TokenAssemble

Meta · open-weights model

Llama-3.1-70B-Instruct

Llama-3.1-70B-Instruct is a 70.6B-parameter model by Meta. Its smallest quant (Q4_K_M) needs at least 45.8GB of GPU-addressable memory at 8K context; it loads cleanly at a quality quant on 7 of the 50 machines we track.

Parameters
70.6B
Layers
80
Max context
128K
Attention
GQA
License
llama3.1

Config from meta-llama/Llama-3.1-70B-Instruct

Quants and what they need

Measured file sizes; “needs” = weights + KV cache at 8K context + overhead.

QuantFile sizeNeeds ≥
Q8_075.0 GB78.3 GB
Q6_K57.9 GB61.2 GB
Q5_K_M50.0 GB53.3 GB
Q4_K_M42.5 GB45.8 GB

What runs Llama-3.1-70B-Instruct

Every machine we track, graded at its best clean-fit quant.

HardwareBest-quant verdict · llama.cpp · 8K context
Intel Arc A770 16 GBTight · C · Q4_K_Mpainful · offloadbeta
Intel Arc B580Tight · C · Q4_K_Mpainful · offloadbeta
AMD Radeon PRO W7900Tight · C · Q4_K_Musablebeta
NVIDIA GeForce RTX 3060 12 GBTight · C · Q4_K_Mpainful · offloadbeta
NVIDIA GeForce RTX 3070Tight · C · Q4_K_Mpainful · offloadbeta
NVIDIA GeForce RTX 3070 TiTight · C · Q4_K_Mpainful · offloadbeta
NVIDIA GeForce RTX 3080 10 GBTight · C · Q4_K_Mpainful · offloadbeta
NVIDIA GeForce RTX 3080 12 GBTight · C · Q4_K_Mpainful · offloadbeta
NVIDIA GeForce RTX 3080 TiTight · C · Q4_K_Mpainful · offloadbeta
NVIDIA GeForce RTX 3090Tight · C · Q4_K_Mpainful · offloadbeta
NVIDIA GeForce RTX 3090 TiTight · C · Q4_K_Musable · offloadbeta
NVIDIA GeForce RTX 4060Tight · C · Q4_K_Mpainful · offloadbeta
NVIDIA GeForce RTX 4060 Ti 16 GBTight · C · Q4_K_Mpainful · offloadbeta
NVIDIA GeForce RTX 4060 Ti 8 GBTight · C · Q4_K_Mpainful · offloadbeta
NVIDIA GeForce RTX 4070Tight · C · Q4_K_Mpainful · offloadbeta
NVIDIA GeForce RTX 4070 SUPERTight · C · Q4_K_Mpainful · offloadbeta
NVIDIA GeForce RTX 4070 TiTight · C · Q4_K_Mpainful · offloadbeta
NVIDIA GeForce RTX 4070 Ti SUPERTight · C · Q4_K_Mpainful · offloadbeta
NVIDIA GeForce RTX 4080Tight · C · Q4_K_Mpainful · offloadbeta
NVIDIA GeForce RTX 4080 SUPERTight · C · Q4_K_Mpainful · offloadbeta
NVIDIA GeForce RTX 4090Tight · C · Q4_K_Musable · offloadbeta
NVIDIA RTX 5000 Ada GenerationTight · C · Q4_K_Mpainful · offloadbeta
NVIDIA GeForce RTX 5060 Ti 16 GBTight · C · Q4_K_Mpainful · offloadbeta
NVIDIA GeForce RTX 5070Tight · C · Q4_K_Mpainful · offloadbeta
NVIDIA GeForce RTX 5070 TiTight · C · Q4_K_Mpainful · offloadbeta
NVIDIA GeForce RTX 5080Tight · C · Q4_K_Musable · offloadbeta
NVIDIA GeForce RTX 5090Tight · C · Q4_K_Musable · offloadbeta
NVIDIA RTX 6000 Ada GenerationTight · C · Q4_K_Musable
NVIDIA RTX A6000Tight · C · Q4_K_Musable
AMD Radeon RX 6800Tight · C · Q4_K_Mpainful · offloadbeta
AMD Radeon RX 6900 XTTight · C · Q4_K_Mpainful · offloadbeta
AMD Radeon RX 7800 XTTight · C · Q4_K_Mpainful · offloadbeta
AMD Radeon RX 7900 XTTight · C · Q4_K_Mpainful · offloadbeta
AMD Radeon RX 7900 XTXTight · C · Q4_K_Mpainful · offloadbeta
AMD Radeon RX 9070Tight · C · Q4_K_Mpainful · offloadbeta
AMD Radeon RX 9070 XTTight · C · Q4_K_Mpainful · offloadbeta
ASUS Ascent GX10Fits · A+ · Q8_0painfulbeta
Beelink GTR9 Pro Ryzen AI Max+ 395 128GBFits · B · Q8_0painfulbeta
NVIDIA DGX SparkFits · A+ · Q8_0painfulbeta
Framework Desktop Ryzen AI Max+ 395 128GBFits · B · Q8_0painfulbeta
Framework Desktop Ryzen AI Max+ 395 64GBTight · C · Q4_K_Mpainfulbeta
GMKtec EVO-X2 Ryzen AI Max+ 395 128GBFits · B · Q8_0painfulbeta
HP Z2 Mini G1a Ryzen AI Max+ PRO 395 128GBFits · B · Q8_0painfulbeta
Mac mini M4 16GBWon't fit
Mac mini M4 24GBWon't fit
Mac mini M4 Pro 24GBWon't fit
Mac mini M4 Pro 48GBWon't fit
Mac Studio M3 Ultra 96GBFits · B · Q6_Kpainful
Mac Studio M4 Max 36GBWon't fit
Mac Studio M4 Max 64GBTight · C · Q4_K_Mpainful

Verdicts computed from published specs and measured GGUF sizes — how the math works.