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alt.freeweights.mistral / Devstral-Small-2507-MLX-8bit
From: lmstudio-community <huggingface.co/lmstudio-community>Newsgroups: alt.freeweights.mistralSubject:

Devstral-Small-2507-MLX-8bit

Date: 2026-11-15Commit: 5789a86Signed: 2DC28CC7B26A283B ✓

Text generation model with 23.6B parameters. Safetensors weights, 25.1 GB in all. Published by lmstudio-community under Apache-2.0.

23.6B params25.1GBDevstral-Small-2507-MLX-8bitsafetensorspermissive
FactsParams23.6BSize25.1 GBFormatssafetensorsTasktext generationLicenseApache-2.0From sourcepermissive
$ fw get lmstudio-community/Devstral-Small-2507-MLX-8bit
# manifest sha256 23dbeff333f1… · 25.1 GB · 14 files
$ fw verify ./Devstral-Small-2507-MLX-8bit lmstudio-community/Devstral-Small-2507-MLX-8bit
From sourceHosted (signed)lmstudio-community/Devstral-Small-2507-MLX-8bitLast check: 2026-11-15 04:46 UTC
Run at homeGet help

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

Quantized of Devstral-Small-2507.

Works with

Run24Fine-tune29Convert15Evaluate13Scan13Apps58
OverviewModel cardFilesUse itLicenseProvenanceModel tree

Overview

Size
25.1 GB
Weights
25.0 GB (safetensors)
Parameters
23.6B
Formats
safetensors
Task
text generation
License
Apache-2.0 (permissive)
Files
14, each with a sha256
Publisher
lmstudio-community
Added
2026-11-15
Section
alt.freeweights.mistral
Lineage

Original release from the publisher.

Base model: mistralai/Devstral-Small-2507

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 04:46 UTCpassed

Model card

From the publisher at commit 5789a86. Shown as plain text with links; images open at the publisher.

💫 Community Model> Devstral-Small-2507 by mistralai#

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

Model creator: mistralai

Original model: Devstral-Small-2507

MLX quantization: provided by LM Studio team using mlx_lm

LM Studio model page: mistralai/devstral-small-2507

Technical Details#

8-bit quantized version of Devstral-Small-2507 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

14 files · 25.1 GBWeights 25.0 GB (safetensors). Sizes and sha256 from the signed manifest.
Hide all 14 files with their sha256
FileSizesha256
.gitattributes1.57 KB34448b82c17d60fec9b65b1f093c115ddbaadc04beb1b0140b6bfed2e012a930
README.md2.68 KB87526c63817cadfaef8b9a68484c78bea078b4a3d456baa24668dd98e86ad984
chat_template.jinja5.70 KBdbbbd9479677462b107cf457bf2f00381d51138a5dcdf3eedf1b37b7cd61f5e6
config.json40.6 KBabdabb953a3994ba6324e68ba0970993b09a106a28222da238fd6689e38e5a5d
generation_config.json133 B945f5c9a6d9102f266b7df76ac835810f3b7a51928e55e5d809dea5ed432a7df
model-00001-of-00005.safetensors5.26 GBed832428f34eb0fa01f7d28df23c9a93ce648788ff70a9be27be56fd7bc27661
model-00002-of-00005.safetensors5.31 GBcd9757aea3a362d1f6beade16c620660ccba7afb0d2f8741c6d246bbaaabbb6e
model-00003-of-00005.safetensors5.31 GB9c41e3f0ecbe303a0c284bd01e92de0d3485d4a7f3319407b077dd45ff34bfeb
model-00004-of-00005.safetensors5.31 GBaefab7963f03a0e0c908a3aec36ac586d5ee04cf32288c7e7f721cc2ff05ba12
model-00005-of-00005.safetensors3.84 GBd9aad92ea8170094d0818dc8dfcaa904b8262b235939845b6ca4a300ebd4f21a
model.safetensors.index.json79.4 KBa284606bae0ac64f3e99a59f6264c7d12867ed5e2188022bbd1622ce69be76c3
special_tokens_map.json21.4 KBeea95589f0339b15d91e77ae59d303331d81b46b9006a32f857a078312146ac0
tokenizer.json17.1 MB23ad081f384b2bdb3c97f6e5461dfce52c1174c7328854a55006988f0fef9da7
tokenizer_config.json206 KB5b09a6e1f03c4d8fc12399e9389b0f723131ab15310eacb26c998c98cc2b9565
VersionsEach time the pinned upstream commit or file list changed in this repo. Newest first.
Upstream commitDateContents
5789a864a9 pinned now2026-11-15 04:46 UTC14 files · 25.1 GB

Use it

$ fw get lmstudio-community/Devstral-Small-2507-MLX-8bit
# manifest sha256 23dbeff333f1… · 25.1 GB · 14 files
$ fw verify ./Devstral-Small-2507-MLX-8bit lmstudio-community/Devstral-Small-2507-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/Devstral-Small-2507-MLX-8bit.json --dir ./Devstral-Small-2507-MLX-8bit $ python3 fw.py verify ./Devstral-Small-2507-MLX-8bit ./lmstudio-community__Devstral-Small-2507-MLX-8bit.json
hfThe Hugging Face CLI with one setting. Same repo id.
$ HF_ENDPOINT=https://freeweights.allternit.com hf download lmstudio-community/Devstral-Small-2507-MLX-8bit --revision 5789a864a946b66907729b86fa2b4a6dadd5ca22 --local-dir ./Devstral-Small-2507-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/Devstral-Small-2507-MLX-8bit", revision="5789a864a946b66907729b86fa2b4a6dadd5ca22") model = AutoModelForCausalLM.from_pretrained("lmstudio-community/Devstral-Small-2507-MLX-8bit", revision="5789a864a946b66907729b86fa2b4a6dadd5ca22", device_map="auto")
vLLMServe an OpenAI-compatible API.
$ HF_ENDPOINT=https://freeweights.allternit.com vllm serve lmstudio-community/Devstral-Small-2507-MLX-8bit --revision 5789a864a946b66907729b86fa2b4a6dadd5ca22
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
87526c63817cadfaef8b9a68484c78bea078b4a3d456baa24668dd98e86ad984
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.mistralSubject: Devstral-Small-2507-MLX-8bitDate: 2026-11-15Commit: 5789a86Signed: 2DC28CC7B26A283B ✓
Upstream
lmstudio-community/Devstral-Small-2507-MLX-8bit
Pinned commit
5789a864a946b66907729b86fa2b4a6dadd5ca22
Manifest
Devstral-Small-2507-MLX-8bit.json · .minisig
Manifest sha256
23dbeff333f1c40d88f1f5602666c4b5c814d524608dca2289eaa88290c45fc9
Signature
minisign, Ed25519, key 2DC28CC7B26A283B
Created
2026-11-15 04:46 UTC
Generator
freeweights-manifest/0.1.0
Takedowns
None.

How to verify

$ curl -O https://freeweights.allternit.com/manifests/lmstudio-community/Devstral-Small-2507-MLX-8bit.json $ curl -O https://freeweights.allternit.com/manifests/lmstudio-community/Devstral-Small-2507-MLX-8bit.json.minisig $ minisign -Vm Devstral-Small-2507-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

mistralai/Devstral-Small-2507 · 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/Devstral-Small-2507-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. Devstral-Small-2507-MLX-8bit.json. Provenance. Takedown history: none.
Source
huggingface.co/lmstudio-community/Devstral-Small-2507-MLX-8bit

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