openAI-math-dataset / lean /OAI /Computability /BinPacking /CookLevin /TransitionIterationTime.lean
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import OAI.Computability.BinPacking.CookLevin.ProducerFrontStage
import OAI.Computability.BinPacking.CookLevin.TransitionIteration
namespace OAI
noncomputable section
namespace BinPackingGames.Foundations.Complexity.CookLevin.AcceptanceMachine
open Turing MachineComposition TermMachine TransitionTemplate PostfixModel
inductive RootLabel
| seed | scan | restore
| lookup (label : LookupLabel)
deriving DecidableEq, Fintype
def widthAddress (coefficient offset : Nat) (input : Input) : Nat :=
coefficient * input.capacity + offset
def rootProgram (coefficient offset : Nat) : RootLabel → TM2.Stmt Alphabet RootLabel State
| .seed => MachineUnaryAffineAt.seed .address offset .scan
| .scan => MachineUnaryAffineAt.scan .capacity .scratch .address coefficient .scan .restore
| .restore => Reduction.MachineTransfer.loopAt .scratch .capacity id false .restore
(some (.lookup (.lookup (.run .copyFirst))))
| .lookup label => MachineSubroutine.statement RootLabel.lookup none (lookupProgram 0 label)
def rootSteps (coefficient offset : Nat) (input : Input) : Nat :=
(2 * (input.capacity + 1) + 1) +
(MachinePreservingLookupClean.steps input.roots (widthAddress coefficient offset input) +
rootLookup input.roots (widthAddress coefficient offset input) + 4)
private theorem trace_trans {α : Type*} (f : α → α) {a b : Nat} {x y z : α}
(first : f^[a] x = y) (second : f^[b] y = z) : f^[a + b] x = z := by
rw [Nat.add_comm, Function.iterate_add_apply, first, second]
theorem rootTrace (coefficient offset : Nat) (input : Input)
(present : input.roots[widthAddress coefficient offset input]? =
some (rootLookup input.roots (widthAddress coefficient offset input)))
(base : Tape → List Bool) (frame : Frame input base) :
(advance (TM2.step (rootProgram coefficient offset)))^[rootSteps coefficient offset input]
(some ⟨some .seed, initialState, base⟩) =
some ⟨none, initialState, emitTapes base
[.input (rootLookup input.roots (widthAddress coefficient offset input))]⟩ := by
have ha := frame.clean .address (by rfl)
have hs := frame.clean .scratch (by rfl)
have affine := MachineUnaryAffineAt.seededAffineTrace .capacity .scratch .address
(by decide) (by decide) (by decide) coefficient offset RootLabel.seed
RootLabel.scan RootLabel.restore (some (.lookup (.lookup (.run .copyFirst))))
(rootProgram coefficient offset) rfl rfl rfl base input.capacity []
(by simpa using frame.capacityWord) hs ((), false) none
simp only [ha, List.append_nil] at affine
have source := lookupTailTrace 0 input (widthAddress coefficient offset input) present base frame
have lookup := MachineSubroutine.trace RootLabel.lookup none (lookupProgram 0)
(rootProgram coefficient offset) (fun _ => rfl)
(MachinePreservingLookupClean.steps input.roots (widthAddress coefficient offset input) +
rootLookup input.roots (widthAddress coefficient offset input) + 4) _ _ source
simp only [MachineSubroutine.configuration, MachineSubroutine.label] at lookup
exact trace_trans _ affine lookup
theorem rootSteps_le (coefficient offset : Nat) (input : Input)
(present : input.roots[widthAddress coefficient offset input]? =
some (rootLookup input.roots (widthAddress coefficient offset input))) :
rootSteps coefficient offset input ≤ 12 * (input.size + 1) := by
have hl := MachinePreservingLookupClean.steps_le input.roots
(widthAddress coefficient offset input) _ present
have hw := MachineLookupSpec.output_length_le input.roots
(widthAddress coefficient offset input) _ present
rw [encodeWord_length] at hw
unfold rootSteps Input.size
omega
def rootEmitter (valid : Input → Prop) (coefficient offset : Nat)
(present : ∀ input, valid input →
input.roots[widthAddress coefficient offset input]? =
some (rootLookup input.roots (widthAddress coefficient offset input))) :
Emitter valid (fun input =>
[.input (rootLookup input.roots (widthAddress coefficient offset input))]) where
Label := RootLabel
finite := inferInstance
entry := .seed
program := rootProgram coefficient offset
steps := rootSteps coefficient offset
constant := 12
trace input hv base frame := rootTrace coefficient offset input (present input hv) base frame
bound input hv := rootSteps_le coefficient offset input (present input hv)
def closurePorts : OrClosure.Ports Tape :=
⟨.position, .reversed, .count, by decide, by decide, by decide⟩
inductive ClosureLabel
| seed | scan | restore | orSeed | orLoop | finish
deriving DecidableEq
protected abbrev ClosureLabel.enumList : List ClosureLabel := [.seed, .scan, .restore, .orSeed,
.orLoop, .finish]
protected theorem ClosureLabel.enumList_getElem?_ctorIdx_eq (x : ClosureLabel) :
ClosureLabel.enumList[x.ctorIdx]? = some x := by
cases x <;> rfl
protected theorem ClosureLabel.enumList_nodup : ClosureLabel.enumList.Nodup := by decide
instance : Fintype ClosureLabel where
elems := ⟨ClosureLabel.enumList, ClosureLabel.enumList_nodup⟩
complete x := by cases x <;> decide
def closureProgram (coefficient offset : Nat) :
ClosureLabel → TM2.Stmt Alphabet ClosureLabel State
| .seed => MachineUnaryAffineAt.seed .position offset .scan
| .scan => MachineUnaryAffineAt.scan .capacity .scratch .position coefficient .scan .restore
| .restore => Reduction.MachineTransfer.loopAt .scratch .capacity id false .restore (some .orSeed)
| .orSeed => OrClosure.seed closurePorts .orLoop
| .orLoop => OrClosure.loop closurePorts .orLoop (some .finish)
| .finish => .pop .position (fun _ _ => initialState) .halt
def closureSteps (coefficient offset : Nat) (input : Input) : Nat :=
(2 * (input.capacity + 1) + 1) + (widthAddress coefficient offset input + 2) + 1
theorem closureTrace (coefficient offset : Nat) (input : Input)
(base : Tape → List Bool) (frame : Frame input base) :
(advance (TM2.step (closureProgram coefficient offset)))^[closureSteps coefficient offset input]
(some ⟨some .seed, initialState, base⟩) =
some ⟨none, initialState, emitTapes base
(InitializationTemplate.closeOr (widthAddress coefficient offset input))⟩ := by
let width := widthAddress coefficient offset input
let finished := OrClosure.frame closurePorts base (encodeWord 0)
((tokenBits (InitializationTemplate.closeOr width)).reverse ++ base .reversed)
(List.replicate (width + 1) true ++ base .count)
have hp := frame.clean .position (by rfl)
have hs := frame.clean .scratch (by rfl)
have affine := MachineUnaryAffineAt.seededAffineTrace .capacity .scratch .position
(by decide) (by decide) (by decide) coefficient offset ClosureLabel.seed
ClosureLabel.scan ClosureLabel.restore (some .orSeed)
(closureProgram coefficient offset) rfl rfl rfl base input.capacity []
(by simpa using frame.capacityWord) hs ((), false) none
simp only [hp, List.append_nil] at affine
have closure := OrClosure.closureTrace closurePorts ClosureLabel.orSeed ClosureLabel.orLoop
(some .finish) (closureProgram coefficient offset) rfl rfl base width []
(base .reversed) (base .count) ((), false) none
have startFrame : OrClosure.frame closurePorts base (encodeWord width ++ [])
(base .reversed) (base .count) = Function.update base .position (encodeWord width) := by
funext tape
cases tape <;> simp [OrClosure.frame, closurePorts]
rw [startFrame] at closure
simp only [List.append_nil] at closure
have finish : (advance (TM2.step (closureProgram coefficient offset)))^[1]
(some ⟨some .finish, initialState, finished⟩) =
some ⟨none, initialState, emitTapes base (InitializationTemplate.closeOr width)⟩ := by
change some (TM2.stepAux (closureProgram coefficient offset .finish) initialState finished) = _
simp only [closureProgram, TM2.stepAux]
congr 2
funext tape
cases tape <;> simp [finished, OrClosure.frame, closurePorts, emitTapes,
InitializationTemplate.closeOr, encodeWord, hp, Nat.add_comm]
exact trace_trans _ (trace_trans _ affine closure) finish
theorem closureSteps_le (coefficient offset : Nat) (input : Input) :
closureSteps coefficient offset input ≤ (coefficient + offset + 8) * (input.size + 1) := by
have hs : input.capacity ≤ input.size := by simp [Input.size]; omega
have hmul := Nat.mul_le_mul_left coefficient hs
unfold closureSteps widthAddress
nlinarith
def closureEmitter (valid : Input → Prop) (coefficient offset : Nat) :
Emitter valid (fun input => InitializationTemplate.closeOr (widthAddress coefficient offset input)) where
Label := ClosureLabel
finite := inferInstance
entry := .seed
program := closureProgram coefficient offset
steps := closureSteps coefficient offset
constant := coefficient + offset + 8
trace input _ base frame := closureTrace coefficient offset input base frame
bound input _ := closureSteps_le coefficient offset input
section Indexed
variable {K Λ σ : Type} {Γ : K → Type}
def Valid (indexing : ConfigIndex.Indexing Γ Λ σ) (input : Input) : Prop :=
indexing.width input.capacity < input.roots.length
theorem Valid.roots {indexing : ConfigIndex.Indexing Γ Λ σ} {input : Input}
(valid : Valid indexing input) : RootsValid indexing input := Nat.le_of_lt valid
theorem Valid.transition {indexing : ConfigIndex.Indexing Γ Λ σ} {input : Input}
(valid : Valid indexing input) (plan : TransitionMachine.Plan (Γ := Γ) (Λ := Λ) (σ := σ)) :
TransitionMachine.Valid indexing plan input := by
unfold Valid at valid
unfold TransitionMachine.Valid
cases plan.carry <;> simp only [Bool.false_eq_true, ite_true, ite_false] <;> omega
theorem Valid.withCursor {indexing : ConfigIndex.Indexing Γ Λ σ} {input : Input}
(valid : Valid indexing input) (cursor : Nat) :
Valid indexing (TransitionMachine.withCursor input cursor) := valid
theorem widthAddress_eq (indexing : ConfigIndex.Indexing Γ Λ σ) (input : Input) :
widthAddress indexing.symbolCount (indexing.labelCount + indexing.stateCount) input =
indexing.width input.capacity := by
simp [widthAddress, ConfigIndex.Indexing.width, Nat.mul_comm,
Nat.add_comm, Nat.add_assoc]
def carryTokens (indexing : ConfigIndex.Indexing Γ Λ σ) (input : Input) : List Token :=
[.input (rootLookup input.roots (indexing.width input.capacity))]
variable [DecidableEq K] [Fintype σ] [DecidableEq σ]
variable [∀ k, DecidableEq (Γ k)] [∀ k, Fintype (Γ k)] [DecidableEq Λ] [Fintype Λ]
def carryEmitter (indexing : ConfigIndex.Indexing Γ Λ σ) :
Emitter (Valid indexing) (carryTokens indexing) :=
(rootEmitter (Valid indexing) indexing.symbolCount (indexing.labelCount + indexing.stateCount)
(fun input hv => by
rw [widthAddress_eq]
simp only [rootLookup, List.getElem?_eq_getElem hv, Option.getD_some])).congr
(fun input => by rw [widthAddress_eq]; rfl)
def orEmitter (indexing : ConfigIndex.Indexing Γ Λ σ) :
Emitter (Valid indexing) (fun input => InitializationTemplate.closeOr (indexing.width input.capacity)) :=
(closureEmitter (Valid indexing) indexing.symbolCount (indexing.labelCount + indexing.stateCount)).congr
(fun input => by rw [widthAddress_eq])
def finishEmitter (indexing : ConfigIndex.Indexing Γ Λ σ) :
Emitter (Valid indexing) (fun _ => [.not, .and]) :=
Emitter.literal (Valid indexing) [.not, .and]
inductive Label (indexing : ConfigIndex.Indexing Γ Λ σ)
(plan : TransitionMachine.Plan (Γ := Γ) (Λ := Λ) (σ := σ))
| carry (label : (carryEmitter indexing).Label)
| mismatch (label : TransitionMachine.Label indexing plan)
| close (label : (orEmitter indexing).Label)
| finish (label : (finishEmitter indexing).Label)
deriving Fintype
attribute [-instance] instFintypeLabel
instance labelFintype (indexing : ConfigIndex.Indexing Γ Λ σ)
(plan : TransitionMachine.Plan (Γ := Γ) (Λ := Λ) (σ := σ)) : Fintype (Label indexing plan) :=
Fintype.ofEquiv
((carryEmitter indexing).Label ⊕ TransitionMachine.Label indexing plan ⊕
(orEmitter indexing).Label ⊕ (finishEmitter indexing).Label)
(Label.proxyTypeEquiv indexing plan)
def program (indexing : ConfigIndex.Indexing Γ Λ σ)
(plan : TransitionMachine.Plan (Γ := Γ) (Λ := Λ) (σ := σ)) :
Label indexing plan → TM2.Stmt Alphabet (Label indexing plan) State
| .carry label => MachineSubroutine.statement Label.carry
(some (.mismatch (.prefix (TransitionMachine.compilePrefix indexing plan.prefix).entry)))
((carryEmitter indexing).program label)
| .mismatch label => MachineSubroutine.statement Label.mismatch
(some (.close (orEmitter indexing).entry)) (TransitionMachine.program indexing plan label)
| .close label => MachineSubroutine.statement Label.close
(some (.finish (finishEmitter indexing).entry)) ((orEmitter indexing).program label)
| .finish label => MachineSubroutine.statement Label.finish none ((finishEmitter indexing).program label)
def machine (indexing : ConfigIndex.Indexing Γ Λ σ)
(plan : TransitionMachine.Plan (Γ := Γ) (Λ := Λ) (σ := σ)) : FinTM2 where
K := Tape
k₀ := .capacity
k₁ := .reversed
Γ := Alphabet
Λ := Label indexing plan
main := .carry (carryEmitter indexing).entry
σ := State
initialState := initialState
m := program indexing plan
def outputTokens (indexing : ConfigIndex.Indexing Γ Λ σ)
(plan : TransitionMachine.Plan (Γ := Γ) (Λ := Λ) (σ := σ)) (input : Input) : List Token :=
carryTokens indexing input ++ TransitionMachine.outputTokens indexing plan input ++
InitializationTemplate.closeOr (indexing.width input.capacity) ++ [.not, .and]
def steps (indexing : ConfigIndex.Indexing Γ Λ σ)
(plan : TransitionMachine.Plan (Γ := Γ) (Λ := Λ) (σ := σ)) (input : Input) : Nat :=
(carryEmitter indexing).steps (TransitionMachine.withCursor input 0) +
TransitionMachine.steps indexing plan input +
(orEmitter indexing).steps (TransitionMachine.withCursor input 0) + 1
omit [DecidableEq K] [Fintype σ] [DecidableEq σ]
[(tape : K) → DecidableEq (Γ tape)] [(tape : K) → Fintype (Γ tape)]
[DecidableEq Λ] [Fintype Λ] in
theorem fullTrace (indexing : ConfigIndex.Indexing Γ Λ σ)
(plan : TransitionMachine.Plan (Γ := Γ) (Λ := Λ) (σ := σ)) (input : Input)
(valid : Valid indexing input) (base : Tape → List Bool)
(frame : Frame (TransitionMachine.withCursor input 0) base) :
(advance (TM2.step (program indexing plan)))^[steps indexing plan input]
(some ⟨some (Label.carry (carryEmitter indexing).entry), initialState, base⟩) =
some ⟨none, initialState, emitTapes base (outputTokens indexing plan input)⟩ := by
let carried := emitTapes base (carryTokens indexing input)
let mismatch := emitTapes carried (TransitionMachine.outputTokens indexing plan input)
let closed := emitTapes mismatch (InitializationTemplate.closeOr (indexing.width input.capacity))
have carry := (carryEmitter indexing).traceAt Label.carry
(some (.mismatch (.prefix (TransitionMachine.compilePrefix indexing plan.prefix).entry)))
(program indexing plan) (fun _ => rfl) (TransitionMachine.withCursor input 0)
(valid.withCursor 0) base frame
have hcarry : Frame (TransitionMachine.withCursor input 0) carried :=
frame.emit (carryTokens indexing input)
have mid := TransitionMachine.traceAt indexing plan Label.mismatch
(some (.close (orEmitter indexing).entry)) (program indexing plan) (fun _ => rfl)
input (valid.transition plan) carried hcarry
have hmid := hcarry.emit (TransitionMachine.outputTokens indexing plan input)
have close := (orEmitter indexing).traceAt Label.close
(some (.finish (finishEmitter indexing).entry)) (program indexing plan) (fun _ => rfl)
(TransitionMachine.withCursor input 0) (valid.withCursor 0) mismatch hmid
have hclose := hmid.emit (InitializationTemplate.closeOr (indexing.width input.capacity))
have finish := (finishEmitter indexing).traceAt Label.finish none
(program indexing plan) (fun _ => rfl) (TransitionMachine.withCursor input 0)
(valid.withCursor 0) closed hclose
have h := trace_trans _ (trace_trans _ (trace_trans _ carry mid) close) finish
simpa only [steps, carried, mismatch, closed, finishEmitter, Emitter.literal,
TransitionMachine.withCursor_capacity, TransitionMachine.withCursor_roots,
carryTokens, emitTapes_append, outputTokens, List.append_assoc] using h
def timeConstant (indexing : ConfigIndex.Indexing Γ Λ σ)
(plan : TransitionMachine.Plan (Γ := Γ) (Λ := Λ) (σ := σ)) : Nat :=
(carryEmitter indexing).constant + TransitionMachine.timeConstant indexing plan +
(orEmitter indexing).constant + 1
noncomputable def timePolynomial (indexing : ConfigIndex.Indexing Γ Λ σ)
(plan : TransitionMachine.Plan (Γ := Γ) (Λ := Λ) (σ := σ)) : Polynomial Nat :=
Polynomial.C (timeConstant indexing plan) * (Polynomial.X + 1)^2
omit [DecidableEq K] [Fintype σ] [DecidableEq σ]
[(tape : K) → DecidableEq (Γ tape)] [(tape : K) → Fintype (Γ tape)]
[DecidableEq Λ] [Fintype Λ] in
theorem steps_le (indexing : ConfigIndex.Indexing Γ Λ σ)
(plan : TransitionMachine.Plan (Γ := Γ) (Λ := Λ) (σ := σ)) (input : Input)
(valid : Valid indexing input) :
steps indexing plan input ≤ timeConstant indexing plan * (TransitionMachine.dataSize input + 1)^2 := by
have hc := (carryEmitter indexing).bound (TransitionMachine.withCursor input 0) (valid.withCursor 0)
have hm := TransitionMachine.steps_le indexing plan input (valid.transition plan)
have ho := (orEmitter indexing).bound (TransitionMachine.withCursor input 0) (valid.withCursor 0)
have hs : (TransitionMachine.withCursor input 0).size = TransitionMachine.dataSize input := by
simp [TransitionMachine.withCursor, Input.size, TransitionMachine.dataSize]
rw [hs] at hc ho
have hsq : TransitionMachine.dataSize input + 1 ≤ (TransitionMachine.dataSize input + 1)^2 := by
nlinarith
have hc' := hc.trans (Nat.mul_le_mul_left (carryEmitter indexing).constant hsq)
have ho' := ho.trans (Nat.mul_le_mul_left (orEmitter indexing).constant hsq)
unfold steps timeConstant
nlinarith
def inPolynomialTime (indexing : ConfigIndex.Indexing Γ Λ σ)
(plan : TransitionMachine.Plan (Γ := Γ) (Λ := Λ) (σ := σ)) (input : Input)
(valid : Valid indexing input) (base : Tape → List Bool)
(frame : Frame (TransitionMachine.withCursor input 0) base) :
StateTransition.EvalsToInTime (machine indexing plan).step
⟨some (Label.carry (carryEmitter indexing).entry), initialState, base⟩
(some ⟨none, initialState, emitTapes base (outputTokens indexing plan input)⟩)
((timePolynomial indexing plan).eval (TransitionMachine.dataSize input)) where
steps := steps indexing plan input
evals_in_steps := fullTrace indexing plan input valid base frame
steps_le_m := by
simpa only [timePolynomial, Polynomial.eval_mul, Polynomial.eval_C, Polynomial.eval_pow,
Polynomial.eval_add, Polynomial.eval_X, Polynomial.eval_one] using steps_le indexing plan input valid
end Indexed
open VerifierCircuit AcceptanceTemplate
local instance iterationTimeVerifierLabelFintype (V : NPVerifier) : Fintype V.computation.tm.Λ := V.computation.tm.ΛFin
local instance iterationTimeVerifierStateFintype (V : NPVerifier) : Fintype V.computation.tm.σ := V.computation.tm.σFin
local instance iterationTimeVerifierAlphabetFintype (V : NPVerifier) : ∀ k, Fintype (V.computation.tm.Γ k) := V.finiteAlphabet
local instance iterationTimeVerifierLabelDecidableEq (V : NPVerifier) : DecidableEq V.computation.tm.Λ := Classical.decEq _
local instance iterationTimeVerifierStateDecidableEq (V : NPVerifier) : DecidableEq V.computation.tm.σ := Classical.decEq _
local instance iterationTimeVerifierAlphabetDecidableEq (V : NPVerifier) : ∀ k, DecidableEq (V.computation.tm.Γ k) :=
fun _ => Classical.decEq _
theorem rootLookup_ofFn {n : Nat} (wire : Fin n → Nat) (i : Fin n) :
rootLookup (List.ofFn wire) i.val = wire i := by
simp [rootLookup, i.isLt]
theorem mismatchForest_ofFn (V : NPVerifier) (input : List Bool)
(wire : Fin (width V input + 1) → Nat) :
AcceptancePlan.mismatchForest V (List.ofFn wire) (capacity V input.length) =
(List.ofFn fun j : Fin (width V input) =>
mismatchTokens (targetBit V input j) (wire j.castSucc)).flatten := by
rw [AcceptancePlan.mismatchForest_circuit]
apply congrArg List.flatten
apply congrArg List.ofFn
funext j
exact congrArg (mismatchTokens (targetBit V input j)) (rootLookup_ofFn wire j.castSucc)
def verifierInput (V : NPVerifier) (input : List Bool)
(wire : Fin (width V input + 1) → Nat) : Input :=
⟨0, capacity V input.length, List.ofFn wire⟩
theorem verifierInput_valid (V : NPVerifier) (input : List Bool)
(wire : Fin (width V input + 1) → Nat) :
Valid (indexing V) (verifierInput V input wire) := by
simp [Valid, verifierInput, width]
theorem outputTokens_eq_acceptance (V : NPVerifier) (input : List Bool)
(wire : Fin (width V input + 1) → Nat) :
outputTokens (indexing V) (AcceptancePlan.plan V) (verifierInput V input wire) =
AcceptanceTemplate.tokens V input wire := by
have hw : (fun j : Fin (width V input + 1) => rootLookup (List.ofFn wire) j.val) = wire :=
funext (rootLookup_ofFn wire)
have h := (AcceptancePlan.fullTokens_eq V input (List.ofFn wire)).symm
rw [hw] at h
simpa only [outputTokens, carryTokens, verifierInput, width] using h
theorem compile_outputTokens (V : NPVerifier) (input : List Bool)
(wire : Fin (width V input + 1) → Nat) (start : Nat) (oldRoots : List Nat) :
compileTokens start oldRoots
(outputTokens (indexing V) (AcceptancePlan.plan V) (verifierInput V input wire)) =
some (start + (acceptanceExpr V input).size,
(acceptanceExpr V input).root start :: oldRoots,
(acceptanceExpr V input).gates wire start) := by
rw [outputTokens_eq_acceptance]
exact AcceptanceTemplate.compile_tokens V input wire start oldRoots
theorem outputTokens_length_le (V : NPVerifier) (input : List Bool)
(wire : Fin (width V input + 1) → Nat) :
(outputTokens (indexing V) (AcceptancePlan.plan V) (verifierInput V input wire)).length ≤
3 * width V input + 4 := by
rw [outputTokens_eq_acceptance]
exact AcceptanceTemplate.tokens_length_le V input wire
def verifierMachine (V : NPVerifier) : FinTM2 :=
machine (indexing V) (AcceptancePlan.plan V)
def verifierInPolynomialTime (V : NPVerifier) (input : List Bool)
(wire : Fin (width V input + 1) → Nat) (base : Tape → List Bool)
(frame : Frame (verifierInput V input wire) base) :
StateTransition.EvalsToInTime (verifierMachine V).step
⟨some (Label.carry (carryEmitter (indexing V)).entry), initialState, base⟩
(some ⟨none, initialState, emitTapes base (AcceptanceTemplate.tokens V input wire)⟩)
((timePolynomial (indexing V) (AcceptancePlan.plan V)).eval
(TransitionMachine.dataSize (verifierInput V input wire))) := by
have run := inPolynomialTime (indexing V) (AcceptancePlan.plan V) (verifierInput V input wire)
(verifierInput_valid V input wire) base frame
rw [outputTokens_eq_acceptance] at run
exact run
end BinPackingGames.Foundations.Complexity.CookLevin.AcceptanceMachine
namespace BinPackingGames.Foundations.Complexity.CookLevin.AcceptanceStage
open Turing MachineComposition StatementCircuit CircuitBatch
open PostfixModel PostfixAlignment ProducerInvariant VerifierCircuit
open TransitionArena
local instance iterationTimeVerifierLabelFintype (V : NPVerifier) : Fintype V.computation.tm.Λ := V.computation.tm.ΛFin
local instance iterationTimeVerifierStateFintype (V : NPVerifier) : Fintype V.computation.tm.σ := V.computation.tm.σFin
local instance iterationTimeVerifierAlphabetFintype (V : NPVerifier) : ∀ k, Fintype (V.computation.tm.Γ k) := V.finiteAlphabet
local instance iterationTimeVerifierLabelDecidableEq (V : NPVerifier) : DecidableEq V.computation.tm.Λ := Classical.decEq _
local instance iterationTimeVerifierStateDecidableEq (V : NPVerifier) : DecidableEq V.computation.tm.σ := Classical.decEq _
local instance iterationTimeVerifierAlphabetDecidableEq (V : NPVerifier) : ∀ k, DecidableEq (V.computation.tm.Γ k) :=
fun _ => Classical.decEq _
abbrev EmitLabel (V : NPVerifier) :=
AcceptanceMachine.Label (indexing V) (AcceptancePlan.plan V)
abbrev Label (V : NPVerifier) := EmitLabel V ⊕ ForestStage.Label
def entry (V : NPVerifier) : Label V :=
.inl (.carry (AcceptanceMachine.carryEmitter (indexing V)).entry)
def program (V : NPVerifier) : Label V → TM2.Stmt Alphabet (Label V) State
| .inl label => ForestPlacement.statement termPorts Sum.inl
(some (.inr .reverseTokens))
(AcceptanceMachine.program (indexing V) (AcceptancePlan.plan V) label)
| .inr label => ForestStage.statement forestPorts Sum.inr none label
def machine (V : NPVerifier) : FinTM2 where
K := Tape
k₀ := .inr .capacity
k₁ := .inl .records
Γ := Alphabet
Λ := Label V
main := entry V
σ := State
initialState := TermMachine.initialState
m := program V
def expressions (V : NPVerifier) (input : List Bool) :
Fin 1 → Expr (Fin (width V input + 1)) :=
fun _ => acceptanceExpr V input
def wireValues {inputs count : Nat} (frame : Frame inputs count) : Fin count → Nat :=
fun i => (frame.wires i).val
theorem tokens_eq_forest (V : NPVerifier) (input : List Bool)
(wire : Fin (width V input + 1) → Nat) :
AcceptanceTemplate.tokens V input wire =
forestTokens wire (List.ofFn (expressions V input)) := by
rw [AcceptanceTemplate.tokens_eq]
simp [expressions, List.ofFn_succ, forestTokens]
theorem finish_termFrame (base : Tape → List Bool) (S : Nat) (s : Snapshot) :
TermMachine.Frame (termInput S s)
(fun tape => finishTapes base S s (termPorts tape)) := by
have restriction : (fun tape => finishTapes base S s (termPorts tape)) =
(fun tape => tapes base S 0 s (termPorts tape)) := by
simp only [termPorts]
funext tape
change Function.update (tapes base S 0 s) (Sum.inr Extra.countdown) [] (termTape tape) =
tapes base S 0 s (termTape tape)
cases tape <;> simp [termTape]
rw [restriction]
exact termFrame base S 0 s
def prepared (base : Tape → List Bool) (S : Nat) (s : Snapshot)
(tokens : List Token) : Tape → List Bool :=
Function.update
(Function.update (finishTapes base S s) (.inl .tokens) (tokenBits tokens).reverse)
(.inl (.lower .remaining)) (encodeWord tokens.length)
theorem finish_place_emitTapes (base : Tape → List Bool) (S : Nat) (s : Snapshot)
(tokens : List Token) :
ForestPlacement.fill termPorts (finishTapes base S s)
(TermMachine.emitTapes (fun tape => finishTapes base S s (termPorts tape)) tokens) =
prepared base S s tokens := by
simp only [TermMachine.emitTapes, ForestPlacement.fill_update, ForestPlacement.fill_self]
simp [termTape, tapes, finishTapes, prepared, encodeWord]
theorem prepared_eq_lower (base : Tape → List Bool) (S : Nat) (s : Snapshot)
(tokens : List Token) :
prepared base S s tokens =
ForestPlacement.fill forestPorts (finishTapes base S s)
(ForestStage.initialLocal s.current tokens s.reversedRecords (encodeWords s.roots)) := by
rw [fill_forest]
funext tape
cases tape with
| inl tape =>
cases tape with
| lower tape => cases tape <;>
simp [prepared, finishTapes, tapes, ForestStage.initialLocal]
| tokens => simp [prepared, finishTapes, ForestStage.initialLocal]
| records => simp [prepared, finishTapes, tapes, ForestStage.initialLocal]
| rootTable => simp [prepared, finishTapes, tapes, ForestStage.initialLocal]
| inr tape => cases tape <;>
simp [prepared, finishTapes, tapes]
theorem lower_final_eq {inputs oldWidth newWidth : Nat}
(base : Tape → List Bool) (S : Nat) (frame : Frame inputs oldWidth)
(es : Fin newWidth → Expr (Fin oldWidth)) :
ForestPlacement.fill forestPorts (finishTapes base S (snapshot frame))
(ForestStage.finalLocal (next (frame.step es)) (rootValues (frame.step es)).reverse
(recordsBits (gateRecords (next frame)
(Batch.gates (wireValues frame) (next frame) (List.ofFn es))))
(recordBits frame).reverse) =
finishTapes base S (snapshot (frame.step es)) := by
rw [fill_forest]
funext tape
cases tape with
| inl tape =>
cases tape with
| lower tape => cases tape <;> rfl
| tokens => rfl
| records =>
change (recordsBits (gateRecords (next frame)
(Batch.gates (wireValues frame) (next frame) (List.ofFn es)))).reverse ++
(recordBits frame).reverse = (recordBits (frame.step es)).reverse
rw [recordBits_step, List.reverse_append]
rfl
| rootTable =>
change encodeWords (rootValues (frame.step es)).reverse.reverse =
encodeWords (rootValues (frame.step es))
rw [List.reverse_reverse]
| inr tape => cases tape <;> rfl
def emissionSteps (V : NPVerifier) (input : List Bool) {inputs : Nat}
(frame : Frame inputs (width V input + 1)) : Nat :=
AcceptanceMachine.steps (indexing V) (AcceptancePlan.plan V)
(AcceptanceMachine.verifierInput V input (wireValues frame))
def loweringSteps (V : NPVerifier) (input : List Bool) {inputs : Nat}
(frame : Frame inputs (width V input + 1)) : Nat :=
ForestStage.steps (AcceptanceTemplate.tokens V input (wireValues frame)) (next frame)
(rootValues (frame.step (expressions V input))).reverse
(Batch.gates (wireValues frame) (next frame) (List.ofFn (expressions V input)))
(encodeWords (rootValues frame))
def steps (V : NPVerifier) (input : List Bool) {inputs : Nat}
(frame : Frame inputs (width V input + 1)) : Nat :=
emissionSteps V input frame + loweringSteps V input frame
private theorem chain {α : Type*} (f : α → α) {n m : Nat} {a b c : α}
(first : f^[n] a = b) (second : f^[m] b = c) : f^[n + m] a = c := by
rw [Nat.add_comm n m, Function.iterate_add_apply, first, second]
theorem fullTrace (V : NPVerifier) (input : List Bool) {inputs : Nat}
(frame : Frame inputs (width V input + 1)) (base : Tape → List Bool) :
(advance (TM2.step (program V)))^[steps V input frame]
(some ⟨some (entry V), TermMachine.initialState,
finishTapes base (capacity V input.length) (snapshot frame)⟩) =
some ⟨none, TermMachine.initialState,
finishTapes base (capacity V input.length)
(snapshot (frame.step (expressions V input)))⟩ := by
let boundary := finishTapes base (capacity V input.length) (snapshot frame)
let wire := wireValues frame
let inp := AcceptanceMachine.verifierInput V input wire
let tokens := AcceptanceTemplate.tokens V input wire
have hframe : TermMachine.Frame inp (fun tape => boundary (termPorts tape)) :=
finish_termFrame base (capacity V input.length) (snapshot frame)
have source := AcceptanceMachine.fullTrace (indexing V) (AcceptancePlan.plan V) inp
(AcceptanceMachine.verifierInput_valid V input wire)
(fun tape => boundary (termPorts tape)) hframe
rw [AcceptanceMachine.outputTokens_eq_acceptance] at source
have emitter := ForestPlacement.trace termPorts Sum.inl (some (.inr .reverseTokens))
boundary (AcceptanceMachine.program (indexing V) (AcceptancePlan.plan V))
(program V) (fun _ => rfl) _ _ _ source
change (advance (TM2.step (program V)))^[emissionSteps V input frame]
(some ⟨some (entry V), TermMachine.initialState,
ForestPlacement.fill termPorts boundary (fun tape => boundary (termPorts tape))⟩) =
some ⟨some (.inr .reverseTokens), TermMachine.initialState,
ForestPlacement.fill termPorts boundary
(TermMachine.emitTapes (fun tape => boundary (termPorts tape)) tokens)⟩ at emitter
rw [ForestPlacement.fill_self] at emitter
rw [finish_place_emitTapes, prepared_eq_lower] at emitter
have valid := compile_frameForest frame (expressions V input)
rw [← tokens_eq_forest] at valid
have lower := ForestStage.traceAt forestPorts Sum.inr none (program V) (fun _ => rfl)
boundary ((), false) tokens (next frame) (next (frame.step (expressions V input)))
(rootValues (frame.step (expressions V input))).reverse
(Batch.gates wire (next frame) (List.ofFn (expressions V input)))
(recordBits frame).reverse (encodeWords (rootValues frame)) valid
rw [lower_final_eq] at lower
exact chain _ emitter lower
def budget (V : NPVerifier) (input : List Bool) {inputs : Nat}
(frame : Frame inputs (width V input + 1)) : Nat :=
(AcceptanceMachine.timePolynomial (indexing V) (AcceptancePlan.plan V)).eval
(TransitionMachine.dataSize
(AcceptanceMachine.verifierInput V input (wireValues frame))) +
ForestStage.timePolynomial.eval
(next frame + Batch.cost (List.ofFn (expressions V input)) +
(tokenBits (AcceptanceTemplate.tokens V input (wireValues frame))).length +
(encodeWords (rootValues frame)).length + 1)
theorem steps_le_budget (V : NPVerifier) (input : List Bool) {inputs : Nat}
(frame : Frame inputs (width V input + 1)) : steps V input frame ≤ budget V input frame := by
have he := AcceptanceMachine.steps_le (indexing V) (AcceptancePlan.plan V)
(AcceptanceMachine.verifierInput V input (wireValues frame))
(AcceptanceMachine.verifierInput_valid V input (wireValues frame))
have hl := ForestStage.forest_steps_le (wireValues frame) (List.ofFn (expressions V input))
(next frame) (encodeWords (rootValues frame)) (fun i => (frame.wires i).isLt)
have roots : rootValues (frame.step (expressions V input)) =
Batch.roots (next frame) (List.ofFn (expressions V input)) :=
step_roots frame (expressions V input)
rw [← tokens_eq_forest] at hl
unfold steps emissionSteps loweringSteps budget
rw [roots]
apply Nat.add_le_add _ hl
simpa only [AcceptanceMachine.timePolynomial, Polynomial.eval_mul, Polynomial.eval_C,
Polynomial.eval_pow, Polynomial.eval_add, Polynomial.eval_X, Polynomial.eval_one] using he
def inTime (V : NPVerifier) (input : List Bool) {inputs : Nat}
(frame : Frame inputs (width V input + 1)) (base : Tape → List Bool) :
StateTransition.EvalsToInTime (machine V).step
⟨some (entry V), TermMachine.initialState,
finishTapes base (capacity V input.length) (snapshot frame)⟩
(some ⟨none, TermMachine.initialState,
finishTapes base (capacity V input.length)
(snapshot (frame.step (expressions V input)))⟩)
(budget V input frame) where
steps := steps V input frame
evals_in_steps := fullTrace V input frame base
steps_le_m := steps_le_budget V input frame
theorem verifierTrace (V : NPVerifier) (input : List Bool) (base : Tape → List Bool) :
(advance (TM2.step (program V)))^[
steps V input (timeFrame V input (V.horizon input.length))]
(some ⟨some (entry V), TermMachine.initialState,
finishTapes base (capacity V input.length)
(snapshot (timeFrame V input (V.horizon input.length)))⟩) =
some ⟨none, TermMachine.initialState,
finishTapes base (capacity V input.length) (snapshot (finalFrame V input))⟩ :=
fullTrace V input (timeFrame V input (V.horizon input.length)) base
theorem final_root_singleton (V : NPVerifier) (input : List Bool) (base : Tape → List Bool) :
finishTapes base (capacity V input.length) (snapshot (finalFrame V input))
(.inl .rootTable) = encodeWords [((finalFrame V input).wires 0).val] := by
simp [finishTapes, tapes, snapshot, List.ofFn_succ]
end BinPackingGames.Foundations.Complexity.CookLevin.AcceptanceStage
namespace BinPackingGames.Foundations.Complexity.CookLevin.ProducerTime
open CircuitBatch StatementCircuit PostfixModel PostfixAlignment ProducerInvariant
open MachineComposition VerifierCircuit
open scoped BigOperators
local instance iterationTimeVerifierLabelFintype (V : NPVerifier) : Fintype V.computation.tm.Λ := V.computation.tm.ΛFin
local instance iterationTimeVerifierStateFintype (V : NPVerifier) : Fintype V.computation.tm.σ := V.computation.tm.σFin
local instance iterationTimeVerifierAlphabetFintype (V : NPVerifier) : ∀ k, Fintype (V.computation.tm.Γ k) := V.finiteAlphabet
local instance iterationTimeVerifierLabelDecidableEq (V : NPVerifier) : DecidableEq V.computation.tm.Λ := Classical.decEq _
local instance iterationTimeVerifierStateDecidableEq (V : NPVerifier) : DecidableEq V.computation.tm.σ := Classical.decEq _
local instance iterationTimeVerifierAlphabetDecidableEq (V : NPVerifier) : ∀ k, DecidableEq (V.computation.tm.Γ k) :=
fun _ => Classical.decEq _
def bootstrapPolynomial (V : NPVerifier) : Polynomial Nat :=
2 * WitnessEncoding.freeInputPolynomial V.witnessBound + 5
def validityPolynomial (V : NPVerifier) : Polynomial Nat :=
ValidityMachine.Full.timePolynomial.comp V.witnessBound
def loweringPolynomial (V : NPVerifier) : Polynomial Nat :=
ForestStage.timePolynomial.comp (4 * stageEnvelopePolynomial V + 1)
def transitionEmissionPolynomial (V : NPVerifier) : Polynomial Nat :=
(TransitionMachine.timePolynomial (indexing V)
(TransitionMachine.transitionPlan (indexing V) V.computation.tm.m)).comp
(2 * stageEnvelopePolynomial V)
def acceptanceEmissionPolynomial (V : NPVerifier) : Polynomial Nat :=
(AcceptanceMachine.timePolynomial (indexing V) (AcceptancePlan.plan V)).comp
(2 * stageEnvelopePolynomial V)
def finishPolynomial (V : NPVerifier) : Polynomial Nat :=
9 * budgetPolynomial V + tapePolynomial V + 18
def iterationPolynomial (V : NPVerifier) : Polynomial Nat :=
Bounds.horizonPolynomial V.computation.time V.witnessBound *
(1 + transitionEmissionPolynomial V + loweringPolynomial V) + 1
def knownPhasePolynomial (V : NPVerifier) : Polynomial Nat :=
VerifierFront.timePolynomial V + bootstrapPolynomial V + 1 + validityPolynomial V +
loweringPolynomial V + iterationPolynomial V + acceptanceEmissionPolynomial V +
loweringPolynomial V + finishPolynomial V
def producerPolynomial (V : NPVerifier) (cellTime : Polynomial Nat) : Polynomial Nat :=
knownPhasePolynomial V + cellTime
theorem bootstrapPolynomial_eval (V : NPVerifier) (n : Nat) :
(bootstrapPolynomial V).eval n = 2 * (2 * V.witnessBound.eval n + 1) + 5 := by
simp [bootstrapPolynomial]
theorem validity_steps_le (V : NPVerifier) (n : Nat) :
ValidityMachine.Full.steps (V.witnessBound.eval n) ≤ (validityPolynomial V).eval n := by
simpa only [validityPolynomial, Polynomial.eval_comp] using
ValidityMachine.Full.steps_le_time (V.witnessBound.eval n)
theorem front_steps_le (V : NPVerifier) (input : List Bool) :
(VerifierFront.prepareInTime V input ()).steps ≤
(VerifierFront.timePolynomial V).eval input.length :=
(VerifierFront.prepareInTime V input ()).steps_le_m
theorem loweringPolynomial_eval (V : NPVerifier) (n : Nat) :
(loweringPolynomial V).eval n =
25 * (4 * (stageEnvelopePolynomial V).eval n + 1)^2 +
80 * (4 * (stageEnvelopePolynomial V).eval n + 1) + 20 := by
simp [loweringPolynomial, ForestStage.timePolynomial]
theorem transitionEmissionPolynomial_eval (V : NPVerifier) (n : Nat) :
(transitionEmissionPolynomial V).eval n =
TransitionMachine.timeConstant (indexing V)
(TransitionMachine.transitionPlan (indexing V) V.computation.tm.m) *
(2 * (stageEnvelopePolynomial V).eval n + 1)^2 := by
simp [transitionEmissionPolynomial, TransitionMachine.timePolynomial]
theorem acceptanceEmissionPolynomial_eval (V : NPVerifier) (n : Nat) :
(acceptanceEmissionPolynomial V).eval n =
AcceptanceMachine.timeConstant (indexing V) (AcceptancePlan.plan V) *
(2 * (stageEnvelopePolynomial V).eval n + 1)^2 := by
simp [acceptanceEmissionPolynomial, AcceptanceMachine.timePolynomial]
variable {inputs oldWidth newWidth : Nat}
def forestSteps (f : Frame inputs oldWidth) (es : Fin newWidth → Expr (Fin oldWidth))
(oldRoots : List Bool) : Nat :=
ForestStage.steps (forestTokens (fun i => (f.wires i).val) (List.ofFn es))
(next f) (Batch.roots (next f) (List.ofFn es)).reverse
(Batch.gates (fun i => (f.wires i).val) (next f) (List.ofFn es)) oldRoots
theorem forestSteps_le (V : NPVerifier) (input : List Bool)
(f : Frame inputs oldWidth) (es : Fin newWidth → Expr (Fin oldWidth))
(oldRoots : List Bool)
(hc : next f ≤ (stageEnvelopePolynomial V).eval input.length)
(he : Batch.cost (List.ofFn es) ≤ (stageEnvelopePolynomial V).eval input.length)
(ht : (tokenBits (forestTokens (fun i => (f.wires i).val) (List.ofFn es))).length ≤
(stageEnvelopePolynomial V).eval input.length)
(hr : oldRoots.length ≤ (stageEnvelopePolynomial V).eval input.length) :
forestSteps f es oldRoots ≤ (loweringPolynomial V).eval input.length := by
have h := ForestStage.forest_steps_le (fun i => (f.wires i).val)
(List.ofFn es) (next f) oldRoots (fun i => (f.wires i).isLt)
change ForestStage.steps _ _ _ _ _ ≤ _
apply h.trans
rw [loweringPolynomial, Polynomial.eval_comp]
apply natPolynomial_eval_mono
simp only [Polynomial.eval_add, Polynomial.eval_mul, Polynomial.eval_ofNat,
Polynomial.eval_one]
omega
def initialForestSteps (V : NPVerifier) (input : List Bool) : Nat :=
forestSteps (Frame.initial (id : Fin (2 * V.witnessBound.eval input.length + 1) →
Fin (2 * V.witnessBound.eval input.length + 1))) (initialExpressions V input) []
theorem initialForestSteps_le (V : NPVerifier) (input : List Bool) :
initialForestSteps V input ≤ (loweringPolynomial V).eval input.length := by
have hg := circuitOfVerifier_gates_le_polynomial V input
rw [circuitOfVerifier_gate_count] at hg
have hb := budgetPolynomial_eval V input
have hE := stageEnvelopePolynomial_eval V input
have ht := initial_tokens_length_le V input
apply forestSteps_le
· change _ + 0 ≤ _
omega
· omega
· exact ht.trans (by omega)
· simp
def transitionForestSteps (V : NPVerifier) (input : List Bool) (t : Nat) : Nat :=
forestSteps (timeFrame V input t) (VerifierCircuit.stepExpressions V input)
(snapshot (timeFrame V input t)).rootBits
theorem transitionForestSteps_le (V : NPVerifier) (input : List Bool) (t : Nat)
(ht : t < V.horizon input.length) :
transitionForestSteps V input t ≤ (loweringPolynomial V).eval input.length := by
obtain ⟨_, hc, he, hr, htok⟩ := timeFrame_stageEnvelope V input t ht
exact forestSteps_le V input _ _ _ hc he htok hr
def acceptanceForestSteps (V : NPVerifier) (input : List Bool) : Nat :=
forestSteps (timeFrame V input (V.horizon input.length))
(fun _ : Fin 1 => acceptanceExpr V input)
(snapshot (timeFrame V input (V.horizon input.length))).rootBits
theorem acceptanceForestSteps_le (V : NPVerifier) (input : List Bool) :
acceptanceForestSteps V input ≤ (loweringPolynomial V).eval input.length := by
have hg := circuitOfVerifier_gates_le_polynomial V input
rw [circuitOfVerifier_gate_count] at hg
have hb := budgetPolynomial_eval V input
have hE := stageEnvelopePolynomial_eval V input
have hc := timeFrame_current_le V input (V.horizon input.length) le_rfl
have hr := (timeFrame_lengths_le V input (V.horizon input.length) le_rfl).2.1
have htok := acceptance_tokens_length_le V input
apply forestSteps_le
· omega
· simp only [List.ofFn_succ, List.ofFn_zero, Batch.cost_cons, Batch.cost_nil, Nat.add_zero]
omega
· exact htok.trans (by omega)
· exact hr.trans (by omega)
def frameInput (V : NPVerifier) (input : List Bool) (t : Nat) : TermMachine.Input :=
AcceptanceMachine.verifierInput V input (fun i => ((timeFrame V input t).wires i).val)
theorem frameInput_dataSize_le (V : NPVerifier) (input : List Bool) (t : Nat)
(ht : t ≤ V.horizon input.length) :
TransitionMachine.dataSize (frameInput V input t) ≤
2 * (stageEnvelopePolynomial V).eval input.length := by
have hE := stageEnvelopePolynomial_eval V input
have hr := (timeFrame_lengths_le V input t ht).2.1
change capacity V input.length + (snapshot (timeFrame V input t)).rootBits.length ≤ _
omega
def transitionEmissionSteps (V : NPVerifier) (input : List Bool) (t : Nat) : Nat :=
TransitionMachine.steps (indexing V) (TransitionMachine.transitionPlan (indexing V)
V.computation.tm.m) (frameInput V input t)
theorem transitionEmissionSteps_le (V : NPVerifier) (input : List Bool) (t : Nat)
(ht : t ≤ V.horizon input.length) :
transitionEmissionSteps V input t ≤ (transitionEmissionPolynomial V).eval input.length := by
have hv : TransitionMachine.Valid (indexing V)
(TransitionMachine.transitionPlan (indexing V) V.computation.tm.m)
(frameInput V input t) := by
simp [TransitionMachine.Valid, TransitionMachine.transitionPlan, frameInput,
AcceptanceMachine.verifierInput, width]
have h := TransitionMachine.steps_le (indexing V)
(TransitionMachine.transitionPlan (indexing V) V.computation.tm.m) (frameInput V input t) hv
change TransitionMachine.steps _ _ _ ≤ _
have he : TransitionMachine.timeConstant (indexing V)
(TransitionMachine.transitionPlan (indexing V) V.computation.tm.m) *
(TransitionMachine.dataSize (frameInput V input t) + 1)^2 =
(TransitionMachine.timePolynomial (indexing V)
(TransitionMachine.transitionPlan (indexing V) V.computation.tm.m)).eval
(TransitionMachine.dataSize (frameInput V input t)) := by
simp [TransitionMachine.timePolynomial]
rw [he] at h
apply h.trans
rw [transitionEmissionPolynomial, Polynomial.eval_comp]
apply natPolynomial_eval_mono
simpa using frameInput_dataSize_le V input t ht
def acceptanceEmissionSteps (V : NPVerifier) (input : List Bool) : Nat :=
AcceptanceMachine.steps (indexing V) (AcceptancePlan.plan V)
(frameInput V input (V.horizon input.length))
theorem acceptanceEmissionSteps_le (V : NPVerifier) (input : List Bool) :
acceptanceEmissionSteps V input ≤ (acceptanceEmissionPolynomial V).eval input.length := by
have hv := AcceptanceMachine.verifierInput_valid V input
(fun i => ((timeFrame V input (V.horizon input.length)).wires i).val)
have h := AcceptanceMachine.steps_le (indexing V) (AcceptancePlan.plan V)
(frameInput V input (V.horizon input.length)) hv
change AcceptanceMachine.steps _ _ _ ≤ _
have he : AcceptanceMachine.timeConstant (indexing V) (AcceptancePlan.plan V) *
(TransitionMachine.dataSize (frameInput V input (V.horizon input.length)) + 1)^2 =
(AcceptanceMachine.timePolynomial (indexing V) (AcceptancePlan.plan V)).eval
(TransitionMachine.dataSize (frameInput V input (V.horizon input.length))) := by
simp [AcceptanceMachine.timePolynomial]
rw [he] at h
apply h.trans
rw [acceptanceEmissionPolynomial, Polynomial.eval_comp]
apply natPolynomial_eval_mono
simpa using frameInput_dataSize_le V input (V.horizon input.length) le_rfl
def finishSteps (V : NPVerifier) (input : List Bool) : Nat :=
let C := circuitOfVerifier V input
CircuitFinish.totalTime C.wires C.inputs C.output.val (recordsBits C.records).length
theorem finishSteps_le (V : NPVerifier) (input : List Bool) :
finishSteps V input ≤ (finishPolynomial V).eval input.length := by
let C := circuitOfVerifier V input
have hf : C.inputs ≤ C.wires := Nat.le_add_right _ _
have h := CircuitFinish.totalTime_le C.wires C.inputs C.output.val
(recordsBits C.records).length hf C.output.isLt
have hg := circuitOfVerifier_gates_le_polynomial V input
have hb := budgetPolynomial_eval V input
have hr := (finalFrame_lengths_le V input).2.2
have hr' : (recordsBits C.records).length ≤ (tapePolynomial V).eval input.length := by
simpa only [snapshot, List.length_reverse, Circuit.records, finalFrame, C,
circuitOfVerifier, Frame.toCircuit, Fragment.toCircuit] using hr
have hc : C.wires ≤ (budgetPolynomial V).eval input.length := by
change (2 * V.witnessBound.eval input.length + 1) +
(circuitOfVerifier V input).gates.length ≤ _
omega
unfold finishSteps
apply h.trans
simp only [finishPolynomial, Polynomial.eval_add, Polynomial.eval_mul,
Polynomial.eval_ofNat]
omega
theorem iterationPolynomial_eval (V : NPVerifier) (input : List Bool) :
(iterationPolynomial V).eval input.length = V.horizon input.length *
(1 + (transitionEmissionPolynomial V).eval input.length +
(loweringPolynomial V).eval input.length) + 1 := by
simp [iterationPolynomial, NPVerifier.horizon]
def iterationSteps (V : NPVerifier) (input : List Bool) : Nat :=
(∑ t ∈ Finset.range (V.horizon input.length),
(1 + transitionEmissionSteps V input t + transitionForestSteps V input t)) + 1
theorem iterationSteps_le (V : NPVerifier) (input : List Bool) :
iterationSteps V input ≤ (iterationPolynomial V).eval input.length := by
rw [iterationPolynomial_eval]
unfold iterationSteps
apply Nat.add_le_add_right
calc
_ ≤ ∑ _t ∈ Finset.range (V.horizon input.length),
(1 + (transitionEmissionPolynomial V).eval input.length +
(loweringPolynomial V).eval input.length) := by
apply Finset.sum_le_sum
intro t ht
have hlt := Finset.mem_range.mp ht
exact Nat.add_le_add
(Nat.add_le_add_left (transitionEmissionSteps_le V input t (Nat.le_of_lt hlt)) 1)
(transitionForestSteps_le V input t hlt)
_ = _ := by simp
def knownPhaseSteps (V : NPVerifier) (input : List Bool) : Nat :=
(VerifierFront.prepareInTime V input ()).steps +
(2 * (2 * V.witnessBound.eval input.length + 1) + 5) + 1 +
ValidityMachine.Full.steps (V.witnessBound.eval input.length) + initialForestSteps V input +
iterationSteps V input + acceptanceEmissionSteps V input + acceptanceForestSteps V input +
finishSteps V input
theorem knownPhaseSteps_le (V : NPVerifier) (input : List Bool) :
knownPhaseSteps V input ≤ (knownPhasePolynomial V).eval input.length := by
have hf := front_steps_le V input
have hb := bootstrapPolynomial_eval V input.length
have hv := validity_steps_le V input.length
have hi := initialForestSteps_le V input
have ht := iterationSteps_le V input
have ha := acceptanceEmissionSteps_le V input
have hl := acceptanceForestSteps_le V input
have he := finishSteps_le V input
simp only [knownPhasePolynomial, Polynomial.eval_add, Polynomial.eval_one]
unfold knownPhaseSteps
omega
theorem producerPolynomial_eval (V : NPVerifier) (cellTime : Polynomial Nat) (n : Nat) :
(producerPolynomial V cellTime).eval n =
(knownPhasePolynomial V).eval n + cellTime.eval n := by
simp only [producerPolynomial, Polynomial.eval_add]
end BinPackingGames.Foundations.Complexity.CookLevin.ProducerTime
namespace BinPackingGames.Foundations.Complexity.CookLevin.TransitionIteration
open Turing MachineComposition StatementCircuit CircuitBatch TransitionArena
open scoped BigOperators
section Generic
variable {K Λ σ : Type} {Γ : K → Type}
variable [DecidableEq K] [Fintype σ] [DecidableEq σ]
variable [∀ k, DecidableEq (Γ k)] [∀ k, Fintype (Γ k)] [DecidableEq Λ] [Fintype Λ]
variable {inputs : Nat}
theorem steps_eq_sum (indexing : ConfigIndex.Indexing Γ Λ σ)
(machineProgram : Λ → TM2.Stmt Γ Λ σ) (S : Nat)
(frame : Frame inputs (indexing.width S + 1)) (remaining : Nat) :
steps indexing machineProgram S frame remaining =
(∑ t ∈ Finset.range remaining,
(1 + stageSteps indexing machineProgram S
(frame.repeat (ProducerInvariant.stepExpressions indexing machineProgram S) t))) + 1 := by
induction remaining generalizing frame with
| zero => simp [steps]
| succ remaining ih =>
rw [steps, ih, Finset.sum_range_succ']
simp only [ProducerInvariant.step_repeat, Frame.repeat]
omega
theorem tokens_frame_eq_forest (indexing : ConfigIndex.Indexing Γ Λ σ)
(machineProgram : Λ → TM2.Stmt Γ Λ σ) (S : Nat)
(frame : Frame inputs (indexing.width S + 1)) :
tokens indexing machineProgram S (ProducerInvariant.snapshot frame) =
PostfixAlignment.forestTokens (fun i => (frame.wires i).val)
(List.ofFn (ProducerInvariant.stepExpressions indexing machineProgram S)) := by
rw [tokens, ProducerInvariant.transitionTokens_eq]
have hw : (fun i : Fin (indexing.width S + 1) =>
(ProducerInvariant.snapshot frame).roots[i.val]?.getD 0) =
(fun i => (frame.wires i).val) := by
funext i
change (List.ofFn (fun i => (frame.wires i).val))[i.val]?.getD 0 = _
rw [List.getElem?_eq_getElem (by simpa only [List.length_ofFn] using i.isLt), List.getElem_ofFn]
rfl
rw [hw]
theorem lowerSteps_eq_forestSteps (indexing : ConfigIndex.Indexing Γ Λ σ)
(machineProgram : Λ → TM2.Stmt Γ Λ σ) (S : Nat)
(frame : Frame inputs (indexing.width S + 1)) :
lowerSteps indexing machineProgram S frame =
ProducerTime.forestSteps frame (ProducerInvariant.stepExpressions indexing machineProgram S)
(encodeWords (ProducerInvariant.rootValues frame)) := by
unfold lowerSteps ProducerTime.forestSteps
rw [tokens_frame_eq_forest]
have roots := ProducerInvariant.step_roots frame (ProducerInvariant.stepExpressions indexing machineProgram S)
change ProducerInvariant.rootValues (frame.step (ProducerInvariant.stepExpressions indexing machineProgram S)) = _ at roots
rw [roots]
rfl
end Generic
local instance iterationTimeVerifierLabelFintype (V : NPVerifier) : Fintype V.computation.tm.Λ := V.computation.tm.ΛFin
local instance iterationTimeVerifierStateFintype (V : NPVerifier) : Fintype V.computation.tm.σ := V.computation.tm.σFin
local instance iterationTimeVerifierAlphabetFintype (V : NPVerifier) : ∀ k, Fintype (V.computation.tm.Γ k) := V.finiteAlphabet
local instance iterationTimeVerifierLabelDecidableEq (V : NPVerifier) : DecidableEq V.computation.tm.Λ := Classical.decEq _
local instance iterationTimeVerifierStateDecidableEq (V : NPVerifier) : DecidableEq V.computation.tm.σ := Classical.decEq _
local instance iterationTimeVerifierAlphabetDecidableEq (V : NPVerifier) : ∀ k, DecidableEq (V.computation.tm.Γ k) :=
fun _ => Classical.decEq _
theorem stageSteps_verifier (V : NPVerifier) (input : List Bool) (t : Nat) :
stageSteps (VerifierCircuit.indexing V) V.computation.tm.m
(VerifierCircuit.capacity V input.length) (VerifierCircuit.timeFrame V input t) =
ProducerTime.transitionEmissionSteps V input t + ProducerTime.transitionForestSteps V input t := by
rw [stageSteps, lowerSteps_eq_forestSteps, ProducerInvariant.stepExpressions_verifier]
rfl
theorem verifier_steps_eq (V : NPVerifier) (input : List Bool) :
steps (VerifierCircuit.indexing V) V.computation.tm.m
(VerifierCircuit.capacity V input.length) (VerifierCircuit.initialFrame V input)
(V.horizon input.length) = ProducerTime.iterationSteps V input := by
rw [steps_eq_sum, ProducerInvariant.stepExpressions_verifier]
unfold ProducerTime.iterationSteps
congr 1
apply Finset.sum_congr rfl
intro t _
change 1 + stageSteps (VerifierCircuit.indexing V) V.computation.tm.m
(VerifierCircuit.capacity V input.length) (VerifierCircuit.timeFrame V input t) = _
rw [stageSteps_verifier]
omega
theorem verifier_steps_le (V : NPVerifier) (input : List Bool) :
steps (VerifierCircuit.indexing V) V.computation.tm.m
(VerifierCircuit.capacity V input.length) (VerifierCircuit.initialFrame V input)
(V.horizon input.length) ≤ (ProducerTime.iterationPolynomial V).eval input.length := by
rw [verifier_steps_eq]
exact ProducerTime.iterationSteps_le V input
noncomputable def verifierInPolynomialTime (V : NPVerifier) (input : List Bool)
(base : Tape → List Bool) :
StateTransition.EvalsToInTime
(machine (VerifierCircuit.indexing V) V.computation.tm.m).step
⟨some (entry (VerifierCircuit.indexing V) V.computation.tm.m), TermMachine.initialState,
tapes base (VerifierCircuit.capacity V input.length) (V.horizon input.length)
(ProducerInvariant.snapshot (VerifierCircuit.initialFrame V input))⟩
(some ⟨none, TermMachine.initialState,
finishTapes base (VerifierCircuit.capacity V input.length)
(ProducerInvariant.snapshot (VerifierCircuit.timeFrame V input (V.horizon input.length)))⟩)
((ProducerTime.iterationPolynomial V).eval input.length) where
steps := steps (VerifierCircuit.indexing V) V.computation.tm.m
(VerifierCircuit.capacity V input.length) (VerifierCircuit.initialFrame V input) (V.horizon input.length)
evals_in_steps := repeatTrace (VerifierCircuit.indexing V) V.computation.tm.m base
(VerifierCircuit.capacity V input.length) (VerifierCircuit.initialFrame V input) (V.horizon input.length)
steps_le_m := verifier_steps_le V input
noncomputable def verifierPlacedInPolynomialTime {CallerTape CallerLabel : Type}
[DecidableEq CallerTape] (V : NPVerifier) (input : List Bool)
(ports : Tape ↪ CallerTape)
(labels : Label (VerifierCircuit.indexing V) V.computation.tm.m → CallerLabel)
(exit : Option CallerLabel)
(target : CallerLabel → TM2.Stmt (fun _ : CallerTape => Bool) CallerLabel State)
(code : ∀ label, target (labels label) = ForestPlacement.statement ports labels exit
(program (VerifierCircuit.indexing V) V.computation.tm.m label))
(ambient : CallerTape → List Bool) (base : Tape → List Bool) :
StateTransition.EvalsToInTime (TM2.step target)
⟨some (labels (entry (VerifierCircuit.indexing V) V.computation.tm.m)), TermMachine.initialState,
ForestPlacement.fill ports ambient
(tapes base (VerifierCircuit.capacity V input.length) (V.horizon input.length)
(ProducerInvariant.snapshot (VerifierCircuit.initialFrame V input)))⟩
(some ⟨exit, TermMachine.initialState,
ForestPlacement.fill ports ambient (finishTapes base (VerifierCircuit.capacity V input.length)
(ProducerInvariant.snapshot (VerifierCircuit.timeFrame V input (V.horizon input.length))))⟩)
((ProducerTime.iterationPolynomial V).eval input.length) := by
simpa only [ForestPlacement.configuration, ForestPlacement.placedLabel] using
ForestPlacement.execution ports labels exit ambient
(program (VerifierCircuit.indexing V) V.computation.tm.m) target code
(verifierInPolynomialTime V input base)
end BinPackingGames.Foundations.Complexity.CookLevin.TransitionIteration
end
end OAI