import OAI.Combinatorics.LowSpaceSubsetSum.Streams.Trie namespace OAI /-! # Streaming construction of a hard-capacity dictionary The input is a list of occurrences; equal keys are tested and skipped. The builder stops at the first new key beyond capacity. Its tree includes the possibly allocated rejected key, as in the manuscript's implementation. No Cartesian product or ambient entry set is stored by this procedure. -/ namespace LowSpaceSubsetSum.BinaryTrie structure BuildResult where tree : Tree overflow : Bool processed : ℕ def tick (r : BuildResult) : BuildResult := { r with processed := r.processed + 1 } def build (C : ℕ) (t : Tree) : List (List Bool) → BuildResult | [] => ⟨t, false, 0⟩ | key :: rest => if contains t key then tick (build C t rest) else let next := insert t key if C < entries next then ⟨next, true, 1⟩ else tick (build C next rest) theorem build_processed_le (C : ℕ) (t : Tree) (keys : List (List Bool)) : (build C t keys).processed ≤ keys.length := by induction keys generalizing t with | nil => simp [build] | cons key rest ih => simp only [build] split · simpa [tick] using Nat.add_le_add_right (ih t) 1 · split · simp · simpa [tick] using Nat.add_le_add_right (ih (insert t key)) 1 theorem build_hasWidth {C width : ℕ} {t : Tree} {keys : List (List Bool)} (ht : HasWidth t width) (hk : ∀ key ∈ keys, key.length = width) : HasWidth (build C t keys).tree width := by induction keys generalizing t with | nil => exact ht | cons key rest ih => have hkey := hk key (by simp) have hrest : ∀ k ∈ rest, k.length = width := by intro k h exact hk k (by simp [h]) simp only [build] split · exact ih ht hrest · split · exact insert_hasWidth ht hkey · exact ih (insert_hasWidth ht hkey) hrest theorem build_compact {C : ℕ} {t : Tree} (ht : Compact t) (keys : List (List Bool)) : Compact (build C t keys).tree := by induction keys generalizing t with | nil => exact ht | cons key rest ih => simp only [build] split · exact ih ht · split · exact insert_compact ht key · exact ih (insert_compact ht key) /-- The capacity is respected on every outcome, including overflow and early termination. At most one extra key has been allocated. -/ theorem build_entries_le {C width : ℕ} {t : Tree} {keys : List (List Bool)} (ht : HasWidth t width) (hk : ∀ key ∈ keys, key.length = width) (hcap : entries t ≤ C) : entries (build C t keys).tree ≤ C + 1 := by induction keys generalizing t with | nil => simpa [build] using hcap.trans (Nat.le_succ C) | cons key rest ih => have hkey := hk key (by simp) have hrest : ∀ k ∈ rest, k.length = width := by intro k h exact hk k (by simp [h]) have he := entries_insert ht hkey simp only [build] split · exact ih ht hrest hcap · rename_i hnew have hnew' : contains t key = false := Bool.eq_false_iff.mpr hnew rw [hnew'] at he simp only [Bool.false_eq_true, ↓reduceIte] at he split · simpa using (show entries (insert t key) ≤ C + 1 by omega) · rename_i hfit exact ih (insert_hasWidth ht hkey) hrest (by omega) theorem build_overflow_entries {C width : ℕ} {t : Tree} {keys : List (List Bool)} (ht : HasWidth t width) (hk : ∀ key ∈ keys, key.length = width) (hcap : entries t ≤ C) (hov : (build C t keys).overflow = true) : entries (build C t keys).tree = C + 1 := by induction keys generalizing t with | nil => simp [build] at hov | cons key rest ih => have hkey := hk key (by simp) have hrest : ∀ k ∈ rest, k.length = width := by intro k h exact hk k (by simp [h]) have he := entries_insert ht hkey by_cases hdup : contains t key = true · simp only [build, hdup, ↓reduceIte, tick] at hov ⊢ exact ih ht hrest hcap hov · have hnew : contains t key = false := Bool.eq_false_iff.mpr hdup rw [hnew] at he simp only [Bool.false_eq_true, ↓reduceIte] at he by_cases hover : C < entries (insert t key) · simp only [build, hnew, Bool.false_eq_true, ↓reduceIte, hover] omega · simp only [build, hnew, Bool.false_eq_true, ↓reduceIte, hover, tick] at hov ⊢ exact ih (insert_hasWidth ht hkey) hrest (by omega) hov /-- A completed build retains exactly the original keys and the input keys, regardless of how many duplicate occurrences were streamed. -/ theorem build_complete_contains_iff {C width : ℕ} {t : Tree} {keys : List (List Bool)} (ht : HasWidth t width) (hk : ∀ key ∈ keys, key.length = width) (hcomplete : (build C t keys).overflow = false) {query : List Bool} (hq : query.length = width) : contains (build C t keys).tree query = true ↔ contains t query = true ∨ query ∈ keys := by induction keys generalizing t with | nil => simp [build] | cons key rest ih => have hkey := hk key (by simp) have hrest : ∀ k ∈ rest, k.length = width := by intro k h exact hk k (by simp [h]) by_cases hdup : contains t key = true · simp only [build, hdup, ↓reduceIte, tick] at hcomplete ⊢ have hi := ih ht hrest hcomplete have hin : query = key → contains t query = true := by intro heq simpa [heq] using hdup rw [hi, List.mem_cons] tauto · have hnew : contains t key = false := Bool.eq_false_iff.mpr hdup by_cases hover : C < entries (insert t key) · simp [build, hnew, hover] at hcomplete · simp only [build, hnew, Bool.false_eq_true, ↓reduceIte, hover, tick] at hcomplete ⊢ have hi := ih (insert_hasWidth ht hkey) hrest hcomplete rw [hi, contains_insert_iff ht hkey hq, List.mem_cons] tauto /-- Concrete live-trie space, with the first rejected key included. -/ theorem build_nodes_le {C width : ℕ} {t : Tree} {keys : List (List Bool)} (ht : HasWidth t width) (hc : Compact t) (hk : ∀ key ∈ keys, key.length = width) (hcap : entries t ≤ C) : nodes (build C t keys).tree ≤ (width + 1) * (C + 1) := by exact (nodes_le_width_mul_entries (build_hasWidth ht hk) (build_compact hc keys)).trans (Nat.mul_le_mul_left (width + 1) (build_entries_le ht hk hcap)) end LowSpaceSubsetSum.BinaryTrie end OAI