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https://github.com/PlatypusPus/MushroomEmpire.git
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Merge branch 'PlatypusPus:main' into main
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47
api/routers/chatbot.py
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47
api/routers/chatbot.py
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import ollama
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import chromadb
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from pypdf import PdfReader
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from fastapi import FastAPI
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import uvicorn
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client = chromadb.Client()
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collection = client.create_collection(name="docs")
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reader = PdfReader('../../GDPRArticles.pdf')
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chunks = [page.extract_text().strip() for page in reader.pages if page.extract_text().strip()]
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print("Done reading pages!")
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for i, chunk in enumerate(chunks):
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response = ollama.embed(model="nomic-embed-text", input=chunk)
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embedding = response["embeddings"][0]
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collection.add(
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ids=[str(i)],
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embeddings=[embedding],
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documents=[chunk]
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)
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print("Embeddings done!")
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app = FastAPI()
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@app.post("/chat")
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async def chat_bot(prompt: str):
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if not prompt:
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return
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query = prompt
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response = ollama.embed(model="nomic-embed-text", input=query)
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query_embedding = response["embeddings"][0]
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results = collection.query(
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query_embeddings=[query_embedding],
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n_results=1
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)
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data = results['documents'][0][0]
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output = ollama.generate(
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model="llama3.2",
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prompt=f"Context: {data}\n\nQuestion: {query}\n\nAnswer:"
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)
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return {"response": output["response"]}
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if __name__ == '__main__':
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uvicorn.run(app, port=8080, host='0.0.0.0')
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@@ -1,23 +1,15 @@
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"use client";
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import Link from 'next/link';
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import { usePathname } from 'next/navigation';
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import { useEffect, useState } from 'react';
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import { useState } from 'react';
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export function Navbar() {
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const pathname = usePathname();
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const onTry = pathname?.startsWith('/try');
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const [scrolled, setScrolled] = useState(false);
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const [menuOpen, setMenuOpen] = useState(false);
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useEffect(() => {
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const onScroll = () => setScrolled(window.scrollY > 4);
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onScroll();
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window.addEventListener('scroll', onScroll, { passive: true });
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return () => window.removeEventListener('scroll', onScroll);
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}, []);
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return (
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<nav className={`w-full sticky top-0 z-50 transition-colors ${scrolled ? 'bg-white/90 border-b border-slate-200/70 shadow-sm' : 'bg-white/70 border-b border-transparent'}`}>
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<nav className={`w-full sticky top-0 z-50 bg-white border-b border-slate-200 shadow-md`}>
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<div className="container-max flex items-center justify-between h-16">
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<Link href="/" className="font-semibold text-brand-700 text-lg tracking-tight">Nordic Privacy AI</Link>
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{/* Desktop nav */}
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