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import time
from typing import List, Union, Optional, Any, Set, Dict
from fakeredis import _msgs as msgs
from fakeredis._command_args_parsing import extract_args
from fakeredis._commands import command, Key, CommandItem, Int, Float, Timestamp
from fakeredis._helpers import Database, SimpleString, OK, SimpleError, casematch
from fakeredis.model import TimeSeries, TimeSeriesRule, AGGREGATORS
class TimeSeriesCommandsMixin: # TimeSeries commands
_timeseries_keys: Set[bytes] = set()
DUPLICATE_POLICIES = [b"BLOCK", b"FIRST", b"LAST", b"MIN", b"MAX", b"SUM"]
def __init__(self, *args, **kwargs):
super().__init__(*args, **kwargs)
self._db: Database
@staticmethod
def _filter_expression_check(ts: TimeSeries, filter_expression: bytes) -> bool:
if not filter_expression:
return True
if filter_expression.find(b"!=") != -1:
if len(filter_expression.split(b"!=")) != 2:
raise SimpleError(msgs.TIMESERIES_BAD_FILTER_EXPRESSION)
label, value = filter_expression.split(b"!=")
if value == "-":
return label in ts.labels
if value[0] == b"(" and value[-1] == b")":
values = set(value[1:-1].split(b","))
return label in ts.labels and ts.labels[label] not in values
return label not in ts.labels or ts.labels[label] != value
if filter_expression.find(b"=") != -1:
if len(filter_expression.split(b"=")) != 2:
raise SimpleError(msgs.TIMESERIES_BAD_FILTER_EXPRESSION)
label, value = filter_expression.split(b"=")
if value == "-":
return label not in ts.labels
if value[0] == b"(" and value[-1] == b")":
values = set(value[1:-1].split(b","))
return label in ts.labels and ts.labels[label] in values
return label in ts.labels and ts.labels[label] == value
raise SimpleError(msgs.TIMESERIES_BAD_FILTER_EXPRESSION)
def _get_timeseries(self, filter_expressions: List[bytes]) -> List["TimeSeries"]:
res: List["TimeSeries"] = list()
TimeSeriesCommandsMixin._timeseries_keys = {
k for k in TimeSeriesCommandsMixin._timeseries_keys if k in self._db
}
for ts_key in TimeSeriesCommandsMixin._timeseries_keys:
ts = self._db.get(ts_key).value
if all([self._filter_expression_check(ts, expr) for expr in filter_expressions]):
res.append(ts)
return res
@staticmethod
def _validate_duplicate_policy(duplicate_policy: bytes) -> bool:
return duplicate_policy is None or any(
[casematch(duplicate_policy, item) for item in TimeSeriesCommandsMixin.DUPLICATE_POLICIES]
)
def _create_timeseries(self, name: bytes, *args) -> TimeSeries:
(retention, encoding, chunk_size, duplicate_policy, (ignore_max_time_diff, ignore_max_val_diff)), left_args = (
extract_args(
args,
("+retention", "*encoding", "+chunk_size", "*duplicate_policy", "++ignore"),
error_on_unexpected=False,
)
)
retention = retention or 0
encoding = encoding or b"COMPRESSED"
if not (casematch(encoding, b"COMPRESSED") or casematch(encoding, b"UNCOMPRESSED")):
raise SimpleError(msgs.BAD_SUBCOMMAND_MSG.format("TS.CREATE"))
encoding = encoding.lower()
chunk_size = chunk_size or 4096
if chunk_size % 8 != 0:
raise SimpleError(msgs.TIMESERIES_BAD_CHUNK_SIZE)
if not self._validate_duplicate_policy(duplicate_policy):
raise SimpleError(msgs.TIMESERIES_INVALID_DUPLICATE_POLICY)
duplicate_policy = duplicate_policy.lower() if duplicate_policy else None
if len(left_args) > 0 and (not casematch(left_args[0], b"LABELS") or len(left_args) % 2 != 1):
raise SimpleError(msgs.BAD_SUBCOMMAND_MSG.format("TS.ADD"))
labels = dict(zip(left_args[1::2], left_args[2::2])) if len(left_args) > 0 else {}
if duplicate_policy is None and self.version >= (8,):
# In Redis 8.0, the default duplicate policy is BLOCK
duplicate_policy = b"block"
res = TimeSeries(
name=name,
database=self._db,
retention=retention,
encoding=encoding,
chunk_size=chunk_size,
duplicate_policy=duplicate_policy,
ignore_max_time_diff=ignore_max_time_diff,
ignore_max_val_diff=ignore_max_val_diff,
labels=labels,
)
self._timeseries_keys.add(name)
return res
@command(name="TS.INFO", fixed=(Key(TimeSeries),), repeat=(bytes,), flags=msgs.FLAG_DO_NOT_CREATE)
def ts_info(self, key: CommandItem, *args: bytes) -> List[Any]:
if key.value is None:
raise SimpleError(msgs.TIMESERIES_KEY_DOES_NOT_EXIST)
return [
b"totalSamples",
len(key.value.sorted_list),
b"memoryUsage",
len(key.value.sorted_list) * 8 + len(key.value.encoding),
b"firstTimestamp",
key.value.sorted_list[0][0] if len(key.value.sorted_list) > 0 else 0,
b"lastTimestamp",
key.value.sorted_list[-1][0] if len(key.value.sorted_list) > 0 else 0,
b"retentionTime",
key.value.retention,
b"chunkCount",
len(key.value.sorted_list) * 8 // key.value.chunk_size,
b"chunkSize",
key.value.chunk_size,
b"chunkType",
key.value.encoding,
b"duplicatePolicy",
key.value.duplicate_policy,
b"labels",
[[k, v] for k, v in key.value.labels.items()],
b"sourceKey",
key.value.source_key,
b"rules",
[
[rule.dest_key.name, rule.bucket_duration, rule.aggregator.upper(), rule.align_timestamp]
for rule in key.value.rules
],
b"keySelfName",
key.value.name,
b"Chunks",
[],
]
@command(name="TS.CREATE", fixed=(Key(TimeSeries),), repeat=(bytes,), flags=msgs.FLAG_DO_NOT_CREATE)
def ts_create(self, key: CommandItem, *args: bytes) -> SimpleString:
if key.value is not None:
raise SimpleError(msgs.TIMESERIES_KEY_EXISTS)
key.value = self._create_timeseries(key.key, *args)
return OK
@command(name="TS.ADD", fixed=(Key(TimeSeries), Timestamp, Float), repeat=(bytes,), flags=msgs.FLAG_DO_NOT_CREATE)
def ts_add(self, key: CommandItem, timestamp: int, value: float, *args: bytes) -> int:
(on_duplicate,), left_args = extract_args(args, ("*on_duplicate",), error_on_unexpected=False)
if key.value is None:
key.update(self._create_timeseries(key.key, *args))
if not self._validate_duplicate_policy(on_duplicate):
raise SimpleError(msgs.TIMESERIES_INVALID_DUPLICATE_POLICY)
res = key.value.add(timestamp, value, on_duplicate)
return res
@command(name="TS.GET", fixed=(Key(TimeSeries),), repeat=(bytes,))
def ts_get(self, key: CommandItem, *args: bytes) -> Optional[List[Union[int, float]]]:
if key.value is None:
raise SimpleError(msgs.TIMESERIES_KEY_DOES_NOT_EXIST)
return key.value.get()
@command(
name="TS.MADD",
fixed=(Key(TimeSeries), Timestamp, Float),
repeat=(Key(TimeSeries), Timestamp, Float),
flags=msgs.FLAG_DO_NOT_CREATE,
)
def ts_madd(self, *args: Any) -> List[int]:
if len(args) % 3 != 0:
raise SimpleError(msgs.WRONG_ARGS_MSG6)
results: List[int] = list()
for i in range(0, len(args), 3):
key, timestamp, value = args[i : i + 3]
if key.value is None:
raise SimpleError(msgs.TIMESERIES_KEY_DOES_NOT_EXIST)
results.append(key.value.add(timestamp, value))
return results
@command(name="TS.DEL", fixed=(Key(TimeSeries), Int, Int), repeat=(), flags=msgs.FLAG_DO_NOT_CREATE)
def ts_del(self, key: CommandItem, from_ts: int, to_ts: int) -> bytes:
if key.value is None:
raise SimpleError(msgs.TIMESERIES_KEY_DOES_NOT_EXIST)
return key.value.delete(from_ts, to_ts)
@command(
name="TS.CREATERULE",
fixed=(Key(TimeSeries), Key(TimeSeries), bytes, bytes, Int),
repeat=(bytes,),
flags=msgs.FLAG_DO_NOT_CREATE,
)
def ts_createrule(
self,
source_key: CommandItem,
dest_key: CommandItem,
_: bytes,
aggregator: bytes,
bucket_duration: int,
*args: bytes,
) -> SimpleString:
if source_key.value is None:
raise SimpleError(msgs.TIMESERIES_KEY_DOES_NOT_EXIST)
if dest_key.value is None:
raise SimpleError(msgs.TIMESERIES_KEY_DOES_NOT_EXIST)
if len(args) > 1:
raise SimpleError(msgs.WRONG_ARGS_MSG6.format("ts.createrule"))
try:
align_timestamp = int(args[0]) if len(args) == 1 else 0
except ValueError:
raise SimpleError(msgs.TIMESERIES_BAD_TIMESTAMP)
existing_rule = source_key.value.get_rule(dest_key.key)
if existing_rule is not None:
raise SimpleError(msgs.TIMESERIES_RULE_EXISTS)
if aggregator not in AGGREGATORS:
raise SimpleError(msgs.TIMESERIES_BAD_AGGREGATION_TYPE)
rule = TimeSeriesRule(source_key.value, dest_key.value, aggregator, bucket_duration, align_timestamp)
source_key.value.add_rule(rule)
return OK
@command(
name="TS.DELETERULE",
fixed=(Key(TimeSeries), Key(TimeSeries)),
repeat=(),
flags=msgs.FLAG_DO_NOT_CREATE,
)
def ts_deleterule(self, source_key: CommandItem, dest_key: CommandItem) -> bytes:
if source_key.value is None:
raise SimpleError(msgs.TIMESERIES_KEY_DOES_NOT_EXIST)
res: Optional[TimeSeriesRule] = source_key.value.get_rule(dest_key.key)
if res is None:
raise SimpleError(msgs.TIMESERIES_RULE_DOES_NOT_EXIST)
source_key.value.delete_rule(res)
return OK
def _ts_inc_or_dec(self, key: CommandItem, addend: float, *args: bytes) -> bytes:
(ts,), left_args = extract_args(
args,
("+timestamp",),
error_on_unexpected=False,
)
if key.value is None:
key.update(self._create_timeseries(key.key, *left_args))
timeseries = key.value
if ts is None:
if len(timeseries.sorted_list) == 0:
ts = int(time.time())
else:
ts = timeseries.sorted_list[-1][0]
if len(timeseries.sorted_list) > 0 and ts < timeseries.sorted_list[-1][0]:
raise SimpleError(msgs.TIMESERIES_INVALID_TIMESTAMP)
try:
return key.value.incrby(ts, addend)
except ValueError:
msg = (
msgs.TIMESERIES_TIMESTAMP_LOWER_THAN_MAX_V7
if self.version >= (7,)
else msgs.TIMESERIES_TIMESTAMP_LOWER_THAN_MAX_V6
)
raise SimpleError(msg)
@command(name="TS.INCRBY", fixed=(Key(TimeSeries), Float), repeat=(bytes,), flags=msgs.FLAG_DO_NOT_CREATE)
def ts_incrby(self, key: CommandItem, addend: float, *args: bytes) -> bytes:
return self._ts_inc_or_dec(key, addend, *args)
@command(name="TS.DECRBY", fixed=(Key(TimeSeries), Float), repeat=(bytes,), flags=msgs.FLAG_DO_NOT_CREATE)
def ts_decrby(self, key: CommandItem, subtrahend: float, *args: bytes) -> bytes:
return self._ts_inc_or_dec(key, -subtrahend, *args)
@command(name="TS.ALTER", fixed=(Key(TimeSeries),), repeat=(bytes,), flags=msgs.FLAG_DO_NOT_CREATE)
def ts_alter(self, key: CommandItem, *args: bytes) -> bytes:
if key.value is None:
raise SimpleError(msgs.TIMESERIES_KEY_DOES_NOT_EXIST)
((retention, chunk_size, duplicate_policy, (ignore_max_time_diff, ignore_max_val_diff)), left_args) = (
extract_args(
args, ("+retention", "+chunk_size", "*duplicate_policy", "++ignore"), error_on_unexpected=False
)
)
if chunk_size is not None and chunk_size % 8 != 0:
raise SimpleError(msgs.TIMESERIES_BAD_CHUNK_SIZE)
if not self._validate_duplicate_policy(duplicate_policy):
raise SimpleError(msgs.TIMESERIES_INVALID_DUPLICATE_POLICY)
duplicate_policy = duplicate_policy.lower() if duplicate_policy else None
if len(left_args) > 0 and (not casematch(left_args[0], b"LABELS") or len(left_args) % 2 != 1):
raise SimpleError(msgs.BAD_SUBCOMMAND_MSG.format("TS.ADD"))
labels = dict(zip(left_args[1::2], left_args[2::2])) if len(left_args) > 0 else {}
key.value.retention = retention or key.value.retention
key.value.chunk_size = chunk_size or key.value.chunk_size
key.value.duplicate_policy = duplicate_policy or key.value.duplicate_policy
key.value.ignore_max_time_diff = ignore_max_time_diff or key.value.ignore_max_time_diff
key.value.ignore_max_val_diff = ignore_max_val_diff or key.value.ignore_max_val_diff
key.value.labels = labels or key.value.labels
key.updated()
return OK
def _range(
self, reverse: bool, ts: TimeSeries, from_ts: int, to_ts: int, *args: bytes
) -> List[List[Union[int, float]]]:
RANGE_ARGS = ("latest", "++filter_by_value", "+count", "*align", "*+aggregation", "*buckettimestamp", "empty")
(
(
latest,
(value_min, value_max),
count,
align,
(aggregator, bucket_duration),
bucket_timestamp,
empty,
),
left_args,
) = extract_args(args, RANGE_ARGS, error_on_unexpected=False, left_from_first_unexpected=False)
latest = True
filter_ts: Optional[List[int]] = None
if len(left_args) > 0:
if not casematch(left_args[0], b"FILTER_BY_TS"):
raise SimpleError(msgs.WRONG_ARGS_MSG6)
left_args = left_args[1:]
filter_ts = [int(x) for x in left_args]
if aggregator is None and (align is not None or bucket_timestamp is not None or empty):
raise SimpleError(msgs.WRONG_ARGS_MSG6)
if bucket_timestamp is not None and bucket_timestamp not in (b"-", b"+", b"~"):
raise SimpleError(msgs.WRONG_ARGS_MSG6)
if align is not None:
if align == b"+":
align = to_ts
elif align == b"-":
align = from_ts
else:
align = int(align)
if aggregator is not None and aggregator not in AGGREGATORS:
raise SimpleError(msgs.TIMESERIES_BAD_AGGREGATION_TYPE)
if aggregator is None:
res = ts.range(from_ts, to_ts, value_min, value_max, count, filter_ts, reverse)
else:
res = ts.aggregate(
from_ts,
to_ts,
latest,
value_min,
value_max,
count,
filter_ts,
align,
aggregator,
bucket_duration,
bucket_timestamp,
empty,
reverse,
)
res = [[x[0], x[1]] for x in res]
return res
@command(
name="TS.RANGE", fixed=(Key(TimeSeries), Timestamp, Timestamp), repeat=(bytes,), flags=msgs.FLAG_DO_NOT_CREATE
)
def ts_range(self, key: CommandItem, from_ts: int, to_ts: int, *args: bytes) -> List[List[Union[int, float]]]:
if key.value is None:
raise SimpleError(msgs.TIMESERIES_KEY_DOES_NOT_EXIST)
return self._range(False, key.value, from_ts, to_ts, *args)
@command(
name="TS.REVRANGE",
fixed=(Key(TimeSeries), Timestamp, Timestamp),
repeat=(bytes,),
flags=msgs.FLAG_DO_NOT_CREATE,
)
def ts_revrange(self, key: CommandItem, from_ts: int, to_ts: int, *args: bytes) -> List[List[Union[int, float]]]:
if key.value is None:
raise SimpleError(msgs.TIMESERIES_KEY_DOES_NOT_EXIST)
res = self._range(True, key.value, from_ts, to_ts, *args)
return res
@command(name="TS.MGET", fixed=(bytes,), repeat=(bytes,), flags=msgs.FLAG_DO_NOT_CREATE)
def ts_mget(self, *args: bytes) -> List[List[Union[bytes, List[List[Union[int, float]]]]]]:
latest, with_labels, selected_labels, filter_expression = False, False, None, None
i = 0
while i < len(args):
if casematch(args[i], b"LATEST"):
latest = True # noqa: F841
i += 1
elif casematch(args[i], b"WITHLABELS"):
with_labels = True
i += 1
elif casematch(args[i], b"SELECTED_LABELS"):
selected_labels = list()
i += 1
while i < len(args) and casematch(args[i], b"FILTER"):
selected_labels.append(args[i])
elif casematch(args[i], b"FILTER"):
filter_expression = list()
i += 1
while i < len(args):
filter_expression.append(args[i])
i += 1
if with_labels and selected_labels is not None:
raise SimpleError(msgs.WRONG_ARGS_MSG6.format("ts.mget"))
if filter_expression is None or len(filter_expression) == 0:
raise SimpleError(msgs.WRONG_ARGS_MSG6.format("ts.mget"))
timeseries = self._get_timeseries(filter_expression)
if with_labels:
return [[ts.name, [[k, v] for (k, v) in ts.labels.items()], ts.get()] for ts in timeseries]
if selected_labels is not None:
res = [
[ts.name, [[label, ts.labels[label]] for label in selected_labels if label in ts.labels], ts.get()]
for ts in timeseries
]
else:
res = [[ts.name, [], ts.get()] for ts in timeseries]
return res
@command(name="TS.QUERYINDEX", fixed=(bytes,), repeat=(bytes,), flags=msgs.FLAG_DO_NOT_CREATE)
def ts_queryindex(self, *args: bytes) -> List[bytes]:
filter_expressions = list(args)
timeseries = self._get_timeseries(filter_expressions)
return [ts.name for ts in timeseries]
def _group_by_label(self, reverse: bool, ts_list: List[Any], label: bytes, reducer: bytes) -> TimeSeries:
# ts_list: [[name, labels, measurements], ...]
reducer = reducer.lower()
if reducer not in AGGREGATORS:
raise SimpleError(msgs.TIMESERIES_BAD_AGGREGATION_TYPE)
ts_map: Dict[bytes, Dict[int, List[float]]] = dict() # label_value -> timestamp -> values
for ts in ts_list:
# Find label value
labels, label_value = ts[1], None
for label_name, current_value in labels:
if label_name == label:
label_value = current_value
break
if not label_value:
raise SimpleError(msgs.TIMESERIES_BAD_FILTER_EXPRESSION)
if label_value not in ts_map:
ts_map[label_value] = dict()
# Collect measurements
for timestamp, value in ts[2]:
if timestamp not in ts_map[label_value]:
ts_map[label_value][timestamp] = list()
ts_map[label_value][timestamp].append(value)
res = []
for label_value, timestamp_values in ts_map.items():
sorted_timestamps = sorted(timestamp_values.keys())
name = f"{label.decode()}={label_value.decode()}"
sources = (", ".join([ts[0].decode() for ts in ts_list])).encode("utf-8")
labels = {label: label_value, b"__reducer__": reducer, b"__source__": sources}
measurements: List[List[Union[int, float]]] = [
[timestamp, float(AGGREGATORS[reducer](timestamp_values[timestamp]))] for timestamp in sorted_timestamps
]
if reverse:
measurements.reverse()
res.append([name.encode("utf-8"), [[k, v] for (k, v) in labels.items()], measurements])
return res
def _mrange(self, reverse: bool, from_ts: int, to_ts: int, *args: bytes):
args_lower = [arg.lower() for arg in args]
arg_words = {
b"latest",
b"withlabels",
b"selected_labels",
b"filter",
b"groupby",
b"reduce",
b"count",
b"aggregation",
b"filter_by_value",
b"filter_by_ts",
b"align",
b"aggregation",
}
left_args = []
latest, with_labels, selected_labels, filter_expression, group_by, reducer = (
False,
False,
None,
None,
None,
None,
)
i = 0
while i < len(args_lower):
if args_lower[i] == b"latest":
latest = True # noqa: F841
i += 1
elif args_lower[i] == b"withlabels":
with_labels = True
i += 1
elif args_lower[i] == b"selected_labels":
selected_labels = list()
i += 1
while i < len(args_lower) and args_lower[i] not in arg_words:
selected_labels.append(args_lower[i])
i += 1
elif args_lower[i] == b"filter":
filter_expression = list()
i += 1
while i < len(args_lower) and args_lower[i] not in arg_words:
filter_expression.append(args[i])
i += 1
elif i + 3 < len(args_lower) and args_lower[i] == b"groupby" and args_lower[i + 2] == b"reduce":
group_by = args[i + 1]
reducer = args_lower[i + 3]
i += 4
else:
left_args.append(args[i])
i += 1
if with_labels and selected_labels is not None:
raise SimpleError(msgs.WRONG_ARGS_MSG6.format("ts.mrange"))
if filter_expression is None or len(filter_expression) == 0:
raise SimpleError(msgs.WRONG_ARGS_MSG6.format("ts.mrange"))
timeseries = self._get_timeseries(filter_expression)
if with_labels or (group_by is not None and reducer is not None):
res = [
[
ts.name,
[[k, v] for (k, v) in ts.labels.items()],
self._range(reverse, ts, from_ts, to_ts, *left_args),
]
for ts in timeseries
]
elif selected_labels is not None:
res = [
[
ts.name,
[[label, ts.labels[label]] for label in selected_labels if label in ts.labels],
self._range(reverse, ts, from_ts, to_ts, *left_args),
]
for ts in timeseries
]
else:
res = [[ts.name, [], self._range(reverse, ts, from_ts, to_ts, *left_args)] for ts in timeseries]
if group_by is not None and reducer is not None:
return self._group_by_label(reverse, res, group_by, reducer)
return res
@command(name="TS.MRANGE", fixed=(Timestamp, Timestamp), repeat=(bytes,), flags=msgs.FLAG_DO_NOT_CREATE)
def ts_mrange(
self, from_ts: int, to_ts: int, *args: bytes
) -> List[List[Union[bytes, List[List[Union[int, float]]]]]]:
return self._mrange(False, from_ts, to_ts, *args)
@command(name="TS.MREVRANGE", fixed=(Timestamp, Timestamp), repeat=(bytes,), flags=msgs.FLAG_DO_NOT_CREATE)
def ts_mrevrange(
self, from_ts: int, to_ts: int, *args: bytes
) -> List[List[Union[bytes, List[List[Union[int, float]]]]]]:
return self._mrange(True, from_ts, to_ts, *args)
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