aprender-orchestrate 0.31.2

Sovereign AI orchestration: autonomous agents, ML serving, code analysis, and transpilation pipelines
Documentation
metadata:
  version: "1.0.0"
  author: "Sovereign AI Stack"
  description: "Tokenization contract for orchestrated code analysis and mutation targeting"
  crate: "batuta"
  references:
    - "Sennrich, Haddow & Birch (2016) Neural Machine Translation of Rare Words with Subword Units"
    - "Kudo & Richardson (2018) SentencePiece: A simple and language independent subword tokenizer"

equations:
  tokenize_source:
    formula: "tokenize(source) = [token_1, ..., token_n] where tokens cover source completely"
    domain: "source in String, source.len() > 0"
    invariants:
      - "Concatenation of tokens reconstructs original source"
      - "No token is empty"
      - "Token count > 0 for non-empty input"
  token_span:
    formula: "span(token_i) = (start_i, end_i) where start_i >= 0 and end_i <= source.len()"
    domain: "token_i in TokenStream"
    invariants:
      - "start_i < end_i (non-zero width)"
      - "start_{i+1} >= end_i (non-overlapping)"
      - "start_0 == 0 and end_n == source.len() (complete coverage)"
  token_frequency:
    formula: "tf(t, src) = count(t in tokenize(src)) / |tokenize(src)|"
    domain: "t in Token, src in String"
    invariants:
      - "0 < tf <= 1.0 for tokens present in source"

proof_obligations:
  - type: invariant
    property: "Complete coverage"
    formal: "join(tokenize(source)) == source"
    applies_to: all
  - type: invariant
    property: "Non-empty tokens"
    formal: "forall t in tokenize(source): t.len() > 0"
    applies_to: all
  - type: invariant
    property: "Non-overlapping spans"
    formal: "forall i: span(token_{i+1}).start >= span(token_i).end"
    applies_to: all

falsification_tests:
  - id: FALSIFY-BTOK-001
    rule: "Complete coverage"
    test: "test_P2B_tokenize_heuristic_fallback"
    prediction: "verified"
    if_fails: "Tokenizer drops characters from source"
  - id: FALSIFY-BTOK-002
    rule: "Non-empty tokens"
    test: "test_P1_tokenize_endpoint"
    prediction: "verified"
    if_fails: "Tokenizer produces zero-width tokens"
  - id: FALSIFY-BTOK-003
    rule: "Non-overlapping spans"
    test: "test_grid_layout_no_overlaps"
    prediction: "verified"
    if_fails: "Token spans overlap"

kani_harnesses:
  - id: KANI-BTOK-001
    obligation: PO-BTOK-001
    property: "Complete coverage"
    bound: 8
    strategy: bounded_int
    harness: verify_tokenize_coverage
  - id: KANI-BTOK-002
    obligation: PO-BTOK-002
    property: "Non-empty tokens"
    bound: 8
    strategy: bounded_int
    harness: verify_tokenize_non_empty

qa_gate:
  id: QA-BTOKENIZE
  name: "tokenize contract"
  min_coverage: 0.90
  max_complexity: 20
  required_tests:
    - test_P2B_tokenize_heuristic_fallback
    - test_tokenize_no_empty_tokens
    - test_tokenize_non_overlapping