Tired of tedious manual data entry from complex documents? 😩 Upstage AI’s document parser is here to the rescue! This powerful tool helps you extract data from PDFs, images, and more with incredible speed and accuracy.
Let’s dive into how Upstage AI outshines the competition and how you can harness its power.
🥇 Why Upstage AI Reigns Supreme
Upstage AI leaves competitors like Azure AI and Amazon Textract in the dust. Here’s why:
- Lightning-Fast Parsing: Process mountains of documents in seconds, no matter how many pages. ⚡
- Unmatched Accuracy: Say goodbye to errors! Upstage AI excels at recognizing text, tables, and layouts. 🎯
- Effortless Integration: Easily integrate the API into your applications with just a few lines of code. 🔌
🔬 Understanding the Metrics
Upstage AI’s performance is backed by solid metrics:
- TEDS & TEDS-S: Measure how accurately table structures and content are extracted. 📊
- Normalized Indel Distance (NID): Evaluates how well the parser follows human reading order when extracting elements. 📖
🕹️ Taking the Playground for a Spin
The Upstage AI playground offers a hands-on experience:
- Upload your document.
- Watch as the parser identifies and categorizes elements with color-coded precision.
- Explore the extracted data, including LaTeX format for equations and bounding box coordinates for precise element location. 🗺️
🚀 Benchmarking for Yourself
Want to see the magic in action? Run the DP Bench yourself:
- Clone the Repository:
git clone https://huggingface.co/datasets/upstage/dp-bench - Explore the Scripts: Find scripts for running benchmarks with various providers (Upstage AI, Llama Parse, etc.).
- Run the Benchmark: Execute the scripts, providing the data path and desired output file.
- Evaluate the Results: Compare the scores (NID, TEDS) to witness Upstage AI’s superiority. 🏆
💻 Integrating Upstage AI into Your Projects
Supercharge your applications with Upstage AI’s document parsing power:
- Get Your API Key: Visit
https://console.upstage.aito grab your key. 🔑 - Install Libraries: Use
pip install requests os rich(optional for formatted printing). - Write Your Code: A simple Python script is all it takes to send requests and receive structured data. 🐍
import requests
import os
from rich import print
# Replace with your actual API key
api_key = os.environ.get("UPSTAGE_API_KEY")
file_name = "your_document.pdf"
url = "https://api.upstage.ai/v1/document-parser/parse"
headers = {"Authorization": f"Bearer {api_key}"}
with open(file_name, "rb") as f:
response = requests.post(url, headers=headers, files={"file": f})
print(response.json())
🧰 Resource Toolbox
- Upstage AI Console:
https://console.upstage.ai– Your gateway to the playground, API keys, and more. - GitHub Repository:
https://huggingface.co/datasets/upstage/dp-bench– Access benchmarks, datasets, and scripts.
✨ Unleash the Power of Automated Data Extraction
Upstage AI’s document parser empowers you to unlock valuable insights from your documents effortlessly. Ditch manual data entry and embrace the future of intelligent automation!
