kevinhongzl opened a new pull request, #67356:
URL: https://github.com/apache/airflow/pull/67356

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   ## Summary
   
   Task parameters were immutable when debugging dynamic task mappings using 
the CLI `airflow tasks test`. This meant we couldn't override parameters on the 
fly, nor could we easily test mapped tasks that relied on upstream XCom 
arguments. This PR updates the Airflow CLI to support local testing of 
dynamically mapped tasks.
   
   closes: #56953 
   
   ## Params Overrides Behavior 
   
   The tables below outline how our updated `airflow tasks test` handles 
combinations of expansion types, argument sources, and the presence of CLI task 
parameter overrides.
   
   #### 1. Positional Arguments from `expand()`
   
   | Argument Type | With CLI Task Params | Without CLI Task Params |
   | :--- | :--- | :--- |
   | **Literal Values** | Overrides the original task parameters with the 
single provided parameter value. | Runs tests using the original values defined 
for that specific map index in the DAG. |
   | **XCom Arguments** | Uses the user-provided input value to successfully 
execute and test the task. | Fails immediately with the expected `XCom not 
found` exception. |
   
   #### 2. Keyword Arguments from `expand_kwargs()`
   
   | Argument Type | With CLI Task Params | Without CLI Task Params |
   | :--- | :--- | :--- |
   | **Literal Values** | Updates the mapped keyword arguments for that index 
with the new CLI task parameters. | Runs tests using the baseline keyword 
arguments defined for that map index in the DAG. |
   | **XCom Arguments** | Uses the user-provided input dictionary to 
successfully execute and test the task. | Fails immediately with the expected 
`XCom not found` exception. |
   
   ---
   
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