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Original file line number Diff line number Diff line change
Expand Up @@ -53,8 +53,17 @@ pipeline:
timestamp:
callable: |
from datetime import datetime, timezone
import sys
import re

def fn(row):
return datetime.fromisoformat(row.timestamp).astimezone(timezone.utc)
ts_str = row.timestamp
# For Python < 3.11, datetime.fromisoformat requires
# microseconds to be padded to 6 digits.
if sys.version_info < (3, 11):
_PAD_MICROS = re.compile(r'\.(\d{1,5})([+-]\d{2}:\d{2}|Z)$')
ts_str = _PAD_MICROS.sub(lambda m: '.' + m.group(1).ljust(6, '0') + m.group(2), ts_str)
return datetime.fromisoformat(ts_str).astimezone(timezone.utc)

# Assign windows to each element of the unbounded PCollection.
- type: WindowInto
Expand Down Expand Up @@ -178,28 +187,63 @@ pipeline:
pickup_datetime_year:
callable: |
from datetime import datetime
import sys
import re

def fn(row):
return datetime.fromisoformat(row.pickup_datetime).year
ts_str = row.pickup_datetime
if sys.version_info < (3, 11):
_PAD = re.compile(r'\.(\d{1,5})([+-]\d{2}:\d{2}|Z)$')
ts_str = _PAD.sub(lambda m: '.' + m.group(1).ljust(6, '0') + m.group(2), ts_str)
return datetime.fromisoformat(ts_str).year
pickup_datetime_month:
callable: |
from datetime import datetime
import sys
import re

def fn(row):
return datetime.fromisoformat(row.pickup_datetime).month
ts_str = row.pickup_datetime
if sys.version_info < (3, 11):
_PAD = re.compile(r'\.(\d{1,5})([+-]\d{2}:\d{2}|Z)$')
ts_str = _PAD.sub(lambda m: '.' + m.group(1).ljust(6, '0') + m.group(2), ts_str)
return datetime.fromisoformat(ts_str).month
pickup_datetime_day:
callable: |
from datetime import datetime
import sys
import re

def fn(row):
return datetime.fromisoformat(row.pickup_datetime).day
ts_str = row.pickup_datetime
if sys.version_info < (3, 11):
_PAD = re.compile(r'\.(\d{1,5})([+-]\d{2}:\d{2}|Z)$')
ts_str = _PAD.sub(lambda m: '.' + m.group(1).ljust(6, '0') + m.group(2), ts_str)
return datetime.fromisoformat(ts_str).day
pickup_datetime_weekday:
callable: |
from datetime import datetime
import sys
import re

def fn(row):
return datetime.fromisoformat(row.pickup_datetime).weekday()
ts_str = row.pickup_datetime
if sys.version_info < (3, 11):
_PAD = re.compile(r'\.(\d{1,5})([+-]\d{2}:\d{2}|Z)$')
ts_str = _PAD.sub(lambda m: '.' + m.group(1).ljust(6, '0') + m.group(2), ts_str)
return datetime.fromisoformat(ts_str).weekday()
pickup_datetime_hour:
callable: |
from datetime import datetime
import sys
import re

def fn(row):
return datetime.fromisoformat(row.pickup_datetime).hour
ts_str = row.pickup_datetime
if sys.version_info < (3, 11):
_PAD = re.compile(r'\.(\d{1,5})([+-]\d{2}:\d{2}|Z)$')
ts_str = _PAD.sub(lambda m: '.' + m.group(1).ljust(6, '0') + m.group(2), ts_str)
return datetime.fromisoformat(ts_str).hour

# With VertexAIModelHandlerJSON model handler,
# RunInference transform performs remote inferences by
Expand Down
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