feat: updated ChatOutput component that can accept Data, Dataframe and Message

[edwinjosechittilappilly]

This pull request includes several changes to the ChatOutput component to enhance its functionality and improve data handling. The most important changes include the addition of new input types, a new input field for data cleaning, and improved data conversion and validation methods.

Enhancements to ChatOutput component:

• Added new input types Data and DataFrame to the input_value field, allowing for more flexible data handling. [1] [2] [3]
• Introduced a new BoolInput field named clean_data to enable basic data cleaning operations. [1] [2] [3]
• Replaced MessageInput with HandleInput for the input_value field to support multiple input types and ensure that the field is required. [1] [2]
• Enhanced the message_response method to include data conversion to string and updated message properties handling. [1] [2]
• Added new methods _validate_input, _safe_convert, and convert_to_string to validate and safely convert input data to string format, ensuring proper error handling.

[edwinjosechittilappilly]

https://www.loom.com/share/5d58495d46a14575b1dd383156013071?sid=c9977048-d299-4e1d-943c-c34dda96892c

This PR might require improvements

[edwinjosechittilappilly]

Needs better testing Cause this is a major change.

[edwinjosechittilappilly]

@Cristhianzl can you take a look into the frontend tests?

[codspeed-hq]

CodSpeed Performance Report

Merging #6643 will not alter performance

_{Comparing feat_new_chat_output (4761369) with main (e970cdb)}

Summary

✅ 14 untouched benchmarks

[ogabrielluiz]

@edwinjosechittilappilly The problem relates to the starter projects updates. The tests are expecting something that they are not finding because something changed the starter projects.