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import os
from dataclasses import dataclass
from datetime import datetime, timedelta
from enum import Enum
from zoneinfo import ZoneInfo
import bittensor as bt
import gradio as gr
from packaging import version
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 = 30
NET_UID = 39
AVERAGE_BENCHMARK_TIME_WARNING_THRESHOLD = 300 # 5 minutes
ETA_WARNING_THRESHOLD = 43200 # 12 hours
UPDATED_WARNING_THRESHOLD = 1000
VTRUST_WARNING_THRESHOLD = 0.75
subtensor = bt.subtensor()
metagraph = bt.metagraph(netuid=NET_UID)
class BenchmarkState(Enum):
NOT_STARTED = ("Not Started", "orange")
IN_PROGRESS = ("In Progress", "orange")
FINISHED = ("Finished", "springgreen")
OUT_OF_DATE = ("Out of Date", "red")
STOPPED = ("Stopped", "red")
CRASHED = ("Crashed", "red")
FAILED = ("Failed", "red")
def get_alt_time_text(self) -> str:
return "β" if self.is_broken() else "N/A"
def name(self):
return self.value[0]
def color(self):
return self.value[1]
def is_broken(self):
return self == BenchmarkState.NOT_STARTED or self == BenchmarkState.STOPPED or self == BenchmarkState.CRASHED or self == BenchmarkState.FAILED
@dataclass
class State:
benchmarking_state: BenchmarkState
hotkey: str
name: str
version: str
submissions: int
benchmarks: int
invalid: int
average_benchmark_time: float
vtrust: float
updated: int
data: dict[int, State] = {}
last_refresh: datetime = datetime.fromtimestamp(0, tz=ZoneInfo("US/Pacific"))
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
validator_hotkey = run.config["hotkey"]
contest_name = run.config["contest"]
signing_message = f"{run.name}:{validator_hotkey}:{contest_name}"
try:
return Keypair(validator_hotkey).verify(signing_message, run.config["signature"])
except Exception:
return False
def get_identity(uid: int) -> str | None:
identity = subtensor.substrate.query('SubtensorModule', 'Identities', [metagraph.coldkeys[uid]])
return identity.value["name"] if identity != None else None
def fetch_wandb_data():
wandb_api = wandb.Api()
global data
data.clear()
now = datetime.now(tz=ZoneInfo("US/Pacific"))
noon = now.replace(hour=12, minute=0, second=0, microsecond=0)
if now.hour < 12:
noon -= timedelta(days=1)
wandb_runs = wandb_api.runs(
WANDB_RUN_PATH,
filters={"config.type": "validator", "created_at": {'$gt': str(noon)}},
order="-created_at",
)
for run in wandb_runs:
if not is_valid_run(run):
continue
uid = run.config["uid"]
if uid in data:
continue
if not metagraph.validator_permit[uid]:
continue
submissions: set[int] = set()
benchmarks: set[int] = set()
invalid: dict[int, str] = {}
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 = dict(value)
elif key == "submissions":
submissions = {int(uid) for uid in value.keys()}
elif key == "benchmarks":
benchmarks = {int(uid) for uid in value.keys()}
benchmarking_state: BenchmarkState
run_state = run.state
if run_state == "finished":
benchmarking_state = BenchmarkState.STOPPED
elif run_state == "crashed":
benchmarking_state = BenchmarkState.CRASHED
elif run_state == "failed":
benchmarking_state = BenchmarkState.FAILED
elif "benchmarking_state" in run.summary:
benchmarking_state = BenchmarkState[run.summary.get("benchmarking_state")]
else:
benchmarking_state = BenchmarkState.OUT_OF_DATE
for invalid_uid, reason in invalid.items():
if not reason.startswith("Duplicate of UID"):
benchmarks.add(invalid_uid)
block = subtensor.get_current_block()
data[uid] = State(
benchmarking_state=benchmarking_state,
hotkey=run.config["hotkey"],
name=get_identity(uid) or run.config["hotkey"],
version=run.tags[1][8:],
submissions=len(submissions),
benchmarks=len(benchmarks),
invalid=len(invalid),
average_benchmark_time=average_benchmark_time,
vtrust=metagraph.validator_trust[uid],
updated=block - metagraph.last_update[uid],
)
data = dict(sorted(data.items()))
def get_latest_version(data: dict[int, State]) -> str:
latest_version = version.parse("0.0.0")
for source_validator_uid, state in data.items():
current_version = version.parse(state.version)
if current_version > latest_version:
latest_version = current_version
return str(latest_version)
def try_refresh():
global last_refresh
now = datetime.now(tz=ZoneInfo("US/Pacific"))
if (now - last_refresh).total_seconds() > REFRESH_RATE:
print(f"Refreshing States at {now.strftime('%Y-%m-%d %H:%M:%S')}")
metagraph.sync(subtensor=subtensor)
fetch_wandb_data()
last_refresh = now
def get_data() -> gr.Dataframe:
try_refresh()
elements: list[tuple] = []
latest_version = get_latest_version(data)
now = datetime.now(tz=ZoneInfo("US/Pacific"))
for uid, state in data.items():
eta = int(state.average_benchmark_time * (state.submissions - state.benchmarks))
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 and state.benchmarking_state == BenchmarkState.IN_PROGRESS else state.benchmarking_state.get_alt_time_text()
average_time_text = f"{timedelta(seconds=int(state.average_benchmark_time))}" if state.average_benchmark_time else state.benchmarking_state.get_alt_time_text(),
elements.append((
uid,
state.name,
f"<span style='color: {'springgreen' if state.version == latest_version else 'red'}'>{state.version}</span>",
f"<span style='color: {state.benchmarking_state.color()}'>{state.benchmarking_state.name()}</span>",
state.benchmarks,
state.submissions,
state.invalid,
f"<span style='color: {'orange' if state.average_benchmark_time > AVERAGE_BENCHMARK_TIME_WARNING_THRESHOLD else 'springgreen'}'>{average_time_text[0]}</span>",
f"<span style='color: {'orange' if eta > ETA_WARNING_THRESHOLD else 'springgreen'}'>{eta_time}</span>",
f"<span style='color: {'orange' if eta > ETA_WARNING_THRESHOLD else 'springgreen'}'>{time_left if eta > 0 and state.benchmarking_state == BenchmarkState.IN_PROGRESS else state.benchmarking_state.get_alt_time_text()}</span>",
f"<span style='color: {'springgreen' if state.vtrust > VTRUST_WARNING_THRESHOLD else 'red'}'>{state.vtrust:.4f}</span>",
f"<span style='color: {'springgreen' if state.updated < UPDATED_WARNING_THRESHOLD else 'red'}'>{state.updated}</span>",
))
return gr.Dataframe(
elements,
headers=["UID", "Name", "Version", "Status", "Tested", "Submissions", "Invalid", "Avg. Benchmark Time", "ETA (Pacific Time)", "ETA Remaining", "VTrust", "Updated"],
datatype=["number", "markdown", "markdown", "markdown", "number", "number", "number", "markdown", "markdown", "markdown", "markdown", "markdown"],
label=f"SN{NET_UID} Validator States (Last updated: {last_refresh.strftime('%Y-%m-%d %I:%M:%S %p')} PST)",
interactive=False,
)
def main():
with gr.Blocks(css=".typewriter {font-family: 'JMH Typewriter', sans-serif;}", fill_height=True, fill_width=True) as demo:
table = gr.Dataframe()
table.attach_load_event(lambda: get_data(), None)
demo.launch()
if __name__ == '__main__':
main()
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