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// Ai2 OLMo / Molmo · Text LLM

OLMo-2-1124-7B: VRAM & local deployment

7.3B parameters. About 9.7 GB at 4-bit and 20.8 GB at BF16 with one 8K-token request.

released 2024-10-29licence: Commercial OKmemory figures are estimates

01Specs

PublisherAllen Institute for AI · allenai
Family / seriesAi2 OLMo / Molmo · OLMo-2
TypeText LLM
Parameters7.3B Source: counted from official safetensors weights
Context length4K tokens (4,096)max_position_embeddings in config.json
Architecture32 layers · GQA
Released weightsFP32 · 29.2 GBdownload
LicenceApache-2.0 · Commercial OKPermissive licence (Apache-2.0 / MIT / CC-BY / OpenMDW): commercial use allowed.
Released2024-10-29 (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 @ 8KSmallest GPUMac
BF16 / FP16 (original)14.6 GB 20.9 GB RTX 4090 24GBMac 36GB
FP8 / INT8 / Q8_07.8 GB 13.3 GB 16GB GPUMac 24GB
4-bit (Q4_K_M / AWQ / GPTQ-Int4)4.4 GB 9.7 GB 12GB GPUMac 24GB

KV cache per request: 8K 4.3 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

4 official repo(s) from allenai.

05Other Ai2 OLMo / Molmo models

All 31 →
ModelParams4-bit totalReleased
OLMo-2-0425-1B · same series1.49B2.6 GB2025-04-17
OLMo-2-1124-13B · same series13.7B16.4 GB2024-11-19
OLMo-2-0325-32B-Instruct · same series32.2B24.1 GB2025-03-12
Molmo2-ER4.85B4.9 GB2026-05-04
MolmoWeb-4B4.85B4.9 GB2026-03-20
MolmoPoint-8B8.68B7.5 GB2026-03-16
Olmo-Hybrid-7B7.43B6.5 GB2026-01-28
Molmo2-4B4.85B4.9 GB2025-12-14
Molmo2-8B8.66B7.5 GB2025-12-14
Molmo2-O-7B7.76B10.0 GB2025-12-14
Olmo-3.1-32B-Instruct32.2B23.3 GB2025-12-10

06Sources

Data checked 2025-01-06. Parameters, context and licence are copied from the official repository; memory figures are our estimates.

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