CatalogWantedMirrorsLedgerOperating StatementDocsStudio statusCard system
alt.freeweights.embed / jina-embeddings-v2-base-en-Q8_0-GGUF
From: ggml-org <huggingface.co/ggml-org>Newsgroups: alt.freeweights.embedSubject:

jina-embeddings-v2-base-en-Q8_0-GGUF

Date: 2026-11-15Commit: c4e88d9Signed: 2DC28CC7B26A283B ✓

Feature extraction model. Gguf weights, 146 MB in all. Published by ggml-org under Apache-2.0.

embed146MBjina-embeddings-v2-base-en-Q8_0-GGUFggufpermissive
FactsParamsnot statedSize146 MBFormatsggufTaskfeature extractionLicenseApache-2.0From sourcepermissive
$ fw get ggml-org/jina-embeddings-v2-base-en-Q8_0-GGUF
# manifest sha256 809bcd88d9c0… · 146 MB · 3 files
$ fw verify ./jina-embeddings-v2-base-en-Q8_0-GGUF ggml-org/jina-embeddings-v2-base-en-Q8_0-GGUF
From sourceHosted (signed)ggml-org/jina-embeddings-v2-base-en-Q8_0-GGUFLast check: 2026-11-15 05:24 UTC
Run at homeGet help

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

Quantized of jina-embeddings-v2-base-en.

Works with

Run11Convert1Evaluate1Scan1Apps16

Convert with

ggml

Evaluate with

MTEB

Scan with

ModelScan
OverviewModel cardFilesUse itLicenseProvenanceModel tree

Overview

Size
146 MB
Weights
146 MB (GGUF)
Parameters
not stated
Formats
gguf
Task
feature extraction
License
Apache-2.0 (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: jinaai/jina-embeddings-v2-base-en

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 05:24 UTCpassed

Model card

From the publisher at commit c4e88d9. Shown as plain text with links; images open at the publisher.

ngxson/jina-embeddings-v2-base-en-Q8_0-GGUF#

This model was converted to GGUF format from jinaai/jina-embeddings-v2-base-en 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 ngxson/jina-embeddings-v2-base-en-Q8_0-GGUF --hf-file jina-embeddings-v2-base-en-q8_0.gguf -p "The meaning to life and the universe is"
Server:#
llama-server --hf-repo ngxson/jina-embeddings-v2-base-en-Q8_0-GGUF --hf-file jina-embeddings-v2-base-en-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 ngxson/jina-embeddings-v2-base-en-Q8_0-GGUF --hf-file jina-embeddings-v2-base-en-q8_0.gguf -p "The meaning to life and the universe is"

or 

./llama-server --hf-repo ngxson/jina-embeddings-v2-base-en-Q8_0-GGUF --hf-file jina-embeddings-v2-base-en-q8_0.gguf -c 2048

Files

3 files · 146 MBWeights 146 MB (GGUF). Sizes and sha256 from the signed manifest.
Hide all 3 files with their sha256
FileSizesha256
.gitattributes1.59 KB29293b81b78928856d6e15390991ca6e5055eb8faf45f3492d7718a428ab3644
README.md62.1 KB13da05d2fcf305bb0560ce34734274bdf71206af209882b3dc85899c8b11e771
jina-embeddings-v2-base-en-q8_0.gguf146 MBc4743c5cfcf2b1c6fe0bb548b13d8ecf828cfc9a8d2efd48df926f746e2dcd22
VersionsEach time the pinned upstream commit or file list changed in this repo. Newest first.
Upstream commitDateContents
c4e88d9686 pinned now2026-11-15 05:24 UTC3 files · 146 MB

Use it

$ fw get ggml-org/jina-embeddings-v2-base-en-Q8_0-GGUF
# manifest sha256 809bcd88d9c0… · 146 MB · 3 files
$ fw verify ./jina-embeddings-v2-base-en-Q8_0-GGUF ggml-org/jina-embeddings-v2-base-en-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/jina-embeddings-v2-base-en-Q8_0-GGUF.json --dir ./jina-embeddings-v2-base-en-Q8_0-GGUF $ python3 fw.py verify ./jina-embeddings-v2-base-en-Q8_0-GGUF ./ggml-org__jina-embeddings-v2-base-en-Q8_0-GGUF.json
hfThe Hugging Face CLI with one setting. Same repo id.
$ HF_ENDPOINT=https://freeweights.allternit.com hf download ggml-org/jina-embeddings-v2-base-en-Q8_0-GGUF --revision c4e88d968641ee4fa4941e083980160867fd8bf2 --local-dir ./jina-embeddings-v2-base-en-Q8_0-GGUF
llama.cppDownload one GGUF variant (jina-embeddings-v2-base-en-q8_0, 146 MB), then serve it.
$ HF_ENDPOINT=https://freeweights.allternit.com hf download ggml-org/jina-embeddings-v2-base-en-Q8_0-GGUF --include "jina-embeddings-v2-base-en-q8_0*" --local-dir ./jina-embeddings-v2-base-en-Q8_0-GGUF $ llama-server -m ./jina-embeddings-v2-base-en-Q8_0-GGUF/jina-embeddings-v2-base-en-q8_0.gguf
OllamaMake an Ollama model from the downloaded file.
$ printf 'FROM ./jina-embeddings-v2-base-en-Q8_0-GGUF/jina-embeddings-v2-base-en-q8_0.gguf\n' > Modelfile $ ollama create jina-embeddings-v2-base-en-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. 2026-11-15
Text in
README.md
Text sha256
13da05d2fcf305bb0560ce34734274bdf71206af209882b3dc85899c8b11e771
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: jina-embeddings-v2-base-en-Q8_0-GGUFDate: 2026-11-15Commit: c4e88d9Signed: 2DC28CC7B26A283B ✓
Upstream
ggml-org/jina-embeddings-v2-base-en-Q8_0-GGUF
Pinned commit
c4e88d968641ee4fa4941e083980160867fd8bf2
Manifest
jina-embeddings-v2-base-en-Q8_0-GGUF.json · .minisig
Manifest sha256
809bcd88d9c082f133780a0012dfeddb67933d7a2acb36a0ee3086c3313268b9
Signature
minisign, Ed25519, key 2DC28CC7B26A283B
Created
2026-11-15 05:24 UTC
Generator
freeweights-manifest/0.1.0
Takedowns
None.

How to verify

$ curl -O https://freeweights.allternit.com/manifests/ggml-org/jina-embeddings-v2-base-en-Q8_0-GGUF.json $ curl -O https://freeweights.allternit.com/manifests/ggml-org/jina-embeddings-v2-base-en-Q8_0-GGUF.json.minisig $ minisign -Vm jina-embeddings-v2-base-en-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

jinaai/jina-embeddings-v2-base-en · 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/jina-embeddings-v2-base-en-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. jina-embeddings-v2-base-en-Q8_0-GGUF.json. Provenance. Takedown history: none.
Source
huggingface.co/ggml-org/jina-embeddings-v2-base-en-Q8_0-GGUF

Related models

All of alt.freeweights.embed →
From: sentence-transformers <huggingface.co/sentence-transformers>Subject: all-MiniLM-L6-v1
From: unsloth <huggingface.co/unsloth>Subject: all-MiniLM-L6-v2
From: mlx-community <huggingface.co/mlx-community>Subject: all-MiniLM-L6-v2-4bit
From: sentence-transformers <huggingface.co/sentence-transformers>Subject: all-mpnet-base-v1
From: sentence-transformers <huggingface.co/sentence-transformers>Subject: allenai-specter
From: sentence-transformers <huggingface.co/sentence-transformers>Subject: bert-base-nli-max-tokens