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alt.freeweights.qwen / Qwen3-4B-Instruct-2507-Q8_0-GGUF
From: ggml-org <huggingface.co/ggml-org>Newsgroups: alt.freeweights.qwenSubject:

Qwen3-4B-Instruct-2507-Q8_0-GGUF

Date: 2026-11-14Commit: e6f794dSigned: 2DC28CC7B26A283B ✓

Text generation model. Gguf weights, 4.28 GB in all. Published by ggml-org under Apache-2.0.

qwen4.28GBQwen3-4B-Instruct-2507-Q8_0-GGUFggufpermissive
FactsParamsnot statedSize4.28 GBFormatsggufTasktext generationLicenseApache-2.0From sourcepermissive
$ fw get ggml-org/Qwen3-4B-Instruct-2507-Q8_0-GGUF
# manifest sha256 72691ac45f64… · 4.28 GB · 3 files
$ fw verify ./Qwen3-4B-Instruct-2507-Q8_0-GGUF ggml-org/Qwen3-4B-Instruct-2507-Q8_0-GGUF
From sourceHosted (signed)ggml-org/Qwen3-4B-Instruct-2507-Q8_0-GGUFLast check: 2026-11-14 21:28 UTC
Run at homeGet help

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

Quantized of Qwen3-4B-Instruct-2507.

Works with

Run14Convert1Evaluate13Scan12Apps58

Convert with

ggml
OverviewModel cardFilesUse itLicenseProvenanceModel tree

Overview

Size
4.28 GB
Weights
4.28 GB (GGUF)
Parameters
not stated
Formats
gguf
Task
text generation
License
Apache-2.0 (permissive)
Files
3, each with a sha256
Publisher
ggml-org
Added
2026-11-14
Section
alt.freeweights.qwen
Lineage

Original release from the publisher.

Base model: Qwen/Qwen3-4B-Instruct-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.co2026-11-14 21:28 UTCpassed

Model card

From the publisher at commit e6f794d. Shown as plain text with links; images open at the publisher.

ggml-org/Qwen3-4B-Instruct-2507-Q8_0-GGUF#

This model was converted to GGUF format from Qwen/Qwen3-4B-Instruct-2507 using llama.cpp via the ggml.ai's GGUF-my-repo space. Refer to the original model card for more details on the model.

Use with llama.cpp#

Install llama.cpp through brew (works on Mac and Linux)

brew install llama.cpp

Invoke the llama.cpp server or the CLI.

CLI:#
llama-cli --hf-repo ggml-org/Qwen3-4B-Instruct-2507-Q8_0-GGUF --hf-file qwen3-4b-instruct-2507-q8_0.gguf -p "The meaning to life and the universe is"
Server:#
llama-server --hf-repo ggml-org/Qwen3-4B-Instruct-2507-Q8_0-GGUF --hf-file qwen3-4b-instruct-2507-q8_0.gguf -c 2048

Note: You can also use this checkpoint directly through the usage steps listed in the Llama.cpp repo as well.

Step 1: Clone llama.cpp from GitHub.

git clone https://github.com/ggml-org/llama.cpp

Step 2: Move into the llama.cpp folder and build it with LLAMA_CURL=1 flag along with other hardware-specific flags (for ex: LLAMA_CUDA=1 for Nvidia GPUs on Linux).

cd llama.cpp && LLAMA_CURL=1 make

Step 3: Run inference through the main binary.

./llama-cli --hf-repo ggml-org/Qwen3-4B-Instruct-2507-Q8_0-GGUF --hf-file qwen3-4b-instruct-2507-q8_0.gguf -p "The meaning to life and the universe is"

or 

./llama-server --hf-repo ggml-org/Qwen3-4B-Instruct-2507-Q8_0-GGUF --hf-file qwen3-4b-instruct-2507-q8_0.gguf -c 2048

Files

3 files · 4.28 GBWeights 4.28 GB (GGUF). Sizes and sha256 from the signed manifest.
Hide all 3 files with their sha256
FileSizesha256
.gitattributes1.59 KB35e800b352a46040a9c6121f743613ef28454ddc99c093ce9458361435028eae
README.md1.93 KBefd9e8927588e82c8634c1de943e616710a6290b010dbf84fc18b90bf45fe713
qwen3-4b-instruct-2507-q8_0.gguf4.28 GBae916ede1c010a26955ee8ae2e908bf8815a3f135ec860439ab924701c69d5f1
VersionsEach time the pinned upstream commit or file list changed in this repo. Newest first.
Upstream commitDateContents
e6f794d44f pinned now manifest updated, same commit2026-11-14 21:28 UTC3 files · 4.28 GB
e6f794d44f2026-11-14 21:28 UTC3 files · 4.28 GB

Use it

$ fw get ggml-org/Qwen3-4B-Instruct-2507-Q8_0-GGUF
# manifest sha256 72691ac45f64… · 4.28 GB · 3 files
$ fw verify ./Qwen3-4B-Instruct-2507-Q8_0-GGUF ggml-org/Qwen3-4B-Instruct-2507-Q8_0-GGUF
fw.pyChecks the signature and every sha256, tries each source in order, resumes.
$ python3 fw.py get https://freeweights.allternit.com/manifests/ggml-org/Qwen3-4B-Instruct-2507-Q8_0-GGUF.json --dir ./Qwen3-4B-Instruct-2507-Q8_0-GGUF $ python3 fw.py verify ./Qwen3-4B-Instruct-2507-Q8_0-GGUF ./ggml-org__Qwen3-4B-Instruct-2507-Q8_0-GGUF.json
hfThe Hugging Face CLI with one setting. Same repo id.
$ HF_ENDPOINT=https://freeweights.allternit.com hf download ggml-org/Qwen3-4B-Instruct-2507-Q8_0-GGUF --revision e6f794d44f9395d0184a966c27b5ae99ea356fcb --local-dir ./Qwen3-4B-Instruct-2507-Q8_0-GGUF
llama.cppDownload one GGUF variant (qwen3-4b-instruct-2507-q8_0, 4.28 GB), then serve it.
$ HF_ENDPOINT=https://freeweights.allternit.com hf download ggml-org/Qwen3-4B-Instruct-2507-Q8_0-GGUF --include "qwen3-4b-instruct-2507-q8_0*" --local-dir ./Qwen3-4B-Instruct-2507-Q8_0-GGUF $ llama-server -m ./Qwen3-4B-Instruct-2507-Q8_0-GGUF/qwen3-4b-instruct-2507-q8_0.gguf
OllamaMake an Ollama model from the downloaded file.
$ printf 'FROM ./Qwen3-4B-Instruct-2507-Q8_0-GGUF/qwen3-4b-instruct-2507-q8_0.gguf\n' > Modelfile $ ollama create qwen3-4b-instruct-2507-q8-0-gguf -f Modelfile
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. 2026-11-14
Text in
README.md
Text sha256
efd9e8927588e82c8634c1de943e616710a6290b010dbf84fc18b90bf45fe713
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: ggml-org <huggingface.co/ggml-org>Newsgroups: alt.freeweights.qwenSubject: Qwen3-4B-Instruct-2507-Q8_0-GGUFDate: 2026-11-14Commit: e6f794dSigned: 2DC28CC7B26A283B ✓
Upstream
ggml-org/Qwen3-4B-Instruct-2507-Q8_0-GGUF
Pinned commit
e6f794d44f9395d0184a966c27b5ae99ea356fcb
Manifest
Qwen3-4B-Instruct-2507-Q8_0-GGUF.json · .minisig
Manifest sha256
72691ac45f647a339983fa4392df58816a93e208491c4d4cd0f541c6ea7c5c1f
Signature
minisign, Ed25519, key 2DC28CC7B26A283B
Created
2026-11-14 21:28 UTC
Generator
freeweights-manifest/0.1.0
Takedowns
None.

How to verify

$ curl -O https://freeweights.allternit.com/manifests/ggml-org/Qwen3-4B-Instruct-2507-Q8_0-GGUF.json $ curl -O https://freeweights.allternit.com/manifests/ggml-org/Qwen3-4B-Instruct-2507-Q8_0-GGUF.json.minisig $ minisign -Vm Qwen3-4B-Instruct-2507-Q8_0-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

Qwen/Qwen3-4B-Instruct-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 ggml-org/Qwen3-4B-Instruct-2507-Q8_0-GGUF
Open in Freeweights Studio

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

Signed manifest
minisign, key 2DC28CC7B26A283B. Qwen3-4B-Instruct-2507-Q8_0-GGUF.json. Provenance. Takedown history: none.
Source
huggingface.co/ggml-org/Qwen3-4B-Instruct-2507-Q8_0-GGUF

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