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Stage 1 + 2: RegexParser + ASTBuilder
RegexParser: raw input → token stream with intent signals
Strips dangerous payload tokens BEFORE they enter the AST.
ASTBuilder: token stream → INVERTED AST
Tree is inverted so:
- Structural intent nodes (CODE_INTENT, QUERY_INTENT, CONSTRAINT)
are interior nodes with HIGH routing weight
- Literal payload nodes (WORD, PATH_REF, NUMBER, FUNCTION_REF)
are leaves with LOW routing weight (they don't drive routing)
This means dangerous literals (rm, shell, execute, paths)
CANNOT propagate routing signal upward — they're dead leaves.
Payload elimination rules:
1. BLOCKLIST_EXACT — known dangerous exact tokens → dropped entirely
2. BLOCKLIST_PATTERN — dangerous patterns (shell ops, path traversal) → dropped
3. PAYLOAD_TYPES — token types that become zero-weight leaves in AST
4. Inverted tree — payload leaves cannot influence parent routing weights
"""
from __future__ import annotations
import re
from dataclasses import dataclass, field
from typing import Any
# ==========================================
# Payload blocklists
# ==========================================
# Exact tokens that are always stripped — never enter the AST
BLOCKLIST_EXACT: frozenset[str] = frozenset({
# Shell destructive ops
"rm", "rf", "sudo", "chmod", "chown", "kill", "pkill", "killall",
"mkfs", "dd", "shred", "truncate", "fdisk", "parted",
# Code injection / eval
"eval", "exec", "execfile", "compile", "__import__",
"subprocess", "popen", "spawn", "system",
# Network exfil
"curl", "wget", "nc", "netcat", "nmap", "telnet", "ftp",
# Privilege escalation
"su", "passwd", "useradd", "userdel", "visudo",
# Path traversal tokens
"..", "~",
})
# Regex patterns that flag a token as dangerous → stripped
BLOCKLIST_PATTERNS: list[re.Pattern] = [
re.compile(r"^\.\./"), # path traversal
re.compile(r"^/etc/"), # system paths
re.compile(r"^/proc/"),
re.compile(r"^/sys/"),
re.compile(r"^/dev/"),
re.compile(r";.*$"), # command chaining
re.compile(r"\|\s*\w"), # pipe injection
re.compile(r"&&|\|\|"), # logical chain
re.compile(r"`[^`]+`"), # backtick execution
re.compile(r"\$\([^)]+\)"), # command substitution
re.compile(r"0x[0-9a-fA-F]{4,}"), # hex shellcode
# XXE / XML injection — if AST ever gets XML tag parsing,
# these patterns prevent external entity expansion attacks
re.compile(r"<!ENTITY", re.IGNORECASE), # XXE entity declaration
re.compile(r"<!DOCTYPE", re.IGNORECASE), # DTD injection
re.compile(r"SYSTEM\s+[\"']", re.IGNORECASE), # SYSTEM identifier
re.compile(r"PUBLIC\s+[\"']", re.IGNORECASE), # PUBLIC identifier
re.compile(r"file://"), # local file URI
re.compile(r"jar://"), # JAR URI
re.compile(r"php://"), # PHP wrapper
re.compile(r"data:text/"), # data URI injection
]
# Token types that become PAYLOAD leaves in the AST (zero routing weight)
# These nodes exist in the tree for traceability but cannot drive routing
PAYLOAD_TYPES: frozenset[str] = frozenset({
"WORD", "NUMBER", "PATH_REF", "FUNCTION_REF",
})
# Token types that are STRUCTURAL (drive routing)
STRUCTURAL_TYPES: frozenset[str] = frozenset({
"CODE_INTENT", "QUERY_INTENT", "CONSTRAINT", "OPERATOR",
"LANGUAGE", "ENTITY",
})
# ==========================================
# Token patterns
# ==========================================
TOKEN_PATTERNS: list[tuple[str, str]] = [
("CODE_INTENT", r"\b(write|implement|create|build|generate|fix|debug|refactor)\b"),
("QUERY_INTENT", r"\b(what|how|why|when|where|explain|describe|list|show)\b"),
("CONSTRAINT", r"\b(must|should|only|never|always|require|ensure|without)\b"),
("OPERATOR", r"\b(and|or|not|if|then|else|given|when|unless)\b"),
("LANGUAGE", r"\b(python|rust|c\+\+|javascript|typescript|haskell|lean|coq|sql)\b"),
("ENTITY", r"\b([A-Z][a-zA-Z0-9]+(?:Manager|Engine|Service|Handler|Parser|Builder|Observer))\b"),
("FUNCTION_REF", r"\b[a-z_][a-z0-9_]*\(\)"),
("PATH_REF", r"[a-zA-Z0-9_/\\.-]+\.[a-zA-Z]{1,6}"),
("NUMBER", r"\b\d+(?:\.\d+)?\b"),
("WORD", r"\b[a-zA-Z_][a-zA-Z0-9_]*\b"),
]
_COMPILED = [(name, re.compile(pat, re.IGNORECASE)) for name, pat in TOKEN_PATTERNS]
# ==========================================
# Data structures
# ==========================================
@dataclass
class Token:
type: str
value: str
start: int
end: int
confidence: float = 1.0
is_payload: bool = False # True = literal leaf, does not drive routing
stripped: bool = False # True = was blocked, not in AST at all
@dataclass
class ASTNode:
id: int
type: str
value: str
confidence: float # 0 for payload leaves, >0 for structural nodes
routing_weight: float # contribution to routing (0 for payloads)
span: tuple[int, int]
children: list[ASTNode] = field(default_factory=list)
metadata: dict[str, Any] = field(default_factory=dict)
is_payload: bool = False # payload leaf = does not influence routing
@dataclass
class ParseResult:
tokens: list[Token]
stripped_tokens: list[Token] # tokens removed by payload filter
ast_root: ASTNode
intent: str
confidence: float
signals: dict[str, float]
payload_blocked: int # count of stripped tokens
# ==========================================
# Stage 1: RegexParser with payload strip
# ==========================================
class RegexParser:
"""
Stage 1: Tokenize and strip dangerous payloads.
Two-pass:
Pass 1: tokenize raw input
Pass 2: filter each token through blocklist
→ blocked tokens go into stripped_tokens list
→ clean tokens proceed to ASTBuilder
"""
def parse(self, text: str) -> tuple[list[Token], list[Token]]:
"""
Returns (clean_tokens, stripped_tokens).
clean_tokens → safe to enter AST
stripped_tokens → blocked payloads (logged, not processed)
"""
raw_tokens = self._tokenize(text)
clean: list[Token] = []
stripped: list[Token] = []
for tok in raw_tokens:
if self._is_blocked(tok.value):
tok.stripped = True
stripped.append(tok)
else:
if tok.type in PAYLOAD_TYPES:
tok.is_payload = True
clean.append(tok)
return clean, stripped
def _tokenize(self, text: str) -> list[Token]:
tokens: list[Token] = []
pos = 0
while pos < len(text):
if text[pos].isspace():
pos += 1
continue
matched = False
for token_type, pattern in _COMPILED:
m = pattern.match(text, pos)
if m:
tokens.append(Token(
type=token_type,
value=m.group(0),
start=m.start(),
end=m.end(),
confidence=1.0
))
pos = m.end()
matched = True
break
if not matched:
pos += 1
return tokens
def _is_blocked(self, value: str) -> bool:
lower = value.lower()
# Exact blocklist
if lower in BLOCKLIST_EXACT:
return True
# Pattern blocklist
for pattern in BLOCKLIST_PATTERNS:
if pattern.search(value):
return True
return False
def extract_signals(self, tokens: list[Token]) -> dict[str, float]:
"""
Extract routing signals from STRUCTURAL tokens only.
Payload tokens are excluded from signal computation —
they cannot inflate or deflate routing weights.
"""
structural = [t for t in tokens if not t.is_payload and not t.stripped]
total = len(structural) or 1
type_counts: dict[str, int] = {}
for tok in structural:
type_counts[tok.type] = type_counts.get(tok.type, 0) + 1
return {
"code_signal": type_counts.get("CODE_INTENT", 0) / total,
"query_signal": type_counts.get("QUERY_INTENT", 0) / total,
"constraint_signal": type_counts.get("CONSTRAINT", 0) / total,
"operator_signal": type_counts.get("OPERATOR", 0) / total,
"language_signal": type_counts.get("LANGUAGE", 0) / total,
"entity_signal": type_counts.get("ENTITY", 0) / total,
}
# ==========================================
# Stage 2: ASTBuilder — inverted tree
# ==========================================
class ASTBuilder:
"""
Stage 2: Build INVERTED AST from clean token stream.
Inverted tree structure:
ROOT (intent)
└── STRUCTURAL nodes (CODE_INTENT, CONSTRAINT, etc.) ← routing weight 1.0
└── PAYLOAD leaves (WORD, PATH_REF, etc.) ← routing weight 0.0
Key invariant:
Routing weight flows DOWNWARD only.
Payload leaves CANNOT propagate weight back to parent nodes.
The symbolic graph respects this: edges from payload→structural have weight 0.
Only structural→structural and structural→payload edges carry weight.
Why "inverted":
Normal NLP parse trees put literals at leaves and abstract nodes at root.
We go further — we explicitly zero-weight the leaves so they cannot
influence the routing decision even if they appear in the graph.
Dangerous tokens (rm, shell) become inert leaves with routing_weight=0.
"""
def __init__(self):
self._id_counter = 0
def _next_id(self) -> int:
self._id_counter += 1
return self._id_counter
def build(self, tokens: list[Token], signals: dict[str, float]) -> ASTNode:
intent = self._classify_intent(signals)
root = ASTNode(
id=self._next_id(),
type="ROOT",
value=intent,
confidence=max(signals.values()) if signals else 0.5,
routing_weight=1.0,
span=(0, 0),
metadata={"signals": signals}
)
current_structural: ASTNode | None = None
for tok in tokens:
if tok.stripped:
continue # already blocked
is_payload = tok.type in PAYLOAD_TYPES
node = ASTNode(
id=self._next_id(),
type=tok.type,
value=tok.value,
# Payload leaves get ZERO confidence and routing_weight
confidence=0.0 if is_payload else tok.confidence,
routing_weight=0.0 if is_payload else 1.0,
span=(tok.start, tok.end),
is_payload=is_payload,
metadata={"is_payload": is_payload}
)
if tok.type in ("CODE_INTENT", "QUERY_INTENT"):
root.children.append(node)
current_structural = node
elif tok.type == "CONSTRAINT":
node.metadata["is_constraint"] = True
target = current_structural if current_structural else root
target.children.append(node)
elif tok.type == "OPERATOR":
node.metadata["is_operator"] = True
target = current_structural if current_structural else root
target.children.append(node)
elif tok.type in ("LANGUAGE", "ENTITY"):
# Structural modifiers — attach to current action, non-zero weight
target = current_structural if current_structural else root
target.children.append(node)
else:
# PAYLOAD leaf — attach as inert child
node.is_payload = True
node.routing_weight = 0.0
node.confidence = 0.0
target = current_structural if current_structural else root
target.children.append(node)
return root
def _classify_intent(self, signals: dict[str, float]) -> str:
code_w = signals.get("code_signal", 0)
query_w = signals.get("query_signal", 0)
constraint_w = signals.get("constraint_signal", 0)
if code_w > query_w and code_w > constraint_w:
return "code"
elif query_w > code_w and query_w > constraint_w:
return "query"
elif constraint_w > 0.1:
return "constraint"
else:
return "mixed"
def full_parse(self, text: str) -> ParseResult:
parser = RegexParser()
clean_tokens, stripped_tokens = parser.parse(text)
signals = parser.extract_signals(clean_tokens)
ast_root = self.build(clean_tokens, signals)
intent = ast_root.value
confidence = sum(signals.values()) / max(len(signals), 1)
return ParseResult(
tokens=clean_tokens,
stripped_tokens=stripped_tokens,
ast_root=ast_root,
intent=intent,
confidence=confidence,
signals=signals,
payload_blocked=len(stripped_tokens)
)
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