Ornith-1.0-9B

Qwen family · 9.0B params

Evidence: 2 sourced runs · 1 independent source · first recorded Aug 4, 2026 · last recorded Aug 18, 2026. What these labels mean.

What the Ornith-1.0-9B numbers mean

The fastest verified result on our board is 52.5 output tok/s on an RTX 3060 at Q4_K_M with a 32768-token context. That is about 19.1 ms per generated token — 500 tokens takes roughly 9.5 seconds. Prompt processing on the same record runs at 1457.6 tok/s, so a 2,000-token prompt is read in about 1.4 seconds. Peak VRAM was measured at 5.7 GB. Across the 2 records we hold for this model the range is 31.2–52.5 tok/s on 2 GPUs, because quantisation, context length and the engine build all move the number.

How much VRAM does Ornith-1.0-9B need?

Ornith-1.0-9B has 9.0B 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.

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.

Models with a similar footprint

Ranked by distance from Ornith-1.0-9B's parameter count. Full benchmark board.

All benchmarks Methodology