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Create app.py

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  1. app.py +159 -0
app.py ADDED
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+ 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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+
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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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+
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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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+
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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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+
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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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+
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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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+
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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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+ 𝑛
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+ n is even, then
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+ 𝑛
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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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+ βˆ‘
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+ 𝑖
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+ =
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+ 1
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+ 𝑛
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+ 𝑖
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+ =
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+ 𝑛
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+ (
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+ 𝑛
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+ +
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+ 1
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+ )
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+ 2
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+ βˆ‘
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+ i=1
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+ n
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+ ​
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+ i=
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+ 2
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+ n(n+1)
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+ ​
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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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+ 𝑛
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+ n and
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+ 2
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+ 𝑛
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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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+
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+ 3. Construct the Proof
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+ Step-by-step logical explanation.
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+
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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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+
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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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+ βœ” Proof Found:
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+
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+ Step-by-step reasoning.
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+ Proof strategy justification.
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+
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+ ❌ Proof Not Possible:
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+
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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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+
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+ Output:
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+ βœ” Proof Attempt:
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+
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+ Identified Proof Strategy:
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+
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+ This is an existential statement (βˆƒ 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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+ 𝑛
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+ n, but no general proof exists.
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+ Proof Attempt:
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+
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+
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+ theorem goldbach_conjecture (n : β„•) (h : even n ∧ n > 2) :
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+ βˆƒ p1 p2, prime p1 ∧ prime p2 ∧ 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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+ ❌ Proof Not Found:
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+
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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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+
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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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+
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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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+
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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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+
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+ # Launch the app
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+ iface.launch()