Release v2.0.3

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│                               Inspect - Edit - Evolve Neural Networks                               │
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╰─── By GrayBx, v2.0.3 ───────────────────────────────────────────────────────────────────────────────╯

Weightslab

Follow us on LinkedIn | Graybx

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Welcome

Welcome to the v2.0.3 release of WeightsLab. This release was made with the idea to improve how you Inspect Data, Edit and Evolve Neural Networks, all by Graybx:

• PR #312: ## Summary This PR adds learned 2D/3D projections during training so model representations can be explored live in the Studio. By default, it uses a parametric UMAP trained alongside the model, allowing the projection to track representation changes as training progresses and to embed new samples without refitting. The projection can be configured per model, turned off when needed, and rendered alongside training progress in the Studio. ## What’s included - Learned projection during training with a param...

One platform. Unmatched flexibility. Ultimate control.
Make sure to install our last version on PyPI

Happy Training!

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What's Changed precisely:

#312 v2.0.3 - Projection

• 83aefda Feat/vendored opencode binary (#299)
• 454d039 Fix/v2.1 UI fixes (#300)
• 40ad072 fix CI core dumped
• 0ed0500 fix stucked CI
• 9e9820a Deselect scale tests from the fast CI job; cap test job at 15 minutes
• 4728db2 Update CHANGELOG - v2.0.1.dev0
• 328e46e refactor(examples): one import surface — import weightslab as wl
• 3c8c1b4 Resolve MConflicts And merge main to dev
• c25bd45 fix(notebook): keep the trainer's stdout out of notebook cell outputs…
• b0347d3 Interactivity on 100GB+ datasets: O(change) view sync and ledger writ…
• 0ab50a9 test: fix the four failures in the unit suite
• 5cd4920 Fix Ultralytics issue with v8.*
• 57c7218 video: advertise playable media by media_kind, and budget the clip cache
• bc5559f video: draw the poster frame's annotation, and stop the preview cache
• 0d1ed61 eval: put the batch where the model is, and stop one bad signal killi…
• d8af51d agent: report the live model, so the studio and the CLI agree on it
• 08f4f4b opencode: one server per machine, so the studio and the backend share…
• d2d96ec projection: show the representation the model is learning, live
• 6b1d58f notebook: let a code generation survive a browser refresh
• fe6145e loop: stop the check-in a loop is running, not just its next one
• e6d29bf eval: cover the default-device placement with a test
• a2b8902 test: fix the gRPC serve flake that failed CI with identical code
• caa1d74 fix(notebook): shut the embedded kernel down instead of aborting at exit
• e9f7f23 fix utest error
• 9927abc update cls example with basic CNN 1M parameters
• b2c23fa fix chkpt restoring from several root dirs
• 0b13524 fix cls example
• 21fcb4d se/start: OS-aware cert generation, certs dir fallback, CLI help + do…
• 9078eb3 logs: terminal/file split, survive dictConfig, tqdm mirror; rewind sa…
• 91495d4 Fix certs generation for encrypted communication
• 7ee87b8 Remove useless logs, redundant, and fix dataloader indexing related t…
• be170bf Update documentation
• bef1702 fix related utests with recent bugs fixed and changes
• 1fd1e9c fix dataloader pinmemory failing test
• 804d235 fix UI plots points budgets
• 476b927 fix test
• 2097c02 Fix pytest timeout, too short
• df74096 [skip ci] Fix Claude artefacts from doc and add quickstart migration
• cffe256 [skip ci] Comment auto start training for the examples
• f9638eb projection: serve any view of 10M samples, and bring your own projection
• d4e1a1f tests: stop the suite's cross-test leaks, and fix what they exposed
• 1dbf98a Feature/parametric umap (#310)
• 4e2a30e remove artefacts files
• 6962226 release tests: restore the OpenCode modules, and make logging survive…
• 2bcc4ef release: write weightslab/VERSION before building, not only after
• 3652f6f release: weightslab/VERSION -> 2.0.3.dev0 [skip ci]
• 2a68646 Update Changelog
• 8048e90 release: weightslab/VERSION -> 2.0.3.dev2 [skip ci]
• d488cf6 release: v2.0.3.dev3
• 9c2d3b5 release: weightslab/VERSION -> 2.0.3.dev3 [skip ci]
• 80eea70 release: v2.0.3.dev4
• 522408a release: weightslab/VERSION -> 2.0.3.dev4 [skip ci]
• 6ab7ffa release: v2.0.3.dev5
• 4d185d4 release: weightslab/VERSION -> 2.0.3.dev5 [skip ci]
• 84d0292 test: drop the README sandbox-link check
• cb2286c fix: exit cleanly after the embedded notebook kernel; quiet the test …
• 8e0694f release: weightslab/VERSION -> 2.0.3.dev6 [skip ci]
• 171d668 projection: hook the last parameterised layer, so the LiDAR examples …

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Thank you!

• guillaume-byte