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alt.freeweights.mistral / Devstral-Small-2507-MLX-6bit
From: lmstudio-community <huggingface.co/lmstudio-community>Newsgroups: alt.freeweights.mistralSubject:

Devstral-Small-2507-MLX-6bit

Date: 2026-11-15Commit: 50a327eSigned: 2DC28CC7B26A283B ✓

Text generation model with 23.6B parameters. Safetensors weights, 19.2 GB in all. Published by lmstudio-community under Apache-2.0.

23.6B params19.2GBDevstral-Small-2507-MLX-6bitsafetensorspermissive
FactsParams23.6BSize19.2 GBFormatssafetensorsTasktext generationLicenseApache-2.0From sourcepermissive
$ fw get lmstudio-community/Devstral-Small-2507-MLX-6bit
# manifest sha256 8079495773f9… · 19.2 GB · 13 files
$ fw verify ./Devstral-Small-2507-MLX-6bit lmstudio-community/Devstral-Small-2507-MLX-6bit
From sourceHosted (signed)lmstudio-community/Devstral-Small-2507-MLX-6bitLast check: 2026-11-15 04:47 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
19.2 GB
Weights
19.2 GB (safetensors)
Parameters
23.6B
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.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 04:47 UTCpassed

Model card

From the publisher at commit 50a327e. 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#

6-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

13 files · 19.2 GBWeights 19.2 GB (safetensors). Sizes and sha256 from the signed manifest.
Hide all 13 files with their sha256
FileSizesha256
.gitattributes1.57 KB34448b82c17d60fec9b65b1f093c115ddbaadc04beb1b0140b6bfed2e012a930
README.md2.68 KB50a97d3de584687b70e402a3908be6a1a3c3a6259972161b2c5c16900b95796d
chat_template.jinja5.70 KBdbbbd9479677462b107cf457bf2f00381d51138a5dcdf3eedf1b37b7cd61f5e6
config.json40.6 KB0c82f2541841e312da154707bf3a9220caaddaf30a514607176c5e45486a0089
generation_config.json133 B945f5c9a6d9102f266b7df76ac835810f3b7a51928e55e5d809dea5ed432a7df
model-00001-of-00004.safetensors5.37 GB01e8942eadac992b62f4df9b9dd5bd71ddf684a57e2ee6ecdbffa75091361d32
model-00002-of-00004.safetensors5.29 GB89be28b6bad6c03844464debf59025f8f6a24b390320f23165210c571eb157b6
model-00003-of-00004.safetensors5.28 GB25ac5638cb4708d819d563f180462795ca8f0cb708b04e1131721b071ccb32dd
model-00004-of-00004.safetensors3.21 GBbe7068e3cd409e82fc5ed5f2f2ce11226c50f7deb9e9e4673f964d0dee80062f
model.safetensors.index.json79.4 KBbf2e480290ce7de0e519813a3e5c998e3d826264d447b829e0ede0a4d1e34f22
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
50a327e413 pinned now2026-11-15 04:47 UTC13 files · 19.2 GB

Use it

$ fw get lmstudio-community/Devstral-Small-2507-MLX-6bit
# manifest sha256 8079495773f9… · 19.2 GB · 13 files
$ fw verify ./Devstral-Small-2507-MLX-6bit lmstudio-community/Devstral-Small-2507-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/Devstral-Small-2507-MLX-6bit.json --dir ./Devstral-Small-2507-MLX-6bit $ python3 fw.py verify ./Devstral-Small-2507-MLX-6bit ./lmstudio-community__Devstral-Small-2507-MLX-6bit.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-6bit --revision 50a327e41323a5501b0883e52f6b3c205cc731c3 --local-dir ./Devstral-Small-2507-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/Devstral-Small-2507-MLX-6bit", revision="50a327e41323a5501b0883e52f6b3c205cc731c3") model = AutoModelForCausalLM.from_pretrained("lmstudio-community/Devstral-Small-2507-MLX-6bit", revision="50a327e41323a5501b0883e52f6b3c205cc731c3", device_map="auto")
vLLMServe an OpenAI-compatible API.
$ HF_ENDPOINT=https://freeweights.allternit.com vllm serve lmstudio-community/Devstral-Small-2507-MLX-6bit --revision 50a327e41323a5501b0883e52f6b3c205cc731c3
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
50a97d3de584687b70e402a3908be6a1a3c3a6259972161b2c5c16900b95796d
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-6bitDate: 2026-11-15Commit: 50a327eSigned: 2DC28CC7B26A283B ✓
Upstream
lmstudio-community/Devstral-Small-2507-MLX-6bit
Pinned commit
50a327e41323a5501b0883e52f6b3c205cc731c3
Manifest
Devstral-Small-2507-MLX-6bit.json · .minisig
Manifest sha256
8079495773f9f29889e256ebfe6bedddda6859d24daf83b02255c327115a02cf
Signature
minisign, Ed25519, key 2DC28CC7B26A283B
Created
2026-11-15 04:47 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-6bit.json $ curl -O https://freeweights.allternit.com/manifests/lmstudio-community/Devstral-Small-2507-MLX-6bit.json.minisig $ minisign -Vm Devstral-Small-2507-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

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-6bit
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-6bit.json. Provenance. Takedown history: none.
Source
huggingface.co/lmstudio-community/Devstral-Small-2507-MLX-6bit

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