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GLM-4.6V-Flash

GLM family · 10.0B params

1recorded run
132.7best tok/s
0verified

Evidence: 0 sourced runs · 1 awaiting review · 1 independent source · first recorded Aug 17, 2026. What these labels mean.

What the GLM-4.6V-Flash numbers mean

The fastest result on our board is 132.7 output tok/s on an RTX 5090 at Q8_0 with a 2048-token context. That is about 7.5 ms per generated token — 500 tokens takes roughly 3.8 seconds. Prompt processing on the same record runs at 707.8 tok/s, so a 2,000-token prompt is read in about 2.8 seconds.

How much VRAM does GLM-4.6V-Flash need?

GLM-4.6V-Flash has 10.0B 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)7.3 GB12 GB
Q8_0 (8-bit)13.0 GB16 GB
FP16 (16-bit)23.8 GB32 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 5090132.7

Models with a similar footprint

ModelParamsQ4_K_M weights
Ornith-1.5-9B10B5.6 GB
Qwen3.5-9B10B5.6 GB
Carnice-9b9B5.1 GB
DeepSeek-V4-Pro-Qwen3.5-9B-MTP9B5.1 GB
Huihui-Qwythos-9B-Claude-Mythos-5-1M-abliterated-i19B5.1 GB
NVIDIA-Nemotron-Nano-9B-v29B5.1 GB

Ranked by distance from GLM-4.6V-Flash's parameter count. Full benchmark board.

All benchmarks Methodology

GPUModelQuantBackendCtx tok/sprompt tok/sVRAM GBSource
RTX 5090 · 32 GBGLM-4.6V-FlashQ8_0lmstudio —2048132.7 …707.8—src
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