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63 changes: 63 additions & 0 deletions crates/causal-edge/tests/palette_bayes_nars_bnn_probe.rs
Original file line number Diff line number Diff line change
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//! Bayesian predictive uncertainty is not NARS confidence by renaming.
use causal_edge::CausalEdge64;

#[derive(Clone, Copy)]
struct Posterior {
successes: u32,
trials: u32,
}

impl Posterior {
fn mean(self) -> f64 {
(self.successes as f64 + 0.5) / (self.trials as f64 + 1.0)
}
fn variance(self) -> f64 {
let a = self.successes as f64 + 0.5;
let b = (self.trials - self.successes) as f64 + 0.5;
a * b / ((a + b) * (a + b) * (a + b + 1.0))
}
}

#[test]
fn same_frequency_does_not_imply_same_uncertainty() {
let few = Posterior {
successes: 7,
trials: 10,
};
let many = Posterior {
successes: 700,
trials: 1000,
};
assert!((7.0_f64 / 10.0 - 700.0 / 1000.0).abs() < f64::EPSILON);
assert!(many.variance() < few.variance() / 50.0);
assert!((few.mean() - many.mean()).abs() < 0.02);
}

#[test]
fn ce64_expectation_is_a_quantized_projection_not_the_count_carrier() {
let sample = Posterior {
successes: 7,
trials: 10,
};
let mut edge = CausalEdge64(0);
edge.set_frequency_u8((255.0_f64 * 7.0 / 10.0).round() as u8);
edge.set_confidence_u8((255.0_f64 * 10.0 / 11.0).round() as u8);
assert!((edge.expectation() as f64 - sample.mean()).abs() < 0.01);
assert!(sample.variance() > 0.0);
// The sample size must be carried separately; the two u8 codes
// cannot recover an arbitrary exact 1000-observation history.
}

#[test]
fn polarity_and_evidence_mass_are_independent_axes() {
let a = Posterior {
successes: 1,
trials: 2,
};
let b = Posterior {
successes: 500,
trials: 1000,
};
assert!((a.mean() - b.mean()).abs() < 1e-12);
assert!(a.variance() > b.variance() * 100.0);
}
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