Model reference · open weights

MiniCPM-V-2_6

MiniCPM-V-2_6 is an open-weight language model from openbmb, listed in the AxForge catalogue. AxForge can bring it up on EU-owned hardware for you on request — with the licence handled where one is required.

Licence fee required LLMs openbmb 3 variants 47k downloads/mo
Request a licence + hosting quote All served models Not on the shared API today — deployed on request.

About

What MiniCPM-V-2_6 is

News <!-- omit in toc -- [2025.01.14] 🔥🔥 We open source MiniCPM-o 2.6, with significant performance improvement over MiniCPM-V 2.6, and support real-time speech-to-speech conversation and multimodal live streaming. Try it now. MiniCPM-V 2.6 int4 This is the int4 quantized version of MiniCPM-V 2.6. Running with int4 version would use lower GPU memory (about 7GB). Usage Inference using Huggingface transformers on NVIDIA GPUs. Requirements tested on python 3.10:

Summarised from the published model card. Read the full card on the HuggingFace links below.

Specifications

What it is

Makeropenbmb
TypeLanguage models
Parameters (lead)8.1B
Variants3
Runs withtransformers
Released2024-08-04
Popularity47k downloads / month
Likes1,057
LicenceCommercial licence needed

How it works

How language models work

Your prompttext / messagesTransformerattention over tokensNext-token loopgenerate + streamResponsetext · tool callsA language model reads your tokens and predicts the next one, again and again, streaming the reply back.

Variants

Sizes & precisions

Open weights ship in several sizes and precisions. One page, all the variants — pick the one that fits your GPU. VRAM figures are estimates from model size.

VariantParamsPrecisionVRAMFits 16 GBWeights
MiniCPM-V-2_68.1BBF16~18.6 GBWeights ↗
MiniCPM-V-2_6-int48.3BINT4Weights ↗
MiniCPM-V-2_6-GPTQ8.1BGPTQWeights ↗

Using it via the API

Call it like any OpenAI endpoint

Once AxForge deploys minicpm-v-2-6 for you, it answers on the OpenAI-compatible API — the same base URL and keys as every other model. (minicpm-v-2-6 below is illustrative; you get the exact model name on deployment.)

$ curl -sS https://api.axforge.ai/v1/chat/completions \
  -H "Authorization: Bearer $AXFORGE_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{"model":"minicpm-v-2-6","messages":[{"role":"user","content":"Hello"}]}'

Details

Languages, data & research

Languages

multilingual

Trained / evaluated on

openbmb/RLAIF-V-Dataset

Tags

transformers safetensors minicpmv feature-extraction minicpm-v vision ocr multi-image video custom_code image-text-to-text conversational multilingual dataset:openbmb/RLAIF-V-Dataset

Papers

Licence

Commercial licence needed

The weights are open but its licence needs a commercial agreement for business use. AxForge can arrange that licence and host the model for you — you pay AxForge, we settle with the model’s maker. Ask us for a quote. Read the licence ↗

Sources

Weights & code

Want MiniCPM-V-2_6 on EU-owned hardware?

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