DiggTop ⌕

Qwen3.8-Flash-Next-hibrid48

Qwen family · 180.0B params

5recorded runs
474.0best tok/s
5verified

Evidence: 5 sourced runs · 1 independent source · first recorded Sep 14, 2026 · last recorded Sep 28, 2026. What these labels mean.

What the Qwen3.8-Flash-Next-hibrid48 numbers mean

The fastest verified result on our board is 474.0 output tok/s on an DGX Spark x2 at NVFP4 (output head) with a 262144-token context. That is about 2.1 ms per generated token — 500 tokens takes roughly 1.1 seconds. Across the 5 records we hold for this model the range is 60.0–474.0 tok/s on 2 GPUs, because quantisation, context length and the engine build all move the number.

How much VRAM does Qwen3.8-Flash-Next-hibrid48 need?

Qwen3.8-Flash-Next-hibrid48 has 180.0B 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)117.2 GB141 GB
Q8_0 (8-bit)220.7 GBmulti-GPU or CPU offload
FP16 (16-bit)414.8 GBmulti-GPU or CPU offload

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. DGX Spark x2474.0
  2. DGX Spark60.0

Models with a similar footprint

ModelParamsQ4_K_M weights
CYBER-FROST-3.8180B101.2 GB
Qwen3.8-Flash-Next180B101.2 GB
Qwen3.8-Flash-Next-REAP-256-duo180B101.2 GB
DeepSeek-V4-Flash-180B158B88.9 GB
MiniMax-M2.7229B128.8 GB
Ling-3.0-flash127B71.4 GB

Ranked by distance from Qwen3.8-Flash-Next-hibrid48's parameter count. Full benchmark board.

All benchmarks Methodology

GPUModelQuantBackendCtx tok/sprompt tok/sVRAM GBSource
DGX Spark x2 · 128 GBQwen3.8-Flash-Next-hibrid48NVFP4 (output head)vllm 0.29262144474.0 ✓——src
DGX Spark x2 · 128 GBQwen3.8-Flash-Next-hibrid48NVFP4vllm 0.30100099.0 ✓2543.0—src
DGX Spark x2 · 128 GBQwen3.8-Flash-Next-hibrid48NVFP4vllm 0.3012800089.8 ✓3233.0—src
DGX Spark x2 · 128 GBQwen3.8-Flash-Next-hibrid48NVFP4vllm 0.3025600081.6 ✓3094.0—src
DGX Spark · 128 GBQwen3.8-Flash-Next-hibrid48NVFP4 (output head)vllm 0.29.026200060.0 ✓——src
↑