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Feature Request: Enhance observability and tracing capabilities #869

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anzax opened this issue Feb 7, 2025 · 2 comments
Open

Feature Request: Enhance observability and tracing capabilities #869

anzax opened this issue Feb 7, 2025 · 2 comments

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@anzax
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anzax commented Feb 7, 2025

Currently, txtai lacks built-in observability and tracing capabilities that would help track:

  • Embeddings generation and indexing processes
  • LLM prompts/generations
  • Pipeline execution flows
  • Agent activities
  • Workflow execution metrics

Potential solution: Integration with MLflow's LLM tracking (https://mlflow.org/docs/latest/llms/tracing/index.html) as an optional component.

This would enable:

  • Log and trace LLM interactions
  • Track embeddings operations
  • Monitor system performance
  • Visualize execution flows
@davidmezzetti
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Thank you for the suggestion! I'll take a look.

It seems like ultimately, the best way to do this would be through this: https://mlflow.org/docs/latest/llms/tracing/contribute.html

@davidmezzetti
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Hello - I just put this PR out with the MLflow project: mlflow/mlflow#14697

Assuming it's merged, this issue will be closed in favor of that.

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