185 lines
5.0 KiB
Python
185 lines
5.0 KiB
Python
from abc import ABC, abstractmethod
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from dataclasses import dataclass
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from typing import Optional, Dict, Any, List
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# Codes Go Below:
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# Exceptions
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class CompatibilityException(Exception):
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def __init__(self, reason: str):
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super().__init__(reason)
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self.reason = reason
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# Base DType (Semantic Contract)
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class DType(ABC):
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"""
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Pure semantic type. Immutable by design.
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"""
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def __init__(self, metadata: Optional[Dict[str, Any]] = None):
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self._metadata = metadata or {}
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@property
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def metadata(self):
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return self._metadata
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@abstractmethod
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def can_connect_to(self, other: "DType"):
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pass
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def __repr__(self):
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return f"{self.__class__.__name__}(metadata={self.metadata})"
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# Composite Types (Immutable)
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@dataclass(frozen=True)
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class CompositePart:
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name: str
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dtype: DType
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@dataclass(frozen=True)
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class CompositeType(DType):
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parts: List[CompositePart]
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metadata: Optional[Dict[str, Any]] = None
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def __post_init__(self):
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object.__setattr__(self, "_metadata", self.metadata or {})
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def can_connect_to(self, other: "DType"):
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if not isinstance(other, CompositeType):
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raise CompatibilityException("Expected CompositeType")
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if len(self.parts) != len(other.parts):
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raise CompatibilityException("CompositeType length mismatch")
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for p1, p2 in zip(self.parts, other.parts):
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if p1.name != p2.name:
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raise CompatibilityException(
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f"CompositeType part mismatch: {p1.name} vs {p2.name}"
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)
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p1.dtype.can_connect_to(p2.dtype)
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# Image Types
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class ImageType(DType):
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def __init__(self, modality: Optional[str] = None, metadata=None):
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super().__init__(metadata)
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self.modality = modality
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def can_connect_to(self, other: "DType"):
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if not isinstance(other, ImageType):
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raise CompatibilityException("Target is not ImageType")
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if self.modality and other.modality and self.modality != other.modality:
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raise CompatibilityException(
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f"Image modality mismatch: {self.modality} vs {other.modality}"
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)
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class NIFTIImageType(ImageType):
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def __init__(self, metadata=None):
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super().__init__("nifti", metadata)
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class DICOMImageType(ImageType):
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def __init__(self, metadata=None):
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super().__init__("dicom", metadata)
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# Table Types
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class TableType(DType):
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def __init__(self, columns: List[str], metadata=None):
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super().__init__(metadata)
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self.columns = columns
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def can_connect_to(self, other: "DType"):
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if not isinstance(other, TableType):
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raise CompatibilityException("Target is not TableType")
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if self.columns != other.columns:
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raise CompatibilityException(
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f"Table schema mismatch: {self.columns} vs {other.columns}"
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)
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class CSVTableType(TableType):
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def __init__(self, columns: List[str], delimiter=",", encoding="utf-8", metadata=None):
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super().__init__(columns, metadata)
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self.delimiter = delimiter
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self.encoding = encoding
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def can_connect_to(self, other: "DType"):
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super().can_connect_to(other)
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if not isinstance(other, CSVTableType):
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raise CompatibilityException("CSV tables must match CSV tables")
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if self.delimiter != other.delimiter:
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raise CompatibilityException(
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f"CSV delimiter mismatch: {self.delimiter} vs {other.delimiter}"
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)
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# Ports (Pure Model)
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class Port(ABC):
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def __init__(self, name: str, dtype: DType):
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self._name = name
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self._dtype = dtype
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self._parent_task = None
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@property
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def name(self):
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return self._name
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@property
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def dtype(self):
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return self._dtype
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@property
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def parent_task(self):
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return self._parent_task
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def full_name(self):
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if self.parent_task:
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return f"{self.parent_task.name}.{self.name}"
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return self.name
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# OutPort
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class OutPort(Port):
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def __init__(self, name: str, dtype: DType):
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super().__init__(name, dtype)
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self._connections: List["InPort"] = []
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def connect(self, in_port: "InPort"):
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in_port.dtype.can_connect_to(self.dtype)
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self._connections.append(in_port)
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in_port._connected_output = self
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@property
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def connections(self):
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return list(self._connections)
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# InPort
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class InPort(Port):
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def __init__(self, name: str, dtype: DType, required=True):
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super().__init__(name, dtype)
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self.required = required
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self._connected_output: Optional[OutPort] = None
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@property
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def connected_output(self):
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return self._connected_output
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def is_connected(self):
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return self._connected_output is not None
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def validate(self):
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if self.required and not self.is_connected():
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raise CompatibilityException(
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f"InPort {self.full_name()} is required but not connected"
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)
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