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Resonance

A from-scratch neural text-to-speech engine (SNAC 24 kHz codec), trained in the Anima project ( The published resonance.safetensors holds the trained tensors; the architecture loads them via the project's private engine.

Sourcehuggingface.co/FatStinkyPanda/resonance/tree/b69a84926a75a1fdf81adb9009eb4c38af5de8aa
KindText modelBase modelAnimaVersionresonancePublisher@FatStinkyPandaCgrade

Model source

Kind
Text model
File size
1.15 GB
Base model
Anima
Version
vresonance
Updated
Oct 3, 2026
Publisher
@FatStinkyPanda
Downloads
8
Tasks
Audio
Source
Hugging Face

Source description

FatStinkyPanda · Resonance — step 38,000

A from-scratch neural text-to-speech engine (SNAC 24 kHz codec), trained in the Anima project (https://github.com/FatStinkyPanda/Anima). The published resonance.safetensors holds the trained tensors; the architecture loads them via the project's private engine.

Proprietary architecture. The architecture and training innovations are NOT public. This repo hosts the trained weights + tokenizer only; the config + modeling code stay private. Benchmarks run on neutral free compute and are published openly so the numbers are verifiable without exposing how the model works.

Latest held-out benchmarks (neutral compute)

  • behavior: 1.0
  • layer_health: 1.0
  • stability: 1.0
  • coarse_accuracy: 0.0618
  • overall: 0.6506
  • tf_coarse_accuracy: 0.0618
  • tf_loss: 22.0305
  • tf_loss_coarse: 8.1523

Created & released by FatStinkyPanda. For access or collaboration, contact the creator.

Sources

1 source
Hugging FacePrimaryVersion b69a84926a75a1fdf81adb9009eb4c38af5de8aa
huggingface.co/FatStinkyPanda/resonance/tree/b69a84926a75a1fdf81adb9009eb4c38af5de8aa

Verified Oct 3

Model artifacts

1 artifact

resonance.safetensors

safetensors · 1.15 GB · SHA-256 f4f27c4c4a9e…f70e · Hugging Face

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Source excerpts

3 excerpts
ReadmeJul 11huggingface.co/FatStinkyPanda/resonance

--- license: other tags: [resonance, anima, tts, speech, from-scratch] --- # FatStinkyPanda · Resonance — step 38,000 A from-scratch **neural text-to-speech** engine (SNAC 24 kHz codec), trained in the **Anima** project (https://github.com/FatStinkyPanda/Anima). The published `resonance.safetensors` holds the trained tensors; the architecture loads them via the project's private engine. > **Proprietary architecture.** The architecture and training innovations are NOT public. This repo hosts the trained **weights + tokenizer only**; the config + modeling code stay private. Benchmarks run on **neutral free compute** and are published openly so the numbers are verifiable without exposing how the model works. ## Latest held-out benchmarks (neutral compute) - **behavior**: 1.0 - **layer_health**: 1.0 - **stability**: 1.0 - **coarse_accuracy**: 0.0618 - **overall**: 0.6506 - **tf_coarse_accuracy**: 0.0618 - **tf_loss**: 22.0305 - **tf_loss_coarse**: 8.1523 Created & released by **FatStinkyPanda**. For access or collaboration, contact the creator.

NoteJul 17huggingface.co/FatStinkyPanda/resonance

Source context: 267 downloads · 0 likes · Repo FatStinkyPanda/resonance

NoteJul 11huggingface.co/FatStinkyPanda/resonance

Source context: 263 downloads · 0 likes · Repo FatStinkyPanda/resonance