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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()
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verified
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() | |