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18 changes: 18 additions & 0 deletions docs/using_mlflow.md
Original file line number Diff line number Diff line change
Expand Up @@ -198,6 +198,9 @@ jaxtrain \
```bash
mlflow ui
# Opens http://localhost:5000

# Sets up UI with tracking from .db
mlflow server --backend-store-uri <path/to/tracking.db>
```


Expand Down Expand Up @@ -381,6 +384,9 @@ jaxtrain \
# View experiments
mlflow ui

# Sets up UI with tracking from .db
mlflow server --backend-store-uri <path/to/tracking.db>

# Python queries
python -c "
import mlflow
Expand Down Expand Up @@ -423,6 +429,9 @@ jaxtrain \

# 4. Review in UI
mlflow ui

# Sets up UI with tracking from .db
mlflow server --backend-store-uri <path/to/tracking.db>
```

## 🔧 Troubleshooting
Expand Down Expand Up @@ -451,6 +460,15 @@ print(experiment.artifact_location)

Ensure all files tracked in the data generation experiment exist in your training data folder. Check the error message for the list of missing files.

### MLflow revision error
```bash
alembic.util.exc.CommandError: Can't locate revision identified by <revision number>
```
### Solution:
```bash
pip install --upgrade mlflow
```

## 📚 See Also

- [MLflow Documentation](https://mlflow.org/docs/latest/index.html)
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