fix: harden MERIDIAN modules from code review + security audit
- domain.rs: atomic instance counter for unique Linear weight seeds (C3) - rapid_adapt.rs: adapt() returns Result instead of panicking (C5), bounded calibration buffer with max_buffer_frames cap (F1-HIGH), validate lora_rank >= 1 (F10) - geometry.rs: 24-bit PRNG precision matching f32 mantissa (C2) - virtual_aug.rs: guard against room_scale=0 division-by-zero (F6) - signal/lib.rs: re-export AmplitudeStats from hardware_norm (W1) - train/lib.rs: crate-root re-exports for all MERIDIAN types (W2) All 201 tests pass (96 unit + 24 integration + 18 subcarrier + 10 metrics + 7 doctests + 105 signal + 10 validation + 1 signal doctest). Co-Authored-By: claude-flow <ruv@ruv.net>
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@@ -61,14 +61,22 @@ pub struct Linear {
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pub out_features: usize,
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}
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/// Global instance counter to ensure distinct seeds for layers with same dimensions.
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static INSTANCE_COUNTER: std::sync::atomic::AtomicU64 = std::sync::atomic::AtomicU64::new(0);
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impl Linear {
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/// New layer with deterministic Kaiming-uniform weights.
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///
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/// Each call produces unique weights even for identical `(in_features, out_features)`
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/// because an atomic instance counter is mixed into the seed.
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pub fn new(in_features: usize, out_features: usize) -> Self {
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let instance = INSTANCE_COUNTER.fetch_add(1, std::sync::atomic::Ordering::Relaxed);
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let bound = (1.0 / in_features as f64).sqrt() as f32;
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let n = out_features * in_features;
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let mut seed: u64 = (in_features as u64)
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.wrapping_mul(6364136223846793005)
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.wrapping_add(out_features as u64);
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.wrapping_add(out_features as u64)
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.wrapping_add(instance.wrapping_mul(2654435761));
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let mut next = || -> f32 {
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seed = seed.wrapping_mul(6364136223846793005).wrapping_add(1442695040888963407);
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((seed >> 33) as f32) / (u32::MAX as f32 / 2.0) - 1.0
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