Update app.py
Browse files
app.py
CHANGED
@@ -5,16 +5,17 @@ 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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import xgboost as xgb
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warnings.filterwarnings("ignore")
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# Load models
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with open("tile_catalog.json", "r", encoding="utf-8") as f:
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tile_catalog = json.load(f)
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@@ -30,28 +31,33 @@ 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("
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msg =
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if len(parts) == 2:
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return 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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user_state.clear()
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# Language detection
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if "lang" not in user_state:
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try:
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user_state["lang"] = GoogleTranslator(source="auto", target="en").detect(message)
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@@ -60,59 +66,59 @@ 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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# Greeting
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if message
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return reply(f"You selected {user_state['tile_type']} tiles.\nEnter the length of the space in feet:"), None, user_state
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return reply("Hi! Are you planning for Floor or Wall tiles?"), None, user_state
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try:
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user_state["length"] = float(message)
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user_state["step"] = "get_width"
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return reply("Now enter the width of the space in feet:"), None, user_state
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except:
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return reply("
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if user_state
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try:
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user_state["width"] = float(message)
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user_state["area"] = round(user_state["length"] * user_state["width"], 2)
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user_state["step"] = "get_unit"
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return reply("
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except:
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return reply("Please enter a valid
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if user_state
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if message
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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"Please enter the tile size in {unit_label} (e.g. 600 x 600, 2 x 2, or 4):"), None, user_state
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if user_state
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if not
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return reply("
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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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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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@@ -128,44 +134,35 @@ def chat_fn(message, history, user_state={}):
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best.sort(key=lambda x: x["total"])
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top3 = best[:3]
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summary = f"""
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\U0001F9EE Tile Size Area: {round(area, 2)} sq.ft
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\U0001F522 Estimated Tiles Needed: {tile_needed} (with 10% buffer)
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"""
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for i, t in enumerate(top3, 1):
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summary += f"
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summary += "\nType 'Floor' or 'Wall' to start
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return reply(summary), None, user_state
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return reply("
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# Interface
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with gr.Blocks(theme=gr.themes.Soft(primary_hue="blue", radius_size="lg")) as demo:
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gr.Markdown(
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"""
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# ๐งฑ <span style="color:#3B82F6">TileBot</span> โ Smart Tile Estimator
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Welcome! I'm here to help you estimate tiles for your floor or wall.
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๐น Start with **"Floor"** or **"Wall"**
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๐ Enter **length and width** (in feet)
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๐ Then your tile size (in `mm` or `ft`) โ like `600 x 600`, `2x2`, or `4`
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๐ Iโll recommend tiles and calculate how many you need.
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""",
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elem_id="header"
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)
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fn=chat_fn,
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)
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gr.Markdown("---\nNeed to start over? Just type **Floor** or **Wall** again.")
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demo.launch()
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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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warnings.filterwarnings("ignore")
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# Load models
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from xgboost import Booster
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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") # Needs scikit-learn
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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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tile_catalog = json.load(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")
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msg = msg.replace("mm", "").replace("ft", "").replace("feet", "").strip()
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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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try:
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val1 = float(re.sub(r"[^\d.]", "", parts[0]))
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val2 = float(re.sub(r"[^\d.]", "", parts[1]))
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if unit == "mm":
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sqft = (val1 * val2) / 92903.04
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else:
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sqft = val1 * val2
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return round(sqft, 2)
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except:
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return None
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else:
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# Single value fallback for ft
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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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if "lang" not in user_state:
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try:
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user_state["lang"] = GoogleTranslator(source="auto", target="en").detect(message)
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lang = user_state["lang"]
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def reply(text): return translate(text, lang)
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# Greeting handler
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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 the space in feet:"), None, user_state
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# Stepwise logic
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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 the 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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if user_state.get("step") == "get_width":
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try:
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user_state["width"] = float(re.sub(r"[^\d.]", "", message))
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user_state["area"] = round(user_state["length"] * user_state["width"], 2)
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user_state["step"] = "get_unit"
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return reply(f"Your total area is {user_state['area']} sq.ft.\nWould you like to enter tile size in **mm** or **ft**?"), None, user_state
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except:
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return reply("Please enter a valid number for width (e.g. 10):"), None, user_state
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if user_state.get("step") == "get_unit":
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if message not in ["mm", "ft"]:
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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 or 2x2):"), None, user_state
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if user_state.get("step") == "get_tile_size":
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area_per_tile = extract_tile_area(message, user_state["unit"])
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if not area_per_tile:
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return reply("I couldn't understand that size. Try something like `600x600`, `2x2`, or just `4` if square in ft."), None, user_state
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user_state["tile_area"] = area_per_tile
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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 / area_per_tile) * 1.1)
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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"] / area_per_tile
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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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best.sort(key=lambda x: x["total"])
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top3 = best[:3]
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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: {round(area_per_tile, 2)} sq.ft
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๐ข Tiles Needed: {tile_needed} (10% extra included)
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๐ฏ Top Recommendations:
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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']} per box, ~{t['boxes']} boxes\n ๐ {t['url']}\n"
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summary += "\nType 'Floor' or 'Wall' to start over."
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user_state["summary"] = summary
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return reply(summary), None, user_state
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return reply("๐ Please type 'Floor' or 'Wall' to begin tile estimation."), None, user_state
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# UI setup
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with gr.Blocks() 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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"Iโll ask for room size, tile size, and recommend the best fit tiles."
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),
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theme=gr.themes.Soft(),
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retry_btn=None,
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undo_btn=None
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)
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demo.launch()
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