Instructions to use qcz/embedding-optimizer-study-checkpoints with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- sentence-transformers
How to use qcz/embedding-optimizer-study-checkpoints with sentence-transformers:
from sentence_transformers import SentenceTransformer model = SentenceTransformer("qcz/embedding-optimizer-study-checkpoints") sentences = [ "The weather is lovely today.", "It's so sunny outside!", "He drove to the stadium." ] embeddings = model.encode(sentences) similarities = model.similarity(embeddings, embeddings) print(similarities.shape) # [3, 3] - Notebooks
- Google Colab
- Kaggle
Embedding optimizer study checkpoints
The current DenseOn study compares AdamW, Muon and NorMuon from
lightonai/DenseOn-unsupervised.
The source repository and paper
contain the complete results, protocols, analysis code and restoration tools.
Restore the current scientific checkpoints
All 120 current scientific checkpoints are backed up: sixty from twelve 500K-query primary runs and sixty from twelve crossed 50K-query continuations. They are not 120 independently trained models. Each run retains five stages.
- Primary checkpoint index and restoration instructions:
sixty checkpoints under
corrected-dense-correctness-v3/dense/, with exact immutable revisions, paths and hashes indocs/primary-v3-checkpoints.json. - Continuation checkpoint locations and probe restoration: sixty additional checkpoints with their original eighteen-file manifests.
Use those immutable indexes, not a download of the entire mixed-history
repository or a substituted moving main revision. Preserve model, optimizer,
scheduler and rank-specific RNG files together. Do not combine runs or stages.
File-integrity verification is not a blanket guarantee of bitwise training
resumption on arbitrary hardware; the source repository documents tested cases.
The older corrected-dense-no-packing-v1/ namespace is not the current v3
primary experiment. Retained historical files are not admitted as paper evidence
merely because they remain available here.
Owner-approved withdrawal of obsolete results
This commit removes 3,790 explicitly reviewed old files from the current tree, following the owner's confirmation. These contain the invalidated Dense discovery, confirmation, routing-control, shared-start and affected diagnostic artifacts. Their former scores and the previous model card's formal-evidence claims are withdrawn; do not use them as results of the current experiment.
The exact reviewed deletion manifest
has SHA-256 1193dbc2a1a483cba79b3532b4ef47f66eb9198fefc7492ea4521a9d00f1d026.
The commit changes only those paths and this README. It does not rewrite Git
history, purge LFS objects, delete local records or remove valid current files.
Old revisions may still expose withdrawn files; that availability is not validity.
Shared objects and original immutable restoration references remain preserved.
Separately retained LateOn files are out-of-scope legacy backups, not a new
correctness certification. Shared inputs and unknown/new namespaces are retained.
The repository is no longer a complete mirror of an old local outputs/ folder;
future uploads must not restore withdrawn paths from broad historical snapshots.
Derived weights remain subject to the upstream model's terms. Code is licensed separately in the source repository.