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feat(genai): genai live audio #13520
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# Copyright 2024 Google LLC | ||
# | ||
# Licensed under the Apache License, Version 2.0 (the "License"); | ||
# you may not use this file except in compliance with the License. | ||
# You may obtain a copy of the License at | ||
# | ||
# https://www.apache.org/licenses/LICENSE-2.0 | ||
# | ||
# Unless required by applicable law or agreed to in writing, software | ||
# distributed under the License is distributed on an "AS IS" BASIS, | ||
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
# See the License for the specific language governing permissions and | ||
# limitations under the License. | ||
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# Test file: https://storage.googleapis.com/generativeai-downloads/data/16000.wav | ||
# Install helpers for converting files: pip install librosa soundfile | ||
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import asyncio | ||
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async def generate_content() -> list[str]: | ||
# [START googlegenaisdk_live_audio_with_txt] | ||
import numpy as np | ||
from IPython.display import Audio, Markdown, display | ||
from google import genai | ||
from google.genai.types import ( | ||
Content, | ||
LiveConnectConfig, | ||
Modality, | ||
Part, | ||
SpeechConfig, | ||
VoiceConfig, | ||
PrebuiltVoiceConfig, | ||
) | ||
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client = genai.Client() | ||
voice_name = "Aoede" | ||
model = "gemini-2.0-flash-live-preview-04-09" | ||
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config = LiveConnectConfig( | ||
response_modalities=[Modality.AUDIO], | ||
speech_config=SpeechConfig( | ||
voice_config=VoiceConfig( | ||
prebuilt_voice_config=PrebuiltVoiceConfig( | ||
voice_name=voice_name, | ||
) | ||
), | ||
), | ||
) | ||
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async with client.aio.live.connect( | ||
model=model, | ||
config=config, | ||
) as session: | ||
text_input = "Hello? Gemini are you there?" | ||
print("> ", text_input, "\n") | ||
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await session.send_client_content( | ||
turns=Content(role="user", parts=[Part(text=text_input)]) | ||
) | ||
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audio_data = [] | ||
async for message in session.receive(): | ||
if ( | ||
message.server_content.model_turn | ||
and message.server_content.model_turn.parts | ||
): | ||
for part in message.server_content.model_turn.parts: | ||
if part.inline_data: | ||
audio_data.append( | ||
np.frombuffer(part.inline_data.data, dtype=np.int16) | ||
) | ||
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if audio_data: | ||
print("Received audio answer: ") | ||
display(Audio(np.concatenate(audio_data), rate=24000, autoplay=True)) | ||
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# Example output: | ||
# > Hello? Gemini are you there? | ||
# Received audio answer: | ||
# <IPython.lib.display.Audio object> | ||
# [STOP googlegenaisdk_live_audio_with_txt] | ||
return [] | ||
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if __name__ == "__main__": | ||
asyncio.run(generate_content()) |
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# Copyright 2024 Google LLC | ||
# | ||
# Licensed under the Apache License, Version 2.0 (the "License"); | ||
# you may not use this file except in compliance with the License. | ||
# You may obtain a copy of the License at | ||
# | ||
# https://www.apache.org/licenses/LICENSE-2.0 | ||
# | ||
# Unless required by applicable law or agreed to in writing, software | ||
# distributed under the License is distributed on an "AS IS" BASIS, | ||
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
# See the License for the specific language governing permissions and | ||
# limitations under the License. | ||
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# Test file: https://storage.googleapis.com/generativeai-downloads/data/16000.wav | ||
# Install helpers for converting files: pip install librosa soundfile | ||
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import asyncio | ||
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async def generate_content(): | ||
# [START googlegenaisdk_live_transcribe_with_audio] | ||
from google import genai | ||
from google.genai.types import ( | ||
LiveConnectConfig, | ||
Modality, | ||
AudioTranscriptionConfig, | ||
Part, | ||
Content, | ||
) | ||
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client = genai.Client() | ||
model = "gemini-2.0-flash-live-preview-04-09" | ||
config = LiveConnectConfig( | ||
response_modalities=[Modality.AUDIO], | ||
input_audio_transcription=AudioTranscriptionConfig(), | ||
output_audio_transcription=AudioTranscriptionConfig(), | ||
) | ||
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async with client.aio.live.connect(model=model, config=config) as session: | ||
input_txt = "Hello? Gemini are you there?" | ||
print("> ", input_txt, "\n") | ||
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await session.send_client_content( | ||
turns=Content(role="user", parts=[Part(text=input_txt)]), turn_complete=True | ||
) | ||
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response = [] | ||
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async for message in session.receive(): | ||
if message.server_content.output_transcription: | ||
if message.server_content.output_transcription.text is not None: | ||
response.append(message.server_content.output_transcription.text) | ||
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print("".join(response)) | ||
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# Example output: | ||
# > Hello? Gemini are you there? | ||
# Yes, I'm here. What would you like to talk about? | ||
# [STOP googlegenaisdk_live_transcribe_with_audio] | ||
return response | ||
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if __name__ == "__main__": | ||
asyncio.run(generate_content()) |
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# Copyright 2024 Google LLC | ||
# | ||
# Licensed under the Apache License, Version 2.0 (the "License"); | ||
# you may not use this file except in compliance with the License. | ||
# You may obtain a copy of the License at | ||
# | ||
# https://www.apache.org/licenses/LICENSE-2.0 | ||
# | ||
# Unless required by applicable law or agreed to in writing, software | ||
# distributed under the License is distributed on an "AS IS" BASIS, | ||
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
# See the License for the specific language governing permissions and | ||
# limitations under the License. | ||
|
||
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# Test file: https://storage.googleapis.com/generativeai-downloads/data/16000.wav | ||
# Install helpers for converting files: pip install librosa soundfile | ||
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import asyncio | ||
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async def generate_content() -> list[str]: | ||
# [START googlegenaisdk_live_txt_with_audio] | ||
import io | ||
import requests | ||
from google import genai | ||
from google.genai.types import Modality, LiveConnectConfig, Blob | ||
import soundfile as sf | ||
import librosa | ||
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client = genai.Client() | ||
model = "gemini-2.0-flash-live-preview-04-09" | ||
config = LiveConnectConfig(response_modalities=[Modality.TEXT]) | ||
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async with client.aio.live.connect(model=model, config=config) as session: | ||
audio_url = ( | ||
"https://storage.googleapis.com/generativeai-downloads/data/16000.wav" | ||
) | ||
response = requests.get(audio_url) | ||
response.raise_for_status() | ||
buffer = io.BytesIO(response.content) | ||
y, sr = librosa.load(buffer, sr=16000) | ||
sf.write(buffer, y, sr, format="RAW", subtype="PCM_16") | ||
buffer.seek(0) | ||
audio_bytes = buffer.read() | ||
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# If you've pre-converted to sample.pcm using ffmpeg, use this instead: | ||
# audio_bytes = Path("sample.pcm").read_bytes() | ||
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print("> Answer to this audio url", audio_url, "\n") | ||
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await session.send_realtime_input( | ||
media=Blob(data=audio_bytes, mime_type="audio/pcm;rate=16000") | ||
) | ||
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response = [] | ||
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Comment on lines
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to
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There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. The variable response_parts = [] |
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async for message in session.receive(): | ||
if message.text is not None: | ||
response.append(message.text) | ||
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print("".join(response)) | ||
# Example output: | ||
# > Answer to this audio url https://storage.googleapis.com/generativeai-downloads/data/16000.wav | ||
# Yes, I can hear you. How can I help you today? | ||
# [STOP googlegenaisdk_live_txt_with_audio] | ||
return response | ||
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if __name__ == "__main__": | ||
asyncio.run(generate_content()) |
There was a problem hiding this comment.
Choose a reason for hiding this comment
The reason will be displayed to describe this comment to others. Learn more.
The call to
requests.get()
is synchronous and will block the asyncio event loop. This can severely impact the performance of an async application and negates the benefits of usingasyncio
. Please use an asynchronous HTTP client, such ashttpx
oraiohttp
, to fetch the audio file.For example, with
httpx
:This would also require adding
httpx
torequirements.txt
.