ONNX Model Zoo

pszemraj/nougat-small-onnx

By pszemraj · ↓ 5 · ♥ 2 · Updated 2025-12-29

What's in this repo

This page lists the files in pszemraj/nougat-small-onnx, including decoder_model.onnx, decoder_with_past_model.onnx, encoder_model.onnx.

  • 3 ONNX models (.onnx files)
  • 12 files, including 6 .json, 3 .onnx, 1 .md, 1 .ipynb
  • Last updated 2025-12-29

ONNX files

File Size Download
decoder_model.onnx — Download
decoder_with_past_model.onnx — Download
encoder_model.onnx — Download

How to use

These ONNX files can be loaded with ONNX Runtime. To inspect a model graph, upload the file to the Netron viewer. Download links point to the original files on Hugging Face.

README

nougat-small onnx

https://huggingface.co/facebook/nougat-small but exported to onnx. This is not quantized.

from transformers import NougatProcessor
from optimum.onnxruntime import ORTModelForVision2Seq

model_name = 'pszemraj/nougat-small-onnx'
processor = NougatProcessor.from_pretrained(model_name)
model = ORTModelForVision2Seq.from_pretrained(
    model_name,
    provider="CPUExecutionProvider", # 'CUDAExecutionProvider' for gpu 
    use_merged=False,
    use_io_binding=True
)

on colab CPU-only (at time of writing) you may get CuPy errors, to solve this uninstall it:

pip uninstall cupy-cuda11x -y

how do da inference?

See here or this basic notebook I uploaded. It seems ONNX brings CPU inference times to 'feasible' - it took ~15 mins for Attention is All You Meme on Colab free CPU runtime.

Model info

image-text-to-text transformers
transformers onnx vision-encoder-decoder image-text-to-text nougat small ocr license:cc-by-4.0 endpoints_compatible region:us
↓ 5 ♥ 2

Created: 2023-11-22

Updated: 2025-12-29

View on Hugging Face

Files (12)

.gitattributes
README.md
config.json
decoder_model.onnx ONNX
decoder_with_past_model.onnx ONNX
encoder_model.onnx ONNX
generation_config.json
nougat-small-onnx-example.ipynb
preprocessor_config.json
special_tokens_map.json
tokenizer.json
tokenizer_config.json

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