fix: Litellm preserve streamed reasoning deltas in LiteLLM adapter

[lorenzbaraldi]

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Link to Issue or Description of Change

1. Link to an existing issue (if applicable):

2. Or, if no issue exists, describe the change:

No existing issue linked for this fix.

Problem:
In LiteLlm message conversion, reasoning parts were combined with newline
injection:

reasoning_content = _NEW_LINE.join(text for text in reasoning_texts if text)

For providers that stream reasoning in delta fragments (for example, vLLM-style
reasoning chunks), this mutates the original stream by inserting extra
separators. The reconstructed reasoning can differ compared to provider
output.

Solution:
Preserve reasoning text exactly as streamed by concatenating fragments without
adding separators:

reasoning_content = "".join(text for text in reasoning_texts if text)

This avoids corruption of chunked reasoning while still preserving explicit
newlines already present in fragments.

Also added targeted regression tests to lock behavior:

• test_content_to_message_param_preserves_chunked_reasoning_deltas
• test_content_to_message_param_preserves_reasoning_newlines

Testing Plan

Unit Tests:

• I have added or updated unit tests for my change.
• All unit tests pass locally.

Summary of local pytest runs:

1. python -m pytest tests/unittests/models/test_litellm.py -k "content_to_message_param_assistant_thought_and_content_message or preserves_chunked_reasoning_deltas or preserves_reasoning_newlines"

• Result: 3 passed, 244 deselected

2. python -m pytest tests/unittests/models/test_litellm.py -k "preserves_chunked_reasoning_deltas or preserves_reasoning_newlines"

• Result: 2 passed, 245 deselected

Manual End-to-End (E2E) Tests:

Checklist

• I have read the CONTRIBUTING.md document.
• I have performed a self-review of my own code.
• I have commented my code, particularly in hard-to-understand areas.
• I have added tests that prove my fix is effective or that my feature works.
• New and existing unit tests pass locally with my changes.
• I have manually tested my changes end-to-end.
• Any dependent changes have been merged and published in downstream modules.

Additional context

Scope is intentionally minimal and low risk:

• 1-line behavior change in reasoning-content reconstruction.
• 2 regression tests added.
• Anthropic thinking_blocks path is unchanged.

[rohityan]

Hi @lorenzbaraldi, Thank you for your contribution! We appreciate you taking the time to submit this pull request. Can you please fix the formatting errors. You can use autoformat.sh