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alt.freeweights.text / Ling-lite-0415-GGUF
From: lmstudio-community <huggingface.co/lmstudio-community>Newsgroups: alt.freeweights.textSubject:

Ling-lite-0415-GGUF

Date: 2026-11-15Commit: ec7c35cSigned: 2DC28CC7B26A283B ✓

Text generation model. Gguf weights, 53.2 GB in all. Published by lmstudio-community under MIT.

text53.2GBLing-lite-0415-GGUFggufpermissive
FactsParamsnot statedSize53.2 GBFormatsggufTasktext generationLicenseMITFrom sourcepermissive
$ fw get lmstudio-community/Ling-lite-0415-GGUF
# manifest sha256 c56cbd5c56ca… · 53.2 GB · 6 files
$ fw verify ./Ling-lite-0415-GGUF lmstudio-community/Ling-lite-0415-GGUF
From sourceHosted (signed)lmstudio-community/Ling-lite-0415-GGUFLast 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 Ling-lite.

Works with

Run14Convert1Evaluate13Scan12Apps58

Convert with

ggml
OverviewModel cardFilesUse itLicenseProvenanceModel tree

Overview

Size
53.2 GB
Weights
9.07 GB (smallest of 4 GGUF variants)
Parameters
not stated
Formats
gguf
Task
text generation
License
MIT (permissive)
Files
6, each with a sha256
Publisher
lmstudio-community
Added
2026-11-15
Section
alt.freeweights.text
Lineage

Original release from the publisher.

Base model: inclusionAI/Ling-lite

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 ec7c35c. Shown as plain text with links; images open at the publisher.

💫 Community Model> Ling lite 0415 by Inclusionai#

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

Model creator: inclusionAI

Original model: Ling-lite-0415

GGUF quantization: provided by bartowski based on llama.cpp release b5147

Technical Details#

Supports a context length of 128k

MoE with 16.8 billion parameters with 2.75 billion activated parameters

Special thanks#

🙏 Special thanks to Georgi Gerganov and the whole team working on llama.cpp for making all of this possible.

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

6 files · 53.2 GBWeights 9.07 GB (smallest of 4 GGUF variants). Sizes and sha256 from the signed manifest.
Hide all 6 files with their sha256
FileSizesha256
.gitattributes1.77 KBcfb427a6db81c068a399a76a6269f6a3e3ad5cf3bdd213afd8e59ce2282a825f
Ling-lite-0415-Q3_K_L.gguf9.07 GB2a98db12706fcda8ee60533df202c054db68e2bb6d43d2ca9fc88b7f9cafcbde
Ling-lite-0415-Q4_K_M.gguf11.2 GBeebd136ae1c0919144de57987a92940d14a5e3b0ea296777bb40e7a15b6a1cd4
Ling-lite-0415-Q6_K.gguf15.1 GB9f6acc0c780a0119c37a2b31d41beb40a4df401e647765f565d919abdb05a999
Ling-lite-0415-Q8_0.gguf17.9 GB10f7e5a8e9eff3fbe342f6129f88b6d9bb5a913a1dd1423c3b4e9cec0677a6fb
README.md2.35 KB2b8b97c45ecc8ae9bda47ac9368cb00427cfff4ea8714f5b4e1f5a91c7cd11db
VersionsEach time the pinned upstream commit or file list changed in this repo. Newest first.
Upstream commitDateContents
ec7c35c1fd pinned now2026-11-15 05:23 UTC6 files · 53.2 GB

Use it

$ fw get lmstudio-community/Ling-lite-0415-GGUF
# manifest sha256 c56cbd5c56ca… · 53.2 GB · 6 files
$ fw verify ./Ling-lite-0415-GGUF lmstudio-community/Ling-lite-0415-GGUF
fw.pyChecks the signature and every sha256, tries each source in order, resumes.
$ python3 fw.py get https://freeweights.allternit.com/manifests/lmstudio-community/Ling-lite-0415-GGUF.json --dir ./Ling-lite-0415-GGUF $ python3 fw.py verify ./Ling-lite-0415-GGUF ./lmstudio-community__Ling-lite-0415-GGUF.json
hfThe Hugging Face CLI with one setting. Same repo id.
$ HF_ENDPOINT=https://freeweights.allternit.com hf download lmstudio-community/Ling-lite-0415-GGUF --revision ec7c35c1fddca515927f51bd682dc2e7991ec8ef --local-dir ./Ling-lite-0415-GGUF
llama.cppDownload one GGUF variant (Ling-lite-0415-Q3_K_L, 9.07 GB), then serve it.
$ HF_ENDPOINT=https://freeweights.allternit.com hf download lmstudio-community/Ling-lite-0415-GGUF --include "Ling-lite-0415-Q3_K_L*" --local-dir ./Ling-lite-0415-GGUF $ llama-server -m ./Ling-lite-0415-GGUF/Ling-lite-0415-Q3_K_L.gguf
OllamaMake an Ollama model from the downloaded file.
$ printf 'FROM ./Ling-lite-0415-GGUF/Ling-lite-0415-Q3_K_L.gguf\n' > Modelfile $ ollama create ling-lite-0415-gguf -f Modelfile
Run at home

License

Name
MIT License
Id
MIT
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
2b8b97c45ecc8ae9bda47ac9368cb00427cfff4ea8714f5b4e1f5a91c7cd11db
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.textSubject: Ling-lite-0415-GGUFDate: 2026-11-15Commit: ec7c35cSigned: 2DC28CC7B26A283B ✓
Upstream
lmstudio-community/Ling-lite-0415-GGUF
Pinned commit
ec7c35c1fddca515927f51bd682dc2e7991ec8ef
Manifest
Ling-lite-0415-GGUF.json · .minisig
Manifest sha256
c56cbd5c56ca23d140a024bdec56c9b8f736c7328f3ede424c0f5311d2970948
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/Ling-lite-0415-GGUF.json $ curl -O https://freeweights.allternit.com/manifests/lmstudio-community/Ling-lite-0415-GGUF.json.minisig $ minisign -Vm Ling-lite-0415-GGUF.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

inclusionAI/Ling-lite · 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/Ling-lite-0415-GGUF
Open in Freeweights Studio

Pull, verify and run it in the Allternit app on Desktop, web or phone.

Signed manifest
minisign, key 2DC28CC7B26A283B. Ling-lite-0415-GGUF.json. Provenance. Takedown history: none.
Source
huggingface.co/lmstudio-community/Ling-lite-0415-GGUF

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