gaborkaszab commented on code in PR #16425:
URL: https://github.com/apache/iceberg/pull/16425#discussion_r4446570233


##########
format/spec.md:
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@@ -1801,6 +1804,40 @@ If a delete column in an equality delete file is later 
dropped from the table, i
 
 Manifests hold the same statistics for delete files and data files. For delete 
files, the metrics describe the values that were deleted.
 
+### Column Files
+
+Starting in v4, a data file may store fields in column files listed in 
[`column_files`](#column-file-fields). A column file can use any supported 
Iceberg file format and must have rows that align with the data file it 
modifies.
+
+A column file is responsible for all the values of the fields listed in its 
`field_ids`. Each ID must identify a field in the table schema, or a row 
lineage field required by [Writing Column Files](#writing-column-files). A 
schema field must be top-level or nested in structs, and must not be nested 
within a list or map.
+
+#### Writing Column Files
+
+A column file stores the value of each of its listed fields for every row of 
the data file. Values that did not change are still included, and values for 
deleted rows should be null.
+
+When column files are added to a data file, the writer must produce a MODIFIED 
entry and a REPLACED entry as described in [Updating Tracking 
Metadata](#updating-tracking-metadata). The MODIFIED entry and the REPLACED 
entry may be written to different manifests.
+
+The `tracking` fields of the MODIFIED entry are set as described in [Updating 
Tracking Metadata](#updating-tracking-metadata) and [Sequence Number 
Inheritance](#sequence-number-inheritance), and `tracking.snapshot_id` must be 
the previous entry's (inherited) snapshot ID. The other fields of the MODIFIED 
entry must match the previous entry, except for the following:
+
+- `partition`:
+    - If an added column file lists a field that is, or contains, a source 
field of the data file's partition spec, every row that is not deleted must 
have the same partition values after the update, and `partition` must be set to 
those values.
+- `sort_order_id`:
+    - If an added column file lists a field that is, or contains, a field in 
the sort order, `sort_order_id` must be null.
+- `content_stats`:
+    - Stats for a field listed in an added column file, and for its nested 
fields, must be computed from that column file, or omitted.
+- `tight_stats`:
+    - `tight_stats` must be false or omitted.
+- `deletion_vector`:
+    - Every delete that applied to the data file before the column files were 
added must be written into the MODIFIED entry's `deletion_vector`.
+- `column_files`:
+    - Each field ID listed in an added column file must be removed from the 
`field_ids` of the previous entry's column files, and a column file with no 
remaining `field_ids` must be removed.
+    - One new column file must list `_last_updated_sequence_number` in its 
`field_ids`, with a null value for rows the update changed and the row's 
current non-null value for other rows that are not deleted.

Review Comment:
   For row lineage we need the LUSN coming from the latest column file. The 
general read algorithm is: 1) check if a field ID in the projection is covered 
by a column file 2) if yes, read it from that particular column file, 3) if no, 
read it from the base file.
   Including LUSN into the field IDs of the latest column file works well with 
the above algorithm.



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