Files
2026-02-16 02:11:24 +03:30

185 lines
5.0 KiB
Python

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