rdblue commented on code in PR #14117:
URL: https://github.com/apache/iceberg/pull/14117#discussion_r2760799750


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format/udf-spec.md:
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+---
+title: "SQL UDF Spec"
+---
+<!--
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+ -   http://www.apache.org/licenses/LICENSE-2.0
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+ - WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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+ -->
+
+# Iceberg UDF Spec
+
+## Background and Motivation
+
+A SQL user-defined function (UDF or UDTF) is a callable routine that accepts 
input parameters and executes a function body.
+Depending on the function type, the result can be:
+
+- **Scalar function (UDF)** – returns a single value, which may be a primitive 
type (e.g., `int`, `string`) or a non-primitive type (e.g., `struct`, `list`).
+- **Table function (UDTF)** – returns a table with zero or more rows of 
columns with a uniform schema.
+
+This specification introduces a standardized metadata format for UDFs in 
Iceberg.
+
+## Goals
+
+* Define a portable metadata format for both scalar and table SQL UDFs. The 
metadata is self-contained and can be moved across catalogs.
+* Support function evolution through versioning and rollback.
+* Provide consistent semantics for representing UDFs across engines.
+
+## Overview
+
+UDF metadata follows the same design principles as Iceberg table and view 
metadata: each function is represented by a
+**self-contained metadata file**. Metadata captures definitions, parameters, 
return types, documentation, security,
+properties, and engine-specific representations.
+
+* UDF metadata files are immutable. Any modification (new definition, updated 
representation, changed properties, etc.)
+  creates a new metadata file. Catalogs use an atomic swap to update the 
metadata file linked to a catalog identifier.
+* Each metadata file includes recent definition versions, enabling rollbacks 
without external state.
+
+## Specification
+
+### UDF Metadata
+The UDF metadata file has the following fields:
+
+| Requirement | Field name       | Type                   | Description        
                                                   |
+|-------------|------------------|------------------------|-----------------------------------------------------------------------|
+| *required*  | `function-uuid`  | `string`               | A UUID that 
identifies this UDF, generated once at creation.          |
+| *required*  | `format-version` | `int`                  | UDF specification 
format version (must be `1`).                       |
+| *required*  | `definitions`    | `list<definition>`     | List of function 
[definition](#definition) entities.                  |
+| *required*  | `definition-log` | `list<definition-log>` | History of 
[definition version history](#definition-log).             |

Review Comment:
   Nit: "History of ... history" doesn't make sense. Probably should be 
"History of versions within the function's definitions".



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