Files
OnlineJudge/docs/specs/2026-05-25-ast-checker-design.md
yuetsh 953b4dc851 docs: add AST checker design spec
Tree-sitter based code structure validation for submissions,
with per-problem per-language rule configuration.

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
2026-05-25 08:31:25 -06:00

14 KiB

AST Checker Design Spec

Overview

Add tree-sitter-based AST checking to the Online Judge submission flow. Teachers can configure per-problem, per-language rules that validate student code structure before judging (e.g., "must use while loop", "cannot use for loop", "must call print()").

Goals

  • Enforce coding constraints for pedagogical purposes (beginner programming courses)
  • Support all 6 languages: Python3, C, C++, Java, Golang, JavaScript
  • Predefined rule library with parameterized engines (no raw tree-sitter queries for admins)
  • Full admin UI for configuring rules per problem per language
  • New AST_CHECK_FAILED judge status with clear error messages

Non-Goals

  • Output-aware checks ("禁止直接输出完整目标答案") — requires expected output, not AST
  • String literal content matching (.2f, 03d format specifiers) — deferred to a later phase
  • Custom tree-sitter query support for admins

Architecture

Submission Flow (modified)

SubmissionAPI.post()
  → create Submission(PENDING)
  → judge_task.send()
    → JudgeDispatcher.judge()
      → apply code template
      → **AST check** ← NEW
        → fail: result=AST_CHECK_FAILED, write err_info, push WebSocket, return
        → pass: continue
      → choose judge server
      → send to judge server
      → process result

AST check runs inside the Dramatiq task, after template application and before judge server dispatch. This is consistent with how COMPILE_ERROR is handled — the submission exists in history, the result is pushed via WebSocket.

Data Model

Problem model — new JSONField:

ast_rules = models.JSONField(null=True, blank=True, default=None)

Schema:

{
  "Python3": [
    {"engine": "must_exist_node", "target": "for_loop", "message": "必须使用 for 循环"},
    {"engine": "count_node", "target": "while_loop", "min": 2, "message": "while 循环至少出现 2 次"},
    {"engine": "must_call_function", "target": "print", "message": "必须调用 print()"},
    {"engine": "must_use_operator", "target": "+=", "message": "必须使用 += 运算符"},
    {"engine": "must_call_method", "target": "append", "message": "必须使用 append()"}
  ],
  "C": [
    {"engine": "must_exist_node", "target": "for_loop", "message": "必须使用 for 循环"}
  ]
}

Key design: target uses language-agnostic logical names (e.g., for_loop, while_loop, print). Each engine maps these to language-specific tree-sitter node types internally.

When ast_rules is null or the current language has no rules, AST checking is skipped entirely.

JudgeStatus — new status code:

class JudgeStatus(models.IntegerChoices):
    COMPILE_ERROR = -2, "Compile Error"
    WRONG_ANSWER = -1, "Wrong Answer"
    ACCEPTED = 0, "Accepted"
    CPU_TIME_LIMIT_EXCEEDED = 1, "CPU Time Limit Exceeded"
    REAL_TIME_LIMIT_EXCEEDED = 2, "Real Time Limit Exceeded"
    MEMORY_LIMIT_EXCEEDED = 3, "Memory Limit Exceeded"
    RUNTIME_ERROR = 4, "Runtime Error"
    SYSTEM_ERROR = 5, "System Error"
    PENDING = 6, "Pending"
    JUDGING = 7, "Judging"
    PARTIALLY_ACCEPTED = 8, "Partially Accepted"
    AST_CHECK_FAILED = 9, "AST Check Failed"   # NEW

Frontend constants.ts must be updated with the new status code, label, and color.


Rule Engine Architecture

Directory Structure

OnlineJudge/ast_checker/
├── __init__.py
├── checker.py              # Entry point: check(code, language, rules) → (ok, errors)
├── engines/
│   ├── __init__.py         # Engine registry
│   ├── base.py             # BaseEngine abstract class
│   ├── node_exists.py      # must_exist_node / must_not_exist_node
│   ├── node_count.py       # count_node
│   ├── function_call.py    # must_call_function / must_not_call_function / count_function_call
│   ├── method_call.py      # must_call_method / must_not_call_method
│   ├── operator.py         # must_use_operator
│   ├── keyword_arg.py      # must_use_keyword_arg
│   ├── import_check.py     # must_import / must_not_import
│   └── structural.py       # nested_for, chained_comparison, swap_assignment, etc.
└── mappings/
    ├── __init__.py          # get_mapping(language) dispatcher
    ├── python.py
    ├── c.py
    ├── cpp.py
    ├── java.py
    ├── go.py
    └── javascript.py

Engine Interface

class BaseEngine:
    def check(self, tree, rule, language, mapping) -> list[str]:
        """
        Returns a list of error messages (empty = pass).
        - tree: tree-sitter parsed tree
        - rule: the rule dict (engine, target, message, min, max, value, etc.)
        - language: language name string
        - mapping: language-specific node type mapping dict
        """
        raise NotImplementedError

Engine Catalog

Engine Name Parameters Description
must_exist_node target Node type must appear at least once
must_not_exist_node target Node type must not appear
count_node target, min?, max? Node type count must be within [min, max]
must_call_function target Must call a specific function (e.g., print, input)
must_not_call_function target Must not call a specific function
count_function_call target, min?, max? Function call count within range
must_call_method target Must call a method (e.g., .append(), .split())
must_not_call_method target Must not call a method
must_use_operator target, category? Must use a specific operator. Category auto-inferred from target: arithmetic (+,-,*,/,//,%,**) → search in binary expressions; augmented (+=,-=) → search in augmented assignments; comparison (==,!=,>,>=,<,<=) → search in comparisons; logical (and,or,not) → search in boolean/unary expressions; bitwise (&,|) → search in binary expressions
must_use_keyword_arg target (function), arg_name, value? Must use keyword arg in a call
must_import target Must import a specific module
must_not_import target Must not import a specific module
must_use_variable_name target Must assign to a variable with this name
must_not_use_variable_name target Must not assign to a variable with this name
nested_for Must have a for loop nested inside another for loop
chained_comparison Must use chained comparison (e.g., a < b < c)
swap_assignment Must use swap assignment (e.g., a, b = b, a)
chain_assignment Must use chain assignment (e.g., a = b = 1)
must_use_recursion Must have a function that calls itself
no_recursion No function may call itself

Language Mapping

Each mapping file exports a dict translating logical names to tree-sitter node types:

# mappings/python.py
PYTHON_MAPPING = {
    # Node types
    "for_loop": "for_statement",
    "while_loop": "while_statement",
    "if_statement": "if_statement",
    "else_clause": "else_clause",
    "elif_clause": "elif_clause",
    "break": "break_statement",
    "continue": "continue_statement",
    "function_definition": "function_definition",
    "return": "return_statement",
    "try_except": "try_statement",
    "with_statement": "with_statement",
    "list_comprehension": "list_comprehension",
    "list_literal": "list",
    "dict_literal": "dictionary",
    "set_literal": "set",
    "f_string": "format_string",
    "import": "import_statement",
    "import_from": "import_from_statement",
    "assignment": "assignment",
    "class_definition": "class_definition",

    # Operators
    "+": "+",
    "-": "-",
    "*": "*",
    "/": "/",
    "//": "//",
    "%": "%",
    "**": "**",
    "+=": "+=",
    "-=": "-=",
    "==": "==",
    "!=": "!=",
    ">": ">",
    ">=": ">=",
    "<": "<",
    "<=": "<=",
    "and": "and",
    "or": "or",
    "not": "not",
    "&": "&",
    "|": "|",
}
# mappings/c.py
C_MAPPING = {
    "for_loop": "for_statement",
    "while_loop": "while_statement",
    "if_statement": "if_statement",
    "else_clause": "else_clause",
    "break": "break_statement",
    "continue": "continue_statement",
    "function_definition": "function_definition",
    "return": "return_statement",
    "assignment": "assignment_expression",
    # ... C-specific mappings
}

Entry Point

# checker.py
def check_ast(code: str, language: str, rules: list[dict]) -> tuple[bool, list[str]]:
    """
    Parse code with tree-sitter, run all rules, return (passed, error_messages).
    If rules is empty, returns (True, []).
    If tree-sitter fails to parse (syntax error), returns (True, []) — skip AST
    check and let the compiler report the error downstream.
    """

Known Limitations

  • Method call detection is name-based only: must_call_method("append") matches any .append() call regardless of object type. tree-sitter provides no type information. Acceptable for teaching scenarios.
  • Structural rules are language-specific: swap_assignment, chained_comparison, chain_assignment only apply to Python. The engine should return (pass) for unsupported languages rather than erroring.

Integration in JudgeDispatcher

# In JudgeDispatcher.judge(), after template application:
def judge(self):
    language = self.submission.language
    sub_config = list(filter(...))[0]

    if language in self.problem.template:
        template = parse_problem_template(self.problem.template[language])
        code = f"{template['prepend']}\n{self.submission.code}\n{template['append']}"
    else:
        code = self.submission.code

    # --- AST CHECK (NEW) ---
    ast_rules = self.problem.ast_rules
    if ast_rules and language in ast_rules:
        from ast_checker.checker import check_ast
        passed, errors = check_ast(self.submission.code, language, ast_rules[language])
        if not passed:
            self.submission.result = JudgeStatus.AST_CHECK_FAILED
            self.submission.statistic_info["err_info"] = "\n".join(errors)
            self.submission.statistic_info["score"] = 0
            self.submission.save(update_fields=["result", "info", "statistic_info"])
            try:
                push_submission_update(
                    submission_id=str(self.submission.id),
                    user_id=self.submission.user_id,
                    data={
                        "type": "submission_update",
                        "submission_id": str(self.submission.id),
                        "result": JudgeStatus.AST_CHECK_FAILED,
                        "status": "finished",
                    }
                )
            except Exception as e:
                logger.error(f"Failed to push submission update: {str(e)}")
            return
    # --- END AST CHECK ---

    # ... continue with judge server dispatch

Note: AST check runs on self.submission.code (raw student code), not the template-wrapped code, because the template prepend/append is not student-written.


Frontend Changes

Admin UI (ojnext)

In the problem edit page, add a collapsible "代码规则检查" section:

  • Language tabs: Only show tabs for languages selected in this problem's languages field
  • Rule list per language: Each rule is a row with:
    • Engine dropdown (grouped by category: 节点检查 / 函数调用 / 运算符 / 结构检查 / 导入…)
    • Target dropdown/input (context-dependent: node types for node engines, function names for call engines, operators for operator engine)
    • Optional parameters: min, max, value fields (shown only when the selected engine uses them)
    • Message input (custom error message, with auto-generated default)
    • Delete button
  • Add rule button per language tab
  • Section is collapsed by default (most problems won't have AST rules)

Status Display

  • Add AST_CHECK_FAILED = 9 to ojnext/src/utils/constants.ts
  • Assign a distinct color (suggest orange, between COMPILE_ERROR red and PENDING grey)
  • Label: "AST Check Failed" / "代码结构检查未通过"
  • When viewing a submission with this status, display statistic_info.err_info as the error detail (same rendering as COMPILE_ERROR)

Dependencies

Backend (add to pyproject.toml / requirements):

  • tree-sitter (Python bindings)
  • tree-sitter-python
  • tree-sitter-c
  • tree-sitter-cpp
  • tree-sitter-java
  • tree-sitter-go
  • tree-sitter-javascript

These are pure Python wheels with pre-compiled grammars, no system dependencies needed.


Migration

One Django migration:

  1. Add ast_rules JSONField (null=True) to Problem model
  2. Add AST_CHECK_FAILED = 9 to JudgeStatus

Both are additive, no data migration needed. Existing problems get ast_rules=null (no AST checking).


Phased Delivery

Note: Most problems use Python3 and C. Prioritize these two languages.

Phase 1 (MVP)

  • Rule engine framework + checker entry point
  • Python3 mapping (most complete, matches the full rule catalog)
  • C mapping (second priority, covers the most-used language pair)
  • Engines: must_exist_node, must_not_exist_node, count_node, must_call_function, must_not_call_function, count_function_call, must_call_method, must_not_call_method, must_use_operator
  • JudgeDispatcher integration
  • Frontend: status code + admin UI
  • Migration

Phase 2

  • Remaining engines: must_use_keyword_arg, must_import/must_not_import, must_use_variable_name/must_not_use_variable_name
  • Structural engines: nested_for, chained_comparison (Python only), swap_assignment (Python only), chain_assignment (Python only), must_use_recursion, no_recursion
  • C++ mapping (shares most structure with C)

Phase 3

  • Java, Go, JavaScript mappings
  • String literal content checks (format specifiers)
  • Additional structural rules as needed