rdblue commented on code in PR #14117:
URL: https://github.com/apache/iceberg/pull/14117#discussion_r2466553550


##########
format/udf-spec.md:
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@@ -0,0 +1,285 @@
+---
+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.
+ - See the License for the specific language governing permissions and
+ - limitations under the License.
+ -->
+
+# Iceberg SQL UDF Spec
+
+## Background and Motivation
+
+A SQL user-defined function (UDF or UDTF) is a callable routine that accepts 
input parameters, executes a function body.
+Depending on the function type, the result can be:
+
+- **UDFs** – return a scalar value, which may be a primitive type (e.g., 
`int`, `string`) or a non-primitive type (e.g., `struct`, `list`).
+- **Table functions (UDTFs)** – return a table, i.e., a table with zero or 
more rows and columns with a uniform schema.
+
+Many compute engines (e.g., Spark, Trino) already support UDFs, but in 
different and incompatible ways. Without a common
+standard, UDFs cannot be reliably shared across engines or reused in 
multi-engine environments.
+
+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.
+
+* Any modification (new overload, updated representation, changed properties, 
etc.) creates a new metadata file, and atomically swaps in the new file as the 
current metadata.
+* 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 the function, generated once at creation.                            
                             |
+| *required*  | `format-version`  | `int`                   | Metadata format 
version (must be `1`).                                                          
                         |
+| *required*  | `definitions`     | `array<overload>`       | List of function 
[overload](#overload) entities.                                                 
                        |
+| *required*  | `definition-log`  | `array<definition-log>` | History of 
[definition snapshots](#definition-log).                                        
                              |
+| *required*  | `max-overload-id` | `long`                  | Highest 
`overload-id` currently assigned in this metadata file. Used to allocate new 
overload identifiers monotonically. |
+| *optional*  | `location`        | `string`                | Storage location 
of metadata files.                                                              
                        |
+| *optional*  | `properties`      | `map`                   | Arbitrary 
key–value pairs.                                                                
                               |
+| *optional*  | `secure`          | `boolean`               | Whether it is a 
secure function. Default: `false`.                                              
                         |
+| *optional*  | `doc`             | `string`                | Documentation 
string.                                                                         
                           |
+
+Notes:
+1. When `secure` is `true`,
+    - Engines **SHOULD NOT** expose the function definition through any 
inspection (e.g., `SHOW FUNCTIONS`).
+    - Engines **SHOULD** ensure that execution does not leak sensitive 
information through any channels, such as error messages, logs, or query plans.
+   
+### Overload
+
+Function overloads allow multiple implementations of the same function name 
with different signatures. Each overload has
+the following fields:
+
+| Requirement | Field name                 | Type                              
            | Description                                                       
                            |
+|-------------|----------------------------|-----------------------------------------------|-----------------------------------------------------------------------------------------------|
+| *required*  | `overload-id`              | `long`                            
            | Monotonically increasing identifier of this function overload.    
                            |
+| *required*  | `parameters`               | `array<parameter>`                
            | Ordered list of [function parameters](#parameter). Invocation 
order **must** match this list. |
+| *required*  | `return-type`              | `Type` (Iceberg data type; 
`struct` for UDTF) | Return type. Example: `"string"`, `"struct<...>"`.         
                                   |
+| *required*  | `versions`                 | `array<overload-version>`         
            | [Versioned implementations](#overload-version) of this overload.  
                            |
+| *required*  | `current-overload-version` | `long`                            
            | Monotonically increasing identifier of the current overload 
version.                          |
+| *optional*  | `function-type`            | `enum { "udf", "udtf" }` (default 
`"udf"`)    | If `"udtf"`, `return-type` must be a `struct` describing the 
output schema.                   |
+| *optional*  | `doc`                      | `string`                          
            | Documentation string.                                             
                            |
+
+### Parameter
+| Requirement | Field  | Type     | Description              |
+|-------------|--------|----------|--------------------------|
+| *required*  | `name` | `string` | Parameter name.          |
+| *required*  | `type` | `Type`   | Parameter data type.     |
+| *optional*  | `doc`  | `string` | Parameter documentation. |
+
+Notes:
+1. The `name` and `type` of a `parameter` are immutable. To change them, a new 
overload must be created. Only the optional documentation field (`doc`) can be 
updated in-place.

Review Comment:
   After talking with Dan about the issue we discussed in the sync, I think 
that it makes sense to have a list of parameter names in the SQL 
representation. That way each representation is self-contained and consistent. 
And there's no need to have restrictions on whether names can change. The names 
in the definition and docs are shown as the definition, but the names used in 
SQL are specific to that SQL. It's the same idea as having a param name in a 
Java interface that can differ in the definition:
   
   ```java
   interface Definition {
     int do_something(String foo);
   }
   
   class Impl implements Definition {
     int do_something(String bar) {
       return bar.length();
     }
   }
   ```
   



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