singhpk234 commented on code in PR #14117:
URL: https://github.com/apache/iceberg/pull/14117#discussion_r2488542426


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format/udf-spec.md:
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+---
+title: "SQL UDF Spec"
+---
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+ - WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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+ - 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 
[definitions snapshots](#definitions-log).            |
+| *optional*  | `location`       | `string`               | Storage location 
of metadata files.                              |
+| *optional*  | `properties`     | `map`                  | A string to string 
map of properties.                            |
+| *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 inspection 
(e.g., `SHOW FUNCTIONS`).
+   - Engines **SHOULD** ensure that execution does not leak sensitive 
information through error messages, logs, or query plans.
+
+### 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`        | [JSON 
representation](https://iceberg.apache.org/spec/#appendix-c-json-serialization) 
of an Iceberg type (`string` for primitives, `object` for complex types) | Type 
of value returned                                                               
                                                                                
                               |
+| *optional*  | `nullable-return`    | `boolean`                               
                                                                                
                                       | 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 a 
`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*  | `name` | `string`                                              
                                                                                
                         | Parameter name.          |

Review Comment:
   +1 on storing this as case sensitive always as there may be cases where 
engine storing UDF is operating on case insensitive mode (Thank you for 
bringing this in the sync today). Nevertheless at runtime engine when try to 
execute the UDF and are in case-sensitive or in-sensisitve mode can call 
appropriate bind method.



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