alt.freeweights.qwen / Qwen3-ForcedAligner-0.6B-8bit
From: mlx-community <huggingface.co/mlx-community>Newsgroups: alt.freeweights.qwenSubject:

Qwen3-ForcedAligner-0.6B-8bit

Date: 2026-11-15Commit: 0e1a68eSigned: 2DC28CC7B26A283B ✓

Model with 918M parameters. Safetensors weights, 1.28 GB in all. Published by mlx-community under Apache-2.0.

918M params1.28GBQwen3-ForcedAligner-0.6B-8bitsafetensorspermissive
FactsParams918MSize1.28 GBFormatssafetensorsTasknot taggedLicenseApache-2.0From sourcepermissive
$ fw get mlx-community/Qwen3-ForcedAligner-0.6B-8bit
# manifest sha256 4ce2ca54ee51… · 1.28 GB · 11 files
$ fw verify ./Qwen3-ForcedAligner-0.6B-8bit mlx-community/Qwen3-ForcedAligner-0.6B-8bit
From sourceHosted (signed)mlx-community/Qwen3-ForcedAligner-0.6B-8bitLast check: 2026-11-15 02:50 UTC

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

Works with

Runs with

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

Overview

Size
1.28 GB
Weights
1.27 GB (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 02:50 UTCpassed

Model card

From the publisher at commit 0e1a68e. Shown as plain text with links; images open at the publisher.

mlx-community/Qwen3-ForcedAligner-0.6B-8bit#

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-8bit --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-8bit")
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 · 1.28 GBWeights 1.27 GB (safetensors). Sizes and sha256 from the signed manifest.
Hide all 11 files with their sha256
FileSizesha256
.gitattributes1.52 KB11ad7efa24975ee4b0c3c3a38ed18737f0658a5f75a0a96787b576a78a023361
README.md1.07 KB28c8a32f6bb223a4082f6bc38062890abbc1c702b13957388e52465dfdc06a56
chat_template.json1.16 KB75a8cfca24f00de72d796fbfed6858fc9614ef3dabd8696684cc3bc03a9c58ff
config.json6.94 KB8dc126e1a4ac001acb02f3a9ca6277c8a20a25485fde293bc99eeab3aedc604d
generation_config.json115 B948d089b23bca1d214e768d59c4438365665f52ec6d33678f4062206b3fbbb8c
merges.txt1.67 MB8831e4f1a044471340f7c0a83d7bd71306a5b867e95fd870f74d0c5308a904d5
model.safetensors1.27 GBbe19ef8ac4326d032e7673342930b14c2df30bd68c1632493b0f563e30829f91
model.safetensors.index.json79.1 KB766eb50873855eeb4d95ab92def358cfd173bfc8c7aabd8635ababa1edf6db79
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
0e1a68e91d pinned now2026-11-15 02:50 UTC11 files · 1.28 GB

Use it

$ fw get mlx-community/Qwen3-ForcedAligner-0.6B-8bit
# manifest sha256 4ce2ca54ee51… · 1.28 GB · 11 files
$ fw verify ./Qwen3-ForcedAligner-0.6B-8bit mlx-community/Qwen3-ForcedAligner-0.6B-8bit
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-8bit.json --dir ./Qwen3-ForcedAligner-0.6B-8bit $ python3 fw.py verify ./Qwen3-ForcedAligner-0.6B-8bit ./mlx-community__Qwen3-ForcedAligner-0.6B-8bit.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-8bit --revision 0e1a68e91d815300c7c9754b2a7639378b23db15 --local-dir ./Qwen3-ForcedAligner-0.6B-8bit

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
28c8a32f6bb223a4082f6bc38062890abbc1c702b13957388e52465dfdc06a56
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-8bitDate: 2026-11-15Commit: 0e1a68eSigned: 2DC28CC7B26A283B ✓
Upstream
mlx-community/Qwen3-ForcedAligner-0.6B-8bit
Pinned commit
0e1a68e91d815300c7c9754b2a7639378b23db15
Manifest
Qwen3-ForcedAligner-0.6B-8bit.json · .minisig
Manifest sha256
4ce2ca54ee513598f85999acea2fb6dcbe56a1c65dd2cc72b012b63ae403d3a3
Signature
minisign, Ed25519, key 2DC28CC7B26A283B
Created
2026-11-15 02:50 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-8bit.json $ curl -O https://freeweights.allternit.com/manifests/mlx-community/Qwen3-ForcedAligner-0.6B-8bit.json.minisig $ minisign -Vm Qwen3-ForcedAligner-0.6B-8bit.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-8bit
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-8bit.json. Provenance. Takedown history: none.
From: BAAI <huggingface.co/BAAI>Subject: Aquila-VL-2B-llava-qwen
From: Perciqa <huggingface.co/Perciqa>Subject: Aurora-Code-1
From: BAAI <huggingface.co/BAAI>Subject: bge-reasoner-embed-qwen3-8b-0923
From: amazon <huggingface.co/amazon>Subject: BMOJOF-primed-HQwen3-8B-Instruct
From: nbeerbower <huggingface.co/nbeerbower>Subject: Bubba-Qwen3.6-27B-LoRA
From: bartowski <huggingface.co/bartowski>Subject: bytkim_Qwen3.8-27B-pi-GGUF