours becomes the first real number on this page.

Have an RTX PRO 6000 Blackwell? Add your real speed

One command times DeepSeek V4.1 Flash in your own Ollama, shows you exactly what it would send, and asks before sending anything. No sign-up, no personal data.

macOS and Linux

curl -fsSL https://gpufit.dev/bench.sh | sh

Windows (PowerShell)

irm https://gpufit.dev/bench.ps1 | iex

How the benchmark works

Models that run well on the NVIDIA RTX PRO 6000 Blackwell

Frequently asked questions

Can NVIDIA RTX PRO 6000 Blackwell run DeepSeek V4.1 Flash?

No. Even at Q4_K_M, DeepSeek V4.1 Flash needs about 463.4 GB, but the NVIDIA RTX PRO 6000 Blackwell has 96 GB usable. You could offload some layers to system RAM, but it will be very slow.

How much VRAM does DeepSeek V4.1 Flash need?

About 463.4 GB at Q4_K_M with 8,192 tokens of context, and about 1526.8 GB at full FP16 precision.

How fast is DeepSeek V4.1 Flash on the NVIDIA RTX PRO 6000 Blackwell?

It does not fit in the NVIDIA RTX PRO 6000 Blackwell's memory, so most layers would run from system RAM and generation would be very slow.