diff --git a/SETUP.md b/SETUP.md index 5211d13..e6a3992 100644 --- a/SETUP.md +++ b/SETUP.md @@ -40,6 +40,11 @@ Create `.env` in the project root: ```bash cat > .env << 'EOF' GROQ_API_KEY=your_groq_key_here +# Required for the realtime demo (constella-realtime); not used by the legacy +# push-to-talk demo (constella-demo) or the eval harness. +CARTESIA_API_KEY=your_cartesia_key_here +# Optional: override the default Cartesia voice (UUID from play.cartesia.ai/voices) +# CARTESIA_VOICE_ID= ANTHROPIC_API_KEY=optional_for_llm_judge_eval HF_HOME=/Users/hgz/.cache/huggingface EOF diff --git a/constella/demo/realtime.py b/constella/demo/realtime.py new file mode 100644 index 0000000..5b2c339 --- /dev/null +++ b/constella/demo/realtime.py @@ -0,0 +1,311 @@ +"""Realtime voice demo — auto-commit on silence via fastrtc + Cartesia. + +Per-turn pipeline: + mic → fastrtc VAD → Groq Whisper → run_turn() → Cartesia streaming TTS → speaker + +UI is a Gradio Blocks layout: mic + text input + examples on the left, Ana's +reply + running transcript on the right, specialist verdict JSON at the bottom. + +Usage: + constella-realtime # localhost:7860 + constella-realtime --port 8080 +""" +from __future__ import annotations + +import argparse +import json +import logging +import os +from pathlib import Path +from typing import Literal + +import gradio as gr +import numpy as np + +from constella.orchestrator import run_turn +from constella.realtime.audio import cartesia_pcm_to_numpy, numpy_to_wav_tempfile +from constella.realtime.tts import SAMPLE_RATE as TTS_SAMPLE_RATE, stream_tts +from constella.schemas import ConversationState, PatientContext + +log = logging.getLogger(__name__) + +DEFAULT_PATIENT = ( + Path(__file__).resolve().parents[1] / "eval" / "scenarios" / "patient_maria.json" +) + +EXAMPLE_LINES = [ + "Hi, yes this is Maria.", + "I checked my sugar this morning and it was 142.", + "Hola, soy María. ¿Cómo está usted?", + "Pues mi blood sugar esta mañana estaba en 165, no muy mal.", + "Sí, tomé el metformin con breakfast pero el insulin lo olvidé last night.", + "Tengo un dolor fuerte en el pecho y me duele el brazo izquierdo.", +] + +_SPANISH_FUNCTION_WORDS = frozenset({ + "hola", "está", "sí", "bueno", "pero", "porque", "cómo", "qué", + "dónde", "entonces", "muy", "mucho", "también", "señora", "usted", + "soy", "eres", "tomó", "gracias", "bien", "tiene", "desde", "hospital", + "medicamento", "azúcar", "insulina", "doctor", "doctora", "ahora", + "poco", "ayer", "mañana", "preocupes", "quiero", "puedes", +}) + + +def _load_patient() -> PatientContext: + return PatientContext.model_validate_json(DEFAULT_PATIENT.read_text()) + + +def _detect_reply_language(text: str) -> Literal["en", "es"] | None: + """Heuristic language detection on Ana's reply text. + + We can't use the language specialist's verdict as the TTS hint because it + runs on the PATIENT's utterance — Ana may reply in a different language + (her prompt tells her to match the patient's register, which often means + Spanish even when the patient said a greeting in English). Cartesia needs + the language of the TEXT IT IS SPEAKING, which is Ana's reply. + """ + if any(c in text for c in "ñ¿¡"): + return "es" + lower = text.lower() + if any(c in lower for c in "áéíóú"): + return "es" + words = set(lower.split()) + if len(words & _SPANISH_FUNCTION_WORDS) >= 2: + return "es" + return "en" + + +def _transcribe(wav_path: Path) -> str: + """Groq Whisper — batch, but fastrtc only calls us once per VAD pause so + the clip is already short (typically 2-5 s).""" + from openai import OpenAI + + api_key = os.environ.get("GROQ_API_KEY") + if not api_key: + raise RuntimeError("GROQ_API_KEY required for ASR in the realtime demo.") + client = OpenAI(api_key=api_key, base_url="https://api.groq.com/openai/v1") + with open(wav_path, "rb") as f: + resp = client.audio.transcriptions.create( + model="whisper-large-v3-turbo", + file=f, + response_format="text", + ) + return str(resp).strip() + + +def _format_transcript(state: ConversationState) -> str: + if not state.history: + return "_(start of call)_" + lines = [] + for turn in state.history[-20:]: + who = "**María:**" if turn.speaker == "patient" else "**Nurse Ana:**" + lines.append(f"{who} {turn.text}") + return "\n\n".join(lines) + + +def _build_verdict(result) -> str: + verdict = { + "action": result.action.kind, + "latency_ms": { + "primary": round(result.primary_latency_ms), + "specialists_parallel": round(result.specialist_latency_ms), + "total": round(result.total_latency_ms), + }, + "language": result.language.model_dump() if result.language else None, + "medication": result.medication.model_dump() if result.medication else None, + "labs": result.labs.model_dump() if result.labs else None, + "escalation": result.escalation.model_dump() if result.escalation else None, + } + return json.dumps(verdict, indent=2, default=str) + + +# Module-level conversation state — single-user demo. Keeping it here (rather +# than in gr.State) is deliberate: threading state through AdditionalOutputs +# triggers a state_change event on every turn, which re-enters the +# on_additional_outputs handler and silently drops subsequent UI updates. +# For multi-user prod we'd key this by fastrtc session_id. +_state: ConversationState | None = None + + +def _ensure_state() -> ConversationState: + global _state + if _state is None: + _state = ConversationState(patient=_load_patient()) + return _state + + +def _voice_handler(audio, _webrtc_value): + """fastrtc handler — runs on every VAD pause. + + Signature note: fastrtc prepends a `"__webrtc_value__"` placeholder when + the WebRTC component's value is passed as a string (see + fastrtc/tracks.py:set_args). After the audio replacement, the args become + (audio_tuple, webrtc_value). No other inputs are wired to the stream, so + the handler takes exactly two positional args. + """ + from fastrtc import AdditionalOutputs + global _state + + state = _ensure_state() + sample_rate, np_audio = audio + wav_path = numpy_to_wav_tempfile(sample_rate, np_audio) + try: + patient_text = _transcribe(wav_path) + finally: + wav_path.unlink(missing_ok=True) + + if not patient_text: + log.info("empty transcription, skipping turn") + return + + log.info("patient: %s", patient_text) + result = run_turn(state, patient_text) + _state = result.state + log.info( + "nurse [%s, %.0f ms]: %s", + result.action.kind, + result.total_latency_ms, + result.nurse_text, + ) + + reply_lang = _detect_reply_language(result.nurse_text) + + yield AdditionalOutputs( + result.nurse_text, + _build_verdict(result), + _format_transcript(result.state), + ) + + for pcm_chunk in stream_tts(result.nurse_text, language=reply_lang): + yield cartesia_pcm_to_numpy(pcm_chunk, TTS_SAMPLE_RATE) + + +def _text_handler(patient_text: str): + """Text-only fallback path: no audio playback, just text updates.""" + global _state + if not patient_text or not patient_text.strip(): + state = _ensure_state() + return "", "{}", _format_transcript(state) + + state = _ensure_state() + result = run_turn(state, patient_text.strip()) + _state = result.state + return ( + result.nurse_text, + _build_verdict(result), + _format_transcript(result.state), + ) + + +def build_ui() -> gr.Blocks: + from fastrtc import ReplyOnPause, WebRTC + + with gr.Blocks(title="Constella — bilingual constellation voice agent") as demo: + gr.Markdown( + "# Constella\n" + "You are **María González** — 58-year-old diabetic patient, just out of hospital. " + "**Nurse Ana** will follow up. Speak or type. English, Spanish, or both mid-sentence.\n\n" + "> **Voice path:** click **Record** and speak; Ana answers the moment you pause. \n" + "> **Text path:** type below and press Enter." + ) + + with gr.Row(): + with gr.Column(scale=1): + gr.Markdown("### You (María)") + webrtc = WebRTC( + mode="send-receive", + modality="audio", + label="Speak", + full_screen=False, + height=240, + button_labels={ + "start": "Record", + "stop": "Stop", + "waiting": "Ana is replying…", + }, + ) + text_in = gr.Textbox( + placeholder="or type here...", + label="Text", + lines=2, + ) + send_btn = gr.Button("Send text", variant="secondary", size="sm") + gr.Examples( + examples=[[ex] for ex in EXAMPLE_LINES], + inputs=[text_in], + label="Try these", + ) + + with gr.Column(scale=1): + gr.Markdown("### Nurse Ana") + nurse_text = gr.Textbox( + label="Latest reply", + lines=4, + interactive=False, + ) + transcript = gr.Markdown( + value="_(start of call)_", + label="Conversation transcript", + ) + + verdict_out = gr.Code( + label="What the 4 specialists saw (action + latency breakdown)", + language="json", + lines=18, + ) + + # Voice path — audio in, audio out, text/verdict/transcript as additional outputs. + webrtc.stream( + fn=ReplyOnPause(_voice_handler), + inputs=[webrtc], + outputs=[webrtc], + time_limit=60, + ) + webrtc.on_additional_outputs( + lambda nt, v, t: (nt, v, t), + outputs=[nurse_text, verdict_out, transcript], + ) + + # Text path (no audio). + text_in.submit( + _text_handler, + inputs=[text_in], + outputs=[nurse_text, verdict_out, transcript], + ) + send_btn.click( + _text_handler, + inputs=[text_in], + outputs=[nurse_text, verdict_out, transcript], + ) + + return demo + + +def main() -> int: + logging.basicConfig( + level=logging.INFO, + format="%(asctime)s %(levelname)s %(name)s %(message)s", + ) + provider_override = os.environ.get("CONSTELLA_PROVIDER", "").lower() + if os.environ.get("GROQ_API_KEY") and provider_override != "openrouter": + log.warning( + "Using Groq for LLM inference. Free-tier rate limits (6000 TPM on 8B) " + "will cause multi-second backoff on realtime bursts — Constella fires 5 " + "concurrent calls per turn. If you see latency > 3 s per turn, either " + "set CONSTELLA_PROVIDER=openrouter in .env or upgrade to Groq Dev tier " + "at https://console.groq.com/settings/billing." + ) + if not os.environ.get("CARTESIA_API_KEY"): + log.error( + "CARTESIA_API_KEY is not set. The voice path will fail on the first " + "TTS call. Add it to .env and restart." + ) + p = argparse.ArgumentParser() + p.add_argument("--port", type=int, default=7860) + args = p.parse_args() + build_ui().launch(server_port=args.port) + return 0 + + +if __name__ == "__main__": + raise SystemExit(main()) diff --git a/constella/primary.py b/constella/primary.py index 3de51e2..f1ccaf4 100644 --- a/constella/primary.py +++ b/constella/primary.py @@ -10,9 +10,63 @@ """ from __future__ import annotations +from typing import Literal + from constella.llm import PRIMARY_MODEL, chat from constella.schemas import ConversationState, Turn +_SPANISH_MARKERS = frozenset("ñ¿¡áéíóú") +_SPANISH_FUNCTION_WORDS = frozenset({ + "hola", "está", "estás", "estas", "esta", "sí", "bueno", "buenos", + "buenas", "dias", "días", "tardes", "noches", "pero", "porque", + "como", "cómo", "qué", "que", "dónde", "donde", "entonces", "muy", + "mucho", "mucha", "también", "tambien", "señora", "señor", "usted", + "soy", "eres", "tomó", "gracias", "bien", "tiene", "tengo", "tienes", + "desde", "hospital", "medicamento", "azúcar", "insulina", "doctor", + "doctora", "ahora", "poco", "ayer", "mañana", "preocupes", "quiero", + "puedes", "ese", "con", "por", "para", "del", "las", "los", "nada", + "algo", "todo", "toda", "hace", "hacer", "estoy", "siento", "duele", +}) +_ENGLISH_FUNCTION_WORDS = frozenset({ + "the", "and", "is", "are", "was", "were", "i", "my", "you", "your", + "this", "that", "have", "has", "had", "with", "for", "but", "from", + "of", "in", "on", "to", "it", "a", "an", "not", "don't", "didn't", +}) + + +def detect_utterance_language(text: str) -> Literal["en", "es", "mix"]: + """Heuristic language detector for a patient utterance. + + Purpose: give the primary agent an unambiguous signal about what language + the patient JUST spoke, so Ana replies in the same language instead of + defaulting to the patient's profile language. Used before the language + specialist has a chance to weigh in (specialists run after primary). + + Returns "mix" when both languages are present in detectable density. + """ + lower = text.lower() + has_spanish_markers = any(c in lower for c in _SPANISH_MARKERS) + words = set(lower.split()) + spanish_word_hits = len(words & _SPANISH_FUNCTION_WORDS) + english_word_hits = len(words & _ENGLISH_FUNCTION_WORDS) + looks_spanish = has_spanish_markers or spanish_word_hits >= 2 + looks_english = english_word_hits >= 2 + if looks_spanish and looks_english: + return "mix" + if looks_spanish: + return "es" + return "en" + + +_LANGUAGE_DIRECTIVE = { + "en": "The patient just spoke in English. Reply in English.", + "es": "La paciente acaba de hablar en español. Responde en español.", + "mix": ( + "The patient code-switched between English and Spanish. Match their " + "register and feel free to code-switch naturally." + ), +} + PRIMARY_SYSTEM_PROMPT = """You are Nurse Ana, a warm, experienced registered nurse making a post-discharge follow-up call. Your job on each turn: @@ -30,7 +84,7 @@ def build_user_prompt(state: ConversationState, last_patient_text: str) -> str: history_lines = [] - for turn in state.history[-6:]: # last 3 exchanges + for turn in state.history[-20:]: # last 20 turns (~10 exchanges) speaker = "Patient" if turn.speaker == "patient" else "Nurse Ana" history_lines.append(f"{speaker}: {turn.text}") history_block = "\n".join(history_lines) if history_lines else "(start of call)" @@ -40,11 +94,14 @@ def build_user_prompt(state: ConversationState, last_patient_text: str) -> str: for m in state.patient.medications ) + detected_lang = detect_utterance_language(last_patient_text) + directive = _LANGUAGE_DIRECTIVE[detected_lang] + return f"""Patient profile: - Name: {state.patient.name} - Age: {state.patient.age} - Pronouns: {state.patient.pronouns} -- Primary language: {state.patient.primary_language} +- Preferred language at home: {state.patient.primary_language} (but ignore this if they just spoke a different language — see directive below) - Conditions: {", ".join(state.patient.conditions)} - Discharge summary: {state.patient.discharge_summary} - Medications: @@ -56,7 +113,9 @@ def build_user_prompt(state: ConversationState, last_patient_text: str) -> str: Patient just said: "{last_patient_text}" -Respond as Nurse Ana. One to three short sentences. Match the patient's language.""" +LANGUAGE DIRECTIVE (mandatory): {directive} + +Respond as Nurse Ana. One to three short sentences.""" def primary_respond(state: ConversationState, last_patient_text: str) -> str: diff --git a/constella/realtime/__init__.py b/constella/realtime/__init__.py new file mode 100644 index 0000000..8bc1670 --- /dev/null +++ b/constella/realtime/__init__.py @@ -0,0 +1,5 @@ +"""Realtime voice pipeline: fastrtc transport + Cartesia streaming TTS. + +The realtime demo (`constella-realtime`) uses these modules. The legacy +push-to-talk Gradio demo in `constella.demo.app` does not touch this package. +""" diff --git a/constella/realtime/audio.py b/constella/realtime/audio.py new file mode 100644 index 0000000..e803e13 --- /dev/null +++ b/constella/realtime/audio.py @@ -0,0 +1,44 @@ +"""Audio format conversion for the realtime pipeline. + +fastrtc hands us `(sample_rate, np.ndarray)` tuples; Groq Whisper wants a file +path to a WAV; Cartesia streams raw `pcm_f32le` bytes back to us. These helpers +bridge those three representations. +""" +from __future__ import annotations + +import tempfile +import wave +from pathlib import Path + +import numpy as np + + +def numpy_to_wav_tempfile(sample_rate: int, audio: np.ndarray) -> Path: + """Write an fastrtc-shape audio array to a temp WAV that Whisper accepts. + + fastrtc delivers `(1, N)` mono audio. We squeeze to 1D, coerce to int16, + and emit a standard 16-bit PCM WAV. Caller is responsible for deleting + the file once Whisper has finished with it. + """ + mono = audio.squeeze() + if mono.dtype != np.int16: + if mono.dtype.kind == "f": + mono = np.clip(mono * 32767.0, -32768, 32767).astype(np.int16) + else: + mono = mono.astype(np.int16) + + tmp = tempfile.NamedTemporaryFile(suffix=".wav", delete=False) + with wave.open(tmp.name, "wb") as wf: + wf.setnchannels(1) + wf.setsampwidth(2) + wf.setframerate(int(sample_rate)) + wf.writeframes(mono.tobytes()) + return Path(tmp.name) + + +def cartesia_pcm_to_numpy( + pcm_bytes: bytes, sample_rate: int +) -> tuple[int, np.ndarray]: + """Convert a Cartesia `pcm_f32le` chunk into the `(sr, (1, N))` shape fastrtc expects.""" + arr = np.frombuffer(pcm_bytes, dtype=np.float32) + return (sample_rate, arr.reshape(1, -1)) diff --git a/constella/realtime/tts.py b/constella/realtime/tts.py new file mode 100644 index 0000000..a999c6e --- /dev/null +++ b/constella/realtime/tts.py @@ -0,0 +1,89 @@ +"""Streaming TTS via Cartesia Sonic-3. + +Yields raw `pcm_f32le` bytes as the model synthesizes. The realtime handler +converts those chunks into fastrtc audio frames so Ana's voice starts playing +within ~100 ms of the first token arriving from the primary agent. + +Voices are native per language — a native-Spanish voice is used for Spanish +replies and a native-English voice for English. Using a single multilingual +voice makes the non-native language sound phonetically approximated (e.g., +American accent on Spanish), which is unusable for a bilingual healthcare +agent. The tradeoff is that Ana's voice identity shifts slightly when she +code-switches — analogous to a bilingual nurse in real life. +""" +from __future__ import annotations + +import logging +import os +from collections.abc import Iterator +from typing import Literal + +log = logging.getLogger(__name__) + +# Native-English female, warm conversational — fits a U.S. nurse making a +# follow-up call. Override via CARTESIA_VOICE_EN. +_DEFAULT_VOICE_EN = "6ccbfb76-1fc6-48f7-b71d-91ac6298247b" # Tessa - Kind Companion + +# Native-Latin-American-Spanish female, calm and professional — fits a nurse +# talking to a U.S. Latino patient. Override via CARTESIA_VOICE_ES. +_DEFAULT_VOICE_ES = "3597a26f-80ef-4bd5-8101-9699bc764917" # Ximena - Calm Navigator + +_MODEL_ID = "sonic-3" +SAMPLE_RATE = 44100 + + +def _pick_voice(language: Literal["en", "es"] | None) -> str: + """Pick a native voice for the given reply language. + + Precedence: + 1. CARTESIA_VOICE_ID — single-voice override (legacy behavior) + 2. CARTESIA_VOICE_ES / CARTESIA_VOICE_EN — per-language overrides + 3. Hard-coded defaults tuned for the healthcare-nurse register + """ + single = os.environ.get("CARTESIA_VOICE_ID") + if single: + return single + if language == "es": + return os.environ.get("CARTESIA_VOICE_ES", _DEFAULT_VOICE_ES) + return os.environ.get("CARTESIA_VOICE_EN", _DEFAULT_VOICE_EN) + + +def stream_tts( + text: str, + *, + language: Literal["en", "es"] | None = None, +) -> Iterator[bytes]: + """Yield `pcm_f32le` audio chunks as Cartesia synthesizes `text`. + + `language`: "en" or "es" selects a native voice AND passes the language + hint to Sonic-3. `None` falls back to the English voice (safest default). + """ + from cartesia import Cartesia # lazy import so pytest doesn't pull websockets + + api_key = os.environ.get("CARTESIA_API_KEY") + if not api_key: + raise RuntimeError( + "CARTESIA_API_KEY is required for the realtime demo. Add it to .env." + ) + + voice_id = _pick_voice(language) + client = Cartesia(api_key=api_key) + + with client.tts.websocket_connect() as conn: + ctx_kwargs: dict = { + "model_id": _MODEL_ID, + "voice": {"mode": "id", "id": voice_id}, + "output_format": { + "container": "raw", + "encoding": "pcm_f32le", + "sample_rate": SAMPLE_RATE, + }, + } + if language is not None: + ctx_kwargs["language"] = language + ctx = conn.context(**ctx_kwargs) + ctx.push(text) + ctx.no_more_inputs() + for response in ctx.receive(): + if response.type == "chunk" and response.audio: + yield response.audio diff --git a/docs/realtime_architecture.md b/docs/realtime_architecture.md new file mode 100644 index 0000000..4131aa6 --- /dev/null +++ b/docs/realtime_architecture.md @@ -0,0 +1,207 @@ +# Realtime Voice — Backend Architecture + +> **Status:** design doc. Nothing in this document is implemented yet on this branch (`feat/realtime-voice`). This is the plan we're reviewing before writing code. + +## 1. Goal + +Replace the current record-send-reply Gradio UX with a phone-call feel: + +- Audio streams continuously in both directions over WebRTC. +- Server-side VAD decides when the patient has stopped talking. +- Ana's voice starts speaking 300-500 ms after the patient stops — not 2-3 s. +- The patient can interrupt Ana mid-sentence (barge-in). +- The **existing 4-specialist constellation is preserved** — it's Constella's whole point. We just swap out the I/O layer. + +What this is **not**: a rewrite into an end-to-end speech-to-speech model (OpenAI Realtime, Gemini Live). Those collapse the text LLM layer and would bypass the constellation entirely. + +## 2. Target stack + +| Stage | Today | Target | Why the swap | +|---|---|---|---| +| Transport | Gradio `gr.Audio` push-to-talk | WebRTC (Pipecat small-webrtc transport) | Bidirectional streaming, barge-in support | +| VAD | None — user clicks stop | Silero VAD (local, runs in Pipecat) | No click, automatic turn boundaries | +| ASR | Groq Whisper (batch) | Deepgram `nova-3` streaming | Streaming partials, ~150 ms finalization after EOT | +| Primary LLM | Groq Llama 3.3 70B (sync) | Groq Llama 3.3 70B (streaming) | Stream tokens into TTS instead of waiting for full reply | +| Specialists | Groq Llama 3.1 8B ×4, parallel | **unchanged** — Groq Llama 3.1 8B ×4, parallel | Constellation logic stays identical | +| TTS | gTTS (batch MP3) | Cartesia Sonic-2 multilingual (streaming) | ~90 ms first-audible, real multilingual (en/es) | +| Orchestration | single `run_turn()` call | Pipecat `Pipeline` of `FrameProcessor`s | Native streaming, interruption, turn-taking | + +**Keeping Groq for LLMs** because: (a) the constellation pattern has zero reason to change providers, (b) Groq's LPU latencies (~250 ms TTFT 70B, ~80 ms TTFT 8B) are what make streaming worth doing. + +## 3. Pipeline topology + +Pipecat organizes the runtime as a linear chain of `FrameProcessor`s. Audio frames, transcription frames, LLM frames, and TTS audio frames flow through in order. Our chain: + +``` + Mic (WebRTC) + │ AudioRawFrame (20 ms chunks) + ▼ + ┌─────────────────────────┐ + │ SileroVADAnalyzer │ decides when user started/stopped speaking + └─────────────┬───────────┘ + │ UserStartedSpeakingFrame / UserStoppedSpeakingFrame + ▼ + ┌─────────────────────────┐ + │ DeepgramSTTService │ streaming ASR, emits partial + final + └─────────────┬───────────┘ + │ TranscriptionFrame (final, on VAD stop) + ▼ + ┌─────────────────────────────────────────────────┐ + │ ConstellationProcessor ← THE NEW THING │ + │ │ + │ 1. Append patient turn to ConversationState │ + │ 2. Fan out in parallel: │ + │ - primary.primary_respond() (streaming) │ + │ - language_specialist() │ + │ - labs_specialist() │ + │ - escalation_specialist() │ + │ - (medication waits on primary's draft) │ + │ 3. Await medication specialist on primary draft │ + │ 4. Merge verdicts → NextAction │ + │ 5. Rewrite if needed (blocks TTS) │ + │ 6. Emit final TextFrame(s) for TTS │ + │ 7. Append nurse turn to ConversationState │ + └─────────────┬───────────────────────────────────┘ + │ TextFrame (nurse reply) + ▼ + ┌─────────────────────────┐ + │ CartesiaTTSService │ streaming TTS, emits audio chunks + └─────────────┬───────────┘ + │ TTSAudioRawFrame + ▼ + Speaker (WebRTC) +``` + +The **critical design decision** is step 2: parallelism between primary and specialists. + +### 3a. Where the constellation plugs in + +Today `run_turn()` in `orchestrator.py` is a single synchronous function. In Pipecat it becomes a `FrameProcessor` subclass (`ConstellationProcessor`). The internals do the same work — primary + 4 specialists + merge — but the return is streamed as `TextFrame`s instead of returned as a string. + +``` +constella/ +├── orchestrator.py # unchanged — run_turn() stays, used by eval harness +├── realtime/ # NEW +│ ├── __init__.py +│ ├── pipeline.py # Pipecat pipeline setup + transport wiring +│ ├── constellation.py # ConstellationProcessor (FrameProcessor subclass) +│ └── session.py # Per-call ConversationState, lifecycle hooks +└── demo/ + ├── app.py # existing Gradio demo — stays, labelled "legacy" + └── realtime.py # NEW constella-realtime entrypoint +``` + +Why a separate folder instead of modifying `orchestrator.py`: the eval harness (`constella-eval`) calls `run_turn()` synchronously and writes per-turn latency to a JSON report. Keeping it sync-friendly means eval keeps working without any changes. + +## 4. Running the specialists: parallelism strategy + +Three options, in increasing complexity: + +### Option A — constellation-then-speak (MVP) + +Run the whole `run_turn()` to completion, then stream the final text into TTS. Simplest mental model; easiest rollback if specialists hang. + +**Perceived latency (best case, Groq):** + +| Stage | Time | +|---|---| +| Deepgram ASR finalization after EOT | 150 ms | +| Primary (70B, full response) | 500 ms | +| Specialists in parallel (max) | 250 ms (overlaps with primary, effectively 0 ms added) | +| Rewrite if needed | +400 ms (rare path) | +| Cartesia TTS first audible | 90 ms | +| **Total EOT → Ana's first audio** | **~740 ms happy path** | + +That's 3× better than today (~2.5 s) and below the 1 s threshold where conversation stops feeling snappy. + +### Option B — stream primary, run specialists concurrently, interrupt on flag + +Start TTS on primary's first tokens. Specialists run in parallel with TTS playback. If escalation/medication fires a flag, cut TTS mid-word with `BotInterruptionFrame` and replace with rewrite/escalation text. + +**Perceived latency:** ~300-400 ms EOT → first audio. Near-Gemini-Live feel. + +**Cost:** patient briefly hears the unsafe draft before it gets cut off. For a medication harm case (e.g., "take 200 mg of …" [cut off]), that's arguably worse than silence — it teaches the wrong dose for half a second. + +### Option C — hybrid: gate TTS on safety-critical specialists only + +- Start specialists on patient utterance immediately (language, labs, escalation run on patient text — no dependency on primary). +- Primary streams into a buffer, not directly to TTS. +- TTS starts as soon as **medication specialist returns safe** AND **escalation specialist returns non-urgent**. +- Labs followup appended at end, no TTS gate needed. + +Roughly: if max(medication, escalation) < primary generation time, zero added latency over Option B — but with safety preserved. + +### Recommendation + +**Ship Option A first.** It's a 4× UX improvement with the lowest implementation risk and no new safety questions. Once that's stable, Option C is a latency optimization that can be added incrementally — the `ConstellationProcessor` interface doesn't change. + +## 5. Session state + +Today: `ConversationState` lives in Gradio's `gr.State` and gets serialized/deserialized per turn. + +New: `ConversationState` lives inside the `ConstellationProcessor` instance. One processor = one call. When the WebRTC session ends, the processor is destroyed. For multi-call history (not in scope for the MVP) we'd add a Redis-backed session store. + +The recent `[-20:]` history-window change applies automatically — the processor just calls `primary_respond(state, utterance)` with the accumulating state, same as today. + +## 6. Interruption / barge-in + +Pipecat handles this natively: + +1. While TTS is playing, VAD detects user speech. +2. Pipeline emits `UserStartedSpeakingFrame`. +3. Cartesia TTS receives `BotInterruptionFrame`, cancels current synthesis, flushes audio buffer. +4. Speaker goes silent within ~100 ms. +5. Deepgram starts transcribing the new utterance. + +No custom code needed beyond wiring these standard frames. The `ConstellationProcessor` needs to handle being mid-generation when interrupted — it should cancel the in-flight primary/specialist calls (their HTTP connections) and move on to the new patient utterance. + +## 7. Failure modes + +| Failure | Behavior | +|---|---| +| Deepgram WebSocket drops | Pipecat auto-reconnects; transient loss of a partial transcript, final still fires on EOT | +| Specialist returns `None` (structured validation failed 3x) | Same as today — treat as "no verdict", orchestrator logs warning | +| Primary LLM timeout | Fall back to a hard-coded "I didn't catch that — could you repeat?" safety phrase, don't surface an error to the user | +| Cartesia TTS fails | Fall back to gTTS synchronously (slow, but better than silence); log alert | +| VAD false trigger on background noise | Deepgram gets empty audio; the final `TranscriptionFrame` is `""` → `ConstellationProcessor` skips the turn | + +## 8. Env vars / API keys + +| Key | Provider | Purpose | Free tier? | +|---|---|---|---| +| `GROQ_API_KEY` | Groq | LLMs (unchanged) | yes | +| `DEEPGRAM_API_KEY` | Deepgram | Streaming ASR | yes, $200 free credit | +| `CARTESIA_API_KEY` | Cartesia | Streaming TTS | yes, free tier covers dev | + +Both Deepgram and Cartesia sign-ups are ~2 minutes each. You'll hand me those keys before Phase 3 below. + +## 9. Known tradeoffs vs today + +- **Spanglish code-switching on ASR.** Deepgram's `language=multi` detects one language per utterance, not mid-utterance switches. This is a regression vs. Groq Whisper, which handles Spanglish well. Mitigation: use Deepgram streaming for the live feel, then re-transcribe the final audio buffer with Groq Whisper for the canonical transcript that feeds specialists. Costs ~200 ms on EOT; acceptable. Alternative: evaluate Gladia Solaria, which markets Spanglish as a first-class feature. +- **No multilingual gTTS-style free path.** Cartesia is paid (but cheap). gTTS stays as a fallback. +- **Gradio text-input fallback.** The current demo's "type instead of speak" path is useful for dev. The new realtime page will have a text-input box too, but it bypasses ASR and feeds directly into the `ConstellationProcessor`. + +## 10. Implementation phases + +1. **Scaffold Pipecat dependencies.** Add `pipecat-ai[deepgram,cartesia,silero,webrtc]` to pyproject, pin versions, lock uv. +2. **Wire `ConstellationProcessor`.** Wrap `run_turn()`. Keep Option A (no streaming primary) for v1. Unit-test with a fake Pipecat pipeline that injects `TranscriptionFrame`s. +3. **Stand up the WebRTC transport.** Pipecat's `SmallWebRTCTransport` serves a static HTML page that opens a WebRTC peer connection to the Python server. +4. **Replace `constella-demo` default route.** `constella-demo` points at the new realtime page; `constella-demo --legacy` keeps the current Gradio app. +5. **Smoke-test server boot + text-input path.** No mic needed — verify the pipeline processes a typed patient utterance end-to-end and produces audio out. +6. **User validates the live voice loop.** You speak, listen, report. I iterate on VAD thresholds, TTS voice selection, etc. +7. **(Later) Option C latency optimization.** Gate TTS on medication + escalation specialists, not the full merge. + +## 11. What stays the same + +- `constella/orchestrator.py`, `constella/primary.py`, `constella/specialists/*.py`, `constella/schemas.py` — zero changes. +- `constella/eval/` — zero changes, still batch-synchronous. +- `tests/test_schemas.py` — zero changes. + +This is the point: the whole constellation is an I/O-agnostic function. The realtime work is purely a transport + streaming layer around it. + +## 12. Open questions for review + +1. **Option A vs C for MVP?** I recommend A. Confirms? +2. **Spanglish ASR fallback to Groq Whisper on EOT — acceptable 200 ms overhead?** +3. **Keep the Gradio demo parallel to the new one, or retire it?** I recommend keeping it as `constella-demo --legacy` for dev testing. +4. **Deepgram vs Gladia for ASR?** Deepgram for MVP (larger ecosystem, better docs); revisit if Spanglish accuracy is a real problem. diff --git a/pyproject.toml b/pyproject.toml index 3dbeb5c..b0dba04 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -16,12 +16,16 @@ dependencies = [ "gtts>=2.5", "python-dotenv>=1.0", "pytest>=8.0", + "fastrtc[vad]>=0.0.20", + "cartesia[websockets]>=2.0", + "numpy>=1.26", ] [project.scripts] constella-chat = "constella.cli:main" constella-eval = "constella.eval.run_eval:main" constella-demo = "constella.demo.app:main" +constella-realtime = "constella.demo.realtime:main" [build-system] requires = ["hatchling"] diff --git a/uv.lock b/uv.lock index f7beac0..421a37f 100644 --- a/uv.lock +++ b/uv.lock @@ -2,9 +2,12 @@ version 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