cudanexus / nougat

Nougat: Neural Optical Understanding for Academic Documents

Cold

Public
234 runs
T4
GitHub
Paper
License

Iterate in playground

Run with an API

Playground API Examples README Versions

Prediction

cudanexus/nougat:d0b4e90da423598ff84debc9115bf891dd819843600ad842c0c178e3571f9e76

Model

cudanexus/nougat:d0b4e90d

p3jvmurbfvunl62p5c2zf5tvyy

Status

Succeeded

Source

Web

Hardware

Total duration

6m 30s

Created

over 1 year ago

Input

pdf_file: Loading PDF preview
Download PDF

{
  "pdf_file": "https://replicate.delivery/pbxt/KADiqRc7gGx6AaacKyClxzVoIg24BchawSogWsQvKvzoGED5/calculus00marciala_0136.pdf"
}

Install Replicate’s Node.js client library:

npm install replicate

Import and set up the client:

import Replicate from "replicate";
import fs from "node:fs";

const replicate = new Replicate({
  auth: process.env.REPLICATE_API_TOKEN,
});

Run cudanexus/nougat using Replicate’s API. Check out the model's schema for an overview of inputs and outputs.

const output = await replicate.run(
  "cudanexus/nougat:d0b4e90da423598ff84debc9115bf891dd819843600ad842c0c178e3571f9e76",
  {
    input: {
      pdf_file: "https://replicate.delivery/pbxt/KADiqRc7gGx6AaacKyClxzVoIg24BchawSogWsQvKvzoGED5/calculus00marciala_0136.pdf"
    }
  }
);

// To access the file URL:
console.log(output.url()); //=> "http://example.com"

// To write the file to disk:
fs.writeFile("my-image.png", output);

To learn more, take a look at the guide on getting started with Node.js.

Install Replicate’s Python client library:

pip install replicate

Import the client:

import replicate

Run cudanexus/nougat using Replicate’s API. Check out the model's schema for an overview of inputs and outputs.

output = replicate.run(
    "cudanexus/nougat:d0b4e90da423598ff84debc9115bf891dd819843600ad842c0c178e3571f9e76",
    input={
        "pdf_file": "https://replicate.delivery/pbxt/KADiqRc7gGx6AaacKyClxzVoIg24BchawSogWsQvKvzoGED5/calculus00marciala_0136.pdf"
    }
)

# To access the file URL:
print(output.url())
#=> "http://example.com"

# To write the file to disk:
with open("my-image.png", "wb") as file:
    file.write(output.read())

To learn more, take a look at the guide on getting started with Python.

Run cudanexus/nougat using Replicate’s API. Check out the model's schema for an overview of inputs and outputs.

curl -s -X POST \
  -H "Authorization: Bearer $REPLICATE_API_TOKEN" \
  -H "Content-Type: application/json" \
  -H "Prefer: wait" \
  -d $'{
    "version": "cudanexus/nougat:d0b4e90da423598ff84debc9115bf891dd819843600ad842c0c178e3571f9e76",
    "input": {
      "pdf_file": "https://replicate.delivery/pbxt/KADiqRc7gGx6AaacKyClxzVoIg24BchawSogWsQvKvzoGED5/calculus00marciala_0136.pdf"
    }
  }' \
  https://api.replicate.com/v1/predictions

To learn more, take a look at Replicate’s HTTP API reference docs.

You can run this model locally using Cog. First, install Cog:

brew install cog

If you don’t have Homebrew, there are other installation options available.

Run this to download the model and run it in your local environment:

cog predict r8.im/cudanexus/nougat@sha256:d0b4e90da423598ff84debc9115bf891dd819843600ad842c0c178e3571f9e76 \
  -i 'pdf_file="https://replicate.delivery/pbxt/KADiqRc7gGx6AaacKyClxzVoIg24BchawSogWsQvKvzoGED5/calculus00marciala_0136.pdf"'

To learn more, take a look at the Cog documentation.

Run this to download the model and run it in your local environment:

docker run -d -p 5000:5000 --gpus=all r8.im/cudanexus/nougat@sha256:d0b4e90da423598ff84debc9115bf891dd819843600ad842c0c178e3571f9e76
curl -s -X POST \
  -H "Content-Type: application/json" \
  -d $'{
    "input": {
      "pdf_file": "https://replicate.delivery/pbxt/KADiqRc7gGx6AaacKyClxzVoIg24BchawSogWsQvKvzoGED5/calculus00marciala_0136.pdf"
    }
  }' \
  http://localhost:5000/predictions

To learn more, take a look at the Cog documentation.

Output

tmpxzhzbfnicalculus00marciala_0136_formatted.txt

Generated in

18.4 seconds

Tweak it ShareReport

Want to make some of these yourself?

Run this model