Spaces:
Running
Running
Nirav Madhani
commited on
Commit
·
265e66c
1
Parent(s):
87717b1
Fixed requirements and image
Browse files- Dockerfile +23 -5
- app.py +0 -302
- requirements.txt +4 -0
- webapp.py +1 -1
Dockerfile
CHANGED
@@ -1,14 +1,32 @@
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FROM python:3.12.6
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-
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RUN useradd -m -u 1000 user
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USER user
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ENV PATH="/home/user/.local/bin:$PATH"
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WORKDIR /app
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RUN pip install --no-cache-dir -r requirements.txt
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COPY --chown=user . /app
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FROM python:3.12.6
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# Install OpenGL dependencies and PortAudio
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USER root
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RUN apt-get update && apt-get install -y \
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libgl1 \
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libglib2.0-0 \
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portaudio19-dev
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# Create non-root user
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RUN useradd -m -u 1000 user
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WORKDIR /app
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# Set PATH for the non-root user
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ENV PATH="/home/user/.local/bin:$PATH"
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# Switch to non-root user
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USER user
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# Copy and install Python dependencies
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COPY --chown=user ./requirements.txt requirements.txt
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RUN pip install --no-cache-dir -r requirements.txt
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# Copy application files
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COPY --chown=user . /app
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# Expose the Hugging Face Spaces default port
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EXPOSE 7860
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# Set the command to run the app
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CMD ["python", "webapp.py"]
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app.py
DELETED
@@ -1,302 +0,0 @@
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# -*- coding: utf-8 -*-
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# Copyright 2023 Google LLC
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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"""
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## Setup
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To install the dependencies for this script, run:
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```
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pip install google-genai opencv-python pyaudio pillow mss
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```
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Before running this script, ensure the `GOOGLE_API_KEY` environment
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variable is set to the api-key you obtained from Google AI Studio.
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Important: **Use headphones**. This script uses the system default audio
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input and output, which often won't include echo cancellation. So to prevent
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the model from interrupting itself it is important that you use headphones.
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## Run
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To run the script:
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```
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python live_api_starter.py
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```
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The script takes a video-mode flag `--mode`, this can be "camera", "screen", or "none".
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The default is "camera". To share your screen run:
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```
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python live_api_starter.py --mode screen
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```
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"""
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import asyncio
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import base64
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import json
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import io
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import os
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import sys
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import traceback
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import cv2
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import pyaudio
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import PIL.Image
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import mss
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import argparse
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from websockets.asyncio.client import connect
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if sys.version_info < (3, 11, 0):
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import taskgroup, exceptiongroup
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asyncio.TaskGroup = taskgroup.TaskGroup
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asyncio.ExceptionGroup = exceptiongroup.ExceptionGroup
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FORMAT = pyaudio.paInt16
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CHANNELS = 1
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SEND_SAMPLE_RATE = 16000
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RECEIVE_SAMPLE_RATE = 24000
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CHUNK_SIZE = 512
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host = "generativelanguage.googleapis.com"
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model = "gemini-2.0-flash-exp"
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DEFAULT_MODE="none"
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api_key = os.environ["GOOGLE_API_KEY"]
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uri = f"wss://{host}/ws/google.ai.generativelanguage.v1alpha.GenerativeService.BidiGenerateContent?key={api_key}"
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class AudioLoop:
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def __init__(self, video_mode=DEFAULT_MODE):
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self.video_mode=video_mode
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self.audio_in_queue = None
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self.out_queue = None
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self.ws = None
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self.audio_stream = None
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async def startup(self):
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setup_msg = {"setup": {"model": f"models/{model}"}}
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await self.ws.send(json.dumps(setup_msg))
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raw_response = await self.ws.recv(decode=False)
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setup_response = json.loads(raw_response.decode("ascii"))
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async def send_text(self):
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while True:
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text = await asyncio.to_thread(input, "message > ")
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if text.lower() == "q":
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break
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msg = {
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"client_content": {
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"turn_complete": True,
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"turns": [{"role": "user", "parts": [{"text": text}]}],
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}
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}
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await self.ws.send(json.dumps(msg))
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def _get_frame(self, cap):
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# Read the frame
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ret, frame = cap.read()
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# Check if the frame was read successfully
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if not ret:
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return None
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# Fix: Convert BGR to RGB color space
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# OpenCV captures in BGR but PIL expects RGB format
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# This prevents the blue tint in the video feed
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frame_rgb = cv2.cvtColor(frame, cv2.COLOR_BGR2RGB)
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img = PIL.Image.fromarray(frame_rgb) # Now using RGB frame
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img.thumbnail([1024, 1024])
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image_io = io.BytesIO()
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img.save(image_io, format="jpeg")
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image_io.seek(0)
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mime_type = "image/jpeg"
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image_bytes = image_io.read()
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return {"mime_type": mime_type, "data": base64.b64encode(image_bytes).decode()}
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async def get_frames(self):
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# This takes about a second, and will block the whole program
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# causing the audio pipeline to overflow if you don't to_thread it.
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cap = await asyncio.to_thread(
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cv2.VideoCapture, 0
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) # 0 represents the default camera
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while True:
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frame = await asyncio.to_thread(self._get_frame, cap)
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if frame is None:
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break
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await asyncio.sleep(1.0)
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msg = {"realtime_input": {"media_chunks": [frame]}}
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await self.out_queue.put(msg)
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# Release the VideoCapture object
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cap.release()
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def _get_screen(self):
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sct = mss.mss()
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monitor = sct.monitors[0]
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i = sct.grab(monitor)
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mime_type = "image/jpeg"
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image_bytes = mss.tools.to_png(i.rgb, i.size)
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img = PIL.Image.open(io.BytesIO(image_bytes))
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image_io = io.BytesIO()
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img.save(image_io, format="jpeg")
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image_io.seek(0)
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image_bytes = image_io.read()
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return {"mime_type": mime_type, "data": base64.b64encode(image_bytes).decode()}
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async def get_screen(self):
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while True:
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frame = await asyncio.to_thread(self._get_screen)
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if frame is None:
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break
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await asyncio.sleep(1.0)
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msg = {"realtime_input": {"media_chunks": frame}}
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await self.out_queue.put(msg)
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async def send_realtime(self):
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while True:
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msg = await self.out_queue.get()
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await self.ws.send(json.dumps(msg))
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async def listen_audio(self):
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pya = pyaudio.PyAudio()
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mic_info = pya.get_default_input_device_info()
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self.audio_stream = pya.open(
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format=FORMAT,
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channels=CHANNELS,
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rate=SEND_SAMPLE_RATE,
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input=True,
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input_device_index=mic_info["index"],
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frames_per_buffer=CHUNK_SIZE,
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)
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while True:
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data = await asyncio.to_thread(self.audio_stream.read, CHUNK_SIZE)
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msg = {
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"realtime_input": {
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"media_chunks": [
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{
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"data": base64.b64encode(data).decode(),
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"mime_type": "audio/pcm",
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}
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]
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}
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}
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await self.out_queue.put(msg)
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async def receive_audio(self):
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"Background task to reads from the websocket and write pcm chunks to the output queue"
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async for raw_response in self.ws:
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# Other things could be returned here, but we'll ignore those for now.
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response = json.loads(raw_response.decode("ascii"))
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try:
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b64data = response["serverContent"]["modelTurn"]["parts"][0][
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"inlineData"
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]["data"]
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except KeyError:
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pass
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else:
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pcm_data = base64.b64decode(b64data)
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self.audio_in_queue.put_nowait(pcm_data)
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try:
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turn_complete = response["serverContent"]["turnComplete"]
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except KeyError:
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pass
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else:
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if turn_complete:
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# If you interrupt the model, it sends an end_of_turn.
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# For interruptions to work, we need to empty out the audio queue
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# Because it may have loaded much more audio than has played yet.
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print("\nEnd of turn")
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while not self.audio_in_queue.empty():
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self.audio_in_queue.get_nowait()
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async def play_audio(self):
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pya = pyaudio.PyAudio()
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stream = pya.open(
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format=FORMAT, channels=CHANNELS, rate=RECEIVE_SAMPLE_RATE, output=True
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)
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while True:
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bytestream = await self.audio_in_queue.get()
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await asyncio.to_thread(stream.write, bytestream)
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async def run(self):
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"""Takes audio chunks off the input queue, and writes them to files.
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Splits and displays files if the queue pauses for more than `max_pause`.
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"""
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try:
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async with (
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await connect(
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uri, additional_headers={"Content-Type": "application/json"}
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) as ws,
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asyncio.TaskGroup() as tg,
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):
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self.ws = ws
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await self.startup()
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self.audio_in_queue = asyncio.Queue()
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self.out_queue = asyncio.Queue(maxsize=5)
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send_text_task = tg.create_task(self.send_text())
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tg.create_task(self.send_realtime())
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tg.create_task(self.listen_audio())
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if self.video_mode == "camera":
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tg.create_task(self.get_frames())
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elif self.video_mode == "screen":
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tg.create_task(self.get_screen())
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tg.create_task(self.receive_audio())
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tg.create_task(self.play_audio())
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-
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await send_text_task
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raise asyncio.CancelledError("User requested exit")
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except asyncio.CancelledError:
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pass
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except ExceptionGroup as EG:
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self.audio_stream.close()
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traceback.print_exception(EG)
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-
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-
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if __name__ == "__main__":
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parser = argparse.ArgumentParser()
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parser.add_argument(
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"--mode",
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type=str,
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default=DEFAULT_MODE,
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help="pixels to stream from",
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choices=["camera", "screen", "none"],
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)
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args = parser.parse_args()
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main = AudioLoop(video_mode=args.mode)
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asyncio.run(main.run())
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requirements.txt
CHANGED
@@ -1,8 +1,10 @@
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1 |
annotated-types==0.7.0
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2 |
cachetools==5.5.1
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3 |
certifi==2025.1.31
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4 |
charset-normalizer==3.4.1
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5 |
click==8.1.8
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6 |
google-auth==2.38.0
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7 |
google-genai==1.0.0
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8 |
h11==0.14.0
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@@ -18,6 +20,8 @@ pydantic==2.10.6
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18 |
pydantic_core==2.27.2
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19 |
requests==2.32.3
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20 |
rsa==4.9
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21 |
typing_extensions==4.12.2
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22 |
urllib3==2.3.0
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23 |
uvicorn==0.34.0
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1 |
annotated-types==0.7.0
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2 |
+
anyio==4.8.0
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3 |
cachetools==5.5.1
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4 |
certifi==2025.1.31
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5 |
charset-normalizer==3.4.1
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6 |
click==8.1.8
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7 |
+
fastapi==0.115.8
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8 |
google-auth==2.38.0
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9 |
google-genai==1.0.0
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10 |
h11==0.14.0
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20 |
pydantic_core==2.27.2
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21 |
requests==2.32.3
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22 |
rsa==4.9
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23 |
+
sniffio==1.3.1
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24 |
+
starlette==0.45.3
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25 |
typing_extensions==4.12.2
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26 |
urllib3==2.3.0
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27 |
uvicorn==0.34.0
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webapp.py
CHANGED
@@ -141,4 +141,4 @@ async def websocket_endpoint(websocket: WebSocket):
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141 |
print("[websocket_endpoint] Cleaned up AudioLoop for client")
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142 |
|
143 |
if __name__ == "__main__":
|
144 |
-
uvicorn.run("webapp:app", host="0.0.0.0", port=
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141 |
print("[websocket_endpoint] Cleaned up AudioLoop for client")
|
142 |
|
143 |
if __name__ == "__main__":
|
144 |
+
uvicorn.run("webapp:app", host="0.0.0.0", port=7860, reload=True)
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