Commit
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e9e89e1
1
Parent(s):
ce780f3
add code
Browse files- .gitignore +1 -0
- app.py +207 -0
- openai-logo.svg +1 -0
- requirements.txt +5 -0
.gitignore
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.env
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app.py
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import asyncio
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import base64
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import os
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import time
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from threading import Event, Thread
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import gradio as gr
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import numpy as np
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import openai
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from dotenv import load_dotenv
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from gradio_webrtc import (
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AdditionalOutputs,
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StreamHandler,
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WebRTC,
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get_twilio_turn_credentials,
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)
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from openai.types.beta.realtime import ResponseAudioTranscriptDoneEvent
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from pydub import AudioSegment
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load_dotenv()
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SAMPLE_RATE = 24000
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def encode_audio(sample_rate, data):
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segment = AudioSegment(
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data.tobytes(),
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frame_rate=sample_rate,
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sample_width=data.dtype.itemsize,
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channels=1,
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)
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pcm_audio = (
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segment.set_frame_rate(SAMPLE_RATE).set_channels(1).set_sample_width(2).raw_data
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)
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return base64.b64encode(pcm_audio).decode("utf-8")
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class OpenAIHandler(StreamHandler):
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def __init__(
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self,
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expected_layout="mono",
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output_sample_rate=SAMPLE_RATE,
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output_frame_size=480,
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) -> None:
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super().__init__(
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expected_layout,
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output_sample_rate,
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output_frame_size,
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input_sample_rate=SAMPLE_RATE,
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)
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self.connection = None
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self.all_output_data = None
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self.args_set = Event()
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self.quit = Event()
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self.connected = Event()
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self.thread = None
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self._generator = None
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def copy(self):
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return OpenAIHandler(
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expected_layout=self.expected_layout,
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output_sample_rate=self.output_sample_rate,
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output_frame_size=self.output_frame_size,
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)
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def _initialize_connection(self, api_key: str):
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"""Connect to realtime API. Run forever in separate thread to keep connection open."""
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self.client = openai.Client(api_key=api_key)
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with self.client.beta.realtime.connect(
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model="gpt-4o-realtime-preview-2024-10-01"
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) as conn:
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conn.session.update(session={"turn_detection": {"type": "server_vad"}})
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self.connection = conn
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self.connected.set()
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while not self.quit.is_set():
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time.sleep(0.25)
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async def fetch_args(
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self,
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):
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if self.channel:
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self.channel.send("tick")
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def set_args(self, args):
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super().set_args(args)
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self.args_set.set()
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def receive(self, frame: tuple[int, np.ndarray]) -> None:
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if not self.channel:
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return
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if not self.connection:
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asyncio.run_coroutine_threadsafe(self.fetch_args(), self.loop)
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self.args_set.wait()
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self.thread = Thread(
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target=self._initialize_connection, args=(self.latest_args[-1],)
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)
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self.thread.start()
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self.connected.wait()
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try:
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assert self.connection, "Connection not initialized"
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sample_rate, array = frame
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array = array.squeeze()
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audio_message = encode_audio(sample_rate, array)
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self.connection.input_audio_buffer.append(audio=audio_message)
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except Exception as e:
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# print traceback
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print(f"Error in receive: {str(e)}")
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import traceback
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traceback.print_exc()
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def generator(self):
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while True:
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if not self.connection:
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yield None
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continue
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for event in self.connection:
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if event.type == "response.audio_transcript.done":
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yield AdditionalOutputs(event)
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if event.type == "response.audio.delta":
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yield (
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self.output_sample_rate,
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np.frombuffer(
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base64.b64decode(event.delta), dtype=np.int16
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).reshape(1, -1),
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)
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def emit(self) -> tuple[int, np.ndarray] | None:
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if not self.connection:
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return None
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if not self._generator:
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self._generator = self.generator()
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try:
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return next(self._generator)
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except StopIteration:
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self._generator = self.generator()
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return None
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def shutdown(self) -> None:
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if self.connection:
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self.connection.close()
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self.quit.set()
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if self.thread:
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self.thread.join(timeout=5)
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def update_chatbot(chatbot: list[dict], response: ResponseAudioTranscriptDoneEvent):
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| 148 |
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chatbot.append({"role": "assistant", "content": response.transcript})
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return chatbot
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with gr.Blocks() as demo:
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gr.HTML("""
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<div style='display: flex; align-items: center; justify-content: center; gap: 20px'>
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| 155 |
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<div style="background-color: var(--block-background-fill); border-radius: 8px">
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<img src="/gradio_api/file=openai-logo.svg" style="width: 100px; height: 100px;">
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| 157 |
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</div>
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<div>
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<h1>OpenAI Realtime Voice Chat</h1>
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<p>Speak with OpenAI's latest using real-time audio streaming api.</p>
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<p>Powered by <a href="https://gradio.app/">Gradio</a> and <a href==https://freddyaboulton.github.io/gradio-webrtc/">WebRTC</a>⚡️</p>
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| 162 |
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<p>Get an API key from <a href="https://platform.openai.com/">OpenAI</a>.</p>
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</div>
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</div>
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""")
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with gr.Row(visible=True) as api_key_row:
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api_key = gr.Textbox(
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label="OpenAI API Key",
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placeholder="Enter your OpenAI API Key",
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value=os.getenv("OPENAI_API_KEY", ""),
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type="password",
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)
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with gr.Row(visible=False) as row:
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with gr.Column(scale=1):
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webrtc = WebRTC(
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label="Conversation",
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modality="audio",
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mode="send-receive",
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rtc_configuration=get_twilio_turn_credentials(),
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icon="openai-logo.svg",
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)
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with gr.Column(scale=5):
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chatbot = gr.Chatbot(label="Conversation", value=[], type="messages")
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webrtc.stream(
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| 186 |
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OpenAIHandler(),
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inputs=[webrtc, api_key],
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outputs=[webrtc],
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time_limit=90,
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concurrency_limit=2,
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)
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webrtc.on_additional_outputs(
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update_chatbot,
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inputs=[chatbot],
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| 195 |
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outputs=[chatbot],
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| 196 |
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show_progress="hidden",
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queue=True,
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)
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api_key.submit(
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lambda: (gr.update(visible=False), gr.update(visible=True)),
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None,
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[api_key_row, row],
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)
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| 206 |
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if __name__ == "__main__":
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| 207 |
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demo.launch(allowed_paths=["openai-logo.svg"])
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openai-logo.svg
ADDED
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requirements.txt
ADDED
|
@@ -0,0 +1,5 @@
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| 1 |
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gradio_webrtc[vad]
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| 2 |
+
openai
|
| 3 |
+
python-dotenv
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| 4 |
+
twilio
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| 5 |
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numba==0.60.0
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