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# Realtime Duplex API
vLLM-Omni serves full-duplex speech models over a WebSocket endpoint,
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`/v1/realtime?duplex=1` , that speaks the OpenAI Realtime vocabulary plus a
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set of duplex extensions: the model decides when to listen and when to speak,
the user can talk over the assistant, playback progress is reported back so
history stays honest, and a dropped connection can resume the same session.
This page covers how to run a duplex deployment, how to drive it from Python
with `vllm_omni.clients.duplex.DuplexClient` , and the complete wire contract.
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The endpoint is served for models that ship a duplex plugin — currently
MiniCPM-o 4.5 only — and just for deploy configurations that declare
`session_mode: duplex` . PersonaPlex and Nemotron VoiceChat are ported to the
plugin contract in follow-up PRs and are not served over this endpoint yet. The runtime architecture
is described in [Full-Duplex Runtime (MiniCPM-o 4.5) ](../design/fullduplex.md ).
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## Quick Start
### Start the Server
```bash
vllm-omni serve openbmb/MiniCPM-o-4_5 \
--omni \
--deploy-config vllm_omni/deploy/minicpmo_4_5.yaml \
--trust-remote-code \
--host 0.0.0.0 --port 8099
```
`vllm_omni/deploy/minicpmo_4_5.yaml` declares `session_mode: duplex` and
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`duplex_session.max_sessions: 4` . Because the MiniCPM-o 4.5 pipeline declares a
`duplex_plugin` , `vllm-omni serve` runs it through `DuplexOmni` : the server
mounts `ws://<host>:8099/v1/realtime?duplex=1` (this page; `ws://<host>:8099/v1/duplex`
is an alias of the same route), `POST /v1/chat/completions` , `/v1/models` and
`/health` , and nothing else. The remaining turn-based HTTP routes (speech,
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batch, embeddings, video, ...) are not served in duplex mode.
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`/v1/chat/completions` uses the ordinary chat service on the same engine
when the plugin declares `supports_chat_completions` . HTTP chat requests do
not create duplex sessions or consume session admission slots. Their options
follow the [Chat Completions API ](chat_completions_api.md ) and the model's
capabilities and endpoint restrictions.
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For a turn-based online deployment, use `minicpmo_4_5_turn.yaml` or explicitly
set `session_mode: turn` in a deploy configuration derived from the model's
profile. This selects `AsyncOmni` and the ordinary API initialization instead
of the duplex handler. See [Full Duplex ](full_duplex_api.md#enable-full-duplex )
for the command and configuration requirements.
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### Run the Example Client
`examples/online_serving/barge_in_client.py` asks a question, interrupts the
answer mid-stream, and writes one WAV per response:
```bash
python examples/online_serving/barge_in_client.py \
--url ws://127.0.0.1:8099/v1/realtime \
--model openbmb/MiniCPM-o-4_5 \
--ref-audio /path/to/reference_voice.wav \
--question-wav question_16k.wav \
--interrupt-wav follow_up_16k.wav \
--output-dir ./duplex_out
```
Input WAVs must be mono 16 kHz PCM16. `--ref-audio` is required by the
MiniCPM-o preset (the session is otherwise rejected with
`ref_audio_required` ). `--preset personaplex` switches the session shape to
the PersonaPlex preset. The flow is diagrammed in
`examples/online_serving/barge_in_client_flow.md` .
## Using DuplexClient
`vllm_omni.clients.duplex` is a client-side package: it depends only on the
standard library, `pybase64` , and the `websockets` package, and it is never
imported by server code. Full signatures are on the
[API reference page ](../api/README.md#clients ).
### Open a session
`DuplexClient` is an async context manager. Entering it connects, sends
`session.update` , and waits for `session.created` ; exiting sends
`session.close` and waits for `session.closed` .
```python
from vllm_omni.clients.duplex import DuplexClient , audio_data_url
from vllm_omni.clients.minicpmo_4_5 import create_duplex_session_config
config = create_duplex_session_config ( ref_audio = audio_data_url ( Path ( "reference_voice.wav" )))
async with DuplexClient ( "ws://127.0.0.1:8099/v1/realtime" , model = "openbmb/MiniCPM-o-4_5" , config = config ) as client :
print ( client . session_id , client . session_info [ "capabilities" ])
```
The session shape comes from `SessionConfig` ; model-specific knobs ride in
its `extra_body` , so the client itself stays model-neutral and each model
ships a preset:
| Preset | Input / output audio | What it sets |
| --- | --- | --- |
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| `vllm_omni.clients.minicpmo_4_5.create_duplex_session_config(ref_audio=...)` | 16 kHz `pcm16` / 24 kHz `pcm16` | `force_listen_count=0` , `overlap_policy="listen_only"` , `playback_commit_policy="ack_only"` ; `ref_audio` is the assistant voice clip |
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| `vllm_omni.clients.personaplex.create_duplex_session_config(voice="NATF2.pt", persona="")` | 24 kHz `pcm_f32le` / 24 kHz `pcm16` | bundled `.pt` voice prompt and the persona as `instructions` |
| `SessionConfig(...)` | 16 kHz `pcm16` / 24 kHz `pcm16` | model-neutral defaults; pass `extra_body` , `turn_detection` , `overlap_policy` , `playback_commit_policy` , `instructions` , `voice` , `temperature` yourself |
Keyword overrides on a preset replace the corresponding `SessionConfig`
field, e.g. `create_duplex_session_config(ref_audio=..., temperature=0.6)` .
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Constructor options: `reconnect` (a `ReconnectPolicy` , default five
attempts with 0.25– 4 s jittered backoff; `None` disables auto-resume),
`heartbeat_interval_s` (default 30 s; `None` disables the lease heartbeat),
`handshake_timeout_s` , and `connect` (a custom transport factory, used by
tests and benchmarks). The session id is allocated by the server and becomes
`client.session_id` once `session.created` arrives; a client cannot choose
it. Resume is supported only as automatic reconnect within the same
`DuplexClient` instance (see [Reconnect and resume ](#reconnect-and-resume ));
re-attaching from a new client or process requires the wire-level
`session.resume` handshake (`resume_token` ,
`last_received_server_event_seq` ), which this client does not expose.
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### Stream audio and commit a turn
```python
from vllm_omni.clients.duplex import read_pcm16_wav
question = read_pcm16_wav ( Path ( "question_16k.wav" ))
await client . stream_pcm ( question , chunk_ms = 100 ) # paced 100 ms appends
await client . commit ( create_response = False ) # the model decides listen/speak
```
`stream_pcm` slices PCM into `chunk_ms` appends and paces them in real time
(`realtime=False` sends as fast as possible). `append_audio` sends one chunk
and accepts `is_speech` and `video_frames` (base64 JPEG/PNG strings riding
the append that closes a one-second model unit — data URLs are accepted and
their prefix stripped; `stream_pcm(video_frames=...,
stacked_video_frames=...)` interleaves a frame track automatically and
returns the number of frames sent). A turn is ended with `commit` , never by
a flag on the append.
`commit` seals the buffered utterance into a user item. With the default
`auto_response=True` a commit lets the model respond; pass
`create_response=False` to leave the listen/speak decision entirely to a
model-native session, or set `auto_response=False` in the config and call
`client.send({"type": "response.create"})` when you want an answer. In the
model-native lane the audio is already streaming into the model before the
commit, so the model may start answering — or emit a listen decision —
without any commit at all.
### Consume responses
`responses()` demultiplexes the event stream into one `ResponseHandle` per
assistant response. A model listen decision surfaces as an already-finished
handle with `decision == "listen"` .
```python
async for response in client . responses ():
if response . decision == "listen" :
continue # the model kept listening
async for chunk in response . audio (): # decoded PCM16 at 24 kHz
play ( chunk )
await client . ack_playback ( response . played_ms , response_id = response . response_id )
await response . wait ()
print ( response . transcript , response . done_event . raw [ "response" ][ "status" ])
break
```
`ResponseHandle` exposes `response_id` , `decision` (`"speak"` / `"listen"` ),
the accumulated `transcript` and `text` , `played_ms` , `created_event` ,
`done_event` , `finished` , `audio()` and `wait()` .
`ack_playback(played_ms, response_id=..., committed_ms=...)` reports the
cumulative playback position. Call it while audio plays: with the MiniCPM-o
preset's `playback_commit_policy="ack_only"` the assistant turn enters the
conversation history only as far as you acknowledge it, which is what keeps
history truthful after an interruption. `acknowledge_collected_playback(client,
collector)` acknowledges everything an `EventCollector` has received, which is
what the example and the benchmarks do at the end of a turn.
### Interrupt
```python
await client . cancel_response () # cancel the active response (epoch advances)
await client . clear_input () # drop un-committed input audio
```
In the model-native lane you usually do not need either: keep streaming
microphone audio while the assistant speaks and the server's overlap policy
decides — a short remark is acknowledged, meaningful overlap is deferred to
the turn end, and on models that advertise `supports_barge_in` (MiniCPM-o
4.5) the in-flight response is cancelled. Each decision is reported as an
`overlap.decision` event. `cancel_response` and `clear_input` compose a
client-forced barge-in for clients that run their own VAD.
### Work with raw events
`events()` (or `async for event in client` ) yields every server event from
now on as a typed `DuplexEvent` (`SessionCreated` , `ResponseCreated` ,
`AudioDelta` , `TranscriptDelta` , `TextDelta` , `ListenDecision` ,
`SpeakDecision` , `ResponseDone` , `SessionClosed` , `SessionExpired` ,
`ErrorEvent` , and `ConnectionResumed` after an automatic resume; unknown
types arrive as plain `DuplexEvent` ). Common accessors are `type` ,
`event_id` , `session_id` , `response_id` , `item_id` , `server_event_seq` ,
`audio` (decoded bytes), `text` , and `raw` (the wire dict).
`wait_for("response.done", timeout_s=30)` blocks for the next event of the
given type(s), and `send({...})` is the escape hatch for any client event
the wrapper does not have a method for (`response.create` ,
`conversation.item.create` , `conversation.item.truncate` , ...); it returns
the stamped `event_id` .
### Reconnect and resume
On a transport drop the client reconnects with the `ReconnectPolicy` backoff
and sends `session.resume` from the last acknowledged `server_event_seq` .
Replayed events are deduplicated, consumers see one `ConnectionResumed`
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event, and `client.resume_token` is refreshed. The
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server keeps a detached session alive for `disconnect_grace_s` (30 s by
default); after that a resume fails with `session_resume_expired` . Resume is
gated by `capabilities.supports_session_resume` (MiniCPM-o 4.5 and Nemotron
VoiceChat: yes; PersonaPlex: no). With `reconnect=None` the same drop surfaces
as `DuplexSessionClosedError` .
### Errors
Server `error` events are delivered as `ErrorEvent` (with `code` , `message` ,
`related_event_id` ) and raised as `DuplexProtocolError` from the awaiting
call; transport failures raise `DuplexConnectionError` ; a session that ends
while you are awaiting it raises `DuplexSessionClosedError` . All three derive
from `DuplexClientError` .
### Measure latency
`EventCollector` accumulates events for assertions and metrics:
```python
from vllm_omni.clients.duplex import EventCollector
collector = EventCollector ()
consume_task = asyncio . create_task ( collector . consume ( client ))
commit_sent_at = time . monotonic ()
await client . commit ( create_response = False )
...
summary = collector . timing_summary ( after_s = commit_sent_at , input_committed_at_s = commit_sent_at )
```
`timing_summary` reports client-observed first-text / first-audio latency,
audio cadence, and, when the deployment attaches engine stage metrics to the
response events (the benchmark requests them with
`extra_body.return_stage_metrics=True` ), the Stage 0 token metrics
(`ttft_ms` , `tpot_ms` , `itls_ms` ). It reports raw measurements only —
derived metrics such as the audio RTF are computed by the caller from
`audio_generation_ms` / `audio_duration_ms` (the benchmarks use
`vllm_omni.metrics.definitions.compute_audio_rtf` ), keeping metric
definitions out of the dependency-free client. `audio_bytes(response_id)` , `count(type)` ,
`errors()` , and `first_received_at(type)` cover the common assertions; the
`openai-realtime-duplex` benchmark backend (`vllm-omni bench serve` ) is built
on the same helpers.
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## Using the Python API
`vllm_omni.entrypoints.duplex_omni.DuplexOmni` is the in-process Python API
of a duplex model: sessions run inside the engine, and the class only opens,
resumes and closes them and pipes typed commands in and typed events out
through a `DuplexSessionHandle` .
```python
from vllm_omni.engine.duplex.commands import AppendAudio , Commit
from vllm_omni.engine.duplex.events import AudioDelta , SessionClosed
from vllm_omni.entrypoints.duplex_omni import DuplexOmni
omni = DuplexOmni ( model = "openbmb/MiniCPM-o-4_5" , trust_remote_code = True )
async with await omni . open_session ({ "modalities" : [ "audio" , "text" ], "ref_audio" : ref_audio_data_url }) as session :
async def consume ():
async for event in session . events (): # typed DuplexEvent objects
if isinstance ( event , AudioDelta ):
play ( event . audio )
elif isinstance ( event , ResponseDone ):
break # one turn is enough here
task = asyncio . create_task ( consume ())
await session . submit ( AppendAudio ( audio = pcm16_bytes , format = "pcm16" , sample_rate_hz = 16000 ))
await session . submit ( Commit ())
await task
# leaving the block closes the session (the last event is SessionClosed)
```
`open_session` takes a `DuplexSessionConfig` or the same Realtime `session`
object the WebSocket handshake takes; the session id is always allocated by
`DuplexOmni` . `DuplexSessionHandle` offers `submit(command)` plus one
convenience wrapper per command (`append_audio` , `commit` , `create_response` ,
`cancel_response` , `barge_in` , `ack_playback` , `update` , `create_item` ,
`delete_item` , `truncate_item` , `heartbeat` , ...). `events()` is a
single-consumer async iterator that ends after `session.closed` /
`session.expired` ; rejected commands come back as `ErrorEvent` s on it.
Every event renders the wire JSON with `to_realtime()` , so anything written
against the WebSocket protocol works unchanged on the typed stream.
`vllm_omni.clients.inline_duplex.InlineDuplexClient` wraps a `DuplexOmni`
behind the `DuplexClient` API, so the same application code runs in-process
(no server) or over the network:
```python
from vllm_omni.clients.inline_duplex import InlineDuplexClient
from vllm_omni.clients.minicpmo_4_5 import create_duplex_session_config
config = create_duplex_session_config ( ref_audio = audio_data_url ( Path ( "reference_voice.wav" )))
async with InlineDuplexClient ( omni , model = "openbmb/MiniCPM-o-4_5" , config = config ) as client :
await client . stream_pcm ( question )
await client . commit ()
async for response in client . responses ():
...
```
`examples/online_serving/barge_in_client.py --inline` drives the barge-in
scenario this way. The inline client has no transport, so it has no
reconnect, resume, heartbeat or event-acknowledgement machinery.
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## API Reference
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This section is the complete wire contract of `/v1/realtime?duplex=1` : how
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the dialect relates to the OpenAI Realtime protocol, which surfaces each
model's capability flags gate, a catalogue of every client-to-server and
server-to-client event, and a JSON example for each. `DuplexClient` speaks
exactly this contract; raw WebSocket clients (any OpenAI Realtime client, or
your own) can use it directly. The ordering and cardinality rules behind it
are specified in the normative contract section of
[Full-Duplex Runtime (MiniCPM-o 4.5) ](../design/fullduplex.md ); a
compatibility change must update this section together with that table and
its protocol tests.
### Endpoint and transport
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The endpoint is `ws(s)://<host>/v1/realtime` . On a deployment whose pipeline
declares a `duplex_plugin` and whose deploy configuration declares
`session_mode: duplex` , a bare connection is already a duplex session, so a
stock Realtime client needs no vendor query parameter. `?duplex=1` (`1` ,
`true` or `on` ) is the spelling this page uses and stays valid;
`?duplex=0` (`0` , `false` , `off` ) explicitly opts out and selects the
turn-based Realtime handler, which a duplex server does not mount --
that connection is answered with `Realtime API is not available` .
`ws(s)://<host>/v1/duplex` is an alias that always selects the duplex
handler. Optional query parameters are `model` , `autostart` (`0` means
resume-only) and `resume` . Every message is one JSON object per WebSocket
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text frame, discriminated by `type` . Inbound events are applied in arrival
order through one per-session mailbox; outbound events preserve that order
and carry a monotonically increasing `server_event_seq` , which is the replay
cursor for `session.resume` . Client events may carry an `event_id` , echoed in
`error.error.event_id` when the event is rejected.
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Session identity is the server-allocated `session_id` (`duplex-<uuid>` ,
announced in `session.created` ; a `session_id` the client puts in the session
object is ignored, and ids are never reused); `attachment_generation`
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names the current socket; `epoch` is the interruption fence that advances on
every cancel, clear, or barge-in; `turn_id` counts committed model turns;
`response_id` (item id `item_<response_id>` ) names one assistant utterance.
**Tier** in the tables below: **1** means identical to OpenAI Realtime in
name and semantics; **2** means an OpenAI event name carrying vLLM-Omni
extensions that a stock OpenAI client ignores; **3** means vLLM-Omni only,
with no OpenAI counterpart.
### Capability negotiation by model
The event vocabulary is uniform, but several surfaces are gated by the
`capabilities` object the server returns in `session.created` ; a client must
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branch on those flags rather than on the model name. MiniCPM-o 4.5 is the
only model on the plugin contract today; the other two columns record what
their integrations advertise once the follow-up PRs port them:
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| Capability | MiniCPM-o 4.5 | PersonaPlex | Nemotron VoiceChat | Gated surface |
| --- | --- | --- | --- | --- |
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| `implementation_level` | `model_native_duplex` | `model_native_duplex` | `model_native_duplex` | model-owned `response.listen` / `response.speak` (constant: every duplex model is model-native) |
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| `chunk_period_ms` | 1000 | 80 | 80 | the model unit that `response.listen` decisions and camera frames align to |
| `supports_session_resume` | yes | no | yes | `session.resume` , `session.resumed` , `session.replaced` , replay after a transport drop |
| `supports_barge_in` | yes | no | no | `barge_in` , `turn.signal{event:"barge_in"}` , `overlap_policy=barge_in_on_speech` , `turn_detection.server_vad` |
| `supports_audio_truncate` | yes | no | no | `conversation.item.truncate` and truncating `playback.ack` adjusting the stored assistant item |
| video input (`video_frames` on append) | consumed by Stage 0 | ignored | ignored | omni camera track |
| tool calls | no | no | yes | `response.function_call_arguments.*` , `function_call` items |
Everything else in the catalogue — session lifecycle, heartbeat and event
acknowledgement, append/commit/clear, the response envelope, playback
acknowledgement, and the error envelope — behaves identically for every
model.
### Compatibility with the OpenAI Realtime protocol
The Realtime dialect is, by design, an OpenAI-Realtime-compatible surface:
`RealtimeInputTranslator` / `RealtimeOutputProjector` exist to translate
the native duplex vocabulary onto OpenAI's schema so stock Realtime clients
work unmodified. The overlap falls into the three tiers used by the event catalogue below.
#### Tier 1: identical to OpenAI Realtime
| Direction | Messages |
| --- | --- |
| Client → server | `session.update` , `input_audio_buffer.append` / `.commit` / `.clear` , `conversation.item.create` / `.retrieve` / `.truncate` / `.delete` , `response.create` , `response.cancel` , `output_audio_buffer.clear` (OpenAI: WebRTC-only; here also a WebSocket event) |
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| Server → client | `error` (same `{type, code, message, event_id, param}` envelope and the same classes `invalid_request_error` / `server_error` / `rate_limit_error` ), `session.created` , `session.updated` , `input_audio_buffer.committed` / `.cleared` / `.speech_started` / `.speech_stopped` , `conversation.item.created` / `.added` / `.done` / `.deleted` / `.retrieved` / `.truncated` , `conversation.item.input_audio_transcription.completed` , `response.created` , `response.done` , `response.output_item.added` / `.done` , `response.content_part.added` / `.done` , `response.output_audio.delta` / `.done` , `response.output_audio_transcript.delta` / `.done` , `response.output_text.delta` / `.done` , `response.function_call_arguments.delta` / `.done` , `rate_limits.updated` , `output_audio_buffer.cleared` |
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| Session fields | `model` , `modalities` / `output_modalities` , `instructions` , `voice` , `input_audio_format` / `output_audio_format` (beta spelling) **and** `audio.input.format` / `audio.output.format` objects (GA spelling), `turn_detection.server_vad {threshold, prefix_padding_ms, silence_duration_ms}` , `input_audio_transcription` , `input_audio_noise_reduction` , `tools` , `tool_choice` , `temperature` , `max_response_output_tokens` , `speed` , `tracing` |
| Object shapes | `realtime.session` , `realtime.item` , `realtime.response` ; item content parts `input_text` / `input_audio` / `output_text` / `output_audio` ; `function_call` and `function_call_output` items; `previous_item_id` chaining; `output_index` / `content_index` addressing |
| Sequencing | `response.created → output_item.added → content_part.added → deltas → *.done → content_part.done → output_item.done → response.done → rate_limits.updated` ; `speech_started → speech_stopped → committed` |
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The server deliberately emits and accepts **both** the beta and the GA
spellings at once (`response.output_audio.delta` alongside `output_modalities` ,
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`conversation.item.added` alongside `conversation.item.created` ) so either
generation of OpenAI client parses the stream.
#### Tier 2: OpenAI names carrying vLLM-Omni extensions
A stock client ignores the extra keys; the extensions are additive.
| Message | Extension |
| --- | --- |
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| `session.created` / `session.updated` | top-level `attachment_generation` , `resume_token` ; inside `session` : `state` , `turn_state` , `epoch` , `turn_id` , `active_request_id` , `active_response_id` , `active_response_turn_id` , `overlap_policy` , `overlap_*_ms/rms` , `playback_commit_policy` , `playback` , `capabilities` , `ref_audio` , `extra_body` , `idle_timeout_s` , `response_format` |
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| `response.created` / `response.done` / `response.listen` | `response_id` at top level; the raw duplex event under `response.metadata` (`duplex_event` ); `status_details.reason` uses vLLM reasons (`barge_in` , `client_cancelled` , `new_response` , …) |
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| `response.output_audio.delta` | `format` , `sample_rate_hz` , `metadata{session_id, epoch, model_speak, end_of_turn, audio_duration_ms, audio_text_marks, playback}` |
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| `response.speak` (inserted before the first delta) | not an OpenAI event, but rides the OpenAI response envelope (`response_id` , `item_id` , `output_index` , `content_index` ) |
| `input_audio_buffer.append` | `is_speech` , `video_frames` (+ `max_slice_nums` ), `duration_ms` , `audio_end_ms` , per-event `format` / `sample_rate_hz` |
| `input_audio_buffer.commit` | `final` , `response_create` , `is_speech:false` (silence declaration) |
| `input_audio_buffer.committed` | the native `input.committed` event wrapped under `event` (`turn_id` , `epoch` , `history_len` , `message` , `response_create_deferred` ) |
| `conversation.item.*` server events | echo of the originating event under `event` |
| `error` | the error **codes** are vLLM-Omni's (OpenAI standardises only the class); handshake-stage errors use the flat native shape `{type:"error", error:"…", code}` |
Semantic divergences hidden behind shared names:
- **Commit ≠ response.** In the native lane audio streams into the model
before any commit; a commit may end in `response.listen` and no
response, and the model may open a response with no commit at all.
OpenAI: commit ⇒ item, `response.create` ⇒ exactly one response.
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- `turn_detection.interrupt_response=false` is rejected;
`create_response` is ignored; `semantic_vad` is unsupported; the VAD
runs per session (Silero) and implies `overlap_policy=barge_in_on_speech` .
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- `rate_limits.updated` is always an empty list (compatibility only).
- Cancellation never reuses a `response_id` ; truncation is driven by
`playback.ack` as well as `conversation.item.truncate` .
#### Tier 3: vLLM-Omni only
| Area | Messages / fields |
| --- | --- |
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| Session lifetime | `session.heartbeat` / `session.heartbeat_ack` , `session.event_ack` , `session.close` / `session.closed` , `session.resume` / `session.resumed` / `session.replaced` / `session.expired` / `session.resync_required` ; `server_event_seq` , `resume_token` , `attachment_generation` ; query params `?duplex=1` , `autostart` , `resume` |
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| Turn-taking | `response.speak` , `response.listen` , `overlap.decision` , `overlap_policy` , `barge_in` , `turn.signal` , `input.cancel` , `input.text.append` , `epoch` / `turn_id` fencing, `force_listen` |
| Playback truth | `playback.ack` / `playback.acknowledged` , `playback_commit_policy` (`ack_only` \| `commit_all_on_done` ), `playback{generated_ms, sent_ms, played_ms, committed_ms}` , `history_committed` , `audio_text_marks` |
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| Model negotiation | `capabilities{implementation_level, supports_input_append, supports_barge_in, supports_session_resume, chunk_period_ms, input_modes, …}` , `ref_audio` , `extra_body` (`auto_response` , `force_listen_count` , `duplex_initial_user_text` ) |
| Diagnostics | `duplex.function_call.done` , the full error-code vocabulary (`REALTIME_ERROR_TYPES_BY_CODE` in `vllm_omni/engine/duplex/events.py` ) |
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#### Consequences for clients
- Event **names** are roughly 70 % OpenAI's; payloads are OpenAI's plus
additive extensions; everything that makes the endpoint full-duplex —
model-owned turn-taking, playback truth, interruption fencing, resumable
sessions — lives in Tier 3.
- An **unmodified OpenAI Realtime client** can hold a conversation
(commit-driven or `turn_detection: server_vad` ), but it will never see
`response.listen` / `response.speak` , cannot resume after a transport
drop, will not receive replay after reconnect, and its server-side
history is only as honest as `commit_all_on_done` allows because it never
sends `playback.ack` .
- A **duplex-aware client** (`vllm_omni.clients.duplex.DuplexClient` ) uses
the Tier 3 surface on top of the same Tier 1 events, so both kinds of
client can share one deployment and one event log.
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### Turn-based Chat audio metadata
For turn-based models served through Chat fallback, non-empty audio choices
produced by the Omni Chat audio encoder include `audio_metadata` , in both
streaming and complete Chat responses. Text-only choices do not require it.
| Field | Meaning |
| --- | --- |
| `format` | Encoding of the returned audio, such as `pcm` or `wav` ; `pcm16` requests normalize to `pcm` . |
| `sample_rate_hz` | Sample rate used by the encoder, in samples per second. |
| `frame_count` | Samples per channel in this chunk, or in the complete waveform for a non-streaming choice. Not a byte count. |
| `channels` | Number of audio channels. |
These values describe the waveform after audio transformations. Compressed
formats may add codec padding that is not included in `frame_count` .
The encoder uses a model-reported sample rate when available; Qwen3-Omni
currently omits it and uses the existing 24 kHz default. This metadata does
not independently determine a model's sample rate.
Chat fallback requests the session's output format explicitly. Its internal
`response.output_audio.delta` carries `format` , `sample_rate_hz` , `channels` ,
and `audio_duration_ms` . The Realtime endpoint exposes output `format` and
`sample_rate_hz` on `response.audio.delta` , with duration in
`metadata.audio_duration_ms` ; it does not currently forward `channels` .
The duration is cumulative for the response:
integer frames are summed before converting to milliseconds and rounding down.
Non-empty audio without valid metadata, or a sample-rate change within one
response, fails that fallback response with `response_error` .
In this Chat fallback path, `response.done.response.metadata.playback` reports:
- `generated_ms` : cumulative source-waveform duration.
- `sent_ms` : cumulative audio accepted into the server output path, including
queued or journaled audio. A journaled event remains accepted if the
subsequent send fails; this is not proof of socket delivery.
- `played_ms` : cumulative playback reported by the client.
- `committed_ms` : playback position used for history reconciliation.
The native model path still records audio before sending; it does not yet
share Chat fallback's output-acceptance timing. Only client playback reports
establish what was played. The existing duration-proportional text truncation
remains an approximation, not word-level audio alignment.
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### Event catalogue
Every event type the Realtime route accepts or emits, with a worked example in the next section: 21
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client→server and 42 server→client. Aliases (`input_text.append` ,
`push_text` , `signal_turn` , `audio.playback_ack` , `close_session` , `close` )
share the payload of their canonical event and are not listed
separately; the alias table is `translate_realtime_command` in
`vllm_omni/engine/duplex/realtime_commands.py` . The pre-Realtime WAV-append
aliases `push_chunk` and `input.audio.append` are **not** accepted on this
route: send `input_audio_buffer.append` with one of the supported input
formats (`pcm16` , `pcm_s16le` , `s16le` , `pcm_f32le` , `g711_ulaw` ,
`g711_alaw` ).
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#### Client to server
| Event type | Tier | Description |
| --- | --- | --- |
| `session.update` | 2 | Open handshake on first send (creates the session); later sends reconfigure it. OpenAI name; `session` object carries vLLM-Omni keys (`ref_audio` , `overlap_policy` , `playback_commit_policy` , `extra_body` , ...). |
| `session.heartbeat` | 3 | Keepalive; refreshes the engine session lease. |
| `session.event_ack` | 3 | Acknowledges received server events by `server_event_seq` ; trims the resume replay journal. |
| `session.close` | 3 | Graceful close; answered with `session.closed` . |
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| `session.resume` | 3 | Re-attach a live session on a new socket (`session_id` , `resume_token` , `last_received_server_event_seq` ). |
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| `input_audio_buffer.append` | 2 | Append one audio chunk. OpenAI name; extended with `is_speech` , `video_frames` , `duration_ms` , `audio_end_ms` , per-event `format` /`sample_rate_hz` . |
| `input_audio_buffer.commit` | 2 | Seal the buffered utterance into a user item. OpenAI name; extended with `final` , `response_create` , `is_speech:false` . |
| `input.commit` | 3 | Alias of `input_audio_buffer.commit` accepted by the runner. |
| `input_audio_buffer.clear` | 1 | Drop un-committed input audio. |
| `input.cancel` | 3 | Cancel pending input; advances `epoch` . |
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| `input.text.append` | 3 | Append text input; model-native sessions reject it with `native_text_append_unsupported` . |
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| `conversation.item.create` | 1 | Add a completed user item (text, audio, or `function_call_output` ) to history. |
| `conversation.item.retrieve` | 1 | Fetch a stored item by id. |
| `conversation.item.delete` | 1 | Delete a stored item by id. |
| `conversation.item.truncate` | 1 | Truncate an assistant item's audio/transcript at `audio_end_ms` . |
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| `response.create` | 1 | Explicitly request a response with per-response overrides. Requires committed audio input; otherwise `response_create_without_input` . |
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| `response.cancel` | 1 | Cancel the active (or named) response; advances `epoch` . |
| `output_audio_buffer.clear` | 1 | Discard queued output audio; advances `epoch` (OpenAI: WebRTC-only, here also WebSocket). |
| `barge_in` | 3 | Explicit hard interrupt; requires `capabilities.supports_barge_in` . |
| `turn.signal` | 3 | External turn-taking signal (e.g. `event:"barge_in"` ); same capability gate. |
| `playback.ack` | 3 | Report cumulative playback progress (`played_ms` , `committed_ms` , optional `truncate` ). |
#### Server to client
| Event type | Tier | Description |
| --- | --- | --- |
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| `session.created` | 2 | Session opened. OpenAI name; adds `attachment_generation` , `resume_token` and vLLM-Omni keys inside `session` (`id` is the server-allocated session id, `epoch` , `turn_id` , `playback` , `capabilities` , ...). |
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| `session.updated` | 2 | Echo of the effective session config after every `session.update` (same extended `session` object). |
| `session.heartbeat_ack` | 3 | Reply to `session.heartbeat` . |
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| `session.closed` | 3 | Last event on the socket, emitted once the engine released the session; `reason` ∈ `client_close` , `disconnect` , `timeout` , `transport_error` , `shutdown` , ... |
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| `session.resumed` | 3 | Resume accepted; carries the new `attachment_generation` and rotated `resume_token` ; journaled events are replayed after it. |
| `session.replaced` | 3 | Sent to the superseded socket when another socket resumes the session. |
| `session.expired` | 3 | Engine lease reaped (`disconnect_grace_expired` , `idle_ttl_expired` ); socket closes after it. |
| `session.resync_required` | 3 | Replay impossible (`journal_gap` / `journal_overflow` ); client must start a new session. |
| `input_audio_buffer.speech_started` | 1 | Speech onset detected (server VAD, client hint, or RMS heuristic). |
| `input_audio_buffer.speech_stopped` | 1 | Speech end detected. |
| `input_audio_buffer.committed` | 2 | Commit accepted. OpenAI name; wraps the native `input.committed` payload under `event` (`turn_id` , `epoch` , `response_create_deferred` , ...). |
| `input_audio_buffer.cleared` | 1 | Input buffer cleared (after `input_audio_buffer.clear` or `input.cancel` ). |
| `conversation.item.added` | 2 | Item entered history (GA spelling). OpenAI name; carries `previous_item_id` and echoes the originating event. |
| `conversation.item.created` | 2 | Same as `conversation.item.added` in the beta spelling; both are emitted. |
| `conversation.item.done` | 2 | Item finalized (GA spelling). |
| `conversation.item.input_audio_transcription.completed` | 1 | Transcript of a committed user audio item (model-produced). |
| `conversation.item.deleted` | 2 | Reply to `conversation.item.delete` (echoes the request under `event` ). |
| `conversation.item.retrieved` | 1 | Reply to `conversation.item.retrieve` . |
| `conversation.item.truncated` | 2 | Reply to `conversation.item.truncate` (echoes the request under `event` ). |
| `response.created` | 2 | A visible assistant response starts. OpenAI name; top-level `response_id` , raw duplex event under `response.metadata` . |
| `response.output_item.added` | 1 | Assistant item (or `function_call` item) attached to the response. |
| `response.content_part.added` | 1 | Audio/text content part opened on the assistant item. |
| `response.speak` | 3 | Model chose to speak (native lane); at most once per response, before the first audio delta. |
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| `response.output_audio.delta` | 2 | One ordered audio chunk. OpenAI name; adds `format` , `sample_rate_hz` , `metadata{epoch, model_speak, end_of_turn, audio_text_marks, playback}` . |
| `response.output_audio_transcript.delta` | 1 | Transcript text paired one-to-one with each audio delta. |
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| `response.output_text.delta` | 1 | Text delta for text-modality responses. |
| `response.output_text.done` | 1 | Final text of a text-modality response. |
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| `response.output_audio.done` | 1 | Audio stream closed for the response. |
| `response.output_audio_transcript.done` | 1 | Full transcript (concatenation of the deltas). |
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| `response.content_part.done` | 1 | Content part finalized with its transcript/text. |
| `response.output_item.done` | 1 | Assistant item finalized. |
| `response.done` | 2 | Terminal event; `status` ∈ `completed` \| `cancelled` \| `failed` . OpenAI name; vLLM-Omni `status_details.reason` values and raw duplex event under `metadata` . |
| `rate_limits.updated` | 1 | Compatibility event after every `response.done` ; always an empty list. |
| `response.listen` | 3 | Model chose to keep listening at a unit boundary or after a silence commit. Carries `response_id` when the decision terminates a precreated response (a `response.done` with the same id follows); otherwise no `response.created` precedes it. |
| `response.function_call_arguments.delta` | 1 | Tool-call arguments delta (Nemotron VoiceChat). |
| `response.function_call_arguments.done` | 1 | Tool-call arguments complete. |
| `duplex.function_call.done` | 3 | Raw fallback when a model tool call is malformed. |
| `output_audio_buffer.cleared` | 1 | Reply to `output_audio_buffer.clear` . |
| `playback.acknowledged` | 3 | Reply to `playback.ack` ; returns the playback ledger and `history_committed` . |
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| `overlap.decision` | 3 | How an append that overlapped an active response was handled (`drop` \| `listen` \| `barge_in` ); details under `metadata` . |
| `turn.event` | 3 | A turn-taking signal the session accepted (`event` , resulting `turn_state` ). |
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| `error` | 2 | Error envelope. OpenAI shape and classes; vLLM-Omni error codes. |
### Message examples
Field values are illustrative; base64 payloads are shortened to `"…"` .
`C→S` = client sends, `S→C` = server sends. Every `S→C` event on the wire
additionally carries `"server_event_seq": <int>` (omitted below for brevity).
#### Session lifecycle
`C→S session.update` (first one = open handshake)
```json
{
"type" : "session.update" ,
"event_id" : "evt_0001" ,
"session" : {
"model" : "openbmb/MiniCPM-o-4_5" ,
"modalities" : [ "audio" , "text" ],
"instructions" : "You are a concise voice assistant." ,
"input_audio_format" : "pcm16" ,
"output_audio_format" : "pcm16" ,
"ref_audio" : "data:audio/wav;base64,…" ,
"turn_detection" : null ,
"overlap_policy" : "listen_only" ,
"playback_commit_policy" : "ack_only" ,
"temperature" : 0.7 ,
"idle_timeout_s" : 300 ,
"extra_body" : {
"auto_response" : true ,
"force_listen_count" : 0
}
}
}
```
`S→C session.created`
```json
{
"type" : "session.created" ,
"attachment_generation" : 1 ,
"resume_token" : "rt_3f9c…" ,
"session" : {
"object" : "realtime.session" ,
"type" : "realtime" ,
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"id" : "duplex-5f2a…" ,
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"model" : "openbmb/MiniCPM-o-4_5" ,
"state" : "open" ,
"turn_state" : "idle" ,
"epoch" : 0 ,
"turn_id" : 0 ,
"active_request_id" : null ,
"active_response_id" : null ,
"active_response_turn_id" : null ,
"modalities" : [ "audio" , "text" ],
"output_modalities" : [ "audio" , "text" ],
"instructions" : "You are a concise voice assistant." ,
"voice" : null ,
"response_format" : "pcm16" ,
"input_audio_format" : "pcm16" ,
"output_audio_format" : "pcm16" ,
"audio" : {
"input" : { "format" : { "type" : "audio/pcm" , "rate" : 16000 }, "sample_rate_hz" : 16000 },
"output" : { "format" : { "type" : "audio/pcm" , "rate" : 24000 }}
},
"temperature" : 0.7 ,
"max_tokens" : null ,
"speed" : null ,
"idle_timeout_s" : 300.0 ,
"overlap_policy" : "listen_only" ,
"overlap_short_ack_ms" : 700 ,
"overlap_barge_in_ms" : 1200 ,
"overlap_silence_rms" : 0.003 ,
"playback_commit_policy" : "ack_only" ,
"turn_detection" : null ,
"input_audio_transcription" : null ,
"tracing" : null ,
"playback" : { "generated_ms" : 0 , "sent_ms" : 0 , "played_ms" : 0 , "committed_ms" : 0 },
"capabilities" : {
"implementation_level" : "model_native_duplex" ,
"supports_input_append" : true ,
"supports_barge_in" : true ,
"supports_session_resume" : true ,
"supports_session_lease" : true ,
"supports_multi_session" : true ,
"chunk_period_ms" : 1000 ,
"input_modes" : [ "append_audio_chunk" ],
"signal_sources" : [ "model_native" , "client_event" , "server_policy" ],
"target_barge_in_latency_ms" : null
}
}
}
```
`S→C session.updated` (same `session` object; follows the first
`session.created` and every later `session.update` )
```json
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{ "type" : "session.updated" , "session" : { "object" : "realtime.session" , "id" : "duplex-5f2a…" , "…" : "…" }}
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```
`C→S session.heartbeat` / `S→C session.heartbeat_ack`
```json
{ "type" : "session.heartbeat" }
```
```json
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{ "type" : "session.heartbeat_ack" , "session_id" : "duplex-5f2a…" }
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```
`C→S session.event_ack`
```json
{ "type" : "session.event_ack" , "server_event_seq" : 48 }
```
`C→S session.close` / `S→C session.closed`
```json
{ "type" : "session.close" }
```
```json
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{ "type" : "session.closed" , "session_id" : "duplex-5f2a…" , "epoch" : 3 , "reason" : "client_close" , "event" : { "type" : "session.closed" , "reason" : "client_close" }}
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```
`C→S session.resume` (new socket, `?duplex=1&autostart=0` )
```json
{
"type" : "session.resume" ,
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"session_id" : "duplex-5f2a…" ,
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"resume_token" : "rt_3f9c…" ,
"last_received_server_event_seq" : 40
}
```
`S→C session.resumed` (activation; the token is rotated, then journaled
events with `server_event_seq > 40` are replayed in order)
```json
{
"type" : "session.resumed" ,
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"session_id" : "duplex-5f2a…" ,
"session" : { "id" : "duplex-5f2a…" , "state" : "open" , "epoch" : 3 , "turn_id" : 2 , "..." : "the engine's current session object" },
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"attachment_generation" : 2 ,
"resume_token" : "rt_a71e…"
}
```
`S→C session.replaced` (sent to the superseded socket, which is then closed)
```json
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{ "type" : "session.replaced" , "session_id" : "duplex-5f2a…" , "attachment_generation" : 1 }
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```
`S→C session.expired`
```json
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{ "type" : "session.expired" , "session_id" : "duplex-5f2a…" , "reason" : "disconnect_grace_expired" }
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```
`S→C session.resync_required`
```json
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{ "type" : "session.resync_required" , "session_id" : "duplex-5f2a…" , "reason" : "journal_gap" }
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```
#### Input
`C→S input_audio_buffer.append` (200 ms of 16 kHz PCM16 = 6400 bytes)
```json
{
"type" : "input_audio_buffer.append" ,
"event_id" : "evt_0042" ,
"audio" : "…" ,
"input_audio_format" : "pcm16" ,
"sample_rate_hz" : 16000 ,
"duration_ms" : 200 ,
"audio_end_ms" : 1200 ,
"is_speech" : true
}
```
with camera frames (omni video; rides the append that closes a 1 s model
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unit; each entry is a **bare** base64 JPEG/PNG — no `data:` URL prefix).
Only a model whose Stage 0 interleaves a frame track at unit boundaries takes
this field; a turn model has no such boundary and rejects it, expecting
`conversation.item.create` with `input_image` content instead.
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```json
{
"type" : "input_audio_buffer.append" ,
"audio" : "…" ,
"input_audio_format" : "pcm16" ,
"sample_rate_hz" : 16000 ,
"duration_ms" : 200 ,
"audio_end_ms" : 1200 ,
"video_frames" : [ "/9j/4AAQSkZJRg…" , "/9j/4AAQSkZJRg…" ]
}
```
`S→C input_audio_buffer.speech_started` / `speech_stopped`
```json
{ "type" : "input_audio_buffer.speech_started" , "audio_start_ms" : 1040 , "item_id" : "item_9b2d…" }
```
```json
{ "type" : "input_audio_buffer.speech_stopped" , "audio_end_ms" : 2860 , "item_id" : "item_9b2d…" }
```
`C→S input_audio_buffer.commit`
```json
{ "type" : "input_audio_buffer.commit" , "event_id" : "evt_0060" , "final" : true }
```
alias form accepted by the runner (`input.commit` )
```json
{ "type" : "input.commit" , "final" : true }
```
silence/noise declaration (no runtime append; answered with `response.listen` )
```json
{ "type" : "input_audio_buffer.commit" , "final" : true , "is_speech" : false }
```
`S→C` commit fan-out (in this order)
```json
{
"type" : "conversation.item.added" ,
"previous_item_id" : null ,
"item" : {
"id" : "item_9b2d…" ,
"object" : "realtime.item" ,
"type" : "message" ,
"role" : "user" ,
"status" : "completed" ,
"content" : [{ "type" : "input_audio" , "transcript" : "what is the weather today" }]
}
}
```
```json
{ "type" : "conversation.item.created" , "previous_item_id" : null , "item" : { "id" : "item_9b2d…" , "…" : "…" }}
```
```json
{
"type" : "input_audio_buffer.committed" ,
"previous_item_id" : null ,
"item_id" : "item_9b2d…" ,
"event" : {
"type" : "input.committed" ,
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"session_id" : "duplex-5f2a…" ,
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"turn_id" : 1 ,
"epoch" : 0 ,
"history_len" : 1 ,
"message" : { "role" : "user" , "content" : [{ "type" : "audio_url" , "audio_url" : { "url" : "native-duplex:input-audio" }}]},
"realtime_item_id" : "item_9b2d…"
}
}
```
```json
{
"type" : "conversation.item.input_audio_transcription.completed" ,
"item_id" : "item_9b2d…" ,
"content_index" : 0 ,
"transcript" : "what is the weather today"
}
```
```json
{ "type" : "conversation.item.done" , "previous_item_id" : null , "item" : { "id" : "item_9b2d…" , "status" : "completed" , "…" : "…" }}
```
deferred commit during an active response (`event.response_create_deferred` )
```json
{
"type" : "input_audio_buffer.committed" ,
"previous_item_id" : "item_9b2d…" ,
"item_id" : "item_c044…" ,
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"event" : { "type" : "input.committed" , "session_id" : "duplex-5f2a…" , "turn_id" : 2 , "epoch" : 0 , "history_len" : 3 , "response_create_deferred" : true , "message" : { "…" : "…" }}
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}
```
`C→S input_audio_buffer.clear` / `S→C input_audio_buffer.cleared`
```json
{ "type" : "input_audio_buffer.clear" }
```
```json
{ "type" : "input_audio_buffer.cleared" }
```
`C→S input.cancel` (advances `epoch` ; also answered with `input_audio_buffer.cleared` )
```json
{ "type" : "input.cancel" }
```
`C→S input.text.append`
```json
{ "type" : "input.text.append" , "text" : "and tomorrow?" }
```
`C→S conversation.item.create` (text turn, or a tool result)
```json
{
"type" : "conversation.item.create" ,
"previous_item_id" : null ,
"item" : {
"type" : "message" ,
"role" : "user" ,
"content" : [{ "type" : "input_text" , "text" : "Summarise what I said." }]
}
}
```
```json
{
"type" : "conversation.item.create" ,
"item" : { "type" : "function_call_output" , "call_id" : "call_7d1f" , "output" : "{\"temperature_c\": 24}" }
}
```
`C→S conversation.item.delete` / `S→C conversation.item.deleted`
```json
{ "type" : "conversation.item.delete" , "item_id" : "item_9b2d…" }
```
```json
{ "type" : "conversation.item.deleted" , "item_id" : "item_9b2d…" , "event" : { "type" : "conversation.item.deleted" , "item_id" : "item_9b2d…" }}
```
`C→S conversation.item.retrieve` / `S→C conversation.item.retrieved`
```json
{ "type" : "conversation.item.retrieve" , "item_id" : "item_resp_01" }
```
```json
{ "type" : "conversation.item.retrieved" , "item" : { "id" : "item_resp_01" , "object" : "realtime.item" , "type" : "message" , "role" : "assistant" , "status" : "completed" , "content" : [{ "type" : "output_audio" , "transcript" : "It is sunny, 24 degrees." }]}}
```
`C→S conversation.item.truncate` / `S→C conversation.item.truncated`
```json
{ "type" : "conversation.item.truncate" , "item_id" : "item_resp_01" , "content_index" : 0 , "audio_end_ms" : 1850 }
```
```json
{ "type" : "conversation.item.truncated" , "item_id" : "item_resp_01" , "content_index" : 0 , "audio_end_ms" : 1850 , "event" : { "…" : "…" }}
```
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After this acknowledgement, `conversation.item.retrieve` returns the truncated
transcript. Without text/audio alignment marks, its prefix is estimated from
the requested position and audio duration; this is not exact word alignment.
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#### Response lifecycle
`C→S response.create`
```json
{
"type" : "response.create" ,
"event_id" : "evt_0070" ,
"response" : {
"modalities" : [ "audio" , "text" ],
"instructions" : "Answer in one sentence." ,
"output_audio_format" : "pcm16" ,
"temperature" : 0.6 ,
"max_output_tokens" : 256 ,
"metadata" : { "trace" : "turn-3" }
}
}
```
`S→C response.created`
```json
{
"type" : "response.created" ,
"response_id" : "resp_01" ,
"response" : {
"id" : "resp_01" ,
"object" : "realtime.response" ,
"status" : "in_progress" ,
"status_details" : null ,
"output" : [],
"modalities" : [ "audio" , "text" ],
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"metadata" : { "duplex_event" : { "type" : "response.created" , "session_id" : "duplex-5f2a…" , "response_id" : "resp_01" , "epoch" : 0 , "turn_id" : 1 }}
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}
}
```
`S→C conversation.item.added` / `conversation.item.created` (assistant item, `status: in_progress` )
```json
{
"type" : "conversation.item.added" ,
"previous_item_id" : "item_9b2d…" ,
"item" : { "id" : "item_resp_01" , "object" : "realtime.item" , "type" : "message" , "role" : "assistant" , "status" : "in_progress" , "content" : []}
}
```
`S→C response.output_item.added`
```json
{ "type" : "response.output_item.added" , "response_id" : "resp_01" , "output_index" : 0 , "item" : { "id" : "item_resp_01" , "object" : "realtime.item" , "type" : "message" , "role" : "assistant" , "status" : "in_progress" , "content" : []}}
```
`S→C response.content_part.added`
```json
{ "type" : "response.content_part.added" , "response_id" : "resp_01" , "item_id" : "item_resp_01" , "output_index" : 0 , "content_index" : 0 , "part" : { "type" : "audio" , "transcript" : "" }}
```
`S→C response.speak`
```json
{
"type" : "response.speak" ,
"response_id" : "resp_01" ,
"item_id" : "item_resp_01" ,
"output_index" : 0 ,
"content_index" : 0 ,
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"metadata" : { "session_id" : "duplex-5f2a…" , "epoch" : 0 , "model_speak" : true }
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}
```
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`S→C response.output_audio.delta` (one ~1 s unit, 24 kHz PCM16)
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```json
{
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"type" : "response.output_audio.delta" ,
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"response_id" : "resp_01" ,
"item_id" : "item_resp_01" ,
"output_index" : 0 ,
"content_index" : 0 ,
"delta" : "…" ,
"format" : "pcm16" ,
"sample_rate_hz" : 24000 ,
"metadata" : {
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"session_id" : "duplex-5f2a…" ,
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"epoch" : 0 ,
"model_speak" : true ,
"end_of_turn" : false ,
"audio_duration_ms" : 1000 ,
"audio_text_marks" : [{ "text_chars" : 11 , "audio_end_ms" : 1000 }],
"playback" : { "generated_ms" : 1000 , "sent_ms" : 1000 , "played_ms" : 0 , "committed_ms" : 0 }
}
}
```
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`S→C response.output_audio_transcript.delta` (exactly one per audio delta)
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```json
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{ "type" : "response.output_audio_transcript.delta" , "response_id" : "resp_01" , "item_id" : "item_resp_01" , "output_index" : 0 , "content_index" : 0 , "delta" : "It is sunny" }
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```
`S→C response.output_text.delta` / `response.output_text.done` (text modality)
```json
{ "type" : "response.output_text.delta" , "response_id" : "resp_02" , "item_id" : "item_resp_02" , "output_index" : 0 , "content_index" : 0 , "delta" : "Tomorrow looks" }
```
```json
{ "type" : "response.output_text.done" , "response_id" : "resp_02" , "item_id" : "item_resp_02" , "output_index" : 0 , "content_index" : 0 , "text" : "Tomorrow looks cloudy." }
```
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`S→C response.output_audio.done` / `response.output_audio_transcript.done`
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```json
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{ "type" : "response.output_audio.done" , "response_id" : "resp_01" , "item_id" : "item_resp_01" , "output_index" : 0 , "content_index" : 0 }
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```
```json
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{ "type" : "response.output_audio_transcript.done" , "response_id" : "resp_01" , "item_id" : "item_resp_01" , "output_index" : 0 , "content_index" : 0 , "transcript" : "It is sunny, 24 degrees." }
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```
`S→C response.content_part.done`
```json
{ "type" : "response.content_part.done" , "response_id" : "resp_01" , "item_id" : "item_resp_01" , "output_index" : 0 , "content_index" : 0 , "part" : { "type" : "audio" , "transcript" : "It is sunny, 24 degrees." }}
```
`S→C response.output_item.done` / `conversation.item.done`
```json
{ "type" : "response.output_item.done" , "response_id" : "resp_01" , "output_index" : 0 , "item" : { "id" : "item_resp_01" , "object" : "realtime.item" , "type" : "message" , "role" : "assistant" , "status" : "completed" , "content" : [{ "type" : "output_audio" , "transcript" : "It is sunny, 24 degrees." }]}}
```
```json
{ "type" : "conversation.item.done" , "previous_item_id" : "item_9b2d…" , "item" : { "id" : "item_resp_01" , "status" : "completed" , "…" : "…" }}
```
`S→C response.done` (completed)
```json
{
"type" : "response.done" ,
"response_id" : "resp_01" ,
"response" : {
"id" : "resp_01" ,
"object" : "realtime.response" ,
"status" : "completed" ,
"status_details" : null ,
"output" : [{ "id" : "item_resp_01" , "object" : "realtime.item" , "type" : "message" , "role" : "assistant" , "status" : "completed" , "content" : [{ "type" : "output_audio" , "transcript" : "It is sunny, 24 degrees." }]}],
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"metadata" : { "type" : "response.done" , "session_id" : "duplex-5f2a…" , "response_id" : "resp_01" , "epoch" : 0 , "committed" : true , "playback" : { "generated_ms" : 2400 , "sent_ms" : 2400 , "played_ms" : 2400 , "committed_ms" : 2400 }}
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}
}
```
`S→C response.done` (cancelled by barge-in)
```json
{
"type" : "response.done" ,
"response_id" : "resp_01" ,
"response" : { "id" : "resp_01" , "object" : "realtime.response" , "status" : "cancelled" , "status_details" : { "type" : "cancelled" , "reason" : "barge_in" }, "output" : [{ "id" : "item_resp_01" , "status" : "cancelled" , "…" : "…" }], "metadata" : { "…" : "…" }}
}
```
`S→C rate_limits.updated`
```json
{ "type" : "rate_limits.updated" , "rate_limits" : []}
```
`S→C response.listen`
```json
{
"type" : "response.listen" ,
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"session_id" : "duplex-5f2a…" ,
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"epoch" : 0 ,
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"response" : { "object" : "realtime.response" , "status" : "listening" , "metadata" : { "type" : "response.listen" , "session_id" : "duplex-5f2a…" , "epoch" : 0 , "reason" : "model_listen" }}
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}
```
`C→S response.cancel`
```json
{ "type" : "response.cancel" , "response_id" : "resp_01" }
```
`C→S output_audio_buffer.clear` / `S→C output_audio_buffer.cleared`
```json
{ "type" : "output_audio_buffer.clear" }
```
```json
{ "type" : "output_audio_buffer.cleared" , "response_id" : "resp_01" }
```
`C→S barge_in` / `turn.signal`
```json
{ "type" : "barge_in" }
```
```json
{ "type" : "turn.signal" , "event" : "barge_in" , "payload" : { "source" : "client_vad" }}
```
function-call response (Nemotron VoiceChat tools)
```json
{ "type" : "response.output_item.added" , "response_id" : "resp_fc_01" , "output_index" : 0 , "item" : { "id" : "item_fc_01" , "object" : "realtime.item" , "type" : "function_call" , "status" : "completed" , "name" : "get_weather" , "call_id" : "call_7d1f" , "arguments" : "{\"city\":\"Hong Kong\"}" }}
```
```json
{ "type" : "response.function_call_arguments.delta" , "response_id" : "resp_fc_01" , "item_id" : "item_fc_01" , "output_index" : 0 , "call_id" : "call_7d1f" , "delta" : "{\"city\":\"Hong Kong\"}" }
```
```json
{ "type" : "response.function_call_arguments.done" , "response_id" : "resp_fc_01" , "item_id" : "item_fc_01" , "output_index" : 0 , "call_id" : "call_7d1f" , "arguments" : "{\"city\":\"Hong Kong\"}" }
```
raw fallback when a model tool call is malformed (`call_id` /`name` missing)
```json
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{ "type" : "duplex.function_call.done" , "event" : { "type" : "function_call.done" , "session_id" : "duplex-5f2a…" , "epoch" : 0 , "call_id" : null , "name" : null , "arguments" : "{" }}
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```
#### Playback
`C→S playback.ack` / `S→C playback.acknowledged`
```json
{ "type" : "playback.ack" , "response_id" : "resp_01" , "item_id" : "item_resp_01" , "played_ms" : 1000 , "committed_ms" : 1000 }
```
```json
{
"type" : "playback.acknowledged" ,
"event" : {
"type" : "playback.acknowledged" ,
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"session_id" : "duplex-5f2a…" ,
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"epoch" : 0 ,
"item_id" : "item_resp_01" ,
"played_ms" : 1000 ,
"committed_ms" : 1000 ,
"truncate" : false ,
"playback" : { "generated_ms" : 2400 , "sent_ms" : 2400 , "played_ms" : 1000 , "committed_ms" : 1000 },
"history_committed" : false
}
}
```
truncating ack after an interruption (what was actually heard)
```json
{ "type" : "playback.ack" , "response_id" : "resp_01" , "played_ms" : 1850 , "committed_ms" : 1850 , "truncate" : true }
```
#### Overlap and barge-in
`S→C overlap.decision`
```json
{
"type" : "overlap.decision" ,
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"session_id" : "duplex-5f2a…" ,
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"epoch" : 0 ,
"policy" : "listen_only" ,
"action" : "listen" ,
"reason" : "long_overlap_speech" ,
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"metadata" : { "overlap_ms" : 1400 , "buffer_audio" : true , "defer_runtime_append" : true , "force_listen" : true }
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}
```
```json
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{ "type" : "overlap.decision" , "session_id" : "duplex-5f2a…" , "epoch" : 0 , "policy" : "barge_in_on_speech" , "action" : "barge_in" , "reason" : "server_vad_utterance_active" }
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```
server-VAD session (`session.update` fragment) and the annotated append the
translator forwards internally (shown for reference; clients never see it)
```json
{ "type" : "session.update" , "session" : { "turn_detection" : { "type" : "server_vad" , "threshold" : 0.5 , "prefix_padding_ms" : 300 , "silence_duration_ms" : 500 }, "overlap_policy" : "barge_in_on_speech" }}
```
```json
{ "type" : "input_audio_buffer.append" , "audio" : "…" , "format" : "pcm16" , "sample_rate_hz" : 16000 , "is_speech" : true , "force_listen" : true , "vad" : { "backend" : "silero" , "is_speech" : true , "speech_active" : true , "speech_started" : true , "speech_stopped" : false , "speech_probability" : 0.93 }}
```
#### Errors
`S→C error` — Realtime shape
```json
{
"type" : "error" ,
"error" : {
"type" : "invalid_request_error" ,
"code" : "input_audio_buffer_empty" ,
"message" : "input_audio_buffer.commit requires a non-empty input audio buffer." ,
"event_id" : "evt_0060"
}
}
```
```json
{ "type" : "error" , "error" : { "type" : "invalid_request_error" , "code" : "unsupported_turn_detection" , "message" : "turn_detection.interrupt_response=false is unsupported; use turn_detection=null for model-owned listen/speak" , "event_id" : "evt_0001" , "param" : "turn_detection" }}
```
```json
{ "type" : "error" , "error" : { "type" : "server_error" , "code" : "runtime_append_failed" , "message" : "stale epoch: expected 1, got 0" }}
```
```json
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{ "type" : "error" , "error" : { "type" : "rate_limit_error" , "code" : "resource_exhausted" , "message" : "duplex_session_capacity_exhausted: limit=4" }}
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```
Handshake-stage errors (before the Realtime projector is bound) use the
flat native shape:
```json
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{ "type" : "error" , "error" : "Unknown or expired duplex session: duplex-5f2a…" , "code" : "session_resume_expired" }
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```
#### Coverage
The examples above cover every event type the Realtime route emits or
accepts (verified by diffing the `type` literals in
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`vllm_omni/engine/duplex/events.py` and `vllm_omni/engine/duplex/commands.py`
against this document). Not shown, because they never reach a client
unprojected: the session-internal events the runner produces
(`input.committed` , `input.cancelled` , `audio.cancelled` ,
`response.output_audio.delta` , `response.text.delta` , `function_call.done` )
— their Realtime projections are the examples above (see the name map at the
end of this section). Every public event is a typed `DuplexEvent` whose
`to_realtime()` is the wire object; every client event is parsed into a
typed `DuplexCommand` by `command_from_realtime()` .
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#### Internal to Realtime name map
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The session runner emits these session-internal events; the Realtime
projector (`vllm_omni/engine/duplex/realtime_events.py` ) renames and fans
them out into typed events before they reach a client.
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| Internal event | Realtime projection |
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| --- | --- |
| `input.committed` | `conversation.item.added` / `conversation.item.created` , `input_audio_buffer.committed` , `conversation.item.input_audio_transcription.completed` , `conversation.item.done` |
| `input.cancelled` | `input_audio_buffer.cleared` |
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| `response.output_audio.delta` (with `audio_transcript` ) | optional `response.speak` , then `response.output_audio.delta` and `response.output_audio_transcript.delta` |
| `response.output_audio.done` / `response.output_text.done` | `response.output_audio.done` / `response.output_text.done` |
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| `response.text.delta` | `response.output_text.delta` |
| `audio.cancelled` | optional `output_audio_buffer.cleared` , then the cancelled terminal events and `response.done` with `status: "cancelled"` |
| `function_call.done` | `response.created` , `response.output_item.added` (`function_call` item), `response.function_call_arguments.delta` / `.done` , `response.output_item.done` , `response.done` |
| `playback.acknowledged` | `playback.acknowledged` (wrapped verbatim under `event` ) |
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| `session.resumed` , `session.replaced` , `session.expired` , `session.resync_required` , `session.heartbeat_ack` | passed through unchanged |
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## Known Limitations
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- Only MiniCPM-o 4.5 is served over this endpoint today; PersonaPlex and
Nemotron VoiceChat arrive with the follow-up PRs that port them to the
plugin contract.
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- Several surfaces are capability-gated per model (see *Capability
negotiation by model* above): PersonaPlex does not support session resume,
barge-in, or audio truncation; Nemotron VoiceChat does not support barge-in
or audio truncation; camera frames are consumed only by MiniCPM-o 4.5; tool
calls are produced only by Nemotron VoiceChat.
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- A response is generated from committed **audio** , so the OpenAI text-prompt
shape does not drive one: `conversation.item.create` with an `input_text`
part adds the item to history, but a following `response.create` with no
committed audio is rejected with `response_create_without_input` , and
`input.text.append` is rejected with `native_text_append_unsupported` .
Text-to-speech has its own shape here — put the text in
`extra_body.duplex_initial_user_text` on `session.update` , then stream audio
units (silence is enough). The seeded turn is what the model answers.
- `turn_detection` supports only `server_vad` with `interrupt_response=true` ;
`semantic_vad` , `interrupt_response=false` , and `create_response` are not
supported.
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- `input_audio_transcription` and `input_audio_noise_reduction` are accepted
and echoed but no separate transcription or noise-reduction stage runs;
transcripts come from the model.
- `rate_limits.updated` is emitted for compatibility only and always carries
an empty list.
- Session capacity is bounded by `duplex_session.max_sessions` in the deploy
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configuration; admission beyond it fails with `resource_exhausted`
(`rate_limit_error` , retryable).
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- A duplex deployment serves the websocket route and, when supported by the
model, ordinary `/v1/chat/completions` requests on the same engine without a
session per request (see [Start the Server ](#start-the-server )). Other
turn-based HTTP routes report "not available" in duplex mode. To use the
ordinary online serving stack, select `session_mode: turn` as described in
[Full Duplex ](full_duplex_api.md#enable-full-duplex ).