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alt.freeweights.olmo / Olmo-3.1-32B-Think-MLX-8bit
From: lmstudio-community <huggingface.co/lmstudio-community>Newsgroups: alt.freeweights.olmoSubject:

Olmo-3.1-32B-Think-MLX-8bit

Date: 2026-11-15Commit: 9b51ccfSigned: 2DC28CC7B26A283B ✓

Text generation model with 32.2B parameters. Safetensors weights, 34.3 GB in all. Published by lmstudio-community under Apache-2.0.

32.2B params34.3GBOlmo-3.1-32B-Think-MLX-8bitsafetensorspermissive
FactsParams32.2BSize34.3 GBFormatssafetensorsTasktext generationLicenseApache-2.0From sourcepermissive
$ fw get lmstudio-community/Olmo-3.1-32B-Think-MLX-8bit
# manifest sha256 8e94d361f141… · 34.3 GB · 15 files
$ fw verify ./Olmo-3.1-32B-Think-MLX-8bit lmstudio-community/Olmo-3.1-32B-Think-MLX-8bit
From sourceHosted (signed)lmstudio-community/Olmo-3.1-32B-Think-MLX-8bitLast check: 2026-11-15 05:23 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
34.3 GB
Weights
34.2 GB (safetensors)
Parameters
32.2B
Formats
safetensors
Task
text generation
License
Apache-2.0 (permissive)
Files
15, 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 05:23 UTCpassed

Model card

From the publisher at commit 9b51ccf. 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#

8-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

15 files · 34.3 GBWeights 34.2 GB (safetensors). Sizes and sha256 from the signed manifest.
Hide all 15 files with their sha256
FileSizesha256
.gitattributes1.52 KB11ad7efa24975ee4b0c3c3a38ed18737f0658a5f75a0a96787b576a78a023361
README.md2.25 KB38a1a38437051d26baaa1d6419887bc6f39a5e9c44a13d9f409a26c35fdff918
chat_template.jinja1.56 KBfb2b8736121ab4001112a9ccfb33c0081230536c861c706bf24b1b390964c1cd
config.json2.94 KB141d6ba5054661dd8756ffe1512502210d819f46bcd9305825250a7087900f8a
generation_config.json207 B9ca20766a58daf4a6e1bf5f6552d27dbe57733dba2c3af507dd9f4b12aacc0b0
model-00001-of-00007.safetensors5.28 GB237dc6dfa98fd2d9e6002536d1c9456973f187aeb72b6d797bc33ca794d4e08e
model-00002-of-00007.safetensors5.33 GB8931bd8f79bb0f42555c6f130e610194ee70ea3a5ff0a130e77e5d2f6b458589
model-00003-of-00007.safetensors5.33 GBccd2c3606c980ce015dc70240fa20d9e7460bfbd9ad4d93e0dead02fb33ea3df
model-00004-of-00007.safetensors5.36 GBdbf19ee130dec4e99984ecd944686a8716284b0aa5b5f23c81c4a672fb775aca
model-00005-of-00007.safetensors5.36 GBabd87b9f0fc269f0681d108c50cde2fe6ae4b60fd99dfe90fde2983e52698961
model-00006-of-00007.safetensors5.33 GB3362f70f58424078a8fc107c47ab31ed550cd63cc9e91d39dffd8c9c152728f2
model-00007-of-00007.safetensors2.25 GB24099071a871aa288d087a89b2d31afb360ede3e0bd715ae5696de1fbbda8188
model.safetensors.index.json139 KB84f9f7573d4afe2cfa7c4f0468d8f52bd043a03e5b4ba30fb325b5b90f6b9753
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
9b51ccfab8 pinned now2026-11-15 05:23 UTC15 files · 34.3 GB

Use it

$ fw get lmstudio-community/Olmo-3.1-32B-Think-MLX-8bit
# manifest sha256 8e94d361f141… · 34.3 GB · 15 files
$ fw verify ./Olmo-3.1-32B-Think-MLX-8bit lmstudio-community/Olmo-3.1-32B-Think-MLX-8bit
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-8bit.json --dir ./Olmo-3.1-32B-Think-MLX-8bit $ python3 fw.py verify ./Olmo-3.1-32B-Think-MLX-8bit ./lmstudio-community__Olmo-3.1-32B-Think-MLX-8bit.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-8bit --revision 9b51ccfab8671831a1aa8d183249123406b88c3f --local-dir ./Olmo-3.1-32B-Think-MLX-8bit
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-8bit", revision="9b51ccfab8671831a1aa8d183249123406b88c3f") model = AutoModelForCausalLM.from_pretrained("lmstudio-community/Olmo-3.1-32B-Think-MLX-8bit", revision="9b51ccfab8671831a1aa8d183249123406b88c3f", device_map="auto")
vLLMServe an OpenAI-compatible API.
$ HF_ENDPOINT=https://freeweights.allternit.com vllm serve lmstudio-community/Olmo-3.1-32B-Think-MLX-8bit --revision 9b51ccfab8671831a1aa8d183249123406b88c3f
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
38a1a38437051d26baaa1d6419887bc6f39a5e9c44a13d9f409a26c35fdff918
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-8bitDate: 2026-11-15Commit: 9b51ccfSigned: 2DC28CC7B26A283B ✓
Upstream
lmstudio-community/Olmo-3.1-32B-Think-MLX-8bit
Pinned commit
9b51ccfab8671831a1aa8d183249123406b88c3f
Manifest
Olmo-3.1-32B-Think-MLX-8bit.json · .minisig
Manifest sha256
8e94d361f141842034b3923617aeee0a92d074a760787265e4bab1d4370e41a8
Signature
minisign, Ed25519, key 2DC28CC7B26A283B
Created
2026-11-15 05:23 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-8bit.json $ curl -O https://freeweights.allternit.com/manifests/lmstudio-community/Olmo-3.1-32B-Think-MLX-8bit.json.minisig $ minisign -Vm Olmo-3.1-32B-Think-MLX-8bit.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-8bit
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-8bit.json. Provenance. Takedown history: none.
Source
huggingface.co/lmstudio-community/Olmo-3.1-32B-Think-MLX-8bit

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