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Frantic Plum Pip boy
como puedo corregir este codigo para que funcione en flux.io
import time
import random
import matplotlib.pyplot as plt
import io
import base64
from fluxio import Flow
flow = Flow()
@flow.task
def linear_search(arr, target):
for i in range(len(arr)):
if arr[i] == target:
return i
return -1
@flow.task
def binary_search(arr, target):
low = 0
high = len(arr) - 1
while low <= high:
mid = (low + high) // 2
if arr[mid] == target:
return mid
elif arr[mid] < target:
low = mid + 1
else:
high = mid - 1
return -1
@flow.task
def measure_time(func, arr, target):
start_time = time.time()
func(arr, target)
end_time = time.time()
return end_time - start_time
@flow.task
def generate_data_and_measure():
sizes = [100, 1000, 5000, 10000, 50000, 100000]
linear_times = []
binary_times = []
for size in sizes:
arr = random.sample(range(size * 2), size)
target = random.choice(arr)
sorted_arr = sorted(arr)
linear_time = measure_time(linear_search, arr, target)
binary_time = measure_time(binary_search, sorted_arr, target)
linear_times.append(linear_time)
binary_times.append(binary_time)
return sizes, linear_times, binary_times
@flow.task
def plot_results(sizes, linear_times, binary_times):
plt.plot(sizes, linear_times, label='Búsqueda Lineal')
plt.plot(sizes, binary_times, label='Búsqueda Binaria')
plt.xlabel('Tamaño del Array')
plt.ylabel('Tiempo de Ejecución (segundos)')
plt.title('Análisis de Complejidad Temporal')
plt.legend()
plt.grid(True)
buf = io.BytesIO()
plt.savefig(buf, format='png')
buf.seek(0)
img_str = base64.b64encode(buf.read()).decode('utf-8')
plt.close()
return img_str
@flow.task
def main():
sizes, linear_times, binary_times = generate_data_and_measure()
img_str = plot_results(sizes, linear_times, binary_times)
return img_str
if name == "main":
flow.run(main)
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