openAI-math-dataset / lean /OAI /Computability /BinPacking /Search /ExtensionShapeMachine.lean
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import Mathlib.Tactic.DeriveFintype
import OAI.Computability.BinPacking.Arithmetic.GraphTallyMachine
namespace OAI
namespace BinPackingGap.ExtensionShapeMachine
open BinaryEncoding
open BinPackingCompleteness.BinaryNameMachine (finalDigit canonical)
inductive Kind
| extension
| assignments
deriving DecidableEq
protected abbrev Kind.enumList : List Kind := [.extension, .assignments]
protected theorem Kind.enumList_getElem?_ctorIdx_eq (x : Kind) :
Kind.enumList[x.ctorIdx]? = some x := by
cases x <;> rfl
protected theorem Kind.enumList_nodup : Kind.enumList.Nodup := by decide
instance : Fintype Kind where
elems := ⟨Kind.enumList, Kind.enumList_nodup⟩
complete x := by cases x <;> decide
inductive Continuation
| bins
| numerator
| denominator
| fixed
| assignment
deriving DecidableEq
protected abbrev Continuation.enumList : List Continuation := [.bins, .numerator, .denominator,
.fixed, .assignment]
protected theorem Continuation.enumList_getElem?_ctorIdx_eq (x : Continuation) :
Continuation.enumList[x.ctorIdx]? = some x := by
cases x <;> rfl
protected theorem Continuation.enumList_nodup : Continuation.enumList.Nodup := by decide
instance : Fintype Continuation where
elems := ⟨Continuation.enumList, Continuation.enumList_nodup⟩
complete x := by cases x <;> decide
inductive Mode
| name (next : Continuation) (last : Bool)
| digit (next : Continuation)
| items
| fixedList
| fixedOption
| assignments
| done
| reject
deriving DecidableEq, Fintype
def start : Kind → Mode
| .extension => .name .bins true
| .assignments => .assignments
def afterName : Continuation → Mode
| .bins => .items
| .numerator => .name .denominator true
| .denominator => .items
| .fixed => .fixedList
| .assignment => .assignments
def nextMode : Mode → Bool → Mode
| .name next _, true => .digit next
| .name next last, false => if last then afterName next else .reject
| .digit next, bit => .name next bit
| .items, true => .name .numerator true
| .items, false => .fixedList
| .fixedList, true => .fixedOption
| .fixedList, false => .done
| .fixedOption, true => .name .fixed true
| .fixedOption, false => .fixedList
| .assignments, true => .name .assignment true
| .assignments, false => .done
| .done, _ => .reject
| .reject, _ => .reject
def run : Mode → List Bool → Mode
| mode, [] => mode
| mode, bit :: rest => run (nextMode mode bit) rest
@[simp] theorem run_reject (input : List Bool) : run .reject input = .reject := by
induction input with
| nil => rfl
| cons bit input ih => simpa only [run, nextMode] using ih
theorem run_done_iff (input : List Bool) : run .done input = .done ↔ input = [] := by
cases input with
| nil => simp [run]
| cons bit rest => simp [run, nextMode]
private theorem finalDigit_true_iff (bits : List Bool) :
finalDigit bits (some true) = some true ↔ canonical bits = true := by
cases bits with
| nil => simp [finalDigit, canonical]
| cons bit bits =>
simp only [finalDigit, canonical]
have hsome : ∀ (ds : List Bool) (b : Bool),
∃ last, finalDigit ds (some b) = some last := by
intro ds
induction ds with
| nil => intro b; exact ⟨b, rfl⟩
| cons d ds ih => intro b; exact ih d
obtain ⟨last, hlast⟩ := hsome bits bit
rw [hlast]
simp
theorem run_frame (next : Continuation) (bits rest : List Bool) (last : Bool)
(valid : finalDigit bits (some last) = some true) :
run (.name next last) (BinPackingCompleteness.BinaryEncoding.frame bits ++ rest) =
run (afterName next) rest := by
induction bits generalizing last with
| nil =>
have hlast : last = true := by simpa [finalDigit] using valid
subst last
simp [BinPackingCompleteness.BinaryEncoding.frame, run, nextMode]
| cons bit bits ih =>
have hvalid : finalDigit bits (some bit) = some true := valid
simpa only [BinPackingCompleteness.BinaryEncoding.frame, List.cons_append, run, nextMode]
using ih bit hvalid
theorem run_name (next : Continuation) (name : Nat) (rest : List Bool) :
run (.name next true) (natBits name ++ rest) = run (afterName next) rest := by
apply run_frame
exact (finalDigit_true_iff name.bits).mpr
(BinPackingCompleteness.BinaryParsing.canonical_nat_bits name)
theorem run_items (r : RawInstance) (rest : List Bool) :
run .items (rawInstanceBits r ++ rest) = run .fixedList rest := by
induction r with
| nil => simp [rawInstanceBits, listBits, run, nextMode]
| cons q r ih =>
simp only [rawInstanceBits, listBits, List.cons_append, run, nextMode,
pairBits, List.append_assoc, run_name, afterName]
exact ih
theorem run_fixed (fixed : List (Option Nat)) (rest : List Bool) :
run .fixedList (listBits (optionBits natBits) fixed ++ rest) = run .done rest := by
induction fixed with
| nil => simp [listBits, run, nextMode]
| cons value fixed ih =>
cases value with
| none => simpa only [listBits, optionBits, List.cons_append, List.singleton_append,
List.nil_append, run, nextMode] using ih
| some n =>
simpa only [listBits, optionBits, List.cons_append, List.append_assoc,
run, nextMode, run_name, afterName] using ih
theorem run_assignments (a : List Nat) (rest : List Bool) :
run .assignments (assignmentBits a ++ rest) = run .done rest := by
induction a with
| nil => simp [assignmentBits, listBits, run, nextMode]
| cons n a ih =>
simpa only [assignmentBits, listBits, List.cons_append, List.append_assoc,
run, nextMode, run_name, afterName] using ih
theorem run_extension (bins : Nat) (r : RawInstance) (fixed : List (Option Nat)) :
run (start .extension) (extensionBits bins r fixed) = .done := by
simp only [start, extensionBits, List.append_assoc, run_name, afterName,
run_items]
simpa only [List.append_nil, run] using run_fixed fixed []
theorem run_assignmentBits (a : List Nat) :
run (start .assignments) (assignmentBits a) = .done := by
simpa only [start, List.append_nil, run] using run_assignments a []
theorem frame_inverse (next : Continuation) (last : Bool) (input : List Bool)
(accepted : run (.name next last) input = .done) :
∃ bits rest, input = BinPackingCompleteness.BinaryEncoding.frame bits ++ rest ∧
finalDigit bits (some last) = some true ∧
run (afterName next) rest = .done := by
induction input using List.twoStepInduction generalizing last with
| nil => simp [run] at accepted
| singleton flag =>
cases flag with
| false =>
cases last with
| false => simp [run, nextMode] at accepted
| true =>
exact ⟨[], [], rfl, rfl, by simpa [run, nextMode] using accepted⟩
| true => simp [run, nextMode] at accepted
| cons_cons flag bit input ih _ =>
cases flag with
| false =>
cases last with
| false => simp [run, nextMode] at accepted
| true =>
exact ⟨[], bit :: input, rfl, rfl,
by simpa [run, nextMode] using accepted⟩
| true =>
have haccepted : run (.name next bit) input = .done := by
simpa only [run, nextMode] using accepted
obtain ⟨bits, rest, hinput, hvalid, hrest⟩ := ih bit haccepted
refine ⟨bit :: bits, rest, ?_, hvalid, hrest⟩
simp [BinPackingCompleteness.BinaryEncoding.frame, hinput]
theorem name_inverse (next : Continuation) (input : List Bool)
(accepted : run (.name next true) input = .done) :
∃ name rest, input = natBits name ++ rest ∧ run (afterName next) rest = .done := by
obtain ⟨bits, rest, hinput, hvalid, hrest⟩ := frame_inverse next true input accepted
have hcanonical := (finalDigit_true_iff bits).mp hvalid
have hbits := (BinPackingCompleteness.BinaryParsing.canonical_iff bits).mp hcanonical
refine ⟨BinPackingCompleteness.BinaryEncoding.bitsValue bits, rest, ?_, hrest⟩
simpa only [natBits, BinPackingCompleteness.BinaryEncoding.nameBits, hbits] using hinput
private theorem fixed_inverse_aux (fuel : Nat) (input : List Bool)
(enough : input.length < fuel) (accepted : run .fixedList input = .done) :
∃ fixed, input = listBits (optionBits natBits) fixed := by
induction fuel generalizing input with
| zero => omega
| succ fuel ih =>
cases input with
| nil => simp [run] at accepted
| cons flag input =>
cases flag with
| false =>
have hdone : run .done input = .done := accepted
have hempty := (run_done_iff input).mp hdone
subst input
exact ⟨[], rfl⟩
| true =>
cases input with
| nil => simp [run, nextMode] at accepted
| cons present input =>
cases present with
| false =>
have haccepted : run .fixedList input = .done := accepted
have henough : input.length < fuel := by
simp only [List.length_cons] at enough
omega
obtain ⟨fixed, hfixed⟩ := ih input henough haccepted
exact ⟨none :: fixed, by simp [listBits, optionBits, hfixed]⟩
| true =>
have haccepted : run (.name .fixed true) input = .done := accepted
obtain ⟨n, rest, hinput, hrest⟩ := name_inverse .fixed input haccepted
have hlength := congrArg List.length hinput
simp only [List.length_append] at hlength
have henough : rest.length < fuel := by
simp only [List.length_cons] at enough
omega
obtain ⟨fixed, hfixed⟩ := ih rest henough hrest
exact ⟨some n :: fixed, by
simp [listBits, optionBits, hinput, hfixed]⟩
private theorem assignments_inverse_aux (fuel : Nat) (input : List Bool)
(enough : input.length < fuel) (accepted : run .assignments input = .done) :
∃ a, input = assignmentBits a := by
induction fuel generalizing input with
| zero => omega
| succ fuel ih =>
cases input with
| nil => simp [run] at accepted
| cons flag input =>
cases flag with
| false =>
have hdone : run .done input = .done := accepted
have hempty := (run_done_iff input).mp hdone
subst input
exact ⟨[], rfl⟩
| true =>
have haccepted : run (.name .assignment true) input = .done := accepted
obtain ⟨n, rest, hinput, hrest⟩ := name_inverse .assignment input haccepted
have hlength := congrArg List.length hinput
simp only [List.length_append] at hlength
have henough : rest.length < fuel := by
simp only [List.length_cons] at enough
omega
obtain ⟨a, ha⟩ := ih rest henough hrest
exact ⟨n :: a, by simp [assignmentBits, listBits, hinput, ha]⟩
private theorem items_inverse_aux (fuel : Nat) (input : List Bool)
(enough : input.length < fuel) (accepted : run .items input = .done) :
∃ r fixed, input = rawInstanceBits r ++ listBits (optionBits natBits) fixed := by
induction fuel generalizing input with
| zero => omega
| succ fuel ih =>
cases input with
| nil => simp [run] at accepted
| cons flag input =>
cases flag with
| false =>
have haccepted : run .fixedList input = .done := accepted
obtain ⟨fixed, hfixed⟩ :=
fixed_inverse_aux (input.length + 1) input (by omega) haccepted
exact ⟨[], fixed, by simp [rawInstanceBits, listBits, hfixed]⟩
| true =>
have haccepted : run (.name .numerator true) input = .done := accepted
obtain ⟨num, afterNum, hnum, hafterNum⟩ :=
name_inverse .numerator input haccepted
obtain ⟨den, rest, hden, hrest⟩ :=
name_inverse .denominator afterNum hafterNum
have hlength := congrArg List.length hnum
have hlength' := congrArg List.length hden
simp only [List.length_append] at hlength hlength'
have henough : rest.length < fuel := by
simp only [List.length_cons] at enough
omega
obtain ⟨r, fixed, htail⟩ := ih rest henough hrest
refine ⟨(num, den) :: r, fixed, ?_⟩
simp [rawInstanceBits, listBits, pairBits, hnum, hden, htail, List.append_assoc]
theorem run_extension_iff (input : List Bool) :
run (start .extension) input = .done ↔
∃ bins r fixed, input = extensionBits bins r fixed := by
constructor
· intro accepted
obtain ⟨bins, rest, hinput, hrest⟩ := name_inverse .bins input accepted
obtain ⟨r, fixed, htail⟩ := items_inverse_aux (rest.length + 1) rest (by omega) hrest
exact ⟨bins, r, fixed, by simp [extensionBits, hinput, htail, List.append_assoc]⟩
· rintro ⟨bins, r, fixed, rfl⟩
exact run_extension bins r fixed
theorem run_assignments_iff (input : List Bool) :
run (start .assignments) input = .done ↔ ∃ a, input = assignmentBits a := by
constructor
· intro accepted
exact assignments_inverse_aux (input.length + 1) input (by omega) accepted
· rintro ⟨a, rfl⟩
exact run_assignmentBits a
def accepts (kind : Kind) (input : List Bool) : Bool :=
decide (run (start kind) input = .done)
def decodeAccepts : Kind → List Bool → Bool
| .extension, input => (decodeExtension input).isSome
| .assignments, input => (decodeAssignments input).isSome
theorem accepts_eq_decode (kind : Kind) (input : List Bool) :
accepts kind input = decodeAccepts kind input := by
cases kind with
| extension =>
cases parsed : decodeExtension input with
| none =>
have rejected : run (start .extension) input ≠ .done := by
intro accepted
obtain ⟨bins, r, fixed, encoded⟩ := (run_extension_iff input).mp accepted
have roundtrip := decodeExtension_extensionBits bins r fixed
rw [← encoded, parsed] at roundtrip
cases roundtrip
simp [accepts, decodeAccepts, parsed, rejected]
| some value =>
rcases value with ⟨bins, r, fixed⟩
have encoded := decodeExtension_sound parsed
have accepted := (run_extension_iff input).mpr ⟨bins, r, fixed, encoded⟩
simp [accepts, decodeAccepts, parsed, accepted]
| assignments =>
cases parsed : decodeAssignments input with
| none =>
have rejected : run (start .assignments) input ≠ .done := by
intro accepted
obtain ⟨a, encoded⟩ := (run_assignments_iff input).mp accepted
have roundtrip := decodeAssignments_assignmentBits a
rw [← encoded, parsed] at roundtrip
cases roundtrip
simp [accepts, decodeAccepts, parsed, rejected]
| some a =>
have encoded := decodeAssignments_sound parsed
have accepted := (run_assignments_iff input).mpr ⟨a, encoded⟩
simp [accepts, decodeAccepts, parsed, accepted]
open Turing
open BinPackingGames.Foundations.Complexity
open MachineComposition
open BinPackingGames.Reduction.MachineTransfer
open BinPackingGames.Reduction.MachineSubstitution
inductive Label
| scan
| restore
| finish
deriving DecidableEq
protected abbrev Label.enumList : List Label := [.scan, .restore, .finish]
protected theorem Label.enumList_getElem?_ctorIdx_eq (x : Label) :
Label.enumList[x.ctorIdx]? = some x := by
cases x <;> rfl
protected theorem Label.enumList_nodup : Label.enumList.Nodup := by decide
instance : Fintype Label where
elems := ⟨Label.enumList, Label.enumList_nodup⟩
complete x := by cases x <;> decide
abbrev Alphabet (_ : Fin 3) := Bool
abbrev State := Mode × Option Bool
def instruction (kind : Kind) : Label → TM2.Stmt Alphabet Label State
| .scan =>
.pop 0 (fun state head => (state.1, head))
(.branch (fun state => state.2.isSome)
(.push 2 (fun state => state.2.getD false)
(.load (fun state => (nextMode state.1 (state.2.getD false), none))
(.goto fun _ => .scan)))
(.load (fun state => (state.1, none)) (.goto fun _ => .restore)))
| .restore => loopAt 2 1 id false .restore (some .finish)
| .finish =>
.push 1 (fun state => decide (state.1 = .done))
(.load (fun _ => (start kind, none)) .halt)
abbrev machine (kind : Kind) : FinTM2 where
K := Fin 3
k₀ := 0
k₁ := 1
Γ := Alphabet
Λ := Label
main := .scan
σ := State
initialState := (start kind, none)
m := instruction kind
def tapes (input output saved : List Bool) : Fin 3 → List Bool
| 0 => input
| 1 => output
| _ => saved
def cfg (kind : Kind) (label : Option Label) (input output saved : List Bool)
(mode : Mode) (register : Option Bool := none) : (machine kind).Cfg :=
⟨label, (mode, register), tapes input output saved⟩
@[simp] private theorem tapes_input (input output saved : List Bool) :
tapes input output saved 0 = input := rfl
@[simp] private theorem tapes_output (input output saved : List Bool) :
tapes input output saved 1 = output := rfl
@[simp] private theorem tapes_saved (input output saved : List Bool) :
tapes input output saved 2 = saved := rfl
private theorem update_input (input output saved replacement : List Bool) :
Function.update (tapes input output saved) 0 replacement =
tapes replacement output saved := by
funext k
fin_cases k <;> rfl
private theorem update_output (input output saved replacement : List Bool) :
Function.update (tapes input output saved) 1 replacement =
tapes input replacement saved := by
funext k
fin_cases k <;> rfl
private theorem update_saved (input output saved replacement : List Bool) :
Function.update (tapes input output saved) 2 replacement =
tapes input output replacement := by
funext k
fin_cases k <;> rfl
theorem step_scan_empty (kind : Kind) (output saved : List Bool)
(mode : Mode) (register : Option Bool) :
(machine kind).step (cfg kind (some .scan) [] output saved mode register) =
some (cfg kind (some .restore) [] output saved mode) := by
change some (TM2.stepAux (instruction kind .scan) _ _) = _
simp [instruction, cfg, TM2.stepAux, update_input]
all_goals rfl
theorem step_scan_cons (kind : Kind) (bit : Bool) (input output saved : List Bool)
(mode : Mode) (register : Option Bool) :
(machine kind).step (cfg kind (some .scan) (bit :: input) output saved mode register) =
some (cfg kind (some .scan) input output (bit :: saved) (nextMode mode bit)) := by
change some (TM2.stepAux (instruction kind .scan) _ _) = _
simp [instruction, cfg, TM2.stepAux, update_input, update_saved]
all_goals rfl
theorem scanTrace (kind : Kind) (input output saved : List Bool)
(mode : Mode) (register : Option Bool) :
(advance (machine kind).step)^[input.length + 1]
(some (cfg kind (some .scan) input output saved mode register)) =
some (cfg kind (some .restore) [] output (input.reverse ++ saved) (run mode input)) := by
induction input generalizing saved mode register with
| nil =>
simpa only [List.length_nil, Nat.zero_add, Function.iterate_one,
advance_some, run, List.reverse_nil, List.nil_append] using
step_scan_empty kind output saved mode register
| cons bit input ih =>
rw [List.length_cons, Function.iterate_succ_apply]
simp only [advance_some]
rw [step_scan_cons]
simpa only [run, List.reverse_cons, List.append_assoc, List.singleton_append] using
ih (bit :: saved) (nextMode mode bit) none
theorem restoreTrace (kind : Kind) (saved output : List Bool)
(mode : Mode) (register : Option Bool) :
(advance (machine kind).step)^[saved.length + 1]
(some (cfg kind (some .restore) [] output saved mode register)) =
some (cfg kind (some .finish) [] (saved.reverse ++ output) [] mode) := by
change (nextAt (1 : Fin 3) (instruction kind))^[saved.length + 1]
(some ⟨some .restore, (mode, register), tapes [] output saved⟩) =
some ⟨some .finish, (mode, none), tapes [] (saved.reverse ++ output) []⟩
have trace := transferAt_steps (2 : Fin 3) 1 (by decide) id false .restore (some .finish)
(instruction kind) rfl (tapes [] [] []) saved output mode register
simpa only [tapesAt, update_saved, update_output, List.map_id_fun, id_eq] using trace
theorem step_finish (kind : Kind) (output : List Bool) (mode : Mode)
(register : Option Bool) :
(machine kind).step (cfg kind (some .finish) [] output [] mode register) =
some (cfg kind none [] (decide (mode = .done) :: output) [] (start kind)) := by
change some (TM2.stepAux (instruction kind .finish) _ _) = _
simp [instruction, cfg, TM2.stepAux, update_output]
all_goals rfl
private theorem joinTrace {X : Type*} {f : X → X} {a b c : X} {n m : Nat}
(first : f^[n] a = b) (second : f^[m] b = c) : f^[n + m] a = c := by
rw [Nat.add_comm, Function.iterate_add_apply, first, second]
theorem rawTrace (kind : Kind) (input : List Bool) :
(advance (machine kind).step)^[2 * input.length + 3]
(some (cfg kind (some .scan) input [] [] (start kind))) =
some (cfg kind none [] (accepts kind input :: input) [] (start kind)) := by
have first := scanTrace kind input [] [] (start kind) none
simp only [List.append_nil] at first
have second := restoreTrace kind input.reverse [] (run (start kind) input) none
simp only [List.length_reverse, List.reverse_reverse, List.append_nil] at second
have third : (advance (machine kind).step)^[1]
(some (cfg kind (some .finish) [] input [] (run (start kind) input))) =
some (cfg kind none [] (accepts kind input :: input) [] (start kind)) := by
simpa only [Function.iterate_one, advance_some, accepts] using
step_finish kind input (run (start kind) input) none
have time : 2 * input.length + 3 = (input.length + 1) + (input.length + 1) + 1 := by omega
rw [time]
exact joinTrace (joinTrace first second) third
theorem initList_eq (kind : Kind) (input : List Bool) :
initList (machine kind) input = cfg kind (some .scan) input [] [] (start kind) := by
unfold initList cfg
congr 1
funext k
fin_cases k <;> rfl
theorem haltList_eq (kind : Kind) (output : List Bool) :
haltList (machine kind) output = cfg kind none [] output [] (start kind) := by
unfold haltList cfg
congr 1
funext k
fin_cases k <;> rfl
theorem totalTrace (kind : Kind) (input : List Bool) :
(advance (machine kind).step)^[2 * input.length + 3]
(some (initList (machine kind) input)) =
some (haltList (machine kind) (decodeAccepts kind input :: input)) := by
rw [initList_eq, haltList_eq]
simpa only [accepts_eq_decode] using rawTrace kind input
def outputsInTime (kind : Kind) (input : List Bool) :
TM2OutputsInTime (machine kind) input (some (decodeAccepts kind input :: input))
(2 * input.length + 3) where
steps := 2 * input.length + 3
evals_in_steps := totalTrace kind input
steps_le_m := Nat.le_refl _
noncomputable def computableInPolyTime (kind : Kind) :
TM2ComputableInPolyTime (id : List Bool → List Bool) (id : List Bool → List Bool)
(fun input => decodeAccepts kind input :: input) where
tm := machine kind
inputAlphabet := Equiv.refl Bool
outputAlphabet := Equiv.refl Bool
time := 2 * Polynomial.X + 3
outputsFun input := by
change TM2OutputsInTime (machine kind) (input.map id)
(some ((decodeAccepts kind input :: input).map id))
((2 * Polynomial.X + 3 : Polynomial Nat).eval input.length)
simpa only [List.map_id_fun, id_eq, Polynomial.eval_add, Polynomial.eval_mul,
Polynomial.eval_X, Polynomial.eval_ofNat] using outputsInTime kind input
theorem machine_finiteAlphabet (kind : Kind) (k : (machine kind).K) :
Finite ((machine kind).Γ k) := by
change Finite Bool
infer_instance
theorem computation_finiteAlphabet (kind : Kind) :
MachineFiniteAlphabet.FiniteAlphabet (computableInPolyTime kind).tm :=
machine_finiteAlphabet kind
end BinPackingGap.ExtensionShapeMachine
end OAI