Update app.py
Browse files
app.py
CHANGED
@@ -4,15 +4,15 @@ import json
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import math
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import re
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from deep_translator import GoogleTranslator
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import warnings
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from xgboost import Booster
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warnings.filterwarnings("ignore")
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# Load models
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xgb = Booster()
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xgb.load_model("xgb_model.json")
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rf = joblib.load("rf_model.pkl")
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# Load tile catalog and sizes
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with open("tile_catalog.json", "r", encoding="utf-8") as f:
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@@ -30,9 +30,15 @@ def translate(text, lang="en"):
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return text
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def extract_tile_area(msg, unit):
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msg = msg.lower().replace("ร", "x").replace("into", "x").replace("*", "x")
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msg = msg.replace("mm", "").replace("ft", "").replace("feet", "").strip()
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-
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if "x" in msg:
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parts = re.split(r"x", msg)
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if len(parts) == 2:
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@@ -46,12 +52,7 @@ def extract_tile_area(msg, unit):
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return round(sqft, 2)
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except:
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return None
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-
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try:
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val = float(re.sub(r"[^\d.]", "", msg))
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return val if unit == "ft" else None
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except:
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return None
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def chat_fn(message, history, user_state={}):
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message = message.strip().lower()
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@@ -64,23 +65,23 @@ def chat_fn(message, history, user_state={}):
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lang = user_state["lang"]
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def reply(text): return translate(text, lang)
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#
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if message in ["hi", "hello", "hey", "start", "help"]:
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user_state.clear()
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return reply("๐ Hello! Are you planning for Floor or Wall tiles?"), None, user_state
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if message in ["floor", "wall"]:
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user_state.clear()
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user_state["tile_type"] = message.capitalize()
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user_state["step"] = "get_length"
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return reply(f"Great! You chose {user_state['tile_type']} tiles.\nPlease enter the **length** of
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# Stepwise input
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if user_state.get("step") == "get_length":
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try:
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user_state["length"] = float(re.sub(r"[^\d.]", "", message))
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user_state["step"] = "get_width"
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return reply("Now enter the **width** of
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except:
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return reply("Please enter a valid number for length (e.g. 12.5):"), None, user_state
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@@ -98,25 +99,24 @@ def chat_fn(message, history, user_state={}):
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return reply("Please type either **mm** or **ft** to choose your preferred unit."), None, user_state
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user_state["unit"] = message
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user_state["step"] = "get_tile_size"
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return reply(f"Enter the tile size in {message.upper()} (e.g. 600x600
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if user_state.get("step") == "get_tile_size":
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if not
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return reply("I couldn't understand
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user_state["tile_area"] =
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user_state["step"] = "done"
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area_needed = user_state["area"]
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tile_type = user_state["tile_type"]
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tile_needed = math.ceil((area_needed /
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# Suggest tiles
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best = []
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for tile in tile_catalog:
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if tile["type"].lower() == tile_type.lower():
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per_box = tile["coverage"] /
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if per_box > 0:
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boxes = math.ceil(tile_needed / per_box)
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total = boxes * tile["price"]
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@@ -134,30 +134,26 @@ def chat_fn(message, history, user_state={}):
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summary = f"""๐งฑ Tile Type: {tile_type}
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๐ Area: {area_needed} sq.ft
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๐งฎ Tile Size Area: {
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๐ข Tiles Needed: {tile_needed} (10% extra included)
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๐ฏ Top
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"""
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for i, t in enumerate(top3, 1):
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summary += f"{i}. {t['name']} ({t['size']}) โ โน{t['price']}
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summary += "\nType 'Floor' or 'Wall' to start
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user_state["summary"] = summary
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return reply(summary), None, user_state
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return reply("
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#
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with gr.Blocks(theme=gr.themes.Soft()) as demo:
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gr.ChatInterface(
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fn=chat_fn,
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title="๐งฑ TileBot โ Smart Tile Estimator",
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description=
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"Plan your tile needs easily. Just type `hi` to begin or start with `Floor` or `Wall`.\n"
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"I'll ask for room size, tile size, and recommend the best-fit tiles for your space."
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)
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)
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demo.launch()
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import math
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import re
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from deep_translator import GoogleTranslator
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from xgboost import Booster
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import warnings
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warnings.filterwarnings("ignore")
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# Load models
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xgb = Booster()
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xgb.load_model("xgb_model.json")
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rf = joblib.load("rf_model.pkl")
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# Load tile catalog and sizes
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with open("tile_catalog.json", "r", encoding="utf-8") as f:
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return text
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def extract_tile_area(msg, unit):
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msg = msg.lower().replace("ร", "x").replace("into", "x").replace("*", "x").replace("x", "x")
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msg = msg.replace("mm", "").replace("ft", "").replace("feet", "").strip()
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# match single value (like 2 or 4)
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if re.fullmatch(r"\d+(\.\d+)?", msg):
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val = float(msg)
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return round(val * val, 2) if unit == "ft" else None
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# match pattern like 2x2 or 600x600
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if "x" in msg:
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parts = re.split(r"x", msg)
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if len(parts) == 2:
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return round(sqft, 2)
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except:
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return None
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return None
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def chat_fn(message, history, user_state={}):
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message = message.strip().lower()
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lang = user_state["lang"]
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def reply(text): return translate(text, lang)
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# Reset / greet
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if message in ["hi", "hello", "hey", "start", "help"]:
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user_state.clear()
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return reply("๐ Hello! Are you planning for Floor or Wall tiles?"), None, user_state
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# Start
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if message in ["floor", "wall"]:
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user_state.clear()
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user_state["tile_type"] = message.capitalize()
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user_state["step"] = "get_length"
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return reply(f"Great! You chose {user_state['tile_type']} tiles.\nPlease enter the **length** of your space in feet:"), None, user_state
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if user_state.get("step") == "get_length":
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try:
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user_state["length"] = float(re.sub(r"[^\d.]", "", message))
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user_state["step"] = "get_width"
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return reply("Now enter the **width** of your space in feet:"), None, user_state
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except:
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return reply("Please enter a valid number for length (e.g. 12.5):"), None, user_state
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return reply("Please type either **mm** or **ft** to choose your preferred unit."), None, user_state
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user_state["unit"] = message
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user_state["step"] = "get_tile_size"
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return reply(f"Enter the tile size in {message.upper()} (e.g. 600x600, 2x2, or 4):"), None, user_state
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if user_state.get("step") == "get_tile_size":
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tile_area = extract_tile_area(message, user_state["unit"])
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if not tile_area:
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return reply("โ I couldn't understand the tile size. Try `600x600`, `2x2`, or just `4`."), None, user_state
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user_state["tile_area"] = tile_area
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user_state["step"] = "done"
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area_needed = user_state["area"]
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tile_type = user_state["tile_type"]
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tile_needed = math.ceil((area_needed / tile_area) * 1.1)
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best = []
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for tile in tile_catalog:
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if tile["type"].lower() == tile_type.lower():
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per_box = tile["coverage"] / tile_area
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if per_box > 0:
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boxes = math.ceil(tile_needed / per_box)
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total = boxes * tile["price"]
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summary = f"""๐งฑ Tile Type: {tile_type}
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๐ Area: {area_needed} sq.ft
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๐งฎ Tile Size Area: {tile_area} sq.ft
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๐ข Tiles Needed: {tile_needed} (10% extra included)
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๐ฏ Top Suggestions:
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"""
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for i, t in enumerate(top3, 1):
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summary += f"{i}. {t['name']} ({t['size']}) โ โน{t['price']}/box (~{t['boxes']} boxes)\n๐ {t['url']}\n"
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summary += "\nType 'Floor' or 'Wall' to start again."
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return reply(summary), None, user_state
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return reply("Type 'hi' or 'floor' or 'wall' to begin!"), None, user_state
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# UI
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with gr.Blocks(theme=gr.themes.Soft()) as demo:
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gr.ChatInterface(
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fn=chat_fn,
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title="๐งฑ TileBot โ Smart Tile Estimator",
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description="Type `hi`, `floor`, or `wall` to begin. I'll guide you step-by-step to estimate tile needs."
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)
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demo.launch()
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