facebookresearch/fairseq

Add functionality for logging to Comet

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#4,156 opened on Jan 26, 2022

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enhancementhelp wantedneeds triage

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Description

🚀 Feature Request

Add functionality to log fairseq model parameters and metrics to Comet

Motivation

To support fairseq users who want to use Comet to manage their experiments.

Pitch

Add a Comet logger to fairseq/logging/progress_bar.py in a manner similar to Azure ML and Weights and Biases

Alternatives

No alternatives as this is meant to extend functionality

Additional context

We have prepared a draft PR adding this functionality #4069

Here is an example of a logged fairseq experiment in Comet https://www.comet.ml/dsblank/fairseq/373f319055a04284aed6c3bfca1ae05f?experiment-tab=chart&showOutliers=true&smoothing=0&transformY=smoothing&xAxis=step

Contributor guide

Research direction
Study the existing AzureML and WandB loggers in fairseq/logging/progress bar.py and the draft PR #4069 to implement a similar Comet logger.
Tech stack
python
Domain
developer experiencetooling
Issue type
Feature
DifficultyEstimated implementation difficulty for a new contributor, from 1 for very small changes to 5 for expert-level work.
3
Estimated timeA rough time range for an experienced contributor to investigate, implement, test, and prepare a pull request.
1-2 days
Activity statusHow available the issue appears right now: fresh, active, stale, blocked, or waiting on maintainer input.
Active
ClarityHow clearly the issue explains the expected change, acceptance criteria, and next step.
Clear
Prerequisites
PythonGit
Newbie friendlinessA 1-100 score estimating how approachable this issue is for first-time contributors.
70