CatalogWantedMirrorsLedgerOperating StatementDocsStudio statusCard system
alt.freeweights.embed / voyage-4-nano-ONNX
From: onnx-community <huggingface.co/onnx-community>Newsgroups: alt.freeweights.embedSubject:

voyage-4-nano-ONNX

Date: 2026-11-15Commit: fb6f32cSigned: 2DC28CC7B26A283B ✓

Feature extraction model. Onnx weights, 3.00 GB in all. Published by onnx-community under Apache-2.0.

embed3.00GBvoyage-4-nano-ONNXonnxpermissive
FactsParamsnot statedSize3.00 GBFormatsonnxTaskfeature extractionLicenseApache-2.0From sourcepermissive
$ fw get onnx-community/voyage-4-nano-ONNX
# manifest sha256 54fe0e75234e… · 3.00 GB · 16 files
$ fw verify ./voyage-4-nano-ONNX onnx-community/voyage-4-nano-ONNX
From sourceHosted (signed)onnx-community/voyage-4-nano-ONNXLast check: 2026-11-15 05:07 UTC
Run at homeGet help

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

Quantized of voyage-4-nano.

Works with

Run2Convert3Evaluate1Scan1Apps16

Runs with

Ranked by fit to this model (onnx), then by GitHub stars.

UltralyticsOpenVINO

Convert with

ONNXOptimumOlive

Evaluate with

MTEB

Scan with

ModelScan
OverviewModel cardFilesUse itLicenseProvenanceModel tree

Overview

Size
3.00 GB
Weights
211 MB (smallest of 5 ONNX variants)
Parameters
not stated
Formats
onnx
Task
feature extraction
License
Apache-2.0 (permissive)
Files
16, each with a sha256
Publisher
onnx-community
Added
2026-11-15
Section
alt.freeweights.embed
Lineage

Original release from the publisher.

Base model: MongoDB/voyage-4-nano

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 05:07 UTCpassed

Model card

From the publisher at commit fb6f32c. Shown as plain text with links; images open at the publisher.

Usage#

ONNXRuntime#
from huggingface_hub import snapshot_download
from transformers import AutoTokenizer
import onnxruntime as ort

# Download model files from Hugging Face Hub
model_id = "onnx-community/voyage-4-nano-ONNX"
model_folder = snapshot_download(model_id, local_dir="voyage-4-nano", allow_patterns=["onnx/model.onnx*"])
tokenizer = AutoTokenizer.from_pretrained(model_id)

# Load the ONNX model
session = ort.InferenceSession("./voyage-4-nano/onnx/model.onnx")

# Run model
query = "What is the fastest route to 88 Kearny?"
prompt = "Represent the query for retrieving supporting documents: "
inputs = tokenizer(prompt + query, return_tensors="np").data
last_hidden_state, pooler_output = session.run(None, inputs)
print("Last hidden state shape:", last_hidden_state.shape) # (1, 20, 2048)
print("Pooler output shape:", pooler_output.shape) # (1, 2048)

Files

16 files · 3.00 GBWeights 211 MB (smallest of 5 ONNX variants). Sizes and sha256 from the signed manifest.
Hide all 16 files with their sha256
FileSizesha256
.gitattributes1.83 KBba44193cf00eb237e2824cbfa212775d626f48f7c4caa3e630deda0908552db2
README.md1.01 KBd9234c0241f5097d5690630a6872831f3c293927ea0da0ede0bb46f1ee32d248
chat_template.jinja2.43 KB44d5f08f3f72b837eaad09f13a54c1f9f4eb58d75240334548b7fd52a5437fa5
config.json1.17 KB0a37f11f814acca77619c3039409743285d15690eb33493d077784e653e9a524
onnx/model.onnx227 KB71197bbd7550b266ebe3d38be66bb3f96493bf4a4f8ef1337f46489db45f5d24
onnx/model.onnx_data1.41 GB637c07c9e7bdca172af40b203822d3c247826954af9138f2f6a363bc67595e13
onnx/model_fp16.onnx222 KB076e6a30dc9163ae8e8c000542bb91d3ae1a17567b20aa872874650e1d5c38e0
onnx/model_fp16.onnx_data703 MB0edfbdba5f284e64fd6d3f39a8ab0b52493b3075f84c696b7887d1a595d2fb03
onnx/model_q4.onnx266 KB2a2f390055b2ab4f17e9e57ee8a8f948f905ea33e9111af0b297c9d8d372b99a
onnx/model_q4.onnx_data243 MB38e29a9146c9f94bacee268002d453d146fb21805826b0dd26074e2f0e886abf
onnx/model_q4f16.onnx261 KB8fbb90980c350488a7ae15f4e595c5aaf728c2394c2339fe211230b974f22b7f
onnx/model_q4f16.onnx_data211 MBc59b44ccf5bdc4ea788cc333267e6871f8bfb536bbe0a534a4d12639eb4e7ec1
onnx/model_quantized.onnx268 KBe2999ae63b575e34b7bef6a513f48c7f7701cebfb1bfffcb9db23ab0db324157
onnx/model_quantized.onnx_data422 MBdb94fc1655db1a1b55f67f7019ebbd803142f54e1bd83cfd1c2d6faadd6a648c
tokenizer.json9.12 MBc40c3736449ad0f4084a187dfe16f6850b2a2933dfe041394f850608b2890140
tokenizer_config.json3.26 KBca057610cc7151781181806adda7ac01a2b09c4d4756983a9e49d69252689522
VersionsEach time the pinned upstream commit or file list changed in this repo. Newest first.
Upstream commitDateContents
fb6f32cceb pinned now2026-11-15 05:07 UTC16 files · 3.00 GB

Use it

$ fw get onnx-community/voyage-4-nano-ONNX
# manifest sha256 54fe0e75234e… · 3.00 GB · 16 files
$ fw verify ./voyage-4-nano-ONNX onnx-community/voyage-4-nano-ONNX
fw.pyChecks the signature and every sha256, tries each source in order, resumes.
$ python3 fw.py get https://freeweights.allternit.com/manifests/onnx-community/voyage-4-nano-ONNX.json --dir ./voyage-4-nano-ONNX $ python3 fw.py verify ./voyage-4-nano-ONNX ./onnx-community__voyage-4-nano-ONNX.json
hfThe Hugging Face CLI with one setting. Same repo id.
$ HF_ENDPOINT=https://freeweights.allternit.com hf download onnx-community/voyage-4-nano-ONNX --revision fb6f32cceb63b6eac92e1fdc08e00d03c41cdf5a --local-dir ./voyage-4-nano-ONNX
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
d9234c0241f5097d5690630a6872831f3c293927ea0da0ede0bb46f1ee32d248
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: onnx-community <huggingface.co/onnx-community>Newsgroups: alt.freeweights.embedSubject: voyage-4-nano-ONNXDate: 2026-11-15Commit: fb6f32cSigned: 2DC28CC7B26A283B ✓
Upstream
onnx-community/voyage-4-nano-ONNX
Pinned commit
fb6f32cceb63b6eac92e1fdc08e00d03c41cdf5a
Manifest
voyage-4-nano-ONNX.json · .minisig
Manifest sha256
54fe0e75234ecdfc7bf66e7884a8643a6f16da555d5842e13d2a57e4878c4a62
Signature
minisign, Ed25519, key 2DC28CC7B26A283B
Created
2026-11-15 05:07 UTC
Generator
freeweights-manifest/0.1.0
Takedowns
None.

How to verify

$ curl -O https://freeweights.allternit.com/manifests/onnx-community/voyage-4-nano-ONNX.json $ curl -O https://freeweights.allternit.com/manifests/onnx-community/voyage-4-nano-ONNX.json.minisig $ minisign -Vm voyage-4-nano-ONNX.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

MongoDB/voyage-4-nano · 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 onnx-community/voyage-4-nano-ONNX
Open in Freeweights Studio

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

Signed manifest
minisign, key 2DC28CC7B26A283B. voyage-4-nano-ONNX.json. Provenance. Takedown history: none.
Source
huggingface.co/onnx-community/voyage-4-nano-ONNX

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