Research-Stack/0-Core-Formalism/lean/Semantics/Semantics/CompressionMechanics.lean

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import Semantics.FixedPoint
import Semantics.LandauerCompression
import Semantics.EnvironmentMechanics
import Semantics.AtomicResolution
namespace Semantics.CompressionMechanics
open Semantics
open Semantics.LandauerCompression
open Semantics.EnvironmentMechanics
open Semantics.AtomicResolution
/--
Mechanical-level witness over a compression trace and an admissible atomic
resolution witness. This budgets only contact order, actuation budget, and work
budget; it does not claim geometry, force fields, or chemistry.
-/
structure MechanicalCompressionWitness where
compression : CompressionWitness
atomic : AtomicResolutionWitness
contactOrder : Nat
actuationBudget : Q16_16
workBudget : Q16_16
deriving Repr, Inhabited
/--
The atomic witness is aligned to the post-compression summary.
-/
def summaryAligned (w : MechanicalCompressionWitness) : Bool :=
decide (w.atomic.environment.summary = w.compression.postSummary)
/--
The claimed mechanical contact order does not exceed the distinguishable site
count.
-/
def contactOrderCovered (w : MechanicalCompressionWitness) : Bool :=
decide (w.contactOrder ≤ w.atomic.resolvedSites)
/--
The actuation budget does not exceed the environment interaction budget.
-/
def actuationBudgeted (w : MechanicalCompressionWitness) : Bool :=
Q16_16.le w.actuationBudget w.atomic.environment.interactionBudget
/--
The work budget covers the Landauer lower bound of the compression witness.
-/
def workBudgeted (w : MechanicalCompressionWitness) : Bool :=
Q16_16.le (landauerLowerBound w.compression) w.workBudget
/--
All budget constraints are satisfied.
--
-- Arithmetic sanity check:
-- budget constraints are logical AND conditions.
--
-- External CAS provenance:
-- Not Wolfram-verified in this chain. Do not mark as Wolfram-verified
-- unless an API result, saved query output, or reproducible external artifact
-- is attached.
-/
def allBudgetsCovered (w : MechanicalCompressionWitness) : Bool :=
actuationBudgeted w && workBudgeted w
/--
Mechanical admissibility requires atomic admissibility plus alignment and budget
coverage.
-/
def mechanicallyAdmissible (w : MechanicalCompressionWitness) : Bool :=
atomicallyAdmissible w.atomic &&
summaryAligned w &&
contactOrderCovered w &&
allBudgetsCovered w
/--
Canonical constructor over existing compression and atomic witnesses.
-/
def witnessOfCompression
(compression : CompressionWitness)
(atomic : AtomicResolutionWitness)
(contactOrder : Nat)
(actuationBudget workBudget : Q16_16) :
MechanicalCompressionWitness :=
{ compression := compression
, atomic := atomic
, contactOrder := contactOrder
, actuationBudget := actuationBudget
, workBudget := workBudget }
/--
Sample mechanical compression witness for testing.
-/
def sampleMechanicalCompressionWitness : MechanicalCompressionWitness :=
witnessOfCompression sampleWitness sampleAtomicResolutionWitness 1 Q16_16.one Q16_16.one
/--
If all constituent bounds hold, the mechanical witness is admissible.
-/
theorem mechanicallyAdmissibleOfBounds
(w : MechanicalCompressionWitness)
(hAtomic : atomicallyAdmissible w.atomic = true)
(hAlign : summaryAligned w = true)
(hContact : contactOrderCovered w = true)
(hAct : actuationBudgeted w = true)
(hWork : workBudgeted w = true) :
mechanicallyAdmissible w = true := by
simp [mechanicallyAdmissible, allBudgetsCovered, hAtomic, hAlign, hContact, hAct, hWork]
/--
If an irreversible compression is budgeted mechanically, the work budget is
strictly positive.
-/
theorem positiveWorkOfIrreversibleCompression
(w : MechanicalCompressionWitness)
(hWork : workBudgeted w = true)
(hErase : erasedDirections w.compression > 0) :
Q16_16.gt w.workBudget Q16_16.zero = true := by
have hLower :
Q16_16.gt (landauerLowerBound w.compression) Q16_16.zero = true := by
exact positiveErasurePositiveLowerBound w.compression hErase
simp [workBudgeted, Q16_16.le, Q16_16.gt] at hWork hLower ⊢
exact Int.lt_of_lt_of_le hLower hWork
/--
Mechanical contact order contracts through compression under explicit alignment
and basis-dimension contraction assumptions.
-/
theorem compressionContractsMechanicalOrder
(w : MechanicalCompressionWitness)
(hAlign : summaryAligned w = true)
(hContract : w.compression.postSummary.shape.basisDim ≤
w.compression.preSummary.shape.basisDim)
(hContact : contactOrderCovered w = true)
(hSites : siteCovered w.atomic = true) :
w.contactOrder + erasedDirections w.compression ≤
w.compression.preSummary.shape.basisDim := by
have hContactLe :
w.contactOrder ≤ w.atomic.resolvedSites := by
simpa [contactOrderCovered] using hContact
have hAtomicContract :
w.atomic.resolvedSites + erasedDirections w.compression ≤
w.compression.preSummary.shape.basisDim := by
have hSummary :
w.atomic.environment.summary = w.compression.postSummary := by
simpa [summaryAligned] using hAlign
exact compressionContractsAtomicResolution w.compression w.atomic
hSummary hContract hSites
calc
w.contactOrder + erasedDirections w.compression
≤ w.atomic.resolvedSites + erasedDirections w.compression := by
exact Nat.add_le_add_right hContactLe _
_ ≤ w.compression.preSummary.shape.basisDim := hAtomicContract
#eval summaryAligned sampleMechanicalCompressionWitness
#eval contactOrderCovered sampleMechanicalCompressionWitness
#eval actuationBudgeted sampleMechanicalCompressionWitness
#eval workBudgeted sampleMechanicalCompressionWitness
#eval mechanicallyAdmissible sampleMechanicalCompressionWitness
-- ═══════════════════════════════════════════════════════════════════════════
-- §9 Genetic Algorithm Fitness Function (BioRxiv Integration)
-- ═══════════════════════════════════════════════════════════════════════════
/-- GA fitness parameters for compression optimization.
From bioRxiv "Optimizing Genomic Data Compression with Genetic Algorithms" (DOI: 10.1101/2025.10.23.684090) -/
structure GACompressionFitness where
compressionRatio : Q16_16 -- CR = U_size / C_size
decompTime : Q16_16 -- Decompression time
compTime : Q16_16 -- Compression time
lambda : Q16_16 -- Weighting factor for time trade-off
deriving Repr
/-- Time penalty component: λ * (decomp_time / comp_time)
-- Arithmetic sanity check: time penalty = λ × (decompression time / compression time)
-- External CAS provenance: Not Wolfram-verified in this chain. Do not mark as
-- Wolfram-verified unless an API result, saved query output, or reproducible
-- external artifact is attached.
-/
def timePenalty (decompTime compTime lambda : Q16_16) : Q16_16 :=
let timeRatio := decompTime / compTime
lambda * timeRatio
#eval! timePenalty (Q16_16.ofInt 10) (Q16_16.ofInt 100) (Q16_16.ofInt 1)
/-- GA fitness function: fitness = CR - λ * (decomp_time / comp_time)
Balances compression ratio with computational efficiency.
--
-- Arithmetic sanity check:
-- fitness = compression ratio - time penalty.
--
-- External CAS provenance:
-- Not Wolfram-verified in this chain. Do not mark as Wolfram-verified
-- unless an API result, saved query output, or reproducible external artifact
-- is attached.
-/
def gaFitnessFunction (params : GACompressionFitness) : Q16_16 :=
params.compressionRatio - (timePenalty params.decompTime params.compTime params.lambda)
/--
Compression ratio calculation (SI Standard): CR = U_size / C_size
Dimensionless ratio (e.g., 8.0 means 8:1 compression).
Higher values indicate better compression.
-/
def compressionRatio (uncompressedSize compressedSize : Q16_16) : Q16_16 :=
if compressedSize = Q16_16.zero then Q16_16.zero -- Infinite compression is invalid
else uncompressedSize / compressedSize
/-- Default GA fitness parameters (tuned for compression optimization). -/
def defaultGAFitnessParams : GACompressionFitness :=
{ compressionRatio := Q16_16.ofInt 2, -- 2:1 compression baseline
decompTime := Q16_16.ofInt 10,
compTime := Q16_16.ofInt 100,
lambda := Q16_16.ofInt 1 } -- Unit weighting
/-- Adaptive compression fitness based on GA optimization.
Retunes compression parameters for optimal CR vs time trade-off. -/
def adaptiveCompressionFitness (w : MechanicalCompressionWitness) (params : GACompressionFitness) : Q16_16 :=
let estimatedCR := compressionRatio
(Q16_16.ofInt w.compression.preSummary.shape.basisDim)
(Q16_16.ofInt w.compression.postSummary.shape.basisDim)
let fitnessParams := { params with compressionRatio := estimatedCR }
gaFitnessFunction fitnessParams
-- Note: Theorem proving higher compression ratio increases fitness with fixed-point arithmetic
-- requires more advanced reasoning. The gaFitnessFunction is provided as
-- a modular component for use in fitness calculations.
-- Note: Theorem proving monotonicity of time penalty with fixed-point arithmetic
-- requires more advanced reasoning. The timePenalty function is provided as
-- a modular component for use in fitness calculations.
#eval! gaFitnessFunction defaultGAFitnessParams
-- Expected: 2 - 1 * (10/100) = 2 - 0.1 = 1.9
#eval compressionRatio (Q16_16.ofInt 1000) (Q16_16.ofInt 500)
-- Expected: 2.0 (2:1 compression)
-- #eval! adaptiveCompressionFitness sampleMechanicalCompressionWitness defaultGAFitnessParams
-- Expected: Fitness based on actual compression ratio
-- Note: Disabled because sampleMechanicalCompressionWitness depends on sorry axioms in dependencies
end Semantics.CompressionMechanics