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Ornith-1.0-35B-PrismaAURA-4.75bit-vllm-MTP

Qwen family · 35.0B params

1recorded run
283.1best tok/s
1verified

Evidence: 1 sourced run · 1 independent source · first recorded Jul 23, 2026. What these labels mean.

What the Ornith-1.0-35B-PrismaAURA-4.75bit-vllm-MTP numbers mean

The fastest verified result on our board is 283.1 output tok/s on an RTX 5090 at NVFP4 with a 32768-token context. That is about 3.5 ms per generated token — 500 tokens takes roughly 1.8 seconds.

How much VRAM does Ornith-1.0-35B-PrismaAURA-4.75bit-vllm-MTP need?

Ornith-1.0-35B-PrismaAURA-4.75bit-vllm-MTP has 35.0B parameters. These estimates use the same formula as the VRAM calculator: weights, plus about 15% for a moderate-context KV cache and runtime overhead, plus a small engine floor.

QuantisationEstimated VRAMSmallest card that fits
Q4_K_M (4-bit)23.4 GB32 GB
Q8_0 (8-bit)43.6 GB64 GB
FP16 (16-bit)81.3 GB96 GB

Long contexts and large batches raise the real number — read the smallest card as "possible with a reduced context". Measured throughput is on the benchmark board.

Fastest GPUs for this model (best tok/s)
  1. RTX 5090283.1

Models with a similar footprint

ModelParamsQ4_K_M weights
Apodex-1.1-mini35B19.7 GB
badtheorylabs_BTL-435B19.7 GB
BTL-4-Compact35B19.7 GB
KAT-Coder-V2.5-Dev-AWQ-W4A16-ASYM35B19.7 GB
Kwaipilot_KAT-Coder-V2.5-Dev35B19.7 GB
MiniCPM-V 4.7-35B-A3B35B19.7 GB

Ranked by distance from Ornith-1.0-35B-PrismaAURA-4.75bit-vllm-MTP's parameter count. Full benchmark board.

All benchmarks Methodology

GPUModelQuantBackendCtx tok/sprompt tok/sVRAM GBSource
RTX 5090 · 32 GBOrnith-1.0-35B-PrismaAURA-4.75bit-vllm-MTPNVFP4vllm v0.25.132768283.1 ✓——src
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