Spaces:
Sleeping
Sleeping
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README.md
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---
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---
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# β
SmartManuals-AI for Hugging Face Spaces
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SmartManuals-AI is a local-first document QA system that uses RAG (retrieval-augmented generation), OCR, and embedding search to answer technical questions from PDFs **and Word documents**.
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---
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## π§ Features
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- π **Ask natural-language questions** to your manuals
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- π Handles both **PDFs** and **Word `.docx`** files
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- π§ Uses **semantic search** with `sentence-transformers`
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- ποΈ ChromaDB for fast local vector indexing
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- π¬ Answers generated by **Meta LLaMA 3.1 8B Instruct** (default)
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- π Gradio dashboard for interaction
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---
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## π Folder Structure
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```
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SmartManuals-AI/
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βββ app.py # Hugging Face Spaces main app
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βββ Manuals/ # π Upload your PDF and Word manuals here
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β βββ OM_Treadmill.pdf
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β βββ Parts_Bike.docx
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βββ chroma_store/ # βοΈ ChromaDB vector DB (auto-generated)
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βββ requirements.txt # π¦ Dependencies
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βββ README.md # π This file
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```
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---
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## π Usage in Hugging Face Spaces
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### π Environment Variables
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Add your Hugging Face token as a secret:
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- `HF_TOKEN`: Your Hugging Face access token (required for gated models)
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### π€ Upload Your Files
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Put all your manuals (PDF and Word `.docx`) into the `Manuals/` folder.
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### π§ App Behavior
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- On startup:
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- Extracts text (with OCR fallback) from PDFs
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- Extracts clean text from Word documents
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- Chunks and embeds content into ChromaDB
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- During inference:
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- Retrieves semantically relevant chunks
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- Sends them to LLaMA 3.1 Instruct for answer generation
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### β No User Upload
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This app is **designed to work without file uploads**. All processing is done on preloaded files in the `Manuals/` directory.
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---
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## π§ Default Model
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- Uses **`meta-llama/Llama-3.1-8B-Instruct`**
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- All question answering is **fully automatic**
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- User is **not required to pick a model, doc type, or filter** β the system decides based on question and content.
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---
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## π§© Supported File Types
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- `.pdf` (with OCR for scanned pages)
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- `.docx` (via `python-docx`)
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---
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## π§ͺ Local Development
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Install dependencies:
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```bash
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pip install -r requirements.txt
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```
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Run locally:
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```bash
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python app.py
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```
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---
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## π¨π½βπ» Project by: [Damilare Eniolabi](mailto:damilareeniolabi@gmail.com)
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GitHub: [@damoojeje](https://github.com/damoojeje)
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---
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## π Tags
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`RAG` `LLM` `Chroma` `OCR` `PDF` `Word` `Gradio` `HuggingFace` `SmartManualsAI`
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