Fokko commented on code in PR #4717:
URL: https://github.com/apache/iceberg/pull/4717#discussion_r885319727


##########
python/src/iceberg/table/partitioning.py:
##########
@@ -29,38 +36,79 @@ class PartitionField:
         name(str): The name of this partition field
     """
 
-    def __init__(self, source_id: int, field_id: int, transform: Transform, 
name: str):
-        self._source_id = source_id
-        self._field_id = field_id
-        self._transform = transform
-        self._name = name
+    source_id: int
+    field_id: int
+    transform: Transform
+    name: str
+
+    def __str__(self):
+        return f"{self.field_id}: {self.name}: 
{self.transform}({self.source_id})"
 
-    @property
-    def source_id(self) -> int:
-        return self._source_id
 
-    @property
-    def field_id(self) -> int:
-        return self._field_id
+@dataclass(eq=False, frozen=True)
+class PartitionSpec:
+    """
+    PartitionSpec capture the transformation from table data to partition 
values
 
-    @property
-    def name(self) -> str:
-        return self._name
+    Attributes:
+        schema(Schema): the schema of data table
+        spec_id(int): any change to PartitionSpec will produce a new specId
+        fields(List[PartitionField): list of partition fields to produce 
partition values
+        last_assigned_field_id(int): auto-increment partition field id 
starting from PARTITION_DATA_ID_START
+    """
 
-    @property
-    def transform(self) -> Transform:
-        return self._transform
+    schema: Schema
+    spec_id: int
+    fields: Tuple[PartitionField]
+    last_assigned_field_id: int
+    source_id_to_fields_map: Dict[int, List[PartitionField]] = 
field(init=False, repr=False)
+
+    def __post_init__(self):
+        source_id_to_fields_map = dict()
+        for partition_field in self.fields:
+            source_column = 
self.schema.find_column_name(partition_field.source_id)
+            if not source_column:
+                raise ValueError(f"Cannot find source column: 
{partition_field.source_id}")
+            existing = source_id_to_fields_map.get(partition_field.source_id, 
[])
+            existing.append(partition_field)
+            source_id_to_fields_map[partition_field.source_id] = existing
+        object.__setattr__(self, "source_id_to_fields_map", 
source_id_to_fields_map)
 
     def __eq__(self, other):
-        return (
-            self.field_id == other.field_id
-            and self.source_id == other.source_id
-            and self.name == other.name
-            and self.transform == other.transform
-        )
+        """
+        Equality check on spec_id and partition fields only
+        """
+        return self.spec_id == other.spec_id and self.fields == other.fields

Review Comment:
   Nit: It would be good to check if the other is `is not None`, maybe also 
`isinstanceof(other, PartitionSpec)` otherwise the `other.spec_id` will/could 
throw an exception



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