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Update agent.py
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agent.py
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@@ -28,6 +28,71 @@ openai_api_key = os.getenv("OPENAI_API_KEY") # Replace with your actual key
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search_tool = DuckDuckGoSearchResults(max_results=3)
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wikipedia = WikipediaQueryRun(api_wrapper=WikipediaAPIWrapper(top_k_results=3))
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# Image Description Tool (using GPT-4 Vision)
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@tool
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def describe_image(image_url: str) -> str:
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@@ -108,7 +173,7 @@ def convert_currency(amount: float, from_currency: str, to_currency: str) -> flo
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# ---------------------
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# Available tools
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tools = [search_tool, wikipedia, describe_image, calculate, convert_date, convert_currency]
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tools_as_openai = [convert_to_openai_tool(t) for t in tools]
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# Agent State Definition
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search_tool = DuckDuckGoSearchResults(max_results=3)
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wikipedia = WikipediaQueryRun(api_wrapper=WikipediaAPIWrapper(top_k_results=3))
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#video analysis
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@tool
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def analyze_video(video_url: str, question: str) -> str:
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"""
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Analyze a video to answer a specific question about its content.
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Supports YouTube videos. Provide both the video URL and the question.
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Example:
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analyze_video(
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"https://www.youtube.com/watch?v=1htKBjuUWec",
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"What does Teal'c say in response to the question 'Isn't that hot?'"
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)
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"""
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try:
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# Create a temporary directory for processing
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with tempfile.TemporaryDirectory() as tmp_dir:
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# Download audio from YouTube
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ydl_opts = {
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'format': 'bestaudio/best',
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'outtmpl': os.path.join(tmp_dir, 'audio.%(ext)s'),
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'postprocessors': [{
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'key': 'FFmpegExtractAudio',
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'preferredcodec': 'mp3',
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'preferredquality': '192',
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}],
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'quiet': True,
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}
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with yt_dlp.YoutubeDL(ydl_opts) as ydl:
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ydl.download([video_url])
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audio_file = os.path.join(tmp_dir, 'audio.mp3')
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# If the file wasn't created with .mp3 extension, find it
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if not os.path.exists(audio_file):
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for f in os.listdir(tmp_dir):
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if f.startswith('audio.'):
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audio_file = os.path.join(tmp_dir, f)
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break
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# Transcribe audio using OpenAI Whisper
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client = OpenAI()
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with open(audio_file, 'rb') as f:
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transcript = client.audio.transcriptions.create(
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model="whisper-large-v3",
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file=f,
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response_format="text"
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)
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# Use GPT to answer the question based on transcript
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response = client.chat.completions.create(
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model="gpt-4-turbo",
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messages=[
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{"role": "system", "content": "Answer the question based on the video transcript below. Be precise and quote directly when possible."},
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{"role": "user", "content": f"Question: {question}\n\nTranscript:\n{transcript}"}
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],
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max_tokens=300
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)
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return response.choices[0].message.content
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except Exception as e:
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return f"Error analyzing video: {str(e)}"
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# Image Description Tool (using GPT-4 Vision)
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@tool
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def describe_image(image_url: str) -> str:
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# ---------------------
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# Available tools
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tools = [search_tool, wikipedia, analyze_video, describe_image, calculate, convert_date, convert_currency]
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tools_as_openai = [convert_to_openai_tool(t) for t in tools]
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# Agent State Definition
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