app.py

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

HOTKEYS_TO_KNOWN_VALIDATORS: dict[str, str] = {
 "5GKH9FPPnWSUoeeTJp19wVtd84XqFW4pyK2ijV2GsFbhTrP1": "Taostats & Corcel",
 "5F4tQyWrhfGVcNhoqeiNsR6KjD4wMZ2kfhLj4oHYuyHbZAc3": "Openτensor Foundaτion",
 "5FFApaS75bv5pJHfAp2FVLBj9ZaXuFDjEypsaBNc1wCfe52v": "RoundTable21",
 "5HEo565WAy4Dbq3Sv271SAi7syBSofyfhhwRNjFNSM2gP9M2": "Foundry",
 "5HK5tp6t2S59DywmHRWPBVJeJ86T61KjurYqeooqj8sREpeN": "Bittensor Guru",
 "5GP7c3fFazW9GXK8Up3qgu2DJBk8inu4aK9TZy3RuoSWVCMi": "Datura",
 "5EhvL1FVkQPpMjZX4MAADcW42i3xPSF1KiCpuaxTYVr28sux": "TAO-Validator.com",
 "5E4z3h9yVhmQyCFWNbY9BPpwhx4xFiPwq3eeqmBgVF6KULde": "Tensorplex Labs",
 "5Hb63SvXBXqZ8zw6mwW1A39fHdqUrJvohXgepyhp2jgWedSB": "Miner's Union Validator",
 "5CXRfP2ekFhe62r7q3vppRajJmGhTi7vwvb2yr79jveZ282w": "Rizzo",
 "5CVS9d1NcQyWKUyadLevwGxg6LgBcF9Lik6NSnbe5q59jwhE": "Ary van der Touw",
 "5Fq5v71D4LX8Db1xsmRSy6udQThcZ8sFDqxQFwnUZ1BuqY5A": "NorthTensor",
 "5CsvRJXuR955WojnGMdok1hbhffZyB4N5ocrv82f3p5A2zVp": "Owl Ventures",
 "5HNQURvmjjYhTSksi8Wfsw676b4owGwfLR2BFAQzG7H3HhYf": "Neural Internet",
 "5DvTpiniW9s3APmHRYn8FroUWyfnLtrsid5Mtn5EwMXHN2ed": "FirstTensor.com",
}

WANDB_RUN_PATH = os.environ["WANDB_RUN_PATH"]

REFRESH_RATE = 60 * 5


@dataclass
class State:
 hotkey: str
 version: str
 submissions: int
 benchmarks: int
 invalid: int
 average_benchmark_time: float


# enum
class Status(Enum):
 IN_PROGRESS = ("In Progress", "orange")
 DONE = ("Done", "springgreen")
 BROKEN = ("Broken", "red")

 def get_alt_time_text(self) -> str:
 return "∞" if self == Status.BROKEN else "N/A"

 def name(self):
 return self.value[0]

 def color(self):
 return self.value[1]


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():
 now = datetime.now(tz=ZoneInfo("America/New_York"))
 global data
 wandb_runs = wandb_api.runs(
 WANDB_RUN_PATH,
 filters={"config.type": "validator", "created_at": {'$gt': str(now - timedelta(days=1))}},
 order="-created_at",
 )

 for run in wandb_runs:
 if not is_valid_run(run):
 continue

 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 == "average_benchmark_time":
 average_benchmark_time = float(value)

 elif key == "invalid":
 invalid = value

 elif key == "submissions":
 for submission_key, submission_value in value.items():
 submissions.add(int(submission_key))

 elif key == "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(
 hotkey=run.config["hotkey"],
 version=run.tags[1][8:],
 submissions=len(submissions),
 benchmarks=len(benchmarks),
 invalid=len(invalid),
 average_benchmark_time=average_benchmark_time
 )

 data = dict(sorted(data.items()))


def get_latest_version() -> str:
 latest_version = "0.0.0"
 for source_validator_uid, state in data.items():
 version = state.version
 if version > latest_version:
 latest_version = version
 return latest_version


def refresh():
 fetch_wandb_data()
 demo.clear()
 now = datetime.now(tz=ZoneInfo("America/New_York"))

 with demo:
 with gr.Accordion(f"Validator States (Last updated: {now.strftime('%Y-%m-%d %I:%M:%S %p')} EST)"):
 elements: list[tuple] = []
 latest_version = get_latest_version()

 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()

 average_time_text = f"{timedelta(seconds=int(state.average_benchmark_time))}" if state.average_benchmark_time else status.get_alt_time_text(),

 elements.append((
 source_validator_uid,
 HOTKEYS_TO_KNOWN_VALIDATORS.get(state.hotkey, state.hotkey),
 f"<span style='color: {'springgreen' if state.version == latest_version else 'red'}'>{state.version}</span>",
 f"<span style='color: {status.color()}'>{status.name()}</span>",
 state.benchmarks + state.invalid,
 state.submissions,
 state.invalid,
 f"<span style='color: {'orange' if state.average_benchmark_time > 600 else 'springgreen'}'>{average_time_text[0]}</span>",
 f"<span style='color: {'orange' if eta > 43200 else 'springgreen'}'>{eta_time}</span>",
 f"<span style='color: {'orange' if eta > 43200 else 'springgreen'}'>{time_left if eta > 0 else status.get_alt_time_text()}</span>"
 ))

 gr.components.Dataframe(
 elements,
 headers=["UID", "Name", "Version", "Status", "Tested", "Submissions", "Invalid", "Avg. Benchmark Time", "ETA (Eastern Time)", "ETA Remaining"],
 datatype=["number", "markdown", "markdown", "markdown", "number", "number", "number", "markdown", "markdown", "markdown"],
 elem_id="state-table",
 )


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 States at {now.strftime('%Y-%m-%d %H:%M:%S')}")

 refresh()


if __name__ == '__main__':
 main()