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alt.freeweights.vision / vit_pe_spatial_small_patch16_512.fb
From: timm <huggingface.co/timm>Newsgroups: alt.freeweights.visionSubject:

vit_pe_spatial_small_patch16_512.fb

Date: 2026-11-15Commit: bde8c2aSigned: 2DC28CC7B26A283B ✓

Image feature extraction model with 22M parameters. Safetensors weights, 176 MB in all. Published by timm under Apache-2.0.

22M params176MBvit_pe_spatial_small_patch16_512.fbsafetensorspermissive
FactsParams22MSize176 MBFormatssafetensorsTaskimage feature extractionLicenseApache-2.0From sourcepermissive
$ fw get timm/vit_pe_spatial_small_patch16_512.fb
# manifest sha256 4020ddf4fe93… · 176 MB · 5 files
$ fw verify ./vit_pe_spatial_small_patch16_512.fb timm/vit_pe_spatial_small_patch16_512.fb
From sourceHosted (signed)timm/vit_pe_spatial_small_patch16_512.fbLast check: 2026-11-15 03:39 UTC
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Get help: custom fine-tune or private deploy. We review your setup before we quote.

Works with

Run8Fine-tune7Convert8Scan2

Runs with

Ranked by fit to this model (safetensors), then by GitHub stars.

TransformersLocalAItinygradTriton Inference ServerBentoMLCTranslate2ExLlamaV2LitServe
OverviewModel cardFilesUse itLicenseProvenanceModel tree

Overview

Size
176 MB
Weights
87.9 MB (safetensors)
Parameters
22M
Formats
safetensors
Task
image feature extraction
License
Apache-2.0 (permissive)
Files
5, each with a sha256
Publisher
timm
Added
2026-11-15
Section
alt.freeweights.vision
Lineage

Original release from the publisher.

Where these bytes come from
Publisher at the pinned commit→You

Sources are tried in order. A file counts only when its size and sha256 match the manifest. Sources are checked when you ask for them, not on a timer.

Sources
BadgeHostLast checkResult
From sourcehuggingface.co2026-11-15 03:39 UTCpassed

Model card

From the publisher at commit bde8c2a. Shown as plain text with links; images open at the publisher.

Model card for vit_pe_spatial_small_patch16_512.fb#

Files

5 files · 176 MBWeights 87.9 MB (safetensors). Sizes and sha256 from the signed manifest.
Hide all 5 files with their sha256
FileSizesha256
.gitattributes1.52 KB11ad7efa24975ee4b0c3c3a38ed18737f0658a5f75a0a96787b576a78a023361
README.md155 B79242621d3ae49c7e9c0840eeee4cfaafaa4ae8bb00398763e216f02f7419b4c
config.json598 B07aaaf9356d2b824f5a5af3d345dc8cc41145e2db5f1db7b7fec229e9308f62d
model.safetensors87.9 MBed334e352f8490867ca875ce13f8db766497f32a30f88b3a6c87da89a2649229
pytorch_model.bin88.0 MB102e21a0730e7aeea8b8e7ea553cbbcb9f3dbec5dbd84f5ed7d9d3ec3b421016
VersionsEach time the pinned upstream commit or file list changed in this repo. Newest first.
Upstream commitDateContents
bde8c2a1ca pinned now2026-11-15 03:39 UTC5 files · 176 MB

Use it

$ fw get timm/vit_pe_spatial_small_patch16_512.fb
# manifest sha256 4020ddf4fe93… · 176 MB · 5 files
$ fw verify ./vit_pe_spatial_small_patch16_512.fb timm/vit_pe_spatial_small_patch16_512.fb
fw.pyChecks the signature and every sha256, tries each source in order, resumes.
$ python3 fw.py get https://freeweights.allternit.com/manifests/timm/vit_pe_spatial_small_patch16_512.fb.json --dir ./vit_pe_spatial_small_patch16_512.fb $ python3 fw.py verify ./vit_pe_spatial_small_patch16_512.fb ./timm__vit_pe_spatial_small_patch16_512.fb.json
hfThe Hugging Face CLI with one setting. Same repo id.
$ HF_ENDPOINT=https://freeweights.allternit.com hf download timm/vit_pe_spatial_small_patch16_512.fb --revision bde8c2a1ca579f414140672d311c3a4fcf1058a7 --local-dir ./vit_pe_spatial_small_patch16_512.fb
Run at home

License

Name
Apache License 2.0
Id
Apache-2.0
Class
Permissive
Redistribution
yes
Listing
Hosted (signed)
Decided
License as declared by the publisher. No person read it. 2026-11-15
Text in
README.md
Text sha256
79242621d3ae49c7e9c0840eeee4cfaafaa4ae8bb00398763e216f02f7419b4c
Terms gate
No extra terms beyond the license.

Read the license text

Licenses are checked against the license table. A custom license passes only after a person reads it.

Provenance

From: timm <huggingface.co/timm>Newsgroups: alt.freeweights.visionSubject: vit_pe_spatial_small_patch16_512.fbDate: 2026-11-15Commit: bde8c2aSigned: 2DC28CC7B26A283B ✓
Upstream
timm/vit_pe_spatial_small_patch16_512.fb
Pinned commit
bde8c2a1ca579f414140672d311c3a4fcf1058a7
Manifest
vit_pe_spatial_small_patch16_512.fb.json · .minisig
Manifest sha256
4020ddf4fe93e57124ca722d4c315532100c691a74302fcf2961c01284ca41c3
Signature
minisign, Ed25519, key 2DC28CC7B26A283B
Created
2026-11-15 03:39 UTC
Generator
freeweights-manifest/0.1.0
Takedowns
None.

How to verify

$ curl -O https://freeweights.allternit.com/manifests/timm/vit_pe_spatial_small_patch16_512.fb.json $ curl -O https://freeweights.allternit.com/manifests/timm/vit_pe_spatial_small_patch16_512.fb.json.minisig $ minisign -Vm vit_pe_spatial_small_patch16_512.fb.json -P RWQ7KGqyx4zCLXtUFOqvfv8L3g+8fpKJ1FsuxPyOYMF+4KufbUxKq1Oq $ shasum -a 256 <file> # compare with the Files tab

A manifest whose signature fails must be rejected. A file whose size or sha256 does not match must be discarded. Verify a download

Model tree

No related models in this catalog.Nothing here lists this model as its parent, and it names no parent.
Get it
Download
$ HF_ENDPOINT=https://freeweights.allternit.com hf download timm/vit_pe_spatial_small_patch16_512.fb
Open in Freeweights Studio

Pull, verify and run it in the Allternit app on Desktop, web or phone.

Signed manifest
minisign, key 2DC28CC7B26A283B. vit_pe_spatial_small_patch16_512.fb.json. Provenance. Takedown history: none.
Source
huggingface.co/timm/vit_pe_spatial_small_patch16_512.fb

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