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	Update app.py
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        app.py
    CHANGED
    
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            import time
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            import streamlit as st
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            import openai
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            import os
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            import json
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            import  | 
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            import requests
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            from  | 
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            from urllib.parse import quote
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            #  | 
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                <h1 style='font-size: 2.5rem;'>🏪 Forrestdale Technical Drawing Assistant</h1>
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                <p style='font-size: 1rem;'>Ask about plans, drawings or components</p>
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            """, unsafe_allow_html=True)
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            ASSISTANT_ID = os.getenv("ASSISTANT_ID")
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            if not OPENAI_API_KEY or not ASSISTANT_ID:
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                st.error("❌ Missing  | 
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                st.stop()
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            client =  | 
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            #  | 
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                        raise ValueError("No valid JSON block found.")
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                    json_str = match.group(1).strip()
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                    return json.loads(json_str)
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                except Exception as e:
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                    st.error("⚠️ Could not parse assistant response as JSON.")
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                    st.stop()
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                st.markdown("""
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                    <div style="border: 1px solid #333; border-radius: 12px; padding: 16px; margin: 10px; background-color: #111;">
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                        <h3>📁 {} ({})</h3>
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                        <p><b>Discipline:</b> {}</p>
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                        <p><b>Summary:</b> {}</p>
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                        <div style="display: flex; flex-wrap: wrap; gap: 10px;">
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                """.format(item["drawing_number"], item.get("drawing_type", ""), item["discipline"], item["summary"]), unsafe_allow_html=True)
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                for img in item.get("images", []):
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                    try:
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                        response = requests.get(img)
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                        if response.status_code == 200:
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                            image = Image.open(BytesIO(response.content))
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                            st.image(image, caption=os.path.basename(img), width=200)
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                    except:
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                        st.warning(f"Image failed to load: {img}")
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                st.markdown("</div></div>", unsafe_allow_html=True)
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            # ------------------ Input ------------------
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            query = st.text_input("Ask about plans, drawings or components", placeholder="Show me all architectural plans")
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            if query:
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                with st.spinner(" | 
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                    try:
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                            thread = client.beta.threads.create()
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                            st.session_state.thread_id = thread.id
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                        client.beta.threads.messages.create(
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                            thread_id=st.session_state.thread_id,
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                            role="user",
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                            content=query
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                        )
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                        run = client.beta.threads.runs.create(
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                            thread_id=st.session_state.thread_id,
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                            assistant_id=ASSISTANT_ID
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                        )
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                        while True:
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                            run_status = client.beta.threads.runs.retrieve(
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                                thread_id=st.session_state.thread_id,
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                                run_id=run.id
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                            )
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                            if run_status.status  | 
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                                break
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                            time.sleep(1)
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                                if  | 
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                    except Exception as e:
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                        st.error(f"❌ Error | 
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            import os
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            import json
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            import time
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            import requests
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            import streamlit as st
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            from openai import OpenAI
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            # -------------------- CONFIG --------------------
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            OPENAI_API_KEY = os.environ.get("OPENAI_API_KEY")
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            ASSISTANT_ID = os.environ.get("ASSISTANT_ID")
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            st.set_page_config(page_title="Forrestdale Technical Drawing Assistant", layout="wide")
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            st.title("🧱 Forrestdale Technical Drawing Assistant")
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            # -------------------- ERROR CHECK --------------------
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            if not OPENAI_API_KEY or not ASSISTANT_ID:
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                st.error("❌ Missing API credentials. Please set OPENAI_API_KEY and ASSISTANT_ID as environment variables.")
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                st.stop()
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            client = OpenAI(api_key=OPENAI_API_KEY)
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            # -------------------- CHAT SESSION --------------------
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            if "messages" not in st.session_state:
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                st.session_state.messages = []
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            if "thread_id" not in st.session_state:
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                st.session_state.thread_id = None
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            query = st.text_input("Ask about plans, drawings or components", placeholder="e.g. Show me all electrical plans")
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            if query:
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                with st.spinner("Querying assistant..."):
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                    try:
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                        # Create thread if needed
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                        if not st.session_state.thread_id:
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                            thread = client.beta.threads.create()
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                            st.session_state.thread_id = thread.id
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                        # Submit message
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                        client.beta.threads.messages.create(
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                            thread_id=st.session_state.thread_id,
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                            role="user",
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                            content=query
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                        )
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                        # Run assistant
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                        run = client.beta.threads.runs.create(
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                            thread_id=st.session_state.thread_id,
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                            assistant_id=ASSISTANT_ID
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                        )
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                        # Poll for result
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                        while True:
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                            run_status = client.beta.threads.runs.retrieve(
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                                thread_id=st.session_state.thread_id,
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                                run_id=run.id
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                            )
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                            if run_status.status == "completed":
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                                break
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                            elif run_status.status in ("failed", "cancelled"):
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                                raise Exception(f"Assistant failed: {run_status.status}")
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                            time.sleep(1)
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                        # Fetch assistant message
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                        messages = client.beta.threads.messages.list(thread_id=st.session_state.thread_id)
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                        for message in reversed(messages.data):
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                            if message.role == "assistant":
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                                content = message.content[0].text.value.strip()
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                                if content.startswith("```json") and content.endswith("```"):
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                                    json_block = content.strip("```json\n").strip("```")
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                                    parsed = json.loads(json_block)
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                                    st.session_state.messages.append(parsed)
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                                else:
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                                    st.error("⚠️ Could not parse assistant response as JSON.")
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                                break
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                    except Exception as e:
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                        st.error(f"❌ Error: {e}")
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            # -------------------- DISPLAY RESULTS --------------------
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            if st.session_state.messages:
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                drawings = st.session_state.messages[-1]
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                if isinstance(drawings, list):
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                    cols = st.columns(4)
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                    for idx, item in enumerate(drawings):
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                        with cols[idx % 4]:
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                            st.subheader(f"📘 {item['drawing_number']}")
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                            st.caption(f"Discipline: {item['discipline']}")
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                            st.write(item.get("summary", "No summary available."))
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                            if "images" in item:
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                                for img in item["images"][:1]:
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                                    st.image(img, use_column_width=True)
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                            elif "image" in item:
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                                st.image(item["image"], use_column_width=True)
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                            if "question" in item:
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                                st.markdown(f"**Related Question:** {item['question']}")
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