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