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Published 1 week ago • verified publisher icon livekit

OpenAI Realtime API audio cuts off intermittently before finishing playback

Open bml1g12 opened this issue 8 months ago • 14 comments

We observe that occasionally (once or many times in a 20 minute interval) when the OpenAI Realtime API in livekit responds with a long audio message, the audio cuts out before playback completes (but the transcript is complete). There is no interruption from VAD and we have seen this issue does NOT occur in OpenAI official playground (https://platform.openai.com/playground/realtime) suggesting it is a bug in LiveKit framework.

Reproducibility

We can reproduce this issue with new livekit agents v1 and 0.12.18. We provide minimal examples based on the official templates

https://github.com/moz164164/test_livekit_v1 https://github.com/scoville/voc-livekit-multimodal-example/tree/main

  • To reproduce, ask the model to produce verbose responses and talk to it for at least 20 minutes, and always see this behaviour at least once, sometimes many times

  • We find the same behaviour with livekit whether we use OpenAI provider in livekit, or the Azure flavour of the Realtime API in livekit

  • Importantly we do not observe this behaviour directly when using https://platform.openai.com/playground/realtime suggesting that is a bug in the event handling client side

  • We do not see anything unusual in the logs like errors or warning when this occurs, and we do not see any interrupt: True in the logs, so it is not a VAD issue.

  • Video of the issue can be found here on relevant slack thread in LiveKit Slack community at 9 mins 42 seconds

Another user has reported the same issue here: https://livekit-users.slack.com/archives/C0816MD6LCR/p1742425382392459

Potential Explanation

  • We have searched for similar reports, and maybe the most promising lead we have found so far as to a possible explanation is here: https://community.openai.com/t/sharing-experiences-about-realtime-in-the-backend/1107471

After you finish speaking, you send a response.create request, then the AI ​​sends audio fragments via several response.audio.delta events and sends a response.audio.done event when it finishes. You then play each audio delta and stop the speakers when a finished audio arrives. Because handling audio deltas takes longer, it is necessary to give a small delay before stopping the speakers. This solved the problem I was experiencing.

Could it be in the current livekit code that the client code prematurely sends a response.audio.done before we have guaranteed all response.audio.delta have been played out the speakers to the user?

i.e. in that post they suggest

        // Event handler for the end of an audio response
        realtime.onEvent(ServerEvent.ResponseAudioDone.class, event -> {
            delay(1000); // Short delay to ensure all audio is received
            sound.speaker.stop(); // Stop playback
            sound.speaker.drain(); // Flush any remaining audio
        });

I would be grateful if you could ask a member of the dev team familiar with the livekit openai realtime API client to review this and see if that may be the bug that is occurring here :bow:

bml1g12 avatar Apr 14 '25 07:04 bml1g12

Related slack thread:

  • https://livekit-users.slack.com/archives/C07FY8WHGPM/p1744616668037189?thread_ts=1744100031.837599&cid=C07FY8WHGPM
  • https://livekit-users.slack.com/archives/C0816MD6LCR/p1742425382392459

yepher avatar Apr 14 '25 17:04 yepher

This seems to be an issue from OpenAI’s side https://community.openai.com/t/realtime-api-audio-is-randomly-cutting-off-at-the-end/980587/82

yepher avatar Apr 15 '25 12:04 yepher

@yepher I have read through that thread carefully but I have to admit I do not come to the same conclusion, although I see why you would say that. Please let me explain:

  • The specific post you link to refers to a possibly unrelated issue which according to OpenAI team has been resolved

When considering the rest of the thread:

  • One user links to the same thread I referred to here which presents a fix to the issue by modifying users own client side application logic (i.e. suggesting not an issue on OpenAI server side)
  • Another user mentionst i they get the issue with LiveKit specifically
  • Another user mentions they get the same issue with their own custom client

In my view, this points to a place where maybe OpenAI have not well documented how to avoid this issue in the client side code; specifically, the need to add a small delay before stopping the audio output .

More generally, our own experiments reveal this issue is not present via OpenAI Playground, but is present in LiveKit, suggesting it is likely an issue in the client side implementation of LiveKit, or maybe due to differences in the protocols used to communicate with the server. I have also never experienced it via the Android app advanced voice mode, which I assume is using the same or similar underlying OpenAI server, but I do not know for sure.

That all said, I cannot rule out that this is an OpenAI server side issue - however I am aware LiveKit are official partnered with OpenAI and working closely to help deliver their Realtime API, so if you strongly believe this to be a OpenAI server side bug, I wonder would you be able to confirm with their development team that it is a bug, and ensure they have an open bug ticket for it, as it affects all LiveKit users, and for many may render the realtime API non-viable in a production setting until resolved.

bml1g12 avatar Apr 16 '25 05:04 bml1g12

FWIW I've seen OpenAI acknowledge this issue here https://news.ycombinator.com/item?id=43429295

Based on the response I wouldn't expect these issues to be resolved until a GA release.

yuyuma avatar Apr 16 '25 06:04 yuyuma

@bml1g12 Can you try this example https://github.com/livekit/agents/blob/main/examples/voice_agents/realtime_turn_detector.py which disables the server side turn detection and uses livekit's semantic turn detection model. You can even disable the interruption with allow_interruptions=False.

I am just wondering if that can fix your problem. If so then it's related to the server side VAD of OAI and how livekit agent handles the VAD events.

Also from the link @yuyuma shared, this seems a common issue for the OAI realtime model. I wound't expect it can be solved in the client side if the above example doesn't work.

longcw avatar Apr 16 '25 06:04 longcw

FWIW I've seen OpenAI acknowledge this issue here https://news.ycombinator.com/item?id=43429295

Based on the response I wouldn't expect these issues to be resolved until a GA release.

Interesting thank you for sharing, maybe it is a server side issue then - it could be we just got "lucky" with our experiments on the OpenAI playground I suppose 🤔

@bml1g12 Can you try this example https://github.com/livekit/agents/blob/main/examples/voice_agents/realtime_turn_detector.py which disables the server side turn detection and uses livekit's semantic turn detection model. You can even disable the interruption with allow_interruptions=False.

I am just wondering if that can fix your problem. If so then it's related to the server side VAD of OAI and how livekit agent handles the VAD events.

Also from the link @yuyuma shared, this seems a common issue for the OAI realtime model. I wound't expect it can be solved in the client side if the above example doesn't work.

OK we will explore this next week

bml1g12 avatar Apr 17 '25 07:04 bml1g12

@longcw @yuyuma @yepher Thank you for your support. I am working with Ben to set up the experiment by the way. So we conducted some experiments as suggested above. Here's our code. We made some kind of script and tried to ask the agent the same questions (to have as similar conversation as possible) across experiments. We had around 10 minutes conversation with the agent in each experiment.

  • Using LiveKit's Multilingual Turn detector + allow_interruptions=True. Was smooth, with no audio cutoff whatsoever. Subjectively was the smoothest setting.

  • Using LiveKit's Multilingual turn detector + allow_interruptions=False. We had audio cutoff at the beginning (earlier part of utterances were not spoken) and end of utterances. Having an audio cutoff at the beginning of an utterance is new to us. As a concrete example, the agent tried to say the following content (based on the transcription on the UI).

    はい、分かりました。私は、[氏名]と申します。現在、[大学名]で情報工学を専攻しており、特にAI技術に興味を持って研究しています。大学では、AIを活用した画像認識のプロジェクトに参加し、主にディープラーニングアルゴリズムの開発を行っていました。また、プログラミングはPythonを中心に学び、データ分析や機械学習のスキルを身につけてきました。仕事の経験はありませんが、学びを活かして実践的なスキルを身につけたいと考え、貴社のAIエンジニア職に応募いたしました。どうぞよろしくお願いいたします。

    However, the italicized part was not spoken. We don't really understand what's going on there, perhaps the model cannot generate proper nouns/confused when replacing the proper noun placeholders [氏名] and [大学名]? But this is also odd, because we thought that the transcript works by transcribing from the audio --> but the italicized part was not spoken (and it would probably be odd if the model says "open bracket"), so how can they be in the transcript?

    Additionally, there were generation timeout errors, which didn't happen in other experimental settings. I don't understand what triggered this.

    025-04-22 13:10:02,775 - ERROR livekit.agents - Error in _realtime_reply_task
Traceback (most recent call last):
  File "/Users/.../voc-livekit-v1-examples/.venv/lib/python3.13/site-packages/livekit/agents/utils/log.py", line 16, in async_fn_logs
    return await fn(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users.../voc-livekit-v1-examples/.venv/lib/python3.13/site-packages/livekit/agents/voice/agent_activity.py", line 1218, in _realtime_reply_task
    generation_ev = await self._rt_session.generate_reply(
                    ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
        instructions=instructions or NOT_GIVEN
        ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
    )
    ^
livekit.agents.llm.realtime.RealtimeError: generate_reply timed out.

  • Using server-side traditional turn detection. We didn't get an audio cutoff problem this time. Honestly, it's really hard to replicate the problem because we sometimes get it, and sometimes not. However, there were some minor audio streaming problems (kind of audio delay/noise in the middle of agent response).

  • Using server-side semantic turn detection. I was conversing with the agent in Japanese via livekit agent playground UI, but then the agent suddenly spoke in English and said something not in transcription (the English part of the utterance doesn't appear in transcription). There are audio cutoffs on those "additional/bug English response content", but no audio cutoff nor streaming problem in the "main (Japanese) response content".

At this point, we suspect that the audio cutoff is related to user interruption (and it's handling) because we only get a smooth experience when setting allow_interruptions=False. Perhaps, user interruption detection is too sensitive?

wira-putra-scoville avatar Apr 23 '25 01:04 wira-putra-scoville

@wira-putra-scoville thanks for the testing. For the generate_reply issue, it was fixed in the latest version (https://github.com/livekit/agents/pull/2072). Yeah from your results it seems not related to the user interruption.

longcw avatar Apr 23 '25 01:04 longcw

@wira-putra-scoville thanks for the testing. For the generate_reply issue, it was fixed in the latest version (https://github.com/livekit/agents/pull/2072). Yeah from your results it seems not related to the user interruption.

Thanks. I'll pull the next release as soon as it is available.

wira-putra-scoville avatar Apr 23 '25 01:04 wira-putra-scoville

yeah, it's already released in 1.0.16

longcw avatar Apr 23 '25 01:04 longcw

@longcw Hi again. I've tried the new releases, both 1.0.16 and 1.0.17. It seems the generate_reply() problem above still exists. I don't know the pattern because it happens a bit randomly. However, the error seems to be non-breaking.

2025-04-25 15:12:30,206 - ERROR livekit.plugins.openai - failed to handle event
Traceback (most recent call last):
  File "/Users/.../voc-livekit-v1-examples/.venv/lib/python3.13/site-packages/livekit/plugins/openai/realtime/realtime_model.py", line 606, in _recv_task
    self._handle_response_audio_delta(
    ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^
        ResponseAudioDeltaEvent.construct(**event)
        ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
    )
    ^
  File "/Users/.../voc-livekit-v1-examples/.venv/lib/python3.13/site-packages/livekit/plugins/openai/realtime/realtime_model.py", line 1159, in _handle_response_audio_delta
    item_generation = self._current_generation.messages[event.item_id]
                      ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^
KeyError: 'item_BQ6aDo2GU3k5LPPAaHitG' {"event": {"type": "response.audio.delta", "event_id": "event_BQ6aUcMgqrJdzKKFMsiro", "response_id": "resp_BQ6aDvIhQYDQpuQytEYpi", "item_id": "item_BQ6aDo2GU3k5LPPAaHitG", "output_index": 0, "content_index": 0, "delta": 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"pid": 51496, "job_id": "AJ_Ynz7A3gpLgU6"}
2025-04-25 15:13:00,690 - ERROR asyncio - Task exception was never retrieved
future: <Task finished name='AgentActivity.realtime_reply' coro=<AgentActivity._realtime_reply_task() done, defined at /Users/.../voc-livekit-v1-examples/.venv/lib/python3.13/site-packages/livekit/agents/utils/log.py:13> exception=RealtimeError('generate_reply timed out.')>
Traceback (most recent call last):
  File "/Users/.../voc-livekit-v1-examples/.venv/lib/python3.13/site-packages/livekit/agents/utils/log.py", line 16, in async_fn_logs
    return await fn(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/.../voc-livekit-v1-examples/.venv/lib/python3.13/site-packages/livekit/agents/voice/agent_activity.py", line 1240, in _realtime_reply_task
    generation_ev = await self._rt_session.generate_reply(
                    ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
        instructions=instructions or NOT_GIVEN
        ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
    )
    ^
livekit.agents.llm.realtime.RealtimeError: generate_reply timed out. {"pid": 51496, "job_id": "AJ_Ynz7A3gpLgU6"}
2025-04-25 15:13:00,691 - ERROR asyncio - Task exception was never retrieved
future: <Task finished name='AgentActivity.realtime_reply' coro=<AgentActivity._realtime_reply_task() done, defined at /Users/.../voc-livekit-v1-examples/.venv/lib/python3.13/site-packages/livekit/agents/utils/log.py:13> exception=RealtimeError('generate_reply timed out.')>
Traceback (most recent call last):
  File "/Users/.../voc-livekit-v1-examples/.venv/lib/python3.13/site-packages/livekit/agents/utils/log.py", line 16, in async_fn_logs
    return await fn(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/.../voc-livekit-v1-examples/.venv/lib/python3.13/site-packages/livekit/agents/voice/agent_activity.py", line 1240, in _realtime_reply_task
    generation_ev = await self._rt_session.generate_reply(
                    ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
        instructions=instructions or NOT_GIVEN
        ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
    )
    ^
livekit.agents.llm.realtime.RealtimeError: generate_reply timed out. {"pid": 51496, "job_id": "AJ_Ynz7A3gpLgU6"}

wira-putra-scoville avatar Apr 25 '25 07:04 wira-putra-scoville

seems to be a different issue, will investigate

longcw avatar Apr 25 '25 07:04 longcw

Thanks, really appreciate that

wira-putra-scoville avatar Apr 25 '25 08:04 wira-putra-scoville

should be fixed in https://github.com/livekit/agents/pull/2125

longcw avatar Apr 25 '25 09:04 longcw