alt.freeweights.text / timbre-whisper
From: laion <huggingface.co/laion>Newsgroups: alt.freeweights.textSubject:

timbre-whisper

Date: 2026-11-15Commit: 0eba2efSigned: 2DC28CC7B26A283B ✓

Automatic speech recognition model with 242M parameters. Safetensors weights, 2.89 GB in all. Published by laion under CC-BY-4.0.

242M params2.89GBtimbre-whispersafetensorspermissive
FactsParams242MSize2.89 GBFormatssafetensorsTaskautomatic speech recognitionLicenseCC-BY-4.0From sourcepermissive
$ fw get laion/timbre-whisper
# manifest sha256 78b4c9f2975b… · 2.89 GB · 18 files
$ fw verify ./timbre-whisper laion/timbre-whisper
From sourceHosted (signed)laion/timbre-whisperLast check: 2026-11-15 03:54 UTC

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

Works with

Overview

Size
2.89 GB
Weights
967 MB (safetensors)
Parameters
242M
Formats
safetensors
Task
automatic speech recognition
License
CC-BY-4.0 (permissive)
Files
18, each with a sha256
Publisher
laion
Added
2026-11-15
Section
alt.freeweights.text
Lineage

Original release from the publisher.

Where these bytes come from
Publisher at the pinned commit→You

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From sourcehuggingface.co2026-11-15 03:54 UTCpassed

Model card

From the publisher at commit 0eba2ef. Shown as plain text with links; images open at the publisher.

Timbre-Whisper#

Timbre-Whisper is a Whisper-based model fine-tuned for vocal timbre tagging and natural-language voice description. It builds directly on BUD-E Whisper V1.1, extending its emotional speech captioning capabilities toward detailed perceptual descriptions of voice quality.

The model generates:

  1. Structured timbre tags describing vocal characteristics (e.g. pitch range, brightness, breathiness, roughness, resonance, vocal weight, wear, stability).
  2. Short natural-language summaries that contextualize these tags in fluent English.

Architecturally, Timbre-Whisper remains a fine-tuned variant of OpenAI Whisper (Small), retaining robust speech-to-text performance while shifting the output space toward expressive timbre-focused captioning.

Intended Use#

  • Voice and timbre analysis
  • Voice acting and casting datasets
  • Expressive speech research
  • Timbre-aware annotation and retrieval pipelines

Examples#

Example 1


female_soprano, slightly_harsh, bright_shiny, mild_breathy, slight_nasal_touch, slightly_tense, slight_roughness, head_mixed, slightly_thin, mild_wear, mostly_natural, slight_wobble,
Remarkable female voice, likely a young adult, with a high-pitched, bright, and shiny timbre. The voice exhibits slight harshness, mild breathiness, and a touch of nasality, with a slightly tense production. There is slight roughness and a head-mixed resonance, contributing to a slightly thin vocal weight. The vocal health shows mild wear, and while mostly natural, there is a slight wobble in stability.

Example 2


male_baritone, slightly_harsh, moderately_bright_clear, slightly_breathy, slight_nasal_touch, tense_pressed, slight_roughness, chest_mixed, moderately_heavy, noticeable_wear, perfectly_natural, slight_wobble,
Harsh middle-aged adult male voice with medium-pitched delivery, exhibiting slight breathiness and a touch of nasality. The voice is slightly harsh and tense, with a hint of roughness. The resonance is chest-mixed, and the vocal weight is moderately heavy. There is noticeable wear, but the voice sounds perfectly natural with a slight wobble.

License#

CC-BY-4.0 Please give attribution to Christopher Schumann & Maurice Kraus.

Base Model#

https://huggingface.co/laion/BUD-E-Whisper_V1.1

Fine-tuned Model#

https://huggingface.co/laion/timbre-whisper

Files

18 files · 2.89 GBWeights 967 MB (safetensors). Sizes and sha256 from the signed manifest.
Hide all 18 files with their sha256
FileSizesha256
.gitattributes1.52 KB11ad7efa24975ee4b0c3c3a38ed18737f0658a5f75a0a96787b576a78a023361
README.md2.46 KB67aa4b06e5685db46b5ef51c7429372c867c4e6a8be05b8e34f84166b9f1e2f4
config.json1.23 KB71c6a4996318496e1aa5f41136c7226c981296d9478e1ba370e7fd676c676835
generation_config.json2.91 KB515f6b58bfe4b9ac69425ce8491c49762de8e8d217f10cf4b055bc2b596da429
model.safetensors967 MB7633d10378c0bb3b260e96e9e13a40b9997ee1f0d06e8f03230317c8ab551590
optimizer.pt1.93 GB5700d8465568e9a852f66e50ecab06932c5923a8fcd4d1ee360a669a760fef48
rng_state_0.pth16.4 KB17ba97fcb3815f69659bb6ac07b1acc7968c5835f2fe1cea7363fb72e9850f80
rng_state_1.pth16.4 KBe3f6d045126360b891df469adca6305c29d26ed9e8b0aa72b74c5819b4a90109
rng_state_2.pth16.4 KB5ed1ca54fad1798c22213db1c237ebf199f7b6ab10af718f63a334dbcc5a90ed
rng_state_3.pth16.4 KBfd526fc14c7608fc5531881f0a78797a7732a1392a746a03c56a108a701cbb78
rng_state_4.pth16.4 KB7d663b0783ce7b507df12ac93fb741ed6f105addadaa88548f9d682a3335baa9
rng_state_5.pth16.4 KBf737a86fbf2c9b72164972f10446e17b6a8a6db781dee0ef3dd334eccb30ea11
rng_state_6.pth16.4 KB62aea81aaa941d4b7a9d99872d6374a02fd7581d6cd6c80f87aeda1f1c418d35
rng_state_7.pth16.4 KBce91c892ee62881fb170078efed2d2eeb7b87f52f7b5f021501eab06af871063
scaler.pt1.38 KB113c7bbe370820f178f23081c27735f6e8c42e110e9f874743f16507b90f42a2
scheduler.pt1.47 KBbf52c3e4ac9ef314a3d0bacf7caffd5ef949ef87457b2f59aedf9b863b062a12
trainer_state.json56.6 KB1466c6d71d133cc2d2d4905cafe3c9e8d35fe18ac29fb30746d3c05da0be32d5
training_args.bin5.91 KB6ae07a876f0fdc0807eb7395aa5856ebaebe84602a6e5cb3a427ef15a4dfe693
VersionsEach time the pinned upstream commit or file list changed in this repo. Newest first.
Upstream commitDateContents
0eba2ef9f7 pinned now2026-11-15 03:54 UTC18 files · 2.89 GB

Use it

$ fw get laion/timbre-whisper
# manifest sha256 78b4c9f2975b… · 2.89 GB · 18 files
$ fw verify ./timbre-whisper laion/timbre-whisper
fw.pyChecks the signature and every sha256, tries each source in order, resumes.
$ python3 fw.py get https://freeweights.allternit.com/manifests/laion/timbre-whisper.json --dir ./timbre-whisper $ python3 fw.py verify ./timbre-whisper ./laion__timbre-whisper.json
hfThe Hugging Face CLI with one setting. Same repo id.
$ HF_ENDPOINT=https://freeweights.allternit.com hf download laion/timbre-whisper --revision 0eba2ef9f74ef8a37a31774dbf9fbbd40568e6fe --local-dir ./timbre-whisper
transformersSpeech recognition with the transformers pipeline.
import os os.environ["HF_ENDPOINT"] = "https://freeweights.allternit.com" from transformers import pipeline asr = pipeline("automatic-speech-recognition", model="laion/timbre-whisper", revision="0eba2ef9f74ef8a37a31774dbf9fbbd40568e6fe") print(asr("audio.wav")["text"])

License

Name
Creative Commons Attribution 4.0
Id
CC-BY-4.0
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
67aa4b06e5685db46b5ef51c7429372c867c4e6a8be05b8e34f84166b9f1e2f4
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: laion <huggingface.co/laion>Newsgroups: alt.freeweights.textSubject: timbre-whisperDate: 2026-11-15Commit: 0eba2efSigned: 2DC28CC7B26A283B ✓
Upstream
laion/timbre-whisper
Pinned commit
0eba2ef9f74ef8a37a31774dbf9fbbd40568e6fe
Manifest
timbre-whisper.json · .minisig
Manifest sha256
78b4c9f2975bfc326f8e5e03894c757397859c2a2d87bfcd8371fc7e0eb976b8
Signature
minisign, Ed25519, key 2DC28CC7B26A283B
Created
2026-11-15 03:54 UTC
Generator
freeweights-manifest/0.1.0
Takedowns
None.

How to verify

$ curl -O https://freeweights.allternit.com/manifests/laion/timbre-whisper.json $ curl -O https://freeweights.allternit.com/manifests/laion/timbre-whisper.json.minisig $ minisign -Vm timbre-whisper.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 laion/timbre-whisper
Open in Freeweights Studio

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

Signed manifest
minisign, key 2DC28CC7B26A283B. timbre-whisper.json. Provenance. Takedown history: none.
From: laion <huggingface.co/laion>Subject: a2-rl-e2egit_large-50-32B
From: laion <huggingface.co/laion>Subject: a3-rl-DCAgent_exp_rpt_e2egit-large-15-8B
From: laion <huggingface.co/laion>Subject: a3-rl-DCAgent_exp_rpt_e2egit-v2-10-8B
From: laion <huggingface.co/laion>Subject: a3-rl-DCAgent_exp_rpt_pymethods2test-large-80-8B
From: laion <huggingface.co/laion>Subject: a3-rl-DCAgent_exp_rpt_unitsyn-python-large-10-8B
From: laion <huggingface.co/laion>Subject: a3-rl-DCAgent_mix_h2_language_proportional-65-8B