Model reference · open weights

DeepSeek-OCR-2

DeepSeek-OCR-2 is an open-weight language model from deepseek-ai, 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.

LLMs deepseek-ai 1 variants 1.1M downloads/mo
Request this model on EU hardware All served models Not on the shared API today — deployed on request.

About

What DeepSeek-OCR-2 is

Usage Inference using Huggingface transformers on NVIDIA GPUs. Requirements tested on python 3.12.9 + CUDA11.8: vLLM Refer to 🌟GitHub for guidance on model inference acceleration and PDF processing, etc.<!-- -- Support-Modes - Dynamic resolution - Default: (0-6)×768×768 + 1×1024×1024 — (0-6)×144 + 256 visual tokens ✅ Main Prompts Acknowledgement We would like to thank DeepSeek-OCR, Vary, GOT-OCR2.0, MinerU, PaddleOCR for their valuable models and ideas. We also appreciate the benchmark OmniDocBench. Citation

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

Specifications

What it is

Makerdeepseek-ai
TypeLanguage models
Parameters (lead)3.4B
Context8k tokens
Variants1
Runs withtransformers
Released2026-01-27
Popularity1.1M downloads / month
Likes1,084
LicenceOpen weights

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
DeepSeek-OCR-23.4BBF16~7.8 GBWeights ↗

Using it via the API

Call it like any OpenAI endpoint

Once AxForge deploys deepseek-ocr-2 for you, it answers on the OpenAI-compatible API — the same base URL and keys as every other model. (deepseek-ocr-2 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":"deepseek-ocr-2","messages":[{"role":"user","content":"Hello"}]}'

Details

Languages, data & research

Languages

multilingual

Tags

transformers safetensors deepseek_vl_v2 feature-extraction deepseek vision-language ocr custom_code image-text-to-text multilingual eval-results

Papers

Licence

Open weights

Open weights under apache-2.0 — commercial use is permitted. Deploy it on AxForge EU hardware on request. Read the licence ↗

Sources

Weights & code

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