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How much VRAM does Llama 3.3 70B need?

Llama 3.3 70B needs 39.8 GB for its weights at 4-bit, 43.3 GB with an 8K context and 50.8 GB with 32K. At 8-bit, 73.3 GB.

Parameters
70.5B
Longest context
128K
Released
Dec 2024
License
Llama 3.3 Community
Strongest at
Chat, Coding, Agents, Docs

Memory at each precision

Memory Llama 3.3 70B needs at each precision and context length
PrecisionWeightsWith 8KWith 32KWith 128K
16-bit131 GB135 GB142 GB172 GB
8-bit69.8 GB73.3 GB80.8 GB111 GB
6-bit53.9 GB57.3 GB64.8 GB94.8 GB
5-bit46.7 GB50.2 GB57.7 GB87.7 GB
4-bit39.8 GB43.3 GB50.8 GB80.8 GB
3-bit32.1 GB35.6 GB43.1 GB73.1 GB
2-bit24.6 GB28.1 GB35.6 GB65.6 GB
1.6-bit13.6 GB17.0 GB24.5 GB54.5 GB

One conversation, 16-bit context cache, runtime overhead included.

What runs it

The best way Llama 3.3 70B runs on common GPUs, Macs and AI boxes
MachineBest fitContextSpeedFirst reply
RTX 3060 12 GBToo big
RTX 4060 Ti 16 GBToo big
RTX 3090Too big
RTX 4090Too big
RTX 5090Too big
2× RTX 30903-bit36K18 tok/s2.4 s
RTX PRO 6000 Blackwell8-bit64K16 tok/s1.1 s
M4 Max 128 GB8-bit64K4.7 tok/s24 s
M5 Max 128 GB8-bit64K5.2 tok/s6.9 s
Ryzen AI Max+ 395 128 GB8-bit64K2.1 tok/s14 s
DGX Spark 128 GB8-bit128K2.6 tok/s4.8 s
M3 Ultra 256 GB8-bit128K6.9 tok/s13 s
M5 Ultra 512 GB8-bit128K9.9 tok/s4.2 s
H100 SXM8-bit16K30 tok/s1.0 s
DGX Station GB3008-bit128K58 tok/s0.4 s
8× H200 NVL8-bit128K41 tok/s0.2 s

Best fit is the highest quality, up to 8-bit, that leaves 16K of context. First reply is the wait for a 2K prompt. Speeds are rough, plus or minus 25%.

How to run it

Ollama
ollama run llama3.3:70b
llama.cpp
llama-server -hf unsloth/Llama-3.3-70B-Instruct-GGUF
vLLM
vllm serve meta-llama/Llama-3.3-70B-Instruct
MLX (Mac)
mlx_lm.chat --model mlx-community/Llama-3.3-70B-Instruct-4bit

Questions

How much VRAM does Llama 3.3 70B need?

Llama 3.3 70B needs 39.8 GB for its weights at 4-bit, 43.3 GB with an 8K context and 50.8 GB with 32K. At 8-bit, 73.3 GB.

Can Llama 3.3 70B run on an RTX 4090?

Not on one card. The smallest machine here that runs it is the 2× RTX 3090.

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