United States
DeepSeek-R1 Distill Qwen 32B
Hardware requirement
EstimatedRunning DeepSeek-R1 Distill Qwen 32B as Q4_K_M in Ollama at ~8,192 tokens of context.
How this is calculated
|
Model weights
derived
|
19 GB | 32.764 billion parameters × 0.58 bytes/param (Q4_K_M) ≈ 19.0 GB. |
|
KV cache (context memory)
derived
|
2.1 GB | 8,192 tokens × 64 layers × 2 × 8 KV heads × 128 head dim × 2 bytes ≈ 2.1 GB. Grows with context length. |
|
Runtime overhead
estimate
|
1 GB | Fixed VRAM overhead for Ollama (activations, CUDA context, fragmentation headroom). |
|
Total VRAM to run fully on GPU
estimate
|
22.2 GB | Weights + KV cache + overhead. This is what you need to keep the whole model on the graphics card for full speed. |
|
Recommended system RAM
estimate
|
32 GB | Headroom to load the model, run the OS, and hold any layers offloaded from the GPU. Rounded up to a standard kit size. |
|
Storage
estimate
|
2 TB NVMe recommended | Local model files are large (often tens of GB each). An NVMe SSD keeps load times reasonable. |
Memory figures are estimates derived from published model facts using a fixed method. They are not benchmarks. We do not publish tokens-per-second figures because we have no measured source for them.
Recommended builds
Minimum
"It runs."
Runs DeepSeek-R1 Distill Qwen 32B (Q4_K_M) in Ollama fully on the GPU at ~8K context.
-
Graphics CardAsus ROG STRIX OC EVA-02$0
This model needs about 22 GB of VRAM under lean settings. The Asus ROG STRIX OC EVA-02 (24 GB) is the most affordable card that holds the whole model on the GPU.
-
ProcessorAMD Ryzen 5 7500F$0
Local AI inference runs on the GPU, so a capable budget CPU like the AMD Ryzen 5 7500F keeps costs down without holding the model back.
-
MotherboardAsus TUF GAMING B650M-E WIFI$0
Matches the CPU socket (AM5) and DDR5 memory; a solid value board with room to expand.
-
MemoryCorsair Vengeance RGB 32 GB$91
This model wants about 32 GB of system RAM; the 32 GB DDR5 kit covers it with headroom for the OS and offload.
-
StorageCrucial P3 Plus$62
1 TB of NVMe — local model files are large (tens of GB each), and NVMe keeps load times short.
-
CPU CoolerNZXT Kraken Elite 360 RGB$0
Keeps the CPU cool and quiet under sustained load; compatible with the chosen socket.
-
Power SupplyCooler Master G800$0
Estimated system draw is about 553 W; the 800 W unit leaves headroom for GPU power spikes and efficiency.
-
CaseDeepcool CH160$0
Fits the motherboard form factor and has clearance for the graphics card ( mm).
2 of 8 parts have live offers.
Recommended
Your pick"The build we would buy."
Runs DeepSeek-R1 Distill Qwen 32B (Q4_K_M) in Ollama fully on the GPU at ~8K context.
-
Graphics CardNVIDIA Founders Edition$0
This model needs about 22 GB of VRAM. The NVIDIA Founders Edition (32 GB) holds it with comfortable headroom for longer context and running other apps alongside it.
-
ProcessorAMD Ryzen 5 7500F$0
The AMD Ryzen 5 7500F is a modern DDR5 platform — plenty for feeding the GPU, prompt processing, and everyday work, with an upgrade path.
-
MotherboardAsus TUF GAMING B650M-E WIFI$0
Matches the CPU socket (AM5) and DDR5 memory; a solid value board with room to expand.
-
MemoryCorsair Vengeance RGB 32 GB$91
This model wants about 32 GB of system RAM; the 32 GB DDR5 kit covers it with headroom for the OS and offload.
-
StorageSamsung 990 Pro$170
2 TB of NVMe — local model files are large (tens of GB each), and NVMe keeps load times short.
-
CPU CoolerCorsair iCUE H150i ELITE LCD XT$0
Keeps the CPU cool and quiet under sustained load; compatible with the chosen socket.
-
Power SupplyCooler Master G800$0
Estimated system draw is about 553 W; the 800 W unit leaves headroom for GPU power spikes and efficiency.
-
CaseDeepcool CH160$0
Fits the motherboard form factor and has clearance for the graphics card ( mm).
2 of 8 parts have live offers.
Max performance
"For users who value performance over budget."
Runs DeepSeek-R1 Distill Qwen 32B (Q4_K_M) in Ollama fully on the GPU at ~8K context.
-
Graphics CardPNY VCQRTX8000-PB$3,297
The most VRAM available here (48 GB) — maximum context and headroom, well above the ~22 GB this model needs.
-
ProcessorAMD Threadripper 3990X$2,700
The AMD Threadripper 3990X handles heavy multitasking, data prep, and CPU-side tokenization alongside a top GPU.
-
MotherboardAsus TUF GAMING X570-PLUS (WI-FI)$0
Matches the CPU socket (AM4) and DDR4 memory; a solid value board with room to expand.
-
$87
This model wants about 32 GB of system RAM; the 32 GB DDR4 kit covers it with headroom for the OS and offload.
-
StorageSamsung 990 Pro$170
2 TB of NVMe — local model files are large (tens of GB each), and NVMe keeps load times short.
-
CPU CoolerAsus ROG STRIX LC 360 RGB GUNDAM$1,621
Keeps the CPU cool and quiet under sustained load; compatible with the chosen socket.
-
Power SupplyCooler Master V SFX Platinum$207
Estimated system draw is about 758 W; the 1100 W unit leaves headroom for GPU power spikes and efficiency.
-
CaseNZXT H9 Flow (2023)$165
Fits the motherboard form factor and has clearance for the graphics card (435 mm).
3 of 8 parts have live offers.
Totals are the sum of current reference prices for each part, not live retailer pricing. Component choices are made purely on technical fit. We may earn a commission when you buy through links on this site. It never changes the price you pay, and it never affects which hardware we recommend. Learn more.