openAI-math-dataset / lean /OAI /Computability /BinPacking /Search /ExtensionCapacityBounds.lean
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import Mathlib.Computability.TuringMachine.Computable
import Mathlib.Tactic.DeriveFintype
import Mathlib.Tactic.Linarith
import Mathlib.Tactic.Ring
import OAI.Computability.BinPacking.Arithmetic.BinaryPowerMachine
import OAI.Computability.BinPacking.Packing.CapacityScan
import OAI.Computability.BinPacking.Search.SearchInitialItemsMachine
namespace OAI
namespace BinPackingGap.ExtensionWitness
open BinaryEncoding
def bound (inputLength : Nat) : Nat := 4 * (inputLength + 1) ^ 2
noncomputable def witnessPolynomial : Polynomial Nat :=
Polynomial.C 4 * (Polynomial.X + Polynomial.C 1) ^ 2
@[simp] theorem witnessPolynomial_eval (inputLength : Nat) :
witnessPolynomial.eval inputLength = bound inputLength := by
simp [witnessPolynomial, bound]
theorem bins_size_le_input (bins : Nat) (items : RawInstance)
(fixed : List (Option Nat)) :
bins.size ≤ (extensionBits bins items fixed).length := by
simp only [extensionBits, List.length_append, natBits_length]
omega
theorem items_length_le_input (bins : Nat) (items : RawInstance)
(fixed : List (Option Nat)) :
items.length ≤ (extensionBits bins items fixed).length := by
have counted := list_length_le_bits_length (pairBits natBits natBits) items
change items.length ≤ (rawInstanceBits items).length at counted
simp only [extensionBits, List.length_append]
omega
theorem denominatorBits_le_rawInstanceBits (items : RawInstance) :
FractionWidth.denominatorBits items ≤ (rawInstanceBits items).length := by
induction items with
| nil => simp [FractionWidth.denominatorBits, rawInstanceBits_length]
| cons q items ih =>
simp only [FractionWidth.denominatorBits, rawInstanceBits_length,
List.map_cons, List.sum_cons] at *
omega
theorem denominatorBits_le_input (bins : Nat) (items : RawInstance)
(fixed : List (Option Nat)) :
FractionWidth.denominatorBits items ≤ (extensionBits bins items fixed).length := by
have recorded := denominatorBits_le_rawInstanceBits items
simp only [extensionBits, List.length_append]
omega
theorem denominatorBits_append (before after : RawInstance) :
FractionWidth.denominatorBits (before ++ after) =
FractionWidth.denominatorBits before + FractionWidth.denominatorBits after := by
simp [FractionWidth.denominatorBits, List.map_append, List.sum_append]
theorem assignmentBits_length_le (bins : Nat) (assignments : List Nat)
(range : ∀ label ∈ assignments, label < bins) :
(assignmentBits assignments).length ≤ 1 + assignments.length * (2 * bins.size + 2) := by
induction assignments with
| nil => simp [assignmentBits, listBits]
| cons label assignments ih =>
have head : label.size ≤ bins.size :=
FractionWidth.size_mono (Nat.le_of_lt (range label (List.mem_cons_self ..)))
have tail : ∀ value ∈ assignments, value < bins :=
fun value mem => range value (List.mem_cons_of_mem label mem)
have rest := ih tail
have length_eq : (assignmentBits (label :: assignments)).length =
2 * label.size + 2 + (assignmentBits assignments).length := by
simp [assignmentBits, listBits]
omega
rw [length_eq, List.length_cons]
nlinarith
theorem assignmentBits_length_le_bound (bins : Nat) (items : RawInstance)
(fixed : List (Option Nat)) (assignments : List Nat)
(feasible : (RawPacking.mk bins assignments).Feasible items) :
(assignmentBits assignments).length ≤ bound (extensionBits bins items fixed).length := by
have length_bound := assignmentBits_length_le bins assignments feasible.2.1
rw [feasible.1] at length_bound
have item_bound := items_length_le_input bins items fixed
have header_bound := bins_size_le_input bins items fixed
have product_bound : items.length * (2 * bins.size + 2) ≤
(extensionBits bins items fixed).length *
(2 * (extensionBits bins items fixed).length + 2) :=
Nat.mul_le_mul item_bound (by omega)
unfold bound
nlinarith
theorem load_den_width_le_input (bins : Nat) (items : RawInstance)
(fixed : List (Option Nat)) (assignments : List Nat) (label : Nat) :
(RawPacking.loadFraction items assignments label).2.size ≤
(extensionBits bins items fixed).length + 1 := by
have fold_bound := FractionWidth.loadFraction_den_size_le items assignments label
have input_bound := denominatorBits_le_input bins items fixed
omega
theorem load_num_width_le_input (bins : Nat) (items : RawInstance)
(fixed : List (Option Nat)) (assignments : List Nat) (label : Nat)
(accepted : (RawPacking.loadFraction items assignments label).1 ≤
(RawPacking.loadFraction items assignments label).2) :
(RawPacking.loadFraction items assignments label).1.size ≤
(extensionBits bins items fixed).length + 1 := by
exact (FractionWidth.size_mono accepted).trans
(load_den_width_le_input bins items fixed assignments label)
theorem scan_operands_width_le_input (bins : Nat) (before after : RawInstance)
(item : Nat × Nat) (fixed : List (Option Nat))
(assignments : List Nat) (label : Nat)
(valid : (before ++ item :: after).Valid)
(accepted : (RawPacking.loadFraction before assignments label).1 ≤
(RawPacking.loadFraction before assignments label).2) :
let total := RawPacking.loadFraction before assignments label
let inputLength := (extensionBits bins (before ++ item :: after) fixed).length
total.1.size + total.2.size + item.1.size + item.2.size ≤
4 * (inputLength + 1) := by
have member : item ∈ before ++ item :: after := by simp
have item_width := FractionWidth.size_mono (valid item member).2
have numerator_width := FractionWidth.size_mono accepted
have denominator_width := FractionWidth.loadFraction_den_size_le before assignments label
have input_width := denominatorBits_le_input bins (before ++ item :: after) fixed
rw [denominatorBits_append, FractionWidth.denominatorBits_cons] at input_width
dsimp only
omega
theorem scan_step_width_le_input (bins : Nat) (before after : RawInstance)
(item : Nat × Nat) (fixed : List (Option Nat))
(assignments : List Nat) (label : Nat)
(valid : (before ++ item :: after).Valid)
(accepted : (RawPacking.loadFraction before assignments label).1 ≤
(RawPacking.loadFraction before assignments label).2) :
let total := RawPacking.loadFraction before assignments label
let inputLength := (extensionBits bins (before ++ item :: after) fixed).length
(RawPacking.addFraction total item).2.size ≤ inputLength + 1 ∧
(total.1 * item.2).size ≤ inputLength + 1 ∧
(item.1 * total.2).size ≤ inputLength + 1 ∧
(RawPacking.addFraction total item).1.size ≤ inputLength + 2 := by
have member : item ∈ before ++ item :: after := by simp
have size_valid : item.1 ≤ item.2 := (valid item member).2
have step_width := FractionWidth.loadFraction_next_width
before assignments label item accepted size_valid
have input_width := denominatorBits_le_input bins (before ++ item :: after) fixed
rw [denominatorBits_append, FractionWidth.denominatorBits_cons] at input_width
dsimp only
omega
theorem exists_bounded_witness (input : List Bool)
(member : ExtensionCertificate.language input) :
∃ witness : List Bool, witness.length ≤ bound input.length ∧
ExtensionCertificate.verify (input, witness) = true := by
cases parsed : decodeExtension input with
| none => simp [ExtensionCertificate.language, parsed] at member
| some query =>
rcases query with ⟨bins, items, fixed⟩
have extension : ExtensionQuery.Ext bins items fixed := by
simpa [ExtensionCertificate.language, parsed] using member
obtain ⟨valid, assignments, feasible, agrees⟩ := extension
refine ⟨assignmentBits assignments, ?_, ?_⟩
· have represented : input = extensionBits bins items fixed :=
decodeExtension_sound parsed
rw [represented]
exact assignmentBits_length_le_bound bins items fixed assignments feasible
· have checked :=
(ExtensionCertificate.check_eq_true_iff bins items fixed assignments).mpr
⟨valid, feasible, agrees⟩
simpa [ExtensionCertificate.verify, parsed] using checked
theorem language_iff_bounded_witness (input : List Bool) :
ExtensionCertificate.language input ↔
∃ witness : List Bool, witness.length ≤ bound input.length ∧
ExtensionCertificate.verify (input, witness) = true := by
constructor
· exact exists_bounded_witness input
· rintro ⟨witness, _, accepted⟩
exact ExtensionCertificate.verify_sound input witness accepted
end BinPackingGap.ExtensionWitness
namespace BinPackingGap.ExtensionFractionMachine
open Turing
open BinPackingGames.Foundations.Complexity
open BinPackingGames.Reduction
inductive Product
| leftNumerator | rightNumerator | denominator
deriving DecidableEq
protected abbrev Product.enumList : List Product := [.leftNumerator, .rightNumerator,
.denominator]
protected theorem Product.enumList_getElem?_ctorIdx_eq (x : Product) :
Product.enumList[x.ctorIdx]? = some x := by
cases x <;> rfl
protected theorem Product.enumList_nodup : Product.enumList.Nodup := by decide
instance : Fintype Product where
elems := ⟨Product.enumList, Product.enumList_nodup⟩
complete x := by cases x <;> decide
inductive Label
| multiply (product : Product) (localLabel : BinaryMulMachine.Label)
| add
| restore
deriving DecidableEq, Fintype
abbrev State (A : Type) := BinaryAddMachine.State A
abbrev Alphabet {K : Type} (_ : K) := Bool
abbrev Tape := Fin 15
def productTapes : Product → (Fin 9 ↪ Tape)
| .leftNumerator =>
⟨![0, 3, 6, 9, 10, 11, 12, 13, 14], by decide⟩
| .rightNumerator =>
⟨![2, 1, 7, 9, 10, 11, 12, 13, 14], by decide⟩
| .denominator =>
⟨![1, 3, 5, 9, 10, 11, 12, 13, 14], by decide⟩
def productExit {Λ : Type} (labels : Label → Λ) : Product → Option Λ
| .leftNumerator => some (labels (.multiply .rightNumerator .copyLeft))
| .rightNumerator => some (labels (.multiply .denominator .copyLeft))
| .denominator => some (labels .add)
variable {K Λ A : Type} [DecidableEq K]
def statement (slots : Tape ↪ K) (labels : Label → Λ) (exit : Option Λ) :
Label → TM2.Stmt (Alphabet (K := K)) Λ (State A)
| .multiply product localLabel =>
BinaryMulMachine.statement ((productTapes product).trans slots)
(fun localLabel => labels (.multiply product localLabel))
(productExit labels product) localLabel
| .add =>
BinaryAddMachine.addLoop (slots 6) (slots 7) (slots 8)
(labels .add) (some (labels .restore))
| .restore =>
MachineTransfer.loopAt (slots 8) (slots 4) id false (labels .restore) exit
def program : Label → TM2.Stmt (Alphabet (K := Tape)) Label (State Unit) :=
statement (Function.Embedding.refl Tape) id none
def machine : FinTM2 where
K := Tape
k₀ := 0
k₁ := 4
Γ _ := Bool
Λ := Label
main := .multiply .leftNumerator .copyLeft
σ := State Unit
initialState := BinaryAddMachine.clean ()
m := program
def leftProduct (numerator itemDenominator : List Bool) : List Bool :=
BinaryArithmetic.mulAcc numerator itemDenominator []
def rightProduct (itemNumerator denominator : List Bool) : List Bool :=
BinaryArithmetic.mulAcc itemNumerator denominator []
def nextNumerator (numerator denominator itemNumerator itemDenominator : List Bool) : List Bool :=
BinaryArithmetic.addCarry (leftProduct numerator itemDenominator)
(rightProduct itemNumerator denominator) false
def nextDenominator (denominator itemDenominator : List Bool) : List Bool :=
BinaryArithmetic.mulAcc denominator itemDenominator []
def steps (numerator denominator itemNumerator itemDenominator : List Bool) : Nat :=
BinaryMulMachine.steps numerator itemDenominator +
BinaryMulMachine.steps itemNumerator denominator +
BinaryMulMachine.steps denominator itemDenominator +
(max (leftProduct numerator itemDenominator).length
(rightProduct itemNumerator denominator).length + 1) +
((nextNumerator numerator denominator itemNumerator itemDenominator).length + 1)
@[simp] theorem nextNumerator_bits (A D a d : Nat) :
nextNumerator A.bits D.bits a.bits d.bits = (A * d + a * D).bits := by
simp [nextNumerator, leftProduct, rightProduct, BinaryArithmetic.mulAcc_bits,
BinaryArithmetic.addCarry_bits]
@[simp] theorem nextDenominator_bits (D d : Nat) :
nextDenominator D.bits d.bits = (D * d).bits := by
simp [nextDenominator, BinaryArithmetic.mulAcc_bits]
theorem machine_finiteAlphabet (k : machine.K) : Finite (machine.Γ k) := by
change Finite Bool
infer_instance
omit [DecidableEq K] in
private theorem workspace_multiply (slots : Tape ↪ K) (base : K → List Bool)
(workspace : ∀ i : Tape, 9 ≤ i.val → base (slots i) = [])
(product : Product) :
∀ i : Fin 9, 3 ≤ i.val → base (((productTapes product).trans slots) i) = [] := by
intro i hi
have h9 := workspace 9 (by decide)
have h10 := workspace 10 (by decide)
have h11 := workspace 11 (by decide)
have h12 := workspace 12 (by decide)
have h13 := workspace 13 (by decide)
have h14 := workspace 14 (by decide)
cases product <;> fin_cases i <;> simp_all [productTapes]
private theorem workspace_update (slots : Tape ↪ K) (base : K → List Bool)
(workspace : ∀ i : Tape, 9 ≤ i.val → base (slots i) = [])
(j : Tape) (hj : j.val < 9) (word : List Bool) :
∀ i : Tape, 9 ≤ i.val → Function.update base (slots j) word (slots i) = [] := by
intro i hi
have distinct : i ≠ j := by intro h; subst i; omega
simpa only [Function.update_of_ne (slots.injective.ne distinct)] using workspace i hi
def resultTapes (slots : Tape ↪ K) (base : K → List Bool) (A D a d : Nat) :
K → List Bool :=
Function.update (Function.update base (slots 5) (D * d).bits)
(slots 4) (A * d + a * D).bits
noncomputable def arithmeticBudget (A D a d : Nat) : Nat :=
BinaryMulMachine.timePolynomial.eval (A.size + d.size) +
BinaryMulMachine.timePolynomial.eval (a.size + D.size) +
BinaryMulMachine.timePolynomial.eval (D.size + d.size) +
(max (A * d).size (a * D).size + 1) +
((A * d + a * D).size + 1)
noncomputable def arithmeticInTime (slots : Tape ↪ K) (labels : Label → Λ)
(exit : Option Λ) (p : Λ → TM2.Stmt (Alphabet (K := K)) Λ (State A))
(atLabels : ∀ label, p (labels label) = statement slots labels exit label)
(base : K → List Bool) (num den itemNum itemDen : Nat)
(hnum : base (slots 0) = num.bits) (hden : base (slots 1) = den.bits)
(hitemNum : base (slots 2) = itemNum.bits) (hitemDen : base (slots 3) = itemDen.bits)
(emptyWorkspace : ∀ i : Tape, 4 ≤ i.val → base (slots i) = []) (ambient : A) :
StateTransition.EvalsToInTime (TM2.step p)
⟨some (labels (.multiply .leftNumerator .copyLeft)), BinaryAddMachine.clean ambient, base⟩
(some ⟨exit, BinaryAddMachine.clean ambient,
resultTapes slots base num den itemNum itemDen⟩)
(arithmeticBudget num den itemNum itemDen) := by
have hd (i j : Tape) (h : i ≠ j) : slots i ≠ slots j := slots.injective.ne h
have h4 := emptyWorkspace 4 (by decide)
have h5 := emptyWorkspace 5 (by decide)
have h6 := emptyWorkspace 6 (by decide)
have h7 := emptyWorkspace 7 (by decide)
have h8 := emptyWorkspace 8 (by decide)
have work : ∀ i : Tape, 9 ≤ i.val → base (slots i) = [] :=
fun i hi => emptyWorkspace i (by omega)
let afterLeft := Function.update base (slots 6) (num * itemDen).bits
let afterRight := Function.update afterLeft (slots 7) (itemNum * den).bits
let afterDen := Function.update afterRight (slots 5) (den * itemDen).bits
let afterAdd := BinaryAddMachine.tapes (slots 6) (slots 7) (slots 8)
afterDen [] [] (num * itemDen + itemNum * den).bits.reverse
have leftRun : StateTransition.EvalsToInTime (TM2.step p)
⟨some (labels (.multiply .leftNumerator .copyLeft)), BinaryAddMachine.clean ambient, base⟩
(some ⟨some (labels (.multiply .rightNumerator .copyLeft)),
BinaryAddMachine.clean ambient, afterLeft⟩)
(BinaryMulMachine.timePolynomial.eval (num.size + itemDen.size)) := by
have h := BinaryMulMachine.multiplyNatInPolynomialTime
((productTapes .leftNumerator).trans slots)
(fun l => labels (.multiply .leftNumerator l))
(productExit labels .leftNumerator) p
(fun l => atLabels (.multiply .leftNumerator l))
base num itemDen hnum hitemDen (workspace_multiply slots base work .leftNumerator) ambient
change StateTransition.EvalsToInTime (TM2.step p)
⟨some (labels (.multiply .leftNumerator .copyLeft)), BinaryAddMachine.clean ambient, base⟩
(some ⟨some (labels (.multiply .rightNumerator .copyLeft)), BinaryAddMachine.clean ambient,
Function.update base (slots 6) ((num * itemDen).bits ++ base (slots 6))⟩) _ at h
simpa only [h6, List.append_nil, afterLeft] using h
have workLeft := workspace_update slots base work 6 (by decide) (num * itemDen).bits
have rightRun : StateTransition.EvalsToInTime (TM2.step p)
⟨some (labels (.multiply .rightNumerator .copyLeft)),
BinaryAddMachine.clean ambient, afterLeft⟩
(some ⟨some (labels (.multiply .denominator .copyLeft)),
BinaryAddMachine.clean ambient, afterRight⟩)
(BinaryMulMachine.timePolynomial.eval (itemNum.size + den.size)) := by
have h := BinaryMulMachine.multiplyNatInPolynomialTime
((productTapes .rightNumerator).trans slots)
(fun l => labels (.multiply .rightNumerator l))
(productExit labels .rightNumerator) p
(fun l => atLabels (.multiply .rightNumerator l))
afterLeft itemNum den
(by
change afterLeft (slots 2) = itemNum.bits
simpa [afterLeft, hd 2 6 (by decide)] using hitemNum)
(by
change afterLeft (slots 1) = den.bits
simpa [afterLeft, hd 1 6 (by decide)] using hden)
(workspace_multiply slots afterLeft workLeft .rightNumerator) ambient
have hout : afterLeft (slots 7) = [] := by simp [afterLeft, hd 7 6 (by decide), h7]
change StateTransition.EvalsToInTime (TM2.step p)
⟨some (labels (.multiply .rightNumerator .copyLeft)), BinaryAddMachine.clean ambient, afterLeft⟩
(some ⟨some (labels (.multiply .denominator .copyLeft)), BinaryAddMachine.clean ambient,
Function.update afterLeft (slots 7) ((itemNum * den).bits ++ afterLeft (slots 7))⟩) _ at h
simpa only [hout, List.append_nil, afterRight] using h
have workRight := workspace_update slots afterLeft workLeft 7 (by decide) (itemNum * den).bits
have denominatorRun : StateTransition.EvalsToInTime (TM2.step p)
⟨some (labels (.multiply .denominator .copyLeft)),
BinaryAddMachine.clean ambient, afterRight⟩
(some ⟨some (labels .add), BinaryAddMachine.clean ambient, afterDen⟩)
(BinaryMulMachine.timePolynomial.eval (den.size + itemDen.size)) := by
have h := BinaryMulMachine.multiplyNatInPolynomialTime
((productTapes .denominator).trans slots)
(fun l => labels (.multiply .denominator l))
(productExit labels .denominator) p
(fun l => atLabels (.multiply .denominator l))
afterRight den itemDen
(by
change afterRight (slots 1) = den.bits
simpa [afterRight, afterLeft, hd 1 6 (by decide), hd 1 7 (by decide)] using hden)
(by
change afterRight (slots 3) = itemDen.bits
simpa [afterRight, afterLeft, hd 3 6 (by decide), hd 3 7 (by decide)] using hitemDen)
(workspace_multiply slots afterRight workRight .denominator) ambient
have hout : afterRight (slots 5) = [] := by
simp [afterRight, afterLeft, hd 5 6 (by decide), hd 5 7 (by decide), h5]
change StateTransition.EvalsToInTime (TM2.step p)
⟨some (labels (.multiply .denominator .copyLeft)), BinaryAddMachine.clean ambient, afterRight⟩
(some ⟨some (labels .add), BinaryAddMachine.clean ambient,
Function.update afterRight (slots 5) ((den * itemDen).bits ++ afterRight (slots 5))⟩) _ at h
simpa only [hout, List.append_nil, afterDen] using h
have den6 : afterDen (slots 6) = (num * itemDen).bits := by
simp [afterDen, afterRight, afterLeft, hd 6 5 (by decide), hd 6 7 (by decide)]
have den7 : afterDen (slots 7) = (itemNum * den).bits := by
simp [afterDen, afterRight, hd 7 5 (by decide)]
have den8 : afterDen (slots 8) = [] := by
simp [afterDen, afterRight, afterLeft, hd 8 5 (by decide), hd 8 6 (by decide),
hd 8 7 (by decide), h8]
have addRun : StateTransition.EvalsToInTime (TM2.step p)
⟨some (labels .add), BinaryAddMachine.clean ambient, afterDen⟩
(some ⟨some (labels .restore), BinaryAddMachine.clean ambient, afterAdd⟩)
(max (num * itemDen).size (itemNum * den).size + 1) := by
have h := BinaryAddMachine.addNatInTime (slots 6) (slots 7) (slots 8)
(hd 6 7 (by decide)) (hd 6 8 (by decide)) (hd 7 8 (by decide))
(labels .add) (some (labels .restore)) p (atLabels .add)
afterDen ambient (num * itemDen) (itemNum * den) []
have initial : BinaryAddMachine.tapes (slots 6) (slots 7) (slots 8) afterDen
(num * itemDen).bits (itemNum * den).bits [] = afterDen := by
rw [← den6, ← den7, ← den8]
simp [BinaryAddMachine.tapes]
simpa only [initial, List.append_nil, afterAdd] using h
have add8 : afterAdd (slots 8) = (num * itemDen + itemNum * den).bits.reverse := by
simp [afterAdd, BinaryAddMachine.tapes]
have add4 : afterAdd (slots 4) = [] := by
simp [afterAdd, BinaryAddMachine.tapes, afterDen, afterRight, afterLeft,
hd 4 5 (by decide), hd 4 6 (by decide), hd 4 7 (by decide), hd 4 8 (by decide), h4]
have finalTapes : MachineTransfer.tapesAt (slots 8) (slots 4) afterAdd []
(num * itemDen + itemNum * den).bits = resultTapes slots base num den itemNum itemDen := by
funext k
by_cases h4k : k = slots 4
· subst k; simp [MachineTransfer.tapesAt, resultTapes]
by_cases h5k : k = slots 5
· subst k
simp [MachineTransfer.tapesAt, afterAdd, BinaryAddMachine.tapes, afterDen,
resultTapes, hd 5 4 (by decide), hd 5 6 (by decide), hd 5 7 (by decide),
hd 5 8 (by decide)]
by_cases h6k : k = slots 6
· subst k
simp [MachineTransfer.tapesAt, afterAdd, BinaryAddMachine.tapes, resultTapes,
hd 6 4 (by decide), hd 6 5 (by decide), hd 6 7 (by decide), hd 6 8 (by decide), h6]
by_cases h7k : k = slots 7
· subst k
simp [MachineTransfer.tapesAt, afterAdd, BinaryAddMachine.tapes, resultTapes,
hd 7 4 (by decide), hd 7 5 (by decide), hd 7 8 (by decide), h7]
by_cases h8k : k = slots 8
· subst k
simp [MachineTransfer.tapesAt, resultTapes, hd 8 4 (by decide), hd 8 5 (by decide), h8]
simp [MachineTransfer.tapesAt, afterAdd, BinaryAddMachine.tapes, afterDen,
afterRight, afterLeft, resultTapes, h4k, h5k, h6k, h7k, h8k]
have restoreRun : StateTransition.EvalsToInTime (TM2.step p)
⟨some (labels .restore), BinaryAddMachine.clean ambient, afterAdd⟩
(some ⟨exit, BinaryAddMachine.clean ambient,
resultTapes slots base num den itemNum itemDen⟩)
((num * itemDen + itemNum * den).size + 1) := by
have h := MachineTransfer.transferAtInTime (slots 8) (slots 4)
(hd 8 4 (by decide)) (id : Bool → Bool) false (labels .restore) exit p
(by simpa only [statement] using atLabels .restore)
afterAdd ((ambient, false), none) none
simpa only [add8, add4, List.length_reverse, List.reverse_reverse,
List.map_id_fun, id_eq, List.append_nil, ← Nat.size_eq_bits_len, finalTapes,
BinaryAddMachine.clean, BinaryAddMachine.state] using h
have firstTwo := StateTransition.EvalsToInTime.trans (TM2.step p) _ _ _ _ _ leftRun rightRun
have firstThree := StateTransition.EvalsToInTime.trans (TM2.step p) _ _ _ _ _ firstTwo denominatorRun
have firstFour := StateTransition.EvalsToInTime.trans (TM2.step p) _ _ _ _ _ firstThree addRun
have full := StateTransition.EvalsToInTime.trans (TM2.step p) _ _ _ _ _ firstFour restoreRun
exact { toEvalsTo := full.toEvalsTo
steps_le_m := by
have bound := full.steps_le_m
unfold arithmeticBudget
omega }
noncomputable def timePolynomial : Polynomial Nat :=
Polynomial.C 12 * Polynomial.X ^ 2 + Polynomial.C 44 * Polynomial.X + Polynomial.C 39
theorem arithmeticBudget_le (A D a d : Nat) :
arithmeticBudget A D a d ≤ timePolynomial.eval (A.size + D.size + a.size + d.size) := by
let s := A.size + D.size + a.size + d.size
have hm₁ := MachineComposition.natPolynomial_eval_mono BinaryMulMachine.timePolynomial
(show A.size + d.size ≤ s by dsimp [s]; omega)
have hm₂ := MachineComposition.natPolynomial_eval_mono BinaryMulMachine.timePolynomial
(show a.size + D.size ≤ s by dsimp [s]; omega)
have hm₃ := MachineComposition.natPolynomial_eval_mono BinaryMulMachine.timePolynomial
(show D.size + d.size ≤ s by dsimp [s]; omega)
have hp₁ := BinaryArithmetic.size_mul_le A d
have hp₂ := BinaryArithmetic.size_mul_le a D
have hs := BinaryArithmetic.size_add_le (A * d) (a * D)
have hprod : max (A * d).size (a * D).size ≤ s := by dsimp [s]; omega
have hsum : (A * d + a * D).size ≤ s + 1 := by omega
unfold arithmeticBudget
have hbound :
BinaryMulMachine.timePolynomial.eval (A.size + d.size) +
BinaryMulMachine.timePolynomial.eval (a.size + D.size) +
BinaryMulMachine.timePolynomial.eval (D.size + d.size) +
(max (A * d).size (a * D).size + 1) + ((A * d + a * D).size + 1) ≤
3 * BinaryMulMachine.timePolynomial.eval s + 2 * s + 3 := by omega
apply hbound.trans
simp only [timePolynomial, BinaryMulMachine.timePolynomial, Polynomial.eval_add,
Polynomial.eval_mul, Polynomial.eval_C, Polynomial.eval_pow, Polynomial.eval_X]
dsimp [s]
omega
noncomputable def arithmeticInPolynomialTime (slots : Tape ↪ K) (labels : Label → Λ)
(exit : Option Λ) (p : Λ → TM2.Stmt (Alphabet (K := K)) Λ (State A))
(atLabels : ∀ label, p (labels label) = statement slots labels exit label)
(base : K → List Bool) (num den itemNum itemDen : Nat)
(hnum : base (slots 0) = num.bits) (hden : base (slots 1) = den.bits)
(hitemNum : base (slots 2) = itemNum.bits) (hitemDen : base (slots 3) = itemDen.bits)
(emptyWorkspace : ∀ i : Tape, 4 ≤ i.val → base (slots i) = []) (ambient : A) :
StateTransition.EvalsToInTime (TM2.step p)
⟨some (labels (.multiply .leftNumerator .copyLeft)), BinaryAddMachine.clean ambient, base⟩
(some ⟨exit, BinaryAddMachine.clean ambient,
resultTapes slots base num den itemNum itemDen⟩)
(timePolynomial.eval (num.size + den.size + itemNum.size + itemDen.size)) where
toEvalsTo := (arithmeticInTime slots labels exit p atLabels base num den itemNum itemDen
hnum hden hitemNum hitemDen emptyWorkspace ambient).toEvalsTo
steps_le_m := (arithmeticInTime slots labels exit p atLabels base num den itemNum itemDen
hnum hden hitemNum hitemDen emptyWorkspace ambient).steps_le_m.trans
(arithmeticBudget_le num den itemNum itemDen)
end BinPackingGap.ExtensionFractionMachine
namespace BinPackingGap.ExtensionCapacityMachine
open Turing
open BinPackingGames.Foundations.Complexity
open BinPackingGames.Reduction
inductive Field
| numerator | denominator | label
deriving DecidableEq
protected abbrev Field.enumList : List Field := [.numerator, .denominator, .label]
protected theorem Field.enumList_getElem?_ctorIdx_eq (x : Field) :
Field.enumList[x.ctorIdx]? = some x := by
cases x <;> rfl
protected theorem Field.enumList_nodup : Field.enumList.Nodup := by decide
instance : Fintype Field where
elems := ⟨Field.enumList, Field.enumList_nodup⟩
complete x := by cases x <;> decide
inductive Compare
| label | capacity
deriving DecidableEq
protected abbrev Compare.enumList : List Compare := [.label, .capacity]
protected theorem Compare.enumList_getElem?_ctorIdx_eq (x : Compare) :
Compare.enumList[x.ctorIdx]? = some x := by
cases x <;> rfl
protected theorem Compare.enumList_nodup : Compare.enumList.Nodup := by decide
instance : Fintype Compare where
elems := ⟨Compare.enumList, Compare.enumList_nodup⟩
complete x := by cases x <;> decide
inductive Label
| guard
| number (field : Field) (phase : ExtensionNatMachine.Label)
| compare (which : Compare) (phase : BinaryOrderMachine.PreserveLabel)
| fraction (phase : ExtensionFractionMachine.Label)
| clearOldNumerator | clearOldDenominator
| numeratorOut | numeratorBack | denominatorOut | denominatorBack
| clearItemNumerator | clearItemDenominator | clearItemLabel
deriving DecidableEq, Fintype
abbrev Tape := Fin 22
abbrev Alphabet {K : Type} (_ : K) := Bool
abbrev State (A : Type) := BinaryAddMachine.State (A × Ordering)
def numberTapes : Field → (Fin 3 ↪ Tape)
| .numerator => ⟨![2, 5, 10], by decide⟩
| .denominator => ⟨![2, 6, 10], by decide⟩
| .label => ⟨![3, 7, 10], by decide⟩
def compareTapes : Compare → (Fin 5 ↪ Tape)
| .label => ⟨![7, 4, 8, 9, 10], by decide⟩
| .capacity => ⟨![11, 12, 8, 9, 10], by decide⟩
def fractionTapes : ExtensionFractionMachine.Tape ↪ Tape :=
⟨![0, 1, 5, 6, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21], by decide⟩
def afterNumber {Λ : Type} (labels : Label → Λ) : Field → Option Λ
| .numerator => some (labels (.number .denominator .scan))
| .denominator => some (labels (.number .label .scan))
| .label => some (labels (.compare .label .leftOut))
def comparisonExits {Λ : Type} (labels : Label → Λ) (rejected : Option Λ) :
Compare → Ordering → Option Λ
| .label, .eq => some (labels (.fraction (.multiply .leftNumerator .copyLeft)))
| .label, _ => some (labels .clearItemNumerator)
| .capacity, .gt => rejected
| .capacity, _ => some (labels .clearOldNumerator)
variable {K Λ A : Type} [DecidableEq K]
def finish (exit : Option Λ) : TM2.Stmt (Alphabet (K := K)) Λ (State A) :=
.load (fun state => BinaryAddMachine.clean state.1.1.1)
(match exit with | none => .halt | some label => .goto fun _ => label)
def statement (slots : Tape ↪ K) (labels : Label → Λ)
(accepted rejected : Option Λ) : Label → TM2.Stmt (Alphabet (K := K)) Λ (State A)
| .guard =>
.pop (slots 2) (fun state head => ((state.1.1, head), state.2))
(.pop (slots 3) (fun state head => (state.1, head))
(.branch (fun state => decide (state.1.2 = some true ∧ state.2 = some true))
(finish (some (labels (.number .numerator .scan))))
(.branch (fun state => decide (state.1.2 = some false ∧ state.2 = some false))
(finish accepted) (finish rejected))))
| .number field phase =>
ExtensionNatMachine.statement ((numberTapes field).trans slots)
(fun phase => labels (.number field phase)) (afterNumber labels field) rejected phase
| .compare which phase =>
ExtensionNatMachine.orderStatement ((compareTapes which).trans slots)
(fun phase => labels (.compare which phase))
(comparisonExits labels rejected which) phase
| .fraction phase =>
ExtensionFractionMachine.statement (fractionTapes.trans slots)
(fun phase => labels (.fraction phase))
(some (labels (.compare .capacity .leftOut))) phase
| .clearOldNumerator =>
MachineDrain.drain (slots 0) (labels .clearOldNumerator)
(some (labels .clearOldDenominator))
| .clearOldDenominator =>
MachineDrain.drain (slots 1) (labels .clearOldDenominator)
(some (labels .numeratorOut))
| .numeratorOut =>
MachineTransfer.loopAt (slots 11) (slots 10) id false
(labels .numeratorOut) (some (labels .numeratorBack))
| .numeratorBack =>
MachineTransfer.loopAt (slots 10) (slots 0) id false
(labels .numeratorBack) (some (labels .denominatorOut))
| .denominatorOut =>
MachineTransfer.loopAt (slots 12) (slots 10) id false
(labels .denominatorOut) (some (labels .denominatorBack))
| .denominatorBack =>
MachineTransfer.loopAt (slots 10) (slots 1) id false
(labels .denominatorBack) (some (labels .clearItemNumerator))
| .clearItemNumerator =>
MachineDrain.drain (slots 5) (labels .clearItemNumerator)
(some (labels .clearItemDenominator))
| .clearItemDenominator =>
MachineDrain.drain (slots 6) (labels .clearItemDenominator)
(some (labels .clearItemLabel))
| .clearItemLabel =>
MachineDrain.drain (slots 7) (labels .clearItemLabel) (some (labels .guard))
def allTapes : List Tape := List.ofFn id
inductive FullLabel
| initialize
| core (label : Label)
| clear (result : Bool) (phase : MachineDrainMany.Label allTapes)
| emit (result : Bool)
deriving DecidableEq, Fintype
def cleanupEntry (result : Bool) : Option FullLabel :=
MachineDrainMany.entry allTapes (FullLabel.clear result) (some (.emit result))
def program : FullLabel → TM2.Stmt (Alphabet (K := Tape)) FullLabel (State Unit)
| .initialize => .push 1 (fun _ => true) (.goto fun _ => .core .guard)
| .core label => statement (Function.Embedding.refl Tape) FullLabel.core
(cleanupEntry true) (cleanupEntry false) label
| .clear result phase =>
MachineDrainMany.instruction allTapes (FullLabel.clear result) (some (.emit result)) phase
| .emit result =>
.push 0 (fun _ => result)
(.load (fun _ => BinaryAddMachine.clean ((), .eq)) .halt)
def machine : FinTM2 where
K := Tape
k₀ := 2
k₁ := 0
Γ _ := Bool
Λ := FullLabel
main := .initialize
σ := State Unit
initialState := BinaryAddMachine.clean ((), .eq)
m := program
theorem machine_finiteAlphabet (k : machine.K) : Finite (machine.Γ k) := by
change Finite Bool
infer_instance
def inputTapes (base : Tape → List Bool) (numerator denominator selected : Nat)
(items : RawInstance) (assignments : List Nat) : Tape → List Bool := fun k =>
if k = 0 then numerator.bits
else if k = 1 then denominator.bits
else if k = 2 then BinaryEncoding.rawInstanceBits items
else if k = 3 then BinaryEncoding.assignmentBits assignments
else if k = 4 then selected.bits
else base k
def initialTapes (items : RawInstance) (assignments : List Nat) (selected : Nat) :
Tape → List Bool := fun k =>
if k = 2 then BinaryEncoding.rawInstanceBits items
else if k = 3 then BinaryEncoding.assignmentBits assignments
else if k = 4 then selected.bits
else []
def initialCfg (items : RawInstance) (assignments : List Nat) (selected : Nat) : machine.Cfg :=
⟨some .initialize, BinaryAddMachine.clean ((), .eq), initialTapes items assignments selected⟩
def finalTapes (result : Bool) : Tape → List Bool := fun k => if k = 0 then [result] else []
def finalCfg (result : Bool) : machine.Cfg :=
⟨none, BinaryAddMachine.clean ((), .eq), finalTapes result⟩
def inputLength (items : RawInstance) (assignments : List Nat) (selected : Nat) : Nat :=
(BinaryEncoding.rawInstanceBits items).length +
(BinaryEncoding.assignmentBits assignments).length + selected.size
noncomputable def timePolynomial : Polynomial Nat :=
Polynomial.C 4096 * (Polynomial.X + 1) ^ 3
theorem initializeStep (items : RawInstance) (assignments : List Nat) (selected : Nat) :
machine.step (initialCfg items assignments selected) =
some ⟨some (.core .guard), BinaryAddMachine.clean ((), .eq),
inputTapes (fun _ => []) 0 1 selected items assignments⟩ := by
change some (TM2.stepAux (program .initialize) _ _) = _
simp only [program, TM2.stepAux]
congr 1
congr 1
funext k
fin_cases k <;> simp [initialTapes, inputTapes]
theorem cleanup_tapes (base : Tape → List Bool) :
MachineDrainMany.finalTapes allTapes base = fun _ => [] := by
funext k
apply MachineDrainMany.finalTapes_mem
exact List.mem_ofFn.mpr ⟨k, rfl⟩
def cleanupInTime (result : Bool) (base : Tape → List Bool) :
StateTransition.EvalsToInTime machine.step
⟨cleanupEntry result, BinaryAddMachine.clean ((), .eq), base⟩
(some (finalCfg result))
(MachineDrainMany.lengthSum allTapes base + 23) := by
have first := MachineDrainMany.execution allTapes (FullLabel.clear result)
(some (.emit result)) program (fun _ => rfl) base
((((), .eq), false), none) none
rw [cleanup_tapes] at first
have first' : StateTransition.EvalsToInTime machine.step
⟨cleanupEntry result, BinaryAddMachine.clean ((), .eq), base⟩
(some ⟨some (.emit result), BinaryAddMachine.clean ((), .eq), fun _ => []⟩)
(MachineDrainMany.lengthSum allTapes base + 22) := by
change StateTransition.EvalsToInTime (TM2.step program)
⟨cleanupEntry result, BinaryAddMachine.clean ((), .eq), base⟩
(some ⟨some (.emit result), BinaryAddMachine.clean ((), .eq), fun _ => []⟩)
(MachineDrainMany.lengthSum allTapes base + 22)
simpa only [cleanupEntry, BinaryAddMachine.clean, BinaryAddMachine.state,
MachineDrainMany.finalRegister_none, allTapes, List.length_ofFn] using first
have second : StateTransition.EvalsToInTime machine.step
⟨some (.emit result), BinaryAddMachine.clean ((), .eq), fun _ => []⟩
(some (finalCfg result)) 1 := {
steps := 1
evals_in_steps := by
change some (TM2.stepAux (program (.emit result)) _ _) = _
simp only [program, TM2.stepAux, finalCfg]
congr 1
congr 1
funext k
change Function.update (fun _ : Tape => ([] : List Bool)) 0 [result] k = finalTapes result k
by_cases h : k = 0
· subst k
rfl
· rw [Function.update_of_ne h]
simp only [finalTapes, ite_eq_right h]
steps_le_m := Nat.le_refl _ }
have combined := StateTransition.EvalsToInTime.trans machine.step _ _ _ _ _ first' second
exact { toEvalsTo := combined.toEvalsTo
steps_le_m := by
have bound := combined.steps_le_m
omega }
end BinPackingGap.ExtensionCapacityMachine
namespace BinPackingGap.ExtensionArithmeticBounds
open BinPackingGames.Foundations.Complexity
noncomputable def timePolynomial : Polynomial Nat :=
Polynomial.C 512 * (Polynomial.X + Polynomial.C 1) ^ 2
@[simp] theorem timePolynomial_eval (inputLength : Nat) :
timePolynomial.eval inputLength = 512 * (inputLength + 1) ^ 2 := by
simp [timePolynomial]
theorem fractionTime_le (operandLength inputLength : Nat)
(bounded : operandLength ≤ 4 * (inputLength + 1)) :
ExtensionFractionMachine.timePolynomial.eval operandLength ≤
timePolynomial.eval inputLength := by
apply (MachineComposition.natPolynomial_eval_mono
ExtensionFractionMachine.timePolynomial bounded).trans
simp only [ExtensionFractionMachine.timePolynomial, timePolynomial,
Polynomial.eval_add, Polynomial.eval_mul, Polynomial.eval_C,
Polynomial.eval_pow, Polynomial.eval_X]
nlinarith
theorem scan_arithmeticBudget_le_input (bins : Nat) (before after : RawInstance)
(item : Nat × Nat) (fixed : List (Option Nat))
(assignments : List Nat) (label : Nat)
(valid : (before ++ item :: after).Valid)
(accepted : (RawPacking.loadFraction before assignments label).1 ≤
(RawPacking.loadFraction before assignments label).2) :
let total := RawPacking.loadFraction before assignments label
ExtensionFractionMachine.arithmeticBudget total.1 total.2 item.1 item.2 ≤
timePolynomial.eval (BinaryEncoding.extensionBits bins
(before ++ item :: after) fixed).length := by
dsimp only
apply (ExtensionFractionMachine.arithmeticBudget_le _ _ _ _).trans
apply fractionTime_le
exact ExtensionWitness.scan_operands_width_le_input
bins before after item fixed assignments label valid accepted
theorem visit_budget_le (visits inputLength : Nat)
(bounded : visits ≤ inputLength ^ 2) :
visits * timePolynomial.eval inputLength ≤ 512 * (inputLength + 1) ^ 4 := by
rw [timePolynomial_eval]
have square_bound : inputLength ^ 2 ≤ (inputLength + 1) ^ 2 :=
Nat.pow_le_pow_left (Nat.le_succ inputLength) 2
have product_bound := Nat.mul_le_mul_right
(512 * (inputLength + 1) ^ 2) (bounded.trans square_bound)
apply product_bound.trans
exact le_of_eq (by ring)
end BinPackingGap.ExtensionArithmeticBounds
namespace BinPackingGap.ExtensionCapacityMachine
section
open Turing
open BinPackingGames.Foundations.Complexity
open BinPackingGames.Reduction
def clean : State Unit := BinaryAddMachine.clean ((), .eq)
def cfg (label : Option FullLabel) (tapes : Tape → List Bool) : machine.Cfg :=
⟨label, clean, tapes⟩
def work (numerator denominator items assignments selected a d j nextNumerator nextDenominator
: List Bool) (scratch : List Bool := []) : Tape → List Bool
| 0 => numerator
| 1 => denominator
| 2 => items
| 3 => assignments
| 4 => selected
| 5 => a
| 6 => d
| 7 => j
| 10 => scratch
| 11 => nextNumerator
| 12 => nextDenominator
| _ => []
def ready (numerator denominator selected : Nat) (items : RawInstance)
(assignments : List Nat) : Tape → List Bool :=
work numerator.bits denominator.bits (BinaryEncoding.rawInstanceBits items)
(BinaryEncoding.assignmentBits assignments) selected.bits [] [] [] [] []
private theorem update0 (N D i w s a d j U V t r : List Bool) :
Function.update (work N D i w s a d j U V t) 0 r = work r D i w s a d j U V t := by
funext k; fin_cases k <;> rfl
private theorem update1 (N D i w s a d j U V t r : List Bool) :
Function.update (work N D i w s a d j U V t) 1 r = work N r i w s a d j U V t := by
funext k; fin_cases k <;> rfl
private theorem update2 (N D i w s a d j U V t r : List Bool) :
Function.update (work N D i w s a d j U V t) 2 r = work N D r w s a d j U V t := by
funext k; fin_cases k <;> rfl
private theorem update3 (N D i w s a d j U V t r : List Bool) :
Function.update (work N D i w s a d j U V t) 3 r = work N D i r s a d j U V t := by
funext k; fin_cases k <;> rfl
private theorem update5 (N D i w s a d j U V t r : List Bool) :
Function.update (work N D i w s a d j U V t) 5 r = work N D i w s r d j U V t := by
funext k; fin_cases k <;> rfl
private theorem update6 (N D i w s a d j U V t r : List Bool) :
Function.update (work N D i w s a d j U V t) 6 r = work N D i w s a r j U V t := by
funext k; fin_cases k <;> rfl
private theorem update7 (N D i w s a d j U V t r : List Bool) :
Function.update (work N D i w s a d j U V t) 7 r = work N D i w s a d r U V t := by
funext k; fin_cases k <;> rfl
private theorem update10 (N D i w s a d j U V t r : List Bool) :
Function.update (work N D i w s a d j U V t) 10 r = work N D i w s a d j U V r := by
funext k; fin_cases k <;> rfl
private theorem update11 (N D i w s a d j U V t r : List Bool) :
Function.update (work N D i w s a d j U V t) 11 r = work N D i w s a d j r V t := by
funext k; fin_cases k <;> rfl
private theorem update12 (N D i w s a d j U V t r : List Bool) :
Function.update (work N D i w s a d j U V t) 12 r = work N D i w s a d j U r t := by
funext k; fin_cases k <;> rfl
def oneStep {start finish : machine.Cfg} (h : machine.step start = some finish) :
StateTransition.EvalsToInTime machine.step start (some finish) 1 where
steps := 1
evals_in_steps := h
steps_le_m := Nat.le_refl _
def join {start middle finish : machine.Cfg} {firstTime secondTime : Nat}
(first : StateTransition.EvalsToInTime machine.step start (some middle) firstTime)
(second : StateTransition.EvalsToInTime machine.step middle (some finish) secondTime) :
StateTransition.EvalsToInTime machine.step start (some finish) (firstTime + secondTime) := by
simpa only [Nat.add_comm] using
StateTransition.EvalsToInTime.trans machine.step firstTime secondTime
start middle (some finish) first second
def enlarge {start finish : machine.Cfg} {time budget : Nat}
(run : StateTransition.EvalsToInTime machine.step start (some finish) time)
(bounded : time ≤ budget) :
StateTransition.EvalsToInTime machine.step start (some finish) budget where
toEvalsTo := run.toEvalsTo
steps_le_m := run.steps_le_m.trans bounded
theorem guard_cons_step (N D i w s a d j U V : List Bool) :
machine.step (cfg (some (.core .guard)) (work N D (true :: i) (true :: w) s a d j U V)) =
some (cfg (some (.core (.number .numerator .scan))) (work N D i w s a d j U V)) := by
change some (TM2.stepAux (program (.core .guard)) _ _) = _
simp [program, statement, finish, cfg, clean, BinaryAddMachine.clean,
BinaryAddMachine.state, TM2.stepAux, Function.Embedding.coe_refl, id_eq,
work, update2, update3]
rfl
theorem guard_nil_step (N D s : List Bool) :
machine.step (cfg (some (.core .guard)) (work N D [false] [false] s [] [] [] [] [])) =
some (cfg (cleanupEntry true) (work N D [] [] s [] [] [] [] [])) := by
change some (TM2.stepAux (program (.core .guard)) _ _) = _
cases h : cleanupEntry true <;>
simp [program, statement, finish, cfg, clean, BinaryAddMachine.clean,
BinaryAddMachine.state, TM2.stepAux, Function.Embedding.coe_refl, id_eq,
work, update2, update3, h] <;> rfl
def numberInTime (field : Field) (base : Tape → List Bool) (n : Nat) (suffix : List Bool)
(input : base (numberTapes field 0) = BinaryEncoding.natBits n ++ suffix)
(scratchEmpty : base (numberTapes field 2) = []) :
StateTransition.EvalsToInTime machine.step
(cfg (some (.core (.number field .scan))) base)
(some (cfg (afterNumber FullLabel.core field)
(ExtensionNatMachine.resultTapes (numberTapes field) base n suffix)))
(2 * n.size + 2) := by
change StateTransition.EvalsToInTime (TM2.step program)
⟨some (.core (.number field .scan)), BinaryAddMachine.clean ((), .eq), base⟩
(some ⟨afterNumber FullLabel.core field, BinaryAddMachine.clean ((), .eq),
ExtensionNatMachine.resultTapes (numberTapes field) base n suffix⟩) _
exact ExtensionNatMachine.natInTime (numberTapes field)
(fun phase => FullLabel.core (.number field phase))
(afterNumber FullLabel.core field) (cleanupEntry false) program (fun _ => rfl)
base n suffix input scratchEmpty ((), .eq)
def parseRowInTime (N D selected : List Bool) (items assignments : List Bool) (a d j : Nat) :
StateTransition.EvalsToInTime machine.step
(cfg (some (.core (.number .numerator .scan)))
(work N D (BinaryEncoding.natBits a ++ BinaryEncoding.natBits d ++ items)
(BinaryEncoding.natBits j ++ assignments) selected [] [] [] [] []))
(some (cfg (some (.core (.compare .label .leftOut)))
(work N D items assignments selected a.bits d.bits j.bits [] [])))
((2 * a.size + 2) + (2 * d.size + 2) + (2 * j.size + 2)) := by
have first := numberInTime .numerator
(work N D (BinaryEncoding.natBits a ++ BinaryEncoding.natBits d ++ items)
(BinaryEncoding.natBits j ++ assignments) selected [] [] [] [] [])
a (BinaryEncoding.natBits d ++ items) (by simp [numberTapes, work, List.append_assoc]) rfl
have second := numberInTime .denominator
(work N D (BinaryEncoding.natBits d ++ items)
(BinaryEncoding.natBits j ++ assignments) selected a.bits [] [] [] []) d items rfl rfl
have third := numberInTime .label
(work N D items (BinaryEncoding.natBits j ++ assignments) selected a.bits d.bits [] [] [])
j assignments rfl rfl
simp only [numberTapes, afterNumber, ExtensionNatMachine.resultTapes,
Function.Embedding.coeFn_mk, Matrix.cons_val_zero, Matrix.cons_val_one,
update2, update3, update5, update6, update7, work, List.append_nil] at first second third
exact join (join first second) third
def compareInTime (which : Compare) (base : Tape → List Bool) (a b : Nat)
(leftWord : base (compareTapes which 0) = a.bits)
(rightWord : base (compareTapes which 1) = b.bits)
(leftEmpty : base (compareTapes which 2) = [])
(rightEmpty : base (compareTapes which 3) = [])
(scratchEmpty : base (compareTapes which 4) = []) :
StateTransition.EvalsToInTime machine.step
(cfg (some (.core (.compare which .leftOut))) base)
(some (cfg (comparisonExits FullLabel.core (cleanupEntry false) which
(BinaryOrderMachine.orderNat a b .eq)) base))
(BinaryOrderMachine.preservingSteps a.size b.size) := by
change StateTransition.EvalsToInTime (TM2.step program)
⟨some (.core (.compare which .leftOut)), BinaryAddMachine.clean ((), .eq), base⟩
(some ⟨comparisonExits FullLabel.core (cleanupEntry false) which
(BinaryOrderMachine.orderNat a b .eq), BinaryAddMachine.clean ((), .eq), base⟩) _
exact ExtensionNatMachine.preservingOrderInTime (compareTapes which)
(fun phase => FullLabel.core (.compare which phase))
(comparisonExits FullLabel.core (cleanupEntry false) which)
program (fun _ => rfl) base a b leftWord rightWord leftEmpty rightEmpty scratchEmpty ()
theorem labelComparisonExit (assigned selected : Nat) :
comparisonExits FullLabel.core (cleanupEntry false) .label
(BinaryOrderMachine.orderNat assigned selected .eq) =
some (.core (if assigned = selected then .fraction (.multiply .leftNumerator .copyLeft)
else .clearItemNumerator)) := by
unfold BinaryOrderMachine.orderNat
split_ifs <;> simp_all [comparisonExits]
omega
theorem capacityComparisonExit (numerator denominator : Nat) :
comparisonExits FullLabel.core (cleanupEntry false) .capacity
(BinaryOrderMachine.orderNat numerator denominator .eq) =
if numerator ≤ denominator then some (.core .clearOldNumerator) else cleanupEntry false := by
unfold BinaryOrderMachine.orderNat
split_ifs <;> simp_all [comparisonExits] <;> omega
noncomputable def fractionInTime (num den a d : Nat) (items assignments selected j : List Bool) :
StateTransition.EvalsToInTime machine.step
(cfg (some (.core (.fraction (.multiply .leftNumerator .copyLeft))))
(work num.bits den.bits items assignments selected a.bits d.bits j [] []))
(some (cfg (some (.core (.compare .capacity .leftOut)))
(work num.bits den.bits items assignments selected a.bits d.bits j
(num * d + a * den).bits (den * d).bits)))
(ExtensionFractionMachine.arithmeticBudget num den a d) := by
have run := ExtensionFractionMachine.arithmeticInTime fractionTapes
(fun phase => .core (.fraction phase)) (some (.core (.compare .capacity .leftOut)))
program (fun _ => rfl)
(work num.bits den.bits items assignments selected a.bits d.bits j [] [])
num den a d rfl rfl rfl rfl
(by intro i hi; fin_cases i <;> simp_all [fractionTapes, work]) ((), .eq)
change StateTransition.EvalsToInTime (TM2.step program)
⟨some (.core (.fraction (.multiply .leftNumerator .copyLeft))),
BinaryAddMachine.clean ((), .eq),
work num.bits den.bits items assignments selected a.bits d.bits j [] []⟩
(some ⟨some (.core (.compare .capacity .leftOut)), BinaryAddMachine.clean ((), .eq),
Function.update
(Function.update (work num.bits den.bits items assignments selected a.bits d.bits j [] [])
12 (den * d).bits) 11 (num * d + a * den).bits⟩) _ at run
change StateTransition.EvalsToInTime (TM2.step program)
⟨some (.core (.fraction (.multiply .leftNumerator .copyLeft))),
BinaryAddMachine.clean ((), .eq),
work num.bits den.bits items assignments selected a.bits d.bits j [] []⟩
(some ⟨some (.core (.compare .capacity .leftOut)), BinaryAddMachine.clean ((), .eq),
work num.bits den.bits items assignments selected a.bits d.bits j
(num * d + a * den).bits (den * d).bits⟩) _
simpa only [update11, update12] using run
def clearRowInTime (N D i w s a d j : List Bool) :
StateTransition.EvalsToInTime machine.step
(cfg (some (.core .clearItemNumerator)) (work N D i w s a d j [] []))
(some (cfg (some (.core .guard)) (work N D i w s [] [] [] [] [])))
((a.length + 1) + (d.length + 1) + (j.length + 1)) := by
have first := MachineDrain.drainInTime (5 : Tape) (.core .clearItemNumerator)
(some (.core .clearItemDenominator)) program rfl (work N D i w s a d j [] [])
((((), Ordering.eq), false), none) none
have second := MachineDrain.drainInTime (6 : Tape) (.core .clearItemDenominator)
(some (.core .clearItemLabel)) program rfl (work N D i w s [] d j [] [])
((((), Ordering.eq), false), none) none
have third := MachineDrain.drainInTime (7 : Tape) (.core .clearItemLabel)
(some (.core .guard)) program rfl (work N D i w s [] [] j [] [])
((((), Ordering.eq), false), none) none
simp only [update5, work] at first
simp only [update6, work] at second
simp only [update7, work] at third
exact join (join first second) third
def installInTime (N D i w s a d j U V : List Bool) :
StateTransition.EvalsToInTime machine.step
(cfg (some (.core .clearOldNumerator)) (work N D i w s a d j U V))
(some (cfg (some (.core .clearItemNumerator)) (work U V i w s a d j [] [])))
(N.length + D.length + 2 * U.length + 2 * V.length + 6) := by
have oldN := MachineDrain.drainInTime (0 : Tape) (.core .clearOldNumerator)
(some (.core .clearOldDenominator)) program rfl (work N D i w s a d j U V)
((((), Ordering.eq), false), none) none
have oldD := MachineDrain.drainInTime (1 : Tape) (.core .clearOldDenominator)
(some (.core .numeratorOut)) program rfl (work [] D i w s a d j U V)
((((), Ordering.eq), false), none) none
have numOut := MachineTransfer.transferAtInTime (11 : Tape) 10 (by decide)
id false (.core .numeratorOut) (some (.core .numeratorBack)) program rfl
(work [] [] i w s a d j U V) ((((), Ordering.eq), false), none) none
have numBack := MachineTransfer.transferAtInTime (10 : Tape) 0 (by decide)
id false (.core .numeratorBack) (some (.core .denominatorOut)) program rfl
(work [] [] i w s a d j [] V U.reverse) ((((), Ordering.eq), false), none) none
have denOut := MachineTransfer.transferAtInTime (12 : Tape) 10 (by decide)
id false (.core .denominatorOut) (some (.core .denominatorBack)) program rfl
(work U [] i w s a d j [] V) ((((), Ordering.eq), false), none) none
have denBack := MachineTransfer.transferAtInTime (10 : Tape) 1 (by decide)
id false (.core .denominatorBack) (some (.core .clearItemNumerator)) program rfl
(work U [] i w s a d j [] [] V.reverse) ((((), Ordering.eq), false), none) none
simp only [update0, work] at oldN
simp only [update1, work] at oldD
simp only [MachineTransfer.tapesAt, update11, update10, work, List.map_id_fun,
id_eq, List.append_nil] at numOut
simp only [MachineTransfer.tapesAt, update10, update0, work, List.map_id_fun,
id_eq, List.append_nil, List.reverse_reverse, List.length_reverse] at numBack
simp only [MachineTransfer.tapesAt, update12, update10, work, List.map_id_fun,
id_eq, List.append_nil] at denOut
simp only [MachineTransfer.tapesAt, update10, update1, work, List.map_id_fun,
id_eq, List.append_nil, List.reverse_reverse, List.length_reverse] at denBack
have joined := join (join (join (join (join oldN oldD) numOut) numBack) denOut) denBack
change StateTransition.EvalsToInTime (TM2.step program)
⟨some (.core .clearOldNumerator), BinaryAddMachine.clean ((), .eq), work N D i w s a d j U V⟩
(some ⟨some (.core .clearItemNumerator), BinaryAddMachine.clean ((), .eq),
work U V i w s a d j [] []⟩) _
exact { toEvalsTo := joined.toEvalsTo
steps_le_m := by
have bound := joined.steps_le_m
omega }
noncomputable def rowCost (num den a d assigned selected : Nat) : Nat :=
1 + ((2 * a.size + 2) + (2 * d.size + 2) + (2 * assigned.size + 2)) +
BinaryOrderMachine.preservingSteps assigned.size selected.size +
ExtensionFractionMachine.arithmeticBudget num den a d +
BinaryOrderMachine.preservingSteps (num * d + a * den).size (den * d).size +
(num.size + den.size + 2 * (num * d + a * den).size + 2 * (den * d).size + 6) +
(a.size + d.size + assigned.size + 3)
end
theorem rowCost_le (num den a d assigned selected B : Nat)
(accepted : num ≤ den) (itemBound : a ≤ d)
(denominatorBound : den.size + d.size ≤ B + 1)
(assignedBound : assigned.size ≤ B) (selectedBound : selected.size ≤ B) :
rowCost num den a d assigned selected ≤ 1024 * (B + 1) ^ 2 := by
have numeratorWidth := FractionWidth.size_mono accepted
have itemWidth := FractionWidth.size_mono itemBound
have productWidth := (FractionWidth.size_mul_le den d).trans denominatorBound
have leftWidth : (num * d).size ≤ B + 1 :=
(FractionWidth.addFraction_left_product_size_le
(x := (num, den)) (q := (a, d)) accepted).trans denominatorBound
have rightWidth : (a * den).size ≤ B + 1 :=
(FractionWidth.addFraction_right_product_size_le
(x := (num, den)) (q := (a, d)) itemBound).trans denominatorBound
have sumWidth : (num * d + a * den).size ≤ B + 2 :=
FractionWidth.size_add_le leftWidth rightWidth
have arithmeticBound := (ExtensionFractionMachine.arithmeticBudget_le num den a d).trans
(ExtensionArithmeticBounds.fractionTime_le
(num.size + den.size + a.size + d.size) B (by omega))
rw [ExtensionArithmeticBounds.timePolynomial_eval] at arithmeticBound
have labelComparison := BinaryOrderMachine.preservingSteps_le assigned.size selected.size
have capacityComparison := BinaryOrderMachine.preservingSteps_le
(num * d + a * den).size (den * d).size
unfold rowCost
nlinarith [Nat.zero_le (B ^ 2)]
theorem next_denominator_budget (den a d B : Nat) (remaining : RawInstance)
(bounded : den.size + FractionWidth.denominatorBits ((a, d) :: remaining) ≤ B + 1) :
(den * d).size + FractionWidth.denominatorBits remaining ≤ B + 1 := by
have product := FractionWidth.size_mul_le den d
simp only [FractionWidth.denominatorBits_cons] at bounded
omega
end BinPackingGap.ExtensionCapacityMachine
end OAI