TTS Backends

protoVoice has three pluggable backends — fish (sidecar w/ cloning), kokoro (in-process, low-latency), and openai (any compat endpoint: LocalAI / OpenRouter / OpenAI itself). They all subclass the same Pipecat TTSService base — the pipeline is identical; only the backend swaps.

Fish Audio S2-Pro

Our default. 4.4 B parameters, 44.1 kHz output, 80+ languages, voice cloning, prosody control tags.

Deployment

Runs as the fish-speech sidecar container. Build context is ../fish-speech (a checkout with .venv + checkpoints/s2-pro/).

Launch flags (mandatory for Blackwell)

.venv/bin/python -m tools.api_server \
  --listen 0.0.0.0:8092 \
  --llama-checkpoint-path checkpoints/s2-pro \
  --decoder-checkpoint-path checkpoints/s2-pro/codec.pth \
  --decoder-config-name modded_dac_vq \
  --half --compile

--half and --compile take RTF from ~3.0 to ~0.40 on RTX PRO 6000 Blackwell. First call after start triggers a ~2-minute torch.compile codegen; subsequent calls are steady-state fast.

Streaming quirks

• POST /v1/tts with streaming=true, format=wav returns raw int16 LE PCM — not actual WAV with a header, despite the format field. Our client treats the stream as bare PCM at 44.1 kHz mono.
• Chunk sizes land on arbitrary byte boundaries. Our client carries a 1-byte odd-chunk buffer so TTSAudioRawFrame.audio is always int16-aligned (soxr rejects otherwise).
• POST /v1/references/{add,list,delete} return MsgPack by default. Send Accept: application/json to get JSON.

Voice cloning

See Clone a Voice.

Env

Variable	Default	Purpose
FISH_URL	http://fish-speech:8092	Sidecar endpoint
FISH_REFERENCE_ID	—	Saved voice reference to use
FISH_SAMPLE_RATE	44100	Native output SR
FISH_TIMEOUT	180	Per-call timeout (covers cold compile)

Kokoro 82M

Local, low-latency fallback. 82 M parameters, 24 kHz output, 54 preset voices, no cloning.

Deployment

Runs in-process inside the protovoice container via the kokoro PyPI package. Uses the PyTorch runtime — not the kokoro-onnx one Pipecat's bundled [kokoro] extra uses.

Latency

~50 ms/chunk steady-state. Cold-start ~2 s (loads fast).

Env

Variable	Default	Purpose
KOKORO_VOICE	af_heart	Preset voice id
KOKORO_LANG	a	Language — a American, b British, j Japanese, etc.

Available voices

See the Kokoro HF card. Quick reference:

• American English: af_heart af_bella af_nicole af_sarah af_alloy af_aoede af_jessica af_kore af_nova af_river af_sky am_adam am_michael am_echo am_eric am_liam am_onyx
• British English: bf_emma bf_isabella bf_alice bf_lily bm_george bm_lewis bm_daniel bm_fable

Note that prefixes mean: af = American female, am = American male, bf / bm = British female / male.

OpenAI-compatible

Hits any POST /v1/audio/speech endpoint — OpenAI, LocalAI, OpenRouter, vllm-omni, etc.

Env

Variable	Default	Purpose
TTS_OPENAI_URL	https://api.openai.com/v1	Base URL
TTS_OPENAI_MODEL	tts-1	Model id
TTS_OPENAI_VOICE	alloy	Voice id
TTS_OPENAI_API_KEY	not-needed	Bearer for auth
TTS_OPENAI_SAMPLE_RATE	24000	Output SR claim

Latency

Network-dependent. Local LAN endpoint: ~200-400 ms TTFA. Cloud (OpenAI): ~400-800 ms TTFA for tts-1, more for tts-1-hd.

Choosing between them

	Fish	Kokoro	OpenAI-compat
Latency	400-800 ms TTFA	~50 ms/chunk	network-dependent
Quality	Excellent, natural	Good, slightly robotic	depends on model behind
Cloning	✓	✗	✗
Prosody tags	✓ (15 k+)	✗	depends on model
VRAM (this host)	~22 GB on a separate GPU	~2 GB in-process	0 (remote)
Cold compile	~2 min	~2 s	n/a
Extra container	Yes (sidecar)	No	No