ROLLOUT 5 · coady/multimethod
coady__multimethod-26
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13tool calls
13model calls
7,164tokens generated
116,530prompt tokens read
Empty agent patch
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System instructions 4,822 characters
You are a principal Python software engineer resolving a repository issue in `/workspace`. Your sole objective is to produce a minimal, root-cause source patch that passes every hidden fail-to-pass and pass-to-pass regression test on the first grading run. ## Critical Environment & Grader Rules 1. **Air-Gapped Sandbox & Available CLI Tools**: No network access. Never run `pip`, `uv`, `conda`, or `git fetch`. Note: `rg` (`ripgrep`) is NOT installed in the container — always use `grep -rn --include="*.py"` for fast exact searches so you never waste a tool call on `command not found`. 2. **Protected Grading Paths**: Before running official verification, the grading harness **strips and reverts all changes** to `tests/`, `test/`, `testing/`, `test_*.py`, `*_test.py`, `conftest.py`, `pyproject.toml`, `setup.cfg`, `pytest.ini`, and `tox.ini`. Every part of your fix MUST reside in non-test production source files. 3. **Untracked File Trap (`git add -N .`)**: `submit_patch` stages ALL untracked files inside `/workspace`! Never leave reproduction or scratch files inside `/workspace` — run reproductions inline via `python3 - <<'PY'` or inside `/tmp/repro.py` in a single `run_command`. 4. **Stdout Truncation Rule**: `run_command` truncates stdout after the first 5,000 characters from the TOP. Always run pytest quietly with short tracebacks: `pytest path/to/test_file.py -k pattern -q --tb=short --no-header` If a test file is large, redirect output to `/tmp/pytest.log` and inspect `tail -n 80 /tmp/pytest.log` so failure tracebacks at the bottom are never cut off. 5. **Strict Pacing Discipline**: `get_status` and `submit_patch` are free and do NOT count toward `max_tool_calls`. Target **16-22 counted tool calls total**, and **begin your first `edit_file` change no later than tool call 15**. Reserve at least 4 calls for verification, `git status --short && git diff`, and submission. ## Execution Protocol ### Phase 1 — Pinpoint Code & Tests Immediately (1-2 tool calls) - The user message already contains `Workspace Layout` — do NOT waste a turn running `ls` on top-level directories. - Run a single compound `run_command` with `grep -rn --include="*.py"` to locate: (a) the exact symbols, error strings, or functions from the problem description, (b) **all parallel or sibling implementations** (for example sync + async variants, `Client` + `AsyncClient`, serializer + deserializer, multiple backends/dialects, base + subclass methods, `__init__.py` / `__all__` exports), and (c) the closest existing unit test files under `tests/`. ### Phase 2 — Deep Read & Spec Anchor (2-5 tool calls) - Use `read_file` with generous `start_line` and `end_line` windows (180-300 lines per call so you read whole modules in fewer calls) on the target function/class, callers, type annotations, and neighboring tests. - Before editing, verify every explicit and implicit requirement from the issue: exact parameter names, defaults, boundary/domain edge cases, exception types/messages, `None` vs empty collection vs falsy (`0`, `False`, `""`) semantics, mutability/copying, and return types. ### Phase 3 — Reproduce Bug in One Call (1 tool call) - Run ONE concise command (`python3 - <<'PY' ... PY` or targeted `pytest ... -q --tb=short --no-header`) via `run_command` to observe the exact pre-fix failure. Do NOT spend multiple tool calls writing separate reproduction scripts. ### Phase 4 — Surgical Implementation Across All Parallel Paths (1-4 tool calls) - Begin editing by tool call 15! Use `edit_file` with 4-6 lines of exact surrounding context copied from `read_file`. - Update ALL parallel codepaths (sync/async, multiple classes/dialects, type hints) consistently so partial fixes do not fail sibling tests. - **2-Strike Edit Rule**: If `edit_file` fails twice on the same block due to whitespace or escaping, do not retry `edit_file` a third time — apply an atomic Python transformation via `run_command` and immediately verify `python3 -m py_compile path/to/file.py`. ### Phase 5 — Edge-Case Verification, Diff Hygiene & Clean Exit (2-4 tool calls) - Run a single compound `run_command` testing both your reproduction + boundary edge cases (`None`, empty input, leading/trailing delimiters, subdomain/prefix boundaries, subclass/async parity) AND the relevant existing `pytest` module(s) with `-q --tb=short --no-header`. - Run `git status --short && git diff` via `run_command`. Confirm: - ZERO untracked (`??`) files in `/workspace` (`rm -f` any untracked workspace files immediately), - ZERO modifications to `tests/` or protected config files (`git checkout -- tests/` if touched), - Minimal, clean diff with valid imports and indentation. - Call `submit_patch` once verification passes, then respond with a brief 2-sentence plain-text summary and make NO further tool calls.
Task prompt 4,279 characters
You are evaluating a software engineering task for repository coady/multimethod.
Problem Statement:
TypeError when one of the type hints is type or another metaclass
Using `type` (or any other subclass of `type`, e.g. a custom metaclass) as the type hint for one of the parameters of a function of a multimethod makes the dispatch process raise a `TypeError` when calling `type.mro()` (which expects the type object as an argument).
## Example
```python
@multimethod
def f(x: type):
print("success")
```
### Expected
```python
>>> f(int)
success
```
### Actual
```python
>>> f(int)
TypeError: unbound method type.mro() needs an argument
```
Traceback:
<details>
```
Traceback (most recent call last):
File "C:\Users\Paolo\Code\JB-PycharmProjects\LoveLetter\venv\lib\site-packages\IPython\core\interactiveshell.py", line 3418, in run_code
exec(code_obj, self.user_global_ns, self.user_ns)
File "<ipython-input-34-0374cd2152b2>", line 1, in <module>
f(int)
File "C:\Users\Paolo\Code\JB-PycharmProjects\LoveLetter\venv\lib\site-packages\multimethod\__init__.py", line 184, in __call__
return self[tuple(map(self.get_type, args))](*args, **kwargs)
File "C:\Users\Paolo\Code\JB-PycharmProjects\LoveLetter\venv\lib\site-packages\multimethod\__init__.py", line 184, in __call__
return self[tuple(map(self.get_type, args))](*args, **kwargs)
File "C:\Users\Paolo\Code\JB-PycharmProjects\LoveLetter\venv\lib\site-packages\multimethod\__init__.py", line 174, in __missing__
groups = groupby(signature(types).__sub__, self.parents(types))
File "C:\Users\Paolo\Code\JB-PycharmProjects\LoveLetter\venv\lib\site-packages\multimethod\__init__.py", line 17, in groupby
groups[func(value)].append(value)
File "C:\Users\Paolo\Code\JB-PycharmProjects\LoveLetter\venv\lib\site-packages\multimethod\__init__.py", line 104, in __sub__
return tuple(mro.index(cls if cls in mro else object) for mro, cls in zip(mros, other))
File "C:\Users\Paolo\Code\JB-PycharmProjects\LoveLetter\venv\lib\site-packages\multimethod\__init__.py", line 104, in <genexpr>
return tuple(mro.index(cls if cls in mro else object) for mro, cls in zip(mros, other))
File "C:\Users\Paolo\Code\JB-PycharmProjects\LoveLetter\venv\lib\site-packages\multimethod\__init__.py", line 103, in <genexpr>
mros = (subclass.mro() for subclass in self)
TypeError: unbound method type.mro() needs an argument
```
</details>
## Cause
Methods of metaclasses like `type`, e.g. `.mro()` expect an explicit first argument which is the actual type object being used.
## Task Budget (Session terminates when any budget is exhausted)
- Time allowance: 7.5 minutes
- Tool calls allowance: 30 calls
- Max loop iterations: 40 turns
## Execution Environment Rules
- Single command timeout: 90 seconds (commands exceeding this fail without ending the session)
- Command output limit: 5000 characters
- File view limit: 150 lines per read_file call
- File character limit: 10000 characters per read_file call
- Environment is offline (no network/PyPI access). All repository and test dependencies are ALREADY pre-installed. Do NOT attempt to run pip install or download packages.
## Instructions:
0. All source code is under `/workspace`. Do NOT search outside `/workspace` (e.g. `/usr/`, `/wheels/`, system site-packages). If imports fail, the issue is in the source code under `/workspace`, not in missing system packages.
1. Analyze the problem statement and any provided hints carefully to identify all requested script paths, CLI subcommands, or Python modules.
2. Inspect existing codebase conventions and test files before making edits.
3. Verify your implementation using targeted tests or inline assertions before submitting.
4. Call submit_patch only after your implementation is complete and verified.
5. As your final action, you must return a text-only response reporting your completion to terminate the session.
## Workspace Layout
The repository is located at `/workspace`. Here is the directory tree (up to 3 levels):
```
./LICENSE.txt
./MANIFEST.in
./Makefile
./README.md
./docs
./mkdocs.yml
./multimethod
./multimethod/__init__.py
./multimethod/py.typed
./pyproject.toml
./setup.cfg
./setup.py
./tests
```
Turn 1at 58 s1,024 tokens out3,371 prompt tokens
The user is reporting a `TypeError` when using `type` or another metaclass as a type hint in a `multimethod`.
The traceback indicates the error occurs in `multimethod/__init__.py` at line 103, inside a generator expression calling `subclass.mro()`.
Traceback analysis:
```python
File "C:\Users\Paolo\Code\JB-PycharmProjects\LoveLetter\venv\lib\site-packages\multimethod\__init__.py", line 184, in __call__
return self[tuple(map(self.get_type, args))](*args, **kwargs)
File "C:\Users\Paolo\Code\JB-PycharmProjects\LoveLetter\venv\lib\site-packages\multimethod\__init__.py", line 174, in __missing__
groups = groupby(signature(types).__sub__, self.parents(types))
File "C:\Users\Paolo\Code\JB-PycharmProjects\LoveLetter\venv\lib__init__.py", line 17, in groupby
groups[func(value)].append(value)
File "C:\Users\Paolo\Code\JB-PycharmProjects\LoveLetter\venv\lib\site-packages\multimethod\__init__.py", line 104, in __sub__
return tuple(mro.index(cls if cls in mro else object) for mro, cls in zip(mros, other))
File "C:\Users\Paolo\Code\JB-PycharmProjects\LoveLetter\venv\lib\site-packages\multimethod\__init__.py", line 104, in <genexpr>
return tuple(mro.index(cls if cls in mro else object) for mro, cls in zip(mros, other))
File "C:\Users\Paolo\Code\JB-PycharmProjects\LoveLetter\venv\lib\site-packages\multimethod\__init__.py", line 103, in <genexpr>
mros = (subclass.mro() for subclass in self)
TypeError: unbound method type.mro() needs an argument
```
The issue is that `subclass.mro()` is called on something that might be `type` itself.
When `subclass` is `type`, `type.mro()` is an unbound method. To get the MRO of `type`, you should call `type.mro(type)` or more simply use `type.__mro__` or `inspect.getmro()`.
Actually, `type` doesn't have a `mro()` method like classes do (which is inherited from `type`). Wait, `type` is the metaclass.
For a class `C`, `C.mro()` returns the MRO of `C`.
For `type` itself, `type.mro()` is the function defined in `type` that is used by classes to get their MRO.
If `subclass` is `type`, calling `subclass.mro()` is calling `type.mro()`, which expects an argument (the class for which to compute the MRO).
So, if `subclass` is `type`, we should probably use `type.mro(type)` or just access `type.__mro__`.
Wait, any class `C` has `C.mro()`. `type` is also a class (its own metaclass).
Let's try it in a python shell:
```python
>>> class A: pass
>>> A.mro()
[<class '__main__.A'>, <class 'object'>]
>>> type.mro()
Traceback (most recent call last):
File "<stdin>", line 1, in <module>
TypeError: unbound method type.mro() needs an argument
>>> type.mro(type)
[<class 'type'>, <class 'object'>]
```
So the fix is likely to ensure that if `subclass` is `type`, we handle it correctly.
Let's start by reproducing this.
TOOL CALL · run_command
{
"command": "python3 - <<'PY'\nfrom multimethod import multimethod\n\n@multimethod\ndef f(x: type):\n print(\"success\")\n\ntry:\n f(int)\n print(\"Test Passed\")\nexcept TypeError as e:\n print(f\"Test Failed: {e}\")\nPY\n"
}Result of run_command 82 characters
{
"status": "ok",
"stdout": "success\nTest Passed\n",
"stderr": "",
"exit_code": 0
}Generated tokens 1,024 tokens · stopped: STOP
<|channel>thought
The user is reporting a `TypeError` when using `type` or another metaclass as a type hint in a `multimethod`.
The traceback indicates the error occurs in `multimethod/__init__.py` at line 103, inside a generator expression calling `subclass.mro()`.
Traceback analysis:
```python
File "C:\Users\Paolo\Code\JB-PycharmProjects\LoveLetter\venv\lib\site-packages\multimethod\__init__.py", line 184, in __call__
return self[tuple(map(self.get_type, args))](*args, **kwargs)
File "C:\Users\Paolo\Code\JB-PycharmProjects\LoveLetter\venv\lib\site-packages\multimethod\__init__.py", line 174, in __missing__
groups = groupby(signature(types).__sub__, self.parents(types))
File "C:\Users\Paolo\Code\JB-PycharmProjects\LoveLetter\venv\lib__init__.py", line 17, in groupby
groups[func(value)].append(value)
File "C:\Users\Paolo\Code\JB-PycharmProjects\LoveLetter\venv\lib\site-packages\multimethod\__init__.py", line 104, in __sub__
return tuple(mro.index(cls if cls in mro else object) for mro, cls in zip(mros, other))
File "C:\Users\Paolo\Code\JB-PycharmProjects\LoveLetter\venv\lib\site-packages\multimethod\__init__.py", line 104, in <genexpr>
return tuple(mro.index(cls if cls in mro else object) for mro, cls in zip(mros, other))
File "C:\Users\Paolo\Code\JB-PycharmProjects\LoveLetter\venv\lib\site-packages\multimethod\__init__.py", line 103, in <genexpr>
mros = (subclass.mro() for subclass in self)
TypeError: unbound method type.mro() needs an argument
```
The issue is that `subclass.mro()` is called on something that might be `type` itself.
When `subclass` is `type`, `type.mro()` is an unbound method. To get the MRO of `type`, you should call `type.mro(type)` or more simply use `type.__mro__` or `inspect.getmro()`.
Actually, `type` doesn't have a `mro()` method like classes do (which is inherited from `type`). Wait, `type` is the metaclass.
For a class `C`, `C.mro()` returns the MRO of `C`.
For `type` itself, `type.mro()` is the function defined in `type` that is used by classes to get their MRO.
If `subclass` is `type`, calling `subclass.mro()` is calling `type.mro()`, which expects an argument (the class for which to compute the MRO).
So, if `subclass` is `type`, we should probably use `type.mro(type)` or just access `type.__mro__`.
Wait, any class `C` has `C.mro()`. `type` is also a class (its own metaclass).
Let's try it in a python shell:
```python
>>> class A: pass
>>> A.mro()
[<class '__main__.A'>, <class 'object'>]
>>> type.mro()
Traceback (most recent call last):
File "<stdin>", line 1, in <module>
TypeError: unbound method type.mro() needs an argument
>>> type.mro(type)
[<class 'type'>, <class 'object'>]
```
So the fix is likely to ensure that if `subclass` is `type`, we handle it correctly.
Let's start by reproducing this.<channel|><|tool_call>call:run_command{command:<|"|>python3 - <<'PY'
from multimethod import multimethod
@multimethod
def f(x: type):
print("success")
try:
f(int)
print("Test Passed")
except TypeError as e:
print(f"Test Failed: {e}")
PY
<|"|>}<tool_call|><|tool_response>
Turn 2at 74 s251 tokens out4,441 prompt tokens
Wait, it passed?
The problem description says:
```python
@multimethod
def f(x: type):
print("success")
>>> f(int)
TypeError: unbound method type.mro() needs an argument
```
But in my reproduction it passed.
Maybe it's the version of python? Or maybe `multimethod` has been updated?
Wait, I am running it in the workspace. Let me check the `multimethod` version or content.
Wait, the traceback in the issue description shows:
`File "C:\Users\Paolo\Code\JB-PycharmProjects\LoveLetter\venv\lib\site-packages\multimethod\__init__.py", line 184, in __call__`
`return self[tuple(map(self.get_type, args))](*args, **kwargs)`
Let me read `multimethod/__init__.py` around line 104.
TOOL CALL · read_file
{
"end_line": 120,
"filepath": "multimethod/__init__.py",
"start_line": 80
}Result of read_file 1,619 characters
{
"status": "ok",
"filepath": "multimethod/__init__.py",
"content": " nargs = len(self.__args__)\n if self.__origin__ is tuple and self.__args__[-1:] == (Ellipsis,):\n nargs -= 1\n args = args[:nargs]\n return ( # check args first to avoid a recursion error in ABCMeta\n len(args) == nargs\n and issubclass(origin, self.__origin__)\n and all(map(issubclass, args, self.__args__))\n )\n\n @classmethod\n def subcheck(cls, tp: type) -> bool:\n \"\"\"Return whether type requires checking subscripts using `get_type`.\"\"\"\n return isinstance(tp, cls) and (\n tp.__origin__ is not Union or any(map(cls.subcheck, tp.__args__))\n )\n\n\ndef distance(cls, subclass: type) -> int:\n \"\"\"Return estimated distance between classes for tie-breaking.\"\"\"\n if getattr(cls, '__origin__', None) is typing.Union:\n return min(distance(arg, subclass) for arg in cls.__args__)\n mro = subclass.mro()\n return mro.index(cls if cls in mro else object)\n\n\nclass signature(tuple):\n \"\"\"A tuple of types that supports partial ordering.\"\"\"\n\n parents: set\n\n def __new__(cls, types: Iterable):\n return tuple.__new__(cls, map(subtype, types))\n\n def __le__(self, other) -> bool:\n return len(self) <= len(other) and all(map(issubclass, other, self))\n\n def __lt__(self, other) -> bool:\n return self != other and self <= other\n\n def __sub__(self, other) -> tuple:",
"start_line": 80,
"end_line": 120,
"total_lines": 309,
"is_truncated": false
}Generated tokens 251 tokens · stopped: STOP
Wait, it passed?
The problem description says:
```python
@multimethod
def f(x: type):
print("success")
>>> f(int)
TypeError: unbound method type.mro() needs an argument
```
But in my reproduction it passed.
Maybe it's the version of python? Or maybe `multimethod` has been updated?
Wait, I am running it in the workspace. Let me check the `multimethod` version or content.
Wait, the traceback in the issue description shows:
`File "C:\Users\Paolo\Code\JB-PycharmProjects\LoveLetter\venv\lib\site-packages\multimethod\__init__.py", line 184, in __call__`
`return self[tuple(map(self.get_type, args))](*args, **kwargs)`
Let me read `multimethod/__init__.py` around line 104.<channel|><|tool_call>call:read_file{filepath:<|"|>multimethod/__init__.py<|"|>,start_line:80,end_line:120}<tool_call|><tool_call|><|tool_response>
Turn 3at 78 s51 tokens out5,199 prompt tokens
I need to see the implementation of `__sub__`.
TOOL CALL · read_file
{
"end_line": 150,
"filepath": "multimethod/__init__.py",
"start_line": 121
}Result of read_file 1,264 characters
{
"status": "ok",
"filepath": "multimethod/__init__.py",
"content": " \"\"\"Return relative distances, assuming self >= other.\"\"\"\n return tuple(map(distance, other, self))\n\n\nclass multimethod(dict):\n \"\"\"A callable directed acyclic graph of methods.\"\"\"\n\n pending: set\n\n def __new__(cls, func):\n namespace = inspect.currentframe().f_back.f_locals\n self = functools.update_wrapper(dict.__new__(cls), func)\n self.pending = set()\n self.get_type = type # default type checker\n homonym = namespace.get(func.__name__, self)\n return homonym if isinstance(homonym, multimethod) else self\n\n def __init__(self, func: Callable):\n try:\n self[get_types(func)] = func\n except (NameError, AttributeError):\n self.pending.add(func)\n\n def register(self, *args) -> Callable:\n \"\"\"Decorator for registering a function.\n\n Optionally call with types to return a decorator for unannotated functions.\n \"\"\"\n if len(args) == 1 and hasattr(args[0], '__annotations__'):\n return overload.register(self, *args) # type: ignore",
"start_line": 121,
"end_line": 150,
"total_lines": 309,
"is_truncated": false
}Generated tokens 51 tokens · stopped: STOP
I need to see the implementation of `__sub__`.
<channel|><|tool_call>call:read_file{end_line:150,filepath:<|"|>multimethod/__init__.py<|"|>,start_line:121}<tool_call|><|tool_response>
Turn 4at 161 s1,515 tokens out5,630 prompt tokens
Wait, the traceback says line 103: `mros = (subclass.mro() for subclass in self)`.
But looking at the file content I got:
Line 103 in my first `read_file` was:
`mro = subclass.mro()` (inside `distance` function)
Let's re-examine the first `read_file` output.
```python
101: def distance(cls, subclass: type) -> int:
102: """Return estimated distance between classes for tie-breaking."""
103: if getattr(cls, '__origin__', None) is typing.Union:
104: return min(distance(arg, subclass) for arg in cls.__args__)
105: mro = subclass.mro()
106: return mro.index(cls if cls in mro else object)
```
Wait, my `read_file` returned:
```python
101: def distance(cls, subclass: type) -> int:
102: """Return estimated distance between classes for tie-breaking."""
103: if getattr(cls, '__origin__', None) is typing.Union:
104: return min(distance(arg, subclass) for arg in cls.__args__)
105: mro = subclass.mro()
106: return mro.index(cls if cls in mro else object)
```
Wait, I'm miscounting. Let's look at the output of the first `read_file` again.
```python
101: def distance(cls, subclass: type) -> int:
102: """Return estimated distance between classes for tie-breaking."""
103: if getattr(cls, '__origin__', None) is typing.Union:
104: return min(distance(arg, subclass) for arg in cls.__args__)
105: mro = subclass.mro()
106: return mro.index(cls if cls in mro else object)
```
The traceback said:
```
File "C:\Users\Paolo\Code\JB-PycharmProjects\LoveLetter\venv\lib\site-packages\multimethod\__init__.py", line 104, in __sub__
return tuple(mro.index(cls if cls in mro else object) for mro, cls in zip(mros, other))
File "C:\Users\Paolo\Code\JB-PycharmProjects\LoveLetter\venv\lib\site-packages\multimethod\__init__.py", line 104, in <genexpr>
return tuple(mro.index(cls if cls in mro else object) for mro, cls in zip(mros, other))
File "C:\Users\Paolo\Code\JB-PycharmProjects\LoveLetter\venv\lib\site-packages\multimethod\__init__.py", line 103, in <genexpr>
mros = (subclass.mro() for subclass in self)
```
But my `read_file` output shows `distance` at line 101.
And an `__sub__` method in `signature` class starts at line 119.
Wait, the line numbers in the traceback from the issue report might be different from the current code.
Let's look at `signature.__sub__`:
```python
119: def __sub__(self, other) -> tuple:
120: """Return relative distances, assuming self >= other."""
121: return tuple(map(distance, other, self))
```
Ah! `distance` is called here.
And `distance` is defined as:
```python
101: def distance(cls, subclass: type) -> int:
102: """Return estimated distance between classes for tie-breakng."""
103: if getattr(cls, '__origin__', None) is typing.Union:
104: return min(distance(arg, subclass) for arg in cls.__args__)
105: mro = subclass.mro()
106: return mro.index(cls if cls in mro else object)
```
Now I see where the `subclass.mro()` call is. It's at line 105 in the current version of the code.
Wait, why did my reproduction test pass?
```python
@multimethod
def f(x: type):
print("success")
f(int)
```
In this case, `f` is called with `int`.
`f` is a `multimethod` object.
The `__call__` method:
```python
def __call__(self, *args, **kwargs):
return self[tuple(map(self.get_type, args))](*args, **kwargs)
```
`self.get_type` is `type` by default. So `map(type, (int,))` returns `(type(int),)` which is `(type,)`.
So it calls `self[(type,)]`.
The `multimethod` object is a `dict`. The keys are the signatures (tuples of types).
The registered signature was `get_types(f)`, which is `(type,)`.
So `self[(type,)]` finds the function `f`.
In the case where it should fail, we would need to have multiple overloads, and the dispatch process needs to find the best fit, which involves calculating the distance.
The `distance` function is used when there are multiple candidates and we need to pick the most specific one.
Let's try a reproduction case with multiple overloads.
```python
@multimethod
def f(x: object):
print("object")
@multimethod
def f(x: type):
print("type")
f(int)
```
In this case, `int` matches both `object` and `type`.
`type` is more specific than `object`.
The dispatch process should calculate the distance.
Let's test this.
TOOL CALL · run_command
{
"command": "python3 - <<'PY'\nfrom multimethod import multimethod\n\n@multimethod\ndef f(x: object):\n print(\"object\")\n\n@multimethod\ndef f(x: type):\n print(\"type\")\n\ntry:\n f(int)\n print(\"Test Passed\")\nexcept TypeError as e:\n print(f\"Test Failed: {e}\")\nPY\n"
}Result of run_command 79 characters
{
"status": "ok",
"stdout": "type\nTest Passed\n",
"stderr": "",
"exit_code": 0
}Generated tokens 1,515 tokens · stopped: STOP
Wait, the traceback says line 103: `mros = (subclass.mro() for subclass in self)`.
But looking at the file content I got:
Line 103 in my first `read_file` was:
`mro = subclass.mro()` (inside `distance` function)
Let's re-examine the first `read_file` output.
```python
101: def distance(cls, subclass: type) -> int:
102: """Return estimated distance between classes for tie-breaking."""
103: if getattr(cls, '__origin__', None) is typing.Union:
104: return min(distance(arg, subclass) for arg in cls.__args__)
105: mro = subclass.mro()
106: return mro.index(cls if cls in mro else object)
```
Wait, my `read_file` returned:
```python
101: def distance(cls, subclass: type) -> int:
102: """Return estimated distance between classes for tie-breaking."""
103: if getattr(cls, '__origin__', None) is typing.Union:
104: return min(distance(arg, subclass) for arg in cls.__args__)
105: mro = subclass.mro()
106: return mro.index(cls if cls in mro else object)
```
Wait, I'm miscounting. Let's look at the output of the first `read_file` again.
```python
101: def distance(cls, subclass: type) -> int:
102: """Return estimated distance between classes for tie-breaking."""
103: if getattr(cls, '__origin__', None) is typing.Union:
104: return min(distance(arg, subclass) for arg in cls.__args__)
105: mro = subclass.mro()
106: return mro.index(cls if cls in mro else object)
```
The traceback said:
```
File "C:\Users\Paolo\Code\JB-PycharmProjects\LoveLetter\venv\lib\site-packages\multimethod\__init__.py", line 104, in __sub__
return tuple(mro.index(cls if cls in mro else object) for mro, cls in zip(mros, other))
File "C:\Users\Paolo\Code\JB-PycharmProjects\LoveLetter\venv\lib\site-packages\multimethod\__init__.py", line 104, in <genexpr>
return tuple(mro.index(cls if cls in mro else object) for mro, cls in zip(mros, other))
File "C:\Users\Paolo\Code\JB-PycharmProjects\LoveLetter\venv\lib\site-packages\multimethod\__init__.py", line 103, in <genexpr>
mros = (subclass.mro() for subclass in self)
```
But my `read_file` output shows `distance` at line 101.
And an `__sub__` method in `signature` class starts at line 119.
Wait, the line numbers in the traceback from the issue report might be different from the current code.
Let's look at `signature.__sub__`:
```python
119: def __sub__(self, other) -> tuple:
120: """Return relative distances, assuming self >= other."""
121: return tuple(map(distance, other, self))
```
Ah! `distance` is called here.
And `distance` is defined as:
```python
101: def distance(cls, subclass: type) -> int:
102: """Return estimated distance between classes for tie-breakng."""
103: if getattr(cls, '__origin__', None) is typing.Union:
104: return min(distance(arg, subclass) for arg in cls.__args__)
105: mro = subclass.mro()
106: return mro.index(cls if cls in mro else object)
```
Now I see where the `subclass.mro()` call is. It's at line 105 in the current version of the code.
Wait, why did my reproduction test pass?
```python
@multimethod
def f(x: type):
print("success")
f(int)
```
In this case, `f` is called with `int`.
`f` is a `multimethod` object.
The `__call__` method:
```python
def __call__(self, *args, **kwargs):
return self[tuple(map(self.get_type, args))](*args, **kwargs)
```
`self.get_type` is `type` by default. So `map(type, (int,))` returns `(type(int),)` which is `(type,)`.
So it calls `self[(type,)]`.
The `multimethod` object is a `dict`. The keys are the signatures (tuples of types).
The registered signature was `get_types(f)`, which is `(type,)`.
So `self[(type,)]` finds the function `f`.
In the case where it should fail, we would need to have multiple overloads, and the dispatch process needs to find the best fit, which involves calculating the distance.
The `distance` function is used when there are multiple candidates and we need to pick the most specific one.
Let's try a reproduction case with multiple overloads.
```python
@multimethod
def f(x: object):
print("object")
@multimethod
def f(x: type):
print("type")
f(int)
```
In this case, `int` matches both `object` and `type`.
`type` is more specific than `object`.
The dispatch process should calculate the distance.
Let's test this.
<channel|><|tool_call>call:run_command{command:<|"|>python3 - <<'PY'
from multimethod import multimethod
@multimethod
def f(x: object):
print("object")
@multimethod
def f(x: type):
print("type")
try:
f(int)
print("Test Passed")
except TypeError as e:
print(f"Test Failed: {e}")
PY
<|"|>}<tool_call|><|tool_response>
Turn 5at 184 s265 tokens out7,190 prompt tokens
Still passed. Why?
Wait, maybe because `int` is an instance of `type`.
Let's look at how `multimethod` decides which one to call.
If it finds an exact match, it might just use it without calculating distance.
In the case above:
`f(int)`
`args` = `(int,)`
`map(self.get_type, args)` = `(type(int),)` = `(type,)`
The `multimethod` dict contains:
`{(object,): f_object, (type,): f_type}`
`self[(type,)]` is an exact match! So it returns `f_type` immediately.
It doesn't call `__missing__` or `distance`.
The `distance` function is called when there is no exact match and it needs to look for the best candidate among candidates that are supertypes of the arguments.
Actually, it's in `__missing__`.
Let's find `__missing__` in `multimethod/__init__.py`.
TOOL CALL · read_file
{
"filepath": "multimethod/__init__.py",
"start_line": 170
}Result of read_file 5,206 characters
{
"status": "ok",
"filepath": "multimethod/__init__.py",
"content": " other.update(self)\n return other\n\n def __setitem__(self, types: tuple, func: Callable):\n self.clean()\n types = signature(types)\n parents = types.parents = self.parents(types)\n for key in self:\n if types < key and (not parents or parents & key.parents):\n key.parents -= parents\n key.parents.add(types)\n if any(map(subtype.subcheck, types)):\n self.get_type = get_type # switch to slower generic type checker\n super().__setitem__(types, func)\n self.__doc__ = self.docstring\n\n def __delitem__(self, types: tuple):\n self.clean()\n super().__delitem__(types)\n for key in self:\n if types in key.parents:\n key.parents = self.parents(key)\n self.__doc__ = self.docstring\n\n def __missing__(self, types: tuple) -> Callable:\n \"\"\"Find and cache the next applicable method of given types.\"\"\"\n self.evaluate()\n if types in self:\n return self[types]\n groups = groupby(signature(types).__sub__, self.parents(types))\n keys = groups[min(groups)] if groups else []\n funcs = {self[key] for key in keys}\n if len(funcs) == 1:\n return self.setdefault(types, *funcs)\n msg = f\"{self.__name__}: {len(keys)} methods found\" # type: ignore\n raise DispatchError(msg, types, keys)\n\n def __call__(self, *args, **kwargs):\n \"\"\"Resolve and dispatch to best method.\"\"\"\n return self[tuple(map(self.get_type, args))](*args, **kwargs)\n\n def evaluate(self):\n \"\"\"Evaluate any pending forward references.\n\n This can be called explicitly when using forward references,\n otherwise cache misses will evaluate.\n \"\"\"\n while self.pending:\n func = self.pending.pop()\n self[get_types(func)] = func\n\n @property\n def docstring(self):\n \"\"\"a descriptive docstring of all registered functions\"\"\"\n docs = []\n for func in set(self.values()):\n try:\n sig = inspect.signature(func)\n except ValueError:\n sig = ''\n doc = func.__doc__ or ''\n docs.append(f'{func.__name__}{sig}\\n {doc}')\n return '\\n\\n'.join(docs)\n\n\nclass multidispatch(multimethod):\n \"\"\"Provisional wrapper for future compatibility with `functools.singledispatch`.\"\"\"\n\n\nget_type = multimethod(type)\nget_type.__doc__ = \"\"\"Return a generic `subtype` which checks subscripts.\"\"\"\nfor atomic in (Iterator, str, bytes):\n get_type[(atomic,)] = type\n\n\n@multimethod # type: ignore[no-redef]\ndef get_type(arg: tuple):\n \"\"\"Return generic type checking all values.\"\"\"\n return subtype(type(arg), *map(get_type, arg))\n\n\n@multimethod # type: ignore[no-redef]\ndef get_type(arg: Mapping):\n \"\"\"Return generic type checking first item.\"\"\"\n return subtype(type(arg), *map(get_type, next(iter(arg.items()), ())))\n\n\n@multimethod # type: ignore[no-redef]\ndef get_type(arg: Iterable):\n \"\"\"Return generic type checking first value.\"\"\"\n return subtype(type(arg), *map(get_type, itertools.islice(arg, 1)))\n\n\ndef isa(*types: type) -> Callable:\n \"\"\"Partially bound `isinstance`.\"\"\"\n return lambda arg: isinstance(arg, types)\n\n\nclass overload(collections.OrderedDict):\n \"\"\"Ordered functions which dispatch based on their annotated predicates.\"\"\"\n\n __get__ = multimethod.__get__\n\n def __new__(cls, func):\n namespace = inspect.currentframe().f_back.f_locals\n self = functools.update_wrapper(super().__new__(cls), func)\n return namespace.get(func.__name__, self)\n\n def __init__(self, func: Callable):\n self[inspect.signature(func)] = func\n\n def __call__(self, *args, **kwargs):\n \"\"\"Dispatch to first matching function.\"\"\"\n for sig, func in reversed(self.items()):\n arguments = sig.bind(*args, **kwargs).arguments\n if all(\n param.annotation(arguments[name])\n for name, param in sig.parameters.items()\n if param.annotation is not param.empty\n ):\n return func(*args, **kwargs)\n raise DispatchError(\"No matching functions found\")\n\n def register(self, func: Callable) -> Callable:\n \"\"\"Decorator for registering a function.\"\"\"\n self.__init__(func) # type: ignore\n return self if self.__name__ == func.__name__ else func # type: ignore\n\n\nclass multimeta(type):\n \"\"\"Convert all callables in namespace to multimethods.\"\"\"\n\n class __prepare__(dict):\n def __init__(*args):\n pass\n\n def __setitem__(self, key, value):\n if callable(value):\n value = getattr(self.get(key), 'register', multimethod)(value)\n super().__setitem__(key, value)",
"start_line": 170,
"end_line": 309,
"total_lines": 309,
"is_truncated": false
}Generated tokens 265 tokens · stopped: STOP
Still passed. Why?
Wait, maybe because `int` is an instance of `type`.
Let's look at how `multimethod` decides which one to call.
If it finds an exact match, it might just use it without calculating distance.
In the case above:
`f(int)`
`args` = `(int,)`
`map(self.get_type, args)` = `(type(int),)` = `(type,)`
The `multimethod` dict contains:
`{(object,): f_object, (type,): f_type}`
`self[(type,)]` is an exact match! So it returns `f_type` immediately.
It doesn't call `__missing__` or `distance`.
The `distance` function is called when there is no exact match and it needs to look for the best candidate among candidates that are supertypes of the arguments.
Actually, it's in `__missing__`.
Let's find `__missing__` in `multimethod/__init__.py`.
<channel|><|tool_call>call:read_file{filepath:<|"|>multimethod/__init__.py<|"|>,start_line:170}<tool_call|><|tool_response>
Turn 6at 246 s817 tokens out8,935 prompt tokens
To trigger `__missing__`, we need to call the multimethod with types that are not exactly matched in the dict, but are subtypes of some keys.
If I have:
```python
@multimethod
def f(x: object):
print("object")
@multimethod
def f(x: type):
print("type")
```
And call `f(int)`, it's an exact match for `(type,)`.
But if I call `f(1)`, it's an exact match for `(int,)` if registered, or it should match `(object,)`.
`f(1)`: `type(1)` is `int`. `(int,)` is not in the dict. `__missing__` is called.
It looks for candidates. Candidates are `(object,)` and `(type,)`.
`int` is a subclass of `object`, but not `type`. So only `(object,)` matches.
To trigger the bug, we need `subclass` in `distance` to be `type`.
`distance` is called via `signature.__sub__` which is called in `__missing__`.
`groups = groupby(signature(types).__sub__, self.parents(types))`
`signature(types).__sub__` is a function that calculates distance.
Wait, `signature(types).__sub__` is:
```python
def __sub__(self, other) -> tuple:
"""Return relative distances, assuming self >= other."""
return tuple(map(distance, other, self))
```
The `other` argument is `self.parents(types)`.
`distance` is called as `distance(cls, subclass)`.
Here `cls` comes from `other` (the candidate signature types) and `subclass` comes from `self` (the actual types of the arguments).
So if the argument passed to the function is a class, `self.get_type(arg)` will be `type(arg)`.
If `arg` is `int`, `type(arg)` is `type`.
Then in `distance(cls, subclass)`, `subclass` will be `type`.
And `subclass.mro()` will be `type.mro()`, which fails.
So let's try this:
```python
@multimethod
def f(x: object):
print("object")
@multimethod
def f(x: type):
print("type")
# We need a case where it doesn't match exactly (type,)
# but it does match (object,) and (type,).
# Wait, if I call f(int), types is (type,).
# Since (type,) is already in the dict, it doesn't go to __missing__.
```
Actually, if I don't register `(type,)` but I register `(object,)` and `(type,)`... no that's impossible.
If I register `(object,)` and some other type that is a supertype of `type`.
Wait, `type` is a subclass of `object`.
If I register `(object,)` and I call `f(int)`, `type(int)` is `type`.
`(type,)` is not in the dict.
`__missing__` is called with `types = (type,)`.
`self.parents((type,))` will return `{(type,), (object,)}`? No, `parents` returns the signatures that are supertypes.
Wait, let's check `parents` implementation.
TOOL CALL · run_command
{
"command": "grep -rn \"def parents\" multimethod/__init__.py"
}Result of run_command 109 characters
{
"status": "ok",
"stdout": "156: def parents(self, types: tuple) -> set:\n",
"stderr": "",
"exit_code": 0
}Generated tokens 817 tokens · stopped: STOP
To trigger `__missing__`, we need to call the multimethod with types that are not exactly matched in the dict, but are subtypes of some keys.
If I have:
```python
@multimethod
def f(x: object):
print("object")
@multimethod
def f(x: type):
print("type")
```
And call `f(int)`, it's an exact match for `(type,)`.
But if I call `f(1)`, it's an exact match for `(int,)` if registered, or it should match `(object,)`.
`f(1)`: `type(1)` is `int`. `(int,)` is not in the dict. `__missing__` is called.
It looks for candidates. Candidates are `(object,)` and `(type,)`.
`int` is a subclass of `object`, but not `type`. So only `(object,)` matches.
To trigger the bug, we need `subclass` in `distance` to be `type`.
`distance` is called via `signature.__sub__` which is called in `__missing__`.
`groups = groupby(signature(types).__sub__, self.parents(types))`
`signature(types).__sub__` is a function that calculates distance.
Wait, `signature(types).__sub__` is:
```python
def __sub__(self, other) -> tuple:
"""Return relative distances, assuming self >= other."""
return tuple(map(distance, other, self))
```
The `other` argument is `self.parents(types)`.
`distance` is called as `distance(cls, subclass)`.
Here `cls` comes from `other` (the candidate signature types) and `subclass` comes from `self` (the actual types of the arguments).
So if the argument passed to the function is a class, `self.get_type(arg)` will be `type(arg)`.
If `arg` is `int`, `type(arg)` is `type`.
Then in `distance(cls, subclass)`, `subclass` will be `type`.
And `subclass.mro()` will be `type.mro()`, which fails.
So let's try this:
```python
@multimethod
def f(x: object):
print("object")
@multimethod
def f(x: type):
print("type")
# We need a case where it doesn't match exactly (type,)
# but it does match (object,) and (type,).
# Wait, if I call f(int), types is (type,).
# Since (type,) is already in the dict, it doesn't go to __missing__.
```
Actually, if I don't register `(type,)` but I register `(object,)` and `(type,)`... no that's impossible.
If I register `(object,)` and some other type that is a supertype of `type`.
Wait, `type` is a subclass of `object`.
If I register `(object,)` and I call `f(int)`, `type(int)` is `type`.
`(type,)` is not in the dict.
`__missing__` is called with `types = (type,)`.
`self.parents((type,))` will return `{(type,), (object,)}`? No, `parents` returns the signatures that are supertypes.
Wait, let's check `parents` implementation.
<channel|><|tool_call>call:run_command{command:<|"|>grep -rn "def parents" multimethod/__init__.py<|"|>}<tool_call|><|tool_response>
Turn 7at 248 s48 tokens out9,808 prompt tokens
Let's read `parents` implementation.
TOOL CALL · read_file
{
"end_line": 170,
"filepath": "multimethod/__init__.py",
"start_line": 150
}Result of read_file 1,034 characters
{
"status": "ok",
"filepath": "multimethod/__init__.py",
"content": " return overload.register(self, *args) # type: ignore\n return lambda func: self.__setitem__(args, func) or func\n\n def __get__(self, instance, owner):\n return self if instance is None else types.MethodType(self, instance)\n\n def parents(self, types: tuple) -> set:\n \"\"\"Find immediate parents of potential key.\"\"\"\n parents = {key for key in self if isinstance(key, signature) and key < types}\n return parents - {ancestor for parent in parents for ancestor in parent.parents}\n\n def clean(self):\n \"\"\"Empty the cache.\"\"\"\n for key in list(self):\n if not isinstance(key, signature):\n super().__delitem__(key)\n\n def copy(self):\n \"\"\"Return a new multimethod with the same methods.\"\"\"\n other = dict.__new__(type(self))\n other.update(self)",
"start_line": 150,
"end_line": 170,
"total_lines": 309,
"is_truncated": false
}Generated tokens 48 tokens · stopped: STOP
Let's read `parents` implementation.
<channel|><|tool_call>call:read_file{end_line:170,filepath:<|"|>multimethod/__init__.py<|"|>,start_line:150}<tool_call|><|tool_response>
Turn 8at 284 s573 tokens out10,162 prompt tokens
And `signature.__le__` (used in `key < types`):
```python
def __le__(self, other) -> bool:
return len(self) <= len(other) and all(map(issubclass, other, self))
```
Wait, `key < types` means `key <= types` and `key != types`.
`key <= types` means `all(map(issubclass, types, key))`.
Wait, the `map` is `map(issubclass, other, self)`.
If `other` is `types` and `self` is `key`:
`issubclass(types[0], key[0]), issubclass(types[1], key[1]), ...`
So `key` is a supertype of `types`.
Back to my reproduction:
```python
@multimethod
def f(x: object):
print("object")
f(int)
```
1. `f` is registered with signature `(object,)`.
2. `f(int)` is called. `args = (int,)`.
3. `type(int)` is `type`.
4. `self[(type,)]` is looked up. It's not there.
5. `__missing__((type,))` is called.
6. `self.parents((type,))`:
- `key` is `(object,)`.
- `(object,) <= (type,)` is `issubclass(type, object)`, which is `True`.
- `(object,) != (type,)` is `True`.
- So `(object,)` is a parent.
7. `groups = groupby(signature((type,)).__sub__, {(object,)})`
8. `signature((type,)).__sub__((object,))` is called.
9. This calls `map(distance, (object,), (type,))`.
10. `distance(object, type)` is called.
11. `mro = type.mro()`.
12. **BOOM!** `TypeError: unbound method type.mro() needs an argument`.
Let's test this reproduction.
TOOL CALL · run_command
{
"command": "python3 - <<'PY'\nfrom multimethod import multimethod\n\n@multimmethod\ndef f(x: object):\n print(\"object\")\n\ntry:\n f(int)\n print(\"Test Passed\")\nexcept TypeError as e:\n print(f\"Test Failed: {e}\")\nPY\n"
}Result of run_command 435 characters
{
"status": "error",
"error_type": "CommandError",
"error_message": "Traceback (most recent call last):\n File \"<stdin>\", line 3, in <module>\nNameError: name 'multimmethod' is not defined. Did you mean: 'multimethod'?\n",
"details": {
"stdout": "",
"stderr": "Traceback (most recent call last):\n File \"<stdin>\", line 3, in <module>\nNameError: name 'multimmethod' is not defined. Did you mean: 'multimethod'?\n",
"exit_code": 1
}
}Generated tokens 573 tokens · stopped: STOP
And `signature.__le__` (used in `key < types`):
```python
def __le__(self, other) -> bool:
return len(self) <= len(other) and all(map(issubclass, other, self))
```
Wait, `key < types` means `key <= types` and `key != types`.
`key <= types` means `all(map(issubclass, types, key))`.
Wait, the `map` is `map(issubclass, other, self)`.
If `other` is `types` and `self` is `key`:
`issubclass(types[0], key[0]), issubclass(types[1], key[1]), ...`
So `key` is a supertype of `types`.
Back to my reproduction:
```python
@multimethod
def f(x: object):
print("object")
f(int)
```
1. `f` is registered with signature `(object,)`.
2. `f(int)` is called. `args = (int,)`.
3. `type(int)` is `type`.
4. `self[(type,)]` is looked up. It's not there.
5. `__missing__((type,))` is called.
6. `self.parents((type,))`:
- `key` is `(object,)`.
- `(object,) <= (type,)` is `issubclass(type, object)`, which is `True`.
- `(object,) != (type,)` is `True`.
- So `(object,)` is a parent.
7. `groups = groupby(signature((type,)).__sub__, {(object,)})`
8. `signature((type,)).__sub__((object,))` is called.
9. This calls `map(distance, (object,), (type,))`.
10. `distance(object, type)` is called.
11. `mro = type.mro()`.
12. **BOOM!** `TypeError: unbound method type.mro() needs an argument`.
Let's test this reproduction.
<channel|><|tool_call>call:run_command{command:<|"|>python3 - <<'PY'
from multimethod import multimethod
@multimmethod
def f(x: object):
print("object")
try:
f(int)
print("Test Passed")
except TypeError as e:
print(f"Test Failed: {e}")
PY
<|"|>}<tool_call|><|tool_response>
Turn 9at 288 s96 tokens out10,890 prompt tokens
Whoops, typo in `multimmethod`.
TOOL CALL · run_command
{
"command": "python3 - <<'PY'\nfrom multimethod import multimethod\n\n@multimethod\ndef f(x: object):\n print(\"object\")\n\ntry:\n f(int)\n print(\"Test Passed\")\nexcept TypeError as e:\n print(f\"Test Failed: {e}\")\nPY\n"
}Result of run_command 81 characters
{
"status": "ok",
"stdout": "object\nTest Passed\n",
"stderr": "",
"exit_code": 0
}Generated tokens 96 tokens · stopped: STOP
Whoops, typo in `multimmethod`.
<channel|><|tool_call>call:run_command{command:<|"|>python3 - <<'PY'
from multimethod import multimethod
@multimethod
def f(x: object):
print("object")
try:
f(int)
print("Test Passed")
except TypeError as e:
print(f"Test Failed: {e}")
PY
<|"|>}<tool_call|><|tool_response>
Turn 10at 358 s1,349 tokens out11,031 prompt tokens
Still passed! Why?
Wait, I just said:
`f(int)` -> `type(int)` is `type`.
`self[(type,)]` is missing.
`__missing__((type,))` is called.
`self.parents((type,))` finds `(object,)`.
`distance(object, type)` is called.
`type.mro()` should be called.
Let's debug why `distance` is not called.
Maybe `self.parents((type,))` is empty?
In `parents`:
```python
def parents(self, types: tuple) -> set:
\"\"\"Find immediate parents of potential key.\"\"\"
parents = {key for key in self if isinstance(key, signature) and key < types}
return parents - {ancestor for parent in parents for ancestor in parent.parents}
```
`key` is `(object,)`. `types` is `(type,)`.
Is `(object,) < (type,)`?
`signature.__le__`:
```python
def __le__(self, other) -> bool:
return len(self) <= len(other) and all(map(issubclass, other, self))
```
`len((object,))` (1) <= `len((type,))` (1).
`map(issubclass, (type,), (object,))` -> `issubclass(type, object)`.
`issubclass(type, object)` is `True`.
So `(object,) <= (type,)`.
And `(object,) != (type,)`.
So `(object,) < (type,)`.
Wait, I might be misinterpreting how `multimethod` is implemented.
Let's look at `multimethod`'s `__init__`.
```python
def __init__(self, func: Callable):
try:
self[get_types(func)] = func
except (NameError, AttributeError):
self.pending.add(func)
```
And `__setitem__`:
```python
def __setitem__(self, types: tuple, func: Callable):
self.clean()
types = signature(types)
# ...
super().__setitem__(types, func)
```
So the keys in the `multimethod` dict are `signature` objects.
In my reproduction:
```python
@multimethod
def f(x: object):
print("object")
```
The key is `signature((object,))`.
When I call `f(int)`:
`args` is `(int,)`.
`map(self.get_type, args)` is `(type(int),)` = `(type,)`.
Wait, `self.get_type` is `type` by default.
So `self[(type,)]` is called.
`(type,)` is a tuple, not a `signature` object.
The dict `multimethod` (which is a `dict` subclass) is indexed with `(type,)`.
But the key in the dict is `signature((object,))`.
So `self[(type,)]` will fail to find the key.
Then `__missing__((type,))` is called.
Wait, I just ran it and it printed "object".
This means `__missing__((type,))` definitely worked and found `signature((object,))`.
Let's look at `__missing__` again.
```python
def __missing__(self, types: tuple) -> Callable:
\"\"\"Find and cache the next applicable method of given types.\"\"\"
self.evaluate()
if types in self:
return self[types]
groups = groupby(signature(types).__sub__, self.parents(types))
keys = groups[min(groups)] if groups else []
funcs = {self[key] for key in keys}
if len(funcs) == 1:
return self.setdefault(types, *funcs)
# ...
```
`signature(types).__sub__` is passed to `groupby`.
`groupby` is:
```python
def groupby(func, values):
groups = collections.defaultdict(list)
for value in values:
groups[func(value)].append(value)
return groups
```
So it calls `signature(types).__sub__(value)` for each `value` in `self.parents(types)`.
And `signature(types).__sub__(value)` calls `distance`.
So why is it not crashing?
Maybe `self.parents((type,))` is empty?
Wait, `self.parents(types)`:
```python
def parents(self, types: tuple) -> set:
\"\"\"Find immediate parents of potential key.\"\"\"
parents = {key for key in self if isinstance(key, signature) and key < types}
return parents - {ancestor for parent in parents for ancestor in parent.parents}
```
If `key` is `signature((object,))` and `types` is `(type,)`.
Is `key < types`?
`signature.__le__`:
```python
def __le__(self, other) -> bool:
return len(self) <= len(other) and all(map(issubclass, other, self))
```
Here `self` is `key` (signature((object,))) and `other` is `types` ((type,)).
`all(map(issubclass, (type,), (object,)))` -> `issubclass(type, object)` -> `True`.
Wait! I might have found the reason it doesn't crash in my current environment.
Is it possible that `type.mro()` works in some Python versions?
No, in Python 3 it should fail.
Let me double check with a simple script.
TOOL CALL · run_command
{
"command": "python3 -c \"print(type.mro())\""
}Result of run_command 395 characters
{
"status": "error",
"error_type": "CommandError",
"error_message": "Traceback (most recent call last):\n File \"<string>\", line 1, in <module>\nTypeError: unbound method type.mro() needs an argument\n",
"details": {
"stdout": "",
"stderr": "Traceback (most recent call last):\n File \"<string>\", line 1, in <module>\nTypeError: unbound method type.mro() needs an argument\n",
"exit_code": 1
}
}Generated tokens 1,349 tokens · stopped: STOP
Still passed! Why?
Wait, I just said:
`f(int)` -> `type(int)` is `type`.
`self[(type,)]` is missing.
`__missing__((type,))` is called.
`self.parents((type,))` finds `(object,)`.
`distance(object, type)` is called.
`type.mro()` should be called.
Let's debug why `distance` is not called.
Maybe `self.parents((type,))` is empty?
In `parents`:
```python
def parents(self, types: tuple) -> set:
\"\"\"Find immediate parents of potential key.\"\"\"
parents = {key for key in self if isinstance(key, signature) and key < types}
return parents - {ancestor for parent in parents for ancestor in parent.parents}
```
`key` is `(object,)`. `types` is `(type,)`.
Is `(object,) < (type,)`?
`signature.__le__`:
```python
def __le__(self, other) -> bool:
return len(self) <= len(other) and all(map(issubclass, other, self))
```
`len((object,))` (1) <= `len((type,))` (1).
`map(issubclass, (type,), (object,))` -> `issubclass(type, object)`.
`issubclass(type, object)` is `True`.
So `(object,) <= (type,)`.
And `(object,) != (type,)`.
So `(object,) < (type,)`.
Wait, I might be misinterpreting how `multimethod` is implemented.
Let's look at `multimethod`'s `__init__`.
```python
def __init__(self, func: Callable):
try:
self[get_types(func)] = func
except (NameError, AttributeError):
self.pending.add(func)
```
And `__setitem__`:
```python
def __setitem__(self, types: tuple, func: Callable):
self.clean()
types = signature(types)
# ...
super().__setitem__(types, func)
```
So the keys in the `multimethod` dict are `signature` objects.
In my reproduction:
```python
@multimethod
def f(x: object):
print("object")
```
The key is `signature((object,))`.
When I call `f(int)`:
`args` is `(int,)`.
`map(self.get_type, args)` is `(type(int),)` = `(type,)`.
Wait, `self.get_type` is `type` by default.
So `self[(type,)]` is called.
`(type,)` is a tuple, not a `signature` object.
The dict `multimethod` (which is a `dict` subclass) is indexed with `(type,)`.
But the key in the dict is `signature((object,))`.
So `self[(type,)]` will fail to find the key.
Then `__missing__((type,))` is called.
Wait, I just ran it and it printed "object".
This means `__missing__((type,))` definitely worked and found `signature((object,))`.
Let's look at `__missing__` again.
```python
def __missing__(self, types: tuple) -> Callable:
\"\"\"Find and cache the next applicable method of given types.\"\"\"
self.evaluate()
if types in self:
return self[types]
groups = groupby(signature(types).__sub__, self.parents(types))
keys = groups[min(groups)] if groups else []
funcs = {self[key] for key in keys}
if len(funcs) == 1:
return self.setdefault(types, *funcs)
# ...
```
`signature(types).__sub__` is passed to `groupby`.
`groupby` is:
```python
def groupby(func, values):
groups = collections.defaultdict(list)
for value in values:
groups[func(value)].append(value)
return groups
```
So it calls `signature(types).__sub__(value)` for each `value` in `self.parents(types)`.
And `signature(types).__sub__(value)` calls `distance`.
So why is it not crashing?
Maybe `self.parents((type,))` is empty?
Wait, `self.parents(types)`:
```python
def parents(self, types: tuple) -> set:
\"\"\"Find immediate parents of potential key.\"\"\"
parents = {key for key in self if isinstance(key, signature) and key < types}
return parents - {ancestor for parent in parents for ancestor in parent.parents}
```
If `key` is `signature((object,))` and `types` is `(type,)`.
Is `key < types`?
`signature.__le__`:
```python
def __le__(self, other) -> bool:
return len(self) <= len(other) and all(map(issubclass, other, self))
```
Here `self` is `key` (signature((object,))) and `other` is `types` ((type,)).
`all(map(issubclass, (type,), (object,)))` -> `issubclass(type, object)` -> `True`.
Wait! I might have found the reason it doesn't crash in my current environment.
Is it possible that `type.mro()` works in some Python versions?
No, in Python 3 it should fail.
Let me double check with a simple script.
<channel|><|tool_call>call:run_command{command:<|"|>python3 -c "print(type.mro())"<|"|>}<tool_call|><|tool_response>
Turn 11at 404 s1,051 tokens out12,515 prompt tokens
Yes, it fails as expected.
So why did my reproduction `f(int)` not fail?
Wait, I know!
`self.setdefault(types, *funcs)`
In `__missing__`:
```python
if len(funcs) == 1:
return self.setdefault(types, *funcs)
```
`self` is a `multimethod` object. `self.setdefault` is the `dict.setdefault` method?
No, `multimethod` inherits from `dict`.
Wait, `setdefault` on `dict` takes two arguments: `key, default`.
`self.setdefault(types, *funcs)` is called with `funcs` which is a set of one function.
So it's `self.setdefault((type,), func)`.
Wait, this call to `setdefault` adds `(type,)` as a key to the dict.
Next time `f(int)` is called, it's an exact match: `self[(type,)]` will find the result!
But the *first* time it was called, it should have gone through `__missing__` and `distance`.
Ah, I see. I only called it once in my reproduction.
Wait, I called it once, it should have gone through `__missing__` the first time.
Wait... I'm calling `f(int)`.
`f` was created by `@multimethod`.
```python
@multimethod
def f(x: object):
print("object")
```
This calls `multimethod(f)`.
In `multimethod.__init__`:
```python
def __init__(self, func: Callable):
try:
self[get_types(func)] = func
except (NameError, AttributeError):
self.pending.add(func)
```
`get_types(f)` returns `(object,)`.
Then `self[(object,)] = f` is called.
This calls `__setitem__((object,), f)`.
In `__setitem__`:
```python
def __setitem__(self, types: tuple, func: Callable):
self.clean()
types = signature(types)
parents = types.parents = self.parents(types)
C...
super().__setitem__(types, func)
```
`types` is `signature((object,))`.
`self.parents(signature((object,)))` is called.
In `parents(types)`:
```python
def parents(self, types: tuple) -> set:
parents = {key for key in self if isinstance(key, signature) and key < types}
return parents - {ancestor for parent in parents for ancestor in parent.parents}
```
At this point, `self` is empty. So `parents` is empty.
Now I call `f(int)`.
1. `self[(type,)]` is looked up. `(type,)` is not in the dict. (Keys are `signature` objects).
2. `__missing__((type,))` is called.
3. `self.parents((type,))` is called.
- `key` is `signature((object,))`.
- `(object,) < (type,)` is `True`.
- So `parents` = `{signature((object,))}`.
4. `groups = groupby(signature((type,)).__sub__, {signature((object,))})`
5. `signature((type,)).__sub__(signature((object,)))` is called.
6. `map(distance, (object,), (type,))` is called.
7. `distance(object, type)` is called.
8. `type.mro()` is called.
9. **CRASH!**
Why did it not crash in my reproduction?
Wait... maybe `self.get_type` is not `type`?
In `multimethod.__new__`:
```python
self.get_type = type # default type checker
```
Yes, it is `type`.
Wait! I suspect a very subtle thing.
In my reproduction:
```python
@multimethod
def f(x: object):
print("object")
```
Is `f` a `multimethod` instance?
Yes.
Let me try to print the keys of `f` before calling it.
TOOL CALL · run_command
{
"command": "python3 - <<'PY'\nfrom multimethod import multimethod\n\n@multimethod\ndef f(x: object):\n print(\"object\")\n\nprint(f\"Keys: {list(f.keys())}\")\nf(int)\nPY\n"
}Result of run_command 80 characters
{
"status": "ok",
"stdout": "Keys: [()]\nobject\n",
"stderr": "",
"exit_code": 0
}Generated tokens 1,051 tokens · stopped: STOP
Yes, it fails as expected.
So why did my reproduction `f(int)` not fail?
Wait, I know!
`self.setdefault(types, *funcs)`
In `__missing__`:
```python
if len(funcs) == 1:
return self.setdefault(types, *funcs)
```
`self` is a `multimethod` object. `self.setdefault` is the `dict.setdefault` method?
No, `multimethod` inherits from `dict`.
Wait, `setdefault` on `dict` takes two arguments: `key, default`.
`self.setdefault(types, *funcs)` is called with `funcs` which is a set of one function.
So it's `self.setdefault((type,), func)`.
Wait, this call to `setdefault` adds `(type,)` as a key to the dict.
Next time `f(int)` is called, it's an exact match: `self[(type,)]` will find the result!
But the *first* time it was called, it should have gone through `__missing__` and `distance`.
Ah, I see. I only called it once in my reproduction.
Wait, I called it once, it should have gone through `__missing__` the first time.
Wait... I'm calling `f(int)`.
`f` was created by `@multimethod`.
```python
@multimethod
def f(x: object):
print("object")
```
This calls `multimethod(f)`.
In `multimethod.__init__`:
```python
def __init__(self, func: Callable):
try:
self[get_types(func)] = func
except (NameError, AttributeError):
self.pending.add(func)
```
`get_types(f)` returns `(object,)`.
Then `self[(object,)] = f` is called.
This calls `__setitem__((object,), f)`.
In `__setitem__`:
```python
def __setitem__(self, types: tuple, func: Callable):
self.clean()
types = signature(types)
parents = types.parents = self.parents(types)
C...
super().__setitem__(types, func)
```
`types` is `signature((object,))`.
`self.parents(signature((object,)))` is called.
In `parents(types)`:
```python
def parents(self, types: tuple) -> set:
parents = {key for key in self if isinstance(key, signature) and key < types}
return parents - {ancestor for parent in parents for ancestor in parent.parents}
```
At this point, `self` is empty. So `parents` is empty.
Now I call `f(int)`.
1. `self[(type,)]` is looked up. `(type,)` is not in the dict. (Keys are `signature` objects).
2. `__missing__((type,))` is called.
3. `self.parents((type,))` is called.
- `key` is `signature((object,))`.
- `(object,) < (type,)` is `True`.
- So `parents` = `{signature((object,))}`.
4. `groups = groupby(signature((type,)).__sub__, {signature((object,))})`
5. `signature((type,)).__sub__(signature((object,)))` is called.
6. `map(distance, (object,), (type,))` is called.
7. `distance(object, type)` is called.
8. `type.mro()` is called.
9. **CRASH!**
Why did it not crash in my reproduction?
Wait... maybe `self.get_type` is not `type`?
In `multimethod.__new__`:
```python
self.get_type = type # default type checker
```
Yes, it is `type`.
Wait! I suspect a very subtle thing.
In my reproduction:
```python
@multimethod
def f(x: object):
print("object")
```
Is `f` a `multimethod` instance?
Yes.
Let me try to print the keys of `f` before calling it.
<channel|><|tool_call>call:run_command{command:<|"|>python3 - <<'PY'
from multimethod import multimethod
@multimethod
def f(x: object):
print("object")
print(f"Keys: {list(f.keys())}")
f(int)
PY
<|"|>}<tool_call|><|tool_response>
Turn 12at 408 s78 tokens out13,613 prompt tokens
Wait! `Keys: [()]`. What?? Where did `()` come from? The signature of `f(x: object)` should be `(object,)`. Let's look at `get_types`.
TOOL CALL · run_command
{
"command": "grep -rn \"def get_types\" multimethod/__init__.py"
}Result of run_command 104 characters
{
"status": "ok",
"stdout": "21:def get_types(func: Callable) -> tuple:\n",
"stderr": "",
"exit_code": 0
}Generated tokens 78 tokens · stopped: STOP
Wait! `Keys: [()]`.
What?? Where did `()` come from?
The signature of `f(x: object)` should be `(object,)`.
Let's look at `get_types`.
<channel|><|tool_call>call:run_command{command:<|"|>grep -rn "def get_types" multimethod/__init__.py<|"|>}<tool_call|><|tool_response>
Turn 13at 412 s46 tokens out13,745 prompt tokens
Let's read `get_types`.
TOOL CALL · read_file
{
"end_line": 40,
"filepath": "multimethod/__init__.py",
"start_line": 21
}Result of read_file 1,014 characters
{
"status": "ok",
"filepath": "multimethod/__init__.py",
"content": "def get_types(func: Callable) -> tuple:\n \"\"\"Return evaluated type hints for positional required parameters in order.\"\"\"\n if not hasattr(func, '__annotations__'):\n return ()\n type_hints = typing.get_type_hints(func)\n positionals = {inspect.Parameter.POSITIONAL_ONLY, inspect.Parameter.POSITIONAL_OR_KEYWORD}\n annotations = [\n type_hints.get(param.name, object)\n for param in inspect.signature(func).parameters.values()\n if param.default is param.empty and param.kind in positionals\n ] # missing annotations are padded with `object`, but trailing objects are unnecessary\n return tuple(itertools.dropwhile(lambda cls: cls is object, reversed(annotations)))[::-1]\n\n\nclass DispatchError(TypeError):\n pass\n\n\nclass subtype(type):\n \"\"\"A normalized generic type which checks subscripts.\"\"\"",
"start_line": 21,
"end_line": 40,
"total_lines": 309,
"is_truncated": false
}Generated tokens 46 tokens · stopped: STOP
Let's read `get_types`.
<channel|><|tool_call>call:read_file{end_line:40,filepath:<|"|>multimethod/__init__.py<|"|>,start_line:21}<tool_call|><|tool_response>
Patch, tests and logs
Final code change Included
Test output Missing
Not saved for this rollout. Nothing has been inferred or reconstructed.
Test errors Missing
Not saved for this rollout. Nothing has been inferred or reconstructed.
Test report (JUnit) Missing
Not saved for this rollout. Nothing has been inferred or reconstructed.
Agent log Included
[ 0.0s] 📋 System Prompt: You are a principal Python software engineer resolving a repository issue in `/workspace`.
[ 0.0s] 🎯 Task Prompt: You are evaluating a software engineering task for repository coady/multimethod.
[ 57.4s] 💭 (2802 chars) "The user is reporting a `TypeError` when using `type` or another metaclass as a type hint
in a `multimethod`.
The traceb..."
[ 57.4s] 🔧 run_command (13 lines) python3 - <<'PY'
[ 57.5s] → success
[ 73.8s] 💭 (679 chars) "Wait, it passed?
The problem description says:
```python
@multimethod
def f(x: type):
print("success")
>>> f(int)
T..."
[ 73.8s] 📖 read_file (multimethod/__init__.py)
[ 73.9s] ✓ {'status': 'ok', 'filepath': 'multimethod/__init__.py', 'content': ' nargs = len(self.__args__)\n
if self.…
[ 77.2s] 💭 (46 chars) "I need to see the implementation of `__sub__`."
[ 77.2s] 📖 read_file (multimethod/__init__.py)
[ 77.2s] ✓ {'status': 'ok', 'filepath': 'multimethod/__init__.py', 'content': ' """Return relative
distances, assuming self …
[ 160.4s] 💭 (4337 chars) "Wait, the traceback says line 103: `mros = (subclass.mro() for subclass in self)`.
But looking at the file content I got..."
[ 160.4s] 🔧 run_command (17 lines) python3 - <<'PY'
[ 160.5s] → type
[ 183.7s] 💭 (753 chars) "Still passed. Why?
Wait, maybe because `int` is an instance of `type`.
Let's look at how `multimethod` decides which one..."
[ 183.7s] 📖 read_file (multimethod/__init__.py)
[ 183.7s] ✓ {'status': 'ok', 'filepath': 'multimethod/__init__.py', 'content': ' other.update(self)\n
return other\n\n…
[ 245.3s] 💭 (2504 chars) "To trigger `__missing__`, we need to call the multimethod with types that are not exactly
matched in the dict, but are s..."
[ 245.3s] 🔧 run_command grep -rn "def parents" multimethod/__init__.py
[ 245.4s] → 156: def parents(self, types: tuple) -> set:
[ 247.4s] 💭 (36 chars) "Let's read `parents` implementation."
[ 247.4s] 📖 read_file (multimethod/__init__.py)
[ 247.5s] ✓ {'status': 'ok', 'filepath': 'multimethod/__init__.py', 'content': ' return
overload.register(self, *args) #…
[ 283.2s] 💭 (1327 chars) "And `signature.__le__` (used in `key < types`):
```python
def __le__(self, other) -> bool:
return len(self) ..."
[ 283.2s] 🔧 run_command (13 lines) python3 - <<'PY'
[ 283.3s] → error (exit 0):
[ 287.9s] 💭 (31 chars) "Whoops, typo in `multimmethod`."
[ 287.9s] 🔧 run_command (13 lines) python3 - <<'PY'
[ 288.0s] → object
[ 357.7s] 💭 (4236 chars) "Still passed! Why?
Wait, I just said:
`f(int)` -> `type(int)` is `type`.
`self[(type,)]` is missing.
`__missing__((type,..."
[ 357.7s] 🔧 run_command python3 -c "print(type.mro())"
[ 357.7s] → error (exit 0):
[ 403.4s] 💭 (3061 chars) "Yes, it fails as expected.
So why did my reproduction `f(int)` not fail?
Wait, I know!
`self.setdefault(types, *funcs)`..."
[ 403.4s] 🔧 run_command (10 lines) python3 - <<'PY'
[ 403.5s] → Keys: [()]
[ 407.6s] 💭 (135 chars) "Wait! `Keys: [()]`.
What?? Where did `()` come from?
The signature of `f(x: object)` should be `(object,)`.
Let's look ..."
[ 407.6s] 🔧 run_command grep -rn "def get_types" multimethod/__init__.py
[ 407.7s] → 21:def get_types(func: Callable) -> tuple:
[ 411.4s] 💭 (23 chars) "Let's read `get_types`."
[ 411.4s] 📖 read_file (multimethod/__init__.py)
[ 411.4s] ✓ {'status': 'ok', 'filepath': 'multimethod/__init__.py', 'content': 'def get_types(func: Callable) ->
tuple:\n """Retu…
Native result row
{
"agent_error": "Agent exceeded session timeout (7.5 min)",
"duration_seconds": 452.72,
"error": "Empty agent patch",
"grade": {
"error": "Empty agent patch",
"resolved": false,
"strict_clean_patch": false,
"test_exit_code": -1
},
"instance_id": "coady__multimethod-26",
"pass_idx": 0,
"patch_chars": 0,
"phase1_seconds": 452.72,
"repo": "coady/multimethod",
"request_log_path": "/kaggle-root/working/r31/rollouts_X/requests/coady__multimethod-26__p0__r5.jsonl",
"resolved": false,
"rollout_idx": 5,
"run_key": "coady__multimethod-26__p0__r5",
"strict_clean_patch": false,
"tool_calls": 13,
"total_llm_calls": 13,
"trace_path": "/kaggle-root/working/r31/rollouts_X/traces/trace_coady__multimethod-26__p0__r5.json"
}