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import gradio as gr
import folium
import networkx as nx
from folium import Map, Marker, PolyLine
from math import radians, cos, sin, sqrt, atan2

# Uturere two mu Rwanda hamwe na coordinates (latitude, longitude)
places = {
    "Nyarugenge": (-1.9577, 30.0619),
    "Gasabo": (-1.9400, 30.0861),
    "Kicukiro": (-1.9781, 30.0597),
    "Burera": (-1.4800, 29.7300),
    "Gakenke": (-1.5700, 29.7561),
    "Rulindo": (-1.8333, 30.0833),
    "Musanze": (-1.5014, 29.6344),
    "Gicumbi": (-1.5794, 30.0542),
    "Nyagatare": (-1.3100, 30.3000),
    "Gatsibo": (-1.6800, 30.3900),
    "Kayonza": (-2.0000, 30.5667),
    "Kirehe": (-2.3553, 30.7767),
    "Ngoma": (-2.1600, 30.4700),
    "Rwamagana": (-1.9491, 30.4349),
    "Bugesera": (-2.2083, 30.2576),
    "Kamonyi": (-2.0833, 29.9000),
    "Muhanga": (-2.1200, 29.7561),
    "Ruhango": (-2.2136, 29.7628),
    "Nyamagabe": (-2.4978, 29.4897),
    "Nyaruguru": (-2.5806, 29.4306),
    "Huye": (-2.5921, 29.7408),
    "Gisagara": (-2.6283, 29.6820),
    "Nyanza": (-2.3566, 29.7507),
    "Rutsiro": (-2.0986, 29.3269),
    "Karongi": (-2.0667, 29.4677),
    "Rubavu": (-1.7481, 29.2730),
    "Rusizi": (-2.5406, 29.3737),
    "Nyamasheke": (-2.4700, 29.3222),
    "Ngororero": (-1.8733, 29.5811)
}

# Function yo kubara intera hagati y’ahantu habiri (heuristic)
def haversine(coord1, coord2):
    R = 6371  # Radius y'isi muri km
    lat1, lon1 = coord1
    lat2, lon2 = coord2
    dlat = radians(lat2 - lat1)
    dlon = radians(lon2 - lon1)
    a = sin(dlat/2)**2 + cos(radians(lat1)) * cos(radians(lat2)) * sin(dlon/2)**2
    c = 2 * atan2(sqrt(a), sqrt(1 - a))
    return R * c

# Kubaka graph y’inzira
G = nx.Graph()

# Edges zihuje uturere, weight ni intera ya km ukoresheje haversine
edges = [
    ("Nyarugenge", "Gasabo"),
    ("Gasabo", "Kicukiro"),
    ("Burera", "Gakenke"),
    ("Gakenke", "Rulindo"),
    ("Musanze", "Gicumbi"),
    ("Nyagatare", "Gatsibo"),
    ("Kayonza", "Kirehe"),
    ("Ngoma", "Rwamagana"),
    ("Bugesera", "Kamonyi"),
    ("Muhanga", "Ruhango"),
    ("Nyamagabe", "Nyaruguru"),
    ("Huye", "Gisagara"),
    ("Nyanza", "Ruhango"),
    ("Rutsiro", "Karongi"),
    ("Rubavu", "Rusizi"),
    ("Nyamasheke", "Ngororero"),
    ("Rulindo", "Gasabo"),
    ("Gicumbi", "Nyagatare"),
    ("Kicukiro", "Kamonyi"),
    ("Kamonyi", "Muhanga"),
    ("Ruhango", "Nyamagabe"),
    ("Karongi", "Rubavu"),
    ("Rusizi", "Nyamasheke"),
    ("Ngororero", "Rutsiro"),
    
    # Edges zunganira connectivity
    ("Gasabo", "Rwamagana"),
    ("Rwamagana", "Nyagatare"),
    ("Nyagatare", "Kayonza"),
    ("Kicukiro", "Muhanga"),
    ("Muhanga", "Nyamagabe"),
    ("Nyamagabe", "Rusizi"),
    ("Rusizi", "Rubavu"),
    ("Rubavu", "Nyamasheke"),
    ("Nyamasheke", "Karongi"),
    ("Karongi", "Rutsiro"),
    ("Rutsiro", "Ngororero"),
    ("Ngororero", "Gakenke"),
    ("Gakenke", "Burera")
]

for edge in edges:
    coord1 = places[edge[0]]
    coord2 = places[edge[1]]
    distance = haversine(coord1, coord2)
    G.add_edge(edge[0], edge[1], weight=distance)

# Heuristic function yerekana intera hagati y’uturere mu graph
def heuristic(u, v):
    return haversine(places[u], places[v])

def generate_map(start, end):
    m = Map(location=[-2.0, 30.0], zoom_start=8)
    for name, coords in places.items():
        Marker(location=coords, popup=name).add_to(m)

    if start == end:
        return "Hitamo aho utangiriye n’aho ugiye bitandukanye.", m._repr_html_()

    if not nx.has_path(G, start, end):
        return f"Nta nzira ibaho hagati ya {start} na {end}.", m._repr_html_()

    try:
        path = nx.astar_path(G, start, end, heuristic=heuristic, weight='weight')
        coords = [places[p] for p in path]
        PolyLine(coords, color="blue", weight=5).add_to(m)
        return "Inzira ngufi ni: " + " ➔ ".join(path), m._repr_html_()
    except Exception as e:
        return f"Ntibishoboka kubona inzira: {str(e)}", m._repr_html_()

iface = gr.Interface(
    fn=generate_map,
    inputs=[
        gr.Dropdown(list(places.keys()), label="Hitamo aho uri"),
        gr.Dropdown(list(places.keys()), label="Hitamo aho ugiye")
    ],
    outputs=[
        gr.Textbox(label="Ubutumwa"),
        gr.HTML(label="Ikarita")
    ],
    title="🗺️ Rwanda Smart Route Planner"
)

iface.launch()