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| from google import genai | |
| from google.genai import types | |
| import gradio as gr | |
| 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=theorem_prover, | |
| 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() |