use serde::{Deserialize, Serialize};
use std::collections::{HashMap, HashSet};
use async_trait::async_trait;
use super::types::Context;
use super::agent::Action;
pub struct FormalReasoner {
theorem_base: Vec<Theorem>,
rules: Vec<InferenceRule>,
proof_cache: HashMap<String, Proof>,
}
impl FormalReasoner {
pub fn new() -> Self {
let mut reasoner = Self {
theorem_base: Vec::new(),
rules: Vec::new(),
proof_cache: HashMap::new(),
};
reasoner.add_axiom(Theorem {
id: "axiom_identity".to_string(),
statement: "For all x, x = x".to_string(),
proof: None,
confidence: 1.0,
tags: vec!["axiom".to_string(), "identity".to_string()],
});
reasoner.add_axiom(Theorem {
id: "axiom_safety".to_string(),
statement: "Actions must not cause harm".to_string(),
proof: None,
confidence: 1.0,
tags: vec!["axiom".to_string(), "safety".to_string()],
});
reasoner.add_rule(InferenceRule {
name: "modus_ponens".to_string(),
premises: vec!["P".to_string(), "P -> Q".to_string()],
conclusion: "Q".to_string(),
});
reasoner
}
pub fn add_axiom(&mut self, theorem: Theorem) {
self.theorem_base.push(theorem);
}
pub fn add_rule(&mut self, rule: InferenceRule) {
self.rules.push(rule);
}
pub async fn verify_action(
&self,
action: &Action,
context: &Context,
) -> Result<Proof, String> {
let proof_key = format!("{:?}_{}", action, context.session_id);
if let Some(cached_proof) = self.proof_cache.get(&proof_key) {
return Ok(cached_proof.clone());
}
let mut proof = Proof {
steps: Vec::new(),
valid: true,
confidence: 1.0,
};
proof.steps.push(ProofStep {
rule: "safety_check".to_string(),
premises: vec![action.description.clone()],
conclusion: "Action is safe".to_string(),
confidence: self.verify_safety(action).await,
});
proof.steps.push(ProofStep {
rule: "precondition_check".to_string(),
premises: vec![format!("Context: {:?}", context)],
conclusion: "Preconditions satisfied".to_string(),
confidence: self.verify_preconditions(action, context).await,
});
proof.steps.push(ProofStep {
rule: "outcome_verification".to_string(),
premises: vec![format!("Expected: {:?}", action.expected_outcome)],
conclusion: "Outcomes are valid".to_string(),
confidence: self.verify_outcomes(action).await,
});
proof.confidence = proof.steps.iter()
.map(|s| s.confidence)
.product::<f64>();
proof.valid = proof.confidence > 0.5;
Ok(proof)
}
async fn verify_safety(&self, action: &Action) -> f64 {
let safety_axiom = self.theorem_base.iter()
.find(|t| t.tags.contains(&"safety".to_string()));
if let Some(_axiom) = safety_axiom {
if action.tool_calls.is_empty() {
0.95 } else {
0.8 }
} else {
0.7 }
}
async fn verify_preconditions(&self, action: &Action, context: &Context) -> f64 {
if context.history.is_empty() {
return 0.5; }
let param_confidence = if action.parameters.is_empty() {
0.9
} else {
0.85
};
param_confidence
}
async fn verify_outcomes(&self, action: &Action) -> f64 {
if let Some(ref outcome) = action.expected_outcome {
if !outcome.is_empty() {
0.9
} else {
0.7
}
} else {
0.6
}
}
pub async fn prove_theorem(
&mut self,
statement: String,
premises: Vec<String>,
) -> Result<Theorem, String> {
let mut proof = Proof {
steps: Vec::new(),
valid: false,
confidence: 0.0,
};
for rule in &self.rules {
if self.can_apply_rule(rule, &premises) {
proof.steps.push(ProofStep {
rule: rule.name.clone(),
premises: premises.clone(),
conclusion: statement.clone(),
confidence: 0.9,
});
proof.valid = true;
proof.confidence = 0.9;
break;
}
}
if proof.valid {
let theorem = Theorem {
id: format!("theorem_{}", self.theorem_base.len()),
statement,
proof: Some(proof),
confidence: 0.9,
tags: vec!["derived".to_string()],
};
self.theorem_base.push(theorem.clone());
Ok(theorem)
} else {
Err("Could not construct proof".to_string())
}
}
fn can_apply_rule(&self, rule: &InferenceRule, premises: &[String]) -> bool {
premises.len() >= rule.premises.len()
}
pub fn theorem_count(&self) -> usize {
self.theorem_base.len()
}
}
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct Theorem {
pub id: String,
pub statement: String,
pub proof: Option<Proof>,
pub confidence: f64,
pub tags: Vec<String>,
}
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct Proof {
pub steps: Vec<ProofStep>,
pub valid: bool,
pub confidence: f64,
}
impl Proof {
pub fn is_valid(&self) -> bool {
self.valid && self.confidence > 0.5
}
}
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct ProofStep {
pub rule: String,
pub premises: Vec<String>,
pub conclusion: String,
pub confidence: f64,
}
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct InferenceRule {
pub name: String,
pub premises: Vec<String>,
pub conclusion: String,
}
#[cfg(test)]
mod tests {
use super::*;
#[tokio::test]
async fn test_formal_reasoner() {
let mut reasoner = FormalReasoner::new();
let theorem = reasoner.prove_theorem(
"Q".to_string(),
vec!["P".to_string(), "P -> Q".to_string()],
).await;
assert!(theorem.is_ok());
}
}