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alt.freeweights.speech / Ming-3.0-tts-tiny-4bit
From: mlx-community <huggingface.co/mlx-community>Newsgroups: alt.freeweights.speechSubject:

Ming-3.0-tts-tiny-4bit

Date: 2026-11-15Commit: 6010a12Signed: 2DC28CC7B26A283B ✓

Text to speech model with 9B parameters. Safetensors weights, 6.66 GB in all. Published by mlx-community under MIT.

9B params6.66GBMing-3.0-tts-tiny-4bitsafetensorspermissive
FactsParams9BSize6.66 GBFormatssafetensorsTasktext to speechLicenseMITFrom sourcepermissive
$ fw get mlx-community/Ming-3.0-tts-tiny-4bit
# manifest sha256 9be6e21b35d3… · 6.66 GB · 12 files
$ fw verify ./Ming-3.0-tts-tiny-4bit mlx-community/Ming-3.0-tts-tiny-4bit
From sourceHosted (signed)mlx-community/Ming-3.0-tts-tiny-4bitLast check: 2026-11-15 05:17 UTC
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Get help: custom fine-tune or private deploy. We review your setup before we quote.

Quantized of Ming-3.0-tts-tiny.

Works with

Run16Fine-tune7Convert8Scan2
OverviewModel cardFilesUse itLicenseProvenanceModel tree

Overview

Size
6.66 GB
Weights
6.65 GB (safetensors)
Parameters
9B
Formats
safetensors
Task
text to speech
License
MIT (permissive)
Files
12, each with a sha256
Publisher
mlx-community
Added
2026-11-15
Section
alt.freeweights.speech
Lineage

Original release from the publisher.

Base model: inclusionAI/Ming-3.0-tts-tiny

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 05:17 UTCpassed

Model card

From the publisher at commit 6010a12. Shown as plain text with links; images open at the publisher.

Ming-3.0 TTS Tiny for MLX#

Converted from inclusionAI/Ming-3.0-tts-tiny.

44.1 kHz speech with built-in voices, voice cloning and style controls. Only the language backbone is quantized; acoustic modules and MoE routers retain floating-point precision. CAMPPlus speaker extraction runs natively in MLX using the bundled speaker_encoder/campplus.safetensors. No ONNX packages are required. A 192-value spk_emb may also be supplied.

from mlx_audio.tts import load
model = load('dev/ming3/converted/Ming-3.0-tts-tiny-4bit', strict=True)
result = next(model.generate("Hello from MLX Audio!", voice="US_James"))
from mlx_audio.audio_io import write
write("output.wav", result.audio, result.sample_rate)

Offline inference on Apple Silicon using native MLX code. The tokenizer is loaded without executing remote code.

Files

12 files · 6.66 GBWeights 6.65 GB (safetensors). Sizes and sha256 from the signed manifest.
Hide all 12 files with their sha256
FileSizesha256
.gitattributes1.57 KB34448b82c17d60fec9b65b1f093c115ddbaadc04beb1b0140b6bfed2e012a930
README.md997 B1d4387316c3534499f0edb873d4610359bd88e9e6e150ea099a137e086624aa5
chat_template.jinja5.98 KBe09aa078bed51073b54103ff6476f47f3b68783e593aaf6e36a61bf0d1f5b90a
config.json7.19 KB7d94bd795917d02f3e9af0fdc5788ee6298dda9687fe407b098bd49eebed9281
generation_config.json133 Bfdede64f07be6d6b1c5d2547fa3101cc8bdc033291efcd38c13784fb0e0611e1
model-00001-of-00002.safetensors5.37 GBb79418b052ca2418d35e24561fa5dee25c0fc4a5c3c26a457df286d45e4c81d7
model-00002-of-00002.safetensors1.26 GB4de049344bcdf1f785238a7de6904f0a05b5db5a4173d4291f7c73c5cb686533
model.safetensors.index.json206 KB2f35cc1f26aca6428b41086c3f05d2ef229fbfd5da2ea29bddabc6ff5f16d4db
speaker_encoder/campplus.safetensors27.7 MB373f95ba31457cb1c54a94ce350b000c977d24aa9273c4b535e8a2dcadeaf31e
special_tokens_map.json722 B97cb54787ce5ed537fe2b0211768bfce371defabe8241d39459493de9f23b1fc
tokenizer.json12.2 MB7e831c9b79b2cc4af0d3c7c7878a073371a5cbbaf1f4cb33f6fbce20417722f2
tokenizer_config.json60.1 KB23b25d6e0fa85152cb3f3136a29e3d7787ecff7d3e6b224beabda9a4d10e4b31
VersionsEach time the pinned upstream commit or file list changed in this repo. Newest first.
Upstream commitDateContents
6010a1204b pinned now2026-11-15 05:17 UTC12 files · 6.66 GB

Use it

$ fw get mlx-community/Ming-3.0-tts-tiny-4bit
# manifest sha256 9be6e21b35d3… · 6.66 GB · 12 files
$ fw verify ./Ming-3.0-tts-tiny-4bit mlx-community/Ming-3.0-tts-tiny-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/Ming-3.0-tts-tiny-4bit.json --dir ./Ming-3.0-tts-tiny-4bit $ python3 fw.py verify ./Ming-3.0-tts-tiny-4bit ./mlx-community__Ming-3.0-tts-tiny-4bit.json
hfThe Hugging Face CLI with one setting. Same repo id.
$ HF_ENDPOINT=https://freeweights.allternit.com hf download mlx-community/Ming-3.0-tts-tiny-4bit --revision 6010a1204b1a07da4a310b923975b673117eeae9 --local-dir ./Ming-3.0-tts-tiny-4bit
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
1d4387316c3534499f0edb873d4610359bd88e9e6e150ea099a137e086624aa5
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.speechSubject: Ming-3.0-tts-tiny-4bitDate: 2026-11-15Commit: 6010a12Signed: 2DC28CC7B26A283B ✓
Upstream
mlx-community/Ming-3.0-tts-tiny-4bit
Pinned commit
6010a1204b1a07da4a310b923975b673117eeae9
Manifest
Ming-3.0-tts-tiny-4bit.json · .minisig
Manifest sha256
9be6e21b35d34950395e88610e99f830e2bf942c570cb0af82579b76e667091a
Signature
minisign, Ed25519, key 2DC28CC7B26A283B
Created
2026-11-15 05:17 UTC
Generator
freeweights-manifest/0.1.0
Takedowns
None.

How to verify

$ curl -O https://freeweights.allternit.com/manifests/mlx-community/Ming-3.0-tts-tiny-4bit.json $ curl -O https://freeweights.allternit.com/manifests/mlx-community/Ming-3.0-tts-tiny-4bit.json.minisig $ minisign -Vm Ming-3.0-tts-tiny-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

Parent

inclusionAI/Ming-3.0-tts-tiny · 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 mlx-community/Ming-3.0-tts-tiny-4bit
Open in Freeweights Studio

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

Signed manifest
minisign, key 2DC28CC7B26A283B. Ming-3.0-tts-tiny-4bit.json. Provenance. Takedown history: none.
Source
huggingface.co/mlx-community/Ming-3.0-tts-tiny-4bit

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