Research-Stack/0-Core-Formalism/lean/Semantics/Semantics/SLUQ.lean
allaun fdaf22dd83 feat(lean): InformationManifold + SLUQ; chentsov_fusion, tdoku_16d; docs reconciliation suite
- New: InformationManifold.lean — tensor integration module
- Update: SLUQ.lean — proof refinements
- New: chentsov_fusion.py — Chentsov fusion bridge
- New: tdoku_16d.py — 16-dimensional TDoku solver
- New: validate_docs.py — documentation validation script
- New: negative_tests.json + test_negative_suite.py — negative test fixtures
- Update: flac_dsp_node.py — DSP node refinements
- Update: CITATION.cff — citation metadata
- Docs: GEOMETRIC_SUBSTANCE_CANONICAL_RECONCILIATION, LITERATURE_MAPPING,
  GROTHENDIECKIAN_ORGANIZATIONAL_ROTATION_PROPOSAL, formula extraction suite
- New: package/ — public-apis npm metadata
2026-06-28 10:38:13 -05:00

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/-
SLUQ.lean - SLUQ Decision Engine Formalization
This module implements the SLUQ (Stability, Load, Quality) decision engine
for dynamic system state evaluation. The engine uses a 16-bit accumulator
and phi (phase) parameter to track system health and make allocation decisions.
## State Machine:
- Stable (00): acc < 0x4000 - Cool, reliable operation
- Rising (01): 0x4000 ≤ acc < 0x8000 - Warming, monitor
- Unstable (10): 0x8000 ≤ acc < 0xC000 - Overheating
- Reset (11): acc ≥ 0xC000 - Snapped, requires reset
## Mathematical Foundation:
The accumulator represents a normalized 16-bit value where:
- 0x0000 = 0.0 (minimum)
- 0xFFFF = 1.0 (maximum)
The phi parameter acts as a learning rate multiplier for state transitions.
-/
import Semantics.Bind
namespace Semantics.SLUQ
inductive SLUQState
| Stable -- 00 : Cool, reliable
| Rising -- 01 : Warming, monitor
| Unstable -- 10 : Overheating
| Reset -- 11 : Snapped
deriving Repr, DecidableEq, Inhabited
inductive CMYK
| K
| C
| M
| Y
deriving Repr, DecidableEq, Inhabited
structure SluqNode where
acc : UInt16
phi : UInt8
selectionCount : UInt32
deriving Repr, DecidableEq, Inhabited
/-** Evaluate system state from accumulator value.
Uses quadrant-based thresholds:
- Stable: acc < 0x4000 (0.0 - 0.25)
- Rising: 0x4000 ≤ acc < 0x8000 (0.25 - 0.5)
- Unstable: 0x8000 ≤ acc < 0xC000 (0.5 - 0.75)
- Reset: acc ≥ 0xC000 (0.75 - 1.0)
Mathematical Expression:
state(acc) =
Stable if acc ∈ [0, 0x4000)
Rising if acc ∈ [0x4000, 0x8000)
Unstable if acc ∈ [0x8000, 0xC000)
Reset if acc ∈ [0xC000, 0xFFFF]
-/
def evaluateState (acc : UInt16) : SLUQState :=
if acc.toNat < 0x4000 then .Stable
else if acc.toNat < 0x8000 then .Rising
else if acc.toNat < 0xC000 then .Unstable
else .Reset
/-- Evaluate system state as integer (0-3) from accumulator value. -/
def evaluateStateInt (acc : UInt16) : UInt8 :=
if acc.toNat < 0x4000 then 0
else if acc.toNat < 0x8000 then 1
else if acc.toNat < 0xC000 then 2
else 3
/-** Update node state with new value.
The accumulator increases by (value * phi).
On Reset state, accumulator resets to 0 and selectionCount increments.
Otherwise, accumulator updates and selectionCount increments.
HIGH PRIORITY: Added overflow protection to prevent silent accumulator overflow.
Mathematical Expression:
newAcc = acc + (value × phi)
If overflow occurs or state is Reset:
acc = 0, selectionCount += 1
Otherwise:
acc = newAcc, selectionCount += 1
-/
def updateNode (node : SluqNode) (value : UInt8) : SluqNode :=
let increase := value.toUInt16 * node.phi.toUInt16
-- HIGH PRIORITY: Check for overflow before addition
let newAcc := node.acc + increase
let hasOverflow := node.acc.toNat + increase.toNat > 0xFFFF
let state := evaluateState newAcc
if hasOverflow || state == .Reset then
{ node with acc := 0, selectionCount := node.selectionCount + 1 }
else
{ node with acc := newAcc, selectionCount := node.selectionCount + 1 }
/-** Convert accumulator to Q16.16 fixed-point representation.
Since max acc is 65535 (0xFFFF), we place acc in the fractional portion.
Result: 0x0000 → 0x00000000, 0xFFFF → 0xFFFF0000 (~1.0 in Q16.16)
CRITICAL FIX: Must shift left by 16 bits to place in fractional portion.
Previous implementation was incorrect and caused 65536x numerical errors.
-/
def tempQ16 (acc : UInt16) : UInt32 :=
-- Normalize to Q16.16 (65536 is 1.0)
-- CRITICAL: Place 16-bit value in fractional portion via left shift
-- 0xFFFF << 16 = 0xFFFF0000 (~1.0 in Q16.16)
acc.toUInt32 << 16
/-- Compute cost between two SLUQ nodes as absolute accumulator difference.
The cost is the absolute difference in accumulator values, converted to Q16.16.
This represents the distance between two system states in the SLUQ framework. -/
def sluqCost (nodeA nodeB : SluqNode) (_metric : Metric) : Q16_16 :=
let diff := if nodeB.acc > nodeA.acc then nodeB.acc - nodeA.acc else nodeA.acc - nodeB.acc
Q16_16.ofNat diff.toNat
/-- Invariant string for SLUQ node state. -/
def sluqInvariant (node : SluqNode) : String :=
let st := evaluateStateInt node.acc
s!"state={st},acc={node.acc}"
/-- Bind two SLUQ nodes using thermodynamic binding. -/
def sluqBind (nodeA nodeB : SluqNode) (metric : Metric) : Bind SluqNode SluqNode :=
thermodynamicBind nodeA nodeB metric sluqCost sluqInvariant sluqInvariant
#eval updateNode { acc := 0x3FFF, phi := 10, selectionCount := 5 } 1
end Semantics.SLUQ