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float: # Create data gathering instance cm = CMData() - # Set the time range to be as small as possible for query speed - # Set the start time as 2 seconds prior to the provided time - start_time: str = datetime_to_CM_timestamp(iso8601_to_datetime(timestamp) - timedelta(days=1)) - end_time: str = datetime_to_CM_timestamp(iso8601_to_datetime(timestamp)) # built-ins handle CM API's formatting + # Ensure timestamp is correctly typed and set to UTC + provided_timestamp = to_datetime(timestamp) # Query CM API for a pandas dataframe with only one record - price_data: pd.DataFrame = cm.get_CM_ReferenceRate(assets="BTC", start=start_time, end=end_time) + price_data: pd.DataFrame = cm.get_CM_ReferenceRate( + assets="BTC", start=None, end=to_str(provided_timestamp), frequency="1s", limit_per_asset=1, paging_from="end" + ) # Get current price closest to the provided timestamp btc_price: float = float(price_data["ReferenceRateUSD"].iloc[-1]) @@ -56,22 +55,23 @@ def get_prediction_interval(timestamp: str, point_estimate: float) -> Tuple[floa cm = CMData() # Set the time range to be 24 hours - start_time: str = datetime_to_CM_timestamp(iso8601_to_datetime(timestamp) - timedelta(days=1)) - end_time: str = datetime_to_CM_timestamp(iso8601_to_datetime(timestamp)) # built-ins handle CM API's formatting + # Ensure both timestamps are correctly typed and set to UTC + start_time = get_before(timestamp, days=1, minutes=0, seconds=0) + end_time = to_datetime(timestamp) # Query CM API for sample standard deviation of the 1s residuals historical_price_data: pd.DataFrame = cm.get_CM_ReferenceRate( - assets="BTC", start=start_time, end=end_time, frequency="1s" + assets="BTC", start=to_str(start_time), end=to_str(end_time), frequency="1s" ) residuals: pd.Series = historical_price_data["ReferenceRateUSD"].diff() sample_std_dev: float = float(residuals.std()) # We have the standard deviation of the 1s residuals - # We are forecasting forward 5m, which is 300s - # We must scale the 1s sample standard deviation to reflect a 300s forecast + # We are forecasting forward 60m, which is 3600s + # We must scale the 1s sample standard deviation to reflect a 3600s forecast # Make reasonable assumptions that the 1s residuals are uncorrelated and normally distributed # To do this naively, we multiply the std dev by the square root of the number of time steps - time_steps: int = 300 + time_steps: int = 3600 naive_forecast_std_dev: float = sample_std_dev * (time_steps**0.5) # For a 90% prediction interval, we use the coefficient 1.64 diff --git a/precog/utils/classes.py b/precog/utils/classes.py index 36971ea..4cdd7ba 100644 --- a/precog/utils/classes.py +++ b/precog/utils/classes.py @@ -2,7 +2,7 @@ from datetime import datetime, timedelta from typing import List -from precog.utils.timestamp import get_now, get_timezone, iso8601_to_datetime, round_minute_down +from precog.utils.timestamp import get_now, get_timezone, round_minute_down, to_datetime class Config: @@ -66,7 +66,7 @@ def __init__(self, uid: int, timezone=get_timezone()): def add_prediction(self, timestamp, prediction: float, interval: List[float]): if isinstance(timestamp, str): - timestamp = iso8601_to_datetime(timestamp) + timestamp = to_datetime(timestamp) timestamp = round_minute_down(timestamp) if prediction is not None: self.predictions[timestamp] = prediction @@ -86,7 +86,7 @@ def format_predictions(self, reference_timestamp=None, hours: int = 1): if reference_timestamp is None: reference_timestamp = round_minute_down(get_now()) if isinstance(reference_timestamp, str): - reference_timestamp = iso8601_to_datetime(reference_timestamp) + reference_timestamp = to_datetime(reference_timestamp) start_time = round_minute_down(reference_timestamp) - timedelta(hours=hours + 1) filtered_pred_dict = { key: value for key, value in self.predictions.items() if start_time <= key <= reference_timestamp diff --git a/precog/utils/timestamp.py b/precog/utils/timestamp.py index f253601..493859d 100644 --- a/precog/utils/timestamp.py +++ b/precog/utils/timestamp.py @@ -1,4 +1,5 @@ from datetime import datetime, timedelta +from typing import Optional, Union from pytz import timezone @@ -21,12 +22,25 @@ def get_now() -> datetime: return datetime.now(get_timezone()) -def get_before(minutes: int = 5, seconds: int = 0) -> datetime: +def get_before( + timestamp: Optional[Union[datetime, str, float]] = None, + days: int = 0, + hours: int = 0, + minutes: int = 5, + seconds: int = 0, +) -> datetime: """ Get the datetime x minutes before now """ - now = get_now() - return now - timedelta(minutes=minutes, seconds=seconds) + if timestamp is None: + timestamp = get_now() + else: + timestamp = to_datetime(timestamp) + + # Perform the time subtraction + before_timestamp = timestamp - timedelta(days=days, hours=hours, minutes=minutes, seconds=seconds) + + return before_timestamp def get_midnight() -> datetime: @@ -40,14 +54,14 @@ def get_posix() -> float: """ Get the current POSIX time, seconds that have elapsed since Jan 1 1970 """ - return datetime_to_posix(get_now()) + return to_posix(get_now()) -def get_iso8601() -> str: +def get_str() -> str: """ Get the current timestamp as a string, convenient for requests """ - return datetime_to_iso8601(get_now()) + return to_str(get_now()) ############################### @@ -55,39 +69,58 @@ def get_iso8601() -> str: ############################### -def datetime_to_posix(timestamp: datetime) -> float: +def to_posix(timestamp: Union[datetime, str, float]) -> float: """ Convert datetime to seconds that have elapsed since Jan 1 1970 """ - return timestamp.timestamp() + # Verify datetime object and convert to UTC + utc_datetime = to_datetime(timestamp) + + # Convert to posix time float + posix_timestamp = utc_datetime.timestamp() -def datetime_to_iso8601(timestamp: datetime) -> str: + return float(posix_timestamp) + + +def to_str(timestamp: Union[datetime, str, float]) -> str: """ Convert datetime to iso 8601 string """ - return timestamp.isoformat() + # Verify datetime object and convert to UTC + utc_datetime = to_datetime(timestamp) -def iso8601_to_datetime(timestamp: str) -> datetime: - """ - Convert iso 8601 string to datetime - """ - return datetime.fromisoformat(timestamp) + # Convert to iso8601 string + str_datetime = utc_datetime.strftime("%Y-%m-%dT%H:%M:%S.%fZ") + + return str(str_datetime) -def posix_to_datetime(timestamp: float) -> datetime: +def to_datetime(timestamp: Union[str, float]) -> datetime: """ - Convert seconds since Jan 1 1970 to datetime + Convert iso 8601 string, or a POSIX time float, to datetime """ - return datetime.fromtimestamp(timestamp, tz=get_timezone()) + if isinstance(timestamp, str): + # Assume the proper iso 8601 string format is used + # `strptime` will trigger an error as needed + return datetime.strptime(timestamp, "%Y-%m-%dT%H:%M:%S.%fZ").replace(tzinfo=get_timezone()) + elif isinstance(timestamp, float): + # Assume proper float value + # `fromtimestamp` will trigger errors as needed + return datetime.fromtimestamp(timestamp, tz=get_timezone()) -def datetime_to_CM_timestamp(timestamp: datetime) -> str: - """ - Convert iso 8601 string to coinmetrics timestamp - """ - return timestamp.strftime("%Y-%m-%dT%H:%M:%S.%fZ") + elif isinstance(timestamp, datetime): + # Already a datetime object + # Return as UTC + return timestamp.astimezone(get_timezone()) + + else: + # Invalid typing + raise TypeError( + "Must pass a timestamp that is either a iso 8601 string, POSIX time float, or a datetime object" + ) ############################### @@ -128,8 +161,8 @@ def is_query_time(prediction_interval: int, timestamp: str, tolerance: int = 120 First, check that we are in a new epoch Then, check if we already sent a request in the current epoch """ - now = get_now() - provided_timestamp = iso8601_to_datetime(timestamp) + now: datetime = get_now() + provided_timestamp: datetime = to_datetime(timestamp) # The provided timestamp is the last time a request was made. If this timestamp # is from the current epoch, we do not want to make a request. One way to check diff --git a/precog/validators/reward.py b/precog/validators/reward.py index e63e928..02ed6e2 100644 --- a/precog/validators/reward.py +++ b/precog/validators/reward.py @@ -1,4 +1,3 @@ -from datetime import timedelta # temporary for dummy data from typing import List import bittensor as bt @@ -8,7 +7,7 @@ from precog.protocol import Challenge from precog.utils.cm_data import CMData from precog.utils.general import pd_to_dict, rank -from precog.utils.timestamp import align_timepoints, datetime_to_CM_timestamp, iso8601_to_datetime, mature_dictionary +from precog.utils.timestamp import align_timepoints, get_before, mature_dictionary, to_datetime, to_str ################################################################################ @@ -24,8 +23,8 @@ def calc_rewards( decayed_weights = decay**weights timestamp = responses[0].timestamp cm = CMData() - start_time: str = datetime_to_CM_timestamp(iso8601_to_datetime(timestamp) - timedelta(hours=1)) - end_time: str = datetime_to_CM_timestamp(iso8601_to_datetime(timestamp)) # built-ins handle CM API's formatting + start_time: str = to_str(get_before(timestamp=timestamp, hours=1)) + end_time: str = to_str(to_datetime(timestamp)) # built-ins handle CM API's formatting # Query CM API for sample standard deviation of the 1s residuals historical_price_data: DataFrame = cm.get_CM_ReferenceRate( assets="BTC", start=start_time, end=end_time, frequency="1s" diff --git a/precog/validators/weight_setter.py b/precog/validators/weight_setter.py index 9f99398..d252b87 100755 --- a/precog/validators/weight_setter.py +++ b/precog/validators/weight_setter.py @@ -12,14 +12,7 @@ from precog.utils.bittensor import check_uid_availability, print_info, setup_bittensor_objects from precog.utils.classes import MinerHistory from precog.utils.general import func_with_retry, loop_handler -from precog.utils.timestamp import ( - datetime_to_iso8601, - elapsed_seconds, - get_before, - get_now, - is_query_time, - iso8601_to_datetime, -) +from precog.utils.timestamp import elapsed_seconds, get_before, get_now, get_str, is_query_time, to_datetime, to_str from precog.utils.wandb import log_wandb, setup_wandb from precog.validators.reward import calc_rewards @@ -113,7 +106,7 @@ async def resync_metagraph(self): self.save_state() def query_miners(self): - timestamp = datetime_to_iso8601(get_now()) + timestamp = get_str() synapse = Challenge(timestamp=timestamp) responses = self.dendrite.query( # Send the query to selected miner axons in the network. @@ -163,8 +156,8 @@ async def set_weights(self): async def scheduled_prediction_request(self): if not hasattr(self, "timestamp"): - self.timestamp = datetime_to_iso8601(get_before(minutes=self.prediction_interval)) - query_lag = elapsed_seconds(get_now(), iso8601_to_datetime(self.timestamp)) + self.timestamp = to_str(get_before(minutes=self.prediction_interval)) + query_lag = elapsed_seconds(get_now(), to_datetime(self.timestamp)) if len(self.available_uids) == 0: bt.logging.info("No miners available. Sleeping for 10 minutes...") print_info(self) diff --git a/pyproject.toml b/pyproject.toml index c4943cf..6b61f8c 100755 --- a/pyproject.toml +++ b/pyproject.toml @@ -38,6 +38,7 @@ isort = "^5.13.2" mypy = "^1.13.0" flake8 = "^7.1.1" pytest = "^8.3.3" +hypothesis = "^6.122.3" [tool.black] diff --git a/tests/test_package.py b/tests/test_package.py index e3e55f8..02b7e72 100644 --- a/tests/test_package.py +++ b/tests/test_package.py @@ -5,6 +5,11 @@ class TestPackage(unittest.TestCase): + # runs once prior to all tests in this file + def __init__(self, *args, **kwargs) -> None: + super().__init__(*args, **kwargs) + + # runs once prior to every single test def setUp(self): pass diff --git a/tests/utils/test_timestamp.py b/tests/utils/test_timestamp.py new file mode 100644 index 0000000..62c63b6 --- /dev/null +++ b/tests/utils/test_timestamp.py @@ -0,0 +1,251 @@ +import unittest +from datetime import datetime + +from hypothesis import given, settings +from hypothesis import strategies as st +from pytz import timezone + +from precog.utils.timestamp import get_midnight, get_now, get_posix, get_timezone, to_datetime, to_posix, to_str + + +class TestTimestamp(unittest.TestCase): + + # runs once prior to all tests in this file + def __init__(self, *args, **kwargs) -> None: + super().__init__(*args, **kwargs) + + self.DATETIME_CONSTANT = datetime(2024, 12, 11, 18, 46, 43, 112378, tzinfo=get_timezone()) + self.POSIX_CONSTANT = 1733942803.112378 + self.STR_CONSTANT = "2024-12-11T18:46:43.112378Z" + + # runs once prior to every single test + def setUp(self): + pass + + def test_get_timezone(self): + # Ensure we are abiding by UTC timezone + self.assertEqual(get_timezone(), timezone("UTC")) + + def test_get_now(self): + now = get_now() + + # Check that this is a datetime + self.assertIsInstance(now, datetime) + + # Check that this is UTC timezone aware + self.assertEqual(now.tzinfo, get_timezone()) + + # Check that the timestamp is sensitive + now2 = get_now() + self.assertNotEqual(now, now2) + + # Make our own timestamp + real_now = datetime.now(get_timezone()) + + # Check that all timezones are within 20 seconds of each other + # They should all be very close together considering everything + threshold = 20 + diff1 = (now - now2).total_seconds() + diff2 = (now - real_now).total_seconds() + diff3 = (now2 - real_now).total_seconds() + + self.assertLess(abs(diff1), threshold) + self.assertLess(abs(diff2), threshold) + self.assertLess(abs(diff3), threshold) + + def test_get_posix(self): + posix = get_posix() + + # Check that this is a float + self.assertIsInstance(posix, float) + + # Check that the timestamp is sensitive + posix2 = get_posix() + self.assertNotEqual(posix, posix2) + + # Make our own timestamp + real_posix = datetime.now(get_timezone()).timestamp() + + # Check that all timezones are within 20 seconds of each other + # They should all be very close together considering everything + threshold = 20 + diff1 = posix - posix2 + diff2 = posix - real_posix + diff3 = posix2 - real_posix + + self.assertLess(abs(diff1), threshold) + self.assertLess(abs(diff2), threshold) + self.assertLess(abs(diff3), threshold) + + def test_get_midnight(self): + now = datetime.now(get_timezone()) + midnight = now.replace(hour=0, minute=0, second=0, microsecond=0) + + midnight2 = get_midnight() + + # Check that this is UTC timezone aware + self.assertEqual(midnight2.tzinfo, get_timezone()) + + # They should be equal + self.assertEqual(midnight, midnight2) + + # confirm everything is zeroed out + self.assertEqual(midnight2.microsecond, 0) + self.assertEqual(midnight2.second, 0) + self.assertEqual(midnight2.minute, 0) + self.assertEqual(midnight2.hour, 0) + + def test_to_datetime(self): + datetime1 = to_datetime(self.DATETIME_CONSTANT) + datetime2 = to_datetime(self.POSIX_CONSTANT) + datetime3 = to_datetime(self.STR_CONSTANT) + + # Check that all timestamps are datetime instances + self.assertIsInstance(datetime1, datetime) + self.assertIsInstance(datetime2, datetime) + self.assertIsInstance(datetime3, datetime) + + # Check that all timestamps are equivalent + self.assertEqual(datetime1, datetime2) + self.assertEqual(datetime1, datetime3) + self.assertEqual(datetime2, datetime3) + + # Check that this is UTC timezone aware + self.assertEqual(datetime1.tzinfo, get_timezone()) + self.assertEqual(datetime2.tzinfo, get_timezone()) + self.assertEqual(datetime3.tzinfo, get_timezone()) + + # Check that we throw type error on bool + with self.assertRaises(TypeError): + to_datetime(True) + + # Check that we throw type error on int + with self.assertRaises(TypeError): + to_datetime(123) + + def test_to_str(self): + datetime1 = to_str(self.DATETIME_CONSTANT) + datetime2 = to_str(self.POSIX_CONSTANT) + datetime3 = to_str(self.STR_CONSTANT) + + # Check that all timestamps are str instances + self.assertIsInstance(datetime1, str) + self.assertIsInstance(datetime2, str) + self.assertIsInstance(datetime3, str) + + # Check that all timestamps are equivalent + self.assertEqual(datetime1, datetime2) + self.assertEqual(datetime1, datetime3) + self.assertEqual(datetime2, datetime3) + + # Check that we throw type error on bool + with self.assertRaises(TypeError): + to_str(True) + + # Check that we throw type error on int + with self.assertRaises(TypeError): + to_str(123) + + def test_to_posix(self): + datetime1 = to_posix(self.DATETIME_CONSTANT) + datetime2 = to_posix(self.POSIX_CONSTANT) + datetime3 = to_posix(self.STR_CONSTANT) + + # Check that all timestamps are float instances + self.assertIsInstance(datetime1, float) + self.assertIsInstance(datetime2, float) + self.assertIsInstance(datetime3, float) + + # Check that all timestamps are equivalent + self.assertEqual(datetime1, datetime2) + self.assertEqual(datetime1, datetime3) + self.assertEqual(datetime2, datetime3) + + # Check that we throw type error on bool + with self.assertRaises(TypeError): + to_str(True) + + # Check that we throw type error on int + with self.assertRaises(TypeError): + to_str(123) + + def test_datetime_roundtrip(self): + # datetime -> str -> datetime + new_str = to_str(self.DATETIME_CONSTANT) + new_datetime = to_datetime(new_str) + + self.assertEqual(self.DATETIME_CONSTANT, new_datetime) + self.assertEqual(self.STR_CONSTANT, new_str) + self.assertEqual(new_datetime.tzinfo, get_timezone()) + + # datetime -> posix -> datetime + new_posix = to_posix(self.DATETIME_CONSTANT) + new_datetime = to_datetime(new_posix) + + self.assertEqual(self.DATETIME_CONSTANT, new_datetime) + self.assertEqual(self.POSIX_CONSTANT, new_posix) + self.assertEqual(new_datetime.tzinfo, get_timezone()) + + def test_str_roundtrip(self): + # str -> datetime -> str + new_datetime = to_datetime(self.STR_CONSTANT) + new_str = to_str(new_datetime) + + self.assertEqual(self.DATETIME_CONSTANT, new_datetime) + self.assertEqual(self.STR_CONSTANT, new_str) + self.assertEqual(new_datetime.tzinfo, get_timezone()) + + # str -> posix -> str + new_posix = to_posix(self.STR_CONSTANT) + new_str = to_str(new_posix) + + self.assertEqual(self.STR_CONSTANT, new_str) + self.assertEqual(self.POSIX_CONSTANT, new_posix) + + def test_posix_roundtrip(self): + # posix -> datetime -> posix + new_datetime = to_datetime(self.POSIX_CONSTANT) + new_posix = to_posix(new_datetime) + + self.assertEqual(self.DATETIME_CONSTANT, new_datetime) + self.assertEqual(self.POSIX_CONSTANT, new_posix) + self.assertEqual(new_datetime.tzinfo, get_timezone()) + + # posix -> str -> posix + new_str = to_str(self.POSIX_CONSTANT) + new_posix = to_posix(new_str) + + self.assertEqual(self.STR_CONSTANT, new_str) + self.assertEqual(self.POSIX_CONSTANT, new_posix) + + @settings(max_examples=1000) + @given(st.datetimes(timezones=st.just(get_timezone()), min_value=datetime(year=1970, month=1, day=1))) + def test_hypothesis_datetime_str_roundtrip(self, new_datetime): + # datetime -> str -> datetime -> str + new_str = to_str(new_datetime) + new_datetime2 = to_datetime(new_str) + new_str2 = to_str(new_datetime2) + + self.assertEqual(new_datetime, new_datetime2) + self.assertEqual(new_datetime2.tzinfo, get_timezone()) + self.assertEqual(new_str, new_str2) + + @settings(max_examples=1000) + @given( + st.datetimes(timezones=st.just(get_timezone()), min_value=datetime(year=1970, month=1, day=1)).map( + lambda dt: dt.replace(microsecond=0) + ) + ) + def test_hypothesis_datetime_posix_roundtrip(self, new_datetime): + # hypothesis exposes niche floating point precision errors + # zero out microseconds to solve this + # Floating point precision resulting in a mismatch of 1 microsecond is negligible + + # datetime -> float -> datetime -> float + new_float = to_posix(new_datetime) + new_datetime2 = to_datetime(new_float) + new_float2 = to_posix(new_datetime2) + + self.assertEqual(new_datetime, new_datetime2) + self.assertEqual(new_datetime2.tzinfo, get_timezone()) + self.assertEqual(new_float, new_float2)