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import os
from dataclasses import dataclass
from datetime import datetime, timedelta
from enum import Enum
from time import sleep
from zoneinfo import ZoneInfo
import gradio as gr
from substrateinterface import Keypair
from wandb.apis.importers import wandb
from wandb.apis.public import Run
WANDB_RUN_PATH = os.environ["WANDB_RUN_PATH"]
REFRESH_RATE = 60 * 5
@dataclass
class State:
submissions: int
benchmarks: int
invalid: int
average_benchmark_time: float
# enum
class Status(Enum):
IN_PROGRESS = "In Progress"
DONE = "Done"
BROKEN = "Broken"
def get_alt_time_text(self):
return "∞" if self == Status.BROKEN else "N/A"
wandb_api = wandb.Api()
demo = gr.Blocks(css=".typewriter {font-family: 'JMH Typewriter', sans-serif;}")
data: dict[int, State] = {}
def is_valid_run(run: Run):
required_config_keys = ["hotkey", "uid", "contest", "signature"]
for key in required_config_keys:
if key not in run.config:
return False
uid = run.config["uid"]
validator_hotkey = run.config["hotkey"]
contest_name = run.config["contest"]
signing_message = f"{uid}:{validator_hotkey}:{contest_name}"
try:
return Keypair(validator_hotkey).verify(signing_message, run.config["signature"])
except Exception:
return False
def fetch_wandb_data():
global data
wandb_runs = wandb_api.runs(
WANDB_RUN_PATH,
filters={"config.type": "validator", "created_at": {'$gt': str(datetime.now())}},
order="-created_at",
)
for run in wandb_runs:
if not is_valid_run(run):
return
submissions: set[int] = set()
benchmarks: set[int] = set()
invalid: list[int] = []
average_benchmark_time = 0.0
for key, value in run.summary.items():
if key.startswith("_"):
continue
if key.startswith("average_benchmark_time"):
average_benchmark_time = float(value)
continue
if key.startswith("invalid"):
invalid = value
continue
if key.startswith("submissions"):
for submission_key, submission_value in value.items():
submissions.add(int(submission_key))
if key.startswith("benchmarks"):
for benchmark_key, benchmark_value in value.items():
benchmarks.add(int(benchmark_key))
source_validator_uid = run.config["uid"]
data[source_validator_uid] = State(
submissions=len(submissions),
benchmarks=len(benchmarks),
invalid=len(invalid),
average_benchmark_time=average_benchmark_time
)
data = dict(sorted(data.items()))
def refresh():
fetch_wandb_data()
demo.clear()
now = datetime.now(tz=ZoneInfo("America/New_York"))
with demo:
with gr.Accordion(f"Validator States (Last update: {now.strftime('%Y-%m-%d %I:%M:%S %p')} EST)"):
elements: list[tuple] = []
for source_validator_uid, state in data.items():
status = Status.IN_PROGRESS
if state.benchmarks + state.invalid == state.submissions:
status = Status.DONE
elif not state.submissions or (not state.average_benchmark_time and state.benchmarks):
status = Status.BROKEN
eta = int(state.average_benchmark_time * (state.submissions - (state.benchmarks + state.invalid)))
time_left = timedelta(seconds=eta)
eta_date = now + time_left
eta_time = eta_date.strftime("%Y-%m-%d %I:%M:%S %p") if eta > 0 else status.get_alt_time_text()
elements.append((
source_validator_uid,
state.benchmarks + state.invalid,
state.submissions,
state.invalid,
f"{state.average_benchmark_time:.2f}s" if state.average_benchmark_time else status.get_alt_time_text(),
eta_time,
time_left if eta > 0 else status.get_alt_time_text(),
status.value,
))
gr.components.Dataframe(
elements,
headers=["UID", "Tested", "Submissions", "Invalid", "Avg. Benchmark Time", "ETA (Eastern Time)", "ETA Remaining", "Status"],
datatype=["number", "number", "number", "number", "number", "markdown", "markdown", "markdown"],
elem_id="leaderboard-table",
interactive=False,
visible=True,
)
def main():
refresh()
demo.launch(prevent_thread_lock=True)
while True:
sleep(REFRESH_RATE)
now = datetime.now(tz=ZoneInfo("America/New_York"))
print(f"Refreshing Leaderboard at {now.strftime('%Y-%m-%d %H:%M:%S')}")
refresh()
if __name__ == '__main__':
main()
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