TrainLoop LLM Logging SDK for data collection
Project description
TrainLoop Evals SDK (Python)
Automatically capture LLM calls from Python apps so they can be graded later.
Install
pip install trainloop-llm-logging
Quick example
from trainloop_llm_logging import collect, trainloop_tag
collect() # patch HTTP clients
openai.chat.completions.create(..., trainloop_tag("my-tag"))
Set TRAINLOOP_DATA_FOLDER to choose where event files are written or set data_folder in your trainloop.config.yaml file.
Buffering and Flushing
By default, the SDK buffers LLM calls and flushes them every 10 seconds or when 5+ calls are buffered. This is efficient for long-running applications.
Immediate Flushing
For testing or scripts that may exit quickly, use flush_immediately=True:
from trainloop_llm_logging import collect
collect(flush_immediately=True) # Flush after each LLM call
Manual Flushing
For more control, use the default buffering and flush manually when needed:
from trainloop_llm_logging import collect, flush
collect() # Default buffering (10s or 5+ calls)
# ... your LLM calls ...
flush() # Manually flush buffered calls
This is particularly useful for:
- Testing scenarios where you need immediate data
- Scripts that may terminate before the buffer flushes
- Debugging or development workflows
See the project README for more details.
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