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Sponsored by
YouArt
deepseek-ai / DeepSeek-OCR
Model's Last Updated: November 04 2025
image-text-to-text
Introduction of DeepSeek-OCR
Model Details of DeepSeek-OCR
🌟 Github | 📥 Model Download | 📄 Paper Link | 📄 Arxiv Paper Link |
DeepSeek-OCR: Contexts Optical Compression
Explore the boundaries of visual-text compression.
Usage
Inference using Huggingface transformers on NVIDIA GPUs. Requirements tested on python 3.12.9 + CUDA11.8：
torch==2.6.0
transformers==4.46.3
tokenizers==0.20.3
einops
addict
easydict
pip install flash-attn==2.7.3 --no-build-isolation
from transformers import AutoModel, AutoTokenizer
import torch
import os
os.environ["CUDA_VISIBLE_DEVICES"] = '0'
model_name = 'deepseek-ai/DeepSeek-OCR'
tokenizer = AutoTokenizer.from_pretrained(model_name, trust_remote_code=True)
model = AutoModel.from_pretrained(model_name, _attn_implementation='flash_attention_2', trust_remote_code=True, use_safetensors=True)
model = model.eval().cuda().to(torch.bfloat16)
# prompt = "<image>\nFree OCR. "
prompt = "<image>\n<|grounding|>Convert the document to markdown. "
image_file = 'your_image.jpg'
output_path = 'your/output/dir'
# infer(self, tokenizer, prompt='', image_file='', output_path = ' ', base_size = 1024, image_size = 640, crop_mode = True, test_compress = False, save_results = False):
# Tiny: base_size = 512, image_size = 512, crop_mode = False
# Small: base_size = 640, image_size = 640, crop_mode = False
# Base: base_size = 1024, image_size = 1024, crop_mode = False
# Large: base_size = 1280, image_size = 1280, crop_mode = False
# Gundam: base_size = 1024, image_size = 640, crop_mode = True
res = model.infer(tokenizer, prompt=prompt, image_file=image_file, output_path = output_path, base_size = 1024, image_size = 640, crop_mode=True, save_results = True, test_compress = True)
vLLM
Refer to 🌟GitHub for guidance on model inference acceleration and PDF processing, etc.
Visualizations
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Acknowledgement
We would like to thank Vary , GOT-OCR2.0 , MinerU , PaddleOCR , OneChart , Slow Perception for their valuable models and ideas.
We also appreciate the benchmarks: Fox , OminiDocBench .
Citation
Coming soon!
Runs of deepseek-ai DeepSeek-OCR on huggingface.co
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More Information About DeepSeek-OCR huggingface.co Model
Url of DeepSeek-OCR
DeepSeek-OCR huggingface.co Url
Provider of DeepSeek-OCR huggingface.co
Other API from deepseek-ai
Updated:August 01 2026
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