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alt.freeweights.embed / gte-small-Q8_0-GGUF
From: ggml-org <huggingface.co/ggml-org>Newsgroups: alt.freeweights.embedSubject:

gte-small-Q8_0-GGUF

Date: 2026-11-15Commit: 1dc9321Signed: 2DC28CC7B26A283B ✓

Sentence similarity model. Gguf weights, 36.7 MB in all. Published by ggml-org under MIT.

embed36.7MBgte-small-Q8_0-GGUFggufpermissive
FactsParamsnot statedSize36.7 MBFormatsggufTasksentence similarityLicenseMITFrom sourcepermissive
$ fw get ggml-org/gte-small-Q8_0-GGUF
# manifest sha256 38820941b8ee… · 36.7 MB · 3 files
$ fw verify ./gte-small-Q8_0-GGUF ggml-org/gte-small-Q8_0-GGUF
From sourceHosted (signed)ggml-org/gte-small-Q8_0-GGUFLast check: 2026-11-15 05:25 UTC
Run at homeGet help

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

Quantized of gte-small.

Works with

Run11Convert1Evaluate1Scan1Apps16

Convert with

ggml

Evaluate with

MTEB

Scan with

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OverviewModel cardFilesUse itLicenseProvenanceModel tree

Overview

Size
36.7 MB
Weights
36.7 MB (GGUF)
Parameters
not stated
Formats
gguf
Task
sentence similarity
License
MIT (permissive)
Files
3, each with a sha256
Publisher
ggml-org
Added
2026-11-15
Section
alt.freeweights.embed
Lineage

Original release from the publisher.

Base model: thenlper/gte-small

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 05:25 UTCpassed

Model card

From the publisher at commit 1dc9321. Shown as plain text with links; images open at the publisher.

ggml-org/gte-small-Q8_0-GGUF#

This model was converted to GGUF format from thenlper/gte-small 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/gte-small-Q8_0-GGUF --hf-file gte-small-q8_0.gguf -p "The meaning to life and the universe is"
Server:#
llama-server --hf-repo ggml-org/gte-small-Q8_0-GGUF --hf-file gte-small-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/ggerganov/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/gte-small-Q8_0-GGUF --hf-file gte-small-q8_0.gguf -p "The meaning to life and the universe is"

or 

./llama-server --hf-repo ggml-org/gte-small-Q8_0-GGUF --hf-file gte-small-q8_0.gguf -c 2048

Files

3 files · 36.7 MBWeights 36.7 MB (GGUF). Sizes and sha256 from the signed manifest.
Hide all 3 files with their sha256
FileSizesha256
.gitattributes1.57 KBd4b3f1ddec48aedf8107d02bd4e583bce15463ad74c2bc9157de76f3f3bb932c
README.md61.9 KB353801e115fc40f73585b24acdcf0cb84c73227595a876e4c8084bfe42758209
gte-small-q8_0.gguf36.7 MB945a2da32e7bfb2cdb3a3fde50bc40c5d103db84fedc078adf415f3bb10f2ed0
VersionsEach time the pinned upstream commit or file list changed in this repo. Newest first.
Upstream commitDateContents
1dc93210ef pinned now2026-11-15 05:25 UTC3 files · 36.7 MB

Use it

$ fw get ggml-org/gte-small-Q8_0-GGUF
# manifest sha256 38820941b8ee… · 36.7 MB · 3 files
$ fw verify ./gte-small-Q8_0-GGUF ggml-org/gte-small-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/gte-small-Q8_0-GGUF.json --dir ./gte-small-Q8_0-GGUF $ python3 fw.py verify ./gte-small-Q8_0-GGUF ./ggml-org__gte-small-Q8_0-GGUF.json
hfThe Hugging Face CLI with one setting. Same repo id.
$ HF_ENDPOINT=https://freeweights.allternit.com hf download ggml-org/gte-small-Q8_0-GGUF --revision 1dc93210ef4edf1a611523c8d17544c47564275b --local-dir ./gte-small-Q8_0-GGUF
llama.cppDownload one GGUF variant (gte-small-q8_0, 36.7 MB), then serve it.
$ HF_ENDPOINT=https://freeweights.allternit.com hf download ggml-org/gte-small-Q8_0-GGUF --include "gte-small-q8_0*" --local-dir ./gte-small-Q8_0-GGUF $ llama-server -m ./gte-small-Q8_0-GGUF/gte-small-q8_0.gguf
OllamaMake an Ollama model from the downloaded file.
$ printf 'FROM ./gte-small-Q8_0-GGUF/gte-small-q8_0.gguf\n' > Modelfile $ ollama create gte-small-q8-0-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
353801e115fc40f73585b24acdcf0cb84c73227595a876e4c8084bfe42758209
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.embedSubject: gte-small-Q8_0-GGUFDate: 2026-11-15Commit: 1dc9321Signed: 2DC28CC7B26A283B ✓
Upstream
ggml-org/gte-small-Q8_0-GGUF
Pinned commit
1dc93210ef4edf1a611523c8d17544c47564275b
Manifest
gte-small-Q8_0-GGUF.json · .minisig
Manifest sha256
38820941b8ee8fcaf85c62bec3e86285a9305ca1f4a390afd1b97ca6bb310ca7
Signature
minisign, Ed25519, key 2DC28CC7B26A283B
Created
2026-11-15 05:25 UTC
Generator
freeweights-manifest/0.1.0
Takedowns
None.

How to verify

$ curl -O https://freeweights.allternit.com/manifests/ggml-org/gte-small-Q8_0-GGUF.json $ curl -O https://freeweights.allternit.com/manifests/ggml-org/gte-small-Q8_0-GGUF.json.minisig $ minisign -Vm gte-small-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

thenlper/gte-small · 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/gte-small-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. gte-small-Q8_0-GGUF.json. Provenance. Takedown history: none.
Source
huggingface.co/ggml-org/gte-small-Q8_0-GGUF

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