// MiniCPM / VoxCPM · Omni / audio LLM
MiniCPM-o-4_5: VRAM & local deployment
9.37B parameters. About 8.0 GB at 4-bit and 22.3 GB at BF16 with one 8K-token request.
released 2026-02-03licence: Commercial OKmemory figures are estimates
01Specs
| Publisher | OpenBMB · openbmb |
|---|---|
| Family / series | MiniCPM / VoxCPM · MiniCPM-o-4_5 |
| Type | Omni / audio LLM (any-to-any) |
| Parameters | 9.37B Source: counted from official safetensors weights |
| Context length | 40K tokens (40,960)max_position_embeddings in config.json |
| Architecture | 36 layers · GQA |
| Released weights | BF16 · 18.7 GBdownload |
| Licence | Apache-2.0 · Commercial OKPermissive licence (Apache-2.0 / MIT / CC-BY / OpenMDW): commercial use allowed. |
| Released | 2026-02-03 (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.
| Precision | Weights | Total @ 8K | Total @ 32K | Smallest GPU | Mac |
|---|---|---|---|---|---|
| BF16 / FP16 (original) | 18.7 GB | 22.3 GB | 25.9 GB | RTX 5090 32GB | Mac 64GB |
| FP8 / INT8 / Q8_0 | 10.0 GB | 12.7 GB | 16.3 GB | 16GB GPU | Mac 24GB |
| 4-bit (Q4_K_M / AWQ / GPTQ-Int4) | 5.7 GB | 8.0 GB | 11.6 GB | 12GB GPU | Mac 16GB |
KV cache per request: 8K 1.2 GB · 32K 4.8 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.
- vLLM — mentioned in the official model card
- SGLang — mentioned in the official model card
- llama.cpp — mentioned in the official model card
- Ollama — mentioned in the official model card
- Transformers — mentioned in the official model card
04Official repositories & quantised builds
4 official repo(s) from openbmb.
- MiniCPM-o-4_5 main
- MiniCPM-o-4_5-gguf GGUF
- MiniCPM-o-4_5-awq AWQ
- MiniCPM-o-4_5-GPTQ GPTQ
05Other MiniCPM / VoxCPM models
All 23 →| Model | Params | 4-bit total | Released |
|---|---|---|---|
| MiniCPM-V-4.7-35B-A3B | 35.2B / 3B | 24.2 GB | 2026-10-07 |
| MiniCPM-V-4.7-1B | 1.55B | 1.6 GB | 2026-10-06 |
| MiniCPM5-2B | 2.52B | 2.5 GB | 2026-09-06 |
| MiniCPM5-1B | 1.08B | 1.4 GB | 2026-05-21 |
| MiniCPM-V-4.6-Thinking | 1.3B | 1.5 GB | 2026-05-08 |
| MiniCPM-V-4.6 | 1.3B | 1.5 GB | 2026-04-13 |
| VoxCPM2 | 2.29B | 2.0 GB | 2026-04-03 |
| MiniCPM-SALA | 9.48B | 7.1 GB | 2026-02-11 |
06Sources
Data checked 2026-10-16. Parameters, context and licence are copied from the official repository; memory figures are our estimates.