|
| 1 | +from typing import TypedDict |
| 2 | +from collections import defaultdict |
| 3 | +from collections.abc import Callable |
| 4 | +import json |
| 5 | + |
| 6 | +class ExperimentResult(TypedDict): |
| 7 | + matches: int |
| 8 | + failures: int |
| 9 | + |
| 10 | +class Experiment[**P, T]: |
| 11 | + |
| 12 | + _experiments: dict[str, list[Callable]] = defaultdict(list) |
| 13 | + _results: dict[str, dict[str, ExperimentResult]] = defaultdict(dict) |
| 14 | + |
| 15 | + def __init__(self, *, control: str|Callable[P, T]) -> None: |
| 16 | + self._control = control if isinstance(control, str) else control.__name__ |
| 17 | + |
| 18 | + def __call__(self, function: Callable[P, T]) -> Callable[P, T]: |
| 19 | + """Add all the experimental only functions to the experiments list""" |
| 20 | + if self._control == function.__name__: |
| 21 | + Experiment._experiments[self._control].append(function) |
| 22 | + Experiment._results[self._control][function.__name__] = ExperimentResult(matches=0, failures=0) |
| 23 | + |
| 24 | + def wrapper(*args: P.args, **kwargs: P.kwargs) -> T: |
| 25 | + """When we call the real function, run the experiments too""" |
| 26 | + real_result = function(*args, **kwargs) |
| 27 | + |
| 28 | + for experimental_function in Experiment._experiments[self._control]: |
| 29 | + experimental_result = experimental_function(*args, **kwargs) |
| 30 | + if experimental_result == real_result: |
| 31 | + Experiment._results[self._control][experimental_function.__name__]["matches"] += 1 |
| 32 | + else: |
| 33 | + Experiment._results[self._control][experimental_function.__name__]["failures"] += 1 |
| 34 | + |
| 35 | + return real_result |
| 36 | + return wrapper |
| 37 | + |
| 38 | +class Raysperiment[**P, T]: |
| 39 | + def __init__(self, control:Callable[P, T]) -> None: |
| 40 | + self._functions = [] |
| 41 | + self._control = control |
| 42 | + self._results: dict[str, ExperimentResult] = defaultdict(lambda:ExperimentResult(matches=0, failures=0)) |
| 43 | + |
| 44 | + def register(self, function:Callable[P, T]) -> Callable[P, T]: |
| 45 | + self._functions.append(function) |
| 46 | + return function |
| 47 | + |
| 48 | + def handle_result(self, function_name: str, good: T, unknown: T) -> None: |
| 49 | + if good == unknown: |
| 50 | + self._results[function_name]["matches"] += 1 |
| 51 | + else: |
| 52 | + self._results[function_name]["failures"] += 1 |
| 53 | + |
| 54 | + def __call__(self, *args: P.args, **kwargs: P.kwargs) -> T: |
| 55 | + real_result = self._control(*args, **kwargs) |
| 56 | + for func in self._functions: |
| 57 | + unknown = func(*args, **kwargs) |
| 58 | + self.handle_result(func.__name__, real_result, unknown) |
| 59 | + return real_result |
| 60 | + |
| 61 | +legit_function = Raysperiment(control=lambda a, b, c:sum([a, b, c])) |
| 62 | + |
| 63 | +@legit_function.register |
| 64 | +def bad_refactor(a: int, b: int, c: int) -> int: |
| 65 | + print("a + b - c") |
| 66 | + return a + b - c |
| 67 | + |
| 68 | +@legit_function.register |
| 69 | +def good_refactor(a: int, b: int, c: int) -> int: |
| 70 | + print("a + b + c") |
| 71 | + return a + b + c |
| 72 | + |
| 73 | +print(legit_function(1, 2, 3)) |
| 74 | +print(json.dumps(legit_function._results, indent=2)) |
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