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

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

Date: 2026-11-15Commit: fbd2c18Signed: 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-Instruct-MLX-6bitsafetensorspermissive
FactsParams32.2BSize26.2 GBFormatssafetensorsTasktext generationLicenseApache-2.0From sourcepermissive
$ fw get lmstudio-community/Olmo-3.1-32B-Instruct-MLX-6bit
# manifest sha256 2d3c4ea9602b… · 26.2 GB · 13 files
$ fw verify ./Olmo-3.1-32B-Instruct-MLX-6bit lmstudio-community/Olmo-3.1-32B-Instruct-MLX-6bit
From sourceHosted (signed)lmstudio-community/Olmo-3.1-32B-Instruct-MLX-6bitLast check: 2026-11-15 05:24 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-Instruct.

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-Instruct

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 05:24 UTCpassed

Model card

From the publisher at commit fbd2c18. Shown as plain text with links; images open at the publisher.

💫 Community Model> Olmo-3.1-32B-Instruct 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-Instruct

MLX quantization: provided by LM Studio team using mlx_lm

Technical Details#

6-bit quantized version of Olmo-3.1-32B-Instruct 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.md2.27 KBb02d3234b9b82cbf17b5d28cf6032e53ba326fd2b37755444b830aef838b4418
chat_template.jinja2.75 KB49a944c9814e130bd3cc80a2420c55ff22e24a4e4ba97009aa60000909b5eac3
config.json2.94 KB5850fbf8e50075a1c3459919c3b72f5a939758a79e5c03311af4a425f09d5c79
generation_config.json207 B9ca20766a58daf4a6e1bf5f6552d27dbe57733dba2c3af507dd9f4b12aacc0b0
model-00001-of-00005.safetensors5.34 GB26bd94c128950138e54b883b8c2eea49e3ddc0c4ec59aaea4eb3a08b2ad29051
model-00002-of-00005.safetensors5.27 GB54f88677c0c3c65ae62ce230074d4c66d974a8e0ccc4166781751b3964891e89
model-00003-of-00005.safetensors5.32 GBf6dcf3d47927bd1a0e806e4c8c9f5da8f1d209213988885ab988d50becdf905d
model-00004-of-00005.safetensors5.27 GB8cbbbefa6c4db20f93d4e8776e0ff9f863ad4bb8a9fa3c4e6324a378f17434bb
model-00005-of-00005.safetensors5.01 GB117f391c20136a6e92805d050be0f2667d97ec3e2436932e723d9989c585090f
model.safetensors.index.json139 KBb3dcd4ca56293b0df6d722f9ebd9157836d90777c9bfbd148b6a01365c489984
tokenizer.json7.14 MBf358faf5dd00fc34a7cd855438f2c961593989a8b517a0e385a35a1bdcf7f6d1
tokenizer_config.json3.19 KB31907e04ecab262e955bbb0bac0338b3c1fbf0aaf1ed08f342a90bc394f8b9ea
VersionsEach time the pinned upstream commit or file list changed in this repo. Newest first.
Upstream commitDateContents
fbd2c18e3d pinned now2026-11-15 05:24 UTC13 files · 26.2 GB

Use it

$ fw get lmstudio-community/Olmo-3.1-32B-Instruct-MLX-6bit
# manifest sha256 2d3c4ea9602b… · 26.2 GB · 13 files
$ fw verify ./Olmo-3.1-32B-Instruct-MLX-6bit lmstudio-community/Olmo-3.1-32B-Instruct-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-Instruct-MLX-6bit.json --dir ./Olmo-3.1-32B-Instruct-MLX-6bit $ python3 fw.py verify ./Olmo-3.1-32B-Instruct-MLX-6bit ./lmstudio-community__Olmo-3.1-32B-Instruct-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-Instruct-MLX-6bit --revision fbd2c18e3d6484333ce035de08ae2ecd2b8625f6 --local-dir ./Olmo-3.1-32B-Instruct-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-Instruct-MLX-6bit", revision="fbd2c18e3d6484333ce035de08ae2ecd2b8625f6") model = AutoModelForCausalLM.from_pretrained("lmstudio-community/Olmo-3.1-32B-Instruct-MLX-6bit", revision="fbd2c18e3d6484333ce035de08ae2ecd2b8625f6", device_map="auto")
vLLMServe an OpenAI-compatible API.
$ HF_ENDPOINT=https://freeweights.allternit.com vllm serve lmstudio-community/Olmo-3.1-32B-Instruct-MLX-6bit --revision fbd2c18e3d6484333ce035de08ae2ecd2b8625f6
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
b02d3234b9b82cbf17b5d28cf6032e53ba326fd2b37755444b830aef838b4418
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-Instruct-MLX-6bitDate: 2026-11-15Commit: fbd2c18Signed: 2DC28CC7B26A283B ✓
Upstream
lmstudio-community/Olmo-3.1-32B-Instruct-MLX-6bit
Pinned commit
fbd2c18e3d6484333ce035de08ae2ecd2b8625f6
Manifest
Olmo-3.1-32B-Instruct-MLX-6bit.json · .minisig
Manifest sha256
2d3c4ea9602bfc5a6a79234b005e032cf1b7db17a41123f2babaa636e21efd0f
Signature
minisign, Ed25519, key 2DC28CC7B26A283B
Created
2026-11-15 05:24 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-Instruct-MLX-6bit.json $ curl -O https://freeweights.allternit.com/manifests/lmstudio-community/Olmo-3.1-32B-Instruct-MLX-6bit.json.minisig $ minisign -Vm Olmo-3.1-32B-Instruct-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-Instruct · 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-Instruct-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-Instruct-MLX-6bit.json. Provenance. Takedown history: none.
Source
huggingface.co/lmstudio-community/Olmo-3.1-32B-Instruct-MLX-6bit

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