Multimodal Models

111 profiles in this group. Use this hub page to compare practical VRAM floor, expected throughput, and best local-vs-cloud path.

Model Data VRAM min VRAM optimal Best local GPU Cloud fallback Detail
Llama 4 128X17B FP16 Estimated 430GB 442GB Cloud-first (no practical single-GPU local) H100/H200 class Open
Llama 4 128X17B Q4 Estimated 418GB 428GB Cloud-first (no practical single-GPU local) H100/H200 class Open
Llama 4 128X17B Q5 Estimated 420GB 430GB Cloud-first (no practical single-GPU local) H100/H200 class Open
Llama 4 128X17B Q8 Estimated 424GB 434GB Cloud-first (no practical single-GPU local) H100/H200 class Open
Qwen3.5 397B-A17B CLOUD Estimated 215GB 223GB Cloud-first (no practical single-GPU local) H100/H200 class Open
Llama 4 16X17B FP16 Estimated 225GB 237GB Cloud-first (no practical single-GPU local) H100/H200 class Open
Llama 4 16X17B Q4 Estimated 213GB 223GB Cloud-first (no practical single-GPU local) H100/H200 class Open
Llama 4 16X17B Q5 Estimated 215GB 225GB Cloud-first (no practical single-GPU local) H100/H200 class Open
Llama 4 16X17B Q8 Estimated 219GB 229GB Cloud-first (no practical single-GPU local) H100/H200 class Open
Qwen3 VL 235B CLOUD Estimated 140GB 148GB Cloud-first (no practical single-GPU local) H100/H200 class Open
Qwen3 VL 235B FP16 Estimated 150GB 162GB Cloud-first (no practical single-GPU local) H100/H200 class Open
Qwen3 VL 235B Q4 Estimated 138GB 148GB Cloud-first (no practical single-GPU local) H100/H200 class Open
Qwen3 VL 235B Q5 Estimated 140GB 150GB Cloud-first (no practical single-GPU local) H100/H200 class Open
Qwen3 VL 235B Q8 Estimated 144GB 154GB Cloud-first (no practical single-GPU local) H100/H200 class Open
Llama 3.2 Vision 90B FP16 Estimated 80GB 92GB Cloud-first (no practical single-GPU local) H100/H200 class Open
Llama 3.2 Vision 90B Q4 Estimated 68GB 78GB Dual RTX 4090 (model parallel) A100 80GB Open
Llama 3.2 Vision 90B Q5 Estimated 70GB 80GB Dual RTX 4090 (model parallel) A100 80GB Open
Llama 3.2 Vision 90B Q8 Estimated 74GB 84GB Cloud-first (no practical single-GPU local) H100/H200 class Open
Qwen2.5 VL 72B FP16 Estimated 50GB 62GB Dual RTX 4090 (model parallel) A100 80GB Open
Qwen2.5 VL 72B Q4 Estimated 38GB 48GB RTX 6000 Ada 48GB A100 80GB Open
Qwen2.5 VL 72B Q5 Estimated 40GB 50GB Dual RTX 4090 (model parallel) A100 80GB Open
Qwen2.5 VL 72B Q8 Estimated 44GB 54GB Dual RTX 4090 (model parallel) A100 80GB Open
LLaVA 34B FP16 Estimated 30GB 42GB RTX 6000 Ada 48GB A100 80GB Open
LLaVA 34B Q4 Estimated 18GB 28GB RTX 6000 Ada 48GB A100 80GB Open
LLaVA 34B Q5 Estimated 20GB 30GB RTX 6000 Ada 48GB A100 80GB Open
LLaVA 34B Q8 Estimated 24GB 34GB RTX 6000 Ada 48GB A100 80GB Open
Qwen2.5 VL 32B FP16 Estimated 30GB 42GB RTX 6000 Ada 48GB A100 80GB Open
Qwen2.5 VL 32B Q4 Estimated 18GB 28GB RTX 6000 Ada 48GB A100 80GB Open
Qwen2.5 VL 32B Q5 Estimated 20GB 30GB RTX 6000 Ada 48GB A100 80GB Open
Qwen2.5 VL 32B Q8 Estimated 24GB 34GB RTX 6000 Ada 48GB A100 80GB Open
Qwen3 VL 32B CLOUD Estimated 20GB 28GB RTX 6000 Ada 48GB A100 80GB Open
Qwen3 VL 32B FP16 Estimated 30GB 42GB RTX 6000 Ada 48GB A100 80GB Open
Qwen3 VL 32B Q4 Estimated 18GB 28GB RTX 6000 Ada 48GB A100 80GB Open
Qwen3 VL 32B Q5 Estimated 20GB 30GB RTX 6000 Ada 48GB A100 80GB Open
Qwen3 VL 32B Q8 Estimated 24GB 34GB RTX 6000 Ada 48GB A100 80GB Open
Qwen3 VL 30B CLOUD Estimated 20GB 28GB RTX 6000 Ada 48GB A100 80GB Open
Qwen3 VL 30B FP16 Estimated 30GB 42GB RTX 6000 Ada 48GB A100 80GB Open
Qwen3 VL 30B Q4 Estimated 18GB 28GB RTX 6000 Ada 48GB A100 80GB Open
Qwen3 VL 30B Q5 Estimated 20GB 30GB RTX 6000 Ada 48GB A100 80GB Open
Qwen3 VL 30B Q8 Estimated 24GB 34GB RTX 6000 Ada 48GB A100 80GB Open
Gemma 3 27B FP16 Estimated 30GB 42GB RTX 6000 Ada 48GB A100 80GB Open
Gemma 3 27B Q4 Estimated 18GB 28GB RTX 6000 Ada 48GB A100 80GB Open
Gemma 3 27B Q5 Estimated 20GB 30GB RTX 6000 Ada 48GB A100 80GB Open
Gemma 3 27B Q8 Estimated 24GB 34GB RTX 6000 Ada 48GB A100 80GB Open
LLaVA 13B FP16 Estimated 22GB 34GB RTX 6000 Ada 48GB A100 80GB Open
LLaVA 13B Q4 Estimated 10GB 20GB RTX 3090 24GB A6000 48GB Open
LLaVA 13B Q5 Estimated 12GB 22GB RTX 3090 24GB A6000 48GB Open
LLaVA 13B Q8 Estimated 16GB 26GB RTX 6000 Ada 48GB A100 80GB Open
Gemma 3 12B FP16 Estimated 22GB 34GB RTX 6000 Ada 48GB A100 80GB Open
Gemma 3 12B Q4 Estimated 10GB 20GB RTX 3090 24GB A6000 48GB Open
Gemma 3 12B Q5 Estimated 12GB 22GB RTX 3090 24GB A6000 48GB Open
Gemma 3 12B Q8 Estimated 16GB 26GB RTX 6000 Ada 48GB A100 80GB Open
Llama 3.2 Vision 11B FP16 Estimated 22GB 34GB RTX 6000 Ada 48GB A100 80GB Open
Llama 3.2 Vision 11B Q4 Estimated 12GB 14GB RTX 3090 24GB A6000 48GB Open
Llama 3.2 Vision 11B Q5 Estimated 14GB 16GB RTX 3090 24GB A6000 48GB Open
Llama 3.2 Vision 11B Q8 Estimated 16GB 26GB RTX 6000 Ada 48GB A100 80GB Open
LLaVA Llama3 8B FP16 Estimated 18GB 30GB RTX 6000 Ada 48GB A100 80GB Open
LLaVA Llama3 8B Q4 Estimated 6GB 16GB RTX 3090 24GB A6000 48GB Open
LLaVA Llama3 8B Q5 Estimated 8GB 18GB RTX 3090 24GB A6000 48GB Open
LLaVA Llama3 8B Q8 Estimated 12GB 22GB RTX 3090 24GB A6000 48GB Open
MiniCPM-V 8B FP16 Estimated 18GB 30GB RTX 6000 Ada 48GB A100 80GB Open
MiniCPM-V 8B Q4 Estimated 6GB 16GB RTX 3090 24GB A6000 48GB Open
MiniCPM-V 8B Q5 Estimated 8GB 18GB RTX 3090 24GB A6000 48GB Open
MiniCPM-V 8B Q8 Estimated 12GB 22GB RTX 3090 24GB A6000 48GB Open
Qwen3 VL 8B CLOUD Estimated 8GB 16GB RTX 3090 24GB A6000 48GB Open
Qwen3 VL 8B FP16 Estimated 18GB 30GB RTX 6000 Ada 48GB A100 80GB Open
Qwen3 VL 8B Q4 Estimated 6GB 16GB RTX 3090 24GB A6000 48GB Open
Qwen3 VL 8B Q5 Estimated 8GB 18GB RTX 3090 24GB A6000 48GB Open
Qwen3 VL 8B Q8 Estimated 12GB 22GB RTX 3090 24GB A6000 48GB Open
LLaVA 7B FP16 Estimated 18GB 30GB RTX 6000 Ada 48GB A100 80GB Open
LLaVA 7B Q4 Estimated 8GB 10GB RTX 3090 24GB A6000 48GB Open
LLaVA 7B Q5 Estimated 10GB 12GB RTX 3090 24GB A6000 48GB Open
LLaVA 7B Q8 Estimated 12GB 22GB RTX 3090 24GB A6000 48GB Open
Qwen2.5 VL 7B FP16 Estimated 18GB 30GB RTX 6000 Ada 48GB A100 80GB Open
Qwen2.5 VL 7B Q4 Estimated 6GB 16GB RTX 3090 24GB A6000 48GB Open
Qwen2.5 VL 7B Q5 Estimated 8GB 18GB RTX 3090 24GB A6000 48GB Open
Qwen2.5 VL 7B Q8 Estimated 12GB 22GB RTX 3090 24GB A6000 48GB Open
Gemma 3 4B FP16 Estimated 16GB 28GB RTX 6000 Ada 48GB A100 80GB Open
Gemma 3 4B Q4 Estimated 4GB 14GB RTX 3090 24GB A6000 48GB Open
Gemma 3 4B Q5 Estimated 6GB 16GB RTX 3090 24GB A6000 48GB Open
Gemma 3 4B Q8 Estimated 10GB 20GB RTX 3090 24GB A6000 48GB Open
Gemma 3n E4B FP16 Estimated 16GB 28GB RTX 6000 Ada 48GB A100 80GB Open
Gemma 3n E4B Q4 Estimated 4GB 14GB RTX 3090 24GB A6000 48GB Open
Gemma 3n E4B Q5 Estimated 6GB 16GB RTX 3090 24GB A6000 48GB Open
Gemma 3n E4B Q8 Estimated 10GB 20GB RTX 3090 24GB A6000 48GB Open
Qwen3 VL 4B CLOUD Estimated 6GB 14GB RTX 3090 24GB A6000 48GB Open
Qwen3 VL 4B FP16 Estimated 16GB 28GB RTX 6000 Ada 48GB A100 80GB Open
Qwen3 VL 4B Q4 Estimated 4GB 14GB RTX 3090 24GB A6000 48GB Open
Qwen3 VL 4B Q5 Estimated 6GB 16GB RTX 3090 24GB A6000 48GB Open
Qwen3 VL 4B Q8 Estimated 10GB 20GB RTX 3090 24GB A6000 48GB Open
Qwen2.5 VL 3B FP16 Estimated 16GB 28GB RTX 6000 Ada 48GB A100 80GB Open
Qwen2.5 VL 3B Q4 Estimated 4GB 14GB RTX 3090 24GB A6000 48GB Open
Qwen2.5 VL 3B Q5 Estimated 6GB 16GB RTX 3090 24GB A6000 48GB Open
Qwen2.5 VL 3B Q8 Estimated 10GB 20GB RTX 3090 24GB A6000 48GB Open
Gemma 3n E2B FP16 Estimated 14GB 26GB RTX 6000 Ada 48GB A100 80GB Open
Gemma 3n E2B Q4 Estimated 2GB 12GB RTX 3090 24GB A6000 48GB Open
Gemma 3n E2B Q5 Estimated 4GB 14GB RTX 3090 24GB A6000 48GB Open
Gemma 3n E2B Q8 Estimated 8GB 18GB RTX 3090 24GB A6000 48GB Open
Qwen3 VL 2B CLOUD Estimated 4GB 12GB RTX 3090 24GB A6000 48GB Open
Qwen3 VL 2B FP16 Estimated 14GB 26GB RTX 6000 Ada 48GB A100 80GB Open
Qwen3 VL 2B Q4 Estimated 2GB 12GB RTX 3090 24GB A6000 48GB Open
Qwen3 VL 2B Q5 Estimated 4GB 14GB RTX 3090 24GB A6000 48GB Open
Qwen3 VL 2B Q8 Estimated 8GB 18GB RTX 3090 24GB A6000 48GB Open
Gemma 3 1B FP16 Estimated 14GB 26GB RTX 6000 Ada 48GB A100 80GB Open
Gemma 3 1B Q4 Estimated 2GB 12GB RTX 3090 24GB A6000 48GB Open
Gemma 3 1B Q5 Estimated 4GB 14GB RTX 3090 24GB A6000 48GB Open
Gemma 3 1B Q8 Estimated 8GB 18GB RTX 3090 24GB A6000 48GB Open
Gemma 3 270M FP16 Estimated 12GB 24GB RTX 3090 24GB A6000 48GB Open
Gemma 3 270M Q4 Estimated 2GB 10GB RTX 3090 24GB A6000 48GB Open
Gemma 3 270M Q5 Estimated 2GB 12GB RTX 3090 24GB A6000 48GB Open
Gemma 3 270M Q8 Estimated 6GB 16GB RTX 3090 24GB A6000 48GB Open
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