Saugat20021/sahayak-voice-models

Sahayak Voice Models

The full model bundle behind the Sahayak voice banking assistant: TTS, STT, and LLM, one folder each. tts/ and stt/ are original fine-tunes; llm/'s base weights are an unmodified third-party public model (only its Modelfile is original). All are included here so this repo is a complete, self-contained, reproducible bundle of everything the assistant runs. Attribution for each is below.

tts/ — original fine-tune

File	What it is
t3_nepali_checkpoint.pt	Fine-tuned T3 (text→speech-token) model, trained on Nepali
tokenizer_np.json	Nepali BPE+grapheme tokenizer for the fine-tuned T3 model

This is a Nepali fine-tune of the T3 stage of ResembleAI/chatterbox. You still need the base model's other components to use it — ve.safetensors (voice encoder), s3gen.safetensors (mel generator), conds.pt (default voice conditioning) — download those from the original ResembleAI repo; they are unmodified upstream weights and aren't re-hosted here.

stt/ — fine-tuned on the Hindi version

Based on ai4bharat/indic-conformer-600m-multilingual (ONNX conformer encoder + per-language CTC/RNNT decoder heads, 22 Indic languages including Nepali) — further fine-tuned here on the Hindi version of the model to adapt it for this assistant. All credit for the base architecture/weights belongs to the original AI4Bharat repo; the fine-tuning on top of it was done for this project.

llm/ — base weights are a mirror; the Modelfile is original

File	What it is
himalaya-gemma-toolcall.gguf	Same weights as himalaya-ai/himalaya-gemma-4-e2b-it-gguf — not modified/fine-tuned further here
Modelfile	An Ollama Modelfile adding a tool-calling prompt template (JSON function-call format) on top of the base model — this is the only original artifact in this folder

The underlying weights are unchanged from Himalaya AI Labs' public Gemma-based Nepali model. All credit and license terms belong to that original repo.

Summary of what's actually original here

tts/t3_nepali_checkpoint.pt + tts/tokenizer_np.json (Nepali TTS fine-tune), the stt/ model (fine-tuned from the Hindi version of IndicConformer), and llm/Modelfile were produced for this project. The llm/himalaya-gemma-toolcall.gguf weights are an unmodified copy of a third-party public model, included for a complete, reproducible bundle — not a claim of authorship over those weights.