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from google import genai | |
from google.genai import types | |
import gradio as gr | |
client = genai.Client(api_key=GOOGLE_API_KEY) | |
MODEL_ID = "gemini-2.0-flash-thinking-exp" | |
from google import genai | |
client = genai.Client(api_key="AIzaSyCmUDbVAOGcRZcOKP4q6mmeZ7Gx1WgE3vE") | |
def llm_response(text): | |
response = client.models.generate_content( | |
model=MODEL_ID, | |
contents= text) | |
return response.text | |
def theorem_prover(theorem): | |
theorem_llm = llm_response(f'''You are an advanced mathematical reasoning model specializing in formal theorem proving. Your task is to analyze a given theorem, | |
determine the most appropriate proof strategy, and construct a rigorous proof using formal proof assistants such as Lean, Coq, or Isabelle. If a proof is not | |
possible, identify gaps, suggest refinements, or provide counterexamples. | |
User Prompt: | |
Input: | |
"Theorem Statement: | |
{theorem} | |
Task Breakdown: | |
1. Understand the Theorem | |
Identify the mathematical domain (e.g., Number Theory, Algebra, Topology). | |
Recognize any implicit assumptions, definitions, or missing details. | |
Determine whether the theorem is constructive, existential, or universally quantified. | |
2. Determine the Proof Strategy | |
The model will automatically select the best approach based on the theorem's structure: | |
Proof Strategy Selection Guidelines | |
To determine the best proof strategy for a given theorem, follow these principles: | |
Direct Proof β Use when the statement follows naturally from known axioms or definitions. Example: Proving that if | |
π | |
n is even, then | |
π | |
2 | |
n | |
2 | |
is even. | |
Proof by Contradiction β Assume the negation of the statement and show it leads to a contradiction. This is useful for proving the infinitude of primes. | |
Proof by Induction β Apply when proving a property for an infinite sequence or recursively defined structures. Example: Proving the sum formula | |
β | |
π | |
= | |
1 | |
π | |
π | |
= | |
π | |
( | |
π | |
+ | |
1 | |
) | |
2 | |
β | |
i=1 | |
n | |
β | |
i= | |
2 | |
n(n+1) | |
β | |
. | |
Case Analysis β Use when different scenarios must be considered separately. Example: Proving that a quadratic equation has at most two real roots. | |
Constructive Proof β Show existence by explicitly constructing an example. Example: Proving that there exists an irrational number | |
π₯ | |
x such that | |
π₯ | |
π₯ | |
x | |
x | |
is rational. | |
Non-constructive Proof β Prove existence without constructing an explicit example, often using logic or set theory. Example: Proving that there exists a prime number between | |
π | |
n and | |
2 | |
π | |
2n. | |
Proof by Exhaustion β Use when a theorem holds for a small, finite set of cases that can be checked individually. Example: Verifying a property for small integers. | |
Proof using a Counterexample β Disprove a general claim by providing a specific case where it fails. Example: Showing that not all differentiable functions are continuous. | |
The model should analyze the structure of the theorem and automatically select the most suitable proof technique based on these guidelines. | |
3. Construct the Proof | |
Step-by-step logical explanation. | |
Verification and validation. | |
4. Handle Edge Cases | |
If proof fails: | |
Highlight missing assumptions. | |
Provide a minimal counterexample (if the statement is false). | |
Suggest a reformulation or alternative direction. | |
Expected Output: | |
β Proof Found: | |
Step-by-step reasoning. | |
Proof strategy justification. | |
β Proof Not Possible: | |
Identified logical gap or missing assumptions. | |
Suggested refinement or counterexample. | |
Example Usage: | |
Input: | |
"Every even integer greater than 2 can be expressed as the sum of two prime numbers." | |
Output: | |
β Proof Attempt: | |
Identified Proof Strategy: | |
This is an existential statement (β two primes p1, p2 such that p1 + p2 = n). | |
Since direct proof is difficult, contradiction and case analysis are common approaches. | |
Computational methods confirm the conjecture for large values of | |
π | |
n, but no general proof exists. | |
Proof Attempt: | |
theorem goldbach_conjecture (n : β) (h : even n β§ n > 2) : | |
β p1 p2, prime p1 β§ prime p2 β§ p1 + p2 = n := | |
begin | |
-- Step 1: Assume n is an even integer greater than 2 | |
-- Step 2: Search for prime pairs (p1, p2) such that p1 + p2 = n | |
-- Step 3: If no counterexamples exist up to a given range, assume general case | |
-- Theorem remains unproven but verified for large n using computational methods | |
end | |
β Proof Not Found: | |
No general proof within standard number theory axioms. | |
Computational verification up to | |
10 | |
18 | |
10 | |
18 | |
supports the conjecture. | |
Suggest refining the conjecture by imposing additional constraints. | |
You should intelligently selects the best proof strategy. | |
Provides clear justifications for strategy choice. | |
Output a rigorous proof or meaningful insight even when a full proof is impossible in markdown format.''') | |
return theorem_llm | |
iface = gr.Interface( | |
fn=verify_formula, | |
inputs=gr.Textbox(label="Enter Formula (e.g., x > 5 and y < 10)"), | |
outputs=gr.HTML(label="Result"), # Output as HTML | |
title="Theorem proving agent", | |
description="Enter a logical formula using Z3 syntax to check its satisfiability." | |
) | |
# Launch the app | |
iface.launch() |