FORGE-X: Initial demo upload
Browse files- README.md +92 -7
- app.py +67 -0
- requirements.txt +1 -0
README.md
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---
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title: Data Science
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colorFrom:
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sdk: gradio
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sdk_version:
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python_version: '3.13'
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app_file: app.py
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pinned: false
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---
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-
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---
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title: "Data Science & ML Document Generation API"
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emoji: π€
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colorFrom: blue
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colorTo: gray
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sdk: gradio
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sdk_version: 4.44.0
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app_file: app.py
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pinned: false
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license: mit
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tags:
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- data-science
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- analytics
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- machine-learning
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- statistics
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- data
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- science
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- matching
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- recommendation
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- validation
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- enrichment
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---
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# Data Science & ML Document Generation API
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Stop writing model cards and data reports by hand β automate the tedious documentation that every data science project requires.
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The Data Science & ML Document Generation API eliminates the manual, error-prone process of creating standardized documentation for your machine learning models and datasets. It is the best solution because it outputs ready-to-use model cards, data dictionaries, and experiment reports from a single REST API call, ensuring consistency and compliance.
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## What's Included
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- Instantly generate model cards compliant with industry standards (e.g., Googleβs Model Card Toolkit)
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- Auto-create data dictionaries from your schema metadata
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- Produce experiment summary reports with performance metrics and hyperparameters
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- Customizable templates for branding and additional sections
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- Simple REST API endpoint β just send a JSON payload and receive a formatted document (PDF or Markdown)
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## Who Is This For
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- Data scientists tired of manually drafting documentation for each model version
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- ML engineering teams needing compliant model cards for regulated industries (finance, healthcare)
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- AI startups that must produce reproducible reports for investors or clients
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- Data teams automating their CI/CD pipeline with documentation generation
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## How It Works
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Get your unique API key, then send a POST request with your data and model metadata as a JSON payload. The API processes it and returns a polished document in your chosen format (PDF or Markdown). Integrate it into your existing workflow in minutes.
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## Frequently Asked Questions
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**Can I customize the document templates?**
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Yes, you can provide a custom CSS or use our pre-built templates. More advanced customization is available via options in the request payload.
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**What output formats are supported?**
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Currently we support PDF and Markdown. HTML and DOCX are in beta.
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**How long does an API call take?**
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Most documents are generated in under 2 seconds. Larger datasets may take up to 10 seconds.
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**Is there a limit on the number of calls per day?**
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The base plan includes 1,000 calls per day. For higher volume, see our enterprise plans.
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**Can I use this API for collaborative team projects?**
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Absolutely. Just share your API key securely within your team, or we can set up separate keys per user.
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## What You Get
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- Instant digital download
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- Complete REST API with full documentation
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- Free updates for life β pay once, own forever
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- Setup guide and usage instructions
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**Get your API key now and start automating your data science documentation instantly.**
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## π Usage
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1. Click **Use in Spaces** above to run the demo directly
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2. Or clone the repository and run locally:
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```bash
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git clone https://huggingface.co/spaces/WealthFromAI/data-science-ml-document-generation-api-2fd7
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cd data-science-ml-document-generation-api-2fd7
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pip install -r requirements.txt
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python app.py
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```
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## π° Pricing
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- **Demo**: Free on Hugging Face Spaces
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- **Full Source Code**: $42.23
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- Available on [Gumroad](https://gumroad.com) and [Whop](https://whop.com)
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## π License
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MIT License β free to use, modify, and distribute.
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---
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*Built with [FORGE-X](https://github.com/WealthFromAI) β automated digital product engine*
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app.py
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"""
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Data Science & ML Document Generation API β Hugging Face Spaces Demo
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Auto-generated by FORGE-X
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"""
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import gradio as gr
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def demo_interface(query: str) -> str:
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"""Demonstrate Data Science & ML Document Generation API capabilities."""
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if not query.strip():
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return "Please enter a query to see the demo output."
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# Simulated response demonstrating the tool's output format
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response = f"""## Data Science & ML Document Generation API Output
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**Query:** {query}
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**Result:**
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This is a demonstration of Data Science & ML Document Generation API. The full tool provides:
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- See documentation for full feature list
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**Note:** This is a UI demo. The full source code is available for purchase.
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"""
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return response
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with gr.Blocks(
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title="Data Science & ML Document Generation API",
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theme=gr.themes.Soft(),
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) as demo:
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gr.Markdown(
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"""# Data Science & ML Document Generation API
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Stop writing model cards and data reports by hand β automate the tedious documentation that every data science project requires. The Data Science & ML Document Generation API eliminates the manual, e
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---
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"""
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)
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with gr.Row():
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with gr.Column(scale=1):
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query_input = gr.Textbox(
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label="Input",
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placeholder="Enter your query here...",
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lines=4,
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)
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submit_btn = gr.Button("Run Demo", variant="primary")
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with gr.Column(scale=1):
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output_box = gr.Markdown(label="Output")
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submit_btn.click(
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fn=demo_interface,
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inputs=[query_input],
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outputs=[output_box],
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)
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gr.Markdown(
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"""---
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*Full source code available β see pricing section in README*
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"""
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)
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if __name__ == "__main__":
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demo.launch()
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requirements.txt
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gradio>=4.44.0
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