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Update src/streamlit_app.py
Browse files- src/streamlit_app.py +28 -44
src/streamlit_app.py
CHANGED
@@ -4,9 +4,9 @@ import os
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import asyncio
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import base64
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import io
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-
import atexit
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import threading
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import traceback
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import time
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import logging
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from dotenv import load_dotenv
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@@ -24,8 +24,9 @@ from streamlit_webrtc import (
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WebRtcMode,
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AudioProcessorBase,
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VideoProcessorBase,
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)
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-
from aiortc import RTCIceServer, RTCConfiguration #
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# --- Configuration ---
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load_dotenv()
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@@ -42,8 +43,8 @@ AUDIO_PLAYBACK_QUEUE_MAXSIZE = 50
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MEDIA_TO_GEMINI_QUEUE_MAXSIZE = 30
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# Video configuration
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VIDEO_FPS_TO_GEMINI = 2
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VIDEO_API_RESIZE = (1024, 1024)
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MODEL_NAME = "models/gemini-2.0-flash-live-001"
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@@ -67,7 +68,7 @@ Example of a disclaimer you might use: "As an AI assistant, I can describe what
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pya = pyaudio.PyAudio()
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def cleanup_pyaudio():
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logging.info("Terminating PyAudio instance.")
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if pya:
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pya.terminate()
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atexit.register(cleanup_pyaudio)
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@@ -83,10 +84,9 @@ if GEMINI_API_KEY:
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try:
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client = genai.Client(http_options={"api_version": "v1beta"}, api_key=GEMINI_API_KEY)
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except Exception as e:
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-
# This error will be shown in Streamlit UI if it happens at startup
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st.error(f"Failed to initialize Gemini client: {e}")
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logging.critical(f"Gemini client initialization failed: {e}", exc_info=True)
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st.stop()
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else:
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st.error("GEMINI_API_KEY not found in environment variables. Please set it for the application to run.")
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logging.critical("GEMINI_API_KEY not found.")
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@@ -166,7 +166,6 @@ class GeminiInteractionLoop:
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logging.info(f"Gemini text response: {text_response[:100]}")
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if 'chat_messages' not in st.session_state: st.session_state.chat_messages = []
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st.session_state.chat_messages = st.session_state.chat_messages + [{"role": "assistant", "content": text_response}]
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# Consider st.experimental_rerun() if a mechanism exists to call it from main thread
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except types.generation_types.StopCandidateException: logging.info("Gemini response stream ended normally.")
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except Exception as e:
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if self.is_running: logging.error(f"Error receiving from Gemini: {e}", exc_info=True)
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@@ -184,7 +183,7 @@ class GeminiInteractionLoop:
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while self.is_running:
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try:
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audio_chunk = await asyncio.wait_for(audio_from_gemini_playback_q.get(), timeout=1.0)
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if audio_chunk:
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await asyncio.to_thread(self.playback_stream.write, audio_chunk)
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if audio_chunk: audio_from_gemini_playback_q.task_done()
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except asyncio.TimeoutError: continue
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@@ -204,17 +203,15 @@ class GeminiInteractionLoop:
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logging.info("Signal to stop GeminiInteractionLoop received.")
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self.is_running = False
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for q in [video_frames_to_gemini_q, audio_chunks_to_gemini_q, audio_from_gemini_playback_q]:
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try: q.put_nowait(None)
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except asyncio.QueueFull: logging.warning(f"Queue was full when trying to put sentinel for stop signal.")
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except Exception as e: logging.error(f"Error putting sentinel in queue: {e}", exc_info=True)
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-
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async def run_main_loop(self):
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self.async_event_loop = asyncio.get_running_loop()
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self.is_running = True
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logging.info("GeminiInteractionLoop run_main_loop starting...")
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if client is None:
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logging.critical("Gemini client is None in run_main_loop. Aborting.")
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return
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@@ -255,7 +252,6 @@ class VideoProcessor(VideoProcessorBase):
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def __init__(self):
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self.frame_counter = 0
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self.last_gemini_send_time = time.monotonic()
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# No need to get loop here if create_task is used on the default loop
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async def _process_and_queue_frame_async(self, frame_ndarray):
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self.frame_counter += 1
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@@ -279,28 +275,15 @@ class VideoProcessor(VideoProcessorBase):
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video_frames_to_gemini_q.put_nowait(api_data)
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except Exception as e: logging.error(f"Error processing/queueing video frame: {e}", exc_info=True)
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async def recv(self, frame):
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img_bgr = frame.to_ndarray(format="bgr24")
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asyncio.create_task(self._process_and_queue_frame_async(img_bgr))
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return frame
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class AudioProcessor(AudioProcessorBase):
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async def _process_and_queue_audio_async(self, audio_frames):
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for frame in audio_frames:
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# frame.planes[0].to_bytes() is the raw audio data
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# frame.sample_rate, frame.layout.channels
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# logging.info(f"Audio frame: {len(frame.planes[0].to_bytes())} bytes, SR={frame.sample_rate}, C={frame.layout.channels}")
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# CRITICAL NOTE: This sends audio as received from WebRTC.
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# If Gemini requires a specific sample rate (e.g., 16000 Hz) and WebRTC provides
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# a different one (e.g., 48000 Hz), audio recognition may be poor.
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# Proper solution: Implement resampling here. This is omitted for brevity.
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audio_data = frame.planes[0].to_bytes()
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# Mime type should reflect the actual data being sent.
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# Example: "audio/L16;rate=48000;channels=1" if that's what WebRTC provides.
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# Gemini documentation should specify what it accepts for PCM.
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# Assuming "audio/pcm" is generic enough, or be more specific.
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# Forcing L16 (16-bit linear PCM) as that's common.
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mime_type = f"audio/L16;rate={frame.sample_rate};channels={frame.layout.channels}"
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api_data = {"data": audio_data, "mime_type": mime_type}
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@@ -311,7 +294,7 @@ class AudioProcessor(AudioProcessorBase):
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audio_chunks_to_gemini_q.put_nowait(api_data)
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except Exception as e: logging.error(f"Error queueing audio chunk: {e}", exc_info=True)
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async def recv(self, frames):
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asyncio.create_task(self._process_and_queue_audio_async(frames))
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return frames
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@@ -321,7 +304,7 @@ def initialize_app_session_state():
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'gemini_session_active': False,
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'gemini_loop_instance': None,
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'chat_messages': [],
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'webrtc_component_key': f"webrtc_streamer_key_{int(time.time())}",
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}
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for key, value in defaults.items():
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if key not in st.session_state:
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@@ -329,7 +312,7 @@ def initialize_app_session_state():
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def run_streamlit_app():
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st.set_page_config(page_title="Live AI Medical Assistant (HF Spaces)", layout="wide")
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initialize_app_session_state()
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st.title("Live AI Medical Assistant")
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st.markdown("Utilizing Gemini Live API via WebRTC on Hugging Face Spaces")
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@@ -350,9 +333,9 @@ def run_streamlit_app():
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st.session_state.gemini_loop_instance = gemini_loop
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threading.Thread(target=lambda: asyncio.run(gemini_loop.run_main_loop()), name="GeminiLoopThread", daemon=True).start()
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st.success("Gemini session starting... WebRTC will attempt to connect.")
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st.session_state.webrtc_component_key = f"webrtc_streamer_key_{int(time.time())}"
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st.rerun()
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else:
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if st.button("🛑 Stop Session", type="secondary", use_container_width=True, key="stop_session_btn"):
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if st.session_state.gemini_loop_instance:
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st.session_state.gemini_loop_instance.signal_stop()
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@@ -364,39 +347,40 @@ def run_streamlit_app():
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if st.session_state.gemini_session_active:
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st.subheader("Your Live Feed (from your browser)")
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MEDIA_STREAM_CONSTRAINTS = {
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"video": True,
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"audio": {
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"sampleRate": {"ideal": WEBRTC_REQUESTED_SEND_SAMPLE_RATE},
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"channelCount": {"exact": WEBRTC_REQUESTED_AUDIO_CHANNELS},
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"echoCancellation": True,
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"noiseSuppression": True
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}
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}
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webrtc_ctx = webrtc_streamer(
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key=st.session_state.webrtc_component_key,
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mode=WebRtcMode.SENDONLY,
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rtc_configuration=
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media_stream_constraints=MEDIA_STREAM_CONSTRAINTS,
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video_processor_factory=VideoProcessor,
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audio_processor_factory=AudioProcessor,
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async_processing=True,
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# desired_playing_state=st.session_state.gemini_session_active # Let it be controlled by rendering
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)
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if webrtc_ctx.state.playing:
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st.caption("WebRTC connected. Streaming your camera and microphone.")
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elif st.session_state.gemini_session_active:
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st.caption("WebRTC attempting to connect. Ensure camera/microphone permissions are granted in your browser.")
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if webrtc_ctx.state.error:
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st.error(f"WebRTC Connection Error: {webrtc_ctx.state.error}")
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else:
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st.info("Click 'Start Session' in the sidebar to enable the live feed and assistant.")
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st.subheader("Chat with Assistant")
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chat_placeholder = st.container()
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with chat_placeholder:
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for msg in st.session_state.get('chat_messages', []):
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with st.chat_message(msg["role"]):
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@@ -427,7 +411,7 @@ def run_streamlit_app():
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st.rerun()
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if __name__ == "__main__":
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if client is None:
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logging.critical("Gemini client could not be initialized. Application cannot start.")
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else:
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run_streamlit_app()
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import asyncio
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import base64
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import io
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import threading
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import traceback
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import atexit # Correctly imported
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import time
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import logging
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from dotenv import load_dotenv
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WebRtcMode,
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AudioProcessorBase,
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VideoProcessorBase,
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# ClientSettings # Removed as it's not used in this version
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)
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# from aiortc import RTCIceServer, RTCConfiguration # RTCConfiguration object not needed directly for webrtc_streamer
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# --- Configuration ---
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load_dotenv()
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MEDIA_TO_GEMINI_QUEUE_MAXSIZE = 30
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# Video configuration
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VIDEO_FPS_TO_GEMINI = 2
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VIDEO_API_RESIZE = (1024, 1024)
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MODEL_NAME = "models/gemini-2.0-flash-live-001"
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pya = pyaudio.PyAudio()
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def cleanup_pyaudio():
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logging.info("Terminating PyAudio instance.")
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if pya:
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pya.terminate()
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atexit.register(cleanup_pyaudio)
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try:
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client = genai.Client(http_options={"api_version": "v1beta"}, api_key=GEMINI_API_KEY)
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except Exception as e:
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st.error(f"Failed to initialize Gemini client: {e}")
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logging.critical(f"Gemini client initialization failed: {e}", exc_info=True)
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st.stop()
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else:
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st.error("GEMINI_API_KEY not found in environment variables. Please set it for the application to run.")
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logging.critical("GEMINI_API_KEY not found.")
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logging.info(f"Gemini text response: {text_response[:100]}")
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if 'chat_messages' not in st.session_state: st.session_state.chat_messages = []
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st.session_state.chat_messages = st.session_state.chat_messages + [{"role": "assistant", "content": text_response}]
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except types.generation_types.StopCandidateException: logging.info("Gemini response stream ended normally.")
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except Exception as e:
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if self.is_running: logging.error(f"Error receiving from Gemini: {e}", exc_info=True)
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while self.is_running:
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try:
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audio_chunk = await asyncio.wait_for(audio_from_gemini_playback_q.get(), timeout=1.0)
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if audio_chunk:
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await asyncio.to_thread(self.playback_stream.write, audio_chunk)
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if audio_chunk: audio_from_gemini_playback_q.task_done()
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except asyncio.TimeoutError: continue
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logging.info("Signal to stop GeminiInteractionLoop received.")
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self.is_running = False
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for q in [video_frames_to_gemini_q, audio_chunks_to_gemini_q, audio_from_gemini_playback_q]:
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try: q.put_nowait(None)
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except asyncio.QueueFull: logging.warning(f"Queue was full when trying to put sentinel for stop signal.")
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except Exception as e: logging.error(f"Error putting sentinel in queue: {e}", exc_info=True)
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async def run_main_loop(self):
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self.async_event_loop = asyncio.get_running_loop()
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self.is_running = True
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logging.info("GeminiInteractionLoop run_main_loop starting...")
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if client is None:
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logging.critical("Gemini client is None in run_main_loop. Aborting.")
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return
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def __init__(self):
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self.frame_counter = 0
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self.last_gemini_send_time = time.monotonic()
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async def _process_and_queue_frame_async(self, frame_ndarray):
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self.frame_counter += 1
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video_frames_to_gemini_q.put_nowait(api_data)
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except Exception as e: logging.error(f"Error processing/queueing video frame: {e}", exc_info=True)
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async def recv(self, frame):
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img_bgr = frame.to_ndarray(format="bgr24")
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asyncio.create_task(self._process_and_queue_frame_async(img_bgr))
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return frame
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class AudioProcessor(AudioProcessorBase):
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async def _process_and_queue_audio_async(self, audio_frames):
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for frame in audio_frames:
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audio_data = frame.planes[0].to_bytes()
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mime_type = f"audio/L16;rate={frame.sample_rate};channels={frame.layout.channels}"
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api_data = {"data": audio_data, "mime_type": mime_type}
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audio_chunks_to_gemini_q.put_nowait(api_data)
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except Exception as e: logging.error(f"Error queueing audio chunk: {e}", exc_info=True)
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async def recv(self, frames):
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asyncio.create_task(self._process_and_queue_audio_async(frames))
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return frames
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'gemini_session_active': False,
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'gemini_loop_instance': None,
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'chat_messages': [],
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'webrtc_component_key': f"webrtc_streamer_key_{int(time.time())}",
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}
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for key, value in defaults.items():
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if key not in st.session_state:
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def run_streamlit_app():
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st.set_page_config(page_title="Live AI Medical Assistant (HF Spaces)", layout="wide")
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initialize_app_session_state()
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st.title("Live AI Medical Assistant")
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st.markdown("Utilizing Gemini Live API via WebRTC on Hugging Face Spaces")
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st.session_state.gemini_loop_instance = gemini_loop
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threading.Thread(target=lambda: asyncio.run(gemini_loop.run_main_loop()), name="GeminiLoopThread", daemon=True).start()
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st.success("Gemini session starting... WebRTC will attempt to connect.")
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st.session_state.webrtc_component_key = f"webrtc_streamer_key_{int(time.time())}"
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st.rerun()
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else:
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if st.button("🛑 Stop Session", type="secondary", use_container_width=True, key="stop_session_btn"):
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if st.session_state.gemini_loop_instance:
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st.session_state.gemini_loop_instance.signal_stop()
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if st.session_state.gemini_session_active:
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st.subheader("Your Live Feed (from your browser)")
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MEDIA_STREAM_CONSTRAINTS = {
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"video": True,
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"audio": {
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"sampleRate": {"ideal": WEBRTC_REQUESTED_SEND_SAMPLE_RATE},
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"channelCount": {"exact": WEBRTC_REQUESTED_AUDIO_CHANNELS},
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"echoCancellation": True,
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"noiseSuppression": True
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}
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}
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webrtc_ctx = webrtc_streamer(
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key=st.session_state.webrtc_component_key,
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mode=WebRtcMode.SENDONLY,
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rtc_configuration={ # MODIFIED HERE: Pass dictionary directly
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"iceServers": [{"urls": ["stun:stun.l.google.com:19302"]}]
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},
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media_stream_constraints=MEDIA_STREAM_CONSTRAINTS,
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video_processor_factory=VideoProcessor,
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audio_processor_factory=AudioProcessor,
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async_processing=True,
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)
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if webrtc_ctx.state.playing:
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st.caption("WebRTC connected. Streaming your camera and microphone.")
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elif st.session_state.gemini_session_active:
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st.caption("WebRTC attempting to connect. Ensure camera/microphone permissions are granted in your browser.")
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if hasattr(webrtc_ctx.state, 'error') and webrtc_ctx.state.error: # Check if error attribute exists
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st.error(f"WebRTC Connection Error: {webrtc_ctx.state.error}")
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else:
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st.info("Click 'Start Session' in the sidebar to enable the live feed and assistant.")
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st.subheader("Chat with Assistant")
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chat_placeholder = st.container()
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with chat_placeholder:
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for msg in st.session_state.get('chat_messages', []):
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with st.chat_message(msg["role"]):
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st.rerun()
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if __name__ == "__main__":
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if client is None:
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logging.critical("Gemini client could not be initialized. Application cannot start.")
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else:
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run_streamlit_app()
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