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import inspect |
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import types |
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import attr |
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from so_magic.data.backend.engine_specs import EngineTabularRetriever, EngineTabularIterator, EngineTabularMutator |
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from .client_code import PDTabularRetrieverDelegate, PDTabularIteratorDelegate, PDTabularMutatorDelegate |
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__all__ = ['PDTabularRetriever', 'PDTabularIterator', 'PDTabularMutator'] |
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# INFRASTRUCTURE |
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def with_self(function): |
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# foo_code = compile(f'def {f_name}({arg_string}): return f({params_str})', "<string>", "exec") |
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# foo_func1 = types.FunctionType(foo_code.co_consts[0], globals(), f_name) |
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def _function(_self, *args, **kwargs): |
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return function(*args, **kwargs) |
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return _function |
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class Delegate: |
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def __new__(cls, *args, **kwargs): |
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delegate_ins = super().__new__(cls) |
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tabular_operator = args[0] |
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for _member_name, member in inspect.getmembers( |
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tabular_operator, predicate=lambda x: any([inspect.ismethod(x), inspect.isfunction(x)])): |
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if isinstance(member, types.FunctionType): # if no decorator is used |
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setattr(delegate_ins, member.__name__, types.MethodType(member, delegate_ins)) |
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if isinstance(member, types.MethodType): # if @classmethod is used |
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setattr(delegate_ins, member.__name__, types.MethodType(with_self(member), delegate_ins)) |
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return delegate_ins |
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def validate_delegate(tabular_operator, required_members): |
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members_list = list(inspect.getmembers(tabular_operator, |
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predicate=lambda x: any([inspect.ismethod(x), inspect.isfunction(x)]))) |
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assert all(x in (_[0] for _ in members_list) for x in required_members) |
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for member_name, required_signature in required_members: |
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sig = str(inspect.signature(getattr(tabular_operator, member_name))) |
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if sig != required_signature: |
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raise ValueError(f"Expected signature {required_signature} for {member_name} member of object " |
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f"{tabular_operator} with type {type(tabular_operator)}. Instead got {sig}.") |
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def validate_retriever_delegate(_self, _attribute, value): |
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validate_delegate(value, { |
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'column': '(identifier, data)', |
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'row': '(identifier, data)', |
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'nb_columns': '(data)', |
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'nb_rows': '(data)', |
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'get_numerical_attributes': '(data)', |
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}) |
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# CONCRETE IMPLEMENTATIONS |
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@attr.s |
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@EngineTabularRetriever.register_as_subclass('pd') |
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class PDTabularRetriever(EngineTabularRetriever): |
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"""The observation object is the same as the one your return from 'from_json_lines'""" |
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_delegate = attr.ib(default=attr.Factory(lambda: Delegate(PDTabularRetrieverDelegate)), |
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# validator=validate_retriever_delegate |
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) |
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def column(self, identifier, data): |
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return self._delegate.column(identifier, data) |
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def row(self, identifier, data): |
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return self._delegate.row(identifier, data) |
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def nb_columns(self, data): |
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return self._delegate.nb_columns(data) |
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def nb_rows(self, data): |
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return self._delegate.nb_rows(data) |
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def get_numerical_attributes(self, data): |
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return self._delegate.get_numerical_attributes(data) |
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@attr.s |
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@EngineTabularIterator.register_as_subclass('pd') |
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class PDTabularIterator(EngineTabularIterator): |
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"""The observation object is the same as the one your return from 'from_json_lines'""" |
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_delegate = attr.ib(default=attr.Factory(lambda: Delegate(PDTabularIteratorDelegate))) |
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def columnnames(self, data): |
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return self._delegate.columnnames(data) |
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def iterrows(self, data): |
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return self._delegate.iterrows(data) |
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def itercolumns(self, data): |
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return self._delegate.itercolumns(data) |
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@attr.s |
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@EngineTabularMutator.register_as_subclass('pd') |
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class PDTabularMutator(EngineTabularMutator): |
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_delegate = attr.ib(default=attr.Factory(lambda: Delegate(PDTabularMutatorDelegate))) |
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def add_column(self, datapoints, values, new_attribute, **kwargs): |
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self._delegate.add_column(datapoints, values, new_attribute, **kwargs) |
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boromir674 /
so-magic
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