Can I Run DeepSeek-R1-Distill-Qwen-32B on NVIDIA GeForce RTX 5090?

Autor: Jakub Rusinowski · Ostatnia aktualizacja: 29 września 2026

Yes, comfortably — DeepSeek R1 Distill Qwen 32B at Q4_K_M needs 22.3 GB at 8K context (19.3 GB weights + 3 GB KV cache/overhead), leaving ~9.7 GB of the NVIDIA GeForce RTX 5090's 32 GB, at ~64 tok/s (est.), with room for up to 32K context.

These figures are for DeepSeek-R1-Distill-Qwen-32B, a distill of Qwen2.5-32B — not the full DeepSeek R1. The full DeepSeek R1 (671B) needs about 405 GB of weights at Q4_K_M and is a different model.

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NVIDIA GeForce RTX 5090 32GB
32 GB VRAM · 575 W board power
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NVIDIA GeForce RTX 5090 Specs

VRAM32 GB
Memory Bandwidth1792 GB/s

DeepSeek R1 Distill Qwen 32B on the NVIDIA GeForce RTX 5090: VRAM by quantization

QuantVRAM neededFits 32 GB?Max contextWhole PC
F1666.9 GB✗ No——
Q8_036.9 GB✗ No—Build for this
Q6_K29.2 GB✓ Yes16K—
Q5_K_M25.6 GB✓ Yes16KBuild for this
Q4_K_M22.3 GB✓ Yes32KBuild for this
Q3_K_M16.6 GB✓ Yes64K—
Q2_K13.5 GB✓ Yes64K—

Assumes an 8K-token context with an f16 KV cache. A longer window needs more; a quantized KV cache needs less. “Max context” is the largest window that still fits in 32 GB. Figures are estimates from parameter count, quantization and memory bandwidth — the analyzer lets you tune KV-cache quant and context.

Superseded model. DeepSeek R1 has been superseded by DeepSeek V4. This page is kept for reference; the newer family is a better starting point. DeepSeek V4 needs at least 172.8 GB at Q4_K_M with an 8K context, so it does not fit the NVIDIA GeForce RTX 5090.

Context costs VRAM too. At Q4_K_M on the NVIDIA GeForce RTX 5090: 8K 22.3 GB · 32K 28.7 GB · 128K 54.5 GB ✗. Past 128K it no longer fits 32 GB — a q8_0 KV cache buys roughly half of that back, which the calculator will price for you.

No compatible GPU? DeepSeek R1 Distill Qwen 32B on 32 GB of system RAM, CPU only: runs comfortably.

DeepSeek R1 Sizes That Fit the NVIDIA GeForce RTX 5090 (at 8K context)

DeepSeek R1 Distill Qwen 32BQ4_K_M · 22.3 GB at 8K context · ~64 tok/s (est.)
DeepSeek R1 Distill Qwen 14BQ4_K_M · 10.6 GB at 8K context · ~121 tok/s (est.)
DeepSeek R1 Distill Llama 8BQ4_K_M · 6.7 GB at 8K context · ~173 tok/s (est.)
Buy vs. rent DeepSeek-R1-Distill-Qwen-32B
Buy the GPU
~$1,999
NVIDIA GeForce RTX 5090 · MSRP
Rent by the hour
from $0.34/hr
RTX 4090 (24 GB) class

At 2 hrs/day, buying (~$1,999) beats renting at $0.34/hr after about 8.2 years.

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Cloud rates verified 2026-07 — estimates, and marketplace prices vary. Buying price is GPU MSRP only, not a full PC.

FAQ

DeepSeek R1 on the NVIDIA GeForce RTX 5090 — does it fit?

Yes, comfortably — DeepSeek R1 Distill Qwen 32B at Q4_K_M needs 22.3 GB at 8K context (19.3 GB weights + 3 GB KV cache/overhead), leaving ~9.7 GB of the NVIDIA GeForce RTX 5090's 32 GB, at ~64 tok/s (est.), with room for up to 32K context.

Which DeepSeek R1 variant fits best on the NVIDIA GeForce RTX 5090?

DeepSeek R1 Distill Qwen 32B at Q4_K_M quantization needs 22.3 GB at 8K context (19.3 GB weights + 3 GB KV cache/overhead), estimated ~64 tokens/sec, up to 32K context.

Every DeepSeek R1 size on the NVIDIA GeForce RTX 5090

SizeVRAM at 8KVerdictSpeed
DeepSeek R1 (671B)406.5 GBDoes not fit—
DeepSeek R1 Distill Qwen 14B10.6 GBRuns~121 tok/s
DeepSeek R1 Distill Llama 8B6.7 GBRuns~173 tok/s

DeepSeek R1 on Other GPUs

Popular Models on the NVIDIA GeForce RTX 5090

VRAM Tier

Troubleshooting

Buying Guide

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