LLMs ·

LLaVA 1.6 34B

Parameters
35B
Architecture
Dense
Max context
4K tokens
License
apache-2.0
Released
2024-03

How to run it

Quickest · Ollama

One command downloads a ready-to-run version and starts a chat.

ollama run llava:34b

Get Ollama at ollama.com/download (opens in a new tab) · model page (opens in a new tab)

Original weights · Hugging Face

Full-precision files from LLaVA, for fine-tuning, vLLM, Transformers.

huggingface.co/llava-hf/llava-v1.6-34b-hf (opens in a new tab)

No sign-in needed.

Memory needed

Weights plus KV cache and runtime overhead. Leave a little extra free for the operating system and other apps.

Quantization Quality Weights Total at 4K context Download
Q2_K Low 13.9 GB 15.5 GB
Q3_K_M Low 17.0 GB 18.6 GB
Q4_K_M Good 21.2 GB 22.8 GB
Q5_K_M High 24.7 GB 26.3 GB
Q6_K High 28.5 GB 30.1 GB
Q8_0 Very high 36.8 GB 38.4 GB
F16 Full 69.5 GB 71.1 GB Original weights (opens in a new tab)

Best hardware for LLaVA 1.6 34B

The least expensive GPU in our catalog that runs it without offloading is the AMD Radeon RX 7900 XT (launch price $899) at Q3_K_M.

Grade · points Hardware Quant Memory Speed Fit
73 ptsGreat (A) · 73 of 100 points: Model quality 18.8/45, Memory fit 25.0/25, Speed 15.0/15, Memory use 15.0/15 NVIDIA GeForce RTX 5090 Q4_K_M 24.4 GB / 32.0 GB 63.3 tok/s Runs well
71 ptsGood (B) · 71 of 100 points: Model quality 16.6/45, Memory fit 25.0/25, Speed 15.0/15, Memory use 15.0/15 NVIDIA GeForce RTX 3090 Q3_K_M 19.8 GB / 24.0 GB 42.7 tok/s Runs well
71 ptsGood (B) · 71 of 100 points: Model quality 16.6/45, Memory fit 25.0/25, Speed 15.0/15, Memory use 15.0/15 NVIDIA GeForce RTX 4090 Q3_K_M 19.8 GB / 24.0 GB 46.0 tok/s Runs well
71 ptsGood (B) · 71 of 100 points: Model quality 16.6/45, Memory fit 25.0/25, Speed 14.6/15, Memory use 15.0/15 AMD Radeon RX 7900 XTX Q3_K_M 19.8 GB / 24.0 GB 37.8 tok/s Runs well
67 ptsGood (B) · 67 of 100 points: Model quality 19.6/45, Memory fit 25.0/25, Speed 15.0/15, Memory use 8.4/15 NVIDIA RTX PRO 6000 Blackwell Q6_K 34.9 GB / 96.0 GB 43.9 tok/s Runs well
66 ptsGood (B) · 66 of 100 points: Model quality 18.8/45, Memory fit 25.0/25, Speed 9.7/15, Memory use 12.8/15 Apple M4 Max (64 GB) Q4_K_M 26.6 GB / 48.0 GB 16.6 tok/s Runs well
65 ptsGood (B) · 65 of 100 points: Model quality 18.8/45, Memory fit 25.0/25, Speed 6.8/15, Memory use 15.0/15 Apple M4 Pro (48 GB) Q4_K_M 25.7 GB / 36.0 GB 8.3 tok/s Runs well
64 ptsGood (B) · 64 of 100 points: Model quality 18.8/45, Memory fit 25.0/25, Speed 8.3/15, Memory use 12.8/15 Apple M1 Max (64 GB) Q4_K_M 26.6 GB / 48.0 GB 12.2 tok/s Runs well
61 ptsGood (B) · 61 of 100 points: Model quality 18.8/45, Memory fit 25.0/25, Speed 11.7/15, Memory use 5.5/15 Apple M2 Ultra (192 GB) Q4_K_M 34.3 GB / 144 GB 24.3 tok/s Runs well
60 ptsGood (B) · 60 of 100 points: Model quality 18.8/45, Memory fit 25.0/25, Speed 9.7/15, Memory use 7.3/15 Apple M4 Max (128 GB) Q4_K_M 30.5 GB / 96.0 GB 16.6 tok/s Runs well

Check it on your own hardware

Estimates come from published hardware specs and our open formulas, not from running the model on your machine. Real speed varies with runtime, drivers and settings. Numbers marked “Measured” come from a linked benchmark.