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Spark-X2.5-1.7B

Spark family · 2.0B params

1recorded run
207.3best tok/s
1verified

Evidence: 1 sourced run · 1 independent source · first recorded Sep 4, 2026. What these labels mean.

What the Spark-X2.5-1.7B numbers mean

The fastest verified result on our board is 207.3 output tok/s on an RTX 3060 at IQ4_XS with a 4096-token context. That is about 4.8 ms per generated token — 500 tokens takes roughly 2.4 seconds. Prompt processing on the same record runs at 7951.0 tok/s, so a 2,000-token prompt is read in about 0.3 seconds. Peak VRAM was measured at 3.0 GB.

How much VRAM does Spark-X2.5-1.7B need?

Spark-X2.5-1.7B has 2.0B 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)2.1 GB8 GB
Q8_0 (8-bit)3.2 GB8 GB
FP16 (16-bit)5.4 GB8 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 3060207.3

Models with a similar footprint

ModelParamsQ4_K_M weights
Qwen3-1.7B2B1.1 GB
gemma-3-1b-it1B0.6 GB
LFM2.5-1.2B-Instruct1B0.6 GB
LFM2.5-2.6B3B1.7 GB
Llama-3.2-1B-Instruct1B0.6 GB
Llama-3.2-3B-Instruct3B1.7 GB

Ranked by distance from Spark-X2.5-1.7B's parameter count. Full benchmark board.

All benchmarks Methodology

GPUModelQuantBackendCtx tok/sprompt tok/sVRAM GBSource
RTX 3060 · 12 GBSpark-X2.5-1.7BIQ4_XSllama.cpp a698f1cc (XHToken spark2_5 fork b105…4096207.3 ✓7951.03.0src
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