"""askmdb model output contract v1 in Python: the strict parser of the askmdb binary. Mirrors the binary's parser (parse_response) and its stop rule (the generation is cut after the top-level '}'). Standard library plus bson (pymongo). Known differences with the binary (none changes a verdict): - A stage that is not an object with exactly one key is rejected here as invalid_schema; the binary's parser accepts it and the verifier blocks it (B-STAGE-SHAPE). - Repeated keys inside the pipeline: like the binary, they are not a parse error (the verifier blocks them, B-DUP-KEY). The decoded pipeline keeps the last value; use pipeline_has_duplicate_keys(raw) to see them. - libbson reads a few legacy Extended JSON forms that bson.json_util leaves as plain documents (e.g. {"$type": "double"} as a legacy binary). The verifier blocks those anyway. """ import datetime import json import math import re import sys from pathlib import Path from bson import json_util # noqa: E402 from bson.json_util import JSONMode, JSONOptions # noqa: E402 CONTRACT_VERSION = 1 MAX_OUT_TOKENS = 384 # generation cap of the askmdb binary MAX_RAW_BYTES = 8 * 1024 MAX_EXPLANATION_BYTES = 400 MAX_STAGES = 20 KEYS = ("type", "collection", "pipeline", "explanation") TYPES = ("query", "refuse", "unsure") # Relaxed Extended JSON decoded to native BSON types, dates as aware UTC datetimes. JSON_OPTIONS = JSONOptions(json_mode=JSONMode.RELAXED, tz_aware=True, tzinfo=datetime.timezone.utc) _ASCII_WS = " \t\n\r\f\v" # trim_ascii in parser.cpp _TRACKER_WS = " \t\n\r" # JsonTracker: blanks allowed before '{' _INT64_MIN, _INT64_MAX = -(2 ** 63), 2 ** 63 - 1 class _Obj(list): """A JSON object as its ordered (key, value) pairs, so repeated keys stay visible.""" def _reject_constant(name): raise ValueError("invalid constant " + name) def _parse_float(s): v = float(s) if not math.isfinite(v): # nlohmann: out_of_range 406 (e.g. 1e999) raise ValueError("number overflow") return v def _strings(v): """Every string of a parsed value, keys included.""" if isinstance(v, str): yield v elif isinstance(v, _Obj): for k, x in v: yield k yield from _strings(x) elif isinstance(v, list): for x in v: yield from _strings(x) def _has_control(s): """C0, DEL and C1 (U+0080-U+009F), as has_control in parser.cpp.""" return any(ord(c) < 0x20 or 0x7F <= ord(c) <= 0x9F for c in s) def _has_surrogate(s): return any(0xD800 <= ord(c) <= 0xDFFF for c in s) def _nbytes(s): return len(s.encode("utf-8")) def _ints_out_of_range(v): """libbson cannot read integers outside int64.""" if isinstance(v, bool): return False if isinstance(v, int): return not _INT64_MIN <= v <= _INT64_MAX if isinstance(v, _Obj): return any(_ints_out_of_range(x) for _, x in v) if isinstance(v, list): return any(_ints_out_of_range(x) for x in v) return False def _has_dup(v): if isinstance(v, _Obj): keys = [k for k, _ in v] if len(keys) != len(set(keys)): return True return any(_has_dup(x) for _, x in v) if isinstance(v, list): return any(_has_dup(x) for x in v) return False def _load(text): """json.loads with nlohmann's strictness. Raises ValueError on anything nlohmann rejects.""" doc = json.loads(text, object_pairs_hook=_Obj, parse_constant=_reject_constant, parse_float=_parse_float) if any(_has_surrogate(s) for s in _strings(doc)): # lone \uD800: not valid UTF-8 raise ValueError("invalid surrogate") return doc def _decode(v): """Parsed pairs -> native BSON types (relaxed Extended JSON), key order kept, last repeat wins.""" if isinstance(v, _Obj): return json_util.object_pairs_hook([(k, _decode(x)) for k, x in v], JSON_OPTIONS) if isinstance(v, list): return [_decode(x) for x in v] return v def decode_ejson(value): """Relaxed Extended JSON already loaded with json.loads (e.g. a reference pipeline from a JSONL) -> native BSON types. Values that are already native pass through.""" if isinstance(value, dict): return json_util.object_pairs_hook([(k, decode_ejson(x)) for k, x in value.items()], JSON_OPTIONS) if isinstance(value, list): return [decode_ejson(x) for x in value] return value def parse_response(raw): """Strict parser of the model output, same checks and order as parser.cpp. Returns (obj, None) or (None, "invalid_json" | "invalid_schema"). obj has the four keys in order; obj["pipeline"] is decoded to native BSON types (datetime in UTC, ObjectId, Decimal128). """ if not isinstance(raw, str): return None, "invalid_json" try: if _nbytes(raw) > MAX_RAW_BYTES: return None, "invalid_json" except UnicodeEncodeError: return None, "invalid_json" try: doc = _load(raw) except (ValueError, RecursionError): return None, "invalid_json" if not isinstance(doc, _Obj): return None, "invalid_json" if [k for k, _ in doc] != list(KEYS): # repeated, unexpected, out of order or missing return None, "invalid_schema" if any(_has_control(s) for s in _strings(doc)): return None, "invalid_schema" values = dict(doc) kind, collection = values["type"], values["collection"] pipeline, explanation = values["pipeline"], values["explanation"] if not isinstance(kind, str) or not isinstance(collection, str): return None, "invalid_schema" if not isinstance(pipeline, list) or isinstance(pipeline, _Obj): return None, "invalid_schema" if not isinstance(explanation, str): return None, "invalid_schema" if kind == "query": # A stage that is not a one-key object passes, as in parser.cpp: the verifier blocks it # (B-STAGE-SHAPE; see bad_stage_shape). if not collection or not pipeline or len(pipeline) > MAX_STAGES: return None, "invalid_schema" elif kind in ("refuse", "unsure"): if collection or pipeline: return None, "invalid_schema" else: return None, "invalid_schema" if not explanation.strip(_ASCII_WS) or _nbytes(explanation) > MAX_EXPLANATION_BYTES: return None, "invalid_schema" # Step 2 of parser.cpp: what libbson cannot read is invalid_json. if _ints_out_of_range(pipeline): return None, "invalid_json" try: decoded = _decode(pipeline) except Exception: # bad $oid, $date, $numberDecimal...: libbson would not read them either return None, "invalid_json" return {"type": kind, "collection": collection, "pipeline": decoded, "explanation": explanation}, None def bad_stage_shape(pipeline): """True if a stage of a decoded pipeline is not a one-key object (B-STAGE-SHAPE of the verifier). A stage with a repeated key decodes to one key; pipeline_has_duplicate_keys covers it. """ return any(not isinstance(st, dict) or len(st) != 1 for st in pipeline) def pipeline_has_duplicate_keys(raw): """True if any object inside the pipeline of a contract-valid raw output repeats a key. The binary passes them to the verifier, which blocks the query (B-DUP-KEY); the decoded pipeline of parse_response only keeps the last value. """ try: doc = _load(raw) except (ValueError, RecursionError): return False if not isinstance(doc, _Obj): return False return any(k == "pipeline" and _has_dup(v) for k, v in doc) def cut_with_status(text): """JsonTracker over the whole text. Returns (cut, status): "done" cut ends at the '}' that closes the top-level object; "invalid" the first non-blank character is not '{' (cut ends at that character); "incomplete" the object never closes (cut is the whole text). Leading blanks (' ', '\\t', '\\n', '\\r') are kept, as the binary's raw keeps them. Brackets are ignored; braces inside strings do not count. """ depth = 0 in_string = escape = False for i, c in enumerate(text): if depth == 0: if c in _TRACKER_WS: continue if c != "{": return text[:i + 1], "invalid" depth = 1 continue if in_string: if escape: escape = False elif c == "\\": escape = True elif c == '"': in_string = False continue if c == '"': in_string = True elif c == "{": depth += 1 elif c == "}": depth -= 1 if depth == 0: return text[:i + 1], "done" return text, "incomplete" def cut_first_object(text): """The binary's stop rule (json_tracker.hpp): text up to the top-level closing '}'.""" return cut_with_status(text)[0] def to_raw(obj): """Compact contract output: the four keys in order, pipeline in relaxed Extended JSON.""" pipeline = json.loads(json_util.dumps(obj["pipeline"], json_options=json_util.RELAXED_JSON_OPTIONS)) out = {"type": obj["type"], "collection": obj["collection"], "pipeline": pipeline, "explanation": obj["explanation"]} return json.dumps(out, ensure_ascii=False, separators=(",", ":"))