Update app.py
Browse files
app.py
CHANGED
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@@ -12,6 +12,11 @@ from threading import Lock
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@dataclass
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class AppState:
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conversation: list = field(default_factory=list)
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client: openai.OpenAI = None
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@@ -24,17 +29,27 @@ def create_client(api_key):
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api_key=api_key
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)
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def
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if state.client is None:
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raise gr.Error("Please enter a valid API key first.")
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format_ = "opus"
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bitrate = 16
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with open(audio_file.name, "rb") as f:
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audio_bytes = f.read()
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audio_data = base64.b64encode(audio_bytes).decode()
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try:
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stream = state.client.chat.completions.create(
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extra_body={
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@@ -50,69 +65,42 @@ def process_audio_file(audio_file, state):
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stream=True,
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for chunk in stream:
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if chunk.choices
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except Exception as e:
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raise gr.Error(f"Error
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def
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if state.
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state.conversation.append({"role": "user", "content": message})
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try:
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completion = state.client.chat.completions.create(
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model="llama3-1-8b",
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messages=state.conversation,
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max_tokens=128,
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stream=True,
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extra_body={
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"require_audio": "true",
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"tts_preset_id": "jessica",
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}
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)
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full_response = ""
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audio_chunks = []
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for chunk in completion:
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if not chunk.choices:
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continue
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content = chunk.choices[0].delta.content
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audio = getattr(chunk.choices[0], 'audio', [])
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if content:
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full_response += content
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yield full_response, None, state
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if audio:
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audio_chunks.extend(audio)
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audio_data = b''.join([base64.b64decode(a) for a in audio_chunks])
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yield full_response, audio_data, state
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state.conversation.append({"role": "assistant", "content": full_response})
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except Exception as e:
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raise gr.Error(f"Error generating response: {str(e)}")
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def chat(message, state):
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if not message:
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return "", None, state
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return generate_response_and_audio(message, state)
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def set_api_key(api_key, state):
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if not api_key:
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@@ -120,9 +108,11 @@ def set_api_key(api_key, state):
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state.client = create_client(api_key)
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return "API key set successfully!", state
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with gr.Blocks() as demo:
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state = gr.State(AppState())
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with gr.Row():
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api_key_input = gr.Textbox(type="password", label="Enter your Lepton API Key")
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set_key_button = gr.Button("Set API Key")
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@@ -130,20 +120,42 @@ with gr.Blocks() as demo:
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api_key_status = gr.Textbox(label="API Key Status", interactive=False)
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with gr.Row():
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with gr.Column(
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with gr.Column(
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chatbot = gr.Chatbot()
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with gr.Column(scale=1):
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audio_output = gr.Audio(label="Generated Audio")
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set_key_button.click(set_api_key, inputs=[api_key_input, state], outputs=[api_key_status, state])
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)
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text_input.submit(chat, inputs=[text_input, state], outputs=[chatbot, audio_output, state])
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demo.launch()
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@dataclass
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class AppState:
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stream: np.ndarray | None = None
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sampling_rate: int = 0
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pause_detected: bool = False
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started_talking: bool = False
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stopped: bool = False
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conversation: list = field(default_factory=list)
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client: openai.OpenAI = None
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api_key=api_key
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)
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def process_audio(audio: tuple, state: AppState):
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if state.stream is None:
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state.stream = audio[1]
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state.sampling_rate = audio[0]
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else:
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state.stream = np.concatenate((state.stream, audio[1]))
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# Simple pause detection (you might want to implement a more sophisticated method)
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if len(state.stream) > state.sampling_rate * 0.5: # 0.5 second of silence
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state.pause_detected = True
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return gr.Audio(recording=False), state
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return None, state
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def generate_response_and_audio(audio_bytes: bytes, state: AppState):
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if state.client is None:
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raise gr.Error("Please enter a valid API key first.")
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format_ = "opus"
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bitrate = 16
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audio_data = base64.b64encode(audio_bytes).decode()
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try:
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stream = state.client.chat.completions.create(
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extra_body={
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stream=True,
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)
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full_response = ""
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audios = []
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for chunk in stream:
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if not chunk.choices:
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continue
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content = chunk.choices[0].delta.content
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audio = getattr(chunk.choices[0], 'audio', [])
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if content:
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full_response += content
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yield full_response, None, state
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if audio:
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audios.extend(audio)
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audio_data = b''.join([base64.b64decode(a) for a in audios])
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yield full_response, audio_data, state
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state.conversation.append({"role": "user", "content": "Audio input"})
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state.conversation.append({"role": "assistant", "content": full_response})
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except Exception as e:
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raise gr.Error(f"Error during audio streaming: {e}")
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def response(state: AppState):
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if not state.pause_detected:
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return None, None, AppState()
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audio_buffer = io.BytesIO()
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segment = AudioSegment(
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state.stream.tobytes(),
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frame_rate=state.sampling_rate,
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sample_width=state.stream.dtype.itemsize,
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channels=(1 if len(state.stream.shape) == 1 else state.stream.shape[1]),
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)
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segment.export(audio_buffer, format="wav")
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return generate_response_and_audio(audio_buffer.getvalue(), state)
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def set_api_key(api_key, state):
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if not api_key:
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state.client = create_client(api_key)
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return "API key set successfully!", state
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def start_recording_user(state: AppState):
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if not state.stopped:
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return gr.Audio(recording=True)
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with gr.Blocks() as demo:
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with gr.Row():
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api_key_input = gr.Textbox(type="password", label="Enter your Lepton API Key")
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set_key_button = gr.Button("Set API Key")
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api_key_status = gr.Textbox(label="API Key Status", interactive=False)
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with gr.Row():
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with gr.Column():
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input_audio = gr.Audio(label="Input Audio", sources="microphone", type="numpy")
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with gr.Column():
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chatbot = gr.Chatbot(label="Conversation", type="messages")
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output_audio = gr.Audio(label="Output Audio", streaming=True, autoplay=True)
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state = gr.State(AppState())
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set_key_button.click(set_api_key, inputs=[api_key_input, state], outputs=[api_key_status, state])
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stream = input_audio.stream(
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process_audio,
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[input_audio, state],
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[input_audio, state],
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stream_every=0.50,
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time_limit=30,
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)
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respond = input_audio.stop_recording(
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response,
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[state],
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[chatbot, output_audio, state]
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)
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restart = output_audio.stop(
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start_recording_user,
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[state],
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[input_audio]
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)
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cancel = gr.Button("Stop Conversation", variant="stop")
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cancel.click(
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lambda: (AppState(stopped=True), gr.Audio(recording=False)),
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None,
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[state, input_audio],
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cancels=[respond, restart]
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)
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demo.launch()
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