Imageomics / Imageomics/hpc-inference
Package Renaming
@NetZissou is already working on this.
Since Dec 3, 2025.
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- Python
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Description
We need a new name for the package. The original hpc-inference name isn't very intuitive.
We rely heavily on AI for image workflows—animal and face detection, open-ended grounding, BioCLIP embeddings, etc. These tasks require model inference on large batches of images, but a typical simple workflow suffer from I/O bottlenecks and sequential processing, which starve GPUs and waste resources.
This package solves that by parallelizing data loading and preprocessing for large-scale image datasets (folders, Parquet, HDF5). It provides a custom iterable dataset and a set of scalable workflows designed for SLURM clusters so GPUs stay fully fed.
Plan
- Discuss with Informatics Team to come up with a new package name
- Refactor codebase to reflect new package name in a separate branch
- Update documentation
- Validation
- Merge changes back to
main - Update the package dependency for other packages.
- Reinstall in local venv
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