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alt.freeweights.olmo / Olmo-3.1-32B-Instruct
From: allenai <huggingface.co/allenai>Newsgroups: alt.freeweights.olmoSubject:

Olmo-3.1-32B-Instruct

Date: 2026-11-14Commit: ac0587eSigned: 2DC28CC7B26A283B ✓

Text generation model with 32.2B parameters. Safetensors weights, 64.5 GB in all. Published by allenai under Apache-2.0.

32.2B params64.5GBOlmo-3.1-32B-Instructsafetensorspermissive
FactsParams32.2BSize64.5 GBFormatssafetensorsTasktext generationLicenseApache-2.0From sourcepermissive
$ fw get allenai/Olmo-3.1-32B-Instruct
# manifest sha256 266b0eb0d807… · 64.5 GB · 26 files
$ fw verify ./Olmo-3.1-32B-Instruct allenai/Olmo-3.1-32B-Instruct
From sourceallenai/Olmo-3.1-32B-InstructLast check: 2026-11-14 06:32 UTC
Runs withvLLMSGLangFine-tune withAxolotlTRLPEFTUnsloth
OverviewFilesUse itLicenseProvenance

Overview

Size
64.5 GB
Weights
64.5 GB (safetensors)
Parameters
32.2B
Formats
safetensors
Task
text generation
License
Apache-2.0 (permissive)
Files
26, each with a sha256
Publisher
allenai
Added
2026-11-14
Section
alt.freeweights.olmo
Lineage

Original release from the publisher.

Base model: allenai/Olmo-3.1-32B-Instruct-DPO

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.co2026-11-14 06:32 UTCpassed

Files

26 files · 64.5 GBWeights 64.5 GB (safetensors). Sizes and sha256 from the signed manifest.
Show all 26 files with their sha256
FileSizesha256
.gitattributes1.57 KBfe8d0403bfae10d6fa1aa89546455a246fd815f578a2151ffc21fd7c70b41544
README.md11.3 KB937c83504fc8c2d422922913af601feb6ec7b21415061d86d9e793c52359525b
chat_template.jinja2.75 KB49a944c9814e130bd3cc80a2420c55ff22e24a4e4ba97009aa60000909b5eac3
config.json2.40 KBd47a120cb2669cd46482d5c2da9488903b67759ca167cd85c1127b2e05755f95
generation_config.json207 B9ca20766a58daf4a6e1bf5f6552d27dbe57733dba2c3af507dd9f4b12aacc0b0
merges.txt917 KBb6fe424e334903f7fb84d3a106d9730455f4744b9fe3c21ee136d97a00e72502
model-00001-of-00014.safetensors4.99 GB76c4ff003d256af108eb106802d0a7d9c56e0aed971ad9833c42f9ff3d739658
model-00002-of-00014.safetensors4.94 GB61b212b654fbd42e3f0feac629efe40ab4f06c5aa6b8f63a53139d586565e3c4
model-00003-of-00014.safetensors4.88 GBa6adb4f3c8d0d66fe6ac59e9dc06d1c75e1aaddacbc9af4575a70bd4c854f031
model-00004-of-00014.safetensors4.88 GB916989c288fc54234702ad554e2da03e10557a9351b8767fd70deef1f6eac65d
model-00005-of-00014.safetensors4.88 GBec1299445d7252628919ad972c4785431c687f918240161af3cd3d822f4a3b29
model-00006-of-00014.safetensors4.88 GBe3dbed4eecd007d825368445058e3bc1e598f7c828ed3fa51d8ffd75d6b6c22e
model-00007-of-00014.safetensors4.88 GB7425bb023430a8fd7a18311ae0d2740d5f65165d0f456ee07c1930020dbb6221
model-00008-of-00014.safetensors4.88 GB32a037059f6291bc46bc24fd231b91f92b06153e201eee5409f07fc9d60b4b8e
model-00009-of-00014.safetensors4.88 GB5c6f115eeaa8e9d5e77797d861183849085fa10a3b82b60b3e5863e975795964
model-00010-of-00014.safetensors4.88 GB682fe995d4caa2822c59bc222e8d459cb7872d83391a0233a22817add08d4e38
model-00011-of-00014.safetensors4.88 GB311cc3118f2f8f146b9739b8d480a20d02df623595a92a4b9a8414396dfa415a
model-00012-of-00014.safetensors4.88 GBf3ac88d5fb5faaef4f56a55bfd4a6f522be1647e393ea7f8636ccf93676a4db2
model-00013-of-00014.safetensors4.75 GB3a636d6dbb5330aa870e74d6d7b8d5acead97c217ae83b7e68814e77ab80228c
model-00014-of-00014.safetensors1.03 GB24f12c4a96797ac6a1199bf7a88b0b00cdb88d89572216d2f1a8c83196cc5f29
model.safetensors.index.json59.1 KB3f639e0b434e75af1bc14942b8ad0e4ab100923f2ca071c6985208d50293a269
olmo-instruct.png105 KB9ae64ca9d1e2a551eb275120ec9d4dd8a3276eb10035ff118e566750d80b0435
special_tokens_map.json581 B78afb564e81264029b25f9caf24bda2521d5bdaeff5cd3fdbc01d3da2e8ce2f2
tokenizer.json7.14 MB7738a25c46a6043a0e2e605138851baa450269ce9d800af6ca9bf6192e45510c
tokenizer_config.json7.10 KB80fbc2a161419760bb8a84ed1d3b9550a2d68b7abd07a72706b8f5977e044b8d
vocab.json1.61 MBd8eb44d0d51f5e39c9b14825ca8bd10a2500f99c438ca81d4462f0263acd3b53

Use it

$ fw get allenai/Olmo-3.1-32B-Instruct
# manifest sha256 266b0eb0d807… · 64.5 GB · 26 files
$ fw verify ./Olmo-3.1-32B-Instruct allenai/Olmo-3.1-32B-Instruct
fw.pyChecks the signature and every sha256, tries each source in order, resumes.
$ python3 fw.py get https://freeweights.allternit.com/manifests/allenai/Olmo-3.1-32B-Instruct.json --dir ./Olmo-3.1-32B-Instruct $ python3 fw.py verify ./Olmo-3.1-32B-Instruct ./allenai__Olmo-3.1-32B-Instruct.json
hfThe Hugging Face CLI with one setting. Same repo id.
$ HF_ENDPOINT=https://freeweights.allternit.com hf download allenai/Olmo-3.1-32B-Instruct --revision ac0587e4a7744a551c059d8cd17ba220bc940dae --local-dir ./Olmo-3.1-32B-Instruct
transformersLoad the weights in Python.
import os os.environ["HF_ENDPOINT"] = "https://freeweights.allternit.com" from transformers import AutoModelForCausalLM, AutoTokenizer tok = AutoTokenizer.from_pretrained("allenai/Olmo-3.1-32B-Instruct", revision="ac0587e4a7744a551c059d8cd17ba220bc940dae") model = AutoModelForCausalLM.from_pretrained("allenai/Olmo-3.1-32B-Instruct", revision="ac0587e4a7744a551c059d8cd17ba220bc940dae", device_map="auto")
vLLMServe an OpenAI-compatible API.
$ HF_ENDPOINT=https://freeweights.allternit.com vllm serve allenai/Olmo-3.1-32B-Instruct --revision ac0587e4a7744a551c059d8cd17ba220bc940dae
Run in Allternit Desktopcoming in Phase 1
Fine-tune in Freeweights Studiocoming in Phase 3

License

Name
Apache License 2.0
Id
Apache-2.0
Class
Permissive
Redistribution
yes
Text in
README.md
Text sha256
937c83504fc8c2d422922913af601feb6ec7b21415061d86d9e793c52359525b
Terms gate
No extra terms beyond the license.

Read the license text

Licenses are checked against the license list. A custom license passes only after a recorded human audit.

Provenance

From: allenai <huggingface.co/allenai>Newsgroups: alt.freeweights.olmoSubject: Olmo-3.1-32B-InstructDate: 2026-11-14Commit: ac0587eSigned: 2DC28CC7B26A283B ✓
Upstream
allenai/Olmo-3.1-32B-Instruct
Pinned commit
ac0587e4a7744a551c059d8cd17ba220bc940dae
Manifest
Olmo-3.1-32B-Instruct.json · .minisig
Manifest sha256
266b0eb0d807e00f9257f54b313f86317e94df2ec633598dfd34e065637e9826
Signature
minisign, Ed25519, key 2DC28CC7B26A283B
Created
2026-11-14 06:32 UTC
Generator
freeweights-manifest/0.1.0
Takedowns
None.

How to verify

$ curl -O https://freeweights.allternit.com/manifests/allenai/Olmo-3.1-32B-Instruct.json $ curl -O https://freeweights.allternit.com/manifests/allenai/Olmo-3.1-32B-Instruct.json.minisig $ minisign -Vm Olmo-3.1-32B-Instruct.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

Get it
Download
$ HF_ENDPOINT=https://freeweights.allternit.com hf download allenai/Olmo-3.1-32B-Instruct
Run in Allternit Desktopcoming in Phase 1
Signed manifest
minisign, key 2DC28CC7B26A283B. Olmo-3.1-32B-Instruct.json. Provenance. Takedown history: none.
Source
huggingface.co/allenai/Olmo-3.1-32B-Instruct

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