def __init__(*_coconut_match_to_args, **_coconut_match_to_kwargs):
"""Construct a new BlackBoxOptimizer. It is recommended to pass file=__file__."""
_coconut_match_check = False
_coconut_FunctionMatchError = _coconut_get_function_match_error()
if (_coconut.len(_coconut_match_to_args) <= 2) and (_coconut.sum((_coconut.len(_coconut_match_to_args) > 0, "self" in _coconut_match_to_kwargs)) == 1) and (_coconut.sum((_coconut.len(_coconut_match_to_args) > 1, "file" in _coconut_match_to_kwargs)) == 1):
_coconut_match_temp_0 = _coconut_match_to_args[0] if _coconut.len(_coconut_match_to_args) > 0 else _coconut_match_to_kwargs.pop("self")
_coconut_match_temp_1 = _coconut_match_to_args[1] if _coconut.len(_coconut_match_to_args) > 1 else _coconut_match_to_kwargs.pop("file")
_coconut_match_temp_2 = _coconut_match_to_kwargs.pop("tag") if "tag" in _coconut_match_to_kwargs else None
_coconut_match_temp_3 = _coconut_match_to_kwargs.pop("protocol") if "protocol" in _coconut_match_to_kwargs else None
if not _coconut_match_to_kwargs:
self = _coconut_match_temp_0
file = _coconut_match_temp_1
tag = _coconut_match_temp_2
protocol = _coconut_match_temp_3
_coconut_match_check = True
if not _coconut_match_check:
raise _coconut_FunctionMatchError('match def __init__(self, file, *, tag=None, protocol=None):', _coconut_match_to_args)
if not isinstance(file, Str):
raise TypeError("file must be a string")
self._file = norm_path(file)
self._tag = tag
if protocol is None:
# auto-detect protocol
self._protocol = "json"
if not os.path.exists(self.data_file):
self._protocol = default_protocol
else:
self._protocol = protocol
self.reload()
def _coconut_lambda_0(*_coconut_match_args,
**_coconut_match_kwargs):
_coconut_match_check_0 = False
_coconut_match_set_name_val = _coconut_sentinel
_coconut_match_set_name_loss = _coconut_sentinel
_coconut_FunctionMatchError = _coconut_get_function_match_error(
)
if _coconut.len(_coconut_match_args) == 1:
if (_coconut.isinstance(
_coconut_match_args[0],
_coconut.abc.Sequence)) and (_coconut.len(
_coconut_match_args[0]) == 2):
_coconut_match_set_name_val = _coconut_match_args[0][0]
_coconut_match_set_name_loss = _coconut_match_args[0][
1]
if not _coconut_match_kwargs:
_coconut_match_check_0 = True
if _coconut_match_check_0:
if _coconut_match_set_name_val is not _coconut_sentinel:
val = _coconut_match_set_name_val
if _coconut_match_set_name_loss is not _coconut_sentinel:
loss = _coconut_match_set_name_loss
if not _coconut_match_check_0:
raise _coconut_FunctionMatchError(
'best_val, min_loss = min(marginals, key=def ((val, loss)) -> loss)',
_coconut_match_args)
return loss
def init_backend(*_coconut_match_to_args, **_coconut_match_to_kwargs):
"""Create a backend object of the given name with the given data."""
_coconut_match_check = False
_coconut_FunctionMatchError = _coconut_get_function_match_error()
if (_coconut.sum((_coconut.len(_coconut_match_to_args) > 0, "name" in _coconut_match_to_kwargs)) == 1) and (_coconut.sum((_coconut.len(_coconut_match_to_args) > 1, "examples" in _coconut_match_to_kwargs)) == 1) and (_coconut.sum((_coconut.len(_coconut_match_to_args) > 2, "params" in _coconut_match_to_kwargs)) == 1):
_coconut_match_temp_0 = _coconut_match_to_args[0] if _coconut.len(_coconut_match_to_args) > 0 else _coconut_match_to_kwargs.pop("name")
_coconut_match_temp_1 = _coconut_match_to_args[1] if _coconut.len(_coconut_match_to_args) > 1 else _coconut_match_to_kwargs.pop("examples")
_coconut_match_temp_2 = _coconut_match_to_args[2] if _coconut.len(_coconut_match_to_args) > 2 else _coconut_match_to_kwargs.pop("params")
args = _coconut_match_to_args[3:]
_coconut_match_temp_3 = _coconut_match_to_kwargs.pop("attempt_to_update_backend") if "attempt_to_update_backend" in _coconut_match_to_kwargs else None
name = _coconut_match_temp_0
examples = _coconut_match_temp_1
params = _coconut_match_temp_2
attempt_to_update_backend = _coconut_match_temp_3
options = _coconut_match_to_kwargs
_coconut_match_check = True
if not _coconut_match_check:
raise _coconut_FunctionMatchError('match def init_backend(name, examples, params, *args, attempt_to_update_backend=None, **options):', _coconut_match_to_args)
backend_cls = backend_registry[name]
if attempt_to_update_backend is not None and isinstance(attempt_to_update_backend, backend_cls):
updated_backend = attempt_to_update_backend.attempt_update(examples, params, *args, **options)
if updated_backend is True:
return attempt_to_update_backend
elif isinstance(updated_backend, backend_cls):
return updated_backend
else:
assert updated_backend is False, "invalid backend.attempt_update return value {_coconut_format_0} from {_coconut_format_1}".format(_coconut_format_0=(updated_backend), _coconut_format_1=(backend_cls))
return backend_cls(examples, params, *args, **options)
def forall_handle(*_coconut_match_to_args, **_coconut_match_to_kwargs):
_coconut_match_check = False
_coconut_FunctionMatchError = _coconut_get_function_match_error()
if (_coconut.len(_coconut_match_to_args) <= 2) and (_coconut.sum(
(_coconut.len(_coconut_match_to_args) > 0, "const"
in _coconut_match_to_kwargs)) == 1) and (_coconut.sum(
(_coconut.len(_coconut_match_to_args) > 1, "expr"
in _coconut_match_to_kwargs)) == 1):
_coconut_match_temp_0 = _coconut_match_to_args[0] if _coconut.len(
_coconut_match_to_args) > 0 else _coconut_match_to_kwargs.pop(
"const")
_coconut_match_temp_1 = _coconut_match_to_args[1] if _coconut.len(
_coconut_match_to_args) > 1 else _coconut_match_to_kwargs.pop(
"expr")
if not _coconut_match_to_kwargs:
const = _coconut_match_temp_0
expr = _coconut_match_temp_1
_coconut_match_check = True
if not _coconut_match_check:
_coconut_match_val_repr = _coconut.repr(_coconut_match_to_args)
_coconut_match_err = _coconut_FunctionMatchError(
"pattern-matching failed for "
"'match def forall_handle(const, expr) = ForAll(const, expr)'"
" in " +
(_coconut_match_val_repr if _coconut.len(_coconut_match_val_repr)
<= 500 else _coconut_match_val_repr[:500] + "..."))
_coconut_match_err.pattern = 'match def forall_handle(const, expr) = ForAll(const, expr)'
_coconut_match_err.value = _coconut_match_to_args
raise _coconut_match_err
return _coconut_tail_call(ForAll, const, expr)
def __init__(*_coconut_match_args, **_coconut_match_kwargs):
"""
Construct a new BlackBoxOptimizer. You must either pass file=__file__ or
both data_dir="/path/to/some/dir" and data_name="my_project_name".
"""
_coconut_match_check_1 = False
_coconut_match_set_name_self = _coconut_sentinel
_coconut_match_set_name_data_dir = _coconut_sentinel
_coconut_match_set_name_data_name = _coconut_sentinel
_coconut_match_set_name_kwargs = _coconut_sentinel
_coconut_FunctionMatchError = _coconut_get_function_match_error()
if (_coconut.len(_coconut_match_args) <= 3) and (_coconut.sum((_coconut.len(_coconut_match_args) > 0, "self" in _coconut_match_kwargs)) == 1) and (_coconut.sum((_coconut.len(_coconut_match_args) > 1, "data_dir" in _coconut_match_kwargs)) == 1) and (_coconut.sum((_coconut.len(_coconut_match_args) > 2, "data_name" in _coconut_match_kwargs)) == 1):
_coconut_match_temp_0 = _coconut_match_args[0] if _coconut.len(_coconut_match_args) > 0 else _coconut_match_kwargs.pop("self")
_coconut_match_temp_1 = _coconut_match_args[1] if _coconut.len(_coconut_match_args) > 1 else _coconut_match_kwargs.pop("data_dir")
_coconut_match_temp_2 = _coconut_match_args[2] if _coconut.len(_coconut_match_args) > 2 else _coconut_match_kwargs.pop("data_name")
if ((isinstance)(_coconut_match_temp_1, Str)) and ((isinstance)(_coconut_match_temp_2, Str)):
_coconut_match_set_name_self = _coconut_match_temp_0
_coconut_match_set_name_data_dir = _coconut_match_temp_1
_coconut_match_set_name_data_name = _coconut_match_temp_2
_coconut_match_set_name_kwargs = _coconut_match_kwargs
_coconut_match_check_1 = True
if _coconut_match_check_1:
if _coconut_match_set_name_self is not _coconut_sentinel:
self = _coconut_match_temp_0
if _coconut_match_set_name_data_dir is not _coconut_sentinel:
data_dir = _coconut_match_temp_1
if _coconut_match_set_name_data_name is not _coconut_sentinel:
data_name = _coconut_match_temp_2
if _coconut_match_set_name_kwargs is not _coconut_sentinel:
kwargs = _coconut_match_kwargs
if not _coconut_match_check_1:
raise _coconut_FunctionMatchError('addpattern def __init__(self, data_dir `isinstance` Str, data_name `isinstance` Str, **kwargs):', _coconut_match_args)
self.__init__(os.path.join(data_dir, data_name), **kwargs)
def __init__(*_coconut_match_args, **_coconut_match_kwargs):
_coconut_match_check_0 = False
_coconut_match_set_name_self = _coconut_sentinel
_coconut_match_set_name_file = _coconut_sentinel
_coconut_match_set_name_tag = _coconut_sentinel
_coconut_match_set_name_protocol = _coconut_sentinel
_coconut_FunctionMatchError = _coconut_get_function_match_error()
if (_coconut.len(_coconut_match_args) <= 2) and (_coconut.sum(
(_coconut.len(_coconut_match_args) > 0, "self"
in _coconut_match_kwargs)) == 1) and (_coconut.sum(
(_coconut.len(_coconut_match_args) > 1, "file"
in _coconut_match_kwargs)) == 1):
_coconut_match_temp_2 = _coconut_match_kwargs.pop(
"tag") if "tag" in _coconut_match_kwargs else None
_coconut_match_temp_3 = _coconut_match_kwargs.pop(
"protocol") if "protocol" in _coconut_match_kwargs else None
_coconut_match_temp_0 = _coconut_match_args[0] if _coconut.len(
_coconut_match_args) > 0 else _coconut_match_kwargs.pop("self")
_coconut_match_temp_1 = _coconut_match_args[1] if _coconut.len(
_coconut_match_args) > 1 else _coconut_match_kwargs.pop("file")
_coconut_match_set_name_tag = _coconut_match_temp_2
_coconut_match_set_name_protocol = _coconut_match_temp_3
if (isinstance)(_coconut_match_temp_1, Str):
_coconut_match_set_name_self = _coconut_match_temp_0
_coconut_match_set_name_file = _coconut_match_temp_1
if not _coconut_match_kwargs:
_coconut_match_check_0 = True
if _coconut_match_check_0:
if _coconut_match_set_name_self is not _coconut_sentinel:
self = _coconut_match_set_name_self
if _coconut_match_set_name_file is not _coconut_sentinel:
file = _coconut_match_set_name_file
if _coconut_match_set_name_tag is not _coconut_sentinel:
tag = _coconut_match_set_name_tag
if _coconut_match_set_name_protocol is not _coconut_sentinel:
protocol = _coconut_match_set_name_protocol
if not _coconut_match_check_0:
raise _coconut_FunctionMatchError(
'match def __init__(self, file `isinstance` Str, *, tag=None, protocol=None):',
_coconut_match_args)
self._backend_creation_counts = defaultdict(int)
self._file = norm_path(file)
self._tag = tag
if protocol is None:
# auto-detect protocol
self.protocol = "json"
if not os.path.exists(self.data_file):
self.protocol = constants.default_protocol
else:
self.protocol = protocol
self.reload()
def mean(*_coconut_match_args, **_coconut_match_kwargs):
_coconut_match_check_0 = False
_coconut_FunctionMatchError = _coconut_get_function_match_error()
if (_coconut.len(_coconut_match_args) == 1) and (_coconut.isinstance(_coconut_match_args[0], _coconut.abc.Sequence)) and (_coconut.len(_coconut_match_args[0]) >= 0):
xs = _coconut.list(_coconut_match_args[0])
if not _coconut_match_kwargs:
_coconut_match_check_0 = True
if not _coconut_match_check_0:
raise _coconut_FunctionMatchError('match def mean([] + xs) =', _coconut_match_args)
return sum(xs) / len(xs)
def mean(*_coconut_match_args, **_coconut_match_kwargs):
"""Compute the arithmetic mean of the given sequence."""
_coconut_match_check_1 = False
_coconut_FunctionMatchError = _coconut_get_function_match_error()
if (_coconut.len(_coconut_match_args) == 1) and (_coconut.isinstance(_coconut_match_args[0], _coconut.abc.Iterable)):
xs = _coconut_match_args[0]
if not _coconut_match_kwargs:
_coconut_match_check_1 = True
if not _coconut_match_check_1:
raise _coconut_FunctionMatchError('addpattern def mean(() :: xs) =', _coconut_match_args)
return (mean)((tuple)(xs))
def attempt_update(*_coconut_match_args, **_coconut_match_kwargs):
"""Special method that allows fast updating of the backend."""
_coconut_match_check_0 = False
_coconut_match_set_name_self = _coconut_sentinel
_coconut_match_set_name_examples = _coconut_sentinel
_coconut_match_set_name_params = _coconut_sentinel
_coconut_match_set_name_distribution = _coconut_sentinel
_coconut_match_set_name_remove_erroring_algs = _coconut_sentinel
_coconut_match_set_name__backend_store = _coconut_sentinel
_coconut_FunctionMatchError = _coconut_get_function_match_error()
if (_coconut.len(_coconut_match_args) <= 5) and (_coconut.sum((_coconut.len(_coconut_match_args) > 0, "self" in _coconut_match_kwargs)) == 1) and (_coconut.sum((_coconut.len(_coconut_match_args) > 1, "examples" in _coconut_match_kwargs)) == 1) and (_coconut.sum((_coconut.len(_coconut_match_args) > 2, "params" in _coconut_match_kwargs)) == 1) and (_coconut.sum((_coconut.len(_coconut_match_args) > 3, "distribution" in _coconut_match_kwargs)) == 1) and (_coconut.sum((_coconut.len(_coconut_match_args) > 4, "remove_erroring_algs" in _coconut_match_kwargs)) <= 1):
_coconut_match_temp_5 = _coconut_match_kwargs.pop("_backend_store") if "_backend_store" in _coconut_match_kwargs else _coconut_sentinel
if _coconut_match_temp_5 is not _coconut_sentinel:
_coconut_match_temp_0 = _coconut_match_args[0] if _coconut.len(_coconut_match_args) > 0 else _coconut_match_kwargs.pop("self")
_coconut_match_temp_1 = _coconut_match_args[1] if _coconut.len(_coconut_match_args) > 1 else _coconut_match_kwargs.pop("examples")
_coconut_match_temp_2 = _coconut_match_args[2] if _coconut.len(_coconut_match_args) > 2 else _coconut_match_kwargs.pop("params")
_coconut_match_temp_3 = _coconut_match_args[3] if _coconut.len(_coconut_match_args) > 3 else _coconut_match_kwargs.pop("distribution")
_coconut_match_temp_4 = _coconut_match_args[4] if _coconut.len(_coconut_match_args) > 4 else _coconut_match_kwargs.pop("remove_erroring_algs") if "remove_erroring_algs" in _coconut_match_kwargs else False
_coconut_match_set_name__backend_store = _coconut_match_temp_5
_coconut_match_set_name_self = _coconut_match_temp_0
_coconut_match_set_name_examples = _coconut_match_temp_1
_coconut_match_set_name_params = _coconut_match_temp_2
_coconut_match_set_name_distribution = _coconut_match_temp_3
_coconut_match_set_name_remove_erroring_algs = _coconut_match_temp_4
if not _coconut_match_kwargs:
_coconut_match_check_0 = True
if _coconut_match_check_0:
if _coconut_match_set_name_self is not _coconut_sentinel:
self = _coconut_match_set_name_self
if _coconut_match_set_name_examples is not _coconut_sentinel:
examples = _coconut_match_set_name_examples
if _coconut_match_set_name_params is not _coconut_sentinel:
params = _coconut_match_set_name_params
if _coconut_match_set_name_distribution is not _coconut_sentinel:
distribution = _coconut_match_set_name_distribution
if _coconut_match_set_name_remove_erroring_algs is not _coconut_sentinel:
remove_erroring_algs = _coconut_match_set_name_remove_erroring_algs
if _coconut_match_set_name__backend_store is not _coconut_sentinel:
_backend_store = _coconut_match_set_name__backend_store
if not _coconut_match_check_0:
raise _coconut_FunctionMatchError('match def attempt_update(self, examples, params, distribution, remove_erroring_algs=False, *, _backend_store):', _coconut_match_args)
self.use_distribution(distribution, force=remove_erroring_algs != self.remove_erroring_algs)
self.examples = examples
self.params = params
self.remove_erroring_algs = remove_erroring_algs
self.backend_store = _backend_store
self.select_new_backend()
return True
def factorial(*_coconut_match_to_args, **_coconut_match_to_kwargs):
_coconut_match_check = False
_coconut_FunctionMatchError = _coconut_get_function_match_error()
if (_coconut.len(_coconut_match_to_args) == 1) and (_coconut_match_to_args[0] == 0):
if not _coconut_match_to_kwargs:
_coconut_match_check = True
if not _coconut_match_check:
_coconut_match_val_repr = _coconut.repr(_coconut_match_to_args)
_coconut_match_err = _coconut_FunctionMatchError("pattern-matching failed for " "'def factorial(0) = 1'" " in " + (_coconut_match_val_repr if _coconut.len(_coconut_match_val_repr) <= 500 else _coconut_match_val_repr[:500] + "..."))
_coconut_match_err.pattern = 'def factorial(0) = 1'
_coconut_match_err.value = _coconut_match_to_args
raise _coconut_match_err
return 1
def forall_handle(*_coconut_match_args, **_coconut_match_kwargs):
_coconut_match_check_2 = False
_coconut_FunctionMatchError = _coconut_get_function_match_error()
if (_coconut.len(_coconut_match_args) <= 2) and (_coconut.sum((_coconut.len(_coconut_match_args) > 0, "const" in _coconut_match_kwargs)) == 1) and (_coconut.sum((_coconut.len(_coconut_match_args) > 1, "expr" in _coconut_match_kwargs)) == 1):
_coconut_match_temp_0 = _coconut_match_args[0] if _coconut.len(_coconut_match_args) > 0 else _coconut_match_kwargs.pop("const")
_coconut_match_temp_1 = _coconut_match_args[1] if _coconut.len(_coconut_match_args) > 1 else _coconut_match_kwargs.pop("expr")
if not _coconut_match_kwargs:
const = _coconut_match_temp_0
expr = _coconut_match_temp_1
_coconut_match_check_2 = True
if not _coconut_match_check_2:
raise _coconut_FunctionMatchError('match def forall_handle(const, expr) = ForAll(const, expr)', _coconut_match_args)
return _coconut_tail_call(ForAll, const, expr)
def quick_sort(*_coconut_match_to_args, **_coconut_match_to_kwargs):
_coconut_match_check = False
_coconut_FunctionMatchError = _coconut_get_function_match_error()
if (_coconut.len(_coconut_match_to_args) == 1) and (_coconut.isinstance(_coconut_match_to_args[0], _coconut.abc.Sequence)) and (_coconut.len(_coconut_match_to_args[0]) == 0):
if not _coconut_match_to_kwargs:
_coconut_match_check = True
if not _coconut_match_check:
_coconut_match_val_repr = _coconut.repr(_coconut_match_to_args)
_coconut_match_err = _coconut_FunctionMatchError("pattern-matching failed for " "'def quick_sort([]) = []'" " in " + (_coconut_match_val_repr if _coconut.len(_coconut_match_val_repr) <= 500 else _coconut_match_val_repr[:500] + "..."))
_coconut_match_err.pattern = 'def quick_sort([]) = []'
_coconut_match_err.value = _coconut_match_to_args
raise _coconut_match_err
return []
def forall_handle(*_coconut_match_args, **_coconut_match_kwargs):
_coconut_match_check_3 = False
_coconut_FunctionMatchError = _coconut_get_function_match_error()
if (_coconut.len(_coconut_match_args) <= 3) and (_coconut.sum((_coconut.len(_coconut_match_args) > 0, "const" in _coconut_match_kwargs)) == 1) and (_coconut.sum((_coconut.len(_coconut_match_args) > 1, "prop" in _coconut_match_kwargs)) == 1) and (_coconut.sum((_coconut.len(_coconut_match_args) > 2, "expr" in _coconut_match_kwargs)) == 1):
_coconut_match_temp_0 = _coconut_match_args[0] if _coconut.len(_coconut_match_args) > 0 else _coconut_match_kwargs.pop("const")
_coconut_match_temp_1 = _coconut_match_args[1] if _coconut.len(_coconut_match_args) > 1 else _coconut_match_kwargs.pop("prop")
_coconut_match_temp_2 = _coconut_match_args[2] if _coconut.len(_coconut_match_args) > 2 else _coconut_match_kwargs.pop("expr")
if not _coconut_match_kwargs:
const = _coconut_match_temp_0
prop = _coconut_match_temp_1
expr = _coconut_match_temp_2
_coconut_match_check_3 = True
if not _coconut_match_check_3:
raise _coconut_FunctionMatchError('match def forall_handle(const, prop, expr) =', _coconut_match_args)
return _coconut_tail_call(ForAll, const, prop(const) >> expr)
def test_match_error_addpattern(*_coconut_match_to_args, **_coconut_match_to_kwargs):
_coconut_match_check = False
_coconut_FunctionMatchError = _coconut_get_function_match_error()
if (_coconut.len(_coconut_match_to_args) <= 1) and (_coconut.sum((_coconut.len(_coconut_match_to_args) > 0, "x" in _coconut_match_to_kwargs)) == 1):
_coconut_match_temp_0 = _coconut_match_to_args[0] if _coconut.len(_coconut_match_to_args) > 0 else _coconut_match_to_kwargs.pop("x")
if (_coconut.isinstance(_coconut_match_temp_0, int)) and (not _coconut_match_to_kwargs):
x = _coconut_match_temp_0
_coconut_match_check = True
if not _coconut_match_check:
_coconut_match_val_repr = _coconut.repr(_coconut_match_to_args)
_coconut_match_err = _coconut_FunctionMatchError("pattern-matching failed for " "'def test_match_error_addpattern(x is int): raise MatchError()'" " in " + (_coconut_match_val_repr if _coconut.len(_coconut_match_val_repr) <= 500 else _coconut_match_val_repr[:500] + "..."))
_coconut_match_err.pattern = 'def test_match_error_addpattern(x is int): raise MatchError()'
_coconut_match_err.value = _coconut_match_to_args
raise _coconut_match_err
raise MatchError()
def mean(*_coconut_match_args, **_coconut_match_kwargs):
_coconut_match_check_0 = False
_coconut_match_set_name_xs = _coconut_sentinel
_coconut_FunctionMatchError = _coconut_get_function_match_error()
if _coconut.len(_coconut_match_args) == 1:
if _coconut.isinstance(_coconut_match_args[0], _coconut.abc.Sequence):
_coconut_match_temp_4 = _coconut.list(_coconut_match_args[0])
_coconut_match_set_name_xs = _coconut_match_temp_4
if not _coconut_match_kwargs:
_coconut_match_check_0 = True
if _coconut_match_check_0:
if _coconut_match_set_name_xs is not _coconut_sentinel:
xs = _coconut_match_set_name_xs
if not _coconut_match_check_0:
raise _coconut_FunctionMatchError('match def mean([] + xs) =',
_coconut_match_args)
return sum(xs) / len(xs)
def angle(*_coconut_match_to_args, **_coconut_match_to_kwargs):
_coconut_match_check = False
_coconut_FunctionMatchError = _coconut_get_function_match_error()
if (_coconut.len(_coconut_match_to_args) <= 2) and (_coconut.sum((_coconut.len(_coconut_match_to_args) > 0, "self" in _coconut_match_to_kwargs)) == 1) and (_coconut.sum((_coconut.len(_coconut_match_to_args) > 1, "other" in _coconut_match_to_kwargs)) == 1):
_coconut_match_temp_0 = _coconut_match_to_args[0] if _coconut.len(_coconut_match_to_args) > 0 else _coconut_match_to_kwargs.pop("self")
_coconut_match_temp_1 = _coconut_match_to_args[1] if _coconut.len(_coconut_match_to_args) > 1 else _coconut_match_to_kwargs.pop("other")
if (_coconut.isinstance(_coconut_match_temp_1, vector)) and (not _coconut_match_to_kwargs):
self = _coconut_match_temp_0
other = _coconut_match_temp_1
_coconut_match_check = True
if not _coconut_match_check:
_coconut_match_val_repr = _coconut.repr(_coconut_match_to_args)
_coconut_match_err = _coconut_FunctionMatchError("pattern-matching failed for " "'def angle(self, other is vector) = math.acos(self.unit() * other.unit())'" " in " + (_coconut_match_val_repr if _coconut.len(_coconut_match_val_repr) <= 500 else _coconut_match_val_repr[:500] + "..."))
_coconut_match_err.pattern = 'def angle(self, other is vector) = math.acos(self.unit() * other.unit())'
_coconut_match_err.value = _coconut_match_to_args
raise _coconut_match_err
return _coconut_tail_call(math.acos, self.unit() * other.unit())
def factorial(*_coconut_match_to_args, **_coconut_match_to_kwargs):
"""Compute n! where n is an integer >= 0."""
_coconut_match_check = False
_coconut_FunctionMatchError = _coconut_get_function_match_error()
if (_coconut.len(_coconut_match_to_args) <= 1) and (_coconut.sum((_coconut.len(_coconut_match_to_args) > 0, "n" in _coconut_match_to_kwargs)) == 1):
_coconut_match_temp_0 = _coconut_match_to_args[0] if _coconut.len(_coconut_match_to_args) > 0 else _coconut_match_to_kwargs.pop("n")
if (_coconut.isinstance(_coconut_match_temp_0, int)) and (not _coconut_match_to_kwargs):
n = _coconut_match_temp_0
_coconut_match_check = True
if _coconut_match_check and not (n > 0):
_coconut_match_check = False
if not _coconut_match_check:
_coconut_match_val_repr = _coconut.repr(_coconut_match_to_args)
_coconut_match_err = _coconut_FunctionMatchError("pattern-matching failed for " "'def factorial(n is int if n > 0) ='" " in " + (_coconut_match_val_repr if _coconut.len(_coconut_match_val_repr) <= 500 else _coconut_match_val_repr[:500] + "..."))
_coconut_match_err.pattern = 'def factorial(n is int if n > 0) ='
_coconut_match_err.value = _coconut_match_to_args
raise _coconut_match_err
return n * factorial(n - 1)
def __sub__(*_coconut_match_to_args, **_coconut_match_to_kwargs):
"""Subtract one vector from another."""
_coconut_match_check = False
_coconut_FunctionMatchError = _coconut_get_function_match_error()
if (_coconut.len(_coconut_match_to_args) == 2) and ("self" not in _coconut_match_to_kwargs) and (_coconut.isinstance(_coconut_match_to_args[1], vector)):
_coconut_match_temp_0 = _coconut_match_to_args[0] if _coconut.len(_coconut_match_to_args) > 0 else _coconut_match_to_kwargs.pop("self")
other_pts = _coconut_match_to_args[1][0:]
if not _coconut_match_to_kwargs:
self = _coconut_match_temp_0
_coconut_match_check = True
if _coconut_match_check and not (len(other_pts) == len(self.pts)):
_coconut_match_check = False
if not _coconut_match_check:
_coconut_match_val_repr = _coconut.repr(_coconut_match_to_args)
_coconut_match_err = _coconut_FunctionMatchError("pattern-matching failed for " "'def __sub__(self, vector(*other_pts) if len(other_pts) == len(self.pts)) ='" " in " + (_coconut_match_val_repr if _coconut.len(_coconut_match_val_repr) <= 500 else _coconut_match_val_repr[:500] + "..."))
_coconut_match_err.pattern = 'def __sub__(self, vector(*other_pts) if len(other_pts) == len(self.pts)) ='
_coconut_match_err.value = _coconut_match_to_args
raise _coconut_match_err
return _coconut_tail_call((vector), *map(_coconut_minus, self.pts, other_pts))
def quick_sort(*_coconut_match_to_args, **_coconut_match_to_kwargs):
"""Sort the input sequence using the quick sort algorithm."""
_coconut_match_check = False
_coconut_FunctionMatchError = _coconut_get_function_match_error()
if (_coconut.len(_coconut_match_to_args) == 1) and (_coconut.isinstance(_coconut_match_to_args[0], _coconut.abc.Sequence)) and (_coconut.len(_coconut_match_to_args[0]) >= 1):
tail = _coconut.list(_coconut_match_to_args[0][1:])
head = _coconut_match_to_args[0][0]
if not _coconut_match_to_kwargs:
_coconut_match_check = True
if not _coconut_match_check:
_coconut_match_val_repr = _coconut.repr(_coconut_match_to_args)
_coconut_match_err = _coconut_FunctionMatchError("pattern-matching failed for " "'def quick_sort([head] + tail) ='" " in " + (_coconut_match_val_repr if _coconut.len(_coconut_match_val_repr) <= 500 else _coconut_match_val_repr[:500] + "..."))
_coconut_match_err.pattern = 'def quick_sort([head] + tail) ='
_coconut_match_err.value = _coconut_match_to_args
raise _coconut_match_err
left = [x for x in tail if x < head]
right = [x for x in tail if x >= head]
# Test cases:
return quick_sort(left) + [head] + quick_sort(right)
def _coconut_lambda_2(*_coconut_match_args, **_coconut_match_kwargs):
_coconut_match_check_2 = False
_coconut_match_set_name_val = _coconut_sentinel
_coconut_match_set_name_loss = _coconut_sentinel
_coconut_match_set_name_N = _coconut_sentinel
_coconut_FunctionMatchError = _coconut_get_function_match_error()
if (_coconut.len(_coconut_match_args) == 2) and ("val" not in _coconut_match_kwargs) and (_coconut.isinstance(_coconut_match_args[1], _coconut.abc.Sequence)) and (_coconut.len(_coconut_match_args[1]) == 2):
_coconut_match_temp_0 = _coconut_match_args[0] if _coconut.len(_coconut_match_args) > 0 else _coconut_match_kwargs.pop("val")
_coconut_match_set_name_loss = _coconut_match_args[1][0]
_coconut_match_set_name_N = _coconut_match_args[1][1]
if not _coconut_match_kwargs:
_coconut_match_set_name_val = _coconut_match_temp_0
_coconut_match_check_2 = True
if _coconut_match_check_2:
if _coconut_match_set_name_val is not _coconut_sentinel:
val = _coconut_match_temp_0
if _coconut_match_set_name_loss is not _coconut_sentinel:
loss = _coconut_match_args[1][0]
if _coconut_match_set_name_N is not _coconut_sentinel:
N = _coconut_match_args[1][1]
if not _coconut_match_check_2:
raise _coconut_FunctionMatchError('ns = marginals |> starmap$(def (val, (loss, N)) -> N) |> np.asarray', _coconut_match_args)
return N
def exists_handle(*_coconut_match_to_args, **_coconut_match_to_kwargs):
_coconut_match_check = False
_coconut_FunctionMatchError = _coconut_get_function_match_error()
if (_coconut.len(_coconut_match_to_args) <= 3) and (_coconut.sum(
(_coconut.len(_coconut_match_to_args) > 0, "const"
in _coconut_match_to_kwargs)) == 1) and (_coconut.sum(
(_coconut.len(_coconut_match_to_args) > 1, "prop"
in _coconut_match_to_kwargs)) == 1) and (_coconut.sum(
(_coconut.len(_coconut_match_to_args) > 2, "expr"
in _coconut_match_to_kwargs)) == 1):
_coconut_match_temp_0 = _coconut_match_to_args[0] if _coconut.len(
_coconut_match_to_args) > 0 else _coconut_match_to_kwargs.pop(
"const")
_coconut_match_temp_1 = _coconut_match_to_args[1] if _coconut.len(
_coconut_match_to_args) > 1 else _coconut_match_to_kwargs.pop(
"prop")
_coconut_match_temp_2 = _coconut_match_to_args[2] if _coconut.len(
_coconut_match_to_args) > 2 else _coconut_match_to_kwargs.pop(
"expr")
if not _coconut_match_to_kwargs:
const = _coconut_match_temp_0
prop = _coconut_match_temp_1
expr = _coconut_match_temp_2
_coconut_match_check = True
if not _coconut_match_check:
_coconut_match_val_repr = _coconut.repr(_coconut_match_to_args)
_coconut_match_err = _coconut_FunctionMatchError(
"pattern-matching failed for "
"'match def exists_handle(const, prop, expr) ='"
" in " +
(_coconut_match_val_repr if _coconut.len(_coconut_match_val_repr)
<= 500 else _coconut_match_val_repr[:500] + "..."))
_coconut_match_err.pattern = 'match def exists_handle(const, prop, expr) ='
_coconut_match_err.value = _coconut_match_to_args
raise _coconut_match_err
return _coconut_tail_call(Exists, const, prop(const) & expr)
async def async_map_4(*_coconut_match_to_args, **_coconut_match_to_kwargs):
_coconut_match_check = False
_coconut_FunctionMatchError = _coconut_get_function_match_error()
if (_coconut.len(_coconut_match_to_args)
== 1) and (_coconut.isinstance(
_coconut_match_to_args[0], _coconut.abc.Sequence)) and (
_coconut.len(_coconut_match_to_args[0]) >= 1):
iters = _coconut.list(_coconut_match_to_args[0][1:])
func = _coconut_match_to_args[0][0]
if not _coconut_match_to_kwargs:
_coconut_match_check = True
if not _coconut_match_check:
_coconut_match_val_repr = _coconut.repr(_coconut_match_to_args)
_coconut_match_err = _coconut_FunctionMatchError(
"pattern-matching failed for "
"'match async def async_map_4([func] + iters) = parallel_map(func, *iters)'"
" in " + (_coconut_match_val_repr
if _coconut.len(_coconut_match_val_repr) <= 500 else
_coconut_match_val_repr[:500] + "..."))
_coconut_match_err.pattern = 'match async def async_map_4([func] + iters) = parallel_map(func, *iters)'
_coconut_match_err.value = _coconut_match_to_args
raise _coconut_match_err
return parallel_map(func, *iters)
def _init_backend(*_coconut_match_args, **_coconut_match_kwargs):
"""Create a backend object with the given data (backend can be backend name or class)."""
_coconut_match_check_0 = False
_coconut_match_set_name_backend_cls = _coconut_sentinel
_coconut_match_set_name_examples = _coconut_sentinel
_coconut_match_set_name_params = _coconut_sentinel
_coconut_match_set_name_args = _coconut_sentinel
_coconut_match_set_name__attempt_to_update_backend = _coconut_sentinel
_coconut_match_set_name__on_new_backend = _coconut_sentinel
_coconut_match_set_name_options = _coconut_sentinel
_coconut_FunctionMatchError = _coconut_get_function_match_error()
if (_coconut.sum((_coconut.len(_coconut_match_args) > 0, "backend_cls"
in _coconut_match_kwargs)) == 1) and (_coconut.sum(
(_coconut.len(_coconut_match_args) > 1, "examples"
in _coconut_match_kwargs)) == 1) and (_coconut.sum(
(_coconut.len(_coconut_match_args) > 2, "params"
in _coconut_match_kwargs)) == 1):
_coconut_match_temp_0 = _coconut_match_args[0] if _coconut.len(
_coconut_match_args) > 0 else _coconut_match_kwargs.pop(
"backend_cls")
_coconut_match_temp_1 = _coconut_match_args[1] if _coconut.len(
_coconut_match_args) > 1 else _coconut_match_kwargs.pop("examples")
_coconut_match_temp_2 = _coconut_match_args[2] if _coconut.len(
_coconut_match_args) > 2 else _coconut_match_kwargs.pop("params")
_coconut_match_set_name_args = _coconut_match_args[3:]
_coconut_match_temp_3 = _coconut_match_kwargs.pop(
"_attempt_to_update_backend"
) if "_attempt_to_update_backend" in _coconut_match_kwargs else None
_coconut_match_temp_4 = _coconut_match_kwargs.pop(
"_on_new_backend"
) if "_on_new_backend" in _coconut_match_kwargs else None
_coconut_match_set_name_backend_cls = _coconut_match_temp_0
_coconut_match_set_name_examples = _coconut_match_temp_1
_coconut_match_set_name_params = _coconut_match_temp_2
_coconut_match_set_name__attempt_to_update_backend = _coconut_match_temp_3
_coconut_match_set_name__on_new_backend = _coconut_match_temp_4
_coconut_match_set_name_options = _coconut_match_kwargs
_coconut_match_check_0 = True
if _coconut_match_check_0:
if _coconut_match_set_name_backend_cls is not _coconut_sentinel:
backend_cls = _coconut_match_temp_0
if _coconut_match_set_name_examples is not _coconut_sentinel:
examples = _coconut_match_temp_1
if _coconut_match_set_name_params is not _coconut_sentinel:
params = _coconut_match_temp_2
if _coconut_match_set_name_args is not _coconut_sentinel:
args = _coconut_match_args[3:]
if _coconut_match_set_name__attempt_to_update_backend is not _coconut_sentinel:
_attempt_to_update_backend = _coconut_match_temp_3
if _coconut_match_set_name__on_new_backend is not _coconut_sentinel:
_on_new_backend = _coconut_match_temp_4
if _coconut_match_set_name_options is not _coconut_sentinel:
options = _coconut_match_kwargs
if not _coconut_match_check_0:
raise _coconut_FunctionMatchError(
'match def _init_backend(backend_cls, examples, params, *args, _attempt_to_update_backend=None, _on_new_backend=None, **options):',
_coconut_match_args)
backend_examples = examples[:]
backend_params = params.copy()
new_backend = None
if isinstance(_attempt_to_update_backend, backend_cls):
updated_backend = _attempt_to_update_backend.attempt_update(
backend_examples, backend_params, *args, **options)
if updated_backend is True:
new_backend = _attempt_to_update_backend
elif isinstance(updated_backend, backend_cls):
new_backend = updated_backend
else:
assert updated_backend is False, "invalid {_coconut_format_0}.attempt_update return value: {_coconut_format_1}".format(
_coconut_format_0=(backend_cls),
_coconut_format_1=(updated_backend))
if new_backend is None:
assert not _attempt_to_update_backend or isinstance(
_attempt_to_update_backend, Backend
), "invalid backend to attempt update on: {_coconut_format_0}".format(
_coconut_format_0=(_attempt_to_update_backend))
new_backend = backend_cls(backend_examples, backend_params, *args,
**options)
if _on_new_backend is not None:
_on_new_backend(new_backend)
return new_backend
def get_backend(*_coconut_match_args, **_coconut_match_kwargs):
"""Create a backend object, attempting to update a backend from backend_store."""
_coconut_match_check_1 = False
_coconut_match_set_name_backend_store = _coconut_sentinel
_coconut_match_set_name_backend = _coconut_sentinel
_coconut_match_set_name_examples = _coconut_sentinel
_coconut_match_set_name_params = _coconut_sentinel
_coconut_match_set_name_args = _coconut_sentinel
_coconut_match_set_name__current_backend = _coconut_sentinel
_coconut_match_set_name__on_new_backend = _coconut_sentinel
_coconut_match_set_name_options = _coconut_sentinel
_coconut_FunctionMatchError = _coconut_get_function_match_error()
if (_coconut.sum(
(_coconut.len(_coconut_match_args) > 0, "backend_store"
in _coconut_match_kwargs)) == 1) and (_coconut.sum(
(_coconut.len(_coconut_match_args) > 1, "backend"
in _coconut_match_kwargs)) == 1) and (_coconut.sum(
(_coconut.len(_coconut_match_args) > 2, "examples"
in _coconut_match_kwargs)) == 1) and (_coconut.sum(
(_coconut.len(_coconut_match_args) > 3, "params"
in _coconut_match_kwargs)) == 1):
_coconut_match_temp_0 = _coconut_match_args[0] if _coconut.len(
_coconut_match_args) > 0 else _coconut_match_kwargs.pop(
"backend_store")
_coconut_match_temp_1 = _coconut_match_args[1] if _coconut.len(
_coconut_match_args) > 1 else _coconut_match_kwargs.pop("backend")
_coconut_match_temp_2 = _coconut_match_args[2] if _coconut.len(
_coconut_match_args) > 2 else _coconut_match_kwargs.pop("examples")
_coconut_match_temp_3 = _coconut_match_args[3] if _coconut.len(
_coconut_match_args) > 3 else _coconut_match_kwargs.pop("params")
_coconut_match_set_name_args = _coconut_match_args[4:]
_coconut_match_temp_4 = _coconut_match_kwargs.pop(
"_current_backend"
) if "_current_backend" in _coconut_match_kwargs else None
_coconut_match_temp_5 = _coconut_match_kwargs.pop(
"_on_new_backend"
) if "_on_new_backend" in _coconut_match_kwargs else None
_coconut_match_set_name_backend_store = _coconut_match_temp_0
_coconut_match_set_name_backend = _coconut_match_temp_1
_coconut_match_set_name_examples = _coconut_match_temp_2
_coconut_match_set_name_params = _coconut_match_temp_3
_coconut_match_set_name__current_backend = _coconut_match_temp_4
_coconut_match_set_name__on_new_backend = _coconut_match_temp_5
_coconut_match_set_name_options = _coconut_match_kwargs
_coconut_match_check_1 = True
if _coconut_match_check_1:
if _coconut_match_set_name_backend_store is not _coconut_sentinel:
backend_store = _coconut_match_temp_0
if _coconut_match_set_name_backend is not _coconut_sentinel:
backend = _coconut_match_temp_1
if _coconut_match_set_name_examples is not _coconut_sentinel:
examples = _coconut_match_temp_2
if _coconut_match_set_name_params is not _coconut_sentinel:
params = _coconut_match_temp_3
if _coconut_match_set_name_args is not _coconut_sentinel:
args = _coconut_match_args[4:]
if _coconut_match_set_name__current_backend is not _coconut_sentinel:
_current_backend = _coconut_match_temp_4
if _coconut_match_set_name__on_new_backend is not _coconut_sentinel:
_on_new_backend = _coconut_match_temp_5
if _coconut_match_set_name_options is not _coconut_sentinel:
options = _coconut_match_kwargs
if not _coconut_match_check_1:
raise _coconut_FunctionMatchError(
'match def get_backend(backend_store, backend, examples, params, *args, _current_backend=None, _on_new_backend=None, **options):',
_coconut_match_args)
if isinstance(backend, type) and issubclass(backend, Backend):
backend_cls = backend
else:
backend_cls = backend_registry[backend]
assert issubclass(
backend_cls, Backend
), "invalid backend class for {_coconut_format_0}: {_coconut_format_1}".format(
_coconut_format_0=(backend), _coconut_format_1=(backend_cls))
store_ind = None
attempt_to_update_backend = _current_backend
for i, (stored_args, stored_options,
stored_backend) in enumerate(backend_store[backend_cls]):
attempt_to_update_backend = stored_backend
if stored_args == args and stored_options == options:
store_ind = i
break
if backend_cls.request_backend_store:
init_options = options.copy()
init_options["_backend_store"] = _make_safe_backend_store(
backend_store, (attempt_to_update_backend, ))
else:
init_options = options
new_backend = _init_backend(
backend_cls,
examples,
params,
*args,
_attempt_to_update_backend=attempt_to_update_backend,
_on_new_backend=_on_new_backend,
**init_options)
if store_ind is None:
backend_store[backend_cls].append((args, options, new_backend))
else:
backend_store[backend_cls][store_ind] = (args, options, new_backend)
return new_backend
