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Open-weight model

olens_ablations

by Agam Bhatia agu18dec/olens_ablations

olens_ablations is an open-weight model from Agam Bhatia. Its published files total 424.8 GB.

Every arm here differs from the recipe of record by exactly one flag. Data, pool, crop seed, layer set, learning rate, batch and seeds are held fixed across arms so the only free variable is the one named.

Parameters—
Context—
Weights424.8 GB
License—
AccessOpen weights
Monthly Downloads—

Model Card

Every arm here differs from the recipe of record by exactly one flag. Data, pool, crop seed, layer set, learning rate, batch and seeds are held fixed across arms so the only free variable is the one named. The whitened-FVE ruler that the program optimises and reports anti-correlates with lens quality. The AR trained without whitening scores far worse on the ruler and makes a materially better lens, and running both to saturation does not rescue it. Compare arms only at MATCHED cumulative steps. Arms stopped early by a budget cut have lower totals, and reading their endpoints against a fully-trained arm inverts the ordering: unitcos looks worse than base on endpoints but is identical to it…

Excerpt from the card by Agam Bhatia.

Identity and Version

Repository
agu18dec/olens_ablations
Publisher
Agam Bhatia
Task
Not stated by the source
Modality
Other
Library
Not stated by the source
Parameters
Not stated by the source
Languages
Not stated by the source
Revision
e9585c4502bf0c633a95e67bdf096a331e43c5ea
First published
2026-09-20
Last updated
2026-09-30

Files and Weights

3,325 files, 424.8 GB in total. The weights are 915 files totalling 424.8 GB in pt, safetensors.

Weights915 files · 424.8 GB
Configuration1811 files · 6.1 MB
Documentation274 files · 1.4 MB
Every file (first 3,000)
FileTypeSizeSHA-256
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ab4/ar/ar.ab4.base.s0/ex1037184/heads.ptWeights104.9 MB fed164e23740
ab4/ar/ar.ab4.base.s0/ex1037184/lora/adapter_model.safetensorsWeights467.1 MB 75e81da1b917
ab4/ar/ar.ab4.base.s0/ex11405184/heads.ptWeights104.9 MB bfb54331b3f0
ab4/ar/ar.ab4.base.s0/ex11405184/lora/adapter_model.safetensorsWeights467.1 MB a9f8efb93e49
ab4/ar/ar.ab4.base.s0/ex1497984/heads.ptWeights104.9 MB 1ab6952f1cd2
ab4/ar/ar.ab4.base.s0/ex1497984/lora/adapter_model.safetensorsWeights467.1 MB 52140dbebd91
ab4/ar/ar.ab4.base.s0/ex16013184/heads.ptWeights104.9 MB 40b25418d37b
ab4/ar/ar.ab4.base.s0/ex16013184/lora/adapter_model.safetensorsWeights467.1 MB 0e6bbf75c667
ab4/ar/ar.ab4.base.s0/ex2073984/heads.ptWeights104.9 MB 2ac9f6e5daf7
ab4/ar/ar.ab4.base.s0/ex2073984/lora/adapter_model.safetensorsWeights467.1 MB 352af68f7d32
ab4/ar/ar.ab4.base.s0/ex230784/heads.ptWeights104.9 MB d5c89b7e8cee
ab4/ar/ar.ab4.base.s0/ex230784/lora/adapter_model.safetensorsWeights467.1 MB a52a88389b66
ab4/ar/ar.ab4.base.s0/ex2880384/heads.ptWeights104.9 MB 38eb53baa00e
ab4/ar/ar.ab4.base.s0/ex2880384/lora/adapter_model.safetensorsWeights467.1 MB 16e49d55ebd6
ab4/ar/ar.ab4.base.s0/ex345984/heads.ptWeights104.9 MB b20c3261c1e6
ab4/ar/ar.ab4.base.s0/ex345984/lora/adapter_model.safetensorsWeights467.1 MB 402af37a7958
ab4/ar/ar.ab4.base.s0/ex4032384/heads.ptWeights104.9 MB 790986123a6c
ab4/ar/ar.ab4.base.s0/ex4032384/lora/adapter_model.safetensorsWeights467.1 MB a35a6a178da5
ab4/ar/ar.ab4.base.s0/ex461184/heads.ptWeights104.9 MB fade14988b8b
ab4/ar/ar.ab4.base.s0/ex461184/lora/adapter_model.safetensorsWeights467.1 MB de448b837a5a
ab4/ar/ar.ab4.base.s0/ex5760384/heads.ptWeights104.9 MB ed834813ad4e
ab4/ar/ar.ab4.base.s0/ex5760384/lora/adapter_model.safetensorsWeights467.1 MB f44b23d97f99
ab4/ar/ar.ab4.base.s0/ex576384/heads.ptWeights104.9 MB e7f52793c4bc
ab4/ar/ar.ab4.base.s0/ex576384/lora/adapter_model.safetensorsWeights467.1 MB 13c184724722
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ab4/ar/ar.ab4.base.w2/ex22723968/heads.ptWeights104.9 MB 8acc11eb82d7
ab4/ar/ar.ab4.base.w2/ex22723968/lora/adapter_model.safetensorsWeights467.1 MB aeb1386215eb
ab4/ar/ar.ab4.base.w2/ex32055168/heads.ptWeights104.9 MB 7f98ebd92050
ab4/ar/ar.ab4.base.w2/ex32055168/lora/adapter_model.safetensorsWeights467.1 MB b92649a884da
ab4/ar/ar.ab4.rawcos.ext1/end/heads.ptWeights104.9 MB db363ce4a564
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ab4/ar/ar.ab4.rawcos.s0/ex1497984/heads.ptWeights104.9 MB 77831da3abe4
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ab4/ar/ar.ab4.rawcos.s0/ex2073984/heads.ptWeights104.9 MB 4f5a4cc9c6cd
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ab4/ar/ar.ab4.rawcos.s0/ex2880384/heads.ptWeights104.9 MB 85639703e2e5
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ab4/ar/ar.ab4.rawcos.s0/ex8064384/heads.ptWeights104.9 MB 2488d8446026
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License and Download

License
Not stated by the source
Access
Open weights, no gate
Download size
424.8 GB
Download from Agam Bhatia

Released by Agam Bhatia through its official repository on Hugging Face.

Memory Requirements

PrecisionWeights in memory
As published424.8 GB

Weights only, from the published parameter count; the key-value cache and runtime add to this.