Commit Β·
1ba1ba2
0
Parent(s):
π Math Research AI
Browse files- .gitattributes +35 -0
- .gitignore +4 -0
- README.md +70 -0
- app.py +26 -0
- filter_agent.py +55 -0
- requirements.txt +3 -0
- wiki_scraper.py +65 -0
.gitattributes
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.gitignore
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__pycache__/
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.DS_Store
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README.md
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---
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title: MathResearchIA
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emoji: π¬
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colorFrom: yellow
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colorTo: purple
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sdk: gradio
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sdk_version: 5.23.3
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app_file: app.py
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pinned: false
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license: mit
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---
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# π MathResearchIA
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**MathResearchIA** makes learning mathematics easier by making key concepts accessible to everyone through clear and simplified explanations.
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This project provides a user-friendly interface to explore **mathematical concepts** (e.g., *Fourier transform*, *Lie group*, *Lebesgue integral*, etc.) using summaries generated from Wikipedia articles.
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---
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## β¨ Key Features
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- π **Smart filtering**: detects whether the topic is mathematical (via an autonomous AI agent).
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- π **Wikipedia search**: retrieves the full article related to the concept.
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- π§ **AI-generated summary**: provides a clear and simplified explanation (powered by Gemini Flash).
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- π **Source included**: each response includes a link to the corresponding Wikipedia article.
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- β **Explicit rejection**: if the topic is not mathematical, the query is rejected with a helpful message.
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---
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## π How It Works
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1. Enter a **mathematical concept** (e.g., "Fourier transform").
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2. The autonomous AI agent checks whether it's a math-related topic.
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3. If valid:
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- The Wikipedia article is retrieved.
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- A simplified summary is generated.
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- The source is displayed.
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4. Otherwise, the query is rejected with a message inviting you to correct or rephrase.
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---
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## π§ͺ Tech Stack
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- Python
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- Gradio (web interface)
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- `wikipedia-api` (for article retrieval)
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- Gemini Flash (AI summarization)
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- Autonomous agent (intelligent filtering)
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---
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## π Project Purpose
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This project explores the use of **autonomous agents** in focused AI applications, while also democratizing mathematics through clear, pedagogical, and reliable explanations.
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---
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## π Contributions
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Suggestions, ideas, and feedback are welcome! Feel free to fork the project, open a pull request, or contact me by [email](mailto:amessaoudi.am@gmail.com).
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---
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## π Note
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**MathResearchIA** handles **mathematical concepts only**. If your input is rejected, check for typos or try rephrasing it for better detection.
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---
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β¨ *A personal project by Adel Messaoudi β at the intersection of mathematics, pedagogy, and artificial intelligence.*
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app.py
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import gradio as gr
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from filter_agent import filter_math_query
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from wiki_scraper import get_wikipedia_article
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def math_explainer(topic):
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"""First checks if the topic is mathematical, corrects spelling, then fetches the full Wikipedia article and summarizes it."""
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# π Step 1: Check if topic is math-related + Spelling correction
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filter_result, corrected_topic = filter_math_query(topic)
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if "β" in filter_result: # If the query is rejected
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return filter_result # Return the error message
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# π Step 2: Retrieve full Wikipedia article and summarize it
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return get_wikipedia_article(corrected_topic)
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iface = gr.Interface(
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fn=math_explainer,
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inputs="text",
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outputs="text",
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title="Math Research AI",
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description="π Math Research AI makes learning mathematics easier by making key concepts accessible to everyone through clear and simplified explanations.\n\nThis math-specialized AI agent analyzes your query, automatically corrects spelling errors, retrieves a Wikipedia article, and generates a simplified and understandable summary."
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)
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if __name__ == "__main__":
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iface.launch()
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filter_agent.py
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import os
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import requests
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API_KEY = os.getenv("API_KEY_GEMINI")
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GEMINI_URL = f"https://generativelanguage.googleapis.com/v1beta/models/gemini-2.0-flash:generateContent?key={API_KEY}"
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def filter_math_query(query):
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"""Checks if the query is related to a mathematical topic and corrects spelling mistakes using a single API call."""
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if not API_KEY:
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return "β οΈ Error: Missing API key. Please configure API_KEY_GEMINI.", None
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headers = {"Content-Type": "application/json"}
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prompt = (
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f"Analyze the following query and perform two tasks:\n"
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f"1οΈβ£ Check whether it strictly relates to mathematics.\n"
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f" - Reply only with 'MATH' if it's a valid math-related topic.\n"
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f" - Reply with 'NON MATH' if it's not a mathematical subject.\n"
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f"2οΈβ£ If the query is mathematical, correct any spelling mistakes.\n"
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f" - Respond in the format 'MATH\nCorrection: [Corrected query]'.\n"
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f" - If the query is not mathematical, do not provide a correction.\n\n"
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f"Query: {query}"
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)
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data = {
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"contents": [
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{
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"parts": [
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{"text": prompt}
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]
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}
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]
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}
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try:
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response = requests.post(GEMINI_URL, headers=headers, json=data)
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response_json = response.json()
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result = response_json["candidates"][0]["content"]["parts"][0]["text"].strip()
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if result.startswith("MATH"):
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corrected_query = query # Default to the original query
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if "Correction:" in result:
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corrected_query = result.split("Correction:")[1].strip()
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return "β
Query accepted as mathematical.", corrected_query
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elif "NON MATH" in result:
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return "β Query rejected. This is not a mathematical topic.", None
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else:
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return f"β οΈ Error: Unexpected response from Gemini ({result})", None
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except Exception as e:
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return f"β οΈ Gemini API Error: {e}", None
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requirements.txt
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wikipedia-api
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gradio
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requests
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wiki_scraper.py
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import wikipediaapi
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import os
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import requests
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API_KEY = os.getenv("API_KEY_GEMINI")
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GEMINI_URL = f"https://generativelanguage.googleapis.com/v1beta/models/gemini-2.0-flash:generateContent?key={API_KEY}"
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def generate_summary(text):
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"""Generates a simplified summary of the text using the Gemini Flash API."""
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if not API_KEY:
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return "β οΈ Error: Missing API key. Please configure API_KEY_GEMINI."
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headers = {"Content-Type": "application/json"}
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text = text[:4000] # β
Send only the first 4000 characters
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prompt = (
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f"Here is an article extracted from Wikipedia:\n\n{text}\n\n"
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"Generate a simplified summary that is easy to understand even for someone without an advanced background in mathematics. "
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"Use an educational tone and rephrase complex concepts in simple terms. "
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"The summary should be concise (5 to 7 sentences) and focus on the essential points."
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)
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data = {
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"contents": [
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{
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"parts": [
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{"text": prompt}
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]
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}
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]
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}
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try:
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response = requests.post(GEMINI_URL, headers=headers, json=data)
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response_json = response.json()
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if "candidates" not in response_json:
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return "β οΈ Gemini API Error: Unexpected response. No text was returned."
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result = response_json["candidates"][0]["content"]["parts"][0]["text"]
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return result
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except Exception as e:
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return f"β οΈ Gemini API Error: {e}"
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def get_wikipedia_article(topic):
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"""Fetches the full Wikipedia article and reformulates it with Gemini 2.0 Flash."""
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user_agent = "MathResearchAI/1.0 (https://huggingface.co/spaces/AdelMessaoudi-13/MathResearchIA)"
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wiki = wikipediaapi.Wikipedia(language="en", user_agent=user_agent)
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page = wiki.page(topic)
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if not page.exists():
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return f"β οΈ No article found for '{topic}'."
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raw_text = page.text # π Retrieve the full article
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+
|
| 60 |
+
summary = generate_summary(raw_text) # π Summarize with Gemini
|
| 61 |
+
|
| 62 |
+
wikipedia_url = page.fullurl # π Include Wikipedia source
|
| 63 |
+
summary_with_source = f"{summary}\n\nπ **Wikipedia Source**: {wikipedia_url}"
|
| 64 |
+
|
| 65 |
+
return summary_with_source
|