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alt.freeweights.qwen / Qwen3-ForcedAligner-0.6B-4bit
From: mlx-community <huggingface.co/mlx-community>Newsgroups: alt.freeweights.qwenSubject:

Qwen3-ForcedAligner-0.6B-4bit

Date: 2026-11-15Commit: 2f652afSigned: 2DC28CC7B26A283B ✓

Model with 918M parameters. Safetensors weights, 976 MB in all. Published by mlx-community under Apache-2.0.

918M params976MBQwen3-ForcedAligner-0.6B-4bitsafetensorspermissive
FactsParams918MSize976 MBFormatssafetensorsTasknot taggedLicenseApache-2.0From sourcepermissive
$ fw get mlx-community/Qwen3-ForcedAligner-0.6B-4bit
# manifest sha256 ca74ceeb3eee… · 976 MB · 11 files
$ fw verify ./Qwen3-ForcedAligner-0.6B-4bit mlx-community/Qwen3-ForcedAligner-0.6B-4bit
From sourceHosted (signed)mlx-community/Qwen3-ForcedAligner-0.6B-4bitLast check: 2026-11-15 03:34 UTC
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Get help: custom fine-tune or private deploy. We review your setup before we quote.

Works with

Run8Fine-tune7Convert8Scan2

Runs with

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

TransformersLocalAItinygradTriton Inference ServerBentoMLCTranslate2ExLlamaV2LitServe
OverviewModel cardFilesUse itLicenseProvenanceModel tree

Overview

Size
976 MB
Weights
971 MB (safetensors)
Parameters
918M
Formats
safetensors
Task
not tagged
License
Apache-2.0 (permissive)
Files
11, each with a sha256
Publisher
mlx-community
Added
2026-11-15
Section
alt.freeweights.qwen
Lineage

Original release from the publisher.

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 03:34 UTCpassed

Model card

From the publisher at commit 2f652af. Shown as plain text with links; images open at the publisher.

mlx-community/Qwen3-ForcedAligner-0.6B-4bit#

This model was converted to MLX format from Qwen/Qwen3-ForcedAligner-0.6B using mlx-audio version 0.3.1.

Refer to the original model card for more details on the model.

Use with mlx-audio#

pip install -U mlx-audio
CLI Example:#
python -m mlx_audio.stt.generate --model mlx-community/Qwen3-ForcedAligner-0.6B-4bit --audio "audio.wav"
Python Example:#
from mlx_audio.stt.utils import load_model
from mlx_audio.stt.generate import generate_transcription

model = load_model("mlx-community/Qwen3-ForcedAligner-0.6B-4bit")
transcription = generate_transcription(
    model=model,
    audio_path="path_to_audio.wav",
    output_path="path_to_output.txt",
    format="txt",
    verbose=True,
)
print(transcription.text)

Files

11 files · 976 MBWeights 971 MB (safetensors). Sizes and sha256 from the signed manifest.
Hide all 11 files with their sha256
FileSizesha256
.gitattributes1.52 KB11ad7efa24975ee4b0c3c3a38ed18737f0658a5f75a0a96787b576a78a023361
README.md1.07 KBabe78d7953e6c01a32581f5ded0c5fc32a97c8f24a246e4d29950348eb534c3b
chat_template.json1.16 KB75a8cfca24f00de72d796fbfed6858fc9614ef3dabd8696684cc3bc03a9c58ff
config.json6.94 KB9dacc5554afee13ac6e300bebb178295ab358d5e8ab500d937741208c961a3b5
generation_config.json115 B948d089b23bca1d214e768d59c4438365665f52ec6d33678f4062206b3fbbb8c
merges.txt1.67 MB8831e4f1a044471340f7c0a83d7bd71306a5b867e95fd870f74d0c5308a904d5
model.safetensors971 MB630bcfbaccf2635940bbe94ad5475fd60ee4f47259b62d36deff806d60bcf24c
model.safetensors.index.json79.1 KBe3203508255cbf41cb7be431947438316ec4af482bac9bdbd76736f97510d3ab
preprocessor_config.json330 B45e120a4eda2c20c5d7f2ea9354e63536bf35e27aa573fb7cdf78017b378770d
tokenizer_config.json12.7 KB3ab80063f8511deb9566e6ad438d17b7a6277fcffd52d92854112f19d36bd81c
vocab.json2.78 MBca10d7e9fb3ed18575dd1e277a2579c16d108e32f27439684afa0e10b1440910
VersionsEach time the pinned upstream commit or file list changed in this repo. Newest first.
Upstream commitDateContents
2f652af86a pinned now2026-11-15 03:34 UTC11 files · 976 MB

Use it

$ fw get mlx-community/Qwen3-ForcedAligner-0.6B-4bit
# manifest sha256 ca74ceeb3eee… · 976 MB · 11 files
$ fw verify ./Qwen3-ForcedAligner-0.6B-4bit mlx-community/Qwen3-ForcedAligner-0.6B-4bit
fw.pyChecks the signature and every sha256, tries each source in order, resumes.
$ python3 fw.py get https://freeweights.allternit.com/manifests/mlx-community/Qwen3-ForcedAligner-0.6B-4bit.json --dir ./Qwen3-ForcedAligner-0.6B-4bit $ python3 fw.py verify ./Qwen3-ForcedAligner-0.6B-4bit ./mlx-community__Qwen3-ForcedAligner-0.6B-4bit.json
hfThe Hugging Face CLI with one setting. Same repo id.
$ HF_ENDPOINT=https://freeweights.allternit.com hf download mlx-community/Qwen3-ForcedAligner-0.6B-4bit --revision 2f652af86ae0c73fe189b9429225c908ce4bf020 --local-dir ./Qwen3-ForcedAligner-0.6B-4bit
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
abe78d7953e6c01a32581f5ded0c5fc32a97c8f24a246e4d29950348eb534c3b
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: mlx-community <huggingface.co/mlx-community>Newsgroups: alt.freeweights.qwenSubject: Qwen3-ForcedAligner-0.6B-4bitDate: 2026-11-15Commit: 2f652afSigned: 2DC28CC7B26A283B ✓
Upstream
mlx-community/Qwen3-ForcedAligner-0.6B-4bit
Pinned commit
2f652af86ae0c73fe189b9429225c908ce4bf020
Manifest
Qwen3-ForcedAligner-0.6B-4bit.json · .minisig
Manifest sha256
ca74ceeb3eee9fdc8bff71e67feded6262e341da50a44f5819ba88b0aba6848b
Signature
minisign, Ed25519, key 2DC28CC7B26A283B
Created
2026-11-15 03:34 UTC
Generator
freeweights-manifest/0.1.0
Takedowns
None.

How to verify

$ curl -O https://freeweights.allternit.com/manifests/mlx-community/Qwen3-ForcedAligner-0.6B-4bit.json $ curl -O https://freeweights.allternit.com/manifests/mlx-community/Qwen3-ForcedAligner-0.6B-4bit.json.minisig $ minisign -Vm Qwen3-ForcedAligner-0.6B-4bit.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

No related models in this catalog.Nothing here lists this model as its parent, and it names no parent.
Get it
Download
$ HF_ENDPOINT=https://freeweights.allternit.com hf download mlx-community/Qwen3-ForcedAligner-0.6B-4bit
Open in Freeweights Studio

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

Signed manifest
minisign, key 2DC28CC7B26A283B. Qwen3-ForcedAligner-0.6B-4bit.json. Provenance. Takedown history: none.
Source
huggingface.co/mlx-community/Qwen3-ForcedAligner-0.6B-4bit

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