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

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

Date: 2026-11-15Commit: 7cedbc7Signed: 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-Instruct-MLX-8bitsafetensorspermissive
FactsParams32.2BSize34.3 GBFormatssafetensorsTasktext generationLicenseApache-2.0From sourcepermissive
$ fw get lmstudio-community/Olmo-3.1-32B-Instruct-MLX-8bit
# manifest sha256 c8fc272d183e… · 34.3 GB · 15 files
$ fw verify ./Olmo-3.1-32B-Instruct-MLX-8bit lmstudio-community/Olmo-3.1-32B-Instruct-MLX-8bit
From sourceHosted (signed)lmstudio-community/Olmo-3.1-32B-Instruct-MLX-8bitLast check: 2026-11-15 05:21 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
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-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 05:21 UTCpassed

Model card

From the publisher at commit 7cedbc7. 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#

8-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

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.md2.27 KB784474a875db3130b3c16a502f2a4b34960f7897ae053dd8479fbd79e97d422b
chat_template.jinja2.75 KB49a944c9814e130bd3cc80a2420c55ff22e24a4e4ba97009aa60000909b5eac3
config.json2.94 KB141d6ba5054661dd8756ffe1512502210d819f46bcd9305825250a7087900f8a
generation_config.json207 B9ca20766a58daf4a6e1bf5f6552d27dbe57733dba2c3af507dd9f4b12aacc0b0
model-00001-of-00007.safetensors5.28 GB3430b3f0f410dc1b3b55011bc954f45c4f35b9bcf592ed967a66c8ad59ba8ae6
model-00002-of-00007.safetensors5.33 GB3201ac711cadf8ebbc0f30f078528d4890c46ba45a92a6b2202c8cddcd3088b0
model-00003-of-00007.safetensors5.33 GBeaa37640373bef8f3cca7cc8165428e402775fda10751d148c2d331e2199c83e
model-00004-of-00007.safetensors5.36 GB2d3de414ede408f5037ca9683ea85064857e7e69274ff3bca1771dd3451aee2b
model-00005-of-00007.safetensors5.36 GBe070e9be555c2776d37a6ce67d0863d2630f400ad5dd23fb1fc06fa43a67299a
model-00006-of-00007.safetensors5.33 GB308184fa320f6b0db7a0c2218d369777012c215fe068454d99dea144ffaa65d5
model-00007-of-00007.safetensors2.25 GB37a37f11ddaae75a5c3bfb3556a9968bd4e0b0b14b4e789a3f666d922ced707c
model.safetensors.index.json139 KB84f9f7573d4afe2cfa7c4f0468d8f52bd043a03e5b4ba30fb325b5b90f6b9753
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
7cedbc7786 pinned now2026-11-15 05:21 UTC15 files · 34.3 GB

Use it

$ fw get lmstudio-community/Olmo-3.1-32B-Instruct-MLX-8bit
# manifest sha256 c8fc272d183e… · 34.3 GB · 15 files
$ fw verify ./Olmo-3.1-32B-Instruct-MLX-8bit lmstudio-community/Olmo-3.1-32B-Instruct-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-Instruct-MLX-8bit.json --dir ./Olmo-3.1-32B-Instruct-MLX-8bit $ python3 fw.py verify ./Olmo-3.1-32B-Instruct-MLX-8bit ./lmstudio-community__Olmo-3.1-32B-Instruct-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-Instruct-MLX-8bit --revision 7cedbc77860b497d19ec69852bcc2e2e53cffa5a --local-dir ./Olmo-3.1-32B-Instruct-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-Instruct-MLX-8bit", revision="7cedbc77860b497d19ec69852bcc2e2e53cffa5a") model = AutoModelForCausalLM.from_pretrained("lmstudio-community/Olmo-3.1-32B-Instruct-MLX-8bit", revision="7cedbc77860b497d19ec69852bcc2e2e53cffa5a", device_map="auto")
vLLMServe an OpenAI-compatible API.
$ HF_ENDPOINT=https://freeweights.allternit.com vllm serve lmstudio-community/Olmo-3.1-32B-Instruct-MLX-8bit --revision 7cedbc77860b497d19ec69852bcc2e2e53cffa5a
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
784474a875db3130b3c16a502f2a4b34960f7897ae053dd8479fbd79e97d422b
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-8bitDate: 2026-11-15Commit: 7cedbc7Signed: 2DC28CC7B26A283B ✓
Upstream
lmstudio-community/Olmo-3.1-32B-Instruct-MLX-8bit
Pinned commit
7cedbc77860b497d19ec69852bcc2e2e53cffa5a
Manifest
Olmo-3.1-32B-Instruct-MLX-8bit.json · .minisig
Manifest sha256
c8fc272d183e39f762e4f78f04c4105d529c65f1017304e3716d47a034d3289d
Signature
minisign, Ed25519, key 2DC28CC7B26A283B
Created
2026-11-15 05:21 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-8bit.json $ curl -O https://freeweights.allternit.com/manifests/lmstudio-community/Olmo-3.1-32B-Instruct-MLX-8bit.json.minisig $ minisign -Vm Olmo-3.1-32B-Instruct-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-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-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-Instruct-MLX-8bit.json. Provenance. Takedown history: none.
Source
huggingface.co/lmstudio-community/Olmo-3.1-32B-Instruct-MLX-8bit

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