willitrun·ai

Liquid AILiquid AI

LFM2.5 8B A1B

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116.1KDownloads658CurtidasMay 2026Publicado128K tokensContextoOtherLicença58 BomQualidade

LFM2.5 8B A1B (8.5B parameters) requires approximately 6.9 GB of VRAM with Q4_K_M quantization. As a Mixture of Experts model with 1.5B active parameters, it uses less memory than its total parameter count suggests. For the best balance of quality and speed, we recommend hardware with at least 8 GB of VRAM.

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Copy-paste commands to run LFM2.5 8B A1B on your machine.

Run

lms load LFM2.5-8B-A1B && lms server start

Quick specs

Parameters8.5B (1.5B active)
Architecturemoe (MoE)
Context128K tokens
Modalitytext
Min RAM3.3 GB
Rec. RAM5.2 GB (Q4_K_M)
LicenseOther
FamilyLFM2
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About this model

LFM2.5-8B-A1B is Liquid AI's on-device MoE assistant: 8.3B total parameters with only 1.5B activated per token (32 experts, 4 active). Its hybrid convolution + attention backbone is optimized for fast, low-memory edge inference on consumer hardware.

  • Only ~1.5B active parameters per token — MoE efficiency for on-device use.
  • Hybrid short-convolution + grouped-query-attention backbone (LFM2 architecture).
  • 128K context, multilingual (en, ar, zh, fr, de, ja, ko).
  • GGUF and MLX builds recommended for llama.cpp and Apple Silicon.

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Opções de quantização

Estimativas de VRAM por nível de quantização

No hardware detected — fit column shows raw VRAM estimates

QuantBitsVRAMQualityFit
Q2_K
2
3.3 GB
Low
Q3_K_S
3
4.2 GB
Low
NVFP4
4
4.8 GB
Medium
Q4_K_M
4
5.2 GB
Medium
Q5_K_M
5
6.1 GB
High
Q6_K
6
7.0 GB
High
Q8_0
8
9.1 GB
Very High
F16
16
17.4 GB
Maximum

Compatibilidade de hardware

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Computing compatibility...

Detalhamento de memória

Reference: RTX 2060 6GB

Weights5.2 GB
KV Cache0.2 GB
Runtime0.9 GB
Headroom0.6 GB

Perguntas frequentes

FAQ — LFM2.5 8B A1B

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