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LFM2-350M

LFM family · 0.3B params

1recorded run
2231.4best tok/s
0verified

Evidence: 0 sourced runs · 1 awaiting review · 1 independent source · first recorded Sep 4, 2026. What these labels mean.

What the LFM2-350M numbers mean

The fastest result on our board is 2231.4 output tok/s on an RTX 5090 at NVFP4 with a 704-token context. That is about 0.4 ms per generated token — 500 tokens takes roughly 0.2 seconds. Peak VRAM was measured at 28.4 GB.

How much VRAM does LFM2-350M need?

LFM2-350M has 0.3B 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)1.0 GB8 GB
Q8_0 (8-bit)1.2 GB8 GB
FP16 (16-bit)1.6 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 50902231.4

Models with a similar footprint

ModelParamsQ4_K_M weights
LFM2.5-350M350M0.2 GB
MobileLLM-350M350M0.2 GB
SmolLM2-360M-Instruct360M0.2 GB
LFM2.5-230M230M0.1 GB
Qwen2.5-0.5B-Instruct500M0.3 GB
SmolLM2-135M-Instruct135M0.1 GB

Ranked by distance from LFM2-350M's parameter count. Full benchmark board.

All benchmarks Methodology

GPUModelQuantBackendCtx tok/sprompt tok/sVRAM GBSource
RTX 5090 · 32 GBLFM2-350MNVFP4sglang —7042231.4 …—28.4src
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