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alt.freeweights.olmo / Olmo-3.1-32B-Think-MLX-6bit
From: lmstudio-community <huggingface.co/lmstudio-community>Newsgroups: alt.freeweights.olmoSubject:

Olmo-3.1-32B-Think-MLX-6bit

Date: 2026-11-15Commit: 988faa5Signed: 2DC28CC7B26A283B ✓

Text generation model with 32.2B parameters. Safetensors weights, 26.2 GB in all. Published by lmstudio-community under Apache-2.0.

32.2B params26.2GBOlmo-3.1-32B-Think-MLX-6bitsafetensorspermissive
FactsParams32.2BSize26.2 GBFormatssafetensorsTasktext generationLicenseApache-2.0From sourcepermissive
$ fw get lmstudio-community/Olmo-3.1-32B-Think-MLX-6bit
# manifest sha256 e0a6d5f36c04… · 26.2 GB · 13 files
$ fw verify ./Olmo-3.1-32B-Think-MLX-6bit lmstudio-community/Olmo-3.1-32B-Think-MLX-6bit
From sourceHosted (signed)lmstudio-community/Olmo-3.1-32B-Think-MLX-6bitLast check: 2026-11-15 05:26 UTC
Run at homeGet help

Get help: custom fine-tune or private deploy. We review your setup before we quote.

Quantized of Olmo-3.1-32B-Think.

Works with

Run24Fine-tune29Convert15Evaluate13Scan13Apps58
OverviewModel cardFilesUse itLicenseProvenanceModel tree

Overview

Size
26.2 GB
Weights
26.2 GB (safetensors)
Parameters
32.2B
Formats
safetensors
Task
text generation
License
Apache-2.0 (permissive)
Files
13, each with a sha256
Publisher
lmstudio-community
Added
2026-11-15
Section
alt.freeweights.olmo
Lineage

Original release from the publisher.

Base model: allenai/Olmo-3.1-32B-Think

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 05:26 UTCpassed

Model card

From the publisher at commit 988faa5. Shown as plain text with links; images open at the publisher.

💫 Community Model> Olmo-3.1-32B-Think by allenai#

👾 LM Studio Community models highlights program. Highlighting new & noteworthy models by the community. Join the conversation on Discord.

Model creator: allenai

Original model: Olmo-3.1-32B-Think

MLX quantization: provided by LM Studio team using mlx_lm

Technical Details#

6-bit quantized version of Olmo-3.1-32B-Think using MLX, optimized for Apple Silicon.

Special thanks#

🙏 Special thanks to the Apple Machine Learning Research team for creating MLX.

Disclaimers#

LM Studio is not the creator, originator, or owner of any Model featured in the Community Model Program. Each Community Model is created and provided by third parties. LM Studio does not endorse, support, represent or guarantee the completeness, truthfulness, accuracy, or reliability of any Community Model. You understand that Community Models can produce content that might be offensive, harmful, inaccurate or otherwise inappropriate, or deceptive. Each Community Model is the sole responsibility of the person or entity who originated such Model. LM Studio may not monitor or control the Community Models and cannot, and does not, take responsibility for any such Model. LM Studio disclaims all warranties or guarantees about the accuracy, reliability or benefits of the Community Models. LM Studio further disclaims any warranty that the Community Model will meet your requirements, be secure, uninterrupted or available at any time or location, or error-free, viruses-free, or that any errors will be corrected, or otherwise. You will be solely responsible for any damage resulting from your use of or access to the Community Models, your downloading of any Community Model, or use of any other Community Model provided by or through LM Studio.

Files

13 files · 26.2 GBWeights 26.2 GB (safetensors). Sizes and sha256 from the signed manifest.
Hide all 13 files with their sha256
FileSizesha256
.gitattributes1.52 KB11ad7efa24975ee4b0c3c3a38ed18737f0658a5f75a0a96787b576a78a023361
README.md2.25 KBaf4a9eb659ec9ea0a79d31e0574ebe094b5ea7535242bd91ad615f6ebc6ebd69
chat_template.jinja1.56 KBfb2b8736121ab4001112a9ccfb33c0081230536c861c706bf24b1b390964c1cd
config.json2.94 KB5850fbf8e50075a1c3459919c3b72f5a939758a79e5c03311af4a425f09d5c79
generation_config.json207 B9ca20766a58daf4a6e1bf5f6552d27dbe57733dba2c3af507dd9f4b12aacc0b0
model-00001-of-00005.safetensors5.34 GBf4df2d1e3bc55d004d53019249607b983d57460361e572d93b85087787212eec
model-00002-of-00005.safetensors5.27 GBe2e3d1998f784a7268434dceeb3fb460d2d46f6652fee4c4f9d1f8ca8ea7e9db
model-00003-of-00005.safetensors5.32 GB58d019b2fd2740ab58dcee7c596dc54a6b6c62a6d23cec1fff2b86b92128e45c
model-00004-of-00005.safetensors5.27 GBd376cf0eb7e8582995ce3dcf18459b63c15edb96f3de784a4901843e2eddd74f
model-00005-of-00005.safetensors5.01 GBd79dcf33067957288a6f41dc7aa1eedf202943b9a1bba217e20ce8ffc3195806
model.safetensors.index.json139 KBb3dcd4ca56293b0df6d722f9ebd9157836d90777c9bfbd148b6a01365c489984
tokenizer.json7.14 MB37e35686eacf87ff05819735f1c4f1e3326c073be4ebe0f6415e20b675ef4cf1
tokenizer_config.json2.00 KB216e46743af0cbacb14a0457b2949ee5b96f261aacb465baf12dddab9c77e48b
VersionsEach time the pinned upstream commit or file list changed in this repo. Newest first.
Upstream commitDateContents
988faa503f pinned now2026-11-15 05:26 UTC13 files · 26.2 GB

Use it

$ fw get lmstudio-community/Olmo-3.1-32B-Think-MLX-6bit
# manifest sha256 e0a6d5f36c04… · 26.2 GB · 13 files
$ fw verify ./Olmo-3.1-32B-Think-MLX-6bit lmstudio-community/Olmo-3.1-32B-Think-MLX-6bit
fw.pyChecks the signature and every sha256, tries each source in order, resumes.
$ python3 fw.py get https://freeweights.allternit.com/manifests/lmstudio-community/Olmo-3.1-32B-Think-MLX-6bit.json --dir ./Olmo-3.1-32B-Think-MLX-6bit $ python3 fw.py verify ./Olmo-3.1-32B-Think-MLX-6bit ./lmstudio-community__Olmo-3.1-32B-Think-MLX-6bit.json
hfThe Hugging Face CLI with one setting. Same repo id.
$ HF_ENDPOINT=https://freeweights.allternit.com hf download lmstudio-community/Olmo-3.1-32B-Think-MLX-6bit --revision 988faa503f5e7461790502512c338e361099f22f --local-dir ./Olmo-3.1-32B-Think-MLX-6bit
transformersLoad the weights in Python.
import os os.environ["HF_ENDPOINT"] = "https://freeweights.allternit.com" from transformers import AutoModelForCausalLM, AutoTokenizer tok = AutoTokenizer.from_pretrained("lmstudio-community/Olmo-3.1-32B-Think-MLX-6bit", revision="988faa503f5e7461790502512c338e361099f22f") model = AutoModelForCausalLM.from_pretrained("lmstudio-community/Olmo-3.1-32B-Think-MLX-6bit", revision="988faa503f5e7461790502512c338e361099f22f", device_map="auto")
vLLMServe an OpenAI-compatible API.
$ HF_ENDPOINT=https://freeweights.allternit.com vllm serve lmstudio-community/Olmo-3.1-32B-Think-MLX-6bit --revision 988faa503f5e7461790502512c338e361099f22f
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
af4a9eb659ec9ea0a79d31e0574ebe094b5ea7535242bd91ad615f6ebc6ebd69
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: lmstudio-community <huggingface.co/lmstudio-community>Newsgroups: alt.freeweights.olmoSubject: Olmo-3.1-32B-Think-MLX-6bitDate: 2026-11-15Commit: 988faa5Signed: 2DC28CC7B26A283B ✓
Upstream
lmstudio-community/Olmo-3.1-32B-Think-MLX-6bit
Pinned commit
988faa503f5e7461790502512c338e361099f22f
Manifest
Olmo-3.1-32B-Think-MLX-6bit.json · .minisig
Manifest sha256
e0a6d5f36c0418337a8afbc0e70b864263177c56c85d285c84660f30c458af5a
Signature
minisign, Ed25519, key 2DC28CC7B26A283B
Created
2026-11-15 05:26 UTC
Generator
freeweights-manifest/0.1.0
Takedowns
None.

How to verify

$ curl -O https://freeweights.allternit.com/manifests/lmstudio-community/Olmo-3.1-32B-Think-MLX-6bit.json $ curl -O https://freeweights.allternit.com/manifests/lmstudio-community/Olmo-3.1-32B-Think-MLX-6bit.json.minisig $ minisign -Vm Olmo-3.1-32B-Think-MLX-6bit.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

Parent

allenai/Olmo-3.1-32B-Think · this model is a quantization of it

No model in the catalog names this one as its parent.

Get it
Download
$ HF_ENDPOINT=https://freeweights.allternit.com hf download lmstudio-community/Olmo-3.1-32B-Think-MLX-6bit
Open in Freeweights Studio

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

Signed manifest
minisign, key 2DC28CC7B26A283B. Olmo-3.1-32B-Think-MLX-6bit.json. Provenance. Takedown history: none.
Source
huggingface.co/lmstudio-community/Olmo-3.1-32B-Think-MLX-6bit

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