alt.freeweights.speech / Ming-3.0-tts-tiny-8bit
From: mlx-community <huggingface.co/mlx-community>Newsgroups: alt.freeweights.speechSubject:

Ming-3.0-tts-tiny-8bit

Date: 2026-11-15Commit: 6756d44Signed: 2DC28CC7B26A283B ✓

Text to speech model with 9B parameters. Safetensors weights, 10.6 GB in all. Published by mlx-community under MIT.

9B params10.6GBMing-3.0-tts-tiny-8bitsafetensorspermissive
FactsParams9BSize10.6 GBFormatssafetensorsTasktext to speechLicenseMITFrom sourcepermissive
$ fw get mlx-community/Ming-3.0-tts-tiny-8bit
# manifest sha256 0f66a0262aba… · 10.6 GB · 19 files
$ fw verify ./Ming-3.0-tts-tiny-8bit mlx-community/Ming-3.0-tts-tiny-8bit
From sourceHosted (signed)mlx-community/Ming-3.0-tts-tiny-8bitLast check: 2026-11-15 05:15 UTC

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

Quantized of Ming-3.0-tts-tiny.

Works with

Overview

Size
10.6 GB
Weights
10.6 GB (safetensors)
Parameters
9B
Formats
safetensors
Task
text to speech
License
MIT (permissive)
Files
19, 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 05:15 UTCpassed

Model card

From the publisher at commit 6756d44. 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. Its weights retain FP32 precision. No ONNX packages are required. A 192-value spk_emb may also be supplied.

from mlx_audio.tts import load
model = load('mlx-community/Ming-3.0-tts-tiny-8bit', 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.

Source checkpoint revision: 154395db3ec31ab6f055035b2f41da2cd6f95f80.

Quantized from the BF16 MLX export using 8-bit affine quantization, group size 64. The model-specific quantization policy preserves acoustic modules and MoE routers in floating-point precision. The native CAMPPlus speaker encoder and its Apache-2.0 license are bundled; speaker weights retain FP32 precision. All necessary weights and tokenizers are included. No separate model downloads or ONNX packages are required. Use an MLX Audio version with Ming Tiny support.

The example repository name above may be replaced with the local export directory or your uploaded repository ID.

Validation: strictly reloaded from a relocated directory with an empty Hugging Face cache, network access blocked and ONNX packages absent. See validation.json for the tested tasks and weight inventory. SHA256SUMS covers all package files.

Files

19 files · 10.6 GBWeights 10.6 GB (safetensors). Sizes and sha256 from the signed manifest.
Hide all 19 files with their sha256
FileSizesha256
.DS_Store6.15 KBf3d49f8cc5fa17200dc08ee440e699d808f919b788bccbb81ca11427b6099634
.gitattributes101 Ba0e948ca693c63e0b5139f66bd709003cbcf8bc764acb1ee687a552885c8fe2c
LICENSE1.07 KB2872f1918dfc04fdeb7f5d66d8d1b773594c9375e7c8f7bda39780bb97ad4fba
README.md1.97 KBe152590d5a1a095a4fee3935918d02436000c823588407ab9c44f9f1888e3861
SHA256SUMS1.56 KB1fbef98b3aa1e2c6fdf585a04adba2e47d8bfe0c2b5320caa1ff6e441026355c
chat_template.jinja5.98 KBe09aa078bed51073b54103ff6476f47f3b68783e593aaf6e36a61bf0d1f5b90a
config.json7.05 KB17895443c2adf75988a6a3184cf4eb9080251e220a4a8fff7bf4d29d597233a2
conversion.json673 B48d4f50aae852736e95fcf41e235b11ccf5ef17bc78db241e1421c1480ae86b6
generation_config.json133 Bfdede64f07be6d6b1c5d2547fa3101cc8bdc033291efcd38c13784fb0e0611e1
model-00001-of-00002.safetensors5.30 GB8a07bd164d289180b7ef6333b7dda2c5b929a8778263fe69954bc593e2e2bcaf
model-00002-of-00002.safetensors5.27 GBf12d1499fb8a43d49dbf7549adf811015b52c6da917c8741733bf4437597f48c
model.safetensors.index.json206 KBa739023785309466efb8209b2595c7360abcd19a33118ca28978f27c38005179
speaker_encoder/LICENSE11.4 KBc71d239df91726fc519c6eb72d318ec65820627232b2f796219e87dcf35d0ab4
speaker_encoder/NOTICE236 Bf52a710ac47f2ecf1e823ec2247738c2cffc3199a84425d86f1e3729797683aa
speaker_encoder/campplus.safetensors27.7 MB373f95ba31457cb1c54a94ce350b000c977d24aa9273c4b535e8a2dcadeaf31e
special_tokens_map.json722 B97cb54787ce5ed537fe2b0211768bfce371defabe8241d39459493de9f23b1fc
tokenizer.json12.2 MB7e831c9b79b2cc4af0d3c7c7878a073371a5cbbaf1f4cb33f6fbce20417722f2
tokenizer_config.json60.1 KB23b25d6e0fa85152cb3f3136a29e3d7787ecff7d3e6b224beabda9a4d10e4b31
validation.json1.28 KB373842f5bcc6bfb76c5fdceee8124cfeb702c5140ca309ea50c4b2a1b2755878
VersionsEach time the pinned upstream commit or file list changed in this repo. Newest first.
Upstream commitDateContents
6756d449f6 pinned now2026-11-15 05:15 UTC19 files · 10.6 GB

Use it

$ fw get mlx-community/Ming-3.0-tts-tiny-8bit
# manifest sha256 0f66a0262aba… · 10.6 GB · 19 files
$ fw verify ./Ming-3.0-tts-tiny-8bit mlx-community/Ming-3.0-tts-tiny-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/Ming-3.0-tts-tiny-8bit.json --dir ./Ming-3.0-tts-tiny-8bit $ python3 fw.py verify ./Ming-3.0-tts-tiny-8bit ./mlx-community__Ming-3.0-tts-tiny-8bit.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-8bit --revision 6756d449f6aaba26a29a025e46b26d1d5a025140 --local-dir ./Ming-3.0-tts-tiny-8bit

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
LICENSE
Text sha256
2872f1918dfc04fdeb7f5d66d8d1b773594c9375e7c8f7bda39780bb97ad4fba
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-8bitDate: 2026-11-15Commit: 6756d44Signed: 2DC28CC7B26A283B ✓
Upstream
mlx-community/Ming-3.0-tts-tiny-8bit
Pinned commit
6756d449f6aaba26a29a025e46b26d1d5a025140
Manifest
Ming-3.0-tts-tiny-8bit.json · .minisig
Manifest sha256
0f66a0262aba81ff10ce9d3c1c061f7df64a4b17416169a8beff7a5441847a7b
Signature
minisign, Ed25519, key 2DC28CC7B26A283B
Created
2026-11-15 05:15 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-8bit.json $ curl -O https://freeweights.allternit.com/manifests/mlx-community/Ming-3.0-tts-tiny-8bit.json.minisig $ minisign -Vm Ming-3.0-tts-tiny-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

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-8bit
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-8bit.json. Provenance. Takedown history: none.
From: MIT <huggingface.co/MIT>Subject: ast-finetuned-audioset-10-10-0.4593
From: onnx-community <huggingface.co/onnx-community>Subject: ast-finetuned-audioset-10-10-0.4593-ONNX
From: Edge0 <huggingface.co/Edge0>Subject: Audio8-TTS-Preview-0.6b
From: Edge0 <huggingface.co/Edge0>Subject: Audio8-TTS-Realistic-Air
From: facebook <huggingface.co/facebook>Subject: audiobox-aesthetics
From: mlx-community <huggingface.co/mlx-community>Subject: chatterbox-4bit