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Fix multi-turn logprobs #170
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Summary of Changes
Hello @pan-x-c, I'm Gemini Code Assist1! I'm currently reviewing this pull request and will post my feedback shortly. In the meantime, here's a summary to help you and other reviewers quickly get up to speed!
I've implemented a fix to ensure the correct length of logprobs in multi-turn experiences, which was previously misaligned. This involved adjusting how logprobs are sliced and adding a corresponding test. Additionally, I've refined the asynchronous iteration handling across the codebase, ensuring that StopAsyncIteration is consistently raised and caught where appropriate, improving the robustness and clarity of asynchronous data processing.
Highlights
- Corrected
logprobslength for multi-turn experiences: I've addressed an issue where thelogprobs(log probabilities) were not correctly sized for multi-turn experiences. This fix ensures that thelogprobstensor accurately reflects the generated tokens by applying the correct slicing based on the prompt length. A new test assertion has also been added to verify this behavior. - Standardized Asynchronous Iteration Handling: I've standardized the handling of asynchronous iteration termination across various buffer readers and consumer modules. Specifically,
file_reader.pynow correctly converts synchronousStopIterationintoStopAsyncIterationfor itsread_asyncmethods. Conversely, an incorrect conversion fromStopAsyncIterationtoStopIterationwas removed inqueue_reader.py. Additionally, modules likeexplorer.pyandtrainer.pyhave been updated to directly catchStopAsyncIteration, simplifying and unifying the error handling for exhausted asynchronous data sources.
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Code Review
This pull request introduces two key changes: a fix for the log-probability slicing in multi-turn scenarios and a significant improvement in asynchronous iteration handling. The logprobs are now correctly sliced to only include the response tokens, which resolves a potential bug. The exception handling has been refactored to consistently use StopAsyncIteration for async readers, which simplifies the consumer code in Explorer and Trainer by removing complex error-checking logic.
My review includes one suggestion to address code duplication in trinity/buffer/reader/file_reader.py, where several classes share an identical read_async implementation. Consolidating this into a base class would enhance maintainability. Overall, the changes are a solid improvement to the codebase's correctness and clarity.
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Description
Fix
logprobslength in multi-turn experienceChecklist
Please check the following items before code is ready to be reviewed.