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// IBM Granite · Text LLM

granite-3.1-3b-a800m-instruct: VRAM & local deployment

3.3B (MoE) parameters. About 3.2 GB at 4-bit and 8.3 GB at BF16 with one 8K-token request.

released 2024-12-06licence: Commercial OKmemory figures are estimates

01Specs

PublisherIBM · ibm-granite
Family / seriesIBM Granite · granite-3.1-a800m
TypeText LLM (text-generation)
Parameters3.3B (MoE) Source: counted from official safetensors weights
Context length128K tokens (131,072)max_position_embeddings in config.json
Architecture32 layers · GQA · MoE
Released weightsBF16 · 6.6 GBdownload
LicenceApache-2.0 · Commercial OKPermissive licence (Apache-2.0 / MIT / CC-BY / OpenMDW): commercial use allowed.
Released2024-12-06 (Hugging Face repo created)

02How much VRAM it needs (estimate)

Total = weights + 10% + 0.5GB overhead + KV cache for one request (FP16 KV). More concurrent users multiply the KV column.

PrecisionWeightsTotal @ 8KTotal @ 32KTotal @ 128KSmallest GPUMac
BF16 / FP16 (original)6.6 GB 8.3 GB9.9 GB16.4 GB 12GB GPUMac 16GB
FP8 / INT8 / Q8_03.5 GB 4.9 GB6.5 GB13.0 GB 8GB GPUMac 16GB
4-bit (Q4_K_M / AWQ / GPTQ-Int4)2.0 GB 3.2 GB4.8 GB11.3 GB 8GB GPUMac 16GB

KV cache per request: 8K 0.5 GB · 32K 2.1 GB · 128K 8.6 GB

Bits per weight: BF16 16, FP8 8.5, 4-bit 4.85. “Fits” = total ≤ 90% of memory; Mac GPU can use ~2/3 of unified memory (≤36GB) or ~3/4 (larger). For MoE, all experts must be in memory, so size by total parameters. Method →

03How to run it

Only runtimes the publisher or the runtime’s official library names for this model.

Which inference engine to choose →

04Official repositories & quantised builds

2 official repo(s) from ibm-granite.

05Other IBM Granite models

All 67 →
ModelParams4-bit totalReleased
granite-switch-4.1-8b8.78B7.8 GB2026-10-14
granite-switch-4.1-30b30B22.7 GB2026-10-14
granite-speech-5.0-2b2.31B2.0 GB2026-10-07
ensemble-forecasting-with-ibm-granite-time-series——2026-10-01
granite-speech-5.0-470m-turboctc-nc473M0.8 GB2026-08-17
granite-4.2-3b3.66B3.6 GB2026-08-07
granite-4.2-8b8.79B7.7 GB2026-08-07
granite-4.2-30b29.3B22.2 GB2026-08-07

06Sources

Data checked 2025-01-31. Parameters, context and licence are copied from the official repository; memory figures are our estimates.

Data updated: Self-host open models(UTC+8)