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import datetime
import streamlit as st
import wandb
from dashboard_utils.time_tracker import _log, simple_time_tracker
WANDB_REPO = "learning-at-home/Main_metrics"
CACHE_TTL = 100
@st.cache(ttl=CACHE_TTL)
@simple_time_tracker(_log)
def get_main_metrics():
api = wandb.Api()
runs = api.runs(WANDB_REPO)
run = runs[0]
history = run.scan_history(keys=["step", "loss", "alive peers", "_timestamp"])
steps = []
losses = []
alive_peers = []
dates = []
for row in history:
steps.append(row["step"])
losses.append(row["loss"])
alive_peers.append(row["alive peers"])
dates.append(datetime.datetime.utcfromtimestamp(row["_timestamp"]))
return steps, dates, losses, alive_peers
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