Spaces:
Running
Running
File size: 2,591 Bytes
1968691 |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 |
import gradio as gr
import numpy as np
def simulate_success(num_simulations, success_rate_1, success_rate_2, cost_per_attempt_1, cost_per_attempt_2):
num_simulations = int(num_simulations) # Ensure num_simulations is an integer
def run_simulation(success_rate, cost_per_attempt):
# Simulating the outcomes
results = np.random.rand(num_simulations) < success_rate
# Counting the number of successes and failures
successes = np.sum(results)
failures = num_simulations - successes
# Calculating the total cost for successes and failures
total_success_cost = successes * cost_per_attempt
total_failure_cost = failures * cost_per_attempt
return successes, failures, total_success_cost, total_failure_cost
# Running the simulation for both options
successes_option_1, failures_option_1, success_cost_1, failure_cost_1 = run_simulation(success_rate_1, cost_per_attempt_1)
successes_option_2, failures_option_2, success_cost_2, failure_cost_2 = run_simulation(success_rate_2, cost_per_attempt_2)
# Formatting the output
output_1 = (
f"Option 1: {successes_option_1} successes, {failures_option_1} failures\n"
f"Total cost for successes: {success_cost_1} gold\n"
f"Total cost for failures: {failure_cost_1} gold\n"
f"Total cost overall: {success_cost_1 + failure_cost_1} gold"
)
output_2 = (
f"Option 2: {successes_option_2} successes, {failures_option_2} failures\n"
f"Total cost for successes: {success_cost_2} gold\n"
f"Total cost for failures: {failure_cost_2} gold\n"
f"Total cost overall: {success_cost_2 + failure_cost_2} gold"
)
return output_1, output_2
# Create Gradio interface
interface = gr.Interface(
fn=simulate_success,
inputs=[
gr.Number(label="Number of Simulations", value=30, precision=0),
gr.Slider(0.01, 1.0, step=0.01, label="Success Rate Option 1", value=0.10),
gr.Slider(0.01, 1.0, step=0.01, label="Success Rate Option 2", value=0.15),
gr.Number(label="Cost per Attempt Option 1", value=850, precision=0),
gr.Number(label="Cost per Attempt Option 2", value=1450, precision=0)
],
outputs=[
gr.Textbox(label="Results for Option 1"),
gr.Textbox(label="Results for Option 2")
],
title="Success Rate Simulation",
description="Simulate success and failure outcomes with different rates and costs."
)
# Launch the app with sharing option enabled
interface.launch()
|