[EPD-333] ElevenLabs Threaded MP3 Streaming (vocodedev#316)

* initial work, still blocking

* Add threaded mp3 worker

* fix tests add todo

* use miniaudio worker and fix sync issues

* attempt to handle error from short chunks?

* make streaming optional & refac miniaudio decoding

* teardown the experimental worker

* fix tests and mypy

* resolve comments

* use sentinel to fix /stream endpoint

* potentially fix typing

* Revert "potentially fix typing"

This reverts commit fdd37d7.

* forgot about __future__

* fix termination code

---------

Co-authored-by: Ajay Raj <[email protected]>

playground/streaming/benchmark.py

@@ -94,7 +94,7 @@
 
 
 # These synthesizers stream output so they need to be traced within this file.
-STREAMING_SYNTHESIZERS = ["azure"]
+STREAMING_SYNTHESIZERS = ["azure", "elevenlabs"]
 
 
 TRANSCRIBER_CHOICES = ["deepgram", "assemblyai"]

pyproject.toml

@@ -40,6 +40,7 @@ speechrecognition = "^3.10.0"
 aiohttp = "^3.8.4"
 langchain = "^0.0.198"
 google-cloud-aiplatform = {version = "^1.26.0", optional = true}
+miniaudio = "^1.59"
 
 
 [tool.poetry.group.lint.dependencies]

tests/synthesizer/conftest.py

@@ -9,6 +9,8 @@
 )
 import re
 from tests.streaming.data.loader import get_audio_path
+import asyncio
+import pytest
 
 DEFAULT_PARAMS = {"sampling_rate": 16000,
                   "audio_encoding": AudioEncoding.LINEAR16}
@@ -38,23 +40,23 @@ def mock_eleven_labs_api():
 
 
 @pytest.fixture(scope="module")
-def eleven_labs_synthesizer_with_api_key():
+async def fixture_eleven_labs_synthesizer_with_api_key():
     params = DEFAULT_PARAMS.copy()
     params["api_key"] = MOCK_API_KEY
-    yield ElevenLabsSynthesizer(ElevenLabsSynthesizerConfig(**params))
+    return ElevenLabsSynthesizer(ElevenLabsSynthesizerConfig(**params))
 
 
 @pytest.fixture(scope="module")
-def eleven_labs_synthesizer_wrong_api_key():
+async def fixture_eleven_labs_synthesizer_wrong_api_key():
     params = DEFAULT_PARAMS.copy()
     params["api_key"] = "wrong_api_key"
-    yield ElevenLabsSynthesizer(ElevenLabsSynthesizerConfig(**params))
+    return ElevenLabsSynthesizer(ElevenLabsSynthesizerConfig(**params))
 
 
 @pytest.fixture(scope="module")
-def eleven_labs_synthesizer_env_api_key():
+async def fixture_eleven_labs_synthesizer_env_api_key():
     params = DEFAULT_PARAMS.copy()
     import os
 
     os.environ["ELEVEN_LABS_API_KEY"] = MOCK_API_KEY
-    yield ElevenLabsSynthesizer(ElevenLabsSynthesizerConfig(**params))
+    return ElevenLabsSynthesizer(ElevenLabsSynthesizerConfig(**params))

tests/synthesizer/test_eleven_labs.py

@@ -1,3 +1,4 @@
+import asyncio
 from pydantic import ValidationError
 import pytest
 from vocode.streaming.synthesizer.base_synthesizer import SynthesisResult
@@ -9,7 +10,7 @@
 from pydub import AudioSegment
 
 
-async def asset_synthesis_result_valid(synthesizer: ElevenLabsSynthesizer):
+async def assert_synthesis_result_valid(synthesizer: ElevenLabsSynthesizer):
     response = await synthesizer.create_speech(BaseMessage(text="Hello, world!"), 1024)
     assert isinstance(response, SynthesisResult)
     assert response.chunk_generator is not None
@@ -25,26 +26,26 @@ async def asset_synthesis_result_valid(synthesizer: ElevenLabsSynthesizer):
 
 @pytest.mark.asyncio
 async def test_with_api_key(
-    eleven_labs_synthesizer_with_api_key: ElevenLabsSynthesizer,
+    fixture_eleven_labs_synthesizer_with_api_key: ElevenLabsSynthesizer,
     mock_eleven_labs_api: aioresponses,
 ):
-    await asset_synthesis_result_valid(eleven_labs_synthesizer_with_api_key)
+    await assert_synthesis_result_valid(await fixture_eleven_labs_synthesizer_with_api_key)
 
 
 @pytest.mark.asyncio
 async def test_with_wrong_api_key(
-    eleven_labs_synthesizer_wrong_api_key: ElevenLabsSynthesizer,
+    fixture_eleven_labs_synthesizer_wrong_api_key: ElevenLabsSynthesizer,
     mock_eleven_labs_api: aioresponses,
 ):
     with pytest.raises(Exception, match="ElevenLabs API returned 401 status code"):
-        await eleven_labs_synthesizer_wrong_api_key.create_speech(
+        await (await fixture_eleven_labs_synthesizer_wrong_api_key).create_speech(
             BaseMessage(text="Hello, world!"), 1024
         )
 
 
 @pytest.mark.asyncio
 async def test_with_env_api_key(
-    eleven_labs_synthesizer_env_api_key: ElevenLabsSynthesizer,
+    fixture_eleven_labs_synthesizer_env_api_key: ElevenLabsSynthesizer,
     mock_eleven_labs_api: aioresponses,
 ):
-    await asset_synthesis_result_valid(eleven_labs_synthesizer_env_api_key)
+    await assert_synthesis_result_valid(await fixture_eleven_labs_synthesizer_env_api_key)

vocode/streaming/models/synthesizer.py

@@ -104,9 +104,10 @@ class ElevenLabsSynthesizerConfig(
 ):
     api_key: Optional[str] = None
     voice_id: Optional[str] = ELEVEN_LABS_ADAM_VOICE_ID
+    optimize_streaming_latency: Optional[int]
+    experimental_streaming: Optional[bool] = False
     stability: Optional[float]
     similarity_boost: Optional[float]
-    optimize_streaming_latency: Optional[int]
     model_id: Optional[str]
 
     @validator("voice_id")
@@ -135,13 +136,13 @@ def optimize_streaming_latency_check(cls, optimize_streaming_latency):
 RIME_DEFAULT_SAMPLE_RATE = 22050
 RIME_DEFAULT_BASE_URL = "https://rjmopratfrdjgmfmaios.functions.supabase.co/rime-tts"
 
+
 class RimeSynthesizerConfig(SynthesizerConfig, type=SynthesizerType.RIME.value):
     speaker: str = RIME_DEFAULT_SPEAKER
     sampling_rate: int = RIME_DEFAULT_SAMPLE_RATE
     base_url: str = RIME_DEFAULT_BASE_URL
 
 
-
 COQUI_DEFAULT_SPEAKER_ID = "ebe2db86-62a6-49a1-907a-9a1360d4416e"
 
 

vocode/streaming/synthesizer/eleven_labs_synthesizer.py

@@ -1,8 +1,10 @@
-import io
+import asyncio
 import logging
-from typing import Any, Optional
+import time
+from typing import Any, AsyncGenerator, Optional
+import wave
 import aiohttp
-from pydub import AudioSegment
+from opentelemetry.trace import Span
 
 from vocode import getenv
 from vocode.streaming.synthesizer.base_synthesizer import (
@@ -16,8 +18,8 @@
 )
 from vocode.streaming.agent.bot_sentiment_analyser import BotSentiment
 from vocode.streaming.models.message import BaseMessage
-
-from opentelemetry.context.context import Context
+from vocode.streaming.utils.mp3_helper import decode_mp3
+from vocode.streaming.synthesizer.miniaudio_worker import MiniaudioWorker
 
 
 ADAM_VOICE_ID = "pNInz6obpgDQGcFmaJgB"
@@ -44,6 +46,52 @@ def __init__(
         self.model_id = synthesizer_config.model_id
         self.optimize_streaming_latency = synthesizer_config.optimize_streaming_latency
         self.words_per_minute = 150
+        self.experimental_streaming = synthesizer_config.experimental_streaming
+
+        # Create a PydubWorker instance as an attribute
+        if self.experimental_streaming:
+            self.miniaudio_worker = MiniaudioWorker(
+                synthesizer_config, asyncio.Queue(), asyncio.Queue()
+            )
+            self.miniaudio_worker.start()
+
+    async def tear_down(self):
+        await super().tear_down()
+        if self.experimental_streaming:
+            self.miniaudio_worker.terminate()
+
+    async def output_generator(
+        self,
+        response: aiohttp.ClientResponse,
+        chunk_size: int,
+        create_speech_span: Optional[Span],
+    ) -> AsyncGenerator[SynthesisResult.ChunkResult, None]:
+        stream_reader = response.content
+        buffer = bytearray()
+
+        # Create a task to send the mp3 chunks to the PydubWorker's input queue in a separate loop
+        async def send_chunks():
+            async for chunk in stream_reader.iter_any():
+                self.miniaudio_worker.consume_nonblocking((chunk, False))
+            self.miniaudio_worker.consume_nonblocking((None, True))
+
+        asyncio.create_task(send_chunks())
+
+        # Await the output queue of the PydubWorker and yield the wav chunks in another loop
+        while True:
+            # Get the wav chunk and the flag from the output queue of the PydubWorker
+            wav_chunk, is_last = await self.miniaudio_worker.output_queue.get()
+
+            if wav_chunk is not None:
+                buffer.extend(wav_chunk)
+
+            if len(buffer) >= chunk_size or is_last:
+                yield SynthesisResult.ChunkResult(buffer, is_last)
+                buffer.clear()
+            # If this is the last chunk, break the loop
+            if is_last and create_speech_span is not None:
+                create_speech_span.end()
+                break
 
     async def create_speech(
         self,
@@ -57,6 +105,10 @@ async def create_speech(
                 stability=self.stability, similarity_boost=self.similarity_boost
             )
         url = ELEVEN_LABS_BASE_URL + f"text-to-speech/{self.voice_id}"
+
+        if self.experimental_streaming:
+            url += "/stream"
+
         if self.optimize_streaming_latency:
             url += f"?optimize_streaming_latency={self.optimize_streaming_latency}"
         headers = {"xi-api-key": self.api_key}
@@ -70,30 +122,34 @@ async def create_speech(
         create_speech_span = tracer.start_span(
             f"synthesizer.{SynthesizerType.ELEVEN_LABS.value.split('_', 1)[-1]}.create_total",
         )
-        async with self.aiohttp_session.request(
+
+        session = self.aiohttp_session
+
+        response = await session.request(
             "POST",
             url,
             json=body,
             headers=headers,
             timeout=aiohttp.ClientTimeout(total=15),
-        ) as response:
-            if not response.ok:
-                raise Exception(
-                    f"ElevenLabs API returned {response.status} status code"
-                )
+        )
+        if not response.ok:
+            raise Exception(f"ElevenLabs API returned {response.status} status code")
+        if self.experimental_streaming:
+            return SynthesisResult(
+                self.output_generator(
+                    response, chunk_size, create_speech_span
+                ),  # should be wav
+                lambda seconds: self.get_message_cutoff_from_voice_speed(
+                    message, seconds, self.words_per_minute
+                ),
+            )
+        else:
             audio_data = await response.read()
             create_speech_span.end()
             convert_span = tracer.start_span(
                 f"synthesizer.{SynthesizerType.ELEVEN_LABS.value.split('_', 1)[-1]}.convert",
             )
-            # TODO: probably needs to be in a thread
-            audio_segment: AudioSegment = AudioSegment.from_mp3(
-                io.BytesIO(audio_data)  # type: ignore
-            )
-
-            output_bytes_io = io.BytesIO()
-
-            audio_segment.export(output_bytes_io, format="wav")  # type: ignore
+            output_bytes_io = decode_mp3(audio_data)
 
             result = self.create_synthesis_result_from_wav(
                 file=output_bytes_io,