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RfRigFit

What fits in 192 GB of VRAM

Data updated . Last reviewed the same day, when this catalog snapshot was written.

Usable memory here is 182 GB, which is 95% of 192 GB. 44 of 49 catalog models fit at Q4, Q8, or FP16. No GPU in this catalog ships with exactly 192 GB. The list is the memory budget, not a product roundup. 1 of the fits do not fit the 128 GB tier.

Models

Sorted by the highest quant that fits, then by headroom. Tok/s is blank because this tier has no catalog GPU.

Models that fit in 192 GB VRAM
ModelBest quantEstimateHeadroomEst. tok/s
Llama 3.2 1B InstructFP163.0 GB179 GB—
Llama 3.2 3B InstructFP167.7 GB175 GB—
Phi-3.5 miniFP169.2 GB173 GB—
Phi-4 miniFP169.2 GB173 GB—
Gemma 3 4BFP1610.3 GB172 GB—
Mistral 7B Instruct v0.3FP1617.4 GB165 GB—
Qwen2.5 7B InstructFP1618.3 GB164 GB—
Gemma 4 E4BFP1619.2 GB163 GB—
DeepSeek R1 Distill Llama 8BFP1619.3 GB163 GB—
Llama 3.1 8B InstructFP1619.3 GB163 GB—
Qwen3 8BFP1619.7 GB163 GB—
Ministral 3 8BFP1621.4 GB161 GB—
Gemma 2 9BFP1622.2 GB160 GB—
Gemma 4 12BFP1628.7 GB154 GB—
Gemma 3 12BFP1629.2 GB153 GB—
Mistral Nemo 12BFP1629.4 GB153 GB—
Ministral 3 14BFP1633.5 GB149 GB—
Phi-4FP1635.2 GB147 GB—
Qwen3 14BFP1635.4 GB147 GB—
Qwen2.5 14B InstructFP1635.4 GB147 GB—
gpt-oss-20bFP1650.2 GB132 GB—
Mistral Small 3.2 24BFP1657.6 GB125 GB—
Gemma 4 26B-A4BFP1661.9 GB120 GB—
Gemma 2 27BFP1665.3 GB117 GB—
Gemma 3 27BFP1665.8 GB117 GB—
Qwen3.6 27BFP1666.7 GB116 GB—
Qwen3.8 27BFP1666.7 GB116 GB—
Qwen3 30B-A3BFP1673.3 GB109 GB—
GLM-4.7-FlashFP1674.9 GB107 GB—
Gemma 4 31BFP1675.1 GB107 GB—
Qwen3 32BFP1678.6 GB104 GB—
DeepSeek R1 Distill Qwen 32BFP1678.6 GB104 GB—
Qwen2.5 32B InstructFP1678.6 GB104 GB—
Qwen3.6 35B-A3BFP1686.3 GB96.1 GB—
Mixtral 8x7BFP16112 GB70.3 GB—
DeepSeek R1 Distill Llama 70BFP16169 GB13.1 GB—
Llama 3.3 70B InstructFP16169 GB13.1 GB—
Qwen2.5 72B InstructFP16174 GB7.9 GB—
DeepSeek V4 FlashQ84.5 GB178 GB—
gpt-oss-120bQ863.7 GB119 GB—
Llama 4 ScoutQ8115 GB67.9 GB—
Mistral Small 4Q8127 GB55.7 GB—
Mixtral 8x22BQ8151 GB31.1 GB—
Qwen3 235B-A22BQ4144 GB38.7 GB—

Next misses at Q4: Llama 4 Maverick (243 GB), Llama 3.1 405B Instruct (244 GB), DeepSeek R1 (405 GB), Mistral Large 3 (407 GB), DeepSeek V4 Pro (959 GB).

GPUs at 192 GB

No catalog GPU has exactly 192 GB of VRAM.

Questions

How many catalog models fit in 192 GB of VRAM?
44 of 49 fit at Q4 or better inside 182 GB usable (95% of 192 GB).
Which catalog GPUs have 192 GB of VRAM?
None. No GeForce or Radeon row in this catalog is exactly 192 GB.
Is the tokens/sec column a benchmark?
No column is filled in, because no catalog GPU has 192 GB to borrow a bandwidth from.