From d31dbc5b0a69a9160526a344cb98c8270a5f9c3e Mon Sep 17 00:00:00 2001 From: vraiti Date: Mon, 28 Sep 2026 16:14:05 -0400 Subject: [PATCH] [Frontend] OpenAI-compliant fullduplex /v1/realtime with Qwen3-Omni support (#7285) Signed-off-by: vraiti --- .gitignore | 1 + docs/.nav.yml | 2 +- docs/serving/README.md | 2 +- docs/serving/full_duplex_api.md | 2 +- ...e_api.md => realtime_openai_duplex_api.md} | 56 +- .../fullduplex-livekit-frontend/.dockerignore | 6 + .../Dockerfile.agent | 25 + .../Dockerfile.frontend | 36 + .../Dockerfile.livekit | 28 + .../fullduplex-livekit-frontend/README.md | 32 + .../fullduplex-livekit-frontend/agent.py | 91 + .../fullduplex-livekit-frontend/compose.yaml | 55 + .../fullduplex-livekit-frontend/livekit.yaml | 10 + .../qwen3_omni/openai_realtime_client.py | 398 ---- .../qwen3_omni/realtime_web/__init__.py | 4 - .../qwen3_omni/realtime_web/__main__.py | 7 - tests/assets/livekit/client_vad_replay.jsonl | 230 ++ .../openai_api/test_api_server_guards.py | 5 +- .../test_qwen3_omni_realtime_websocket.py | 108 + vllm_omni/entrypoints/duplex/openai.py | 105 + vllm_omni/entrypoints/openai/api_server.py | 11 +- .../entrypoints/openai/realtime/__init__.py | 8 + .../entrypoints/openai/realtime/connection.py | 1898 +++++++++++++++++ .../entrypoints/openai/realtime/session.py | 187 ++ .../models/qwen3_omni/qwen3_omni.py | 2 +- 25 files changed, 2854 insertions(+), 455 deletions(-) rename docs/serving/{realtime_api.md => realtime_openai_duplex_api.md} (52%) create mode 100644 examples/online_serving/qwen3_omni/fullduplex-livekit-frontend/.dockerignore create mode 100644 examples/online_serving/qwen3_omni/fullduplex-livekit-frontend/Dockerfile.agent create mode 100644 examples/online_serving/qwen3_omni/fullduplex-livekit-frontend/Dockerfile.frontend create mode 100644 examples/online_serving/qwen3_omni/fullduplex-livekit-frontend/Dockerfile.livekit create mode 100644 examples/online_serving/qwen3_omni/fullduplex-livekit-frontend/README.md create mode 100755 examples/online_serving/qwen3_omni/fullduplex-livekit-frontend/agent.py create mode 100644 examples/online_serving/qwen3_omni/fullduplex-livekit-frontend/compose.yaml create mode 100644 examples/online_serving/qwen3_omni/fullduplex-livekit-frontend/livekit.yaml delete mode 100644 examples/online_serving/qwen3_omni/openai_realtime_client.py delete mode 100644 examples/online_serving/qwen3_omni/realtime_web/__init__.py delete mode 100644 examples/online_serving/qwen3_omni/realtime_web/__main__.py create mode 100644 tests/assets/livekit/client_vad_replay.jsonl create mode 100644 vllm_omni/entrypoints/duplex/openai.py create mode 100644 vllm_omni/entrypoints/openai/realtime/__init__.py create mode 100644 vllm_omni/entrypoints/openai/realtime/connection.py create mode 100644 vllm_omni/entrypoints/openai/realtime/session.py diff --git a/.gitignore b/.gitignore index 891fb56ac..34253d6cd 100644 --- a/.gitignore +++ b/.gitignore @@ -250,6 +250,7 @@ datasets/ *.jsonl # Shared Hunyuan IT2I input for accuracy tests and vllm bench. !tests/assets/hunyuan_image3/it2i.jsonl +!tests/assets/livekit/client_vad_replay.jsonl *.parquet # Output files diff --git a/docs/.nav.yml b/docs/.nav.yml index 123de61e9..cd5585b3f 100644 --- a/docs/.nav.yml +++ b/docs/.nav.yml @@ -15,7 +15,7 @@ nav: - Image Edit: serving/image_edit_api.md - Videos: serving/videos_api.md - Streaming and Realtime: - - Realtime Audio: serving/realtime_api.md + - Full Duplex OpenAI: serving/realtime_openai_duplex_api.md - Full Duplex: serving/full_duplex_api.md - Realtime Duplex Reference: serving/realtime_duplex_api.md - Streaming Video Input: serving/video_stream_api.md diff --git a/docs/serving/README.md b/docs/serving/README.md index 06ab24637..4aa470c6c 100644 --- a/docs/serving/README.md +++ b/docs/serving/README.md @@ -144,7 +144,7 @@ interchangeably. | ---------- | ---------- | ------------------- | --------- | | Incremental text input for speech synthesis | `WS /v1/audio/speech/stream` | Send text events and receive audio | [Streaming Text to Speech](speech_api.md#streaming-text-input-websocket) | | Live video understanding | `WS /v1/video/chat/stream` | Send video frames and receive text/audio | [Streaming Video Input](video_stream_api.md) | -| Turn-based realtime audio | `WS /v1/realtime` | Stream one audio input and receive transcript/audio events | [Realtime Audio](realtime_api.md) | +| Turn-based realtime audio | `WS /v1/realtime` | Stream one audio input and receive transcript/audio events | [Realtime Audio](realtime_openai_duplex_api.md) | | Continuous speech-to-speech interaction | `WS /v1/realtime?duplex=1` (alias `WS /v1/duplex`) | Listen and speak concurrently with session control | [Full Duplex](full_duplex_api.md) | | Generated video chunks | `WS /v1/realtime/video` | Start a diffusion request and receive fragmented MP4 | [Streaming Video Output](streaming_video_output_api.md) | | Robot policy inference | `WS /v1/realtime/robot/openpi` | Send MessagePack observations and receive action arrays | [OpenPI Robot Policy](openpi_api.md) | diff --git a/docs/serving/full_duplex_api.md b/docs/serving/full_duplex_api.md index a54fa6f66..d0d2df0ab 100644 --- a/docs/serving/full_duplex_api.md +++ b/docs/serving/full_duplex_api.md @@ -5,7 +5,7 @@ continue receiving speech while producing speech. It adds persistent session state, model-specific turn policy, overlap handling, playback acknowledgement, and optional session resume. -Full duplex is distinct from the turn-based [Realtime Audio API](realtime_api.md). +Full duplex is distinct from the turn-based [Realtime Audio API](realtime_openai_duplex_api.md). This page is the endpoint overview. For the complete wire contract, the `vllm_omni.clients.duplex.DuplexClient` Python library, and the per-model diff --git a/docs/serving/realtime_api.md b/docs/serving/realtime_openai_duplex_api.md similarity index 52% rename from docs/serving/realtime_api.md rename to docs/serving/realtime_openai_duplex_api.md index e44ff7ed0..fb1bd15a4 100644 --- a/docs/serving/realtime_api.md +++ b/docs/serving/realtime_openai_duplex_api.md @@ -1,33 +1,31 @@ # Realtime Audio WebSocket API -Use `WS /v1/realtime` to stream PCM audio into a compatible omni model and -receive incremental transcription and synthesized response audio. This is a -turn-based streaming API: it starts one generation over an audio stream and -finishes after the client closes that input stream. - -For a model that listens while it is already speaking, use the -[Full-Duplex API](full_duplex_api.md) instead. +As a companion to the vLLM-Omni-proprietary [fullduplex `/v1/realtime`](full_duplex_api.md), +supported models also provide a `/v1/realtime` handler supporting +a substantial subset of the OpenAI `/v1/realtime` API supporting +audio streaming, client-driven VAD, and tool calling ## Quick Start -Start a compatible model. The currently documented example uses Qwen3-Omni: +The endpoint is currently only supported for Qwen3-Omni. To start: + +Start vLLM-Omni with port `8000` bound to an address reachable from Docker: ```bash -vllm serve Qwen/Qwen3-Omni-30B-A3B-Instruct --omni --port 8091 +vllm serve Qwen/Qwen3-Omni-30B-A3B-Instruct --omni --port 8000 --host 0.0.0.0 ``` -Run the provided client with a mono, 16-bit PCM, 16 kHz WAV file: +Then start the docker compose: ```bash -python examples/online_serving/qwen3_omni/openai_realtime_client.py \ - --url ws://localhost:8091/v1/realtime \ - --model Qwen/Qwen3-Omni-30B-A3B-Instruct \ - --input-wav input_16k_mono.wav \ - --output-wav response.wav \ - --output-text response.txt +cd examples/online_serving/qwen3_omni/fullduplex-livekit-frontend +VLLM_OMNI_HOST=$VLLM_OMNI_HOST docker compose up --build ``` -The client dependency is `websockets`. +Where `VLLM_OMNI_HOST` is a network address. If vLLM-Omni is running on localhost, use +`host.docker.internal` + +Open [http://localhost:3000](http://localhost:3000) and begin chatting. ## Protocol @@ -37,10 +35,9 @@ event is base64-encoded raw PCM16. | Direction | Event | Purpose | | ----------- | ------- | --------- | | Server to client | `session.created` | Confirms that the WebSocket connection is ready | -| Client to server | `session.update` | Selects and validates the served model | -| Client to server | `input_audio_buffer.commit` with `final: false` | Starts generation over the incoming stream | +| Client to server | `session.update` | Selects and validates the served model. Configures system prompt and tools | | Client to server | `input_audio_buffer.append` | Appends base64 PCM16 audio | -| Client to server | `input_audio_buffer.commit` with `final: true` | Marks the end of input | +| Client to server | `input_audio_buffer.commit` | Starts generation over the incoming stream | | Server to client | `transcription.delta` | Carries incremental response text | | Server to client | `transcription.done` | Carries final text and token usage | | Server to client | `response.output_audio.delta` | Carries incremental PCM16 response audio | @@ -50,15 +47,15 @@ event is base64-encoded raw PCM16. A minimal client sends events in this order: ```json -{"type":"session.update","model":"Qwen/Qwen3-Omni-30B-A3B-Instruct"} -{"type":"input_audio_buffer.commit","final":false} -{"type":"input_audio_buffer.append","audio":""} -{"type":"input_audio_buffer.commit","final":true} +{"type":"input_audio_buffer.append","audio":""}, +{"type":"input_audio_buffer.commit"} ``` -The initial non-final commit intentionally starts generation before all audio -has arrived. Continue sending `input_audio_buffer.append` events while the -engine is consuming the stream. +This OpenAI-compatible streaming path is distinct from the vLLM-Omni-proprietary +lane and as such is reached via different configuration. The vLLM-Omni-proprietary +path must be specified explicitly via "duplex=1|true|on" as the WS query parameter +or via an explicit configuration in the `deploy_config`. The OpenAI path simply replaces +the default `/v1/realtime` handler in all supported models. ## Audio Handling @@ -67,8 +64,6 @@ engine is consuming the stream. - Read `sample_rate_hz` from each audio event instead of assuming an output rate. Qwen3-Omni output is typically 24 kHz. - Concatenate audio deltas in receive order to construct the output waveform. -- Set `input_audio_buffer.commit.final` to `true` after the last input chunk so - the server can terminate the streaming request. ## Availability and Limitations @@ -76,7 +71,8 @@ The path is registered on the unified API server, but it is usable only when the loaded pipeline implements realtime audio input and produces compatible audio output. Unsupported deployments return an `error` event. The endpoint does not provide duplex session resume, playback acknowledgement, overlap -policy, or barge-in controls. +policy, or barge-in controls internally. Those must be driven by the client application +via the relevant WS events (e.g. `response.cancel`, `conversation.item.truncate`) See the [Qwen3-Omni online serving example](https://github.com/vllm-project/vllm-omni/tree/main/examples/online_serving/qwen3_omni) for concurrency options, chunk pacing, and per-delta audio debugging. diff --git a/examples/online_serving/qwen3_omni/fullduplex-livekit-frontend/.dockerignore b/examples/online_serving/qwen3_omni/fullduplex-livekit-frontend/.dockerignore new file mode 100644 index 000000000..65b451441 --- /dev/null +++ b/examples/online_serving/qwen3_omni/fullduplex-livekit-frontend/.dockerignore @@ -0,0 +1,6 @@ +agent-starter-react/ +.git/ +.claude/ +__pycache__/ +*.py[cod] +*.log diff --git a/examples/online_serving/qwen3_omni/fullduplex-livekit-frontend/Dockerfile.agent b/examples/online_serving/qwen3_omni/fullduplex-livekit-frontend/Dockerfile.agent new file mode 100644 index 000000000..444901628 --- /dev/null +++ b/examples/online_serving/qwen3_omni/fullduplex-livekit-frontend/Dockerfile.agent @@ -0,0 +1,25 @@ +# syntax=docker/dockerfile:1 +# SPDX-License-Identifier: Apache-2.0 +# SPDX-FileCopyrightText: Copyright contributors to the vLLM-Omni project + +FROM python:3.11-slim + +ENV PYTHONDONTWRITEBYTECODE=1 \ + PYTHONUNBUFFERED=1 \ + PIP_NO_CACHE_DIR=1 + +RUN apt-get update \ + && apt-get install --no-install-recommends -y ca-certificates ffmpeg libsndfile1 \ + && rm -rf /var/lib/apt/lists/* + +RUN pip install \ + "livekit-agents[openai,turn-detector,silero]>=1.6.10" + +RUN useradd --create-home --uid 10001 agent + +WORKDIR /app +COPY --chown=agent:agent agent.py ./agent.py + +USER agent + +ENTRYPOINT ["python", "agent.py", "start"] diff --git a/examples/online_serving/qwen3_omni/fullduplex-livekit-frontend/Dockerfile.frontend b/examples/online_serving/qwen3_omni/fullduplex-livekit-frontend/Dockerfile.frontend new file mode 100644 index 000000000..73064029d --- /dev/null +++ b/examples/online_serving/qwen3_omni/fullduplex-livekit-frontend/Dockerfile.frontend @@ -0,0 +1,36 @@ +# syntax=docker/dockerfile:1 +# SPDX-License-Identifier: Apache-2.0 +# SPDX-FileCopyrightText: Copyright contributors to the vLLM-Omni project + +FROM node:24-bookworm-slim AS dependencies + +ARG FRONTEND_REF=main + +RUN apt-get update \ + && apt-get install --no-install-recommends -y ca-certificates git \ + && rm -rf /var/lib/apt/lists/* \ + && npm install --global pnpm@9.15.9 + +WORKDIR /app +RUN git clone --depth 1 --branch "${FRONTEND_REF}" \ + https://github.com/livekit-examples/agent-starter-react.git . \ + && pnpm install --frozen-lockfile \ + && rm -rf .git + +FROM node:24-bookworm-slim + +ENV NODE_ENV=development \ + NEXT_TELEMETRY_DISABLED=1 + +RUN apt-get update \ + && apt-get install --no-install-recommends -y ca-certificates \ + && rm -rf /var/lib/apt/lists/* \ + && npm install --global pnpm@9.15.9 + +WORKDIR /app +COPY --from=dependencies --chown=node:node /app /app + +USER node + +EXPOSE 3000 +CMD ["pnpm", "dev", "--hostname", "0.0.0.0"] diff --git a/examples/online_serving/qwen3_omni/fullduplex-livekit-frontend/Dockerfile.livekit b/examples/online_serving/qwen3_omni/fullduplex-livekit-frontend/Dockerfile.livekit new file mode 100644 index 000000000..6761758ce --- /dev/null +++ b/examples/online_serving/qwen3_omni/fullduplex-livekit-frontend/Dockerfile.livekit @@ -0,0 +1,28 @@ +# syntax=docker/dockerfile:1 +# SPDX-License-Identifier: Apache-2.0 +# SPDX-FileCopyrightText: Copyright contributors to the vLLM-Omni project + +FROM golang:1.26-alpine AS builder + +ARG LIVEKIT_REF=v1.10.1 +ARG TARGETARCH + +RUN apk add --no-cache git ca-certificates + +WORKDIR /src +RUN git clone --depth 1 --branch "${LIVEKIT_REF}" \ + https://github.com/livekit/livekit.git . \ + && go mod download \ + && CGO_ENABLED=0 GOOS=linux GOARCH="${TARGETARCH}" \ + go build -trimpath -ldflags="-s -w" -o /out/livekit-server ./cmd/server + +FROM alpine:3.22 + +RUN apk add --no-cache ca-certificates tzdata \ + && addgroup -S livekit \ + && adduser -S -G livekit livekit + +COPY --from=builder /out/livekit-server /usr/local/bin/livekit-server + +USER livekit +ENTRYPOINT ["/usr/local/bin/livekit-server"] diff --git a/examples/online_serving/qwen3_omni/fullduplex-livekit-frontend/README.md b/examples/online_serving/qwen3_omni/fullduplex-livekit-frontend/README.md new file mode 100644 index 000000000..66a540065 --- /dev/null +++ b/examples/online_serving/qwen3_omni/fullduplex-livekit-frontend/README.md @@ -0,0 +1,32 @@ +# Qwen3-Omni LiveKit demo + +This directory contains a Docker Compose version of the local LiveKit demo. +It builds the LiveKit server, the Next.js frontend, and the Python agent as +separate images. The vLLM-Omni server runs outside Compose and is configured +with `VLLM_OMNI_HOST`. + +Start vLLM-Omni with port `8000` bound to an address reachable from Docker, +for example with `--host 0.0.0.0`, then run: + +```bash +cd examples/online_serving/qwen3_omni/fullduplex-livekit-frontend +VLLM_OMNI_HOST=host.docker.internal docker compose up --build +``` + +Open [http://localhost:3000](http://localhost:3000). The LiveKit server is +available at `ws://localhost:7880`; its development credentials are `devkey` +and `secret`. + +For a machine other than the local host, set both the vLLM address and the +address LiveKit advertises to WebRTC clients: + +```bash +VLLM_OMNI_HOST=192.168.1.20 \ +LIVEKIT_NODE_IP=192.168.1.10 \ +LIVEKIT_PUBLIC_URL=ws://192.168.1.10:7880 \ +docker compose up --build +``` + +Use `docker compose up --build --abort-on-container-exit` when the Compose +process should stop the remaining services after one component exits, matching +the behavior of `run-livekit-stack.sh`. diff --git a/examples/online_serving/qwen3_omni/fullduplex-livekit-frontend/agent.py b/examples/online_serving/qwen3_omni/fullduplex-livekit-frontend/agent.py new file mode 100755 index 000000000..e4b1836cf --- /dev/null +++ b/examples/online_serving/qwen3_omni/fullduplex-livekit-frontend/agent.py @@ -0,0 +1,91 @@ +#!/usr/bin/env -S uv run --script +# SPDX-License-Identifier: Apache-2.0 +# SPDX-FileCopyrightText: Copyright contributors to the vLLM-Omni project + +# /// script +# requires-python = ">=3.10" +# dependencies = [ +# "livekit-agents[openai,turn-detector,silero]>=1.6.10", +# ] +# /// +import logging +import os + +from livekit.agents import ( + Agent, + AgentServer, + AgentSession, + JobContext, + RunContext, + TurnHandlingOptions, + cli, + function_tool, + inference, +) +from livekit.plugins.openai.realtime import RealtimeModel + +logger = logging.getLogger("voice-assistant") + +VLLM_BASE_URL = f"http://{os.environ['VLLM_OMNI_HOST']}:8000/v1" +LIVEKIT_URL = os.environ.get("LIVEKIT_URL", "ws://localhost:7880") + +server = AgentServer( + ws_url=LIVEKIT_URL, + api_key=os.environ.get("LIVEKIT_API_KEY", "devkey"), + api_secret=os.environ.get("LIVEKIT_API_SECRET", "secret"), +) + + +class VoiceAssistant(Agent): + @function_tool() + async def lookup_weather( + self, + context: RunContext, + location: str, + ) -> dict[str, str | int]: + """Return deterministic sample data for the demo tool.""" + return { + "location": location, + "weather": "clear skies", + "temperature_f": 72, + } + + def __init__(self) -> None: + super().__init__( + instructions="You are a helpful voice assistant. Respond naturally and concisely.", + ) + + +@server.rtc_session() +async def entrypoint(ctx: JobContext): + # Qwen3-Omni only supports turn_detection=null (manual mode) -- it does + # not perform voice activity detection itself, so turn-taking must be + # decided client-side. semantic_vad (MiniCPM-o only) is rejected by + # vLLM-Omni's OpenAI-compatible realtime endpoint for Qwen3-Omni. + # Omni serves one model, so an empty model lets the server select it. + model = RealtimeModel( + base_url=VLLM_BASE_URL, + model="", + api_key="unused", + ) + + # turn_handling's client-side TurnDetector means the server isn't asked + # to decide turns, so turn_detection is left NOT_GIVEN on RealtimeModel. + session = AgentSession( + llm=model, + turn_handling=TurnHandlingOptions(turn_detection=inference.TurnDetector()), + ) + + await session.start( + agent=VoiceAssistant(), + room=ctx.room, + ) + + logger.info( + "Voice assistant started, connected to vLLM-Omni at %s", + VLLM_BASE_URL, + ) + + +if __name__ == "__main__": + cli.run_app(server) diff --git a/examples/online_serving/qwen3_omni/fullduplex-livekit-frontend/compose.yaml b/examples/online_serving/qwen3_omni/fullduplex-livekit-frontend/compose.yaml new file mode 100644 index 000000000..e7e655c7e --- /dev/null +++ b/examples/online_serving/qwen3_omni/fullduplex-livekit-frontend/compose.yaml @@ -0,0 +1,55 @@ +name: vllm-omni-livekit + +services: + livekit: + build: + context: . + dockerfile: Dockerfile.livekit + args: + LIVEKIT_REF: ${LIVEKIT_REF:-v1.10.1} + command: + - --config + - /etc/livekit.yaml + - --dev + - --node-ip + - ${LIVEKIT_NODE_IP:-127.0.0.1} + volumes: + - ./livekit.yaml:/etc/livekit.yaml:ro + ports: + - "${LIVEKIT_HTTP_PORT:-7880}:7880" + - "${LIVEKIT_TCP_PORT:-7881}:7881/tcp" + - "${LIVEKIT_UDP_PORT:-7882}:7882/udp" + restart: unless-stopped + + frontend: + build: + context: . + dockerfile: Dockerfile.frontend + args: + FRONTEND_REF: ${FRONTEND_REF:-main} + environment: + NODE_ENV: development + LIVEKIT_API_KEY: ${LIVEKIT_API_KEY:-devkey} + LIVEKIT_API_SECRET: ${LIVEKIT_API_SECRET:-secret} + LIVEKIT_URL: ${LIVEKIT_PUBLIC_URL:-ws://localhost:7880} + AGENT_NAME: ${AGENT_NAME:-} + ports: + - "${FRONTEND_PORT:-3000}:3000" + depends_on: + - livekit + restart: unless-stopped + + agent: + build: + context: . + dockerfile: Dockerfile.agent + environment: + VLLM_OMNI_HOST: ${VLLM_OMNI_HOST:-host.docker.internal} + LIVEKIT_URL: ws://livekit:7880 + LIVEKIT_API_KEY: ${LIVEKIT_API_KEY:-devkey} + LIVEKIT_API_SECRET: ${LIVEKIT_API_SECRET:-secret} + extra_hosts: + - host.docker.internal:host-gateway + depends_on: + - livekit + restart: unless-stopped diff --git a/examples/online_serving/qwen3_omni/fullduplex-livekit-frontend/livekit.yaml b/examples/online_serving/qwen3_omni/fullduplex-livekit-frontend/livekit.yaml new file mode 100644 index 000000000..4832bcc9b --- /dev/null +++ b/examples/online_serving/qwen3_omni/fullduplex-livekit-frontend/livekit.yaml @@ -0,0 +1,10 @@ +# Local development configuration for the Compose stack. +port: 7880 +bind_addresses: + - 0.0.0.0 +rtc: + tcp_port: 7881 + udp_port: 7882 + use_external_ip: false +keys: + devkey: secret diff --git a/examples/online_serving/qwen3_omni/openai_realtime_client.py b/examples/online_serving/qwen3_omni/openai_realtime_client.py deleted file mode 100644 index 2a6bca0fe..000000000 --- a/examples/online_serving/qwen3_omni/openai_realtime_client.py +++ /dev/null @@ -1,398 +0,0 @@ -# SPDX-License-Identifier: Apache-2.0 -# SPDX-FileCopyrightText: Copyright contributors to the vLLM-Omni project - -"""Realtime client for vLLM-Omni /v1/realtime (audio + text events). - -This client: -1) Reads a local WAV file (must be mono, 16-bit PCM, 16kHz), -2) Streams PCM16 chunks to /v1/realtime with OpenAI-style events, -3) Receives response.output_audio.*, response.output_text.*, and transcript events, -4) Saves synthesized audio to an output WAV file and optional text file. - -By default each ``response.output_audio.delta`` is treated as an **incremental PCM** -chunk and all chunks are concatenated into the final ``--output-wav``. - -Optional debugging: pass ``--delta-dump-dir DIR`` to write every -``response.output_audio.delta`` payload as ``delta_000001.wav``, ``delta_000002.wav``, … - -Usage: - python openai_realtime_client.py \ - --url ws://localhost:8091/v1/realtime \ - --model Qwen/Qwen3-Omni-30B-A3B-Instruct \ - --input-wav input_16k_mono.wav \ - --output-wav realtime_output.wav \ - --server-vad \ - --delta-dump-dir ./rt_delta_wavs - -Dependencies: - pip install websockets -""" - -from __future__ import annotations - -import argparse -import asyncio -import base64 -import json -import wave -from pathlib import Path -from urllib.parse import parse_qsl, urlencode, urlsplit, urlunsplit - -try: - import websockets -except ImportError: - print("Please install websockets: pip install websockets") - raise SystemExit(1) - - -def _read_wav_pcm16(path: Path) -> bytes: - with wave.open(str(path), "rb") as wf: - nchannels = wf.getnchannels() - sampwidth = wf.getsampwidth() - framerate = wf.getframerate() - comptype = wf.getcomptype() - nframes = wf.getnframes() - - if nchannels != 1: - raise ValueError(f"Input WAV must be mono (got {nchannels} channels).") - if sampwidth != 2: - raise ValueError(f"Input WAV must be 16-bit PCM (got sample width={sampwidth}).") - if framerate != 16000: - raise ValueError(f"Input WAV must be 16kHz (got {framerate} Hz).") - if comptype != "NONE": - raise ValueError(f"Input WAV must be uncompressed PCM (got comptype={comptype}).") - if nframes <= 0: - raise ValueError("Input WAV has no audio frames.") - - return wf.readframes(nframes) - - -def _write_wav_pcm16(path: Path, pcm16_bytes: bytes, sample_rate_hz: int) -> None: - with wave.open(str(path), "wb") as wf: - wf.setnchannels(1) - wf.setsampwidth(2) - wf.setframerate(sample_rate_hz) - wf.writeframes(pcm16_bytes) - - -def _with_realtime_route(url: str, *, server_vad: bool) -> str: - parts = urlsplit(url) - query = [(key, value) for key, value in parse_qsl(parts.query, keep_blank_values=True) if key != "duplex"] - if not server_vad: - query.append(("duplex", "0")) - return urlunsplit(parts._replace(query=urlencode(query))) - - -async def run_client( - url: str, - model: str, - input_wav: Path, - output_wav: Path, - output_text: Path | None, - chunk_ms: int, - send_delay_ms: int, - delta_dump_dir: Path | None, - server_vad: bool, - request_idx: int = 1, - total_requests: int = 1, -) -> None: - log_prefix = f"[req {request_idx:02d}/{total_requests:02d}] " if total_requests > 1 else "" - pcm16 = _read_wav_pcm16(input_wav) - bytes_per_ms = 16000 * 2 // 1000 # mono PCM16 at 16kHz - chunk_bytes = max(bytes_per_ms * chunk_ms, 2) - - incremental_pcm_parts: list[bytes] = [] - output_sample_rate = 24000 - delta_index = 0 - text_chunks: list[str] = [] - final_text: str = "" - final_audio_transcript: str = "" - - if delta_dump_dir is not None: - delta_dump_dir.mkdir(parents=True, exist_ok=True) - - # Keep the CLI mode authoritative even if the input URL already contains - # an explicit duplex query parameter. - url = _with_realtime_route(url, server_vad=server_vad) - async with websockets.connect(url, max_size=64 * 1024 * 1024) as ws: - # 1) Validate model. - if server_vad: - session_update = { - "type": "session.update", - "session": { - "model": model, - "audio": { - "input": { - "format": {"type": "audio/pcm", "rate": 16_000}, - "turn_detection": { - "type": "server_vad", - "threshold": 0.5, - "prefix_padding_ms": 300, - "silence_duration_ms": 500, - "create_response": True, - "interrupt_response": True, - }, - } - }, - }, - } - else: - # Preserve the existing non-duplex wire format. - session_update = {"type": "session.update", "model": model} - await ws.send(json.dumps(session_update)) - - # 2) Preserve the legacy explicit-commit flow unless Server VAD owns endpointing. - if not server_vad: - await ws.send(json.dumps({"type": "input_audio_buffer.commit", "final": False})) - - # 3) Stream audio chunks. - for i in range(0, len(pcm16), chunk_bytes): - chunk = pcm16[i : i + chunk_bytes] - await ws.send( - json.dumps( - { - "type": "input_audio_buffer.append", - "audio": base64.b64encode(chunk).decode("utf-8"), - } - ) - ) - if send_delay_ms > 0: - await asyncio.sleep(send_delay_ms / 1000.0) - - # 4) Finalize the turn explicitly, or append silence for Server VAD endpointing. - if server_vad: - trailing_silence = bytes(16_000 * 2) - for i in range(0, len(trailing_silence), chunk_bytes): - await ws.send( - json.dumps( - { - "type": "input_audio_buffer.append", - "audio": base64.b64encode(trailing_silence[i : i + chunk_bytes]).decode("utf-8"), - } - ) - ) - else: - await ws.send(json.dumps({"type": "input_audio_buffer.commit", "final": True})) - - # 5) Receive server events until audio done. - while True: - message = await ws.recv() - if isinstance(message, bytes): - # We only expect JSON text frames. - continue - - event = json.loads(message) - event_type = event.get("type") - - if event_type == "session.created": - continue - - if event_type == "response.output_audio.delta": - sr = event.get("sample_rate_hz") - if isinstance(sr, int) and sr > 0: - output_sample_rate = sr - audio_b64 = event.get("delta" if server_vad else "audio", "") - if audio_b64: - pcm_delta = base64.b64decode(audio_b64) - incremental_pcm_parts.append(pcm_delta) - if delta_dump_dir is not None and pcm_delta: - delta_index += 1 - dump_path = delta_dump_dir / f"delta_{delta_index:06d}.wav" - _write_wav_pcm16(dump_path, pcm_delta, output_sample_rate) - print( - f"{log_prefix}delta dump #{delta_index}: {dump_path} " - f"(pcm bytes={len(pcm_delta)}, sr={output_sample_rate})" - ) - continue - - if event_type in {"response.output_text.delta", "transcription.delta"}: - delta = event.get("delta", "") - if delta: - text_chunks.append(delta) - print(delta, end="", flush=True) - continue - - if event_type in {"response.output_text.done", "transcription.done"}: - final_text = event.get("text", "") or "".join(text_chunks) - usage = event.get("usage") - final_text_with_tag = f"Final transcription: {final_text}" - if text_chunks: - print() - print(f"{log_prefix}{final_text_with_tag}") - if usage: - print(f"{log_prefix}text usage: {usage}") - continue - - if event_type == "response.output_audio_transcript.done": - final_audio_transcript = event.get("transcript", "") - continue - - if event_type == "response.output_audio.done": - if not server_vad: - break - continue - - if event_type == "response.done" and server_vad: - await ws.send(json.dumps({"type": "session.close"})) - break - - if event_type == "error": - raise RuntimeError(f"Server error: {event}") - - all_pcm16 = b"".join(incremental_pcm_parts) - if not all_pcm16: - raise RuntimeError("No audio received from server.") - - output_wav.parent.mkdir(parents=True, exist_ok=True) - _write_wav_pcm16(output_wav, all_pcm16, output_sample_rate) - print(f"{log_prefix}Saved realtime audio to: {output_wav} (incremental chunks joined)") - - if output_text is not None: - text_to_save = final_text or "".join(text_chunks) or final_audio_transcript - output_text.parent.mkdir(parents=True, exist_ok=True) - output_text.write_text(text_to_save, encoding="utf-8") - print(f"{log_prefix}Saved realtime text to: {output_text}") - - -def _indexed_output_path(path: Path | None, index: int, total: int) -> Path | None: - if path is None or total <= 1: - return path - return path.with_name(f"{path.stem}_{index:02d}{path.suffix}") - - -async def run_clients_concurrent( - *, - url: str, - model: str, - input_wav: Path, - output_wav: Path, - output_text: Path | None, - chunk_ms: int, - send_delay_ms: int, - delta_dump_dir: Path | None, - server_vad: bool, - num_requests: int, - concurrency: int, -) -> None: - sem = asyncio.Semaphore(concurrency) - - async def _run_one(index: int) -> tuple[int, bool, str | None]: - per_output_wav = _indexed_output_path(output_wav, index, num_requests) - per_output_text = _indexed_output_path(output_text, index, num_requests) - per_delta_dir = None - if delta_dump_dir is not None: - per_delta_dir = delta_dump_dir / f"req_{index:02d}" - async with sem: - try: - await run_client( - url=url, - model=model, - input_wav=input_wav, - output_wav=per_output_wav, - output_text=per_output_text, - chunk_ms=chunk_ms, - send_delay_ms=send_delay_ms, - delta_dump_dir=per_delta_dir, - server_vad=server_vad, - request_idx=index, - total_requests=num_requests, - ) - return index, True, None - except Exception as exc: - return index, False, str(exc) - - tasks = [asyncio.create_task(_run_one(i), name=f"rt-client-{i}") for i in range(1, num_requests + 1)] - results = await asyncio.gather(*tasks) - - failed = [(idx, err) for idx, ok, err in results if not ok] - succeeded = num_requests - len(failed) - print(f"[summary] succeeded={succeeded}, failed={len(failed)}, total={num_requests}") - if failed: - for idx, err in failed: - print(f"[summary] req {idx:02d} failed: {err}") - raise RuntimeError(f"{len(failed)} concurrent request(s) failed") - - -def main() -> None: - parser = argparse.ArgumentParser(description="Realtime audio/text client for vLLM-Omni") - parser.add_argument("--url", default="ws://localhost:8091/v1/realtime", help="WebSocket URL") - parser.add_argument( - "--model", - default="Qwen/Qwen3-Omni-30B-A3B-Instruct", - help="Model name for session.update", - ) - parser.add_argument("--input-wav", required=True, type=Path, help="Input WAV (mono, PCM16, 16kHz)") - parser.add_argument("--output-wav", default=Path("realtime_output.wav"), type=Path, help="Output WAV path") - parser.add_argument( - "--output-text", - default=None, - type=Path, - help="Optional output text path for final transcription", - ) - parser.add_argument("--chunk-ms", type=int, default=200, help="Input chunk size in milliseconds") - parser.add_argument( - "--send-delay-ms", - type=int, - default=0, - help="Delay between chunk sends; set >0 to simulate realtime upload", - ) - parser.add_argument( - "--delta-dump-dir", - type=Path, - default=None, - help="If set, each response.output_audio.delta is saved as delta_NNNNNN.wav under this directory", - ) - parser.add_argument( - "--server-vad", - action="store_true", - help="Let the server detect speech endpoints instead of sending input_audio_buffer.commit", - ) - parser.add_argument("--num-requests", type=int, default=1, help="Total number of requests to send") - parser.add_argument( - "--concurrency", - type=int, - default=1, - help="Maximum number of concurrent websocket requests", - ) - args = parser.parse_args() - - if args.num_requests <= 0: - raise ValueError("--num-requests must be >= 1") - if args.concurrency <= 0: - raise ValueError("--concurrency must be >= 1") - concurrency = min(args.concurrency, args.num_requests) - - if args.num_requests == 1: - asyncio.run( - run_client( - url=args.url, - model=args.model, - input_wav=args.input_wav, - output_wav=args.output_wav, - output_text=args.output_text, - chunk_ms=args.chunk_ms, - send_delay_ms=args.send_delay_ms, - delta_dump_dir=args.delta_dump_dir, - server_vad=args.server_vad, - ) - ) - else: - asyncio.run( - run_clients_concurrent( - url=args.url, - model=args.model, - input_wav=args.input_wav, - output_wav=args.output_wav, - output_text=args.output_text, - chunk_ms=args.chunk_ms, - send_delay_ms=args.send_delay_ms, - delta_dump_dir=args.delta_dump_dir, - server_vad=args.server_vad, - num_requests=args.num_requests, - concurrency=concurrency, - ) - ) - - -if __name__ == "__main__": - main() diff --git a/examples/online_serving/qwen3_omni/realtime_web/__init__.py b/examples/online_serving/qwen3_omni/realtime_web/__init__.py deleted file mode 100644 index 14c5daad2..000000000 --- a/examples/online_serving/qwen3_omni/realtime_web/__init__.py +++ /dev/null @@ -1,4 +0,0 @@ -# SPDX-License-Identifier: Apache-2.0 -# SPDX-FileCopyrightText: Copyright contributors to the vLLM-Omni project - -"""Qwen3-Omni turn-based browser call UI.""" diff --git a/examples/online_serving/qwen3_omni/realtime_web/__main__.py b/examples/online_serving/qwen3_omni/realtime_web/__main__.py deleted file mode 100644 index 698179528..000000000 --- a/examples/online_serving/qwen3_omni/realtime_web/__main__.py +++ /dev/null @@ -1,7 +0,0 @@ -# SPDX-License-Identifier: Apache-2.0 -# SPDX-FileCopyrightText: Copyright contributors to the vLLM-Omni project - -from examples.online_serving.realtime_web.server import main - -if __name__ == "__main__": - main(default_profile="qwen3-turn") diff --git a/tests/assets/livekit/client_vad_replay.jsonl b/tests/assets/livekit/client_vad_replay.jsonl new file mode 100644 index 000000000..a4e104b6c --- /dev/null +++ b/tests/assets/livekit/client_vad_replay.jsonl @@ -0,0 +1,230 @@ +{"ts": 1786416331.6473932, "data": {"session": {"type": "realtime", "audio": {"input": {"format": {"rate": 24000, "type": "audio/pcm"}, "noise_reduction": null, "transcription": {"model": "gpt-4o-mini-transcribe"}, "turn_detection": null}, "output": {"format": {"rate": 24000, "type": "audio/pcm"}, "speed": 1.0}}, "max_output_tokens": "inf", "model": "Qwen/Qwen3-Omni-30B-A3B-Instruct", "output_modalities": ["audio", "text"], "tool_choice": "auto", "tracing": null}, "type": "session.update", "event_id": "session_update_430fe7934820"}} +{"ts": 1786416331.647494, "data": {"session": {"type": "realtime", "instructions": "You are a helpful voice assistant. Respond naturally and concisely."}, "type": "session.update", "event_id": "instructions_update_e3c7228edddd"}} +{"ts": 1786416331.6476364, "data": {"session": {"type": "realtime", "model": "Qwen/Qwen3-Omni-30B-A3B-Instruct", "tools": []}, "type": "session.update", "event_id": "tools_update_a31a928a9a35"}} +{"ts": 1786416331.6476364, "data": {"type": "session.update", "session": {"type": "realtime", "audio": {"output": {"voice": "__VOICE__"}}}}} +{"ts": 1786416331.733971, "data": {"audio": 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"type": "input_audio_buffer.append"}} diff --git a/tests/entrypoints/openai_api/test_api_server_guards.py b/tests/entrypoints/openai_api/test_api_server_guards.py index 58700b552..dbbc03cdf 100644 --- a/tests/entrypoints/openai_api/test_api_server_guards.py +++ b/tests/entrypoints/openai_api/test_api_server_guards.py @@ -58,6 +58,7 @@ from starlette.requests import Request from starlette.websockets import WebSocketDisconnect from vllm.v1.engine.exceptions import EngineDeadError, EngineGenerateError +from vllm_omni.entrypoints.duplex import openai as duplex_openai from vllm_omni.entrypoints.openai import api_server from vllm_omni.entrypoints.serve.utils import errors as serve_errors @@ -225,7 +226,6 @@ _MULTISTAGE_APP_STATE_KEYS = { "openai_streaming_speech", "openai_streaming_video", "openai_serving_duplex", - "openai_serving_realtime", "openai_serving_video", "openai_serving_realtime_robot", "rl_rollout_serving", @@ -673,7 +673,7 @@ async def test_realtime_route_defaults_to_configured_duplex_handler( async def handle_connection(self) -> None: calls.append("legacy") - monkeypatch.setattr(api_server, "RealtimeConnection", lambda _websocket, _serving: _LegacyConnection()) + monkeypatch.setattr(duplex_openai, "RealtimeConnection", lambda _websocket, _serving: _LegacyConnection()) query_params = {} if duplex_query is None else {"duplex": duplex_query} websocket = SimpleNamespace( app=SimpleNamespace( @@ -1100,7 +1100,6 @@ async def test_multistage_app_state_key_snapshot(monkeypatch) -> None: monkeypatch.setattr(api_server, "OmniOpenAIServingAudioGenerate", _FakeCtor) monkeypatch.setattr(api_server, "OmniStreamingSpeechHandler", _FakeCtor) monkeypatch.setattr(api_server, "create_streaming_video_handler", lambda **_k: _marker("streaming_video")) - monkeypatch.setattr(api_server, "OpenAIServingRealtime", _FakeCtor) monkeypatch.setattr(api_server, "OmniOpenAIServingVideo", _FakeCtor) state = State() diff --git a/tests/entrypoints/openai_api/test_qwen3_omni_realtime_websocket.py b/tests/entrypoints/openai_api/test_qwen3_omni_realtime_websocket.py index 4aea42159..1e0db37eb 100644 --- a/tests/entrypoints/openai_api/test_qwen3_omni_realtime_websocket.py +++ b/tests/entrypoints/openai_api/test_qwen3_omni_realtime_websocket.py @@ -60,6 +60,7 @@ ISSUE_6474_SYNTH_PHRASE_TEXT = ( # Simulate realtime upload pacing (``openai_realtime_client.py --send-delay-ms``). SEND_DELAY_MS = 200 +CLIENT_VAD_REPLAY_PATH = Path(__file__).resolve().parents[2] / "assets" / "livekit" / "client_vad_replay.jsonl" # CI overlay bakes in async_chunk: False and covers CUDA/ROCm/XPU via ``platforms:``. default_stage_config = get_deploy_config_path("ci/qwen3_omni_moe.yaml") @@ -283,6 +284,93 @@ async def _run_server_vad_audio_roundtrips( return turn_events +def _output_text(response: dict) -> str: + parts: list[str] = [] + for item in response.get("output", []): + for content in item.get("content", []): + text = content.get("transcript") or content.get("text") + if text: + parts.append(text) + return "".join(parts) + + +async def _run_client_vad_replay( + host: str, + port: int, + model: str, + replay_path: Path, + *, + wait_s: float = 10.0, +) -> list[str]: + """Replay a captured LiveKit client-VAD session at its original speed.""" + with replay_path.open() as replay_file: + records = [json.loads(line) for line in replay_file] + assert records + + answers_by_response_id: dict[str, str] = {} + response_order: list[str] = [] + completed_answers: dict[str, str] = {} + errors: list[dict] = [] + + async with websockets.connect( + f"ws://{host}:{port}/v1/realtime?model={model}", + max_size=64 * 1024 * 1024, + ) as ws: + + async def receive_responses() -> None: + async for message in ws: + if isinstance(message, bytes): + continue + event = json.loads(message) + event_type = event.get("type") + if event_type == "error": + errors.append(event) + elif event_type == "response.created": + response_id = event["response"]["id"] + response_order.append(response_id) + answers_by_response_id[response_id] = "" + elif event_type in { + "response.audio_transcript.delta", + "response.output_audio_transcript.delta", + "response.output_text.delta", + "transcription.delta", + }: + response_id = event.get("response_id") + if response_id in answers_by_response_id: + answers_by_response_id[response_id] += event.get("delta", "") + elif event_type == "response.done": + response = event["response"] + response_id = response["id"] + text = answers_by_response_id.get(response_id, "") + completed_answers[response_id] = text or _output_text(response) + + receiver = asyncio.create_task(receive_responses()) + capture_start = records[0]["ts"] + replay_start = asyncio.get_running_loop().time() + + try: + for record in records: + target = replay_start + (record["ts"] - capture_start) + delay = target - asyncio.get_running_loop().time() + if delay > 0: + await asyncio.sleep(delay) + + message = record["data"] + # The capture's reference-voice update is only valid when the + # replay client uploads its optional reference-audio asset. + if "__VOICE__" in json.dumps(message): + continue + await ws.send(json.dumps(message)) + + await asyncio.sleep(wait_s) + finally: + receiver.cancel() + await asyncio.gather(receiver, return_exceptions=True) + + assert not [error for error in errors if error.get("error", {}).get("type") == "server_error"] + return [completed_answers[response_id] for response_id in response_order if response_id in completed_answers] + + @pytest.fixture(scope="class") def cached_silero_vad_artifact() -> str: """Prepare the pinned artifact before the serving subprocess starts.""" @@ -376,6 +464,26 @@ class TestQwen3OmniRealtimeWebSocket: yield from iter_omni_server(request, run_level, omni_fixture_lock) + @pytest.mark.advanced_model + @pytest.mark.omni + @hardware_test(res={"cuda": "H100", "rocm": "MI325"}, num_cards=2) + @pytest.mark.parametrize("omni_server", realtime_async_chunk_server_params, indirect=True) + def test_livekit_client_vad_replay(self, omni_server) -> None: + """Replay the captured client-VAD session at speed 1 and check its answers.""" + answers = asyncio.run( + _run_client_vad_replay( + omni_server.host, + omni_server.port, + omni_server.model, + CLIENT_VAD_REPLAY_PATH, + ) + ) + + assert len(answers) == 3, answers + assert "assistant" in answers[0].lower(), answers + assert "paris" in answers[1].lower(), answers + assert "paris" in answers[2].lower(), answers + @pytest.mark.advanced_model @pytest.mark.omni @hardware_test(res={"cuda": "H100", "rocm": "MI325"}, num_cards=2) diff --git a/vllm_omni/entrypoints/duplex/openai.py b/vllm_omni/entrypoints/duplex/openai.py new file mode 100644 index 000000000..e55d1118c --- /dev/null +++ b/vllm_omni/entrypoints/duplex/openai.py @@ -0,0 +1,105 @@ +# SPDX-License-Identifier: Apache-2.0 +# SPDX-FileCopyrightText: Copyright contributors to the vLLM-Omni project + +from __future__ import annotations + +import asyncio +from collections.abc import Mapping +from typing import Any + +from fastapi import WebSocket +from vllm.logger import init_logger +from vllm.utils import random_uuid + +from vllm_omni.entrypoints.duplex.warmup import DUPLEX_WARMUP_CLIENT_WAIT_S +from vllm_omni.entrypoints.openai.realtime.connection import OpenAIFullDuplexConnection +from vllm_omni.entrypoints.openai.realtime_connection import RealtimeConnection + +logger = init_logger(__name__) + +_QWEN3_OMNI_REALTIME_ARCH = "Qwen3OmniMoeForConditionalGeneration" +_QWEN3_OMNI_REALTIME_STAGES = {"thinker", "talker", "code2wav"} + + +def supports_qwen3_omni_realtime(stage_configs: Any) -> bool: + def stage_arg(stage: Any, name: str) -> Any: + engine_args = getattr(stage, "engine_args", None) + return engine_args.get(name) if isinstance(engine_args, Mapping) else getattr(engine_args, name, None) + + stages = stage_configs or () + return ( + len(stages) == len(_QWEN3_OMNI_REALTIME_STAGES) + and all(stage_arg(stage, "model_arch") == _QWEN3_OMNI_REALTIME_ARCH for stage in stages) + and {stage_arg(stage, "model_stage") for stage in stages} == _QWEN3_OMNI_REALTIME_STAGES + ) + + +async def reject_realtime_websocket(websocket: WebSocket, message: str) -> None: + await websocket.accept() + await websocket.send_json( + { + "event_id": f"evt_{random_uuid()}", + "type": "error", + "error": { + "type": "invalid_request_error", + "code": "unsupported_model", + "message": message, + "param": "model", + "event_id": None, + }, + } + ) + await websocket.close(code=1008) + + +async def dispatch_generic_realtime_websocket(websocket: WebSocket) -> None: + """Fall back to the generic OpenAI Realtime API for non-Qwen3-Omni models.""" + serving = getattr(websocket.app.state, "openai_serving_realtime", None) + if serving is None: + await websocket.accept() + await websocket.send_json({"type": "error", "error": "Realtime API is not available", "code": "unsupported"}) + await websocket.close() + return + connection = RealtimeConnection(websocket, serving) + await connection.handle_connection() + + +async def dispatch_realtime_websocket(websocket: WebSocket) -> None: + """Handle Realtime sessions not already routed to the proprietary duplex + handler by the caller: Qwen3-Omni gets a conformant full-duplex connection, + everything else falls back to the generic turn-based Realtime API.""" + state = websocket.app.state + if not supports_qwen3_omni_realtime(getattr(state, "stage_configs", None)): + await dispatch_generic_realtime_websocket(websocket) + return + + model_name = state.openai_serving_models.base_model_paths[0].name + # Some OpenAI-compatible clients always send ``model=`` even when the + # caller leaves model selection to this single-model Omni server. + requested_model = websocket.query_params.get("model") + if requested_model and requested_model != model_name: + await reject_realtime_websocket(websocket, f"Model '{requested_model}' is not available") + return + + # Hold real clients until the startup duplex warmup finishes (the warmup + # connection marks itself with vllm_omni_warmup=1 and passes through). + warmup_done = getattr(state, "duplex_warmup_done", None) + if warmup_done is not None and not warmup_done.is_set() and websocket.query_params.get("vllm_omni_warmup") != "1": + try: + await asyncio.wait_for(warmup_done.wait(), timeout=DUPLEX_WARMUP_CLIENT_WAIT_S) + except (TimeoutError, asyncio.TimeoutError): + logger.warning( + "Duplex warmup still running after %d s; admitting the client anyway.", + DUPLEX_WARMUP_CLIENT_WAIT_S, + ) + + tokenizer = await state.engine_client.get_tokenizer() + connection = OpenAIFullDuplexConnection( + websocket=websocket, + engine=state.engine_client, + model_name=model_name, + tokenizer=tokenizer, + tool_call_parser=getattr(state.args, "tool_call_parser", None), + enable_auto_tool_choice=getattr(state.args, "enable_auto_tool_choice", False), + ) + await connection.handle_connection() diff --git a/vllm_omni/entrypoints/openai/api_server.py b/vllm_omni/entrypoints/openai/api_server.py index 28e4f68bd..a821c0a26 100644 --- a/vllm_omni/entrypoints/openai/api_server.py +++ b/vllm_omni/entrypoints/openai/api_server.py @@ -94,6 +94,7 @@ from vllm_omni.config.endpoint_policy import ( from vllm_omni.engine.stage_init_utils import set_death_signal from vllm_omni.engine.stage_runtime import OmniClientConfig from vllm_omni.entrypoints.async_omni import ABORT_TIMEOUT_S, AsyncOmni +from vllm_omni.entrypoints.duplex.openai import dispatch_realtime_websocket from vllm_omni.entrypoints.duplex.serving import OmniDuplexSessionHandler from vllm_omni.entrypoints.duplex.warmup import ( DUPLEX_WARMUP_CLIENT_WAIT_S, @@ -164,7 +165,6 @@ from vllm_omni.entrypoints.openai.protocol.videos import ( VideoListResponse, VideoResponse, ) -from vllm_omni.entrypoints.openai.realtime_connection import RealtimeConnection from vllm_omni.entrypoints.openai.rollout_session import ( RolloutSessionCapacityError, RolloutSessionClosedError, @@ -1776,14 +1776,7 @@ async def realtime_websocket(websocket: WebSocket): await websocket.close(code=1008) return - serving = getattr(websocket.app.state, "openai_serving_realtime", None) - if serving is None: - await websocket.accept() - await websocket.send_json({"type": "error", "error": "Realtime API is not available", "code": "unsupported"}) - await websocket.close() - return - connection = RealtimeConnection(websocket, serving) - await connection.handle_connection() + await dispatch_realtime_websocket(websocket) async def _wait_for_duplex_warmup(websocket: WebSocket) -> None: diff --git a/vllm_omni/entrypoints/openai/realtime/__init__.py b/vllm_omni/entrypoints/openai/realtime/__init__.py new file mode 100644 index 000000000..7b32676d4 --- /dev/null +++ b/vllm_omni/entrypoints/openai/realtime/__init__.py @@ -0,0 +1,8 @@ +# SPDX-License-Identifier: Apache-2.0 +# SPDX-FileCopyrightText: Copyright contributors to the vLLM-Omni project + +from vllm_omni.entrypoints.openai.realtime.connection import ( + OpenAIFullDuplexConnection, +) + +__all__ = ["OpenAIFullDuplexConnection"] diff --git a/vllm_omni/entrypoints/openai/realtime/connection.py b/vllm_omni/entrypoints/openai/realtime/connection.py new file mode 100644 index 000000000..b9e66287e --- /dev/null +++ b/vllm_omni/entrypoints/openai/realtime/connection.py @@ -0,0 +1,1898 @@ +# SPDX-License-Identifier: Apache-2.0 +# SPDX-FileCopyrightText: Copyright contributors to the vLLM-Omni project + +from __future__ import annotations + +import asyncio +import binascii +import json +import time +import warnings +from dataclasses import dataclass +from typing import TYPE_CHECKING, Any + +import numpy as np +import pybase64 as base64 +from fastapi import WebSocket, WebSocketDisconnect +from openai.types import realtime as types +from pydantic import TypeAdapter +from vllm.entrypoints.openai.chat_completion.protocol import ( + ChatCompletionNamedToolChoiceParam, + ChatCompletionRequest, + ChatCompletionToolsParam, +) +from vllm.logger import init_logger +from vllm.sampling_params import RequestOutputKind, SamplingParams, StructuredOutputsParams +from vllm.tool_parsers import ToolParserManager + +if TYPE_CHECKING: + from vllm.inputs import TokensPrompt + +from vllm_omni.entrypoints.async_omni import AsyncOmni +from vllm_omni.entrypoints.openai.realtime.session import ( + ActiveResponse, + AudioFullDuplexSessionState, + HistoryLimitError, + ResponseUsage, + _gen_id, + merge_session_config, +) + +logger = init_logger(__name__) + +_CLIENT_EVENT_ADAPTER = TypeAdapter(types.RealtimeClientEvent) + +# Qwen3-Omni's Realtime contract is mono signed PCM16 at 24 kHz. PCM16 is the +# sample width; 24 kHz is the sample rate. +SAMPLE_RATE_HZ = 24000 +BYTES_PER_SAMPLE_PCM16 = 2 +# Application safety caps for one append and the complete pending input turn. +MAX_AUDIO_APPEND_BYTES = 15 * 1024 * 1024 +MAX_INPUT_AUDIO_BUFFER_BYTES = 64 * 1024 * 1024 + +# The Qwen3-Omni chat template uses these literal special tokens for audio. +# The generic chat-template interface does not expose that placeholder as +# metadata, so it cannot be inferred reliably from the Realtime event schema. +AUDIO_PLACEHOLDER = "<|audio_start|><|audio_pad|><|audio_end|>" + +# Empirically calibrated for Qwen3-Omni from 8,808 ms / 23 thinker tokens. +QWEN3_OMNI_MS_PER_TOKEN = 383.0 + +AUTO_TRUNCATION_TRIGGER_RATIO = 0.8 +AUTO_TRUNCATION_TARGET_RATIO = 0.5 + + +class _UnsupportedAudioFormatError(ValueError): + """The Realtime endpoint only accepts mono PCM16 audio at 24 kHz.""" + + +@dataclass(slots=True) +class _ResolvedResponse: + input: list[Any] | None + instructions: str | None + modalities: list[str] + max_output_tokens: int | str + tools: list[Any] | None + tool_choice: Any + metadata: Any + + +class OpenAIFullDuplexConnection: + """Handle one OpenAI Realtime WebSocket session.""" + + def __init__( + self, + websocket: WebSocket, + engine: AsyncOmni, + model_name: str, + tokenizer: Any, + tool_call_parser: str | None = None, + enable_auto_tool_choice: bool = False, + ): + self.ws = websocket + self.engine = engine + self.model_name = model_name + self._tool_call_parser_name = tool_call_parser if enable_auto_tool_choice else None + + self.session = AudioFullDuplexSessionState() + self.session.config.model = model_name + + self._connected = True + self._response_task: asyncio.Task | None = None + self._response_cancel_event = asyncio.Event() + self._send_lock = asyncio.Lock() + + self._tokenizer = self._resolve_tokenizer(tokenizer) + + # ------------------------------------------------------------------ # + # Lifecycle # + # ------------------------------------------------------------------ # + + async def handle_connection(self): + try: + await self.ws.accept() + logger.info("[realtime] connection opened, session_id=%s", self.session.session_id) + await self._send_session_created() + await self._send_conversation_created() + + while self._connected: + try: + text = await self.ws.receive_text() + except WebSocketDisconnect: + break + try: + event = _CLIENT_EVENT_ADAPTER.validate_json(text) + except Exception: + await self._send_error( + "Invalid or unrecognized client event", + "invalid_event", + ) + continue + await self._dispatch_event(event) + except Exception: + logger.exception("Unhandled error in realtime connection") + await self._send_error("Internal server error", "server_error", error_type="server_error") + finally: + await self._cleanup() + + async def _cleanup(self): + self._connected = False + await self._cancel_active_response() + logger.info("[realtime] connection closed, session_id=%s", self.session.session_id) + + def _resolve_tokenizer(self, tokenizer: Any) -> Any: + if getattr(tokenizer, "chat_template", None): + return tokenizer + + input_processor = getattr(self.engine, "input_processor", None) + if input_processor is None: + return tokenizer + try: + from vllm.transformers_utils.processor import cached_processor_from_config + + processor = cached_processor_from_config(input_processor.model_config) + if getattr(processor, "apply_chat_template", None): + return processor + except Exception: + logger.warning("Could not load processor for chat templating") + return tokenizer + + # ------------------------------------------------------------------ # + # Event dispatch # + # ------------------------------------------------------------------ # + + async def _dispatch_event(self, event: types.RealtimeClientEvent): + match event: + case types.SessionUpdateEvent(): + handler = self._handle_session_update + case types.InputAudioBufferAppendEvent(): + handler = self._handle_audio_append + case types.InputAudioBufferCommitEvent(): + handler = self._handle_audio_commit + case types.InputAudioBufferClearEvent(): + handler = self._handle_audio_clear + case types.ResponseCreateEvent(): + handler = self._handle_response_create + case types.ResponseCancelEvent(): + handler = self._handle_response_cancel + case types.ConversationItemCreateEvent(): + handler = self._handle_item_create + case types.ConversationItemDeleteEvent(): + handler = self._handle_item_delete + case types.ConversationItemRetrieveEvent(): + handler = self._handle_item_retrieve + case types.ConversationItemTruncateEvent(): + handler = self._handle_item_truncate + case _: + await self._send_error( + f"Unknown event type: {event.type}", + "invalid_event", + event_id=event.event_id, + ) + return + try: + await handler(event) + except Exception: + logger.exception("Error handling event %s", event.type) + await self._send_error( + "Internal server error", + "server_error", + event_id=event.event_id, + error_type="server_error", + ) + + # ------------------------------------------------------------------ # + # session.update # + # ------------------------------------------------------------------ # + + async def _handle_session_update(self, event: types.SessionUpdateEvent): + s = self.session + try: + cfg = self._sanitize_session_config(event.session) + except _UnsupportedAudioFormatError as exc: + await self._send_error(str(exc), "unsupported_audio_format", event_id=event.event_id) + return + s.config = merge_session_config(s.config, cfg) + await self._send_session_updated() + + def _sanitize_session_config(self, cfg: Any) -> types.RealtimeSessionCreateRequest: + """Drop any session.update fields this server doesn't support instead + of rejecting the whole update, so clients that always send their full + default config (transcription, noise reduction, server-side VAD, MCP + tools, ...) still get a working session rather than a hard error. + """ + data = cfg.model_dump(exclude_unset=True) + + if "model" in data and data["model"] != self.model_name: + data.pop("model") + + if "tools" in data: + data["tools"] = [t for t in data["tools"] if (t or {}).get("type") != "mcp"] + if (data.get("tool_choice") or {}).get("type") == "mcp" if isinstance(data.get("tool_choice"), dict) else False: + data.pop("tool_choice") + + audio = data.get("audio") + if audio is not None: + inp = audio.get("input") + if inp is not None: + inp.pop("transcription", None) + inp.pop("noise_reduction", None) + if not self._is_pcm16_24khz_format(inp.get("format")): + raise _UnsupportedAudioFormatError("Only 24 kHz PCM16 input audio is supported") + td = inp.get("turn_detection") + if isinstance(td, dict) and td.get("type") in ("server_vad", "semantic_vad"): + inp["turn_detection"] = None + + out = audio.get("output") + if out is not None: + if out.get("speed") not in (None, 1): + out.pop("speed", None) + if not self._is_pcm16_24khz_format(out.get("format")): + raise _UnsupportedAudioFormatError("Only 24 kHz PCM16 output audio is supported") + + return types.RealtimeSessionCreateRequest.model_validate(data) + + @staticmethod + def _unsupported_audio_option(audio: Any) -> str | None: + if audio is None: + return None + audio_input = getattr(audio, "input", None) + if audio_input is not None: + fields: set[str] = getattr(audio_input, "model_fields_set", set()) + if "transcription" in fields and audio_input.transcription is not None: + return "Input audio transcription" + if "noise_reduction" in fields and audio_input.noise_reduction is not None: + return "Input audio noise reduction" + output = getattr(audio, "output", None) + if output is not None: + fields = getattr(output, "model_fields_set", set()) + if "speed" in fields and output.speed is not None and output.speed != 1: + return "Output audio speed" + return None + + @staticmethod + def _is_pcm16_24khz_format(audio_format: Any) -> bool: + if audio_format is None: + return True + if isinstance(audio_format, str): + return audio_format in ("audio/pcm", "pcm16") + if isinstance(audio_format, dict): + format_type = audio_format.get("type") + rate = audio_format.get("rate", SAMPLE_RATE_HZ) + else: + format_type = getattr(audio_format, "type", None) + rate = getattr(audio_format, "rate", SAMPLE_RATE_HZ) + return format_type in ("audio/pcm", "pcm16") and rate == SAMPLE_RATE_HZ + + @staticmethod + def _uses_mcp(config: Any) -> bool: + def object_type(value: Any) -> Any: + return value.get("type") if isinstance(value, dict) else getattr(value, "type", None) + + return ( + any(object_type(tool) == "mcp" for tool in (getattr(config, "tools", None) or [])) + or object_type(getattr(config, "tool_choice", None)) == "mcp" + ) + + async def _send_unsupported_mcp(self, event_id: str | None) -> None: + await self._send_error( + "Remote MCP tools are not supported", + "unsupported_feature", + event_id=event_id, + ) + + # ------------------------------------------------------------------ # + # input_audio_buffer.append / .commit / .clear # + # ------------------------------------------------------------------ # + + async def _handle_audio_append(self, event: types.InputAudioBufferAppendEvent): + if not event.audio: + return + try: + audio_bytes = self._decode_pcm16(event.audio) + if len(self.session.input_audio_buffer) + len(audio_bytes) > MAX_INPUT_AUDIO_BUFFER_BYTES: + limit_mib = MAX_INPUT_AUDIO_BUFFER_BYTES // (1024 * 1024) + raise ValueError(f"Input audio buffer exceeds the {limit_mib} MiB limit") + except ValueError as exc: + await self._send_error(str(exc), "invalid_request_error", event_id=event.event_id) + return + self.session.input_audio_buffer.extend(audio_bytes) + + @staticmethod + def _decode_pcm16(audio: str, max_bytes: int = MAX_AUDIO_APPEND_BYTES) -> bytes: + if len(audio) > 4 * ((max_bytes + 2) // 3): + raise ValueError("Audio payload is too large") + try: + decoded = base64.b64decode(audio, validate=True) + except (ValueError, binascii.Error) as exc: + raise ValueError("Invalid base64 audio data") from exc + if len(decoded) > max_bytes: + raise ValueError("Audio payload is too large") + if len(decoded) % BYTES_PER_SAMPLE_PCM16: + raise ValueError("PCM audio data must contain complete 16-bit samples") + return decoded + + async def _commit_audio_buffer( + self, + event_id: str | None = None, + ) -> types.RealtimeConversationItemUserMessage | None: + """Commit buffered audio and announce the conversation item.""" + s = self.session + if len(s.input_audio_buffer) == 0: + return None + pcm16 = np.frombuffer(bytes(s.input_audio_buffer), dtype=np.int16) + audio_f32 = pcm16.astype(np.float32) / 32768.0 + item = types.RealtimeConversationItemUserMessage( + type="message", + role="user", + status="completed", + content=[{"type": "input_audio", "audio": self._pcm16_b64(audio_f32)}], + ) + try: + s.insert_item(item) + except HistoryLimitError as exc: + s.input_audio_buffer.clear() + await self._send_error(str(exc), "invalid_request_error", event_id=event_id) + return None + s.input_audio_buffer.clear() + idx = self.session.find_item_index(item.id) + previous_item_id = self.session.items[idx - 1].id if idx else None + await self._send_event( + types.InputAudioBufferCommittedEvent( + event_id=_gen_id("evt"), + type="input_audio_buffer.committed", + item_id=item.id, + previous_item_id=previous_item_id, + ) + ) + # Do not echo the client's potentially large audio payload. + wire_item = item.model_copy(update={"content": []}) + await self._send_conversation_item_added_and_done(wire_item, previous_item_id) + return item + + async def _handle_audio_commit(self, event: types.InputAudioBufferCommitEvent): + s = self.session + if len(s.input_audio_buffer) == 0: + await self._send_error( + "Input audio buffer is empty", + "invalid_request_error", + event_id=event.event_id, + ) + return + + await self._commit_audio_buffer(event.event_id) + + async def _handle_audio_clear(self, event: types.InputAudioBufferClearEvent): + self.session.input_audio_buffer.clear() + await self._send_event( + types.InputAudioBufferClearedEvent( + event_id=_gen_id("evt"), + type="input_audio_buffer.cleared", + ) + ) + + # ------------------------------------------------------------------ # + # response.create # + # ------------------------------------------------------------------ # + + @staticmethod + def _resolve_tools_and_choice(s: AudioFullDuplexSessionState, response_cfg: Any): + """Per-response overrides win over session.config, same pattern as + output_modalities/max_output_tokens below.""" + tools = s.config.tools + if response_cfg is not None and getattr(response_cfg, "tools", None) is not None: + tools = response_cfg.tools + tool_choice = s.config.tool_choice + if response_cfg is not None and getattr(response_cfg, "tool_choice", None) is not None: + tool_choice = response_cfg.tool_choice + return tools, tool_choice + + def _resolve_response(self, response_cfg: Any) -> _ResolvedResponse: + s = self.session + tools, tool_choice = self._resolve_tools_and_choice(s, response_cfg) + modalities = s.config.output_modalities + max_output_tokens = s.config.max_output_tokens + response_input = None + instructions = None + metadata = None + if response_cfg is not None: + if response_cfg.output_modalities is not None: + modalities = response_cfg.output_modalities + if response_cfg.max_output_tokens is not None: + max_output_tokens = response_cfg.max_output_tokens + response_input = response_cfg.input + instructions = response_cfg.instructions + if response_cfg.conversation == "none": + raise ValueError("Out-of-band responses are not supported") + metadata = response_cfg.metadata + audio = getattr(response_cfg, "audio", None) + unsupported = self._unsupported_audio_option(audio) + if unsupported is not None: + raise ValueError(f"{unsupported} is not supported") + output = getattr(audio, "output", None) if audio is not None else None + if output is not None and not self._is_pcm16_24khz_format(getattr(output, "format", None)): + raise _UnsupportedAudioFormatError("Only 24 kHz PCM16 output audio is supported") + + if tools and tool_choice != "none" and self._tool_call_parser_name is None: + raise ValueError("Function tools require --enable-auto-tool-choice and --tool-call-parser") + + resolved_input = self._resolve_response_input(response_input) if response_input is not None else None + return _ResolvedResponse( + input=resolved_input, + instructions=instructions, + modalities=list(modalities), + max_output_tokens=max_output_tokens, + tools=tools, + tool_choice=tool_choice, + metadata=metadata, + ) + + async def _estimate_total_tokens( + self, + tools: list | None, + *, + instructions: str | None = None, + items: list[Any] | None = None, + ) -> int: + t0 = time.monotonic() + prompt = await self._build_full_prompt(tools=tools, instructions=instructions, items=items) + total = len(prompt["prompt_token_ids"]) + audio_arrays = prompt.get("multi_modal_data", {}).get("audio", []) + if audio_arrays: + raw_tok = getattr(self._tokenizer, "tokenizer", self._tokenizer) + placeholder_len = len(raw_tok.encode(AUDIO_PLACEHOLDER, add_special_tokens=False)) + for arr, sr in audio_arrays: + total += self._qwen3_omni_audio_token_count(arr.shape[0], sr) - placeholder_len + elapsed = time.monotonic() - t0 + if elapsed > 0.05: + logger.warning( + "[realtime] _estimate_total_tokens took %.3fs (history=%d items, %d audio segments)", + elapsed, + len(items if items is not None else self.session.items), + len(audio_arrays), + ) + return total + + async def _maybe_truncate_history(self, response: _ResolvedResponse) -> bool: + s = self.session + max_model_len = getattr(self.engine.model_config, "max_model_len", None) + if not max_model_len: + return True + + truncation = s.config.truncation or "auto" + ratio = 1.0 + custom_limit = None + if isinstance(truncation, str): + mode = "disabled" if truncation == "disabled" else "auto" + else: + mode = "retention_ratio" + ratio = truncation.retention_ratio + if truncation.token_limits is not None: + custom_limit = truncation.token_limits.post_instructions + + reserved_output = response.max_output_tokens if isinstance(response.max_output_tokens, int) else 0 + limit = custom_limit if custom_limit is not None else max(0, max_model_len - reserved_output) + + if mode == "auto": + trigger = int(limit * AUTO_TRUNCATION_TRIGGER_RATIO) + target = int(limit * AUTO_TRUNCATION_TARGET_RATIO) + elif mode == "retention_ratio": + trigger = limit + target = int(limit * ratio) + else: # disabled + trigger = limit + target = limit + + persistent = response.input is None + items: list[Any] = s.items if response.input is None else response.input + total = await self._estimate_total_tokens( + response.tools, + instructions=response.instructions, + items=items, + ) + if total <= trigger: + return True + if mode == "disabled": + logger.warning( + "[realtime] token budget exceeded (%d/%d) and truncation is disabled -- rejecting response.create", + total, + limit, + ) + return False + + idx = 0 + while total > target and idx < len(items): + item = items[idx] + if getattr(item, "role", None) == "system": + idx += 1 + continue + if persistent and item.id is not None and s.item_in_progress.get(item.id, False): + idx += 1 + continue + + remove_indexes = [idx] + if item.type in ("function_call", "function_call_output"): + call_id = getattr(item, "call_id", None) + pair_idx = next( + ( + other_idx + for other_idx, other in enumerate(items) + if other_idx != idx and getattr(other, "call_id", None) == call_id + ), + None, + ) + if pair_idx is not None: + remove_indexes.append(pair_idx) + + for remove_idx in sorted(remove_indexes, reverse=True): + removed = items[remove_idx] + if persistent: + s.remove_item(removed.id) + await self._send_event( + types.ConversationItemDeletedEvent( + event_id=_gen_id("evt"), + type="conversation.item.deleted", + item_id=removed.id, + ) + ) + else: + del items[remove_idx] + total = await self._estimate_total_tokens( + response.tools, + instructions=response.instructions, + items=items, + ) + + return total <= limit + + async def _handle_response_create(self, event: types.ResponseCreateEvent): + s = self.session + response_cfg = event.response + + if response_cfg is not None and self._uses_mcp(response_cfg): + await self._send_unsupported_mcp(event.event_id) + return + + try: + response = self._resolve_response(response_cfg) + except _UnsupportedAudioFormatError as exc: + await self._send_error(str(exc), "unsupported_audio_format", event_id=event.event_id) + return + except ValueError as exc: + await self._send_error(str(exc), "invalid_request_error", event_id=event.event_id) + return + + if not await self._maybe_truncate_history(response): + await self._send_error( + "The response input exceeds the model's input token limit", + "invalid_request_error", + event_id=event.event_id, + ) + return + + response_id = _gen_id("resp") + await self._send_event( + types.ResponseCreatedEvent( + event_id=_gen_id("evt"), + type="response.created", + response=self._response_object(response_id, response, "in_progress"), + ) + ) + + if s.active_response is not None: + await self._cancel_active_response() + + s.active_response = ActiveResponse(response_id=response_id, request_id=f"rt-{response_id}") + + self._response_cancel_event.clear() + self._response_task = asyncio.create_task(self._run_response(response_id, response)) + + def _response_object( + self, + response_id: str, + response: _ResolvedResponse, + status: str, + *, + output: list[Any] | None = None, + status_details: Any = None, + usage: Any = None, + ) -> types.RealtimeResponse: + return types.RealtimeResponse( + id=response_id, + object="realtime.response", + status=status, + status_details=status_details, + output=output or [], + conversation_id=self.session.conversation_id, + output_modalities=response.modalities, + max_output_tokens=response.max_output_tokens, + metadata=response.metadata, + usage=usage, + ) + + async def _run_response(self, response_id: str, response: _ResolvedResponse): + s = self.session + active = s.active_response + if active is None: + return + + completed = False + try: + await self._run_response_inner(response_id, response, s, active) + completed = True + except asyncio.CancelledError: + if self._response_cancel_event.is_set(): + await self._finish_cancelled_response(s, response_id, response, active) + completed = True + else: + raise + except Exception: + logger.exception("_run_response failed for %s", response_id) + finally: + if not completed: + await self._fail_response(s, response_id, response, active.item_id) + s.active_response = None + + def _mark_terminal_response(self, response_id: str) -> bool: + active = self.session.active_response + if active is None or active.response_id != response_id or active.terminal_event_sent: + return False + active.terminal_event_sent = True + return True + + async def _finish_cancelled_response( + self, + s: AudioFullDuplexSessionState, + response_id: str, + response: _ResolvedResponse, + active: ActiveResponse, + ) -> None: + if active.item_id is not None and s.item_in_progress.pop(active.item_id, False): + s.pending_truncations_ms.pop(active.item_id, None) + s.remove_item(active.item_id) + if not self._mark_terminal_response(response_id): + return + await self._send_event( + types.ResponseDoneEvent( + event_id=_gen_id("evt"), + type="response.done", + response=self._response_object( + response_id, + response, + "cancelled", + status_details={"type": "cancelled", "reason": "client_cancelled"}, + ), + ) + ) + + async def _fail_response( + self, + s: AudioFullDuplexSessionState, + response_id: str, + response: _ResolvedResponse, + item_id: str | None, + ) -> None: + if item_id is not None and s.item_in_progress.pop(item_id, False): + s.pending_truncations_ms.pop(item_id, None) + s.remove_item(item_id) + if not self._mark_terminal_response(response_id): + return + try: + await self._send_event( + types.ResponseDoneEvent( + event_id=_gen_id("evt"), + type="response.done", + response=self._response_object( + response_id, + response, + "failed", + status_details={ + "type": "failed", + "error": {"type": "server_error", "code": None}, + }, + ), + ) + ) + except Exception: + logger.debug("Failed to send failure response.done for %s", response_id, exc_info=True) + + async def _run_response_inner(self, response_id, response, s, active): + previous_item_id = s.items[-1].id if s.items else None + modalities = response.modalities + is_audio = "audio" in modalities + tools, tool_choice = response.tools, response.tool_choice + prompt = await self._build_full_prompt( + tools=tools, + instructions=response.instructions, + items=response.input, + ) + + item_id = _gen_id("item") + active.item_id = item_id + output_index = 0 + + converted_tools = self._convert_tools(tools) if tools else [] + tool_parser = None + structural_tag_json = None + if converted_tools and tool_choice != "none" and self._tool_call_parser_name: + tool_parser_cls = ToolParserManager.get_tool_parser(self._tool_call_parser_name) + strict_tools = [ChatCompletionToolsParam(**t) for t in self._convert_tools(tools, strict=True)] + tool_parser = tool_parser_cls(self._tokenizer, tools=strict_tools) + parser_request = ChatCompletionRequest( + messages=[], + tools=strict_tools, + tool_choice=self._convert_tool_choice(tool_choice), + include_reasoning=False, + skip_special_tokens=True, + ) + structure_tag = tool_parser.get_structural_tag( + parser_request, + reasoning=False, + ) + if structure_tag is not None: + structural_tag_json = json.dumps(structure_tag.model_dump()) + + item_obj = types.RealtimeConversationItemAssistantMessage( + type="message", + role="assistant", + id=item_id, + status="in_progress", + content=[], + ) + + try: + s.insert_item(item_obj, previous_item_id=previous_item_id or "root") + except ValueError: + logger.warning( + "[realtime] previous item '%s' vanished while starting response %s; appending instead", + previous_item_id, + response_id, + ) + s.insert_item(item_obj) + s.item_in_progress[item_id] = True + + await self._send_event( + types.ResponseOutputItemAddedEvent( + event_id=_gen_id("evt"), + type="response.output_item.added", + response_id=response_id, + output_index=output_index, + item=item_obj, # type: ignore[arg-type] + ) + ) + + content_index = 0 + part_type = "audio" if is_audio else "text" + part_obj = {"type": part_type, "text": "", "audio": "", "transcript": ""} + + await self._send_event( + types.ResponseContentPartAddedEvent( + event_id=_gen_id("evt"), + type="response.content_part.added", + response_id=response_id, + item_id=item_id, + output_index=output_index, + content_index=content_index, + part=part_obj, # type: ignore[arg-type] + ) + ) + + full_text = "" + full_transcript = "" + full_token_ids: list[int] = [] + cancelled = False + limit_reached = False + usage = ResponseUsage() + total_audio_samples = 0 + + previous_text = "" + previous_token_ids: list[int] = [] + pending_tool_calls: dict[int, dict[str, Any]] = {} + next_output_index = 1 # 0 is the message item, reserved above + # Qwen's talker speaks tool markup, so stop audio after detecting a call. + tool_call_seen = False + + async def emit_content_delta(piece: str) -> None: + nonlocal full_text, full_transcript + if not piece: + return + full_transcript += piece + if is_audio: + await self._send_event( + types.ResponseAudioTranscriptDeltaEvent( + event_id=_gen_id("evt"), + type="response.output_audio_transcript.delta", + response_id=response_id, + item_id=item_id, + output_index=output_index, + content_index=content_index, + delta=piece, + ) + ) + else: + full_text += piece + await self._send_event( + types.ResponseTextDeltaEvent( + event_id=_gen_id("evt"), + type="response.output_text.delta", + response_id=response_id, + item_id=item_id, + output_index=output_index, + content_index=content_index, + delta=piece, + ) + ) + + async def handle_tool_parser_delta(delta_msg) -> None: + nonlocal next_output_index, tool_call_seen + if delta_msg is None: + return + if delta_msg.content: + await emit_content_delta(delta_msg.content) + for tc in delta_msg.tool_calls: + entry = pending_tool_calls.get(tc.index) + if entry is None: + tool_call_seen = True + entry = { + "item_id": _gen_id("item"), + "call_id": tc.id or _gen_id("call"), + "name": tc.function.name if tc.function else None, + "arguments": "", + "output_index": next_output_index, + } + pending_tool_calls[tc.index] = entry + next_output_index += 1 + await self._send_event( + types.ResponseOutputItemAddedEvent( + event_id=_gen_id("evt"), + type="response.output_item.added", + response_id=response_id, + output_index=entry["output_index"], + item=types.RealtimeConversationItemFunctionCall( + type="function_call", + id=entry["item_id"], + call_id=entry["call_id"], + name=entry["name"] or "", + arguments="", + status="in_progress", + ), # type: ignore[arg-type] + ) + ) + elif not entry["name"] and tc.function and tc.function.name: + entry["name"] = tc.function.name + + if tc.function and tc.function.arguments: + entry["arguments"] += tc.function.arguments + await self._send_event( + types.ResponseFunctionCallArgumentsDeltaEvent( + event_id=_gen_id("evt"), + type="response.function_call_arguments.delta", + response_id=response_id, + item_id=entry["item_id"], + output_index=entry["output_index"], + call_id=entry["call_id"], + delta=tc.function.arguments, + ) + ) + + # Defaults are process-wide mutable objects. + sampling_params_list = [ + sp.clone() if isinstance(sp, SamplingParams) else sp for sp in self.engine.default_sampling_params_list + ] + max_output_tokens = response.max_output_tokens + thinker_params_configured = False + for sp in sampling_params_list: + if isinstance(sp, SamplingParams): + sp.output_kind = RequestOutputKind.DELTA + if not thinker_params_configured: + if isinstance(max_output_tokens, int): + sp.max_tokens = max_output_tokens + if structural_tag_json is not None: + sp.structured_outputs = StructuredOutputsParams(structural_tag=structural_tag_json) + thinker_params_configured = True + + gen = self.engine.generate( + prompt=prompt, + request_id=active.request_id, + sampling_params_list=sampling_params_list, + output_modalities=modalities, + ) + + try: + async for output in gen: + if not self._connected: + cancelled = True + break + + output_type = getattr(output, "final_output_type", "text") + if output_type == "audio": + audio_chunks = self._extract_audio_deltas(output) + for chunk in audio_chunks: + total_audio_samples += chunk.shape[0] + # is_audio guard is defense-in-depth: generate() is + # now given output_modalities=modalities above, so + # the engine shouldn't produce audio-typed output + # for a text-only response -- but don't rely on + # that alone to honor the client's explicit + # request; never flip session state or forward + # audio it didn't ask for. + if not is_audio: + continue + if tool_call_seen: + continue + b64 = self._pcm16_b64(chunk) + await self._send_event( + types.ResponseAudioDeltaEvent( + event_id=_gen_id("evt"), + type="response.output_audio.delta", + response_id=response_id, + item_id=item_id, + output_index=output_index, + content_index=content_index, + delta=b64, + ) + ) + continue + + if output.outputs: + first_out = output.outputs[0] + finish_reason = getattr(first_out, "finish_reason", None) + finish_reason_value = getattr(finish_reason, "value", finish_reason) + if finish_reason_value == "length" or str(finish_reason_value).lower() in { + "finishreason.length", + "length", + }: + limit_reached = True + delta_text = first_out.text or "" + delta_token_ids = list(first_out.token_ids) + usage.output_tokens += len(delta_token_ids) + # Raw thinker token stream, in talker-consumption order -- + # this is what _qwen3_omni_truncate_transcript correlates + # against codec frames, independent of any tool-parser + # stripping applied to full_text/full_transcript below + # (the talker speaks the raw stream, tool tags included). + full_token_ids.extend(delta_token_ids) + + if output.prompt_token_ids: + usage.input_tokens = max(usage.input_tokens, len(output.prompt_token_ids)) + + if tool_parser is not None: + # Additive branch: when no tools are configured for + # this response, tool_parser is None and this whole + # block is skipped -- the plain-text path below is + # untouched. + current_text = previous_text + delta_text + current_token_ids = previous_token_ids + delta_token_ids + delta_msg = None + if delta_text or delta_token_ids: + delta_msg = tool_parser.extract_tool_calls_streaming( + previous_text, + current_text, + delta_text, + previous_token_ids, + current_token_ids, + delta_token_ids, + request=parser_request, + ) + previous_text = current_text + previous_token_ids = current_token_ids + await handle_tool_parser_delta(delta_msg) + elif delta_text: + await emit_content_delta(delta_text) + + except asyncio.CancelledError: + cancelled = True + finally: + aclose = getattr(gen, "aclose", None) + if aclose is not None: + try: + await aclose() + except Exception: + logger.debug("Error closing generator for %s", active.request_id, exc_info=True) + + if tool_parser is not None and getattr(tool_parser, "engine_based_streaming", False): + # finish_streaming() only exists on the newer ParserEngine-based + # parsers (engine_based_streaming=True, e.g. Qwen3EngineToolParser) + # -- the base ToolParser class legacy regex-based parsers extend + # (e.g. Hermes2ProToolParser) don't declare it at all and would + # raise AttributeError here (confirmed in production logs). + await handle_tool_parser_delta(tool_parser.finish_streaming()) + + if self._response_cancel_event.is_set(): + cancelled = True + + status = "cancelled" if cancelled else "incomplete" if limit_reached else "completed" + + if is_audio: + await self._send_event( + types.ResponseAudioDoneEvent( + event_id=_gen_id("evt"), + type="response.output_audio.done", + response_id=response_id, + item_id=item_id, + output_index=output_index, + content_index=content_index, + ) + ) + await self._send_event( + types.ResponseAudioTranscriptDoneEvent( + event_id=_gen_id("evt"), + type="response.output_audio_transcript.done", + response_id=response_id, + item_id=item_id, + output_index=output_index, + content_index=content_index, + transcript=full_transcript, + ) + ) + else: + await self._send_event( + types.ResponseTextDoneEvent( + event_id=_gen_id("evt"), + type="response.output_text.done", + response_id=response_id, + item_id=item_id, + output_index=output_index, + content_index=content_index, + text=full_text, + ) + ) + + # Reconstruct rather than mutate item_obj.status/.content in place: + # pydantic does not validate/coerce plain attribute assignment after + # construction, so `item_obj.content = [{...}]` would silently leave + # item_obj.content holding raw dicts instead of Content objects -- + # _assistant_item_text's attribute-based access (part.transcript) + # then always returns None for those, so no assistant turn's text + # ever actually made it into a later response's prompt. + item_obj = types.RealtimeConversationItemAssistantMessage( + type="message", + role="assistant", + id=item_id, + status="completed" if not cancelled and not limit_reached else "incomplete", + content=( + [{"type": "output_audio", "transcript": full_transcript}] # type: ignore[list-item] + if is_audio + else [{"type": "output_text", "text": full_text}] # type: ignore[list-item] + ), + ) + + done_part = {"type": part_type, "text": full_text, "transcript": full_transcript} + await self._send_event( + types.ResponseContentPartDoneEvent( + event_id=_gen_id("evt"), + type="response.content_part.done", + response_id=response_id, + item_id=item_id, + output_index=output_index, + content_index=content_index, + part=done_part, # type: ignore[arg-type] + ) + ) + + await self._send_event( + types.ResponseOutputItemDoneEvent( + event_id=_gen_id("evt"), + type="response.output_item.done", + response_id=response_id, + output_index=output_index, + item=item_obj, # type: ignore[arg-type] + ) + ) + + # Per spec, response.done always includes every output item that was + # generated, regardless of final status -- so the item exists in + # history either way. For a cancelled response we can't know how + # much of it the user actually heard (no alignment between audio + # timing and text/token position -- see conversation.item.truncate), + # so rather than guess, the history copy gets empty content; the + # wire events above already carried the real accumulated content. + history_item = item_obj + if cancelled: + history_item = types.RealtimeConversationItemAssistantMessage( + type="message", + role="assistant", + id=item_obj.id, + status="incomplete", + content=( + [{"type": "output_audio", "transcript": ""}] # type: ignore[list-item] + if is_audio + else [{"type": "output_text", "text": ""}] # type: ignore[list-item] + ), + ) + + # A response that only called tools has no message item in `output` + # (matches real OpenAI behavior) -- drop the placeholder rather than + # keep an empty message. Scoped to a response that actually + # completed: a cancelled response keeps today's empty-incomplete + # message-item behavior regardless of any in-flight tool call, since + # cancellation-mid-tool-call isn't handled specially here. + # + # total_audio_samples == 0 is required, not just empty text: the + # tool parser classifies raw ... text as + # "not content", but the talker has no concept of that span and + # synthesizes audio for the whole segment regardless (nothing in + # _thinker_to_talker_prefill special-cases tool-call text) -- so a + # "no content" tool-call response can still have real audio that was + # actually streamed to and played by the client. Dropping the + # message item in that case orphans that audio: a later + # conversation.item.truncate against it fails with "not found" + # (confirmed in production logs, audio_end_ms=6201 on an item that + # had already been dropped here). + drop_message_item = ( + not cancelled + and total_audio_samples == 0 + and not (full_text or full_transcript) + and bool(pending_tool_calls) + ) + + chain_after = previous_item_id + if s.find_item_index(item_id) is not None: + # Captured before remove_item below, whose own cleanup pops + # pending_truncations_ms as part of deleting the item -- reading + # it only after (as the item_in_progress.pop block used to) + # would silently lose a truncate that arrived while this + # response was still in progress and later turned out to be + # tool-call-only (drop_message_item), with no ack or error ever + # sent back to the client. + pending_event = s.pending_truncations_ms.get(item_id) + if drop_message_item: + s.remove_item(item_id) + if pending_event is not None: + await self._send_error( + f"Item '{item_id}' produced no message content to truncate", + "invalid_request_error", + event_id=pending_event.event_id, + ) + else: + s.replace_item(history_item) + if item_obj.id: + s.item_duration_ms[item_obj.id] = total_audio_samples / SAMPLE_RATE_HZ * 1000 + # Skip storing for tool-call responses: full_token_ids is + # the raw thinker stream (tool-call tags included), but + # this item's transcript/text is the tool-parser-stripped + # content -- the two no longer line up token-for-token, + # so _qwen3_omni_truncate_transcript falls back to + # blanking (today's behavior) rather than risk splicing + # raw text into a truncated transcript. + if not pending_tool_calls: + s.item_token_ids[item_obj.id] = full_token_ids + await self._send_conversation_item_added_and_done(history_item, previous_item_id) + chain_after = history_item.id + + # Only now -- after item_duration_ms/item_token_ids are finally + # populated (or the item is gone, for drop_message_item) -- is + # it safe to resolve a conversation.item.truncate that arrived + # while this response was still item_in_progress (see + # _handle_item_truncate). Clearing item_in_progress first means + # a truncate arriving from here on goes straight through + # _handle_item_truncate's normal, non-deferred path. + s.item_in_progress.pop(item_id, None) + if not drop_message_item and pending_event is not None: + await self._do_item_truncate(pending_event) + + # Function calls aren't subject to the truncate-race protection the + # message item needed above -- per spec only assistant message items + # can ever be truncated, so there's no client action that could race + # ahead and remove one of these before we get here. + function_call_items: list[types.RealtimeConversationItemFunctionCall] = [] + for entry in pending_tool_calls.values(): + await self._send_event( + types.ResponseFunctionCallArgumentsDoneEvent( + event_id=_gen_id("evt"), + type="response.function_call_arguments.done", + response_id=response_id, + item_id=entry["item_id"], + output_index=entry["output_index"], + call_id=entry["call_id"], + name=entry["name"] or "", + arguments=entry["arguments"], + ) + ) + fc_item = types.RealtimeConversationItemFunctionCall( + type="function_call", + id=entry["item_id"], + call_id=entry["call_id"], + name=entry["name"] or "", + arguments=entry["arguments"], + status="completed" if not cancelled and not limit_reached else "incomplete", + ) + await self._send_event( + types.ResponseOutputItemDoneEvent( + event_id=_gen_id("evt"), + type="response.output_item.done", + response_id=response_id, + output_index=entry["output_index"], + item=fc_item, # type: ignore[arg-type] + ) + ) + s.insert_item(fc_item, previous_item_id=chain_after or "root") + await self._send_conversation_item_added_and_done(fc_item, chain_after) + chain_after = fc_item.id + function_call_items.append(fc_item) + + usage.total_tokens = usage.input_tokens + usage.output_tokens + + status_details = None + if cancelled: + status_details = { + "type": "cancelled", + "reason": "client_cancelled", + } + elif limit_reached: + status_details = { + "type": "incomplete", + "reason": "max_output_tokens", + } + + output_items: list[Any] = [] if drop_message_item else [item_obj] + output_items.extend(function_call_items) + + done_response = self._response_object( + response_id, + response, + status, + status_details=status_details, + output=output_items, + usage={ + "total_tokens": usage.total_tokens, + "input_tokens": usage.input_tokens, + "output_tokens": usage.output_tokens, + }, + ) + + if not self._mark_terminal_response(response_id): + return + await self._send_event( + types.ResponseDoneEvent( + event_id=_gen_id("evt"), + type="response.done", + response=done_response, + ) + ) + + # ------------------------------------------------------------------ # + # response.cancel # + # ------------------------------------------------------------------ # + + async def _handle_response_cancel(self, event: types.ResponseCancelEvent): + active = self.session.active_response + if active is None: + await self._send_error( + "No response is in progress", + "invalid_request_error", + event_id=event.event_id, + ) + return + response_id = getattr(event, "response_id", None) + if response_id is not None and response_id != active.response_id: + await self._send_error( + f"Response '{response_id}' is not in progress", + "invalid_request_error", + event_id=event.event_id, + ) + return + await self._cancel_active_response() + + async def _cancel_active_response(self) -> None: + active = self.session.active_response + if active is None: + return + self._response_cancel_event.set() + # engine.abort() tears down orchestrator/stage-pool bookkeeping for + # the request, but never pushes a completion sentinel through the + # per-request output queue -- so it does NOT by itself unblock + # _run_response_inner's `async for output in gen:` loop, which would + # otherwise wait on that queue forever. Cancelling the task is what + # actually stops it (injects CancelledError at the current await), + # which _run_response_inner catches to still emit response.done. + try: + await self.engine.abort(active.request_id) + except Exception: + logger.exception("Failed to abort request %s", active.request_id) + if self._response_task and not self._response_task.done(): + self._response_task.cancel() + try: + await self._response_task + except asyncio.CancelledError: + pass + + # ------------------------------------------------------------------ # + # conversation.item.create # + # ------------------------------------------------------------------ # + + async def _handle_item_create(self, event: types.ConversationItemCreateEvent): + item = event.item + + if (getattr(item, "type", None) or "").startswith("mcp_"): + await self._send_unsupported_mcp(event.event_id) + return + + try: + self._validate_input_item(item) + s = self.session + pos = s.insert_item(item, event.previous_item_id) + except ValueError as e: + await self._send_error(str(e), "invalid_request_error", event_id=event.event_id) + return + prev_id = s.items[pos - 1].id if pos > 0 else None + + await self._send_conversation_item_added_and_done(item, prev_id) + + def _validate_input_item(self, item: types.ConversationItem) -> None: + for part in getattr(item, "content", None) or []: + part_type = getattr(part, "type", None) + if part_type == "input_image": + raise ValueError("Image input is not supported") + if part_type == "input_audio": + audio = getattr(part, "audio", None) + if audio: + self._decode_pcm16(audio) + if part_type == "output_audio" and getattr(part, "audio", None): + raise ValueError("Client-provided assistant audio is not supported") + + # ------------------------------------------------------------------ # + # conversation.item.delete # + # ------------------------------------------------------------------ # + + async def _handle_item_delete(self, event: types.ConversationItemDeleteEvent): + item_id = event.item_id + + # Per spec: "Send this event when you want to remove any item from + # the conversation history" -- no positional restriction, the only + # failure case is the item not existing. + removed = self.session.remove_item(item_id) + if removed is None: + await self._send_error( + f"Item '{item_id}' not found", + "invalid_request_error", + event_id=event.event_id, + ) + return + + await self._send_event( + types.ConversationItemDeletedEvent( + event_id=_gen_id("evt"), + type="conversation.item.deleted", + item_id=item_id, + ) + ) + + # ------------------------------------------------------------------ # + # conversation.item.retrieve # + # ------------------------------------------------------------------ # + + async def _handle_item_retrieve(self, event: types.ConversationItemRetrieveEvent): + item_id = event.item_id + + item = self.session.find_item(item_id) + if item is None: + await self._send_error( + f"Item '{item_id}' not found", + "invalid_request_error", + event_id=event.event_id, + ) + return + + await self._send_json( + { + "event_id": _gen_id("evt"), + "type": "conversation.item.retrieved", + "item": item.model_dump(exclude_none=True), + } + ) + + # ------------------------------------------------------------------ # + # conversation.item.truncate # + # ------------------------------------------------------------------ # + + async def _handle_item_truncate(self, event: types.ConversationItemTruncateEvent): + item_id = event.item_id + s = self.session + + item = s.find_item(item_id) + if item is None: + await self._send_error( + f"Item '{item_id}' not found", + "invalid_request_error", + event_id=event.event_id, + ) + return + + if not isinstance(item, types.RealtimeConversationItemAssistantMessage): + await self._send_error( + "Can only truncate assistant messages", + "invalid_request_error", + event_id=event.event_id, + ) + return + + # Record intent unconditionally. If the item's own response is still + # generating (item_in_progress), item_duration_ms/item_token_ids + # don't exist yet and the placeholder's content is still empty -- + # applying the truncation now would be a silent no-op, and + # _run_response_inner's own finalization write would clobber it + # afterward regardless (blank-on-cancel, or the full untruncated + # content if the response isn't cancelled and keeps generating past + # this point). Deferring to finalization -- the one place + # item_token_ids is finally complete -- closes that race regardless + # of which order the two arrive in; see _run_response_inner's own + # check of this dict at finalization time. + s.pending_truncations_ms[item_id] = event + + if not s.item_in_progress.get(item_id, False): + await self._do_item_truncate(event) + + async def _do_item_truncate(self, event: types.ConversationItemTruncateEvent) -> None: + """Apply a conversation.item.truncate once the target item is no + longer in progress -- called either directly from + _handle_item_truncate (item already finalized) or from + _run_response_inner's finalization (item was still in progress when + the truncate first arrived).""" + s = self.session + item_id = event.item_id + # A second truncate may have arrived (and overwritten + # pending_truncations_ms) while the first was still waiting on this + # same in-progress item -- always honor the latest recorded value + # rather than the one on the event that happened to trigger this call. + effective_event = s.pending_truncations_ms.pop(item_id, None) or event + content_index = effective_event.content_index + audio_end_ms = effective_event.audio_end_ms + + item = s.find_item(item_id) + if item is None: + # Deleted/removed between the truncate request and its + # resolution (e.g. conversation.item.delete raced ahead, or + # drop_message_item removed it in _run_response_inner) -- + # nothing left to truncate. + return + if not isinstance(item, types.RealtimeConversationItemAssistantMessage): + return + + duration_ms = s.item_duration_ms.get(item_id) + if duration_ms is not None and audio_end_ms > duration_ms: + await self._send_error( + f"audio_end_ms ({audio_end_ms}) is greater than the actual audio duration", + "invalid_request_error", + event_id=effective_event.event_id, + ) + return + + new_content = list(item.content) + if not 0 <= content_index < len(new_content): + # Reject an invalid content index before changing the history. + await self._send_error( + f"content_index {content_index} is out of range for item '{item_id}'", + "invalid_request_error", + event_id=effective_event.event_id, + ) + return + + # Per spec, truncating audio must not leave text in context the user + # never heard -- but rather than blanking the transcript entirely + # (the previous, spec-minimum behavior), reconstruct the prefix that + # *was* actually heard using Qwen3-Omni's fixed talker text/frame + # correlation (see _qwen3_omni_truncate_transcript). This keeps the + # model's own memory of what it said in sync with what the user + # actually heard, instead of wiping it and confusing later turns. + # Falls back to "" (today's behavior) when we don't have a captured + # token stream for this item (e.g. it included a tool call). + truncated_text = self._qwen3_omni_truncate_transcript(item_id, audio_end_ms) + part = new_content[content_index] + if hasattr(part, "transcript"): + new_content[content_index] = { + "type": "output_audio", + "transcript": truncated_text, + } + elif hasattr(part, "text"): + new_content[content_index] = {"type": "output_text", "text": truncated_text} + truncated_item = types.RealtimeConversationItemAssistantMessage( + type="message", + role="assistant", + id=item_id, + status=item.status, + content=new_content, # type: ignore[arg-type] + ) + s.replace_item(truncated_item) + + await self._send_event( + types.ConversationItemTruncatedEvent( + event_id=_gen_id("evt"), + type="conversation.item.truncated", + item_id=item_id, + content_index=content_index, + audio_end_ms=audio_end_ms, + ) + ) + + # ------------------------------------------------------------------ # + # History -> prompt serialization # + # ------------------------------------------------------------------ # + + @staticmethod + def _convert_tools(tools: list, *, strict: bool = False) -> list[dict]: + """RealtimeFunctionTool is flat (type/name/description/parameters); + apply_chat_template(tools=...) and ChatCompletionToolsParam both + expect the chat-completions nested shape. MCP tools + (RealtimeResponseCreateMcpTool) are not handled -- skipped. + + strict=True marks every tool as OpenAI chat-completions "strict" + function calling -- RealtimeFunctionTool has no such field of its + own, but vLLM's structural-tag builder + (get_model_structural_tag/_any_tool_strict) only builds a + tool_choice="auto" grammar when at least one tool is strict, so + callers building guided-decoding tools need this set. Left False + for the copy handed to apply_chat_template, which shouldn't show + clients an OpenAI-specific field their own tool declaration never + asked for. + """ + converted = [] + for tool in tools: + if getattr(tool, "type", None) != "function": + continue + function: dict[str, Any] = { + "name": tool.name, + "description": tool.description, + "parameters": tool.parameters, + } + if strict: + function["strict"] = True + converted.append({"type": "function", "function": function}) + return converted + + @staticmethod + def _convert_tool_choice( + tool_choice: Any, + ) -> str | ChatCompletionNamedToolChoiceParam: + if isinstance(tool_choice, str): + return tool_choice + if isinstance(tool_choice, dict): + choice_type = tool_choice.get("type") + name = tool_choice.get("name") + else: + choice_type = getattr(tool_choice, "type", None) + name = getattr(tool_choice, "name", None) + if choice_type == "function" and name: + return ChatCompletionNamedToolChoiceParam( + type="function", + function={"name": name}, + ) + return "auto" + + def _assistant_item_text(self, item: types.RealtimeConversationItemAssistantMessage) -> str: + """Return the assistant item's stored transcript or text.""" + for part in item.content: + text = getattr(part, "transcript", None) or getattr(part, "text", None) + if text: + return text + return "" + + def _resolve_response_input(self, items: list[Any]) -> list[Any]: + resolved = [] + for item in items: + if getattr(item, "type", None) != "item_reference": + self._validate_input_item(item) + resolved.append(item) + continue + item_id = getattr(item, "id", None) + referenced = self.session.find_item(item_id) if item_id else None + if referenced is None: + raise ValueError(f"Item '{item_id}' not found") + self._validate_input_item(referenced) + resolved.append(referenced) + return resolved + + def _qwen3_omni_truncate_transcript(self, item_id: str, audio_end_ms: float) -> str: + """Approximate the transcript heard before ``audio_end_ms``.""" + token_ids = self.session.item_token_ids.get(item_id) + if not token_ids: + return "" + tokens_heard = round(audio_end_ms / QWEN3_OMNI_MS_PER_TOKEN) + tokens_heard = min(tokens_heard, len(token_ids)) + if tokens_heard <= 0: + return "" + raw_tok = getattr(self._tokenizer, "tokenizer", self._tokenizer) + return raw_tok.decode(token_ids[:tokens_heard], skip_special_tokens=True) + + @staticmethod + def _qwen3_omni_audio_token_count(num_samples: int, sample_rate: int) -> int: + """Return Qwen3-Omni's expanded token count for an audio segment.""" + from vllm.model_executor.models.qwen3_omni_moe_thinker import ( + _get_feat_extract_output_lengths, + ) + + num_samples_16k = round(num_samples * 16000 / sample_rate) + input_lengths = num_samples_16k // 160 + output_lengths = _get_feat_extract_output_lengths(input_lengths) + return int(output_lengths) + 2 # + <|audio_start|> + <|audio_end|> + + async def _build_full_prompt( + self, + tools: list | None = None, + *, + instructions: str | None = None, + items: list | None = None, + ) -> TokensPrompt: + """Render the effective instructions and items into an engine prompt.""" + from vllm.inputs import TokensPrompt + + s = self.session + effective_instructions = instructions if instructions is not None else s.config.instructions + effective_items = items if items is not None else s.items + messages: list[dict[str, Any]] = [] + audio_arrays: list[tuple[np.ndarray, int]] = [] + converted_tools = self._convert_tools(tools) if tools else None + + if effective_instructions: + messages.append({"role": "system", "content": effective_instructions}) + + for item in effective_items: + if item.type == "function_call": + # "" not None: this model's chat template only handles + # message.content as a string or a list (line 55/59 of its + # Jinja template unconditionally iterates non-string content + # assuming it's a list) -- None crashes with "'NoneType' + # object is not iterable" (confirmed in production logs). + messages.append( + { + "role": "assistant", + "content": "", + "tool_calls": [ + { + "id": item.call_id, + "type": "function", + "function": {"name": item.name, "arguments": item.arguments}, + } + ], + } + ) + continue + if item.type == "function_call_output": + messages.append({"role": "tool", "tool_call_id": item.call_id, "content": item.output}) + continue + + role = getattr(item, "role", None) + if role == "user": + parts_text = [] + for part in item.content: + if part.type == "input_audio" and part.audio: + parts_text.append(AUDIO_PLACEHOLDER) + audio_bytes = self._decode_pcm16(part.audio, MAX_INPUT_AUDIO_BUFFER_BYTES) + pcm16 = np.frombuffer(audio_bytes, dtype=np.int16) + audio_arrays.append((pcm16.astype(np.float32) / 32768.0, SAMPLE_RATE_HZ)) + elif part.type == "input_text" and part.text: + parts_text.append(part.text) + if parts_text: + messages.append({"role": "user", "content": "".join(parts_text)}) + elif role == "assistant": + text = self._assistant_item_text(item) + if text: + messages.append({"role": "assistant", "content": text}) + elif role == "system": + text = "".join(part.text for part in item.content if part.type == "input_text" and part.text) + if text: + messages.append({"role": "system", "content": text}) + + chat_template_kwargs: dict[str, Any] = { + "tokenize": False, + "add_generation_prompt": True, + "add_special_tokens": False, + } + if converted_tools: + chat_template_kwargs["tools"] = converted_tools + text = self._tokenizer.apply_chat_template(messages, **chat_template_kwargs) + raw_tok = getattr(self._tokenizer, "tokenizer", self._tokenizer) + token_ids = raw_tok.encode(text, add_special_tokens=False) + + prompt_data = TokensPrompt(prompt_token_ids=token_ids) + if audio_arrays: + prompt_data["multi_modal_data"] = {"audio": audio_arrays} + return prompt_data + + # ------------------------------------------------------------------ # + # Audio output processing # + # ------------------------------------------------------------------ # + + @staticmethod + def _tensor_to_numpy(value) -> np.ndarray | None: + if value is None: + return None + if isinstance(value, np.ndarray): + arr = value + elif hasattr(value, "detach"): + arr = value.detach().float().cpu().numpy() + else: + try: + arr = np.asarray(value) + except Exception: + return None + if arr.ndim > 1: + arr = arr.reshape(-1) + return arr.astype(np.float32, copy=False) + + def _extract_audio_deltas(self, output) -> list[np.ndarray]: + """Return this engine step's new audio samples, as-is. + + Qwen3-Omni's code2wav already returns non-overlapping increments per + step -- both chunked_decode and chunked_decode_streaming + (qwen3_omni_code2wav.py) explicitly slice the left-context overlap + *out* of their own output before returning it (see + `wav_chunk[..., context_size * self.total_upsample:]` and the + `start = left_context_size * total_upsample - tail` slice + respectively), specifically so nothing downstream has to re-derive + what's new. This used to also diff each array against a stored + reference of the previous one (np.allclose with a loose tolerance) + as a defensive guard -- removed because it was solving a problem + the model already solves, and had a real failure mode: two + independent (already-correct) increments landing within tolerance + of each other by coincidence -- most likely on quiet/near-silent + passages -- would make it wrongly treat the second one as + "old prefix + new tail" and silently drop the portion it mistook + for overlap, corrupting playback for the rest of that response. + """ + from collections.abc import Mapping + + mm = getattr(output, "multimodal_output", None) + if mm is None or not isinstance(mm, Mapping): + return [] + + key = "audio" if "audio" in mm else ("model_outputs" if "model_outputs" in mm else None) + if key is None: + return [] + + raw_audio = mm.get(key) + chunks: list[np.ndarray] = [] + + if isinstance(raw_audio, (list, tuple)): + if raw_audio: + arr = self._tensor_to_numpy(raw_audio[-1]) + if arr is not None and arr.size > 0: + chunks.append(arr) + else: + arr = self._tensor_to_numpy(raw_audio) + if arr is not None and arr.size > 0: + chunks.append(arr) + return chunks + + @staticmethod + def _pcm16_b64(audio_f32: np.ndarray) -> str: + clipped = np.clip(audio_f32, -1.0, 1.0) + pcm16 = (clipped * 32767.0).astype(np.int16) + return base64.b64encode(pcm16.tobytes()).decode() + + # ------------------------------------------------------------------ # + # Server event emission # + # ------------------------------------------------------------------ # + + async def _send_conversation_item_added_and_done(self, item: Any, previous_item_id: str | None) -> None: + try: + item_data = self._dump_model(item) + except Exception: + logger.exception("[realtime] failed to serialize conversation item") + self._connected = False + return + + for event_type in ("conversation.item.added", "conversation.item.done"): + await self._send_json( + { + "event_id": _gen_id("evt"), + "type": event_type, + "previous_item_id": previous_item_id, + "item": item_data, + } + ) + + async def _send_event(self, event) -> None: + try: + data = self._dump_model(event) if hasattr(event, "model_dump") else event + except Exception: + logger.exception("[realtime] failed to serialize %s", getattr(event, "type", None)) + self._connected = False + return + await self._send_payload(data, getattr(event, "type", None)) + + @staticmethod + def _dump_model(model: Any) -> dict[str, Any]: + with warnings.catch_warnings(): + warnings.filterwarnings( + "ignore", + message="Pydantic serializer warnings", + category=UserWarning, + ) + return model.model_dump(mode="json", exclude_none=True) + + async def _send_json(self, payload: dict) -> None: + await self._send_payload(payload, payload.get("type")) + + async def _send_payload(self, payload: Any, event_type: str | None) -> None: + if not self._connected: + return + try: + async with self._send_lock: + await self.ws.send_text(json.dumps(payload)) + except Exception: + logger.warning("[realtime] send failed, marking connection dead: %s", event_type, exc_info=True) + self._connected = False + + async def _send_error( + self, + message: str, + code: str = "server_error", + event_id: str | None = None, + *, + error_type: str = "invalid_request_error", + ) -> None: + error_data: dict[str, Any] = { + "type": error_type, + "code": code, + "message": message, + "param": None, + "event_id": event_id, + } + await self._send_event( + types.RealtimeErrorEvent( + event_id=_gen_id("evt"), + type="error", + error=error_data, # type: ignore[arg-type] + ) + ) + + async def _send_session_created(self) -> None: + session_obj = self._build_session_object() + await self._send_event( + types.SessionCreatedEvent( + event_id=_gen_id("evt"), + type="session.created", + session=session_obj, # type: ignore[arg-type] + ) + ) + + async def _send_session_updated(self) -> None: + session_obj = self._build_session_object() + await self._send_event( + types.SessionUpdatedEvent( + event_id=_gen_id("evt"), + type="session.updated", + session=session_obj, # type: ignore[arg-type] + ) + ) + + async def _send_conversation_created(self) -> None: + await self._send_event( + types.ConversationCreatedEvent( + event_id=_gen_id("evt"), + type="conversation.created", + conversation={ # type: ignore[arg-type] + "id": self.session.conversation_id, + "object": "realtime.conversation", + }, + ) + ) + + def _build_session_object(self) -> dict[str, Any]: + s = self.session + obj = s.config.model_dump(exclude_none=True) + obj["object"] = "realtime.session" + obj["id"] = s.session_id + obj["expires_at"] = int(s.expires_at) + return obj diff --git a/vllm_omni/entrypoints/openai/realtime/session.py b/vllm_omni/entrypoints/openai/realtime/session.py new file mode 100644 index 000000000..a297b2c50 --- /dev/null +++ b/vllm_omni/entrypoints/openai/realtime/session.py @@ -0,0 +1,187 @@ +# SPDX-License-Identifier: Apache-2.0 +# SPDX-FileCopyrightText: Copyright contributors to the vLLM-Omni project + +from __future__ import annotations + +import json +import time +from dataclasses import dataclass, field +from typing import Any +from uuid import uuid4 + +from openai.types import realtime as types + +MAX_HISTORY_BYTES = 64 * 1024 * 1024 + + +class HistoryLimitError(ValueError): + """Raised when adding an item would exceed the session history limit.""" + + +def _gen_id(prefix: str) -> str: + return f"{prefix}_{uuid4().hex[:24]}" + + +@dataclass(slots=True) +class ResponseUsage: + input_tokens: int = 0 + output_tokens: int = 0 + total_tokens: int = 0 + + +@dataclass(slots=True) +class ActiveResponse: + """Engine request backing the active Realtime response.""" + + response_id: str + request_id: str + item_id: str | None = None + terminal_event_sent: bool = False + + +def _default_config() -> types.RealtimeSessionCreateRequest: + return types.RealtimeSessionCreateRequest.model_validate( + { + "type": "realtime", + "audio": { + "input": { + "format": {"type": "audio/pcm", "rate": 24000}, + "turn_detection": None, + }, + "output": {"format": {"type": "audio/pcm", "rate": 24000}}, + }, + "output_modalities": ["audio"], + "max_output_tokens": "inf", + "truncation": "auto", + } + ) + + +def _deep_merge(base: dict[str, Any], update: dict[str, Any]) -> dict[str, Any]: + merged = base.copy() + for key, value in update.items(): + if isinstance(value, dict) and isinstance(merged.get(key), dict): + merged[key] = _deep_merge(merged[key], value) + else: + merged[key] = value + return merged + + +def merge_session_config( + current: types.RealtimeSessionCreateRequest, + update: types.RealtimeSessionCreateRequest, +) -> types.RealtimeSessionCreateRequest: + # Explicit nulls in a partial session.update must overwrite current values. + base = current.model_dump() + patch = update.model_dump(exclude_unset=True) + return types.RealtimeSessionCreateRequest.model_validate(_deep_merge(base, patch)) + + +@dataclass +class AudioFullDuplexSessionState: + session_id: str = field(default_factory=lambda: _gen_id("sess")) + created_at: float = field(default_factory=time.time) + # Session expiration is advertised but not currently enforced. + expires_at: float = field(default_factory=lambda: time.time() + 1800) + + config: types.RealtimeSessionCreateRequest = field(default_factory=_default_config) + + conversation_id: str = field(default_factory=lambda: _gen_id("conv")) + items: list[Any] = field(default_factory=list) + + item_duration_ms: dict[str, float] = field(default_factory=dict) + item_token_ids: dict[str, list[int]] = field(default_factory=dict) + item_in_progress: dict[str, bool] = field(default_factory=dict) + pending_truncations_ms: dict[str, types.ConversationItemTruncateEvent] = field(default_factory=dict) + + input_audio_buffer: bytearray = field(default_factory=bytearray) + active_response: ActiveResponse | None = None + + def find_item_index(self, item_id: str) -> int | None: + for i, item in enumerate(self.items): + if item.id == item_id: + return i + return None + + def find_item(self, item_id: str) -> Any | None: + idx = self.find_item_index(item_id) + return self.items[idx] if idx is not None else None + + @staticmethod + def _jsonable_item(item: Any) -> Any: + if hasattr(item, "model_dump"): + return item.model_dump(mode="json", exclude_none=True) + return item + + def _history_size(self, items: list[Any] | None = None) -> int: + history = self.items if items is None else items + serialized = json.dumps( + [self._jsonable_item(item) for item in history], + ensure_ascii=False, + separators=(",", ":"), + ) + return len(serialized.encode("utf-8")) + + def _ensure_history_capacity(self, items: list[Any]) -> None: + if self._history_size(items) > MAX_HISTORY_BYTES: + raise HistoryLimitError(f"Conversation history exceeds the {MAX_HISTORY_BYTES} byte limit") + + def insert_item(self, item: Any, previous_item_id: str | None = None) -> int: + if item.id is not None: + existing_idx = self.find_item_index(item.id) + if existing_idx is not None: + raise ValueError(f"Item '{item.id}' already exists") + + if item.id is None: + item.id = _gen_id("item") + if item.object is None: + item.object = "realtime.item" + if item.status is None: + item.status = "completed" + + if previous_item_id is None: + pos = len(self.items) + elif previous_item_id == "root": + pos = 0 + else: + idx = self.find_item_index(previous_item_id) + if idx is None: + raise ValueError(f"previous_item_id '{previous_item_id}' not found") + pos = idx + 1 + + candidate = [*self.items] + candidate.insert(pos, item) + self._ensure_history_capacity(candidate) + self.items.insert(pos, item) + return pos + + def replace_item(self, item: Any) -> int: + if item.id is None: + raise ValueError("Replacement item must have an id") + idx = self.find_item_index(item.id) + if idx is None: + raise ValueError(f"Item '{item.id}' not found") + if item.object is None: + item.object = "realtime.item" + if item.status is None: + item.status = "completed" + candidate = [*self.items] + candidate[idx] = item + self._ensure_history_capacity(candidate) + self.items[idx] = item + return idx + + def _clear_item_metadata(self, item_id: str) -> None: + self.item_duration_ms.pop(item_id, None) + self.item_token_ids.pop(item_id, None) + self.item_in_progress.pop(item_id, None) + self.pending_truncations_ms.pop(item_id, None) + + def remove_item(self, item_id: str) -> Any | None: + idx = self.find_item_index(item_id) + if idx is None: + return None + item = self.items.pop(idx) + if item.id: + self._clear_item_metadata(item.id) + return item diff --git a/vllm_omni/model_executor/models/qwen3_omni/qwen3_omni.py b/vllm_omni/model_executor/models/qwen3_omni/qwen3_omni.py index f7542d3e3..cfba92e98 100644 --- a/vllm_omni/model_executor/models/qwen3_omni/qwen3_omni.py +++ b/vllm_omni/model_executor/models/qwen3_omni/qwen3_omni.py @@ -1025,7 +1025,7 @@ class Qwen3OmniMoeForConditionalGeneration( target_len = thinker_result_ids.shape[-1] im_start_indexes = torch.cat( ( - torch.nonzero(input_ids[0] == self.config.im_start_token_id).squeeze(), + torch.nonzero(input_ids[0] == self.config.im_start_token_id).squeeze(-1), torch.tensor([target_len], device=input_ids.device, dtype=input_ids.dtype), ), dim=-1,