# Problem
As an Application Developer, I want to use the include parameter with
the value message.output_text.logprobs, so that I can receive log
probabilities for output tokens to assess the model's confidence in its
response.
# What does this PR do?
- Updates the include parameter in various resource definitions
- Updates the inline provider to return logprobs when
"message.output_text.logprobs" is passed in the include parameter
- Converts the logprobs returned by the inference provider from chat
completion format to responses format
Closes #[4260](https://github.com/llamastack/llama-stack/issues/4260)
## Test Plan
- Created a script to explore OpenAI behavior:
https://github.com/s-akhtar-baig/llama-stack-examples/blob/main/responses/src/include.py
- Added integration tests and new recordings
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Co-authored-by: Matthew Farrellee <matt@cs.wisc.edu>
Co-authored-by: Ashwin Bharambe <ashwin.bharambe@gmail.com>
