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Runtime error
Runtime error
Update app.py
Browse files
app.py
CHANGED
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@@ -100,62 +100,153 @@ def detect_chart_type(client, image_data):
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st.error(f"Error in chart type detection: {str(e)}")
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return "Other"
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def
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"""
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try:
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#
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if
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message = client.messages.create(
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model="claude-3-opus-20240229",
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max_tokens=1000,
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messages=[{
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"role": "user",
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"content":
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{
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"type": "text",
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"text": prompt.format(chart_type=chart_type)
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},
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{
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"type": "image",
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"source": {
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"type": "base64",
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"media_type": "image/jpeg",
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"data": encoded_image
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}
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}
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]
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}]
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)
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return message.content[0].text
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except Exception as e:
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st.error(f"Error in
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return None
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if not os.path.exists("chat_histories"):
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os.makedirs("chat_histories")
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timestamp = datetime.now().strftime("%Y%m%d_%H%M%S")
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filename = f"chat_history_{timestamp}.json"
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with open(filepath, "w") as f:
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json.dump(
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def load_chat_history(filename):
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"""Loads chat history
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filepath = os.path.join("chat_histories", filename)
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with open(filepath, "r") as f:
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-
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def main():
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st.set_page_config(
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@@ -170,10 +261,167 @@ def main():
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st.error("Failed to initialize Anthropic client. Please check your API key configuration.")
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return
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# Initialize session state
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if 'chat_history' not in st.session_state:
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st.session_state.chat_history = []
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# Initialize variables
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uploaded_file = None
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screenshot_taken = False
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st.error(f"Error in chart type detection: {str(e)}")
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return "Other"
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+
def continue_analysis_with_claude(client, question, previous_analysis, image_data=None):
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"""Continue the analysis based on a follow-up question"""
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try:
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content = [
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{
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"type": "text",
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"text": f"""Previous analysis: {previous_analysis}
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User's follow-up question: {question}
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Please provide a detailed answer to the follow-up question, maintaining the context of the previous analysis."""
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}
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]
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# Add image to the content if available
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if image_data:
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encoded_image = base64.b64encode(image_data).decode('utf-8')
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content.append({
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"type": "image",
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"source": {
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"type": "base64",
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"media_type": "image/jpeg",
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"data": encoded_image
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}
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})
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message = client.messages.create(
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model="claude-3-opus-20240229",
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max_tokens=1000,
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messages=[{
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"role": "user",
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"content": content
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}]
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)
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return message.content[0].text
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except Exception as e:
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st.error(f"Error in follow-up analysis: {str(e)}")
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return None
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def get_trading_education(client, concept):
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"""Get educational content about trading concepts"""
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try:
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message = client.messages.create(
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model="claude-3-opus-20240229",
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max_tokens=1000,
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messages=[{
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"role": "user",
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"content": f"""Please explain the trading concept '{concept}' in a clear, educational way. Structure your response as follows:
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1. Basic Definition
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2. How it Works
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3. Key Characteristics
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4. When to Look for It
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5. Trading Implications
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6. Common Mistakes to Avoid
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7. Real-World Example
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If relevant, describe what a typical chart pattern for this concept looks like.
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Include any important formulas or calculations if applicable.
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Please make this explanation suitable for beginners while also including enough depth for intermediate traders."""
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}]
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)
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return message.content[0].text
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except Exception as e:
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st.error(f"Error in getting educational content: {str(e)}")
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return None
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def extract_stock_info(analysis_text):
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"""Extract stock name and other metadata from analysis text"""
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# This is a simple implementation - can be made more sophisticated
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stock_name = "Unknown"
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try:
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# Look for common stock name patterns
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if "analyzing" in analysis_text.lower():
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words = analysis_text.split()
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for i, word in enumerate(words):
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if word.lower() == "analyzing":
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stock_name = words[i + 1].strip("(),.:")
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except:
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pass
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return stock_name
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def save_chat_history(chat_history, image_data=None, filename=None):
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"""Saves chat history and associated image to JSON and image files"""
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if not os.path.exists("chat_histories"):
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os.makedirs("chat_histories")
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if not os.path.exists("chat_images"):
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os.makedirs("chat_images")
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timestamp = datetime.now().strftime("%Y%m%d_%H%M%S")
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# Get the stock name from the latest analysis
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stock_name = "Unknown"
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if chat_history:
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latest_analysis = chat_history[-1]['analysis']
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stock_name = extract_stock_info(latest_analysis)
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# Create filename with metadata
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if filename:
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base_filename = filename
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else:
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base_filename = f"{stock_name}_{timestamp}"
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# Save image if provided
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image_filename = None
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if image_data:
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image_filename = f"{base_filename}.jpg"
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image_path = os.path.join("chat_images", image_filename)
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with open(image_path, "wb") as f:
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f.write(image_data)
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# Add metadata to chat history
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chat_data = {
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'metadata': {
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'stock_name': stock_name,
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'date_created': timestamp,
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'image_file': image_filename
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},
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'conversations': chat_history
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}
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# Save chat history
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json_filename = f"{base_filename}.json"
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filepath = os.path.join("chat_histories", json_filename)
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with open(filepath, "w") as f:
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json.dump(chat_data, f)
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return json_filename
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def load_chat_history(filename):
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"""Loads chat history and associated image"""
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filepath = os.path.join("chat_histories", filename)
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with open(filepath, "r") as f:
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chat_data = json.load(f)
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# Load associated image if it exists
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image_data = None
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if chat_data.get('metadata', {}).get('image_file'):
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image_path = os.path.join("chat_images", chat_data['metadata']['image_file'])
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if os.path.exists(image_path):
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with open(image_path, "rb") as f:
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image_data = f.read()
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return chat_data, image_data
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def main():
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st.set_page_config(
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st.error("Failed to initialize Anthropic client. Please check your API key configuration.")
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return
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# Initialize session state
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if 'chat_history' not in st.session_state:
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st.session_state.chat_history = []
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if 'current_image' not in st.session_state:
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st.session_state.current_image = None
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if 'current_analysis' not in st.session_state:
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st.session_state.current_analysis = None
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# Tab selection
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tab1, tab2 = st.tabs(["Chart Analysis", "Learn Trading"])
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with tab1:
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# Initialize variables
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uploaded_file = None
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screenshot_taken = False
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# Sidebar
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with st.sidebar:
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st.title("🚀 Chart Analysis AI")
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upload_option = st.radio(
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"Choose input method:",
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("Upload Image", "Take Screenshot", "Ask Question")
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)
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# File uploader
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if upload_option == "Upload Image":
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uploaded_file = st.file_uploader("Upload your chart", type=["png", "jpg", "jpeg"])
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if uploaded_file:
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st.session_state.current_image = uploaded_file.getvalue()
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elif upload_option == "Take Screenshot":
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if st.button("Take Screenshot", key="screenshot"):
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st.info("Feature coming soon! For now, please use the Upload Image option.")
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screenshot_taken = False
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# Analysis Options
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st.subheader("Analysis Options")
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patterns = st.multiselect(
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"Patterns to Look For",
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["Double Top/Bottom", "Head and Shoulders", "Triangle",
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"Flag", "Wedge", "Channel", "Support/Resistance"]
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)
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indicators = st.multiselect(
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"Technical Indicators",
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["Moving Averages", "RSI", "MACD", "Bollinger Bands",
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"Volume", "Stochastic", "ADX"]
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)
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# Main content area
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st.title("📈 Stock Chart Analysis Assistant")
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# Create two columns for layout
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col1, col2 = st.columns([2, 1])
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with col1:
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if upload_option == "Ask Question":
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user_question = st.text_input("What would you like to know about your chart?")
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# Display uploaded image
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if uploaded_file is not None:
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st.image(uploaded_file, caption="Uploaded Chart", use_container_width=True)
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# Continue chat section
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if st.session_state.current_analysis:
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st.subheader("Continue Analysis")
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follow_up = st.text_input("Ask a follow-up question about this chart:")
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| 330 |
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if st.button("Send Follow-up"):
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if follow_up:
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with st.spinner("Analyzing..."):
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| 333 |
+
follow_up_response = continue_analysis_with_claude(
|
| 334 |
+
client,
|
| 335 |
+
follow_up,
|
| 336 |
+
st.session_state.current_analysis,
|
| 337 |
+
st.session_state.current_image
|
| 338 |
+
)
|
| 339 |
+
if follow_up_response:
|
| 340 |
+
st.write(follow_up_response)
|
| 341 |
+
# Add to chat history
|
| 342 |
+
st.session_state.chat_history.append({
|
| 343 |
+
'timestamp': datetime.now().isoformat(),
|
| 344 |
+
'question': follow_up,
|
| 345 |
+
'analysis': follow_up_response
|
| 346 |
+
})
|
| 347 |
+
|
| 348 |
+
if st.button("Analyze"):
|
| 349 |
+
if upload_option == "Ask Question" and user_question:
|
| 350 |
+
st.info("Question-based analysis feature coming soon!")
|
| 351 |
+
elif uploaded_file is None and not screenshot_taken:
|
| 352 |
+
st.warning("Please upload an image or take a screenshot first.")
|
| 353 |
+
else:
|
| 354 |
+
with st.spinner("Analyzing chart..."):
|
| 355 |
+
# Generate prompt
|
| 356 |
+
prompt = create_prompt_template(patterns, indicators)
|
| 357 |
+
|
| 358 |
+
if uploaded_file:
|
| 359 |
+
# Process image and get analysis
|
| 360 |
+
analysis_result, chart_type = analyze_chart_with_claude(
|
| 361 |
+
client,
|
| 362 |
+
uploaded_file.getvalue(),
|
| 363 |
+
prompt
|
| 364 |
+
)
|
| 365 |
+
|
| 366 |
+
if analysis_result:
|
| 367 |
+
# Store current analysis
|
| 368 |
+
st.session_state.current_analysis = analysis_result
|
| 369 |
+
|
| 370 |
+
# Add to chat history
|
| 371 |
+
st.session_state.chat_history.append({
|
| 372 |
+
'timestamp': datetime.now().isoformat(),
|
| 373 |
+
'chart_type': chart_type,
|
| 374 |
+
'analysis': analysis_result
|
| 375 |
+
})
|
| 376 |
+
|
| 377 |
+
# Display analysis
|
| 378 |
+
st.subheader("Analysis Results")
|
| 379 |
+
st.write(analysis_result)
|
| 380 |
+
|
| 381 |
+
# Risk warning
|
| 382 |
+
st.warning(
|
| 383 |
+
"⚠️ This analysis is AI-generated and for informational purposes only. "
|
| 384 |
+
"Do not make trading decisions solely based on this information."
|
| 385 |
+
)
|
| 386 |
+
|
| 387 |
+
with col2:
|
| 388 |
+
st.subheader("Chat History")
|
| 389 |
+
|
| 390 |
+
# Display chat history
|
| 391 |
+
for chat in st.session_state.chat_history:
|
| 392 |
+
timestamp = datetime.fromisoformat(chat['timestamp']).strftime("%Y-%m-%d %H:%M")
|
| 393 |
+
with st.expander(f"Analysis from {timestamp}"):
|
| 394 |
+
st.write(chat['analysis'])
|
| 395 |
+
if 'question' in chat:
|
| 396 |
+
st.write(f"Follow-up: {chat['question']}")
|
| 397 |
+
|
| 398 |
+
# Save chat options
|
| 399 |
+
save_name = st.text_input("Save chat as (optional):")
|
| 400 |
+
if st.button("Save Chat"):
|
| 401 |
+
if st.session_state.chat_history:
|
| 402 |
+
filename = save_chat_history(
|
| 403 |
+
st.session_state.chat_history,
|
| 404 |
+
st.session_state.current_image,
|
| 405 |
+
f"{save_name}.json" if save_name else None
|
| 406 |
+
)
|
| 407 |
+
st.success(f"Chat saved as {filename}")
|
| 408 |
+
else:
|
| 409 |
+
st.warning("No chat history to save.")
|
| 410 |
+
|
| 411 |
+
with tab2:
|
| 412 |
+
st.title("📚 Learn Trading")
|
| 413 |
+
|
| 414 |
+
# Search or select trading concept
|
| 415 |
+
concept = st.text_input("Enter a trading concept you'd like to learn about (e.g., 'evening star pattern', 'RSI', 'MACD'):")
|
| 416 |
+
if st.button("Learn"):
|
| 417 |
+
if concept:
|
| 418 |
+
with st.spinner("Getting educational content..."):
|
| 419 |
+
education_content = get_trading_education(client, concept)
|
| 420 |
+
if education_content:
|
| 421 |
+
st.markdown(education_content)
|
| 422 |
+
|
| 423 |
+
if __name__ == "__main__":
|
| 424 |
+
main()
|
| 425 |
# Initialize variables
|
| 426 |
uploaded_file = None
|
| 427 |
screenshot_taken = False
|