What can the NVIDIA GeForce RTX 3090 Ti run?

24 GB VRAM (~22.8 GB usable for models) · 1008 GB/s memory bandwidth · launch MSRP $1999

Measured: 171.19 tok/s on Llama 2 7B Q4_0 (llama.cpp tg128). Source: llama.cpp CUDA scoreboard (Llama 2 7B Q4_0, tg128, no FA)

ModelVerdictBest quant that fitsEst. tok/s (Q4)
Llama 3.1 8B InstructYesF16~135
Llama 3.3 70B InstructNo——
Llama 3.2 3B InstructYesF16~300
Llama 4 Scout (17B active, 16 experts)No——
Qwen3 8BYesF16~132
Qwen3 14BYesQ8_0~72.9
Qwen3 32BYesQ4_K_M (4K ctx)~32.9
Qwen3 30B-A3B (MoE)YesQ4_K_M~161
Qwen3 235B-A22B (MoE)No——
Qwen2.5 Coder 32B InstructYesQ4_K_M (4K ctx)~32.9
Gemma 3 4BYesF16~251
Gemma 3 12BYesQ8_0~88.5
Gemma 3 27BYesQ4_K_M~39.4
Mistral Small 3.1 24BYesQ6_K~45.0
Mistral Nemo 12BYesQ8_0~88.5
Phi-4 14BYesQ8_0~73.4
DeepSeek R1 Distill Qwen 32BYesQ4_K_M (4K ctx)~32.9
DeepSeek R1 Distill Llama 70BNo——
gpt-oss-20b (MoE)YesMXFP4 (native)~157
gpt-oss-120b (MoE)No——
DeepSeek V3 / R1 671B (MoE)No——

Estimated tok/s = calibrated bandwidth ÷ active weight size. Real results vary with runtime, context and drivers.

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