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import matplotlib.pyplot as plt
import firebase_admin
from firebase_admin import credentials, firestore
import gradio as gr
import io
from PIL import Image
# Initialize Firebase if not already initialized
if not firebase_admin._apps:
cred = credentials.Certificate("firebase_key.json")
firebase_admin.initialize_app(cred)
db = firestore.client()
def update_dashboard_plot():
logs_ref = db.collection("evo_feedback")
docs = logs_ref.stream()
count_1 = 0
count_2 = 0
for doc in docs:
data = doc.to_dict()
winner = data.get("winner", "")
if winner == "1":
count_1 += 1
elif winner == "2":
count_2 += 1
# Generate a bar chart
fig, ax = plt.subplots()
ax.bar(["Solution 1", "Solution 2"], [count_1, count_2], color=["blue", "green"])
ax.set_ylabel("Votes")
ax.set_title("EvoTransformer Feedback Summary")
# Convert matplotlib figure to PIL Image
buf = io.BytesIO()
plt.savefig(buf, format="png")
buf.seek(0)
img = Image.open(buf)
return img
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