BFWR AI Tools
DeepSeek AIGeneralLicense: DeepSeek Model License (code MIT)

DeepSeek V3 671B MoE

The open-weights frontier flagship rivaling Claude 3.5 Sonnet and GPT-4o.

DeepSeek V3 is a 671-billion parameter Mixture-of-Experts (MoE) foundation model with 37 billion active parameters per token. Featuring Multi-head Latent Attention (MLA) and DeepSeekMoE architecture, it sets the world standard for open-source general intelligence, advanced coding, and instruction adherence.

Parameter Count671B (37B active)
Context Window128k tokens
Min VRAM (Q4)220 GB
Recommended RAM380 GB+

⚡ Key Architectural Strengths

✓Frontier intelligence matching GPT-4o across MMLU, GPQA, and Codeforces
✓Multi-head Latent Attention (MLA) drastically minimizes KV cache VRAM footprint
✓Commercial use allowed, but weights are under the DeepSeek Model License, not MIT
✓Remarkable speed per token due to MoE activating only 37B weights per step

VRAM & Quantization Memory Footprint

Exact file weights, minimum VRAM to boot, and recommended headroom for extended context windows.

Quantization TierWeight SizeMin VRAM/RAMRecommended VRAMRecommended Use Case
Q4_K_M (Recommended)380 GB400 GB450 GBStandard 4-bit quantization requiring 4x NVIDIA A100/H100 80GB or dual Mac Studio 192GB setups.
Q8_0 (High Precision)710 GB740 GB800 GBFull 8-bit precision for high-density enterprise server clusters.
BF16 / FP16 (Unquantized)1342 GB1400 GB1500 GBRaw unquantized weights for massive supercomputing pods.

⚡ Need to calculate exact KV Cache with 16k or 32k context?

Simulate exact VRAM allocations across various context lengths and precision depths.

Launch VRAM Calculator →

1-Click Local Run Commands

Copy and paste directly into your terminal or local server engine.

Ollama CLI:
ollama run deepseek-v3:671b
LM Studio CLI:
lms load deepseek-ai/DeepSeek-V3-GGUF
vLLM Production Server:
vllm serve deepseek-ai/DeepSeek-V3 --tensor-parallel-size 8
llama.cpp Binary:
./llama-cli -m DeepSeek-V3-Q4_K_M.gguf -p "Explain the multi-head latent attention mechanism" -c 8192

Hardware Compatibility & Speed Estimates

Estimated against 55+ Apple Silicon, Qualcomm, and NVIDIA hardware profiles.

🟢 0 Comfortable | 🟡 0 Tight Fit
Device / Hardware NamePlatformRAM/VRAMFit StatusEst. Tokens/SecNotes
Apple MacBook Air 13-inch (M4, 2025)macOS16 GBUnsupported—Not enough memory to load the 4-bit weights (~380GB) plus overhead.
HP Omnibook 5 OLEDWindows ARM32 GBUnsupported—Not enough memory to load the 4-bit weights (~380GB) plus overhead.
Apple MacBook Pro 16-inch (M4 Max)macOS64 GBUnsupported—Not enough memory to load the 4-bit weights (~380GB) plus overhead.
Apple Mac mini (M4, 16GB)macOS16 GBUnsupported—Not enough memory to load the 4-bit weights (~380GB) plus overhead.
Apple Mac mini (M4 Pro, 24GB)macOS24 GBUnsupported—Not enough memory to load the 4-bit weights (~380GB) plus overhead.
Apple Mac Studio (M2 Ultra 192GB)macOS192 GBUnsupported—Not enough memory to load the 4-bit weights (~380GB) plus overhead.
Microsoft Surface Laptop 7Windows ARM16 GBUnsupported—Not enough memory to load the 4-bit weights (~380GB) plus overhead.
Lenovo ThinkPad T14s Gen 5 (Snapdragon)Windows ARM32 GBUnsupported—Not enough memory to load the 4-bit weights (~380GB) plus overhead.
ASUS Zenbook S 16 (Ryzen AI 9 HX 370)Windows x8632 GBUnsupported—Not enough memory to load the 4-bit weights (~380GB) plus overhead.
Dell XPS 13 (Intel Core Ultra 7 258V)Windows x8632 GBUnsupported—Not enough memory to load the 4-bit weights (~380GB) plus overhead.
ASUS ROG Zephyrus G16 (RTX 4070 Laptop)Windows x8632 GBUnsupported—Not enough memory to load the 4-bit weights (~380GB) plus overhead.
Razer Blade 16 (RTX 4090 Mobile 16GB)Windows x8632 GBUnsupported—Not enough memory to load the 4-bit weights (~380GB) plus overhead.
Framework Laptop 13 (Ryzen 7 7840U)Linux64 GBUnsupported—Not enough memory to load the 4-bit weights (~380GB) plus overhead.
Lenovo Legion Pro 7i (RTX 4080 12GB)Windows x8632 GBUnsupported—Not enough memory to load the 4-bit weights (~380GB) plus overhead.
Dell XPS 14 (Core Ultra 7)Windows x8616 GBUnsupported—Not enough memory to load the 4-bit weights (~380GB) plus overhead.
Lenovo ThinkPad E14 (Budget Setup)Windows x868 GBUnsupported—Not enough memory to load the 4-bit weights (~380GB) plus overhead.
Acer Swift 14 AI (Snapdragon X Plus)Windows ARM16 GBUnsupported—Not enough memory to load the 4-bit weights (~380GB) plus overhead.
Custom Workstation PC (RTX 4090 24GB)Linux64 GBUnsupported—Not enough memory to load the 4-bit weights (~380GB) plus overhead.
Legacy Budget Desktop (GTX 1650 4GB)Windows x8616 GBUnsupported—Not enough memory to load the 4-bit weights (~380GB) plus overhead.
Apple MacBook Pro 16-inch (M4 Max 128GB)macOS128 GBUnsupported—Not enough memory to load the 4-bit weights (~380GB) plus overhead.
Apple MacBook Pro 14-inch (M4 Pro 48GB)macOS48 GBUnsupported—Not enough memory to load the 4-bit weights (~380GB) plus overhead.
Apple MacBook Pro 14-inch (M4 Base 24GB)macOS24 GBUnsupported—Not enough memory to load the 4-bit weights (~380GB) plus overhead.
Apple MacBook Air 15-inch (M3 16GB)macOS16 GBUnsupported—Not enough memory to load the 4-bit weights (~380GB) plus overhead.
Apple MacBook Air 13-inch (M3 8GB Base)macOS8 GBUnsupported—Not enough memory to load the 4-bit weights (~380GB) plus overhead.
Apple MacBook Air 13-inch (M2 16GB)macOS16 GBUnsupported—Not enough memory to load the 4-bit weights (~380GB) plus overhead.
Apple MacBook Air (M1 16GB Legacy)macOS16 GBUnsupported—Not enough memory to load the 4-bit weights (~380GB) plus overhead.
Apple MacBook Pro 16-inch (M3 Max 128GB)macOS128 GBUnsupported—Not enough memory to load the 4-bit weights (~380GB) plus overhead.
Apple MacBook Pro 14-inch (M3 Pro 36GB)macOS36 GBUnsupported—Not enough memory to load the 4-bit weights (~380GB) plus overhead.
Apple Mac Studio (M1 Ultra 64GB)macOS64 GBUnsupported—Not enough memory to load the 4-bit weights (~380GB) plus overhead.
Samsung Galaxy Book4 Edge (Snapdragon X Elite)Windows ARM16 GBUnsupported—Not enough memory to load the 4-bit weights (~380GB) plus overhead.
Lenovo Yoga Slim 7x Copilot+Windows ARM32 GBUnsupported—Not enough memory to load the 4-bit weights (~380GB) plus overhead.
Microsoft Surface Pro 11 Copilot+ (OLED)Windows ARM32 GBUnsupported—Not enough memory to load the 4-bit weights (~380GB) plus overhead.
Dell XPS 13 Copilot+ (Snapdragon X Elite)Windows ARM16 GBUnsupported—Not enough memory to load the 4-bit weights (~380GB) plus overhead.
Custom Workstation PC (RTX 4080 Super 16GB)Linux / Windows32 GBUnsupported—Not enough memory to load the 4-bit weights (~380GB) plus overhead.
Custom AI Workstation (RTX 4070 Ti Super 16GB)Linux / Windows32 GBUnsupported—Not enough memory to load the 4-bit weights (~380GB) plus overhead.
Desktop PC (RTX 4070 Super 12GB)Windows / Linux32 GBUnsupported—Not enough memory to load the 4-bit weights (~380GB) plus overhead.
Budget AI Workstation (RTX 4060 Ti 16GB)Linux / Windows32 GBUnsupported—Not enough memory to load the 4-bit weights (~380GB) plus overhead.
Mainstream Desktop (RTX 4060 8GB)Windows / Linux32 GBUnsupported—Not enough memory to load the 4-bit weights (~380GB) plus overhead.
Used AI Powerhouse PC (RTX 3090 24GB)Linux / Windows64 GBUnsupported—Not enough memory to load the 4-bit weights (~380GB) plus overhead.
Budget Workhorse PC (RTX 3060 12GB)Windows / Linux16 GBUnsupported—Not enough memory to load the 4-bit weights (~380GB) plus overhead.
Lenovo Legion 5i (RTX 4060 Laptop 8GB)Windows x8616 GBUnsupported—Not enough memory to load the 4-bit weights (~380GB) plus overhead.
ASUS TUF Gaming A15 (RTX 4060 Laptop 8GB)Windows x8616 GBUnsupported—Not enough memory to load the 4-bit weights (~380GB) plus overhead.
Acer Predator Helios Neo 16 (RTX 4070 Laptop)Windows x8632 GBUnsupported—Not enough memory to load the 4-bit weights (~380GB) plus overhead.
HP Victus 16 (RTX 4050 Laptop 6GB)Windows x8616 GBUnsupported—Not enough memory to load the 4-bit weights (~380GB) plus overhead.
Dell Alienware m16 R2 (RTX 4070 8GB)Windows x8632 GBUnsupported—Not enough memory to load the 4-bit weights (~380GB) plus overhead.
ASUS ROG Zephyrus G16 (AMD AI 9 + RTX 4070)Windows x8632 GBUnsupported—Not enough memory to load the 4-bit weights (~380GB) plus overhead.
Lenovo IdeaPad Pro 5 (Ryzen 7 8845HS)Windows / Linux32 GBUnsupported—Not enough memory to load the 4-bit weights (~380GB) plus overhead.
Custom Workstation PC (Radeon RX 7900 XTX 24GB)Linux / Windows64 GBUnsupported—Not enough memory to load the 4-bit weights (~380GB) plus overhead.
Desktop PC (Radeon RX 7800 XT 16GB)Linux / Windows32 GBUnsupported—Not enough memory to load the 4-bit weights (~380GB) plus overhead.
Budget Workstation (Radeon RX 7600 XT 16GB)Linux / Windows32 GBUnsupported—Not enough memory to load the 4-bit weights (~380GB) plus overhead.
ASUS Zenbook S 14 (Lunar Lake Core Ultra 7)Windows x8632 GBUnsupported—Not enough memory to load the 4-bit weights (~380GB) plus overhead.
Lenovo Yoga Slim 7i Aura (Core Ultra 7 256V)Windows x8616 GBUnsupported—Not enough memory to load the 4-bit weights (~380GB) plus overhead.
Custom PC (Intel Arc A770 16GB)Linux / Windows32 GBUnsupported—Not enough memory to load the 4-bit weights (~380GB) plus overhead.
Homelab AI Server (Dual RTX 3090 48GB VRAM)Linux (Ubuntu Server)128 GBUnsupported—Not enough memory to load the 4-bit weights (~380GB) plus overhead.
Lenovo ThinkPad X1 Carbon Gen 12Windows x86 / Linux32 GBUnsupported—Not enough memory to load the 4-bit weights (~380GB) plus overhead.
Flagship AI Workstation (RTX 5090 32GB)Linux / Windows64 GBUnsupported—Not enough memory to load the 4-bit weights (~380GB) plus overhead.
High-End AI Rig (RTX 5080 16GB)Linux / Windows64 GBUnsupported—Not enough memory to load the 4-bit weights (~380GB) plus overhead.
Next-Gen AI Laptop (Ryzen AI Max+ 395 128GB)Linux / Windows128 GBUnsupported—Not enough memory to load the 4-bit weights (~380GB) plus overhead.
Apple Mac mini (M6, 16GB, 2026)macOS16 GBUnsupported—Not enough memory to load the 4-bit weights (~380GB) plus overhead.
Apple Mac mini (M6, 32GB, 2026)macOS32 GBUnsupported—Not enough memory to load the 4-bit weights (~380GB) plus overhead.
Apple Mac mini (M5 Pro, 48GB, 2026)macOS48 GBUnsupported—Not enough memory to load the 4-bit weights (~380GB) plus overhead.
Apple Mac mini (M5 Pro, 64GB, 2026)macOS64 GBUnsupported—Not enough memory to load the 4-bit weights (~380GB) plus overhead.
Apple MacBook Pro 14-inch (M5, 32GB, 2025)macOS32 GBUnsupported—Not enough memory to load the 4-bit weights (~380GB) plus overhead.
Apple Mac Studio (M5 Max, 128GB, 2026)macOS128 GBUnsupported—Not enough memory to load the 4-bit weights (~380GB) plus overhead.
Apple Mac Studio (M5 Ultra, 256GB, 2026)macOS256 GBUnsupported—Not enough memory to load the 4-bit weights (~380GB) plus overhead.
Apple Mac Studio (M5 Ultra, 512GB, 2026)macOS512 GBUnsupported—Not enough memory to load the 4-bit weights (~380GB) plus overhead.
Apple Mac Studio (M3 Ultra, 512GB, 2025)macOS512 GBUnsupported—Not enough memory to load the 4-bit weights (~380GB) plus overhead.
NVIDIA DGX Spark (GB10, 128GB)DGX OS (Linux)128 GBUnsupported—Not enough memory to load the 4-bit weights (~380GB) plus overhead.
Desktop with NVIDIA RTX 5070 Ti (16GB)Windows / Linux32 GBUnsupported—Not enough memory to load the 4-bit weights (~380GB) plus overhead.
Desktop with NVIDIA RTX 5060 Ti (16GB)Windows / Linux32 GBUnsupported—Not enough memory to load the 4-bit weights (~380GB) plus overhead.
Desktop with AMD Radeon RX 9070 XT (16GB)Windows / Linux32 GBUnsupported—Not enough memory to load the 4-bit weights (~380GB) plus overhead.
Desktop with AMD Radeon RX 9060 XT (16GB)Windows / Linux32 GBUnsupported—Not enough memory to load the 4-bit weights (~380GB) plus overhead.
Desktop with Intel Arc B580 (12GB)Windows / Linux32 GBUnsupported—Not enough memory to load the 4-bit weights (~380GB) plus overhead.
ASUS Zenbook A16 (Snapdragon X2 Elite Extreme, 48GB)Windows 11 (ARM)48 GBUnsupported—Not enough memory to load the 4-bit weights (~380GB) plus overhead.
Snapdragon X2 Elite Laptop (32GB)Windows 11 (ARM)32 GBUnsupported—Not enough memory to load the 4-bit weights (~380GB) plus overhead.

Guides that cover DeepSeek V3 671B MoE

Step-by-step setup, memory sizing and quantization choices from the BFWR guide library.

Not sure if DeepSeek V3 671B MoE fits your specific setup?

Our automated recommender calculates your exact hardware limits and suggests the best model weights for coding, reasoning, or fast conversational chat.

Launch Model Recommender 🎯