misp-galaxy/galaxy/lib/python3.12/site-packages/redis/commands/search/aggregation.py

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2024-08-20 16:46:04 +00:00
from typing import List, Union
FIELDNAME = object()
class Limit:
def __init__(self, offset: int = 0, count: int = 0) -> None:
self.offset = offset
self.count = count
def build_args(self):
if self.count:
return ["LIMIT", str(self.offset), str(self.count)]
else:
return []
class Reducer:
"""
Base reducer object for all reducers.
See the `redisearch.reducers` module for the actual reducers.
"""
NAME = None
def __init__(self, *args: List[str]) -> None:
self._args = args
self._field = None
self._alias = None
def alias(self, alias: str) -> "Reducer":
"""
Set the alias for this reducer.
### Parameters
- **alias**: The value of the alias for this reducer. If this is the
special value `aggregation.FIELDNAME` then this reducer will be
aliased using the same name as the field upon which it operates.
Note that using `FIELDNAME` is only possible on reducers which
operate on a single field value.
This method returns the `Reducer` object making it suitable for
chaining.
"""
if alias is FIELDNAME:
if not self._field:
raise ValueError("Cannot use FIELDNAME alias with no field")
# Chop off initial '@'
alias = self._field[1:]
self._alias = alias
return self
@property
def args(self) -> List[str]:
return self._args
class SortDirection:
"""
This special class is used to indicate sort direction.
"""
DIRSTRING = None
def __init__(self, field: str) -> None:
self.field = field
class Asc(SortDirection):
"""
Indicate that the given field should be sorted in ascending order
"""
DIRSTRING = "ASC"
class Desc(SortDirection):
"""
Indicate that the given field should be sorted in descending order
"""
DIRSTRING = "DESC"
class AggregateRequest:
"""
Aggregation request which can be passed to `Client.aggregate`.
"""
def __init__(self, query: str = "*") -> None:
"""
Create an aggregation request. This request may then be passed to
`client.aggregate()`.
In order for the request to be usable, it must contain at least one
group.
- **query** Query string for filtering records.
All member methods (except `build_args()`)
return the object itself, making them useful for chaining.
"""
self._query = query
self._aggregateplan = []
self._loadfields = []
self._loadall = False
self._max = 0
self._with_schema = False
self._verbatim = False
self._cursor = []
self._dialect = None
self._add_scores = False
def load(self, *fields: List[str]) -> "AggregateRequest":
"""
Indicate the fields to be returned in the response. These fields are
returned in addition to any others implicitly specified.
### Parameters
- **fields**: If fields not specified, all the fields will be loaded.
Otherwise, fields should be given in the format of `@field`.
"""
if fields:
self._loadfields.extend(fields)
else:
self._loadall = True
return self
def group_by(
self, fields: List[str], *reducers: Union[Reducer, List[Reducer]]
) -> "AggregateRequest":
"""
Specify by which fields to group the aggregation.
### Parameters
- **fields**: Fields to group by. This can either be a single string,
or a list of strings. both cases, the field should be specified as
`@field`.
- **reducers**: One or more reducers. Reducers may be found in the
`aggregation` module.
"""
fields = [fields] if isinstance(fields, str) else fields
reducers = [reducers] if isinstance(reducers, Reducer) else reducers
ret = ["GROUPBY", str(len(fields)), *fields]
for reducer in reducers:
ret += ["REDUCE", reducer.NAME, str(len(reducer.args))]
ret.extend(reducer.args)
if reducer._alias is not None:
ret += ["AS", reducer._alias]
self._aggregateplan.extend(ret)
return self
def apply(self, **kwexpr) -> "AggregateRequest":
"""
Specify one or more projection expressions to add to each result
### Parameters
- **kwexpr**: One or more key-value pairs for a projection. The key is
the alias for the projection, and the value is the projection
expression itself, for example `apply(square_root="sqrt(@foo)")`
"""
for alias, expr in kwexpr.items():
ret = ["APPLY", expr]
if alias is not None:
ret += ["AS", alias]
self._aggregateplan.extend(ret)
return self
def limit(self, offset: int, num: int) -> "AggregateRequest":
"""
Sets the limit for the most recent group or query.
If no group has been defined yet (via `group_by()`) then this sets
the limit for the initial pool of results from the query. Otherwise,
this limits the number of items operated on from the previous group.
Setting a limit on the initial search results may be useful when
attempting to execute an aggregation on a sample of a large data set.
### Parameters
- **offset**: Result offset from which to begin paging
- **num**: Number of results to return
Example of sorting the initial results:
```
AggregateRequest("@sale_amount:[10000, inf]")\
.limit(0, 10)\
.group_by("@state", r.count())
```
Will only group by the states found in the first 10 results of the
query `@sale_amount:[10000, inf]`. On the other hand,
```
AggregateRequest("@sale_amount:[10000, inf]")\
.limit(0, 1000)\
.group_by("@state", r.count()\
.limit(0, 10)
```
Will group all the results matching the query, but only return the
first 10 groups.
If you only wish to return a *top-N* style query, consider using
`sort_by()` instead.
"""
_limit = Limit(offset, num)
self._aggregateplan.extend(_limit.build_args())
return self
def sort_by(self, *fields: List[str], **kwargs) -> "AggregateRequest":
"""
Indicate how the results should be sorted. This can also be used for
*top-N* style queries
### Parameters
- **fields**: The fields by which to sort. This can be either a single
field or a list of fields. If you wish to specify order, you can
use the `Asc` or `Desc` wrapper classes.
- **max**: Maximum number of results to return. This can be
used instead of `LIMIT` and is also faster.
Example of sorting by `foo` ascending and `bar` descending:
```
sort_by(Asc("@foo"), Desc("@bar"))
```
Return the top 10 customers:
```
AggregateRequest()\
.group_by("@customer", r.sum("@paid").alias(FIELDNAME))\
.sort_by(Desc("@paid"), max=10)
```
"""
if isinstance(fields, (str, SortDirection)):
fields = [fields]
fields_args = []
for f in fields:
if isinstance(f, SortDirection):
fields_args += [f.field, f.DIRSTRING]
else:
fields_args += [f]
ret = ["SORTBY", str(len(fields_args))]
ret.extend(fields_args)
max = kwargs.get("max", 0)
if max > 0:
ret += ["MAX", str(max)]
self._aggregateplan.extend(ret)
return self
def filter(self, expressions: Union[str, List[str]]) -> "AggregateRequest":
"""
Specify filter for post-query results using predicates relating to
values in the result set.
### Parameters
- **fields**: Fields to group by. This can either be a single string,
or a list of strings.
"""
if isinstance(expressions, str):
expressions = [expressions]
for expression in expressions:
self._aggregateplan.extend(["FILTER", expression])
return self
def with_schema(self) -> "AggregateRequest":
"""
If set, the `schema` property will contain a list of `[field, type]`
entries in the result object.
"""
self._with_schema = True
return self
def add_scores(self) -> "AggregateRequest":
"""
If set, includes the score as an ordinary field of the row.
"""
self._add_scores = True
return self
def verbatim(self) -> "AggregateRequest":
self._verbatim = True
return self
def cursor(self, count: int = 0, max_idle: float = 0.0) -> "AggregateRequest":
args = ["WITHCURSOR"]
if count:
args += ["COUNT", str(count)]
if max_idle:
args += ["MAXIDLE", str(max_idle * 1000)]
self._cursor = args
return self
def build_args(self) -> List[str]:
# @foo:bar ...
ret = [self._query]
if self._with_schema:
ret.append("WITHSCHEMA")
if self._verbatim:
ret.append("VERBATIM")
if self._add_scores:
ret.append("ADDSCORES")
if self._cursor:
ret += self._cursor
if self._loadall:
ret.append("LOAD")
ret.append("*")
elif self._loadfields:
ret.append("LOAD")
ret.append(str(len(self._loadfields)))
ret.extend(self._loadfields)
if self._dialect:
ret.extend(["DIALECT", self._dialect])
ret.extend(self._aggregateplan)
return ret
def dialect(self, dialect: int) -> "AggregateRequest":
"""
Add a dialect field to the aggregate command.
- **dialect** - dialect version to execute the query under
"""
self._dialect = dialect
return self
class Cursor:
def __init__(self, cid: int) -> None:
self.cid = cid
self.max_idle = 0
self.count = 0
def build_args(self):
args = [str(self.cid)]
if self.max_idle:
args += ["MAXIDLE", str(self.max_idle)]
if self.count:
args += ["COUNT", str(self.count)]
return args
class AggregateResult:
def __init__(self, rows, cursor: Cursor, schema) -> None:
self.rows = rows
self.cursor = cursor
self.schema = schema
def __repr__(self) -> (str, str):
cid = self.cursor.cid if self.cursor else -1
return (
f"<{self.__class__.__name__} at 0x{id(self):x} "
f"Rows={len(self.rows)}, Cursor={cid}>"
)