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OracleEngine answers: "Is the structured thinking consistent with the code?"
PatchValidator answers: "Is the patch well-formed, applicable, safe, and meaningful?"
Pipeline (stages):
1. Format β SEARCH/REPLACE blocks, file headers
2. Apply simulation β SEARCH must match source (via simulate_search_replace_patch)
3. Syntax β ast.parse on post-patch text
4. Compile β compile() on each modified module
5. Structure β e.g. empty function bodies, broken control flow heuristics
6. Causal proximity β optional warning if patch files far from failure frontier
Invalid patches must be rejected *before* disk writes; see FlakeForgeEnvironment.step.
"""
from __future__ import annotations
import ast
import builtins
import re
from dataclasses import dataclass, field
from pathlib import Path
from typing import Any, Dict, Iterable, List, Optional, Sequence, Set, Tuple
try:
import libcst as cst
_LIBCST_AVAILABLE = True
except ImportError:
cst = None
_LIBCST_AVAILABLE = False
try:
from server.patch_applier import parse_search_replace_hunks, simulate_search_replace_patch
except ImportError:
try:
from ..server.patch_applier import parse_search_replace_hunks, simulate_search_replace_patch
except ImportError:
from FlakeForge.server.patch_applier import parse_search_replace_hunks, simulate_search_replace_patch
@dataclass
class ValidationResult:
"""Outcome of patch validation (action / code path, not oracle)."""
is_valid: bool
errors: List[str] = field(default_factory=list)
warnings: List[str] = field(default_factory=list)
score: float = 0.0 # 0..1 for reward shaping when is_valid
simulate_result: Dict[str, Any] = field(default_factory=dict)
_SLEEP_PATTERNS = ("time.sleep(", "await asyncio.sleep(", "sleep(")
_SKIP_PATTERNS = ("@pytest.mark.skip", "@unittest.skip", "pytest.skip(")
_FLAKINESS_PATTERNS = (
("flaky_time_sleep", "time.sleep("),
("flaky_asyncio_sleep", "asyncio.sleep("),
("flaky_random_random", "random.random("),
("flaky_datetime_now", "datetime.now("),
("flaky_datetime_utcnow", "datetime.utcnow("),
)
def _normalise_rel(path: str) -> str:
return path.replace("\\", "/").lstrip("./")
def _resolve_claim_location(location: str) -> Tuple[str, str, str]:
"""Return (rel_path, class_name, function_or_entity) from claim.location."""
if "::" not in location:
return _normalise_rel(location), "", ""
file_part, qual = location.split("::", 1)
bits = qual.rsplit(".", 1)
if len(bits) == 2:
return _normalise_rel(file_part), bits[0], bits[1]
return _normalise_rel(file_part), "", qual
def _claim_value(claim: Any, name: str, default: str = "") -> str:
if isinstance(claim, dict):
value = claim.get(name, default)
else:
value = getattr(claim, name, default)
return str(value or "")
def _find_source_key(path: str, source_map: Dict[str, str]) -> Optional[str]:
path = _normalise_rel(path)
if path in source_map:
return path
base = Path(path).name
for key in source_map:
if Path(key).name == base:
return key
return None
def _node_text(source: str, node: ast.AST) -> str:
if not hasattr(node, "lineno"):
return ""
lines = source.splitlines()
start = max(int(node.lineno) - 1, 0)
end = int(getattr(node, "end_lineno", node.lineno))
return "\n".join(lines[start:end])
def _find_entity_node(tree: ast.AST, entity: str, class_name: str = "") -> Optional[ast.AST]:
if not entity:
return None
for node in ast.walk(tree):
if isinstance(node, ast.ClassDef) and class_name and node.name == class_name:
for child in node.body:
if isinstance(child, (ast.FunctionDef, ast.AsyncFunctionDef)) and child.name == entity:
return child
if not class_name and isinstance(node, (ast.FunctionDef, ast.AsyncFunctionDef, ast.ClassDef)):
if node.name == entity:
return node
return None
def _decorator_contains(node: ast.AST, token: str) -> bool:
if not isinstance(node, (ast.FunctionDef, ast.AsyncFunctionDef, ast.ClassDef)):
return False
for dec in getattr(node, "decorator_list", []):
if token in ast.unparse(dec):
return True
return False
def _added_lines_for_hunks(hunks: Sequence[Any]) -> List[str]:
"""Return approximate added lines, enough for anti-hack/flakiness checks."""
added: List[str] = []
for hunk in hunks:
search_counts: Dict[str, int] = {}
for line in hunk.search_text.splitlines():
search_counts[line] = search_counts.get(line, 0) + 1
for line in hunk.replace_text.splitlines():
count = search_counts.get(line, 0)
if count:
search_counts[line] = count - 1
else:
added.append(line)
return added
def _added_lines_from_diff(diff_text: str) -> List[str]:
"""Return real added lines from a unified diff, ignoring file/hunk headers."""
added: List[str] = []
for line in (diff_text or "").splitlines():
if not line.startswith("+"):
continue
if line.startswith("+++") or line.startswith("+@@"):
continue
added.append(line[1:])
return added
def _hard_anti_hack_errors(hunks: Sequence[Any]) -> List[str]:
errors: List[str] = []
for hunk in hunks:
search_lower = hunk.search_text.lower()
replace_lower = hunk.replace_text.lower()
if len(re.findall(r"\bassert\b", replace_lower)) < len(re.findall(r"\bassert\b", search_lower)):
errors.append("anti_hack_assertion_deletion")
for pattern in _SLEEP_PATTERNS:
if replace_lower.count(pattern) > search_lower.count(pattern):
errors.append("anti_hack_sleep_injection")
break
for pattern in _SKIP_PATTERNS:
if replace_lower.count(pattern) > search_lower.count(pattern):
errors.append("anti_hack_test_skip")
break
introduced = "\n".join(_added_lines_for_hunks([hunk]))
if re.search(r"except\s*(?:Exception)?\s*:\s*(?:\n\s*)?pass\b", introduced):
errors.append("anti_hack_exception_swallowing")
return sorted(set(errors))
def _structural_issues(tree: ast.AST, rel_path: str) -> List[str]:
"""Detect obviously broken structure (empty bodies, etc.)."""
issues: List[str] = []
for node in ast.walk(tree):
if isinstance(node, (ast.FunctionDef, ast.AsyncFunctionDef)):
if len(node.body) == 0:
issues.append(f"{rel_path}: empty body for function {node.name!r}")
if isinstance(node, ast.ClassDef):
if len(node.body) == 0:
issues.append(f"{rel_path}: empty class body for {node.name!r}")
return issues
def _causal_proximity_warnings(
modified_rel_paths: List[str],
failure_frontier: str,
call_chain: Optional[List[str]],
) -> List[str]:
"""Warn when patched files are far from the failure frontier (mirrors reward signal)."""
if not modified_rel_paths or not failure_frontier:
return []
frontier_file = failure_frontier.split(":")[0] if ":" in failure_frontier else failure_frontier
frontier_name = Path(frontier_file.replace("\\", "/")).name
hit = False
for rel in modified_rel_paths:
if Path(rel.replace("\\", "/")).name == frontier_name:
hit = True
break
pf_name = Path(rel.replace("\\", "/")).name.replace(".py", "")
if call_chain:
for frame in call_chain:
if pf_name in frame:
hit = True
break
if hit:
break
if not hit:
return [
f"patch targets {modified_rel_paths} but failure frontier is {failure_frontier!r} "
"(may be a workaround, not a localised fix)",
]
return []
def _defined_names(tree: ast.AST) -> Set[str]:
names: Set[str] = set(dir(builtins))
for node in ast.walk(tree):
if isinstance(node, ast.Import):
for alias in node.names:
names.add((alias.asname or alias.name.split(".")[0]))
elif isinstance(node, ast.ImportFrom):
for alias in node.names:
if alias.name != "*":
names.add(alias.asname or alias.name)
elif isinstance(node, (ast.FunctionDef, ast.AsyncFunctionDef, ast.ClassDef)):
names.add(node.name)
if isinstance(node, (ast.FunctionDef, ast.AsyncFunctionDef)):
for arg in node.args.args:
names.add(arg.arg)
elif isinstance(node, ast.Assign):
for target in node.targets:
names.update(_target_names(target))
elif isinstance(node, ast.AnnAssign):
names.update(_target_names(node.target))
elif isinstance(node, ast.For):
names.update(_target_names(node.target))
elif isinstance(node, (ast.With, ast.AsyncWith)):
for item in node.items:
if item.optional_vars is not None:
names.update(_target_names(item.optional_vars))
return names
def _target_names(target: ast.AST) -> Set[str]:
if isinstance(target, ast.Name):
return {target.id}
if isinstance(target, (ast.Tuple, ast.List)):
out: Set[str] = set()
for elt in target.elts:
out.update(_target_names(elt))
return out
return set()
def _introduced_name_errors(src: str, added_lines: Sequence[str], rel: str) -> List[str]:
"""Catch common undefined names introduced by flaky-fix patches."""
try:
tree = ast.parse(src)
except SyntaxError:
return []
available = _defined_names(tree)
text = "\n".join(added_lines)
candidates = {
"threading", "asyncio", "pytest", "random", "datetime", "time",
"Lock", "RLock", "Semaphore", "Event",
}
errors: List[str] = []
for name in sorted(candidates):
if not re.search(rf"\b{re.escape(name)}\b", text):
continue
if name in available:
continue
# Attribute access like threading.Lock requires the module name. Bare
# RLock requires a direct import or definition.
errors.append(f"undefined_name: {name} in {rel}")
return errors
def _libcst_errors(src: str, rel: str) -> List[str]:
if not _LIBCST_AVAILABLE or cst is None:
return []
try:
module = cst.parse_module(src)
except Exception as exc:
return [f"libcst_parse_error in {rel}: {exc}"]
try:
if module.code != src:
return [f"libcst_roundtrip_mismatch in {rel}"]
except Exception as exc:
return [f"libcst_roundtrip_error in {rel}: {exc}"]
return []
def _reasoning_alignment_errors(
claims: Optional[Sequence[Any]],
original_sources: Dict[str, str],
modified_sources: Dict[str, str],
) -> List[str]:
if not claims:
return []
errors: List[str] = []
for claim in claims:
location = _claim_value(claim, "location")
category = _claim_value(claim, "category")
entity = _claim_value(claim, "entity")
reason = _claim_value(claim, "reason").lower()
file_path, class_name, func_name = _resolve_claim_location(location)
target_entity = func_name or entity
key = _find_source_key(file_path, modified_sources)
if key is None:
errors.append(
f"reasoning_action_misalignment: claim targets {file_path or '<unknown>'} "
"but patch modifies different files"
)
continue
pre = original_sources.get(key, "")
post = modified_sources.get(key, "")
try:
pre_tree = ast.parse(pre) if pre else None
post_tree = ast.parse(post) if post else None
except SyntaxError:
continue
if target_entity and pre_tree is not None and post_tree is not None:
pre_node = _find_entity_node(pre_tree, target_entity, class_name)
post_node = _find_entity_node(post_tree, target_entity, class_name)
if pre_node is not None and post_node is not None:
if _node_text(pre, pre_node) == _node_text(post, post_node):
errors.append(
f"reasoning_action_misalignment: claim targets {key}::{target_entity} "
"but that entity was not changed"
)
if category == "module_cache_pollution":
if _decorator_contains(post_node, "lru_cache") or _decorator_contains(post_node, "cache"):
errors.append(
f"reasoning_action_misalignment: cache decorator still present on {key}::{target_entity}"
)
post_node_text = _node_text(post, post_node)
uses_sync_primitive = bool(
re.search(r"\b(Lock|RLock|Semaphore|Event)\b", post_node_text)
or re.search(r"\bwith\s+[\w.]*_(?:lock|rlock|semaphore|event)\s*:", post_node_text)
or re.search(r"\bwith\s+[\w.]*\.(?:lock|rlock|semaphore|event)\s*:", post_node_text)
or re.search(r"\b(?:acquire|release)\s*\(", post_node_text)
)
if ("lock" in reason or "semaphore" in reason) and not uses_sync_primitive:
errors.append(
f"reasoning_action_misalignment: claim mentions synchronization "
f"but {key}::{target_entity} does not use a sync primitive"
)
elif pre_node is not None and post_node is None:
errors.append(
f"reasoning_action_misalignment: claim target {key}::{target_entity} was removed"
)
return sorted(set(errors))
def _flakiness_smell_errors(added_lines: Sequence[str]) -> Tuple[List[str], List[str]]:
text = "\n".join(added_lines)
errors: List[str] = []
warnings: List[str] = []
for code, pattern in _FLAKINESS_PATTERNS:
if pattern in text:
errors.append(code)
# New module-level mutable/global-ish assignments are a flaky-test smell.
for line in added_lines:
stripped = line.strip()
if not stripped or line[:1].isspace():
continue
if re.match(r"^[A-Z_a-z]\w*\s*=\s*(\[\]|\{\}|set\(\)|dict\(\)|list\(\))", stripped):
errors.append("flaky_global_mutable_assignment")
if re.search(r"@\s*(?:functools\.)?lru_cache\b", text) or "lru_cache(" in text:
warnings.append("potential_new_cache_pollution")
return sorted(set(errors)), sorted(set(warnings))
def _idempotency_issues(
repo_path: Path,
patch_text: str,
default_target: Optional[str],
modified_sources: Dict[str, str],
) -> Tuple[List[str], List[str]]:
second = simulate_search_replace_patch(
repo_path,
patch_text,
default_target=default_target,
pre_sources=modified_sources,
)
if not second.get("success"):
return [], [f"non_idempotent_patch: {second.get('error') or 'second_apply_failed'}"]
second_modified = second.get("modified_sources") or {}
for rel, src in second_modified.items():
if modified_sources.get(rel) != src:
return ["non_idempotent_patch"], []
return [], []
class PatchValidator:
"""Validate model-produced patches before they touch the repo on disk."""
def validate(
self,
patch_text: str,
*,
repo_path: Path,
pre_sources: Optional[Dict[str, str]] = None,
claims: Optional[Sequence[Any]] = None,
default_target: Optional[str] = None,
failure_frontier: str = "",
call_chain: Optional[List[str]] = None,
) -> ValidationResult:
"""Run all validation stages. Does not write files.
Args:
patch_text: Raw model patch (SEARCH/REPLACE hunks).
pre_sources: Optional snapshot rel path -> text; overrides disk for simulation.
claims: Optional structured think claims; used for reasoning-action alignment.
repo_path: Repository root.
default_target: File path when hunks omit ``---`` header.
failure_frontier: From observation (for proximity warnings).
call_chain: Call chain strings (for proximity warnings).
"""
errors: List[str] = []
warnings: List[str] = []
# ββ Stage 1: format βββββββββββββββββββββββββββββββββββββββββββββββββ
text = (patch_text or "").strip()
if not text:
return ValidationResult(
is_valid=False,
errors=["empty_patch"],
score=0.0,
)
if not (
("<<<<<<<" in patch_text or "SEARCH" in patch_text)
and "=======" in patch_text
and ">>>>>>>" in patch_text
):
errors.append("invalid_patch_format: missing SEARCH/=======/REPLACE markers")
hunks = parse_search_replace_hunks(patch_text)
if not hunks:
errors.append("no_valid_hunks_found")
if hunks:
errors.extend(_hard_anti_hack_errors(hunks))
if errors:
return ValidationResult(
is_valid=False,
errors=errors,
warnings=warnings,
score=0.0,
)
# ββ Stage 2: apply simulation (SEARCH must exist in source) βββββββββ
sim = simulate_search_replace_patch(
repo_path,
patch_text,
default_target=default_target,
pre_sources=pre_sources,
)
if not sim.get("success"):
err = sim.get("error") or "simulate_failed"
errors.append(f"apply_simulation_failed: {err}")
return ValidationResult(
is_valid=False,
errors=errors,
warnings=warnings,
score=0.0,
simulate_result=sim,
)
if sim.get("fuzzy_applied"):
warnings.append(
"fuzzy_indent_match_used: SEARCH was not an exact substring; "
"indentation-normalised match was used",
)
modified_sources: Dict[str, str] = sim.get("modified_sources") or {}
original_sources: Dict[str, str] = sim.get("original_sources") or sim.get("rollback_snapshots") or {}
lines_changed = int(sim.get("lines_changed") or 0)
# Prefer the simulated diff for smell checks. Semantic/fuzzy fallbacks
# may clean up malformed model hunk text before producing final code.
added_lines = _added_lines_from_diff(sim.get("diff") or "")
if not added_lines:
added_lines = _added_lines_for_hunks(hunks)
# ββ Stage 5 (partial): minimal destructiveness βββββββββββββββββββββ
if lines_changed > 120:
errors.append(f"patch_too_large: {lines_changed} lines changed (max 120)")
elif lines_changed > 80:
warnings.append(f"large_patch: {lines_changed} lines changed")
if errors:
return ValidationResult(
is_valid=False,
errors=errors,
warnings=warnings,
score=0.0,
simulate_result=sim,
)
# ββ Stage 2b: reasoning-to-action semantic bridge ββββββββββββββββββ
errors.extend(
_reasoning_alignment_errors(
claims=claims,
original_sources=original_sources,
modified_sources=modified_sources,
)
)
smell_errors, smell_warnings = _flakiness_smell_errors(added_lines)
errors.extend(smell_errors)
warnings.extend(smell_warnings)
if errors:
return ValidationResult(
is_valid=False,
errors=sorted(set(errors)),
warnings=warnings,
score=0.0,
simulate_result=sim,
)
# ββ Stages 3β4β5: syntax, compile, structure βββββββββββββββββββββββ
for rel, src in modified_sources.items():
if not rel.endswith(".py"):
continue
try:
tree = ast.parse(src)
except SyntaxError as exc:
errors.append(f"syntax_error in {rel}: {exc.msg} (line {exc.lineno})")
continue
try:
compile(src, rel, "exec")
except SyntaxError as exc:
errors.append(f"compile_error in {rel}: {exc.msg} (line {exc.lineno})")
issues = _structural_issues(tree, rel)
for msg in issues:
errors.append(f"structure: {msg}")
errors.extend(_libcst_errors(src, rel))
errors.extend(_introduced_name_errors(src, added_lines, rel))
if errors:
return ValidationResult(
is_valid=False,
errors=sorted(set(errors)),
warnings=warnings,
score=0.0,
simulate_result=sim,
)
idempotency_errors, idempotency_warnings = _idempotency_issues(
repo_path=repo_path,
patch_text=patch_text,
default_target=default_target,
modified_sources=modified_sources,
)
warnings.extend(idempotency_errors)
warnings.extend(idempotency_warnings)
if errors:
return ValidationResult(
is_valid=False,
errors=sorted(set(errors)),
warnings=warnings,
score=0.0,
simulate_result=sim,
)
# ββ Stage 6: causal proximity (warnings only) βββββββββββββββββββββββ
modified_rels = list(modified_sources.keys())
warnings.extend(
_causal_proximity_warnings(modified_rels, failure_frontier, call_chain or [])
)
# ββ Score 0..1 for reward shaping βββββββββββββββββββββββββββββββββ
score = 1.0
if sim.get("noop"):
score -= 0.35
warnings.append("noop_patch: no effective line change")
if sim.get("fuzzy_applied"):
score -= 0.1
if lines_changed > 40:
score -= 0.05
score = max(0.0, min(1.0, score))
return ValidationResult(
is_valid=True,
errors=[],
warnings=warnings,
score=round(score, 3),
simulate_result=sim,
)
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