DeepSeek AIReasoningLicense: Llama 3.1 Community

DeepSeek R1 Distill Llama 8B

Blazing-fast reasoning for entry-level 8GB GPUs and standard 16GB laptops.

Distilled from DeepSeek R1 onto Meta Llama 3.1 8B foundation.

Parameter Count8.0B

Context Window128k tokens

Min VRAM (Q4)6 GB

Recommended RAM8 GB+

⚡ Key Architectural Strengths

✓Runs effortlessly on budget 8GB graphics cards (RTX 3060/4060)

✓Generates detailed thinking tokens with minimal latency

✓Highly capable coding and logic troubleshooter

VRAM & Quantization Memory Footprint

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

Quantization Tier	Weight Size	Min VRAM/RAM	Recommended VRAM	Recommended Use Case
Q4_K_M (Recommended)	4.9 GB	5.8 GB	8 GB	Standard 4-bit quantization fitting comfortably in 8GB VRAM.
Q8_0 (High Precision)	8.5 GB	9.8 GB	12 GB	Full 8-bit precision requiring 12GB VRAM GPU or 16GB Mac.
BF16 / FP16 (Unquantized)	16.1 GB	18 GB	20 GB	Unquantized weights for maximum fidelity.

⚡ 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-r1:8b

LM Studio CLI:

lms load deepseek-ai/DeepSeek-R1-Distill-Llama-8B-GGUF

vLLM Production Server:

vllm serve deepseek-ai/DeepSeek-R1-Distill-Llama-8B --dtype auto

llama.cpp Binary:

./llama-cli -m DeepSeek-R1-Distill-Llama-8B-Q4_K_M.gguf -p "Explain quantum entanglement" -c 8192

Hardware Compatibility & Speed Estimates

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

🟢 71 Comfortable | 🟡 1 Tight Fit

Device / Hardware Name	Platform	RAM/VRAM	Fit Status	Est. Tokens/Sec	Notes
Apple MacBook Air 13-inch (M4, 2025)	macOS	16 GB	Comfortable	15.9 t/s	Fits fully in GPU-usable memory (~10.7GB) with room for a longer context. Speed is a bandwidth-based estimate.
HP Omnibook 5 OLED	Windows ARM	32 GB	Comfortable	17.9 t/s	Fits fully in GPU-usable memory (~19.2GB) with room for a longer context. Speed is a bandwidth-based estimate.
Apple MacBook Pro 16-inch (M4 Max)	macOS	64 GB	Comfortable	72.4 t/s	Fits fully in GPU-usable memory (~48GB) with room for a longer context. Speed is a bandwidth-based estimate.
Apple Mac mini (M4, 16GB)	macOS	16 GB	Comfortable	15.9 t/s	Fits fully in GPU-usable memory (~10.7GB) with room for a longer context. Speed is a bandwidth-based estimate.
Apple Mac mini (M4 Pro, 24GB)	macOS	24 GB	Comfortable	36.2 t/s	Fits fully in GPU-usable memory (~16.1GB) with room for a longer context. Speed is a bandwidth-based estimate.
Apple Mac Studio (M2 Ultra 192GB)	macOS	192 GB	Comfortable	106.1 t/s	Fits fully in GPU-usable memory (~144GB) with room for a longer context. Speed is a bandwidth-based estimate.
Microsoft Surface Laptop 7	Windows ARM	16 GB	Comfortable	17.9 t/s	Fits fully in GPU-usable memory (~9.6GB) with room for a longer context. Speed is a bandwidth-based estimate.
Lenovo ThinkPad T14s Gen 5 (Snapdragon)	Windows ARM	32 GB	Comfortable	17.9 t/s	Fits fully in GPU-usable memory (~19.2GB) with room for a longer context. Speed is a bandwidth-based estimate.
ASUS Zenbook S 16 (Ryzen AI 9 HX 370)	Windows x86	32 GB	Comfortable	15.9 t/s	Fits fully in GPU-usable memory (~19.2GB) with room for a longer context. Speed is a bandwidth-based estimate.
Dell XPS 13 (Intel Core Ultra 7 258V)	Windows x86	32 GB	Comfortable	18 t/s	Fits fully in GPU-usable memory (~19.2GB) with room for a longer context. Speed is a bandwidth-based estimate.
ASUS ROG Zephyrus G16 (RTX 4070 Laptop)	Windows x86	32 GB	Comfortable	34 t/s	Fits fully in VRAM (~8GB) with room for a longer context. Speed is a bandwidth-based estimate.
Razer Blade 16 (RTX 4090 Mobile 16GB)	Windows x86	32 GB	Comfortable	76.4 t/s	Fits fully in VRAM (~16GB) with room for a longer context. Speed is a bandwidth-based estimate.
Framework Laptop 13 (Ryzen 7 7840U)	Linux	64 GB	Comfortable	11.9 t/s	Fits fully in GPU-usable memory (~38.4GB) with room for a longer context. Speed is a bandwidth-based estimate.
Lenovo Legion Pro 7i (RTX 4080 12GB)	Windows x86	32 GB	Comfortable	57.3 t/s	Fits fully in VRAM (~12GB) with room for a longer context. Speed is a bandwidth-based estimate.
Dell XPS 14 (Core Ultra 7)	Windows x86	16 GB	Comfortable	15.9 t/s	Fits fully in GPU-usable memory (~9.6GB) with room for a longer context. Speed is a bandwidth-based estimate.
Lenovo ThinkPad E14 (Budget Setup)	Windows x86	8 GB	Unsupported	—	Not enough memory to load the 4-bit weights (~4.9GB) plus overhead.
Acer Swift 14 AI (Snapdragon X Plus)	Windows ARM	16 GB	Comfortable	17.9 t/s	Fits fully in GPU-usable memory (~9.6GB) with room for a longer context. Speed is a bandwidth-based estimate.
Custom Workstation PC (RTX 4090 24GB)	Linux	64 GB	Comfortable	133.7 t/s	Fits fully in VRAM (~24GB) with room for a longer context. Speed is a bandwidth-based estimate.
Legacy Budget Desktop (GTX 1650 4GB)	Windows x86	16 GB	CPU Offload	5.7 t/s	Exceeds the 4GB of VRAM, so some layers run from system RAM, which is much slower. Estimate only.
Apple MacBook Pro 16-inch (M4 Max 128GB)	macOS	128 GB	Comfortable	72.4 t/s	Fits fully in GPU-usable memory (~96GB) with room for a longer context. Speed is a bandwidth-based estimate.
Apple MacBook Pro 14-inch (M4 Pro 48GB)	macOS	48 GB	Comfortable	36.2 t/s	Fits fully in GPU-usable memory (~36GB) with room for a longer context. Speed is a bandwidth-based estimate.
Apple MacBook Pro 14-inch (M4 Base 24GB)	macOS	24 GB	Comfortable	15.9 t/s	Fits fully in GPU-usable memory (~16.1GB) with room for a longer context. Speed is a bandwidth-based estimate.
Apple MacBook Air 15-inch (M3 16GB)	macOS	16 GB	Comfortable	13.3 t/s	Fits fully in GPU-usable memory (~10.7GB) with room for a longer context. Speed is a bandwidth-based estimate.
Apple MacBook Air 13-inch (M3 8GB Base)	macOS	8 GB	Unsupported	—	Not enough memory to load the 4-bit weights (~4.9GB) plus overhead.
Apple MacBook Air 13-inch (M2 16GB)	macOS	16 GB	Comfortable	13.3 t/s	Fits fully in GPU-usable memory (~10.7GB) with room for a longer context. Speed is a bandwidth-based estimate.
Apple MacBook Air (M1 16GB Legacy)	macOS	16 GB	Comfortable	9.1 t/s	Fits fully in GPU-usable memory (~10.7GB) with room for a longer context. Speed is a bandwidth-based estimate.
Apple MacBook Pro 16-inch (M3 Max 128GB)	macOS	128 GB	Comfortable	53.1 t/s	Fits fully in GPU-usable memory (~96GB) with room for a longer context. Speed is a bandwidth-based estimate.
Apple MacBook Pro 14-inch (M3 Pro 36GB)	macOS	36 GB	Comfortable	19.9 t/s	Fits fully in GPU-usable memory (~24.1GB) with room for a longer context. Speed is a bandwidth-based estimate.
Apple Mac Studio (M1 Ultra 64GB)	macOS	64 GB	Comfortable	106.1 t/s	Fits fully in GPU-usable memory (~48GB) with room for a longer context. Speed is a bandwidth-based estimate.
Samsung Galaxy Book4 Edge (Snapdragon X Elite)	Windows ARM	16 GB	Comfortable	17.9 t/s	Fits fully in GPU-usable memory (~9.6GB) with room for a longer context. Speed is a bandwidth-based estimate.
Lenovo Yoga Slim 7x Copilot+	Windows ARM	32 GB	Comfortable	17.9 t/s	Fits fully in GPU-usable memory (~19.2GB) with room for a longer context. Speed is a bandwidth-based estimate.
Microsoft Surface Pro 11 Copilot+ (OLED)	Windows ARM	32 GB	Comfortable	17.9 t/s	Fits fully in GPU-usable memory (~19.2GB) with room for a longer context. Speed is a bandwidth-based estimate.
Dell XPS 13 Copilot+ (Snapdragon X Elite)	Windows ARM	16 GB	Comfortable	17.9 t/s	Fits fully in GPU-usable memory (~9.6GB) with room for a longer context. Speed is a bandwidth-based estimate.
Custom Workstation PC (RTX 4080 Super 16GB)	Linux / Windows	32 GB	Comfortable	97.6 t/s	Fits fully in VRAM (~16GB) with room for a longer context. Speed is a bandwidth-based estimate.
Custom AI Workstation (RTX 4070 Ti Super 16GB)	Linux / Windows	32 GB	Comfortable	89.1 t/s	Fits fully in VRAM (~16GB) with room for a longer context. Speed is a bandwidth-based estimate.
Desktop PC (RTX 4070 Super 12GB)	Windows / Linux	32 GB	Comfortable	66.9 t/s	Fits fully in VRAM (~12GB) with room for a longer context. Speed is a bandwidth-based estimate.
Budget AI Workstation (RTX 4060 Ti 16GB)	Linux / Windows	32 GB	Comfortable	38.2 t/s	Fits fully in VRAM (~16GB) with room for a longer context. Speed is a bandwidth-based estimate.
Mainstream Desktop (RTX 4060 8GB)	Windows / Linux	32 GB	Comfortable	36.1 t/s	Fits fully in VRAM (~8GB) with room for a longer context. Speed is a bandwidth-based estimate.
Used AI Powerhouse PC (RTX 3090 24GB)	Linux / Windows	64 GB	Comfortable	124.2 t/s	Fits fully in VRAM (~24GB) with room for a longer context. Speed is a bandwidth-based estimate.
Budget Workhorse PC (RTX 3060 12GB)	Windows / Linux	16 GB	Comfortable	47.8 t/s	Fits fully in VRAM (~12GB) with room for a longer context. Speed is a bandwidth-based estimate.
Lenovo Legion 5i (RTX 4060 Laptop 8GB)	Windows x86	16 GB	Comfortable	34 t/s	Fits fully in VRAM (~8GB) with room for a longer context. Speed is a bandwidth-based estimate.
ASUS TUF Gaming A15 (RTX 4060 Laptop 8GB)	Windows x86	16 GB	Comfortable	34 t/s	Fits fully in VRAM (~8GB) with room for a longer context. Speed is a bandwidth-based estimate.
Acer Predator Helios Neo 16 (RTX 4070 Laptop)	Windows x86	32 GB	Comfortable	34 t/s	Fits fully in VRAM (~8GB) with room for a longer context. Speed is a bandwidth-based estimate.
HP Victus 16 (RTX 4050 Laptop 6GB)	Windows x86	16 GB	Tight Fit	22.9 t/s	Fits with a modest context (4k-8k). Close other memory-heavy apps. Speed is an estimate.
Dell Alienware m16 R2 (RTX 4070 8GB)	Windows x86	32 GB	Comfortable	34 t/s	Fits fully in VRAM (~8GB) with room for a longer context. Speed is a bandwidth-based estimate.
ASUS ROG Zephyrus G16 (AMD AI 9 + RTX 4070)	Windows x86	32 GB	Comfortable	34 t/s	Fits fully in VRAM (~8GB) with room for a longer context. Speed is a bandwidth-based estimate.
Lenovo IdeaPad Pro 5 (Ryzen 7 8845HS)	Windows / Linux	32 GB	Comfortable	13.6 t/s	Fits fully in GPU-usable memory (~19.2GB) with room for a longer context. Speed is a bandwidth-based estimate.
Custom Workstation PC (Radeon RX 7900 XTX 24GB)	Linux / Windows	64 GB	Comfortable	127.3 t/s	Fits fully in VRAM (~24GB) with room for a longer context. Speed is a bandwidth-based estimate.
Desktop PC (Radeon RX 7800 XT 16GB)	Linux / Windows	32 GB	Comfortable	82.8 t/s	Fits fully in VRAM (~16GB) with room for a longer context. Speed is a bandwidth-based estimate.
Budget Workstation (Radeon RX 7600 XT 16GB)	Linux / Windows	32 GB	Comfortable	38.2 t/s	Fits fully in VRAM (~16GB) with room for a longer context. Speed is a bandwidth-based estimate.
ASUS Zenbook S 14 (Lunar Lake Core Ultra 7)	Windows x86	32 GB	Comfortable	18 t/s	Fits fully in GPU-usable memory (~19.2GB) with room for a longer context. Speed is a bandwidth-based estimate.
Lenovo Yoga Slim 7i Aura (Core Ultra 7 256V)	Windows x86	16 GB	Comfortable	18 t/s	Fits fully in GPU-usable memory (~9.6GB) with room for a longer context. Speed is a bandwidth-based estimate.
Custom PC (Intel Arc A770 16GB)	Linux / Windows	32 GB	Comfortable	74.3 t/s	Fits fully in VRAM (~16GB) with room for a longer context. Speed is a bandwidth-based estimate.
Homelab AI Server (Dual RTX 3090 48GB VRAM)	Linux (Ubuntu Server)	128 GB	Comfortable	124.2 t/s	Fits fully in VRAM (~48GB) with room for a longer context. Speed is a bandwidth-based estimate.
Lenovo ThinkPad X1 Carbon Gen 12	Windows x86 / Linux	32 GB	Comfortable	15.9 t/s	Fits fully in GPU-usable memory (~19.2GB) with room for a longer context. Speed is a bandwidth-based estimate.
Flagship AI Workstation (RTX 5090 32GB)	Linux / Windows	64 GB	Comfortable	237.7 t/s	Fits fully in VRAM (~32GB) with room for a longer context. Speed is a bandwidth-based estimate.
High-End AI Rig (RTX 5080 16GB)	Linux / Windows	64 GB	Comfortable	127.3 t/s	Fits fully in VRAM (~16GB) with room for a longer context. Speed is a bandwidth-based estimate.
Next-Gen AI Laptop (Ryzen AI Max+ 395 128GB)	Linux / Windows	128 GB	Comfortable	34 t/s	Fits fully in GPU-usable memory (~96GB) with room for a longer context. Speed is a bandwidth-based estimate.
Apple Mac mini (M6, 16GB, 2026)	macOS	16 GB	Comfortable	20.3 t/s	Fits fully in GPU-usable memory (~10.7GB) with room for a longer context. Speed is a bandwidth-based estimate.
Apple Mac mini (M6, 32GB, 2026)	macOS	32 GB	Comfortable	22.6 t/s	Fits fully in GPU-usable memory (~21.4GB) with room for a longer context. Speed is a bandwidth-based estimate.
Apple Mac mini (M5 Pro, 48GB, 2026)	macOS	48 GB	Comfortable	40.7 t/s	Fits fully in GPU-usable memory (~36GB) with room for a longer context. Speed is a bandwidth-based estimate.
Apple Mac mini (M5 Pro, 64GB, 2026)	macOS	64 GB	Comfortable	40.7 t/s	Fits fully in GPU-usable memory (~48GB) with room for a longer context. Speed is a bandwidth-based estimate.
Apple MacBook Pro 14-inch (M5, 32GB, 2025)	macOS	32 GB	Comfortable	20.3 t/s	Fits fully in GPU-usable memory (~21.4GB) with room for a longer context. Speed is a bandwidth-based estimate.
Apple Mac Studio (M5 Max, 128GB, 2026)	macOS	128 GB	Comfortable	81.4 t/s	Fits fully in GPU-usable memory (~96GB) with room for a longer context. Speed is a bandwidth-based estimate.
Apple Mac Studio (M5 Ultra, 256GB, 2026)	macOS	256 GB	Comfortable	159.2 t/s	Fits fully in GPU-usable memory (~192GB) with room for a longer context. Speed is a bandwidth-based estimate.
Apple Mac Studio (M5 Ultra, 512GB, 2026)	macOS	512 GB	Comfortable	159.2 t/s	Fits fully in GPU-usable memory (~384GB) with room for a longer context. Speed is a bandwidth-based estimate.
Apple Mac Studio (M3 Ultra, 512GB, 2025)	macOS	512 GB	Comfortable	108.6 t/s	Fits fully in GPU-usable memory (~384GB) with room for a longer context. Speed is a bandwidth-based estimate.
NVIDIA DGX Spark (GB10, 128GB)	DGX OS (Linux)	128 GB	Comfortable	36.2 t/s	Fits fully in GPU-usable memory (~110GB) with room for a longer context. Speed is a bandwidth-based estimate.
Desktop with NVIDIA RTX 5070 Ti (16GB)	Windows / Linux	32 GB	Comfortable	118.9 t/s	Fits fully in VRAM (~16GB) with room for a longer context. Speed is a bandwidth-based estimate.
Desktop with NVIDIA RTX 5060 Ti (16GB)	Windows / Linux	32 GB	Comfortable	59.4 t/s	Fits fully in VRAM (~16GB) with room for a longer context. Speed is a bandwidth-based estimate.
Desktop with AMD Radeon RX 9070 XT (16GB)	Windows / Linux	32 GB	Comfortable	84.9 t/s	Fits fully in VRAM (~16GB) with room for a longer context. Speed is a bandwidth-based estimate.
Desktop with AMD Radeon RX 9060 XT (16GB)	Windows / Linux	32 GB	Comfortable	42.4 t/s	Fits fully in VRAM (~16GB) with room for a longer context. Speed is a bandwidth-based estimate.
Desktop with Intel Arc B580 (12GB)	Windows / Linux	32 GB	Comfortable	60.5 t/s	Fits fully in VRAM (~12GB) with room for a longer context. Speed is a bandwidth-based estimate.
ASUS Zenbook A16 (Snapdragon X2 Elite Extreme, 48GB)	Windows 11 (ARM)	48 GB	Comfortable	30.2 t/s	Fits fully in GPU-usable memory (~28.8GB) with room for a longer context. Speed is a bandwidth-based estimate.
Snapdragon X2 Elite Laptop (32GB)	Windows 11 (ARM)	32 GB	Comfortable	20.2 t/s	Fits fully in GPU-usable memory (~19.2GB) with room for a longer context. Speed is a bandwidth-based estimate.

Guides that cover DeepSeek R1 Distill Llama 8B

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

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