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@ -35,6 +35,14 @@ VectorList = Union[
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class Sample(ABC):
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class Sample(ABC):
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"""Abstract dictionary-like class that stores training data."""
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"""Abstract dictionary-like class that stores training data."""
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@abstractmethod
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def get_bytes(self, key: str) -> Optional[bytes]:
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pass
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@abstractmethod
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def put_bytes(self, key: str, value: bytes) -> None:
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pass
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@abstractmethod
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@abstractmethod
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def get_scalar(self, key: str) -> Optional[Any]:
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def get_scalar(self, key: str) -> Optional[Any]:
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pass
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pass
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@ -101,6 +109,10 @@ class MemorySample(Sample):
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data = {}
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data = {}
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self._data: Dict[str, Any] = data
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self._data: Dict[str, Any] = data
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@overrides
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def get_bytes(self, key: str) -> Optional[bytes]:
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return self._get(key)
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@overrides
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@overrides
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def get_scalar(self, key: str) -> Optional[Any]:
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def get_scalar(self, key: str) -> Optional[Any]:
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return self._get(key)
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return self._get(key)
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@ -113,6 +125,11 @@ class MemorySample(Sample):
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def get_vector_list(self, key: str) -> Optional[Any]:
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def get_vector_list(self, key: str) -> Optional[Any]:
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return self._get(key)
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return self._get(key)
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@overrides
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def put_bytes(self, key: str, value: bytes) -> None:
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assert isinstance(value, bytes)
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self._put(key, value)
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@overrides
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@overrides
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def put_scalar(self, key: str, value: Scalar) -> None:
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def put_scalar(self, key: str, value: Scalar) -> None:
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self._assert_is_scalar(value)
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self._assert_is_scalar(value)
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@ -151,6 +168,12 @@ class Hdf5Sample(Sample):
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def __init__(self, filename: str) -> None:
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def __init__(self, filename: str) -> None:
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self.file = h5py.File(filename, "r+")
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self.file = h5py.File(filename, "r+")
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@overrides
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def get_bytes(self, key: str) -> Optional[bytes]:
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ds = self.file[key]
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assert len(ds.shape) == 1
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return ds[()].tobytes()
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@overrides
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@overrides
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def get_scalar(self, key: str) -> Optional[Any]:
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def get_scalar(self, key: str) -> Optional[Any]:
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ds = self.file[key]
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ds = self.file[key]
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@ -180,6 +203,11 @@ class Hdf5Sample(Sample):
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padded = ds[:].tolist()
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padded = ds[:].tolist()
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return _crop(padded, lens)
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return _crop(padded, lens)
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@overrides
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def put_bytes(self, key: str, value: bytes) -> None:
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assert isinstance(value, bytes)
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self._put(key, np.frombuffer(value, dtype="uint8"))
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@overrides
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@overrides
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def put_scalar(self, key: str, value: Any) -> None:
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def put_scalar(self, key: str, value: Any) -> None:
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self._assert_is_scalar(value)
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self._assert_is_scalar(value)
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