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We'd like to host the Precalculated Embedding App on HF Space to serve as a demo for the explorer tool. Reduce the installation friction for common users.
The App should cache some prepared embeddings subset from TOL-200M embeddings collection, such as the Darwin's Finches.
Updates on demo: It now includes everything merged this cycle plus some in-review PRs (#42representative images for precalculated app, #45cuML t-SNE exact-solver fix, #46PCA reproducibility). It now has a demo header + footer. Deploy is still manual through hf upload.
Next step:
opening a PR to move the demo subset + configs from netzhang/demo into imageomics/TreeOfLife-200M-Embeddings. Swap the Space mounting specs afterwards.
after that, permission to migrate the Space from my personal namespace into the imageomics org?
Activity
NetZissou commentedon Jun 11, 2026
Preload doesn't seem to work on datasets, still an open-issue today
egrace479 commentedon Jun 12, 2026
It's unclear if they plan to fix it: huggingface/hub-docs#2415
NetZissou commentedon Jun 15, 2026
Demo can be hosted in a free-tire space.
Data was loading through mounting. Lazy load.
NetZissou commentedon Jun 15, 2026
Deployment strategy:
Have a dedicated branch for hf space demo and
git merge mainwhen changes are needed.egrace479 commentedon Jun 15, 2026
Yay!!! This is great.
NetZissou commentedon Jun 18, 2026
Updates on demo: It now includes everything merged this cycle plus some in-review PRs (#42 representative images for precalculated app, #45 cuML t-SNE exact-solver fix, #46 PCA reproducibility). It now has a demo header + footer. Deploy is still manual through
hf upload.Next step:
netzhang/demointoimageomics/TreeOfLife-200M-Embeddings. Swap the Space mounting specs afterwards.CI/Automation can be addressed at last. Currently all code lives under
feature/hf-space-precalculated-demo.