flyrain commented on code in PR #14117:
URL: https://github.com/apache/iceberg/pull/14117#discussion_r2618386150


##########
format/udf-spec.md:
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+---
+title: "SQL UDF Spec"
+---
+<!--
+ - Licensed to the Apache Software Foundation (ASF) under one or more
+ - contributor license agreements.  See the NOTICE file distributed with
+ - this work for additional information regarding copyright ownership.
+ - The ASF licenses this file to You under the Apache License, Version 2.0
+ - (the "License"); you may not use this file except in compliance with
+ - the License.  You may obtain a copy of the License at
+ -
+ -   http://www.apache.org/licenses/LICENSE-2.0
+ -
+ - Unless required by applicable law or agreed to in writing, software
+ - distributed under the License is distributed on an "AS IS" BASIS,
+ - 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 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 scalar 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.
+
+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 definition, 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`     | `list<definition>`     | List of function 
[definition](#definition) entities.                                             
               |
+| *required*  | `definition-log`  | `list<definition-log>` | History of 
[definition snapshots](#definition-log).                                        
                     |
+| *required*  | `parameter-names` | `list<parameter-name>` | Global ordered 
parameter names shared across all overloads. Overloads must use a prefix of 
this list, in order. |
+| *optional*  | `location`        | `string`               | Storage location 
of metadata files.                                                              
               |
+| *optional*  | `properties`      | `map<string,string>`   | A 
string-to-string map of properties.                                             
                              |
+| *optional*  | `secure`          | `boolean`              | Whether it is a 
secure function. Default: `false`.                                              
                |
+| *optional*  | `doc`             | `string`               | Documentation 
string.                                                                         
                  |
+
+### Parameter-Name
+| Requirement | Field  | Type     | Description              |
+|-------------|--------|----------|--------------------------|
+| *required*  | `name` | `string` | Parameter name.          |
+| *optional*  | `doc`  | `string` | Parameter documentation. |
+
+Notes:
+1. When `secure` is `true`:
+   - Engines MUST NOT expose the function definition or its body through any 
form of metadata inspection (e.g., `SHOW FUNCTIONS`).
+   - Engines MUST prevent leakage of sensitive information during execution 
via error messages, logs, query plans, or intermediate results.
+   - Engines MUST NOT perform predicate reordering, short-circuiting, or other 
optimizations that could change the order or scope of data access.
+2. Entries in `properties` are treated as hints, not strict rules. Engines MAY 
choose to honor them or ignore them.
+3. `parameter-names` is the source of truth for parameter naming across all 
overload definitions, which makes named-argument
+   invocation consistent across definitions:
+   - Each overload uses the first N entries of this list for its arity, in 
order.
+   - Names and their relative ordering are immutable. Only appending new names 
is allowed.
+   - Only the `doc` field may be updated in place.
+   - Overloads that differ only by parameter types are allowed (e.g., 
`foo(int)`, `foo(float)`, `foo(string, string)`), and
+     they all derive their parameter names positionally from the same 
`parameter-names` prefix.
+
+### Definition
+
+Each `definition` represents one function signature (e.g., `add_one(int)` vs 
`add_one(float)`).
+
+| Requirement | Field name           | Type                                    
                                                                                
                                                                                
                                                    | Description               
                                                                                
                                                                                
          |
+|-------------|----------------------|-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
+| *required*  | `definition-id`      | `string`                                
                                                                                
                                                                                
                                                    | An identifier derived 
from canonical parameter-type tuple (lowercase, no spaces; e.g., 
`"(int,int,string)"`). If longer than 128 chars, use hashed form 
`"sig1-<base32(SHA-256(signature))[:26]>"`. |
+| *required*  | `parameters`         | `list<parameter>`                       
                                                                                
                                                                                
                                                    | Ordered list of [function 
parameters](#parameter). Invocation order **must** match this list.             
                                                                                
          |
+| *required*  | `return-type`        | [Iceberg Type JSON 
Representation](https://iceberg.apache.org/spec/#appendix-c-json-serialization),
 primitive types are encoded as JSON strings (e.g., `"int"`, `"string"`), and 
complex types are encoded as JSON objects (e.g., `{"type": "struct", ...}` | 
Type of value returned                                                          
                                                                                
                                    |
+| *optional*  | `nullable-return`    | `boolean`                               
                                                                                
                                                                                
                                                    | A hint to indicate 
whether the return value is nullable or not. Default: `true`.                   
                                                                                
                 |
+| *required*  | `versions`           | `list<definition-version>`              
                                                                                
                                                                                
                                                    | [Versioned 
implementations](#definition-version) of this definition.                       
                                                                                
                         |
+| *required*  | `current-version-id` | `int`                                   
                                                                                
                                                                                
                                                    | Identifier of the current 
version for this definition.                                                    
                                                                                
          |
+| *optional*  | `function-type`      | `string` (`"udf"` or `"udtf"`, default 
`"udf"`)                                                                        
                                                                                
                                                     | If `"udtf"`, 
`return-type` must be an Iceberg type `struct` describing the output schema.    
                                                                                
                       |
+| *optional*  | `doc`                | `string`                                
                                                                                
                                                                                
                                                    | Documentation string.     
                                                                                
                                                                                
          |
+
+Notes:
+1. `sig1-<base32(SHA-256(signature))[:26]>` is a fixed-length hash used when 
the canonical signature is too long.
+It’s generated by taking the SHA-256 of the normalized signature, encoding it 
in Base32, keeping the first 26 characters,
+and prefixing with `sig1-`. This yields a 31-character deterministic ID, easy 
to verify and future-proof via the `sig1-`
+version prefix.
+
+### Parameter
+| Requirement | Field     | Type                                               
                                                                                
                                                                                
                                          | Description              |
+|-------------|-----------|--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|--------------------------|
+| *required*  | `type`    | [Iceberg Type JSON 
Representation](https://iceberg.apache.org/spec/#appendix-c-json-serialization),
 primitive types are encoded as JSON strings (e.g., `"int"`, `"string"`), and 
complex types are encoded as JSON objects (e.g., `{"type": "struct", ...}`) | 
Parameter data type.     |
+| *optional*  | `default` | [Iceberg Single-value JSON 
Representation](https://iceberg.apache.org/spec/#json-single-value-serialization),
 following the [table default value 
rule](https://iceberg.apache.org/spec/#default-values).                         
                            | Parameter Default value. |
+
+Notes:
+1. Function definitions are identified by the tuple of `type`s and there can 
be only one definition for a given tuple.
+   The type tuple is immutable across versions.
+2. Variadic (vararg) parameters are not supported. Each definition must 
declare a fixed number of parameters.
+3. Each parameter input MUST be assignable to its declared Iceberg type. For 
complex types, the value’s
+   structure must match (correct field names, element/key/value types, and 
nesting). If a parameter—or any nested
+   field/element—is marked required, engines MUST reject null at that position 
(including inside structs, lists, and maps).
+4. The `return-type` is immutable across versions. To change it, users must 
create a new definition and remove the old one.
+5. The function MUST return a value assignable to the declared `return-type`, 
meaning the returned value’s type and
+   structure must match the declared Iceberg type (including field names, 
element types, and nesting for complex types),
+   and any field or element marked as required MUST NOT be null. Engines MUST 
reject results that violate these rules.
+
+#### Defaults and Overload Compatibility
+When a parameter has a default value, the definition supports multiple 
invocation arities. These arities are reserved,
+and new overloads MUST NOT introduce ambiguity. 
+
+For example, an existing definition `foo(int, float default 1.0, string 
default "a")` yields the following invocation arities:
+```
+foo(int)
+foo(int, float)
+foo(int, string)
+foo(int, float, string)
+```
+Therefore, any overloads yields one of above arites are not allowed. For 
example:
+```
+foo(int)                                   -- conflicts with foo(int)
+foo(int, string default "a")               -- conflicts with foo(int)
+foo(int, float)                            -- conflicts with foo(int, float)
+foo(int, string, float default 1.0)        -- conflicts with foo(int, string)
+foo(int, float, date default "2023-11-26") -- conflicts with foo(int, float)
+foo(int, float, string, int default 1)     -- conflicts with foo(int, float, 
string)
+```
+However, unrelated type-prefix overloads such as `foo(float), foo(int, long)` 
are allowed, since they do not conflict with the
+optional-argument arities of the existing definition.
+
+### Definition-Version
+
+Each definition can evolve over time by introducing new versions.  
+A `definition version` represents a specific implementation of that definition 
at a given point in time.
+
+| Requirement | Field name        | Type                                       
                                                             | Description      
                                              |
+|-------------|-------------------|---------------------------------------------------------------------------------------------------------|----------------------------------------------------------------|
+| *required*  | `version-id`      | `int`                                      
                                                             | Monotonically 
increasing identifier of the definition version. |
+| *required*  | `representations` | `list<representation>`                     
                                                             | 
[Dialect-specific implementations](#representation).           |
+| *optional*  | `deterministic`   | `boolean` (default `false`)                
                                                             | Whether the 
function is deterministic.                         |
+| *optional*  | `on-null-input`   | `string` (`"returns_null_on_null_input"` 
or `"called_on_null_input"`, default `"called_on_null_input"`) | Defines how 
the UDF behaves when any input parameter is NULL.  |
+| *required*  | `timestamp-ms`    | `long` (epoch millis)                      
                                                             | Creation 
timestamp of this version.                            |
+
+Note:
+
+`on-null-input` provides an optimization hint for query engines, its value can 
be either `"returns_null_on_null_input"` or `"called_on_null_input"`:
+1. If set to `returns_null_on_null_input`, the function always returns `NULL` 
if any input argument is `NULL`. This allows engines to apply predicate 
pushdown or skip function evaluation for rows with `NULL` inputs. For a 
function `f(x, y) = x + y`,
+the engine can safely rewrite `WHERE f(a,b) > 0` as `WHERE a IS NOT NULL AND b 
IS NOT NULL AND f(a,b) > 0`.
+2. If set to `called_on_null_input`, the function may handle `NULL`s 
internally (e.g., `COALESCE`, `NVL`, `IFNULL`), so the engine must execute the 
function even if some inputs are `NULL`.
+
+### Representation
+A representation encodes how the definition version is expressed in a specific 
SQL dialect.
+
+| Requirement | Field name   | Type              | Description                 
                                                                |
+|-------------|--------------|-------------------|---------------------------------------------------------------------------------------------|
+| *required*  | `type`       | `string`          | Must be `"sql"`             
                                                                |
+| *required*  | `dialect`    | `string`          | SQL dialect identifier 
(e.g., `"spark"`, `"trino"`).                                        |
+| *required*  | `body`       | `string`          | SQL expression text.        
                                                                |
+
+Note: The `body` must be valid SQL in the specified dialect; validation is the 
responsibility of the consuming engine.
+
+### Definition-Log
+| Requirement | Field name            | Type                                   
            | Description                                                      |
+|-------------|-----------------------|----------------------------------------------------|------------------------------------------------------------------|
+| *required*  | `timestamp-ms`        | `long` (epoch millis)                  
            | When the definition snapshot was created or updated.             |
+| *required*  | `definition-versions` | `list<{ definition-id: string, 
version-id: int }>` | Mapping of each definition to its selected version at 
this time. |
+
+## Function Resolution in Engines
+Resolution rule is decided by engines, but engines SHOULD:
+1. Prefer exact signature matches over casting or subtyping.
+2. Allow numeric widening (e.g., `INT` --> `BIGINT/FLOAT`) when needed and 
where it does not conflict with the rule above.
+3. Require explicit casts for unsafe conversions (e.g., `STRING` --> `DATE`).
+
+## Appendix A: Example – Overloaded Scalar Function
+
+SQL statement:
+```sql
+CREATE FUNCTION add_one(x INT COMMENT 'Input integer')
+COMMENT 'Add one to the input integer'
+RETURNS INT
+RETURN x + 1;
+
+CREATE FUNCTION add_one(x FLOAT COMMENT 'Input float')
+COMMENT 'Add one to the input float'
+RETURNS FLOAT
+RETURN x + 1.0;
+```
+
+```json
+{
+  "function-uuid": "42fd3f91-bc10-41c1-8a52-92b57dd0a9b2",
+  "format-version": 1,
+  "parameter-names": [
+    { "name": "x", "doc": "The first input" }
+  ],
+  "definitions": [
+    {
+      "definition-id": "(int)",
+      "parameters": [
+        { "type": "int" }
+      ],
+      "return-type": "int",
+      "doc": "Add one to the input integer",
+      "versions": [
+        {
+          "version-id": 1,
+          "deterministic": true,
+          "representations": [
+            { "type": "sql", "dialect": "trino", "body": "x + 2" }
+          ],
+          "timestamp-ms": 1734507000123
+        },
+        {
+          "version-id": 2,
+          "deterministic": true,
+          "representations": [
+            { "type": "sql", "dialect": "trino", "body": "x + 1" },
+            { "type": "sql", "dialect": "spark", "body": "x + 1" }
+          ],
+          "timestamp-ms": 1735507000124
+        }
+      ],
+      "current-version-id": 2
+    },
+    {
+      "definition-id": "(float)",
+      "parameters": [
+        { "type": "float" }
+      ],
+      "return-type": "float",
+      "doc": "Add one to the input float",
+      "versions": [
+        {
+          "version-id": 1,
+          "deterministic": true,
+          "representations": [
+            { "type": "sql", "dialect": "trino", "body": "x + 1.0" }
+          ],
+          "timestamp-ms": 1734507001123
+        }
+      ],
+      "current-version-id": 1
+    }
+  ],
+  "definition-log": [

Review Comment:
   Added them into the spec.



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