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Hardware to run DeepSeek R1 Distill 70B

Reasoning-distilled Llama 70 B. Best local 70 B for math/logic in early 2025; now lapped by Qwen 3.6-27B dense (better coding) and DeepSeek V4-Flash (better everything else).

DeepSeek · text
DeepSeek R1 Distill 70B
70 B params 40 GB Q4 file 48 GB min Q4 57 GB min Q5 92 GB min Q8 128K ctx MIT (distill) 🤗
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Quantization
Availability
Cheapest

Quad AMD MI50 32 GB (128 GB) homelab build

AMD · rack/large tower
$2,500
tokens / secQ4
30B 50 t/s
70B 35 t/s
120B-MoE 45 t/s
Memory128 GB · 122 usable
Bandwidth1024 GB/s
Idle / Active75 W / 1200 W
Sticker$2,500
Why: Lowest sticker that still fits DeepSeek R1 Distill 70B ($2.5k USD).
Fastest

DGX B200 — 8× B200 server (1.44 TB HBM3e)

NVIDIA · 10U DGX server
$475,000
tokens / secQ4
30B 270 t/s
70B 180 t/s
120B-MoE 330 t/s
Memory1440 GB · 1404 usable
Bandwidth8000 GB/s
Idle / Active900 W / 10200 W
Sticker$475,000
Why: Highest measured tg/s — 180 t/s on DeepSeek R1 Distill 70B-class models at Q4.
All-rounder

Mac Studio M3 Ultra 256 GB

Apple · small desktop
$7,999
tokens / secQ4
30B 38 t/s
70B 18 t/s
120B-MoE 55 t/s
Memory256 GB · 232 usable
Bandwidth819 GB/s
Idle / Active10 W / 180 W
Sticker$7,999
Why: Top quartile across speed, value, memory headroom, and efficiency — the "buy this if unsure" pick.
📺 Reviews on YouTube
Best value

Dual AMD Radeon AI Pro R9700 build (64 GB)

AMD · workstation
$3,700
tokens / secQ4
30B 30 t/s
70B 22 t/s
120B-MoE 40 t/s
Memory64 GB · 62 usable
Bandwidth640 GB/s
Idle / Active50 W / 600 W
Sticker$3,700
Why: Best $/tg-per-second — ~$168 per t/s.
Best CUDA

DGX H200 — 8× H200 server (1.13 TB HBM3e)

NVIDIA · 8U DGX / HGX server rack
$380,000
tokens / secQ4
30B 250 t/s
70B 170 t/s
120B-MoE 310 t/s
Memory1128 GB · 1100 usable
Bandwidth4800 GB/s
Idle / Active700 W / 6500 W
Sticker$380,000
Why: Strongest CUDA-only software stack among fitting builds.
Most VRAM

12× RTX Pro 6000 Blackwell rack (1152 GB)

NVIDIA · 8U server rack (multi-node, 1-2 chassis)
$118,000
tokens / secQ4
30B 250 t/s
70B 170 t/s
120B-MoE
Memory1152 GB · 1116 usable
Bandwidth1792 GB/s
Idle / Active340 W / 7400 W
Sticker$118,000
Why: 1116 GB usable — most headroom for batching and longer contexts.
Efficient

MacBook Pro M4 Max 64 GB

Apple · laptop
$3,999
tokens / secQ4
30B 22 t/s
70B 10 t/s
120B-MoE 18 t/s
Memory64 GB · 54 usable
Bandwidth410 GB/s
Idle / Active6 W / 90 W
Sticker$3,999
Why: 90 W active — lowest power draw of the fitting builds.
Cheapest

AMD Ryzen AI Max+ 395 (128 GB)

AMD · mini desktop / laptop
$2,799
tokens / secQ4
30B 16 t/s
70B 5.0 t/s
120B-MoE 47 t/s
Memory128 GB · 96 usable
Bandwidth256 GB/s
Idle / Active8 W / 120 W
Sticker$2,799
Why: Lowest sticker that still fits DeepSeek R1 Distill 70B ($2.8k USD).
Fastest

Single B200 180 GB workstation

NVIDIA · workstation / 4U server
$47,000
tokens / secQ4
30B 135 t/s
70B 75 t/s
120B-MoE 120 t/s
Memory180 GB · 176 usable
Bandwidth8000 GB/s
Idle / Active100 W / 1000 W
Sticker$47,000
Why: Highest measured tg/s — 75 t/s on DeepSeek R1 Distill 70B-class models at Q4.
All-rounder

MacBook Pro M5 Max 128 GB

Apple · laptop
$5,399
tokens / secQ4
30B 30 t/s
70B 14 t/s
120B-MoE 65 t/s
Memory128 GB · 108 usable
Bandwidth614 GB/s
Idle / Active6 W / 95 W
Sticker$5,399
Why: Top quartile across speed, value, memory headroom, and efficiency — the "buy this if unsure" pick.
Best value

Dual AMD Radeon AI Pro R9700 build (64 GB)

AMD · workstation
$3,700
tokens / secQ4
30B 30 t/s
70B 22 t/s
120B-MoE 40 t/s
Memory64 GB · 62 usable
Bandwidth640 GB/s
Idle / Active50 W / 600 W
Sticker$3,700
Why: Best $/tg-per-second — ~$168 per t/s.
Best CUDA

Single H200 141 GB workstation

NVIDIA · workstation / 2U server
$40,000
tokens / secQ4
30B 125 t/s
70B 70 t/s
120B-MoE 112 t/s
Memory141 GB · 138 usable
Bandwidth4800 GB/s
Idle / Active60 W / 700 W
Sticker$40,000
Why: Strongest CUDA-only software stack among fitting builds.
Most VRAM

Mac Studio M3 Ultra 512 GB

Apple · small desktop
$14,199
tokens / secQ4
30B 38 t/s
70B 18 t/s
120B-MoE 55 t/s
Memory512 GB · 480 usable
Bandwidth819 GB/s
Idle / Active12 W / 220 W
Sticker$14,199
Why: 480 GB usable — most headroom for batching and longer contexts.
Efficient

MacBook Pro M4 Max 64 GB

Apple · laptop
$3,999
tokens / secQ4
30B 22 t/s
70B 10 t/s
120B-MoE 18 t/s
Memory64 GB · 54 usable
Bandwidth410 GB/s
Idle / Active6 W / 90 W
Sticker$3,999
Why: 90 W active — lowest power draw of the fitting builds.

Every other build that runs DeepSeek R1 Distill 70B

36 additional builds fit DeepSeek R1 Distill 70B at Q4_K_M (48 GB usable minimum), sorted by sticker price.

BuildPriceMemoryBandwidthtg/s (Q4)Active W5-yr power
Quad Tesla P40 (96 GB) homelab buildNVIDIA · rack/large tower
$2.7k96 / 92 GB347 GB/s4.0 t/s1000 W$3.5k
Dual Intel Arc Pro B70 buildIntel · desktop tower
$3.2k64 / 62 GB608 GB/s14 t/s380 W$1.4k
ASUS Ascent GX10 (128 GB)ASUS · small desktop
$4.0k128 / 119 GB273 GB/s8.0 t/s240 W$903
Dell Pro Max with GB10 (128 GB)Dell · small desktop
$4.1k128 / 119 GB273 GB/s8.0 t/s240 W$887
$4.1k64 / 54 GB614 GB/s14 t/s95 W$332
Lenovo ThinkStation PGX (128 GB)Lenovo · small desktop
$4.1k128 / 119 GB273 GB/s8.0 t/s160 W$650
MSI EdgeXpert MS-C931 (128 GB)MSI · small desktop
$4.7k128 / 119 GB273 GB/s8.0 t/s240 W$887
Mac Studio M4 Max 128 GBApple · small desktop
$4.7k128 / 112 GB546 GB/s13 t/s130 W$453
NVIDIA DGX Spark (128 GB)NVIDIA · small desktop
$4.7k128 / 119 GB273 GB/s8.0 t/s240 W$887
Mac Studio M3 Ultra 96 GBApple · small desktop
$5k96 / 80 GB819 GB/s18 t/s180 W$624
$6k256 / 192 GB256 GB/s6.0 t/s240 W$841
Quad Intel Arc Pro B70 buildIntel · rack/large tower
$6k128 / 124 GB608 GB/s22 t/s700 W$2.5k
Quad RTX 3090 (used) buildNVIDIA · rack/large tower
$6k96 / 92 GB936 GB/s28 t/s1400 W$4.9k
$9k96 / 92 GB864 GB/s22 t/s600 W$2.1k
2× DGX Spark cluster (256 GB unified, CUDA)NVIDIA · two desktops, 200 G interconnect
$10k256 / 240 GB273 GB/s14 t/s460 W$1.7k
Dual RTX 5090 buildNVIDIA · rack/large tower
$10k64 / 62 GB1792 GB/s35 t/s1050 W$3.6k
Octuple Intel Arc Pro B70 clusterIntel · rack/large tower
$11k256 / 248 GB608 GB/s28 t/s1450 W$5k
4× Strix Halo cluster (512 GB unified)AMD · rack of 4 mini-PCs, 10 GbE fabric
$12k512 / 384 GB256 GB/s8.0 t/s480 W$1.7k
$12k96 / 93 GB1792 GB/s34 t/s600 W$2.1k
Tinybox Red (6× 7900 XTX, 144 GB)tinycorp · 12U pedestal
$15k144 / 138 GB960 GB/s28 t/s1500 W$5k
$20k512 / 488 GB273 GB/s18 t/s920 W$3.4k
8× Strix Halo cluster (1024 GB unified)AMD · rack of 8 mini-PCs, 10/25 GbE fabric
$23k1024 / 768 GB256 GB/s9.0 t/s960 W$3.4k
$24k192 / 188 GB1792 GB/s60 t/s1100 W$3.8k
Single AMD Instinct MI325X 256 GB workstationAMD · workstation / 4U server (OAM)
$25k256 / 250 GB6000 GB/s1000 W$3.6k
Tinybox Green (6× RTX 4090, 144 GB)tinycorp · 12U pedestal
$25k144 / 138 GB1008 GB/s38 t/s2200 W$8k
Single AMD Instinct MI355X 288 GB workstationAMD · 4U server (OAM, liquid-cooled)
$28k288 / 282 GB8000 GB/s1400 W$5k
2× Mac Studio M3 Ultra 512 GB cluster (TB5 / MLX)Apple · two desktops, Thunderbolt 5 RDMA
$28k1024 / 960 GB819 GB/s24 t/s440 W$1.5k
$30k192 / 188 GB5300 GB/s750 W$2.8k
Single H100 80 GB workstationNVIDIA · workstation
$32k80 / 78 GB3350 GB/s50 t/s700 W$2.5k
Quad RTX Pro 6000 Blackwell build (384 GB)NVIDIA · workstation / 4U pedestal
$38k384 / 372 GB1792 GB/s95 t/s2200 W$8k
Tinybox Pro (8× RTX 4090, 192 GB)tinycorp · 12U pedestal
$40k192 / 184 GB1008 GB/s50 t/s3200 W$11k
8× DGX Spark cluster (1024 GB unified, CUDA)NVIDIA · rack of 8 desktops, 200 GbE fabric
$44k1024 / 976 GB273 GB/s24 t/s1840 W$7k
$45k128 / 124 GB1792 GB/s60 t/s2300 W$8k
8× RTX Pro 6000 Blackwell server (768 GB)NVIDIA · 4U server (e.g. SuperMicro AS-4125GS-TNRT)
$78k768 / 744 GB1792 GB/s140 t/s4800 W$16k
8× H100 80 GB serverNVIDIA · server rack
$280k640 / 620 GB3350 GB/s120 t/s5600 W$20k
NVIDIA RTX Spark (128 GB)NVIDIA · OEM laptops + small desktops
128 / 119 GB300 GB/s— W$756
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Sources

Last updated 2026-07-11