update

frontEnd/venv/lib/python3.12/site-packages/redis/commands/__init__.py

@@ -0,0 +1,18 @@
+from .cluster import READ_COMMANDS, AsyncRedisClusterCommands, RedisClusterCommands
+from .core import AsyncCoreCommands, CoreCommands
+from .helpers import list_or_args
+from .redismodules import AsyncRedisModuleCommands, RedisModuleCommands
+from .sentinel import AsyncSentinelCommands, SentinelCommands
+
+__all__ = [
+    "AsyncCoreCommands",
+    "AsyncRedisClusterCommands",
+    "AsyncRedisModuleCommands",
+    "AsyncSentinelCommands",
+    "CoreCommands",
+    "READ_COMMANDS",
+    "RedisClusterCommands",
+    "RedisModuleCommands",
+    "SentinelCommands",
+    "list_or_args",
+]

frontEnd/venv/lib/python3.12/site-packages/redis/commands/bf/__init__.py

@@ -0,0 +1,253 @@
+from redis._parsers.helpers import bool_ok
+
+from ..helpers import get_protocol_version, parse_to_list
+from .commands import *  # noqa
+from .info import BFInfo, CFInfo, CMSInfo, TDigestInfo, TopKInfo
+
+
+class AbstractBloom(object):
+    """
+    The client allows to interact with RedisBloom and use all of
+    it's functionality.
+
+    - BF for Bloom Filter
+    - CF for Cuckoo Filter
+    - CMS for Count-Min Sketch
+    - TOPK for TopK Data Structure
+    - TDIGEST for estimate rank statistics
+    """
+
+    @staticmethod
+    def append_items(params, items):
+        """Append ITEMS to params."""
+        params.extend(["ITEMS"])
+        params += items
+
+    @staticmethod
+    def append_error(params, error):
+        """Append ERROR to params."""
+        if error is not None:
+            params.extend(["ERROR", error])
+
+    @staticmethod
+    def append_capacity(params, capacity):
+        """Append CAPACITY to params."""
+        if capacity is not None:
+            params.extend(["CAPACITY", capacity])
+
+    @staticmethod
+    def append_expansion(params, expansion):
+        """Append EXPANSION to params."""
+        if expansion is not None:
+            params.extend(["EXPANSION", expansion])
+
+    @staticmethod
+    def append_no_scale(params, noScale):
+        """Append NONSCALING tag to params."""
+        if noScale is not None:
+            params.extend(["NONSCALING"])
+
+    @staticmethod
+    def append_weights(params, weights):
+        """Append WEIGHTS to params."""
+        if len(weights) > 0:
+            params.append("WEIGHTS")
+            params += weights
+
+    @staticmethod
+    def append_no_create(params, noCreate):
+        """Append NOCREATE tag to params."""
+        if noCreate is not None:
+            params.extend(["NOCREATE"])
+
+    @staticmethod
+    def append_items_and_increments(params, items, increments):
+        """Append pairs of items and increments to params."""
+        for i in range(len(items)):
+            params.append(items[i])
+            params.append(increments[i])
+
+    @staticmethod
+    def append_values_and_weights(params, items, weights):
+        """Append pairs of items and weights to params."""
+        for i in range(len(items)):
+            params.append(items[i])
+            params.append(weights[i])
+
+    @staticmethod
+    def append_max_iterations(params, max_iterations):
+        """Append MAXITERATIONS to params."""
+        if max_iterations is not None:
+            params.extend(["MAXITERATIONS", max_iterations])
+
+    @staticmethod
+    def append_bucket_size(params, bucket_size):
+        """Append BUCKETSIZE to params."""
+        if bucket_size is not None:
+            params.extend(["BUCKETSIZE", bucket_size])
+
+
+class CMSBloom(CMSCommands, AbstractBloom):
+    def __init__(self, client, **kwargs):
+        """Create a new RedisBloom client."""
+        # Set the module commands' callbacks
+        _MODULE_CALLBACKS = {
+            CMS_INITBYDIM: bool_ok,
+            CMS_INITBYPROB: bool_ok,
+            # CMS_INCRBY: spaceHolder,
+            # CMS_QUERY: spaceHolder,
+            CMS_MERGE: bool_ok,
+        }
+
+        _RESP2_MODULE_CALLBACKS = {
+            CMS_INFO: CMSInfo,
+        }
+        _RESP3_MODULE_CALLBACKS = {}
+
+        self.client = client
+        self.commandmixin = CMSCommands
+        self.execute_command = client.execute_command
+
+        if get_protocol_version(self.client) in ["3", 3]:
+            _MODULE_CALLBACKS.update(_RESP3_MODULE_CALLBACKS)
+        else:
+            _MODULE_CALLBACKS.update(_RESP2_MODULE_CALLBACKS)
+
+        for k, v in _MODULE_CALLBACKS.items():
+            self.client.set_response_callback(k, v)
+
+
+class TOPKBloom(TOPKCommands, AbstractBloom):
+    def __init__(self, client, **kwargs):
+        """Create a new RedisBloom client."""
+        # Set the module commands' callbacks
+        _MODULE_CALLBACKS = {
+            TOPK_RESERVE: bool_ok,
+            # TOPK_QUERY: spaceHolder,
+            # TOPK_COUNT: spaceHolder,
+        }
+
+        _RESP2_MODULE_CALLBACKS = {
+            TOPK_ADD: parse_to_list,
+            TOPK_INCRBY: parse_to_list,
+            TOPK_INFO: TopKInfo,
+            TOPK_LIST: parse_to_list,
+        }
+        _RESP3_MODULE_CALLBACKS = {}
+
+        self.client = client
+        self.commandmixin = TOPKCommands
+        self.execute_command = client.execute_command
+
+        if get_protocol_version(self.client) in ["3", 3]:
+            _MODULE_CALLBACKS.update(_RESP3_MODULE_CALLBACKS)
+        else:
+            _MODULE_CALLBACKS.update(_RESP2_MODULE_CALLBACKS)
+
+        for k, v in _MODULE_CALLBACKS.items():
+            self.client.set_response_callback(k, v)
+
+
+class CFBloom(CFCommands, AbstractBloom):
+    def __init__(self, client, **kwargs):
+        """Create a new RedisBloom client."""
+        # Set the module commands' callbacks
+        _MODULE_CALLBACKS = {
+            CF_RESERVE: bool_ok,
+            # CF_ADD: spaceHolder,
+            # CF_ADDNX: spaceHolder,
+            # CF_INSERT: spaceHolder,
+            # CF_INSERTNX: spaceHolder,
+            # CF_EXISTS: spaceHolder,
+            # CF_DEL: spaceHolder,
+            # CF_COUNT: spaceHolder,
+            # CF_SCANDUMP: spaceHolder,
+            # CF_LOADCHUNK: spaceHolder,
+        }
+
+        _RESP2_MODULE_CALLBACKS = {
+            CF_INFO: CFInfo,
+        }
+        _RESP3_MODULE_CALLBACKS = {}
+
+        self.client = client
+        self.commandmixin = CFCommands
+        self.execute_command = client.execute_command
+
+        if get_protocol_version(self.client) in ["3", 3]:
+            _MODULE_CALLBACKS.update(_RESP3_MODULE_CALLBACKS)
+        else:
+            _MODULE_CALLBACKS.update(_RESP2_MODULE_CALLBACKS)
+
+        for k, v in _MODULE_CALLBACKS.items():
+            self.client.set_response_callback(k, v)
+
+
+class TDigestBloom(TDigestCommands, AbstractBloom):
+    def __init__(self, client, **kwargs):
+        """Create a new RedisBloom client."""
+        # Set the module commands' callbacks
+        _MODULE_CALLBACKS = {
+            TDIGEST_CREATE: bool_ok,
+            # TDIGEST_RESET: bool_ok,
+            # TDIGEST_ADD: spaceHolder,
+            # TDIGEST_MERGE: spaceHolder,
+        }
+
+        _RESP2_MODULE_CALLBACKS = {
+            TDIGEST_BYRANK: parse_to_list,
+            TDIGEST_BYREVRANK: parse_to_list,
+            TDIGEST_CDF: parse_to_list,
+            TDIGEST_INFO: TDigestInfo,
+            TDIGEST_MIN: float,
+            TDIGEST_MAX: float,
+            TDIGEST_TRIMMED_MEAN: float,
+            TDIGEST_QUANTILE: parse_to_list,
+        }
+        _RESP3_MODULE_CALLBACKS = {}
+
+        self.client = client
+        self.commandmixin = TDigestCommands
+        self.execute_command = client.execute_command
+
+        if get_protocol_version(self.client) in ["3", 3]:
+            _MODULE_CALLBACKS.update(_RESP3_MODULE_CALLBACKS)
+        else:
+            _MODULE_CALLBACKS.update(_RESP2_MODULE_CALLBACKS)
+
+        for k, v in _MODULE_CALLBACKS.items():
+            self.client.set_response_callback(k, v)
+
+
+class BFBloom(BFCommands, AbstractBloom):
+    def __init__(self, client, **kwargs):
+        """Create a new RedisBloom client."""
+        # Set the module commands' callbacks
+        _MODULE_CALLBACKS = {
+            BF_RESERVE: bool_ok,
+            # BF_ADD: spaceHolder,
+            # BF_MADD: spaceHolder,
+            # BF_INSERT: spaceHolder,
+            # BF_EXISTS: spaceHolder,
+            # BF_MEXISTS: spaceHolder,
+            # BF_SCANDUMP: spaceHolder,
+            # BF_LOADCHUNK: spaceHolder,
+            # BF_CARD: spaceHolder,
+        }
+
+        _RESP2_MODULE_CALLBACKS = {
+            BF_INFO: BFInfo,
+        }
+        _RESP3_MODULE_CALLBACKS = {}
+
+        self.client = client
+        self.commandmixin = BFCommands
+        self.execute_command = client.execute_command
+
+        if get_protocol_version(self.client) in ["3", 3]:
+            _MODULE_CALLBACKS.update(_RESP3_MODULE_CALLBACKS)
+        else:
+            _MODULE_CALLBACKS.update(_RESP2_MODULE_CALLBACKS)
+
+        for k, v in _MODULE_CALLBACKS.items():
+            self.client.set_response_callback(k, v)

frontEnd/venv/lib/python3.12/site-packages/redis/commands/bf/commands.py

@@ -0,0 +1,542 @@
+from redis.client import NEVER_DECODE
+from redis.exceptions import ModuleError
+from redis.utils import HIREDIS_AVAILABLE, deprecated_function
+
+BF_RESERVE = "BF.RESERVE"
+BF_ADD = "BF.ADD"
+BF_MADD = "BF.MADD"
+BF_INSERT = "BF.INSERT"
+BF_EXISTS = "BF.EXISTS"
+BF_MEXISTS = "BF.MEXISTS"
+BF_SCANDUMP = "BF.SCANDUMP"
+BF_LOADCHUNK = "BF.LOADCHUNK"
+BF_INFO = "BF.INFO"
+BF_CARD = "BF.CARD"
+
+CF_RESERVE = "CF.RESERVE"
+CF_ADD = "CF.ADD"
+CF_ADDNX = "CF.ADDNX"
+CF_INSERT = "CF.INSERT"
+CF_INSERTNX = "CF.INSERTNX"
+CF_EXISTS = "CF.EXISTS"
+CF_MEXISTS = "CF.MEXISTS"
+CF_DEL = "CF.DEL"
+CF_COUNT = "CF.COUNT"
+CF_SCANDUMP = "CF.SCANDUMP"
+CF_LOADCHUNK = "CF.LOADCHUNK"
+CF_INFO = "CF.INFO"
+
+CMS_INITBYDIM = "CMS.INITBYDIM"
+CMS_INITBYPROB = "CMS.INITBYPROB"
+CMS_INCRBY = "CMS.INCRBY"
+CMS_QUERY = "CMS.QUERY"
+CMS_MERGE = "CMS.MERGE"
+CMS_INFO = "CMS.INFO"
+
+TOPK_RESERVE = "TOPK.RESERVE"
+TOPK_ADD = "TOPK.ADD"
+TOPK_INCRBY = "TOPK.INCRBY"
+TOPK_QUERY = "TOPK.QUERY"
+TOPK_COUNT = "TOPK.COUNT"
+TOPK_LIST = "TOPK.LIST"
+TOPK_INFO = "TOPK.INFO"
+
+TDIGEST_CREATE = "TDIGEST.CREATE"
+TDIGEST_RESET = "TDIGEST.RESET"
+TDIGEST_ADD = "TDIGEST.ADD"
+TDIGEST_MERGE = "TDIGEST.MERGE"
+TDIGEST_CDF = "TDIGEST.CDF"
+TDIGEST_QUANTILE = "TDIGEST.QUANTILE"
+TDIGEST_MIN = "TDIGEST.MIN"
+TDIGEST_MAX = "TDIGEST.MAX"
+TDIGEST_INFO = "TDIGEST.INFO"
+TDIGEST_TRIMMED_MEAN = "TDIGEST.TRIMMED_MEAN"
+TDIGEST_RANK = "TDIGEST.RANK"
+TDIGEST_REVRANK = "TDIGEST.REVRANK"
+TDIGEST_BYRANK = "TDIGEST.BYRANK"
+TDIGEST_BYREVRANK = "TDIGEST.BYREVRANK"
+
+
+class BFCommands:
+    """Bloom Filter commands."""
+
+    def create(self, key, errorRate, capacity, expansion=None, noScale=None):
+        """
+        Create a new Bloom Filter `key` with desired probability of false positives
+        `errorRate` expected entries to be inserted as `capacity`.
+        Default expansion value is 2. By default, filter is auto-scaling.
+        For more information see `BF.RESERVE <https://redis.io/commands/bf.reserve>`_.
+        """  # noqa
+        params = [key, errorRate, capacity]
+        self.append_expansion(params, expansion)
+        self.append_no_scale(params, noScale)
+        return self.execute_command(BF_RESERVE, *params)
+
+    reserve = create
+
+    def add(self, key, item):
+        """
+        Add to a Bloom Filter `key` an `item`.
+        For more information see `BF.ADD <https://redis.io/commands/bf.add>`_.
+        """  # noqa
+        return self.execute_command(BF_ADD, key, item)
+
+    def madd(self, key, *items):
+        """
+        Add to a Bloom Filter `key` multiple `items`.
+        For more information see `BF.MADD <https://redis.io/commands/bf.madd>`_.
+        """  # noqa
+        return self.execute_command(BF_MADD, key, *items)
+
+    def insert(
+        self,
+        key,
+        items,
+        capacity=None,
+        error=None,
+        noCreate=None,
+        expansion=None,
+        noScale=None,
+    ):
+        """
+        Add to a Bloom Filter `key` multiple `items`.
+
+        If `nocreate` remain `None` and `key` does not exist, a new Bloom Filter
+        `key` will be created with desired probability of false positives `errorRate`
+        and expected entries to be inserted as `size`.
+        For more information see `BF.INSERT <https://redis.io/commands/bf.insert>`_.
+        """  # noqa
+        params = [key]
+        self.append_capacity(params, capacity)
+        self.append_error(params, error)
+        self.append_expansion(params, expansion)
+        self.append_no_create(params, noCreate)
+        self.append_no_scale(params, noScale)
+        self.append_items(params, items)
+
+        return self.execute_command(BF_INSERT, *params)
+
+    def exists(self, key, item):
+        """
+        Check whether an `item` exists in Bloom Filter `key`.
+        For more information see `BF.EXISTS <https://redis.io/commands/bf.exists>`_.
+        """  # noqa
+        return self.execute_command(BF_EXISTS, key, item)
+
+    def mexists(self, key, *items):
+        """
+        Check whether `items` exist in Bloom Filter `key`.
+        For more information see `BF.MEXISTS <https://redis.io/commands/bf.mexists>`_.
+        """  # noqa
+        return self.execute_command(BF_MEXISTS, key, *items)
+
+    def scandump(self, key, iter):
+        """
+        Begin an incremental save of the bloom filter `key`.
+
+        This is useful for large bloom filters which cannot fit into the normal SAVE and RESTORE model.
+        The first time this command is called, the value of `iter` should be 0.
+        This command will return successive (iter, data) pairs until (0, NULL) to indicate completion.
+        For more information see `BF.SCANDUMP <https://redis.io/commands/bf.scandump>`_.
+        """  # noqa
+        if HIREDIS_AVAILABLE:
+            raise ModuleError("This command cannot be used when hiredis is available.")
+
+        params = [key, iter]
+        options = {}
+        options[NEVER_DECODE] = []
+        return self.execute_command(BF_SCANDUMP, *params, **options)
+
+    def loadchunk(self, key, iter, data):
+        """
+        Restore a filter previously saved using SCANDUMP.
+
+        See the SCANDUMP command for example usage.
+        This command will overwrite any bloom filter stored under key.
+        Ensure that the bloom filter will not be modified between invocations.
+        For more information see `BF.LOADCHUNK <https://redis.io/commands/bf.loadchunk>`_.
+        """  # noqa
+        return self.execute_command(BF_LOADCHUNK, key, iter, data)
+
+    def info(self, key):
+        """
+        Return capacity, size, number of filters, number of items inserted, and expansion rate.
+        For more information see `BF.INFO <https://redis.io/commands/bf.info>`_.
+        """  # noqa
+        return self.execute_command(BF_INFO, key)
+
+    def card(self, key):
+        """
+        Returns the cardinality of a Bloom filter - number of items that were added to a Bloom filter and detected as unique
+        (items that caused at least one bit to be set in at least one sub-filter).
+        For more information see `BF.CARD <https://redis.io/commands/bf.card>`_.
+        """  # noqa
+        return self.execute_command(BF_CARD, key)
+
+
+class CFCommands:
+    """Cuckoo Filter commands."""
+
+    def create(
+        self, key, capacity, expansion=None, bucket_size=None, max_iterations=None
+    ):
+        """
+        Create a new Cuckoo Filter `key` an initial `capacity` items.
+        For more information see `CF.RESERVE <https://redis.io/commands/cf.reserve>`_.
+        """  # noqa
+        params = [key, capacity]
+        self.append_expansion(params, expansion)
+        self.append_bucket_size(params, bucket_size)
+        self.append_max_iterations(params, max_iterations)
+        return self.execute_command(CF_RESERVE, *params)
+
+    reserve = create
+
+    def add(self, key, item):
+        """
+        Add an `item` to a Cuckoo Filter `key`.
+        For more information see `CF.ADD <https://redis.io/commands/cf.add>`_.
+        """  # noqa
+        return self.execute_command(CF_ADD, key, item)
+
+    def addnx(self, key, item):
+        """
+        Add an `item` to a Cuckoo Filter `key` only if item does not yet exist.
+        Command might be slower that `add`.
+        For more information see `CF.ADDNX <https://redis.io/commands/cf.addnx>`_.
+        """  # noqa
+        return self.execute_command(CF_ADDNX, key, item)
+
+    def insert(self, key, items, capacity=None, nocreate=None):
+        """
+        Add multiple `items` to a Cuckoo Filter `key`, allowing the filter
+        to be created with a custom `capacity` if it does not yet exist.
+        `items` must be provided as a list.
+        For more information see `CF.INSERT <https://redis.io/commands/cf.insert>`_.
+        """  # noqa
+        params = [key]
+        self.append_capacity(params, capacity)
+        self.append_no_create(params, nocreate)
+        self.append_items(params, items)
+        return self.execute_command(CF_INSERT, *params)
+
+    def insertnx(self, key, items, capacity=None, nocreate=None):
+        """
+        Add multiple `items` to a Cuckoo Filter `key` only if they do not exist yet,
+        allowing the filter to be created with a custom `capacity` if it does not yet exist.
+        `items` must be provided as a list.
+        For more information see `CF.INSERTNX <https://redis.io/commands/cf.insertnx>`_.
+        """  # noqa
+        params = [key]
+        self.append_capacity(params, capacity)
+        self.append_no_create(params, nocreate)
+        self.append_items(params, items)
+        return self.execute_command(CF_INSERTNX, *params)
+
+    def exists(self, key, item):
+        """
+        Check whether an `item` exists in Cuckoo Filter `key`.
+        For more information see `CF.EXISTS <https://redis.io/commands/cf.exists>`_.
+        """  # noqa
+        return self.execute_command(CF_EXISTS, key, item)
+
+    def mexists(self, key, *items):
+        """
+        Check whether an `items` exist in Cuckoo Filter `key`.
+        For more information see `CF.MEXISTS <https://redis.io/commands/cf.mexists>`_.
+        """  # noqa
+        return self.execute_command(CF_MEXISTS, key, *items)
+
+    def delete(self, key, item):
+        """
+        Delete `item` from `key`.
+        For more information see `CF.DEL <https://redis.io/commands/cf.del>`_.
+        """  # noqa
+        return self.execute_command(CF_DEL, key, item)
+
+    def count(self, key, item):
+        """
+        Return the number of times an `item` may be in the `key`.
+        For more information see `CF.COUNT <https://redis.io/commands/cf.count>`_.
+        """  # noqa
+        return self.execute_command(CF_COUNT, key, item)
+
+    def scandump(self, key, iter):
+        """
+        Begin an incremental save of the Cuckoo filter `key`.
+
+        This is useful for large Cuckoo filters which cannot fit into the normal
+        SAVE and RESTORE model.
+        The first time this command is called, the value of `iter` should be 0.
+        This command will return successive (iter, data) pairs until
+        (0, NULL) to indicate completion.
+        For more information see `CF.SCANDUMP <https://redis.io/commands/cf.scandump>`_.
+        """  # noqa
+        return self.execute_command(CF_SCANDUMP, key, iter)
+
+    def loadchunk(self, key, iter, data):
+        """
+        Restore a filter previously saved using SCANDUMP. See the SCANDUMP command for example usage.
+
+        This command will overwrite any Cuckoo filter stored under key.
+        Ensure that the Cuckoo filter will not be modified between invocations.
+        For more information see `CF.LOADCHUNK <https://redis.io/commands/cf.loadchunk>`_.
+        """  # noqa
+        return self.execute_command(CF_LOADCHUNK, key, iter, data)
+
+    def info(self, key):
+        """
+        Return size, number of buckets, number of filter, number of items inserted,
+        number of items deleted, bucket size, expansion rate, and max iteration.
+        For more information see `CF.INFO <https://redis.io/commands/cf.info>`_.
+        """  # noqa
+        return self.execute_command(CF_INFO, key)
+
+
+class TOPKCommands:
+    """TOP-k Filter commands."""
+
+    def reserve(self, key, k, width, depth, decay):
+        """
+        Create a new Top-K Filter `key` with desired probability of false
+        positives `errorRate` expected entries to be inserted as `size`.
+        For more information see `TOPK.RESERVE <https://redis.io/commands/topk.reserve>`_.
+        """  # noqa
+        return self.execute_command(TOPK_RESERVE, key, k, width, depth, decay)
+
+    def add(self, key, *items):
+        """
+        Add one `item` or more to a Top-K Filter `key`.
+        For more information see `TOPK.ADD <https://redis.io/commands/topk.add>`_.
+        """  # noqa
+        return self.execute_command(TOPK_ADD, key, *items)
+
+    def incrby(self, key, items, increments):
+        """
+        Add/increase `items` to a Top-K Sketch `key` by ''increments''.
+        Both `items` and `increments` are lists.
+        For more information see `TOPK.INCRBY <https://redis.io/commands/topk.incrby>`_.
+
+        Example:
+
+        >>> topkincrby('A', ['foo'], [1])
+        """  # noqa
+        params = [key]
+        self.append_items_and_increments(params, items, increments)
+        return self.execute_command(TOPK_INCRBY, *params)
+
+    def query(self, key, *items):
+        """
+        Check whether one `item` or more is a Top-K item at `key`.
+        For more information see `TOPK.QUERY <https://redis.io/commands/topk.query>`_.
+        """  # noqa
+        return self.execute_command(TOPK_QUERY, key, *items)
+
+    @deprecated_function(version="4.4.0", reason="deprecated since redisbloom 2.4.0")
+    def count(self, key, *items):
+        """
+        Return count for one `item` or more from `key`.
+        For more information see `TOPK.COUNT <https://redis.io/commands/topk.count>`_.
+        """  # noqa
+        return self.execute_command(TOPK_COUNT, key, *items)
+
+    def list(self, key, withcount=False):
+        """
+        Return full list of items in Top-K list of `key`.
+        If `withcount` set to True, return full list of items
+        with probabilistic count in Top-K list of `key`.
+        For more information see `TOPK.LIST <https://redis.io/commands/topk.list>`_.
+        """  # noqa
+        params = [key]
+        if withcount:
+            params.append("WITHCOUNT")
+        return self.execute_command(TOPK_LIST, *params)
+
+    def info(self, key):
+        """
+        Return k, width, depth and decay values of `key`.
+        For more information see `TOPK.INFO <https://redis.io/commands/topk.info>`_.
+        """  # noqa
+        return self.execute_command(TOPK_INFO, key)
+
+
+class TDigestCommands:
+    def create(self, key, compression=100):
+        """
+        Allocate the memory and initialize the t-digest.
+        For more information see `TDIGEST.CREATE <https://redis.io/commands/tdigest.create>`_.
+        """  # noqa
+        return self.execute_command(TDIGEST_CREATE, key, "COMPRESSION", compression)
+
+    def reset(self, key):
+        """
+        Reset the sketch `key` to zero - empty out the sketch and re-initialize it.
+        For more information see `TDIGEST.RESET <https://redis.io/commands/tdigest.reset>`_.
+        """  # noqa
+        return self.execute_command(TDIGEST_RESET, key)
+
+    def add(self, key, values):
+        """
+        Adds one or more observations to a t-digest sketch `key`.
+
+        For more information see `TDIGEST.ADD <https://redis.io/commands/tdigest.add>`_.
+        """  # noqa
+        return self.execute_command(TDIGEST_ADD, key, *values)
+
+    def merge(self, destination_key, num_keys, *keys, compression=None, override=False):
+        """
+        Merges all of the values from `keys` to 'destination-key' sketch.
+        It is mandatory to provide the `num_keys` before passing the input keys and
+        the other (optional) arguments.
+        If `destination_key` already exists its values are merged with the input keys.
+        If you wish to override the destination key contents use the `OVERRIDE` parameter.
+
+        For more information see `TDIGEST.MERGE <https://redis.io/commands/tdigest.merge>`_.
+        """  # noqa
+        params = [destination_key, num_keys, *keys]
+        if compression is not None:
+            params.extend(["COMPRESSION", compression])
+        if override:
+            params.append("OVERRIDE")
+        return self.execute_command(TDIGEST_MERGE, *params)
+
+    def min(self, key):
+        """
+        Return minimum value from the sketch `key`. Will return DBL_MAX if the sketch is empty.
+        For more information see `TDIGEST.MIN <https://redis.io/commands/tdigest.min>`_.
+        """  # noqa
+        return self.execute_command(TDIGEST_MIN, key)
+
+    def max(self, key):
+        """
+        Return maximum value from the sketch `key`. Will return DBL_MIN if the sketch is empty.
+        For more information see `TDIGEST.MAX <https://redis.io/commands/tdigest.max>`_.
+        """  # noqa
+        return self.execute_command(TDIGEST_MAX, key)
+
+    def quantile(self, key, quantile, *quantiles):
+        """
+        Returns estimates of one or more cutoffs such that a specified fraction of the
+        observations added to this t-digest would be less than or equal to each of the
+        specified cutoffs. (Multiple quantiles can be returned with one call)
+        For more information see `TDIGEST.QUANTILE <https://redis.io/commands/tdigest.quantile>`_.
+        """  # noqa
+        return self.execute_command(TDIGEST_QUANTILE, key, quantile, *quantiles)
+
+    def cdf(self, key, value, *values):
+        """
+        Return double fraction of all points added which are <= value.
+        For more information see `TDIGEST.CDF <https://redis.io/commands/tdigest.cdf>`_.
+        """  # noqa
+        return self.execute_command(TDIGEST_CDF, key, value, *values)
+
+    def info(self, key):
+        """
+        Return Compression, Capacity, Merged Nodes, Unmerged Nodes, Merged Weight, Unmerged Weight
+        and Total Compressions.
+        For more information see `TDIGEST.INFO <https://redis.io/commands/tdigest.info>`_.
+        """  # noqa
+        return self.execute_command(TDIGEST_INFO, key)
+
+    def trimmed_mean(self, key, low_cut_quantile, high_cut_quantile):
+        """
+        Return mean value from the sketch, excluding observation values outside
+        the low and high cutoff quantiles.
+        For more information see `TDIGEST.TRIMMED_MEAN <https://redis.io/commands/tdigest.trimmed_mean>`_.
+        """  # noqa
+        return self.execute_command(
+            TDIGEST_TRIMMED_MEAN, key, low_cut_quantile, high_cut_quantile
+        )
+
+    def rank(self, key, value, *values):
+        """
+        Retrieve the estimated rank of value (the number of observations in the sketch
+        that are smaller than value + half the number of observations that are equal to value).
+
+        For more information see `TDIGEST.RANK <https://redis.io/commands/tdigest.rank>`_.
+        """  # noqa
+        return self.execute_command(TDIGEST_RANK, key, value, *values)
+
+    def revrank(self, key, value, *values):
+        """
+        Retrieve the estimated rank of value (the number of observations in the sketch
+        that are larger than value + half the number of observations that are equal to value).
+
+        For more information see `TDIGEST.REVRANK <https://redis.io/commands/tdigest.revrank>`_.
+        """  # noqa
+        return self.execute_command(TDIGEST_REVRANK, key, value, *values)
+
+    def byrank(self, key, rank, *ranks):
+        """
+        Retrieve an estimation of the value with the given rank.
+
+        For more information see `TDIGEST.BY_RANK <https://redis.io/commands/tdigest.by_rank>`_.
+        """  # noqa
+        return self.execute_command(TDIGEST_BYRANK, key, rank, *ranks)
+
+    def byrevrank(self, key, rank, *ranks):
+        """
+        Retrieve an estimation of the value with the given reverse rank.
+
+        For more information see `TDIGEST.BY_REVRANK <https://redis.io/commands/tdigest.by_revrank>`_.
+        """  # noqa
+        return self.execute_command(TDIGEST_BYREVRANK, key, rank, *ranks)
+
+
+class CMSCommands:
+    """Count-Min Sketch Commands"""
+
+    def initbydim(self, key, width, depth):
+        """
+        Initialize a Count-Min Sketch `key` to dimensions (`width`, `depth`) specified by user.
+        For more information see `CMS.INITBYDIM <https://redis.io/commands/cms.initbydim>`_.
+        """  # noqa
+        return self.execute_command(CMS_INITBYDIM, key, width, depth)
+
+    def initbyprob(self, key, error, probability):
+        """
+        Initialize a Count-Min Sketch `key` to characteristics (`error`, `probability`) specified by user.
+        For more information see `CMS.INITBYPROB <https://redis.io/commands/cms.initbyprob>`_.
+        """  # noqa
+        return self.execute_command(CMS_INITBYPROB, key, error, probability)
+
+    def incrby(self, key, items, increments):
+        """
+        Add/increase `items` to a Count-Min Sketch `key` by ''increments''.
+        Both `items` and `increments` are lists.
+        For more information see `CMS.INCRBY <https://redis.io/commands/cms.incrby>`_.
+
+        Example:
+
+        >>> cmsincrby('A', ['foo'], [1])
+        """  # noqa
+        params = [key]
+        self.append_items_and_increments(params, items, increments)
+        return self.execute_command(CMS_INCRBY, *params)
+
+    def query(self, key, *items):
+        """
+        Return count for an `item` from `key`. Multiple items can be queried with one call.
+        For more information see `CMS.QUERY <https://redis.io/commands/cms.query>`_.
+        """  # noqa
+        return self.execute_command(CMS_QUERY, key, *items)
+
+    def merge(self, destKey, numKeys, srcKeys, weights=[]):
+        """
+        Merge `numKeys` of sketches into `destKey`. Sketches specified in `srcKeys`.
+        All sketches must have identical width and depth.
+        `Weights` can be used to multiply certain sketches. Default weight is 1.
+        Both `srcKeys` and `weights` are lists.
+        For more information see `CMS.MERGE <https://redis.io/commands/cms.merge>`_.
+        """  # noqa
+        params = [destKey, numKeys]
+        params += srcKeys
+        self.append_weights(params, weights)
+        return self.execute_command(CMS_MERGE, *params)
+
+    def info(self, key):
+        """
+        Return width, depth and total count of the sketch.
+        For more information see `CMS.INFO <https://redis.io/commands/cms.info>`_.
+        """  # noqa
+        return self.execute_command(CMS_INFO, key)

frontEnd/venv/lib/python3.12/site-packages/redis/commands/bf/info.py

@@ -0,0 +1,120 @@
+from ..helpers import nativestr
+
+
+class BFInfo(object):
+    capacity = None
+    size = None
+    filterNum = None
+    insertedNum = None
+    expansionRate = None
+
+    def __init__(self, args):
+        response = dict(zip(map(nativestr, args[::2]), args[1::2]))
+        self.capacity = response["Capacity"]
+        self.size = response["Size"]
+        self.filterNum = response["Number of filters"]
+        self.insertedNum = response["Number of items inserted"]
+        self.expansionRate = response["Expansion rate"]
+
+    def get(self, item):
+        try:
+            return self.__getitem__(item)
+        except AttributeError:
+            return None
+
+    def __getitem__(self, item):
+        return getattr(self, item)
+
+
+class CFInfo(object):
+    size = None
+    bucketNum = None
+    filterNum = None
+    insertedNum = None
+    deletedNum = None
+    bucketSize = None
+    expansionRate = None
+    maxIteration = None
+
+    def __init__(self, args):
+        response = dict(zip(map(nativestr, args[::2]), args[1::2]))
+        self.size = response["Size"]
+        self.bucketNum = response["Number of buckets"]
+        self.filterNum = response["Number of filters"]
+        self.insertedNum = response["Number of items inserted"]
+        self.deletedNum = response["Number of items deleted"]
+        self.bucketSize = response["Bucket size"]
+        self.expansionRate = response["Expansion rate"]
+        self.maxIteration = response["Max iterations"]
+
+    def get(self, item):
+        try:
+            return self.__getitem__(item)
+        except AttributeError:
+            return None
+
+    def __getitem__(self, item):
+        return getattr(self, item)
+
+
+class CMSInfo(object):
+    width = None
+    depth = None
+    count = None
+
+    def __init__(self, args):
+        response = dict(zip(map(nativestr, args[::2]), args[1::2]))
+        self.width = response["width"]
+        self.depth = response["depth"]
+        self.count = response["count"]
+
+    def __getitem__(self, item):
+        return getattr(self, item)
+
+
+class TopKInfo(object):
+    k = None
+    width = None
+    depth = None
+    decay = None
+
+    def __init__(self, args):
+        response = dict(zip(map(nativestr, args[::2]), args[1::2]))
+        self.k = response["k"]
+        self.width = response["width"]
+        self.depth = response["depth"]
+        self.decay = response["decay"]
+
+    def __getitem__(self, item):
+        return getattr(self, item)
+
+
+class TDigestInfo(object):
+    compression = None
+    capacity = None
+    merged_nodes = None
+    unmerged_nodes = None
+    merged_weight = None
+    unmerged_weight = None
+    total_compressions = None
+    memory_usage = None
+
+    def __init__(self, args):
+        response = dict(zip(map(nativestr, args[::2]), args[1::2]))
+        self.compression = response["Compression"]
+        self.capacity = response["Capacity"]
+        self.merged_nodes = response["Merged nodes"]
+        self.unmerged_nodes = response["Unmerged nodes"]
+        self.merged_weight = response["Merged weight"]
+        self.unmerged_weight = response["Unmerged weight"]
+        self.total_compressions = response["Total compressions"]
+        self.memory_usage = response["Memory usage"]
+
+    def get(self, item):
+        try:
+            return self.__getitem__(item)
+        except AttributeError:
+            return None
+
+    def __getitem__(self, item):
+        return getattr(self, item)

frontEnd/venv/lib/python3.12/site-packages/redis/commands/cluster.py

@@ -0,0 +1,928 @@
+import asyncio
+from typing import (
+    TYPE_CHECKING,
+    Any,
+    AsyncIterator,
+    Dict,
+    Iterable,
+    Iterator,
+    List,
+    Mapping,
+    NoReturn,
+    Optional,
+    Union,
+)
+
+from redis.compat import Literal
+from redis.crc import key_slot
+from redis.exceptions import RedisClusterException, RedisError
+from redis.typing import (
+    AnyKeyT,
+    ClusterCommandsProtocol,
+    EncodableT,
+    KeysT,
+    KeyT,
+    PatternT,
+)
+
+from .core import (
+    ACLCommands,
+    AsyncACLCommands,
+    AsyncDataAccessCommands,
+    AsyncFunctionCommands,
+    AsyncGearsCommands,
+    AsyncManagementCommands,
+    AsyncModuleCommands,
+    AsyncScriptCommands,
+    DataAccessCommands,
+    FunctionCommands,
+    GearsCommands,
+    ManagementCommands,
+    ModuleCommands,
+    PubSubCommands,
+    ResponseT,
+    ScriptCommands,
+)
+from .helpers import list_or_args
+from .redismodules import RedisModuleCommands
+
+if TYPE_CHECKING:
+    from redis.asyncio.cluster import TargetNodesT
+
+# Not complete, but covers the major ones
+# https://redis.io/commands
+READ_COMMANDS = frozenset(
+    [
+        "BITCOUNT",
+        "BITPOS",
+        "EVAL_RO",
+        "EVALSHA_RO",
+        "EXISTS",
+        "GEODIST",
+        "GEOHASH",
+        "GEOPOS",
+        "GEORADIUS",
+        "GEORADIUSBYMEMBER",
+        "GET",
+        "GETBIT",
+        "GETRANGE",
+        "HEXISTS",
+        "HGET",
+        "HGETALL",
+        "HKEYS",
+        "HLEN",
+        "HMGET",
+        "HSTRLEN",
+        "HVALS",
+        "KEYS",
+        "LINDEX",
+        "LLEN",
+        "LRANGE",
+        "MGET",
+        "PTTL",
+        "RANDOMKEY",
+        "SCARD",
+        "SDIFF",
+        "SINTER",
+        "SISMEMBER",
+        "SMEMBERS",
+        "SRANDMEMBER",
+        "STRLEN",
+        "SUNION",
+        "TTL",
+        "ZCARD",
+        "ZCOUNT",
+        "ZRANGE",
+        "ZSCORE",
+    ]
+)
+
+
+class ClusterMultiKeyCommands(ClusterCommandsProtocol):
+    """
+    A class containing commands that handle more than one key
+    """
+
+    def _partition_keys_by_slot(self, keys: Iterable[KeyT]) -> Dict[int, List[KeyT]]:
+        """Split keys into a dictionary that maps a slot to a list of keys."""
+
+        slots_to_keys = {}
+        for key in keys:
+            slot = key_slot(self.encoder.encode(key))
+            slots_to_keys.setdefault(slot, []).append(key)
+
+        return slots_to_keys
+
+    def _partition_pairs_by_slot(
+        self, mapping: Mapping[AnyKeyT, EncodableT]
+    ) -> Dict[int, List[EncodableT]]:
+        """Split pairs into a dictionary that maps a slot to a list of pairs."""
+
+        slots_to_pairs = {}
+        for pair in mapping.items():
+            slot = key_slot(self.encoder.encode(pair[0]))
+            slots_to_pairs.setdefault(slot, []).extend(pair)
+
+        return slots_to_pairs
+
+    def _execute_pipeline_by_slot(
+        self, command: str, slots_to_args: Mapping[int, Iterable[EncodableT]]
+    ) -> List[Any]:
+        read_from_replicas = self.read_from_replicas and command in READ_COMMANDS
+        pipe = self.pipeline()
+        [
+            pipe.execute_command(
+                command,
+                *slot_args,
+                target_nodes=[
+                    self.nodes_manager.get_node_from_slot(slot, read_from_replicas)
+                ],
+            )
+            for slot, slot_args in slots_to_args.items()
+        ]
+        return pipe.execute()
+
+    def _reorder_keys_by_command(
+        self,
+        keys: Iterable[KeyT],
+        slots_to_args: Mapping[int, Iterable[EncodableT]],
+        responses: Iterable[Any],
+    ) -> List[Any]:
+        results = {
+            k: v
+            for slot_values, response in zip(slots_to_args.values(), responses)
+            for k, v in zip(slot_values, response)
+        }
+        return [results[key] for key in keys]
+
+    def mget_nonatomic(self, keys: KeysT, *args: KeyT) -> List[Optional[Any]]:
+        """
+        Splits the keys into different slots and then calls MGET
+        for the keys of every slot. This operation will not be atomic
+        if keys belong to more than one slot.
+
+        Returns a list of values ordered identically to ``keys``
+
+        For more information see https://redis.io/commands/mget
+        """
+
+        # Concatenate all keys into a list
+        keys = list_or_args(keys, args)
+
+        # Split keys into slots
+        slots_to_keys = self._partition_keys_by_slot(keys)
+
+        # Execute commands using a pipeline
+        res = self._execute_pipeline_by_slot("MGET", slots_to_keys)
+
+        # Reorder keys in the order the user provided & return
+        return self._reorder_keys_by_command(keys, slots_to_keys, res)
+
+    def mset_nonatomic(self, mapping: Mapping[AnyKeyT, EncodableT]) -> List[bool]:
+        """
+        Sets key/values based on a mapping. Mapping is a dictionary of
+        key/value pairs. Both keys and values should be strings or types that
+        can be cast to a string via str().
+
+        Splits the keys into different slots and then calls MSET
+        for the keys of every slot. This operation will not be atomic
+        if keys belong to more than one slot.
+
+        For more information see https://redis.io/commands/mset
+        """
+
+        # Partition the keys by slot
+        slots_to_pairs = self._partition_pairs_by_slot(mapping)
+
+        # Execute commands using a pipeline & return list of replies
+        return self._execute_pipeline_by_slot("MSET", slots_to_pairs)
+
+    def _split_command_across_slots(self, command: str, *keys: KeyT) -> int:
+        """
+        Runs the given command once for the keys
+        of each slot. Returns the sum of the return values.
+        """
+
+        # Partition the keys by slot
+        slots_to_keys = self._partition_keys_by_slot(keys)
+
+        # Sum up the reply from each command
+        return sum(self._execute_pipeline_by_slot(command, slots_to_keys))
+
+    def exists(self, *keys: KeyT) -> ResponseT:
+        """
+        Returns the number of ``names`` that exist in the
+        whole cluster. The keys are first split up into slots
+        and then an EXISTS command is sent for every slot
+
+        For more information see https://redis.io/commands/exists
+        """
+        return self._split_command_across_slots("EXISTS", *keys)
+
+    def delete(self, *keys: KeyT) -> ResponseT:
+        """
+        Deletes the given keys in the cluster.
+        The keys are first split up into slots
+        and then an DEL command is sent for every slot
+
+        Non-existant keys are ignored.
+        Returns the number of keys that were deleted.
+
+        For more information see https://redis.io/commands/del
+        """
+        return self._split_command_across_slots("DEL", *keys)
+
+    def touch(self, *keys: KeyT) -> ResponseT:
+        """
+        Updates the last access time of given keys across the
+        cluster.
+
+        The keys are first split up into slots
+        and then an TOUCH command is sent for every slot
+
+        Non-existant keys are ignored.
+        Returns the number of keys that were touched.
+
+        For more information see https://redis.io/commands/touch
+        """
+        return self._split_command_across_slots("TOUCH", *keys)
+
+    def unlink(self, *keys: KeyT) -> ResponseT:
+        """
+        Remove the specified keys in a different thread.
+
+        The keys are first split up into slots
+        and then an TOUCH command is sent for every slot
+
+        Non-existant keys are ignored.
+        Returns the number of keys that were unlinked.
+
+        For more information see https://redis.io/commands/unlink
+        """
+        return self._split_command_across_slots("UNLINK", *keys)
+
+
+class AsyncClusterMultiKeyCommands(ClusterMultiKeyCommands):
+    """
+    A class containing commands that handle more than one key
+    """
+
+    async def mget_nonatomic(self, keys: KeysT, *args: KeyT) -> List[Optional[Any]]:
+        """
+        Splits the keys into different slots and then calls MGET
+        for the keys of every slot. This operation will not be atomic
+        if keys belong to more than one slot.
+
+        Returns a list of values ordered identically to ``keys``
+
+        For more information see https://redis.io/commands/mget
+        """
+
+        # Concatenate all keys into a list
+        keys = list_or_args(keys, args)
+
+        # Split keys into slots
+        slots_to_keys = self._partition_keys_by_slot(keys)
+
+        # Execute commands using a pipeline
+        res = await self._execute_pipeline_by_slot("MGET", slots_to_keys)
+
+        # Reorder keys in the order the user provided & return
+        return self._reorder_keys_by_command(keys, slots_to_keys, res)
+
+    async def mset_nonatomic(self, mapping: Mapping[AnyKeyT, EncodableT]) -> List[bool]:
+        """
+        Sets key/values based on a mapping. Mapping is a dictionary of
+        key/value pairs. Both keys and values should be strings or types that
+        can be cast to a string via str().
+
+        Splits the keys into different slots and then calls MSET
+        for the keys of every slot. This operation will not be atomic
+        if keys belong to more than one slot.
+
+        For more information see https://redis.io/commands/mset
+        """
+
+        # Partition the keys by slot
+        slots_to_pairs = self._partition_pairs_by_slot(mapping)
+
+        # Execute commands using a pipeline & return list of replies
+        return await self._execute_pipeline_by_slot("MSET", slots_to_pairs)
+
+    async def _split_command_across_slots(self, command: str, *keys: KeyT) -> int:
+        """
+        Runs the given command once for the keys
+        of each slot. Returns the sum of the return values.
+        """
+
+        # Partition the keys by slot
+        slots_to_keys = self._partition_keys_by_slot(keys)
+
+        # Sum up the reply from each command
+        return sum(await self._execute_pipeline_by_slot(command, slots_to_keys))
+
+    async def _execute_pipeline_by_slot(
+        self, command: str, slots_to_args: Mapping[int, Iterable[EncodableT]]
+    ) -> List[Any]:
+        if self._initialize:
+            await self.initialize()
+        read_from_replicas = self.read_from_replicas and command in READ_COMMANDS
+        pipe = self.pipeline()
+        [
+            pipe.execute_command(
+                command,
+                *slot_args,
+                target_nodes=[
+                    self.nodes_manager.get_node_from_slot(slot, read_from_replicas)
+                ],
+            )
+            for slot, slot_args in slots_to_args.items()
+        ]
+        return await pipe.execute()
+
+
+class ClusterManagementCommands(ManagementCommands):
+    """
+    A class for Redis Cluster management commands
+
+    The class inherits from Redis's core ManagementCommands class and do the
+    required adjustments to work with cluster mode
+    """
+
+    def slaveof(self, *args, **kwargs) -> NoReturn:
+        """
+        Make the server a replica of another instance, or promote it as master.
+
+        For more information see https://redis.io/commands/slaveof
+        """
+        raise RedisClusterException("SLAVEOF is not supported in cluster mode")
+
+    def replicaof(self, *args, **kwargs) -> NoReturn:
+        """
+        Make the server a replica of another instance, or promote it as master.
+
+        For more information see https://redis.io/commands/replicaof
+        """
+        raise RedisClusterException("REPLICAOF is not supported in cluster mode")
+
+    def swapdb(self, *args, **kwargs) -> NoReturn:
+        """
+        Swaps two Redis databases.
+
+        For more information see https://redis.io/commands/swapdb
+        """
+        raise RedisClusterException("SWAPDB is not supported in cluster mode")
+
+    def cluster_myid(self, target_node: "TargetNodesT") -> ResponseT:
+        """
+        Returns the node's id.
+
+        :target_node: 'ClusterNode'
+            The node to execute the command on
+
+        For more information check https://redis.io/commands/cluster-myid/
+        """
+        return self.execute_command("CLUSTER MYID", target_nodes=target_node)
+
+    def cluster_addslots(
+        self, target_node: "TargetNodesT", *slots: EncodableT
+    ) -> ResponseT:
+        """
+        Assign new hash slots to receiving node. Sends to specified node.
+
+        :target_node: 'ClusterNode'
+            The node to execute the command on
+
+        For more information see https://redis.io/commands/cluster-addslots
+        """
+        return self.execute_command(
+            "CLUSTER ADDSLOTS", *slots, target_nodes=target_node
+        )
+
+    def cluster_addslotsrange(
+        self, target_node: "TargetNodesT", *slots: EncodableT
+    ) -> ResponseT:
+        """
+        Similar to the CLUSTER ADDSLOTS command.
+        The difference between the two commands is that ADDSLOTS takes a list of slots
+        to assign to the node, while ADDSLOTSRANGE takes a list of slot ranges
+        (specified by start and end slots) to assign to the node.
+
+        :target_node: 'ClusterNode'
+            The node to execute the command on
+
+        For more information see https://redis.io/commands/cluster-addslotsrange
+        """
+        return self.execute_command(
+            "CLUSTER ADDSLOTSRANGE", *slots, target_nodes=target_node
+        )
+
+    def cluster_countkeysinslot(self, slot_id: int) -> ResponseT:
+        """
+        Return the number of local keys in the specified hash slot
+        Send to node based on specified slot_id
+
+        For more information see https://redis.io/commands/cluster-countkeysinslot
+        """
+        return self.execute_command("CLUSTER COUNTKEYSINSLOT", slot_id)
+
+    def cluster_count_failure_report(self, node_id: str) -> ResponseT:
+        """
+        Return the number of failure reports active for a given node
+        Sends to a random node
+
+        For more information see https://redis.io/commands/cluster-count-failure-reports
+        """
+        return self.execute_command("CLUSTER COUNT-FAILURE-REPORTS", node_id)
+
+    def cluster_delslots(self, *slots: EncodableT) -> List[bool]:
+        """
+        Set hash slots as unbound in the cluster.
+        It determines by it self what node the slot is in and sends it there
+
+        Returns a list of the results for each processed slot.
+
+        For more information see https://redis.io/commands/cluster-delslots
+        """
+        return [self.execute_command("CLUSTER DELSLOTS", slot) for slot in slots]
+
+    def cluster_delslotsrange(self, *slots: EncodableT) -> ResponseT:
+        """
+        Similar to the CLUSTER DELSLOTS command.
+        The difference is that CLUSTER DELSLOTS takes a list of hash slots to remove
+        from the node, while CLUSTER DELSLOTSRANGE takes a list of slot ranges to remove
+        from the node.
+
+        For more information see https://redis.io/commands/cluster-delslotsrange
+        """
+        return self.execute_command("CLUSTER DELSLOTSRANGE", *slots)
+
+    def cluster_failover(
+        self, target_node: "TargetNodesT", option: Optional[str] = None
+    ) -> ResponseT:
+        """
+        Forces a slave to perform a manual failover of its master
+        Sends to specified node
+
+        :target_node: 'ClusterNode'
+            The node to execute the command on
+
+        For more information see https://redis.io/commands/cluster-failover
+        """
+        if option:
+            if option.upper() not in ["FORCE", "TAKEOVER"]:
+                raise RedisError(
+                    f"Invalid option for CLUSTER FAILOVER command: {option}"
+                )
+            else:
+                return self.execute_command(
+                    "CLUSTER FAILOVER", option, target_nodes=target_node
+                )
+        else:
+            return self.execute_command("CLUSTER FAILOVER", target_nodes=target_node)
+
+    def cluster_info(self, target_nodes: Optional["TargetNodesT"] = None) -> ResponseT:
+        """
+        Provides info about Redis Cluster node state.
+        The command will be sent to a random node in the cluster if no target
+        node is specified.
+
+        For more information see https://redis.io/commands/cluster-info
+        """
+        return self.execute_command("CLUSTER INFO", target_nodes=target_nodes)
+
+    def cluster_keyslot(self, key: str) -> ResponseT:
+        """
+        Returns the hash slot of the specified key
+        Sends to random node in the cluster
+
+        For more information see https://redis.io/commands/cluster-keyslot
+        """
+        return self.execute_command("CLUSTER KEYSLOT", key)
+
+    def cluster_meet(
+        self, host: str, port: int, target_nodes: Optional["TargetNodesT"] = None
+    ) -> ResponseT:
+        """
+        Force a node cluster to handshake with another node.
+        Sends to specified node.
+
+        For more information see https://redis.io/commands/cluster-meet
+        """
+        return self.execute_command(
+            "CLUSTER MEET", host, port, target_nodes=target_nodes
+        )
+
+    def cluster_nodes(self) -> ResponseT:
+        """
+        Get Cluster config for the node.
+        Sends to random node in the cluster
+
+        For more information see https://redis.io/commands/cluster-nodes
+        """
+        return self.execute_command("CLUSTER NODES")
+
+    def cluster_replicate(
+        self, target_nodes: "TargetNodesT", node_id: str
+    ) -> ResponseT:
+        """
+        Reconfigure a node as a slave of the specified master node
+
+        For more information see https://redis.io/commands/cluster-replicate
+        """
+        return self.execute_command(
+            "CLUSTER REPLICATE", node_id, target_nodes=target_nodes
+        )
+
+    def cluster_reset(
+        self, soft: bool = True, target_nodes: Optional["TargetNodesT"] = None
+    ) -> ResponseT:
+        """
+        Reset a Redis Cluster node
+
+        If 'soft' is True then it will send 'SOFT' argument
+        If 'soft' is False then it will send 'HARD' argument
+
+        For more information see https://redis.io/commands/cluster-reset
+        """
+        return self.execute_command(
+            "CLUSTER RESET", b"SOFT" if soft else b"HARD", target_nodes=target_nodes
+        )
+
+    def cluster_save_config(
+        self, target_nodes: Optional["TargetNodesT"] = None
+    ) -> ResponseT:
+        """
+        Forces the node to save cluster state on disk
+
+        For more information see https://redis.io/commands/cluster-saveconfig
+        """
+        return self.execute_command("CLUSTER SAVECONFIG", target_nodes=target_nodes)
+
+    def cluster_get_keys_in_slot(self, slot: int, num_keys: int) -> ResponseT:
+        """
+        Returns the number of keys in the specified cluster slot
+
+        For more information see https://redis.io/commands/cluster-getkeysinslot
+        """
+        return self.execute_command("CLUSTER GETKEYSINSLOT", slot, num_keys)
+
+    def cluster_set_config_epoch(
+        self, epoch: int, target_nodes: Optional["TargetNodesT"] = None
+    ) -> ResponseT:
+        """
+        Set the configuration epoch in a new node
+
+        For more information see https://redis.io/commands/cluster-set-config-epoch
+        """
+        return self.execute_command(
+            "CLUSTER SET-CONFIG-EPOCH", epoch, target_nodes=target_nodes
+        )
+
+    def cluster_setslot(
+        self, target_node: "TargetNodesT", node_id: str, slot_id: int, state: str
+    ) -> ResponseT:
+        """
+        Bind an hash slot to a specific node
+
+        :target_node: 'ClusterNode'
+            The node to execute the command on
+
+        For more information see https://redis.io/commands/cluster-setslot
+        """
+        if state.upper() in ("IMPORTING", "NODE", "MIGRATING"):
+            return self.execute_command(
+                "CLUSTER SETSLOT", slot_id, state, node_id, target_nodes=target_node
+            )
+        elif state.upper() == "STABLE":
+            raise RedisError('For "stable" state please use ' "cluster_setslot_stable")
+        else:
+            raise RedisError(f"Invalid slot state: {state}")
+
+    def cluster_setslot_stable(self, slot_id: int) -> ResponseT:
+        """
+        Clears migrating / importing state from the slot.
+        It determines by it self what node the slot is in and sends it there.
+
+        For more information see https://redis.io/commands/cluster-setslot
+        """
+        return self.execute_command("CLUSTER SETSLOT", slot_id, "STABLE")
+
+    def cluster_replicas(
+        self, node_id: str, target_nodes: Optional["TargetNodesT"] = None
+    ) -> ResponseT:
+        """
+        Provides a list of replica nodes replicating from the specified primary
+        target node.
+
+        For more information see https://redis.io/commands/cluster-replicas
+        """
+        return self.execute_command(
+            "CLUSTER REPLICAS", node_id, target_nodes=target_nodes
+        )
+
+    def cluster_slots(self, target_nodes: Optional["TargetNodesT"] = None) -> ResponseT:
+        """
+        Get array of Cluster slot to node mappings
+
+        For more information see https://redis.io/commands/cluster-slots
+        """
+        return self.execute_command("CLUSTER SLOTS", target_nodes=target_nodes)
+
+    def cluster_shards(self, target_nodes=None):
+        """
+        Returns details about the shards of the cluster.
+
+        For more information see https://redis.io/commands/cluster-shards
+        """
+        return self.execute_command("CLUSTER SHARDS", target_nodes=target_nodes)
+
+    def cluster_myshardid(self, target_nodes=None):
+        """
+        Returns the shard ID of the node.
+
+        For more information see https://redis.io/commands/cluster-myshardid/
+        """
+        return self.execute_command("CLUSTER MYSHARDID", target_nodes=target_nodes)
+
+    def cluster_links(self, target_node: "TargetNodesT") -> ResponseT:
+        """
+        Each node in a Redis Cluster maintains a pair of long-lived TCP link with each
+        peer in the cluster: One for sending outbound messages towards the peer and one
+        for receiving inbound messages from the peer.
+
+        This command outputs information of all such peer links as an array.
+
+        For more information see https://redis.io/commands/cluster-links
+        """
+        return self.execute_command("CLUSTER LINKS", target_nodes=target_node)
+
+    def cluster_flushslots(self, target_nodes: Optional["TargetNodesT"] = None) -> None:
+        raise NotImplementedError(
+            "CLUSTER FLUSHSLOTS is intentionally not implemented in the client."
+        )
+
+    def cluster_bumpepoch(self, target_nodes: Optional["TargetNodesT"] = None) -> None:
+        raise NotImplementedError(
+            "CLUSTER BUMPEPOCH is intentionally not implemented in the client."
+        )
+
+    def readonly(self, target_nodes: Optional["TargetNodesT"] = None) -> ResponseT:
+        """
+        Enables read queries.
+        The command will be sent to the default cluster node if target_nodes is
+        not specified.
+
+        For more information see https://redis.io/commands/readonly
+        """
+        if target_nodes == "replicas" or target_nodes == "all":
+            # read_from_replicas will only be enabled if the READONLY command
+            # is sent to all replicas
+            self.read_from_replicas = True
+        return self.execute_command("READONLY", target_nodes=target_nodes)
+
+    def readwrite(self, target_nodes: Optional["TargetNodesT"] = None) -> ResponseT:
+        """
+        Disables read queries.
+        The command will be sent to the default cluster node if target_nodes is
+        not specified.
+
+        For more information see https://redis.io/commands/readwrite
+        """
+        # Reset read from replicas flag
+        self.read_from_replicas = False
+        return self.execute_command("READWRITE", target_nodes=target_nodes)
+
+    def gears_refresh_cluster(self, **kwargs) -> ResponseT:
+        """
+        On an OSS cluster, before executing any gears function, you must call this command. # noqa
+        """
+        return self.execute_command("REDISGEARS_2.REFRESHCLUSTER", **kwargs)
+
+
+class AsyncClusterManagementCommands(
+    ClusterManagementCommands, AsyncManagementCommands
+):
+    """
+    A class for Redis Cluster management commands
+
+    The class inherits from Redis's core ManagementCommands class and do the
+    required adjustments to work with cluster mode
+    """
+
+    async def cluster_delslots(self, *slots: EncodableT) -> List[bool]:
+        """
+        Set hash slots as unbound in the cluster.
+        It determines by it self what node the slot is in and sends it there
+
+        Returns a list of the results for each processed slot.
+
+        For more information see https://redis.io/commands/cluster-delslots
+        """
+        return await asyncio.gather(
+            *(
+                asyncio.create_task(self.execute_command("CLUSTER DELSLOTS", slot))
+                for slot in slots
+            )
+        )
+
+
+class ClusterDataAccessCommands(DataAccessCommands):
+    """
+    A class for Redis Cluster Data Access Commands
+
+    The class inherits from Redis's core DataAccessCommand class and do the
+    required adjustments to work with cluster mode
+    """
+
+    def stralgo(
+        self,
+        algo: Literal["LCS"],
+        value1: KeyT,
+        value2: KeyT,
+        specific_argument: Union[Literal["strings"], Literal["keys"]] = "strings",
+        len: bool = False,
+        idx: bool = False,
+        minmatchlen: Optional[int] = None,
+        withmatchlen: bool = False,
+        **kwargs,
+    ) -> ResponseT:
+        """
+        Implements complex algorithms that operate on strings.
+        Right now the only algorithm implemented is the LCS algorithm
+        (longest common substring). However new algorithms could be
+        implemented in the future.
+
+        ``algo`` Right now must be LCS
+        ``value1`` and ``value2`` Can be two strings or two keys
+        ``specific_argument`` Specifying if the arguments to the algorithm
+        will be keys or strings. strings is the default.
+        ``len`` Returns just the len of the match.
+        ``idx`` Returns the match positions in each string.
+        ``minmatchlen`` Restrict the list of matches to the ones of a given
+        minimal length. Can be provided only when ``idx`` set to True.
+        ``withmatchlen`` Returns the matches with the len of the match.
+        Can be provided only when ``idx`` set to True.
+
+        For more information see https://redis.io/commands/stralgo
+        """
+        target_nodes = kwargs.pop("target_nodes", None)
+        if specific_argument == "strings" and target_nodes is None:
+            target_nodes = "default-node"
+        kwargs.update({"target_nodes": target_nodes})
+        return super().stralgo(
+            algo,
+            value1,
+            value2,
+            specific_argument,
+            len,
+            idx,
+            minmatchlen,
+            withmatchlen,
+            **kwargs,
+        )
+
+    def scan_iter(
+        self,
+        match: Optional[PatternT] = None,
+        count: Optional[int] = None,
+        _type: Optional[str] = None,
+        **kwargs,
+    ) -> Iterator:
+        # Do the first query with cursor=0 for all nodes
+        cursors, data = self.scan(match=match, count=count, _type=_type, **kwargs)
+        yield from data
+
+        cursors = {name: cursor for name, cursor in cursors.items() if cursor != 0}
+        if cursors:
+            # Get nodes by name
+            nodes = {name: self.get_node(node_name=name) for name in cursors.keys()}
+
+            # Iterate over each node till its cursor is 0
+            kwargs.pop("target_nodes", None)
+            while cursors:
+                for name, cursor in cursors.items():
+                    cur, data = self.scan(
+                        cursor=cursor,
+                        match=match,
+                        count=count,
+                        _type=_type,
+                        target_nodes=nodes[name],
+                        **kwargs,
+                    )
+                    yield from data
+                    cursors[name] = cur[name]
+
+                cursors = {
+                    name: cursor for name, cursor in cursors.items() if cursor != 0
+                }
+
+
+class AsyncClusterDataAccessCommands(
+    ClusterDataAccessCommands, AsyncDataAccessCommands
+):
+    """
+    A class for Redis Cluster Data Access Commands
+
+    The class inherits from Redis's core DataAccessCommand class and do the
+    required adjustments to work with cluster mode
+    """
+
+    async def scan_iter(
+        self,
+        match: Optional[PatternT] = None,
+        count: Optional[int] = None,
+        _type: Optional[str] = None,
+        **kwargs,
+    ) -> AsyncIterator:
+        # Do the first query with cursor=0 for all nodes
+        cursors, data = await self.scan(match=match, count=count, _type=_type, **kwargs)
+        for value in data:
+            yield value
+
+        cursors = {name: cursor for name, cursor in cursors.items() if cursor != 0}
+        if cursors:
+            # Get nodes by name
+            nodes = {name: self.get_node(node_name=name) for name in cursors.keys()}
+
+            # Iterate over each node till its cursor is 0
+            kwargs.pop("target_nodes", None)
+            while cursors:
+                for name, cursor in cursors.items():
+                    cur, data = await self.scan(
+                        cursor=cursor,
+                        match=match,
+                        count=count,
+                        _type=_type,
+                        target_nodes=nodes[name],
+                        **kwargs,
+                    )
+                    for value in data:
+                        yield value
+                    cursors[name] = cur[name]
+
+                cursors = {
+                    name: cursor for name, cursor in cursors.items() if cursor != 0
+                }
+
+
+class RedisClusterCommands(
+    ClusterMultiKeyCommands,
+    ClusterManagementCommands,
+    ACLCommands,
+    PubSubCommands,
+    ClusterDataAccessCommands,
+    ScriptCommands,
+    FunctionCommands,
+    GearsCommands,
+    ModuleCommands,
+    RedisModuleCommands,
+):
+    """
+    A class for all Redis Cluster commands
+
+    For key-based commands, the target node(s) will be internally determined
+    by the keys' hash slot.
+    Non-key-based commands can be executed with the 'target_nodes' argument to
+    target specific nodes. By default, if target_nodes is not specified, the
+    command will be executed on the default cluster node.
+
+    :param :target_nodes: type can be one of the followings:
+        - nodes flag: ALL_NODES, PRIMARIES, REPLICAS, RANDOM
+        - 'ClusterNode'
+        - 'list(ClusterNodes)'
+        - 'dict(any:clusterNodes)'
+
+    for example:
+        r.cluster_info(target_nodes=RedisCluster.ALL_NODES)
+    """
+
+
+class AsyncRedisClusterCommands(
+    AsyncClusterMultiKeyCommands,
+    AsyncClusterManagementCommands,
+    AsyncACLCommands,
+    AsyncClusterDataAccessCommands,
+    AsyncScriptCommands,
+    AsyncFunctionCommands,
+    AsyncGearsCommands,
+    AsyncModuleCommands,
+):
+    """
+    A class for all Redis Cluster commands
+
+    For key-based commands, the target node(s) will be internally determined
+    by the keys' hash slot.
+    Non-key-based commands can be executed with the 'target_nodes' argument to
+    target specific nodes. By default, if target_nodes is not specified, the
+    command will be executed on the default cluster node.
+
+    :param :target_nodes: type can be one of the followings:
+        - nodes flag: ALL_NODES, PRIMARIES, REPLICAS, RANDOM
+        - 'ClusterNode'
+        - 'list(ClusterNodes)'
+        - 'dict(any:clusterNodes)'
+
+    for example:
+        r.cluster_info(target_nodes=RedisCluster.ALL_NODES)
+    """

frontEnd/venv/lib/python3.12/site-packages/redis/commands/graph/__init__.py

@@ -0,0 +1,263 @@
+import warnings
+
+from ..helpers import quote_string, random_string, stringify_param_value
+from .commands import AsyncGraphCommands, GraphCommands
+from .edge import Edge  # noqa
+from .node import Node  # noqa
+from .path import Path  # noqa
+
+DB_LABELS = "DB.LABELS"
+DB_RAELATIONSHIPTYPES = "DB.RELATIONSHIPTYPES"
+DB_PROPERTYKEYS = "DB.PROPERTYKEYS"
+
+
+class Graph(GraphCommands):
+    """
+    Graph, collection of nodes and edges.
+    """
+
+    def __init__(self, client, name=random_string()):
+        """
+        Create a new graph.
+        """
+        warnings.warn(
+            DeprecationWarning(
+                "RedisGraph support is deprecated as of Redis Stack 7.2 \
+                (https://redis.com/blog/redisgraph-eol/)"
+            )
+        )
+        self.NAME = name  # Graph key
+        self.client = client
+        self.execute_command = client.execute_command
+
+        self.nodes = {}
+        self.edges = []
+        self._labels = []  # List of node labels.
+        self._properties = []  # List of properties.
+        self._relationship_types = []  # List of relation types.
+        self.version = 0  # Graph version
+
+    @property
+    def name(self):
+        return self.NAME
+
+    def _clear_schema(self):
+        self._labels = []
+        self._properties = []
+        self._relationship_types = []
+
+    def _refresh_schema(self):
+        self._clear_schema()
+        self._refresh_labels()
+        self._refresh_relations()
+        self._refresh_attributes()
+
+    def _refresh_labels(self):
+        lbls = self.labels()
+
+        # Unpack data.
+        self._labels = [l[0] for _, l in enumerate(lbls)]
+
+    def _refresh_relations(self):
+        rels = self.relationship_types()
+
+        # Unpack data.
+        self._relationship_types = [r[0] for _, r in enumerate(rels)]
+
+    def _refresh_attributes(self):
+        props = self.property_keys()
+
+        # Unpack data.
+        self._properties = [p[0] for _, p in enumerate(props)]
+
+    def get_label(self, idx):
+        """
+        Returns a label by it's index
+
+        Args:
+
+        idx:
+            The index of the label
+        """
+        try:
+            label = self._labels[idx]
+        except IndexError:
+            # Refresh labels.
+            self._refresh_labels()
+            label = self._labels[idx]
+        return label
+
+    def get_relation(self, idx):
+        """
+        Returns a relationship type by it's index
+
+        Args:
+
+        idx:
+            The index of the relation
+        """
+        try:
+            relationship_type = self._relationship_types[idx]
+        except IndexError:
+            # Refresh relationship types.
+            self._refresh_relations()
+            relationship_type = self._relationship_types[idx]
+        return relationship_type
+
+    def get_property(self, idx):
+        """
+        Returns a property by it's index
+
+        Args:
+
+        idx:
+            The index of the property
+        """
+        try:
+            p = self._properties[idx]
+        except IndexError:
+            # Refresh properties.
+            self._refresh_attributes()
+            p = self._properties[idx]
+        return p
+
+    def add_node(self, node):
+        """
+        Adds a node to the graph.
+        """
+        if node.alias is None:
+            node.alias = random_string()
+        self.nodes[node.alias] = node
+
+    def add_edge(self, edge):
+        """
+        Adds an edge to the graph.
+        """
+        if not (self.nodes[edge.src_node.alias] and self.nodes[edge.dest_node.alias]):
+            raise AssertionError("Both edge's end must be in the graph")
+
+        self.edges.append(edge)
+
+    def _build_params_header(self, params):
+        if params is None:
+            return ""
+        if not isinstance(params, dict):
+            raise TypeError("'params' must be a dict")
+        # Header starts with "CYPHER"
+        params_header = "CYPHER "
+        for key, value in params.items():
+            params_header += str(key) + "=" + stringify_param_value(value) + " "
+        return params_header
+
+    # Procedures.
+    def call_procedure(self, procedure, *args, read_only=False, **kwagrs):
+        args = [quote_string(arg) for arg in args]
+        q = f"CALL {procedure}({','.join(args)})"
+
+        y = kwagrs.get("y", None)
+        if y is not None:
+            q += f"YIELD {','.join(y)}"
+
+        return self.query(q, read_only=read_only)
+
+    def labels(self):
+        return self.call_procedure(DB_LABELS, read_only=True).result_set
+
+    def relationship_types(self):
+        return self.call_procedure(DB_RAELATIONSHIPTYPES, read_only=True).result_set
+
+    def property_keys(self):
+        return self.call_procedure(DB_PROPERTYKEYS, read_only=True).result_set
+
+
+class AsyncGraph(Graph, AsyncGraphCommands):
+    """Async version for Graph"""
+
+    async def _refresh_labels(self):
+        lbls = await self.labels()
+
+        # Unpack data.
+        self._labels = [l[0] for _, l in enumerate(lbls)]
+
+    async def _refresh_attributes(self):
+        props = await self.property_keys()
+
+        # Unpack data.
+        self._properties = [p[0] for _, p in enumerate(props)]
+
+    async def _refresh_relations(self):
+        rels = await self.relationship_types()
+
+        # Unpack data.
+        self._relationship_types = [r[0] for _, r in enumerate(rels)]
+
+    async def get_label(self, idx):
+        """
+        Returns a label by it's index
+
+        Args:
+
+        idx:
+            The index of the label
+        """
+        try:
+            label = self._labels[idx]
+        except IndexError:
+            # Refresh labels.
+            await self._refresh_labels()
+            label = self._labels[idx]
+        return label
+
+    async def get_property(self, idx):
+        """
+        Returns a property by it's index
+
+        Args:
+
+        idx:
+            The index of the property
+        """
+        try:
+            p = self._properties[idx]
+        except IndexError:
+            # Refresh properties.
+            await self._refresh_attributes()
+            p = self._properties[idx]
+        return p
+
+    async def get_relation(self, idx):
+        """
+        Returns a relationship type by it's index
+
+        Args:
+
+        idx:
+            The index of the relation
+        """
+        try:
+            relationship_type = self._relationship_types[idx]
+        except IndexError:
+            # Refresh relationship types.
+            await self._refresh_relations()
+            relationship_type = self._relationship_types[idx]
+        return relationship_type
+
+    async def call_procedure(self, procedure, *args, read_only=False, **kwagrs):
+        args = [quote_string(arg) for arg in args]
+        q = f"CALL {procedure}({','.join(args)})"
+
+        y = kwagrs.get("y", None)
+        if y is not None:
+            f"YIELD {','.join(y)}"
+        return await self.query(q, read_only=read_only)
+
+    async def labels(self):
+        return ((await self.call_procedure(DB_LABELS, read_only=True))).result_set
+
+    async def property_keys(self):
+        return (await self.call_procedure(DB_PROPERTYKEYS, read_only=True)).result_set
+
+    async def relationship_types(self):
+        return (
+            await self.call_procedure(DB_RAELATIONSHIPTYPES, read_only=True)
+        ).result_set

frontEnd/venv/lib/python3.12/site-packages/redis/commands/graph/commands.py

@@ -0,0 +1,313 @@
+from redis import DataError
+from redis.exceptions import ResponseError
+
+from .exceptions import VersionMismatchException
+from .execution_plan import ExecutionPlan
+from .query_result import AsyncQueryResult, QueryResult
+
+PROFILE_CMD = "GRAPH.PROFILE"
+RO_QUERY_CMD = "GRAPH.RO_QUERY"
+QUERY_CMD = "GRAPH.QUERY"
+DELETE_CMD = "GRAPH.DELETE"
+SLOWLOG_CMD = "GRAPH.SLOWLOG"
+CONFIG_CMD = "GRAPH.CONFIG"
+LIST_CMD = "GRAPH.LIST"
+EXPLAIN_CMD = "GRAPH.EXPLAIN"
+
+
+class GraphCommands:
+    """RedisGraph Commands"""
+
+    def commit(self):
+        """
+        Create entire graph.
+        """
+        if len(self.nodes) == 0 and len(self.edges) == 0:
+            return None
+
+        query = "CREATE "
+        for _, node in self.nodes.items():
+            query += str(node) + ","
+
+        query += ",".join([str(edge) for edge in self.edges])
+
+        # Discard leading comma.
+        if query[-1] == ",":
+            query = query[:-1]
+
+        return self.query(query)
+
+    def query(self, q, params=None, timeout=None, read_only=False, profile=False):
+        """
+        Executes a query against the graph.
+        For more information see `GRAPH.QUERY <https://redis.io/commands/graph.query>`_. # noqa
+
+        Args:
+
+        q : str
+            The query.
+        params : dict
+            Query parameters.
+        timeout : int
+            Maximum runtime for read queries in milliseconds.
+        read_only : bool
+            Executes a readonly query if set to True.
+        profile : bool
+            Return details on results produced by and time
+            spent in each operation.
+        """
+
+        # maintain original 'q'
+        query = q
+
+        # handle query parameters
+        query = self._build_params_header(params) + query
+
+        # construct query command
+        # ask for compact result-set format
+        # specify known graph version
+        if profile:
+            cmd = PROFILE_CMD
+        else:
+            cmd = RO_QUERY_CMD if read_only else QUERY_CMD
+        command = [cmd, self.name, query, "--compact"]
+
+        # include timeout is specified
+        if isinstance(timeout, int):
+            command.extend(["timeout", timeout])
+        elif timeout is not None:
+            raise Exception("Timeout argument must be a positive integer")
+
+        # issue query
+        try:
+            response = self.execute_command(*command)
+            return QueryResult(self, response, profile)
+        except ResponseError as e:
+            if "unknown command" in str(e) and read_only:
+                # `GRAPH.RO_QUERY` is unavailable in older versions.
+                return self.query(q, params, timeout, read_only=False)
+            raise e
+        except VersionMismatchException as e:
+            # client view over the graph schema is out of sync
+            # set client version and refresh local schema
+            self.version = e.version
+            self._refresh_schema()
+            # re-issue query
+            return self.query(q, params, timeout, read_only)
+
+    def merge(self, pattern):
+        """
+        Merge pattern.
+        """
+        query = "MERGE "
+        query += str(pattern)
+
+        return self.query(query)
+
+    def delete(self):
+        """
+        Deletes graph.
+        For more information see `DELETE <https://redis.io/commands/graph.delete>`_. # noqa
+        """
+        self._clear_schema()
+        return self.execute_command(DELETE_CMD, self.name)
+
+    # declared here, to override the built in redis.db.flush()
+    def flush(self):
+        """
+        Commit the graph and reset the edges and the nodes to zero length.
+        """
+        self.commit()
+        self.nodes = {}
+        self.edges = []
+
+    def bulk(self, **kwargs):
+        """Internal only. Not supported."""
+        raise NotImplementedError(
+            "GRAPH.BULK is internal only. "
+            "Use https://github.com/redisgraph/redisgraph-bulk-loader."
+        )
+
+    def profile(self, query):
+        """
+        Execute a query and produce an execution plan augmented with metrics
+        for each operation's execution. Return a string representation of a
+        query execution plan, with details on results produced by and time
+        spent in each operation.
+        For more information see `GRAPH.PROFILE <https://redis.io/commands/graph.profile>`_. # noqa
+        """
+        return self.query(query, profile=True)
+
+    def slowlog(self):
+        """
+        Get a list containing up to 10 of the slowest queries issued
+        against the given graph ID.
+        For more information see `GRAPH.SLOWLOG <https://redis.io/commands/graph.slowlog>`_. # noqa
+
+        Each item in the list has the following structure:
+        1. A unix timestamp at which the log entry was processed.
+        2. The issued command.
+        3. The issued query.
+        4. The amount of time needed for its execution, in milliseconds.
+        """
+        return self.execute_command(SLOWLOG_CMD, self.name)
+
+    def config(self, name, value=None, set=False):
+        """
+        Retrieve or update a RedisGraph configuration.
+        For more information see `https://redis.io/commands/graph.config-get/>`_. # noqa
+
+        Args:
+
+        name : str
+            The name of the configuration
+        value :
+            The value we want to set (can be used only when `set` is on)
+        set : bool
+            Turn on to set a configuration. Default behavior is get.
+        """
+        params = ["SET" if set else "GET", name]
+        if value is not None:
+            if set:
+                params.append(value)
+            else:
+                raise DataError(
+                    "``value`` can be provided only when ``set`` is True"
+                )  # noqa
+        return self.execute_command(CONFIG_CMD, *params)
+
+    def list_keys(self):
+        """
+        Lists all graph keys in the keyspace.
+        For more information see `GRAPH.LIST <https://redis.io/commands/graph.list>`_. # noqa
+        """
+        return self.execute_command(LIST_CMD)
+
+    def execution_plan(self, query, params=None):
+        """
+        Get the execution plan for given query,
+        GRAPH.EXPLAIN returns an array of operations.
+
+        Args:
+            query: the query that will be executed
+            params: query parameters
+        """
+        query = self._build_params_header(params) + query
+
+        plan = self.execute_command(EXPLAIN_CMD, self.name, query)
+        if isinstance(plan[0], bytes):
+            plan = [b.decode() for b in plan]
+        return "\n".join(plan)
+
+    def explain(self, query, params=None):
+        """
+        Get the execution plan for given query,
+        GRAPH.EXPLAIN returns ExecutionPlan object.
+        For more information see `GRAPH.EXPLAIN <https://redis.io/commands/graph.explain>`_. # noqa
+
+        Args:
+            query: the query that will be executed
+            params: query parameters
+        """
+        query = self._build_params_header(params) + query
+
+        plan = self.execute_command(EXPLAIN_CMD, self.name, query)
+        return ExecutionPlan(plan)
+
+
+class AsyncGraphCommands(GraphCommands):
+    async def query(self, q, params=None, timeout=None, read_only=False, profile=False):
+        """
+        Executes a query against the graph.
+        For more information see `GRAPH.QUERY <https://oss.redis.com/redisgraph/master/commands/#graphquery>`_. # noqa
+
+        Args:
+
+        q : str
+            The query.
+        params : dict
+            Query parameters.
+        timeout : int
+            Maximum runtime for read queries in milliseconds.
+        read_only : bool
+            Executes a readonly query if set to True.
+        profile : bool
+            Return details on results produced by and time
+            spent in each operation.
+        """
+
+        # maintain original 'q'
+        query = q
+
+        # handle query parameters
+        query = self._build_params_header(params) + query
+
+        # construct query command
+        # ask for compact result-set format
+        # specify known graph version
+        if profile:
+            cmd = PROFILE_CMD
+        else:
+            cmd = RO_QUERY_CMD if read_only else QUERY_CMD
+        command = [cmd, self.name, query, "--compact"]
+
+        # include timeout is specified
+        if isinstance(timeout, int):
+            command.extend(["timeout", timeout])
+        elif timeout is not None:
+            raise Exception("Timeout argument must be a positive integer")
+
+        # issue query
+        try:
+            response = await self.execute_command(*command)
+            return await AsyncQueryResult().initialize(self, response, profile)
+        except ResponseError as e:
+            if "unknown command" in str(e) and read_only:
+                # `GRAPH.RO_QUERY` is unavailable in older versions.
+                return await self.query(q, params, timeout, read_only=False)
+            raise e
+        except VersionMismatchException as e:
+            # client view over the graph schema is out of sync
+            # set client version and refresh local schema
+            self.version = e.version
+            self._refresh_schema()
+            # re-issue query
+            return await self.query(q, params, timeout, read_only)
+
+    async def execution_plan(self, query, params=None):
+        """
+        Get the execution plan for given query,
+        GRAPH.EXPLAIN returns an array of operations.
+
+        Args:
+            query: the query that will be executed
+            params: query parameters
+        """
+        query = self._build_params_header(params) + query
+
+        plan = await self.execute_command(EXPLAIN_CMD, self.name, query)
+        if isinstance(plan[0], bytes):
+            plan = [b.decode() for b in plan]
+        return "\n".join(plan)
+
+    async def explain(self, query, params=None):
+        """
+        Get the execution plan for given query,
+        GRAPH.EXPLAIN returns ExecutionPlan object.
+
+        Args:
+            query: the query that will be executed
+            params: query parameters
+        """
+        query = self._build_params_header(params) + query
+
+        plan = await self.execute_command(EXPLAIN_CMD, self.name, query)
+        return ExecutionPlan(plan)
+
+    async def flush(self):
+        """
+        Commit the graph and reset the edges and the nodes to zero length.
+        """
+        await self.commit()
+        self.nodes = {}
+        self.edges = []

frontEnd/venv/lib/python3.12/site-packages/redis/commands/graph/edge.py

@@ -0,0 +1,91 @@
+from ..helpers import quote_string
+from .node import Node
+
+
+class Edge:
+    """
+    An edge connecting two nodes.
+    """
+
+    def __init__(self, src_node, relation, dest_node, edge_id=None, properties=None):
+        """
+        Create a new edge.
+        """
+        if src_node is None or dest_node is None:
+            # NOTE(bors-42): It makes sense to change AssertionError to
+            #                ValueError here
+            raise AssertionError("Both src_node & dest_node must be provided")
+
+        self.id = edge_id
+        self.relation = relation or ""
+        self.properties = properties or {}
+        self.src_node = src_node
+        self.dest_node = dest_node
+
+    def to_string(self):
+        res = ""
+        if self.properties:
+            props = ",".join(
+                key + ":" + str(quote_string(val))
+                for key, val in sorted(self.properties.items())
+            )
+            res += "{" + props + "}"
+
+        return res
+
+    def __str__(self):
+        # Source node.
+        if isinstance(self.src_node, Node):
+            res = str(self.src_node)
+        else:
+            res = "()"
+
+        # Edge
+        res += "-["
+        if self.relation:
+            res += ":" + self.relation
+        if self.properties:
+            props = ",".join(
+                key + ":" + str(quote_string(val))
+                for key, val in sorted(self.properties.items())
+            )
+            res += "{" + props + "}"
+        res += "]->"
+
+        # Dest node.
+        if isinstance(self.dest_node, Node):
+            res += str(self.dest_node)
+        else:
+            res += "()"
+
+        return res
+
+    def __eq__(self, rhs):
+        # Type checking
+        if not isinstance(rhs, Edge):
+            return False
+
+        # Quick positive check, if both IDs are set.
+        if self.id is not None and rhs.id is not None and self.id == rhs.id:
+            return True
+
+        # Source and destination nodes should match.
+        if self.src_node != rhs.src_node:
+            return False
+
+        if self.dest_node != rhs.dest_node:
+            return False
+
+        # Relation should match.
+        if self.relation != rhs.relation:
+            return False
+
+        # Quick check for number of properties.
+        if len(self.properties) != len(rhs.properties):
+            return False
+
+        # Compare properties.
+        if self.properties != rhs.properties:
+            return False
+
+        return True

frontEnd/venv/lib/python3.12/site-packages/redis/commands/graph/exceptions.py

@@ -0,0 +1,3 @@
+class VersionMismatchException(Exception):
+    def __init__(self, version):
+        self.version = version

frontEnd/venv/lib/python3.12/site-packages/redis/commands/graph/execution_plan.py

@@ -0,0 +1,211 @@
+import re
+
+
+class ProfileStats:
+    """
+    ProfileStats, runtime execution statistics of operation.
+    """
+
+    def __init__(self, records_produced, execution_time):
+        self.records_produced = records_produced
+        self.execution_time = execution_time
+
+
+class Operation:
+    """
+    Operation, single operation within execution plan.
+    """
+
+    def __init__(self, name, args=None, profile_stats=None):
+        """
+        Create a new operation.
+
+        Args:
+            name: string that represents the name of the operation
+            args: operation arguments
+            profile_stats: profile statistics
+        """
+        self.name = name
+        self.args = args
+        self.profile_stats = profile_stats
+        self.children = []
+
+    def append_child(self, child):
+        if not isinstance(child, Operation) or self is child:
+            raise Exception("child must be Operation")
+
+        self.children.append(child)
+        return self
+
+    def child_count(self):
+        return len(self.children)
+
+    def __eq__(self, o: object) -> bool:
+        if not isinstance(o, Operation):
+            return False
+
+        return self.name == o.name and self.args == o.args
+
+    def __str__(self) -> str:
+        args_str = "" if self.args is None else " | " + self.args
+        return f"{self.name}{args_str}"
+
+
+class ExecutionPlan:
+    """
+    ExecutionPlan, collection of operations.
+    """
+
+    def __init__(self, plan):
+        """
+        Create a new execution plan.
+
+        Args:
+            plan: array of strings that represents the collection operations
+                  the output from GRAPH.EXPLAIN
+        """
+        if not isinstance(plan, list):
+            raise Exception("plan must be an array")
+
+        if isinstance(plan[0], bytes):
+            plan = [b.decode() for b in plan]
+
+        self.plan = plan
+        self.structured_plan = self._operation_tree()
+
+    def _compare_operations(self, root_a, root_b):
+        """
+        Compare execution plan operation tree
+
+        Return: True if operation trees are equal, False otherwise
+        """
+
+        # compare current root
+        if root_a != root_b:
+            return False
+
+        # make sure root have the same number of children
+        if root_a.child_count() != root_b.child_count():
+            return False
+
+        # recursively compare children
+        for i in range(root_a.child_count()):
+            if not self._compare_operations(root_a.children[i], root_b.children[i]):
+                return False
+
+        return True
+
+    def __str__(self) -> str:
+        def aggraget_str(str_children):
+            return "\n".join(
+                [
+                    "    " + line
+                    for str_child in str_children
+                    for line in str_child.splitlines()
+                ]
+            )
+
+        def combine_str(x, y):
+            return f"{x}\n{y}"
+
+        return self._operation_traverse(
+            self.structured_plan, str, aggraget_str, combine_str
+        )
+
+    def __eq__(self, o: object) -> bool:
+        """Compares two execution plans
+
+        Return: True if the two plans are equal False otherwise
+        """
+        # make sure 'o' is an execution-plan
+        if not isinstance(o, ExecutionPlan):
+            return False
+
+        # get root for both plans
+        root_a = self.structured_plan
+        root_b = o.structured_plan
+
+        # compare execution trees
+        return self._compare_operations(root_a, root_b)
+
+    def _operation_traverse(self, op, op_f, aggregate_f, combine_f):
+        """
+        Traverse operation tree recursively applying functions
+
+        Args:
+            op: operation to traverse
+            op_f: function applied for each operation
+            aggregate_f: aggregation function applied for all children of a single operation
+            combine_f: combine function applied for the operation result and the children result
+        """  # noqa
+        # apply op_f for each operation
+        op_res = op_f(op)
+        if len(op.children) == 0:
+            return op_res  # no children return
+        else:
+            # apply _operation_traverse recursively
+            children = [
+                self._operation_traverse(child, op_f, aggregate_f, combine_f)
+                for child in op.children
+            ]
+            # combine the operation result with the children aggregated result
+            return combine_f(op_res, aggregate_f(children))
+
+    def _operation_tree(self):
+        """Build the operation tree from the string representation"""
+
+        # initial state
+        i = 0
+        level = 0
+        stack = []
+        current = None
+
+        def _create_operation(args):
+            profile_stats = None
+            name = args[0].strip()
+            args.pop(0)
+            if len(args) > 0 and "Records produced" in args[-1]:
+                records_produced = int(
+                    re.search("Records produced: (\\d+)", args[-1]).group(1)
+                )
+                execution_time = float(
+                    re.search("Execution time: (\\d+.\\d+) ms", args[-1]).group(1)
+                )
+                profile_stats = ProfileStats(records_produced, execution_time)
+                args.pop(-1)
+            return Operation(
+                name, None if len(args) == 0 else args[0].strip(), profile_stats
+            )
+
+        # iterate plan operations
+        while i < len(self.plan):
+            current_op = self.plan[i]
+            op_level = current_op.count("    ")
+            if op_level == level:
+                # if the operation level equal to the current level
+                # set the current operation and move next
+                child = _create_operation(current_op.split("|"))
+                if current:
+                    current = stack.pop()
+                    current.append_child(child)
+                current = child
+                i += 1
+            elif op_level == level + 1:
+                # if the operation is child of the current operation
+                # add it as child and set as current operation
+                child = _create_operation(current_op.split("|"))
+                current.append_child(child)
+                stack.append(current)
+                current = child
+                level += 1
+                i += 1
+            elif op_level < level:
+                # if the operation is not child of current operation
+                # go back to it's parent operation
+                levels_back = level - op_level + 1
+                for _ in range(levels_back):
+                    current = stack.pop()
+                level -= levels_back
+            else:
+                raise Exception("corrupted plan")
+        return stack[0]

frontEnd/venv/lib/python3.12/site-packages/redis/commands/graph/node.py

@@ -0,0 +1,88 @@
+from ..helpers import quote_string
+
+
+class Node:
+    """
+    A node within the graph.
+    """
+
+    def __init__(self, node_id=None, alias=None, label=None, properties=None):
+        """
+        Create a new node.
+        """
+        self.id = node_id
+        self.alias = alias
+        if isinstance(label, list):
+            label = [inner_label for inner_label in label if inner_label != ""]
+
+        if (
+            label is None
+            or label == ""
+            or (isinstance(label, list) and len(label) == 0)
+        ):
+            self.label = None
+            self.labels = None
+        elif isinstance(label, str):
+            self.label = label
+            self.labels = [label]
+        elif isinstance(label, list) and all(
+            [isinstance(inner_label, str) for inner_label in label]
+        ):
+            self.label = label[0]
+            self.labels = label
+        else:
+            raise AssertionError(
+                "label should be either None, string or a list of strings"
+            )
+
+        self.properties = properties or {}
+
+    def to_string(self):
+        res = ""
+        if self.properties:
+            props = ",".join(
+                key + ":" + str(quote_string(val))
+                for key, val in sorted(self.properties.items())
+            )
+            res += "{" + props + "}"
+
+        return res
+
+    def __str__(self):
+        res = "("
+        if self.alias:
+            res += self.alias
+        if self.labels:
+            res += ":" + ":".join(self.labels)
+        if self.properties:
+            props = ",".join(
+                key + ":" + str(quote_string(val))
+                for key, val in sorted(self.properties.items())
+            )
+            res += "{" + props + "}"
+        res += ")"
+
+        return res
+
+    def __eq__(self, rhs):
+        # Type checking
+        if not isinstance(rhs, Node):
+            return False
+
+        # Quick positive check, if both IDs are set.
+        if self.id is not None and rhs.id is not None and self.id != rhs.id:
+            return False
+
+        # Label should match.
+        if self.label != rhs.label:
+            return False
+
+        # Quick check for number of properties.
+        if len(self.properties) != len(rhs.properties):
+            return False
+
+        # Compare properties.
+        if self.properties != rhs.properties:
+            return False
+
+        return True

frontEnd/venv/lib/python3.12/site-packages/redis/commands/graph/path.py

@@ -0,0 +1,78 @@
+from .edge import Edge
+from .node import Node
+
+
+class Path:
+    def __init__(self, nodes, edges):
+        if not (isinstance(nodes, list) and isinstance(edges, list)):
+            raise TypeError("nodes and edges must be list")
+
+        self._nodes = nodes
+        self._edges = edges
+        self.append_type = Node
+
+    @classmethod
+    def new_empty_path(cls):
+        return cls([], [])
+
+    def nodes(self):
+        return self._nodes
+
+    def edges(self):
+        return self._edges
+
+    def get_node(self, index):
+        return self._nodes[index]
+
+    def get_relationship(self, index):
+        return self._edges[index]
+
+    def first_node(self):
+        return self._nodes[0]
+
+    def last_node(self):
+        return self._nodes[-1]
+
+    def edge_count(self):
+        return len(self._edges)
+
+    def nodes_count(self):
+        return len(self._nodes)
+
+    def add_node(self, node):
+        if not isinstance(node, self.append_type):
+            raise AssertionError("Add Edge before adding Node")
+        self._nodes.append(node)
+        self.append_type = Edge
+        return self
+
+    def add_edge(self, edge):
+        if not isinstance(edge, self.append_type):
+            raise AssertionError("Add Node before adding Edge")
+        self._edges.append(edge)
+        self.append_type = Node
+        return self
+
+    def __eq__(self, other):
+        # Type checking
+        if not isinstance(other, Path):
+            return False
+
+        return self.nodes() == other.nodes() and self.edges() == other.edges()
+
+    def __str__(self):
+        res = "<"
+        edge_count = self.edge_count()
+        for i in range(0, edge_count):
+            node_id = self.get_node(i).id
+            res += "(" + str(node_id) + ")"
+            edge = self.get_relationship(i)
+            res += (
+                "-[" + str(int(edge.id)) + "]->"
+                if edge.src_node == node_id
+                else "<-[" + str(int(edge.id)) + "]-"
+            )
+        node_id = self.get_node(edge_count).id
+        res += "(" + str(node_id) + ")"
+        res += ">"
+        return res

frontEnd/venv/lib/python3.12/site-packages/redis/commands/graph/query_result.py

@@ -0,0 +1,573 @@
+import sys
+from collections import OrderedDict
+from distutils.util import strtobool
+
+# from prettytable import PrettyTable
+from redis import ResponseError
+
+from .edge import Edge
+from .exceptions import VersionMismatchException
+from .node import Node
+from .path import Path
+
+LABELS_ADDED = "Labels added"
+LABELS_REMOVED = "Labels removed"
+NODES_CREATED = "Nodes created"
+NODES_DELETED = "Nodes deleted"
+RELATIONSHIPS_DELETED = "Relationships deleted"
+PROPERTIES_SET = "Properties set"
+PROPERTIES_REMOVED = "Properties removed"
+RELATIONSHIPS_CREATED = "Relationships created"
+INDICES_CREATED = "Indices created"
+INDICES_DELETED = "Indices deleted"
+CACHED_EXECUTION = "Cached execution"
+INTERNAL_EXECUTION_TIME = "internal execution time"
+
+STATS = [
+    LABELS_ADDED,
+    LABELS_REMOVED,
+    NODES_CREATED,
+    PROPERTIES_SET,
+    PROPERTIES_REMOVED,
+    RELATIONSHIPS_CREATED,
+    NODES_DELETED,
+    RELATIONSHIPS_DELETED,
+    INDICES_CREATED,
+    INDICES_DELETED,
+    CACHED_EXECUTION,
+    INTERNAL_EXECUTION_TIME,
+]
+
+
+class ResultSetColumnTypes:
+    COLUMN_UNKNOWN = 0
+    COLUMN_SCALAR = 1
+    COLUMN_NODE = 2  # Unused as of RedisGraph v2.1.0, retained for backwards compatibility. # noqa
+    COLUMN_RELATION = 3  # Unused as of RedisGraph v2.1.0, retained for backwards compatibility. # noqa
+
+
+class ResultSetScalarTypes:
+    VALUE_UNKNOWN = 0
+    VALUE_NULL = 1
+    VALUE_STRING = 2
+    VALUE_INTEGER = 3
+    VALUE_BOOLEAN = 4
+    VALUE_DOUBLE = 5
+    VALUE_ARRAY = 6
+    VALUE_EDGE = 7
+    VALUE_NODE = 8
+    VALUE_PATH = 9
+    VALUE_MAP = 10
+    VALUE_POINT = 11
+
+
+class QueryResult:
+    def __init__(self, graph, response, profile=False):
+        """
+        A class that represents a result of the query operation.
+
+        Args:
+
+        graph:
+            The graph on which the query was executed.
+        response:
+            The response from the server.
+        profile:
+            A boolean indicating if the query command was "GRAPH.PROFILE"
+        """
+        self.graph = graph
+        self.header = []
+        self.result_set = []
+
+        # in case of an error an exception will be raised
+        self._check_for_errors(response)
+
+        if len(response) == 1:
+            self.parse_statistics(response[0])
+        elif profile:
+            self.parse_profile(response)
+        else:
+            # start by parsing statistics, matches the one we have
+            self.parse_statistics(response[-1])  # Last element.
+            self.parse_results(response)
+
+    def _check_for_errors(self, response):
+        """
+        Check if the response contains an error.
+        """
+        if isinstance(response[0], ResponseError):
+            error = response[0]
+            if str(error) == "version mismatch":
+                version = response[1]
+                error = VersionMismatchException(version)
+            raise error
+
+        # If we encountered a run-time error, the last response
+        # element will be an exception
+        if isinstance(response[-1], ResponseError):
+            raise response[-1]
+
+    def parse_results(self, raw_result_set):
+        """
+        Parse the query execution result returned from the server.
+        """
+        self.header = self.parse_header(raw_result_set)
+
+        # Empty header.
+        if len(self.header) == 0:
+            return
+
+        self.result_set = self.parse_records(raw_result_set)
+
+    def parse_statistics(self, raw_statistics):
+        """
+        Parse the statistics returned in the response.
+        """
+        self.statistics = {}
+
+        # decode statistics
+        for idx, stat in enumerate(raw_statistics):
+            if isinstance(stat, bytes):
+                raw_statistics[idx] = stat.decode()
+
+        for s in STATS:
+            v = self._get_value(s, raw_statistics)
+            if v is not None:
+                self.statistics[s] = v
+
+    def parse_header(self, raw_result_set):
+        """
+        Parse the header of the result.
+        """
+        # An array of column name/column type pairs.
+        header = raw_result_set[0]
+        return header
+
+    def parse_records(self, raw_result_set):
+        """
+        Parses the result set and returns a list of records.
+        """
+        records = [
+            [
+                self.parse_record_types[self.header[idx][0]](cell)
+                for idx, cell in enumerate(row)
+            ]
+            for row in raw_result_set[1]
+        ]
+
+        return records
+
+    def parse_entity_properties(self, props):
+        """
+        Parse node / edge properties.
+        """
+        # [[name, value type, value] X N]
+        properties = {}
+        for prop in props:
+            prop_name = self.graph.get_property(prop[0])
+            prop_value = self.parse_scalar(prop[1:])
+            properties[prop_name] = prop_value
+
+        return properties
+
+    def parse_string(self, cell):
+        """
+        Parse the cell as a string.
+        """
+        if isinstance(cell, bytes):
+            return cell.decode()
+        elif not isinstance(cell, str):
+            return str(cell)
+        else:
+            return cell
+
+    def parse_node(self, cell):
+        """
+        Parse the cell to a node.
+        """
+        # Node ID (integer),
+        # [label string offset (integer)],
+        # [[name, value type, value] X N]
+
+        node_id = int(cell[0])
+        labels = None
+        if len(cell[1]) > 0:
+            labels = []
+            for inner_label in cell[1]:
+                labels.append(self.graph.get_label(inner_label))
+        properties = self.parse_entity_properties(cell[2])
+        return Node(node_id=node_id, label=labels, properties=properties)
+
+    def parse_edge(self, cell):
+        """
+        Parse the cell to an edge.
+        """
+        # Edge ID (integer),
+        # reltype string offset (integer),
+        # src node ID offset (integer),
+        # dest node ID offset (integer),
+        # [[name, value, value type] X N]
+
+        edge_id = int(cell[0])
+        relation = self.graph.get_relation(cell[1])
+        src_node_id = int(cell[2])
+        dest_node_id = int(cell[3])
+        properties = self.parse_entity_properties(cell[4])
+        return Edge(
+            src_node_id, relation, dest_node_id, edge_id=edge_id, properties=properties
+        )
+
+    def parse_path(self, cell):
+        """
+        Parse the cell to a path.
+        """
+        nodes = self.parse_scalar(cell[0])
+        edges = self.parse_scalar(cell[1])
+        return Path(nodes, edges)
+
+    def parse_map(self, cell):
+        """
+        Parse the cell as a map.
+        """
+        m = OrderedDict()
+        n_entries = len(cell)
+
+        # A map is an array of key value pairs.
+        # 1. key (string)
+        # 2. array: (value type, value)
+        for i in range(0, n_entries, 2):
+            key = self.parse_string(cell[i])
+            m[key] = self.parse_scalar(cell[i + 1])
+
+        return m
+
+    def parse_point(self, cell):
+        """
+        Parse the cell to point.
+        """
+        p = {}
+        # A point is received an array of the form: [latitude, longitude]
+        # It is returned as a map of the form: {"latitude": latitude, "longitude": longitude} # noqa
+        p["latitude"] = float(cell[0])
+        p["longitude"] = float(cell[1])
+        return p
+
+    def parse_null(self, cell):
+        """
+        Parse a null value.
+        """
+        return None
+
+    def parse_integer(self, cell):
+        """
+        Parse the integer value from the cell.
+        """
+        return int(cell)
+
+    def parse_boolean(self, value):
+        """
+        Parse the cell value as a boolean.
+        """
+        value = value.decode() if isinstance(value, bytes) else value
+        try:
+            scalar = True if strtobool(value) else False
+        except ValueError:
+            sys.stderr.write("unknown boolean type\n")
+            scalar = None
+        return scalar
+
+    def parse_double(self, cell):
+        """
+        Parse the cell as a double.
+        """
+        return float(cell)
+
+    def parse_array(self, value):
+        """
+        Parse an array of values.
+        """
+        scalar = [self.parse_scalar(value[i]) for i in range(len(value))]
+        return scalar
+
+    def parse_unknown(self, cell):
+        """
+        Parse a cell of unknown type.
+        """
+        sys.stderr.write("Unknown type\n")
+        return None
+
+    def parse_scalar(self, cell):
+        """
+        Parse a scalar value from a cell in the result set.
+        """
+        scalar_type = int(cell[0])
+        value = cell[1]
+        scalar = self.parse_scalar_types[scalar_type](value)
+
+        return scalar
+
+    def parse_profile(self, response):
+        self.result_set = [x[0 : x.index(",")].strip() for x in response]
+
+    def is_empty(self):
+        return len(self.result_set) == 0
+
+    @staticmethod
+    def _get_value(prop, statistics):
+        for stat in statistics:
+            if prop in stat:
+                return float(stat.split(": ")[1].split(" ")[0])
+
+        return None
+
+    def _get_stat(self, stat):
+        return self.statistics[stat] if stat in self.statistics else 0
+
+    @property
+    def labels_added(self):
+        """Returns the number of labels added in the query"""
+        return self._get_stat(LABELS_ADDED)
+
+    @property
+    def labels_removed(self):
+        """Returns the number of labels removed in the query"""
+        return self._get_stat(LABELS_REMOVED)
+
+    @property
+    def nodes_created(self):
+        """Returns the number of nodes created in the query"""
+        return self._get_stat(NODES_CREATED)
+
+    @property
+    def nodes_deleted(self):
+        """Returns the number of nodes deleted in the query"""
+        return self._get_stat(NODES_DELETED)
+
+    @property
+    def properties_set(self):
+        """Returns the number of properties set in the query"""
+        return self._get_stat(PROPERTIES_SET)
+
+    @property
+    def properties_removed(self):
+        """Returns the number of properties removed in the query"""
+        return self._get_stat(PROPERTIES_REMOVED)
+
+    @property
+    def relationships_created(self):
+        """Returns the number of relationships created in the query"""
+        return self._get_stat(RELATIONSHIPS_CREATED)
+
+    @property
+    def relationships_deleted(self):
+        """Returns the number of relationships deleted in the query"""
+        return self._get_stat(RELATIONSHIPS_DELETED)
+
+    @property
+    def indices_created(self):
+        """Returns the number of indices created in the query"""
+        return self._get_stat(INDICES_CREATED)
+
+    @property
+    def indices_deleted(self):
+        """Returns the number of indices deleted in the query"""
+        return self._get_stat(INDICES_DELETED)
+
+    @property
+    def cached_execution(self):
+        """Returns whether or not the query execution plan was cached"""
+        return self._get_stat(CACHED_EXECUTION) == 1
+
+    @property
+    def run_time_ms(self):
+        """Returns the server execution time of the query"""
+        return self._get_stat(INTERNAL_EXECUTION_TIME)
+
+    @property
+    def parse_scalar_types(self):
+        return {
+            ResultSetScalarTypes.VALUE_NULL: self.parse_null,
+            ResultSetScalarTypes.VALUE_STRING: self.parse_string,
+            ResultSetScalarTypes.VALUE_INTEGER: self.parse_integer,
+            ResultSetScalarTypes.VALUE_BOOLEAN: self.parse_boolean,
+            ResultSetScalarTypes.VALUE_DOUBLE: self.parse_double,
+            ResultSetScalarTypes.VALUE_ARRAY: self.parse_array,
+            ResultSetScalarTypes.VALUE_NODE: self.parse_node,
+            ResultSetScalarTypes.VALUE_EDGE: self.parse_edge,
+            ResultSetScalarTypes.VALUE_PATH: self.parse_path,
+            ResultSetScalarTypes.VALUE_MAP: self.parse_map,
+            ResultSetScalarTypes.VALUE_POINT: self.parse_point,
+            ResultSetScalarTypes.VALUE_UNKNOWN: self.parse_unknown,
+        }
+
+    @property
+    def parse_record_types(self):
+        return {
+            ResultSetColumnTypes.COLUMN_SCALAR: self.parse_scalar,
+            ResultSetColumnTypes.COLUMN_NODE: self.parse_node,
+            ResultSetColumnTypes.COLUMN_RELATION: self.parse_edge,
+            ResultSetColumnTypes.COLUMN_UNKNOWN: self.parse_unknown,
+        }
+
+
+class AsyncQueryResult(QueryResult):
+    """
+    Async version for the QueryResult class - a class that
+    represents a result of the query operation.
+    """
+
+    def __init__(self):
+        """
+        To init the class you must call self.initialize()
+        """
+        pass
+
+    async def initialize(self, graph, response, profile=False):
+        """
+        Initializes the class.
+        Args:
+
+        graph:
+            The graph on which the query was executed.
+        response:
+            The response from the server.
+        profile:
+            A boolean indicating if the query command was "GRAPH.PROFILE"
+        """
+        self.graph = graph
+        self.header = []
+        self.result_set = []
+
+        # in case of an error an exception will be raised
+        self._check_for_errors(response)
+
+        if len(response) == 1:
+            self.parse_statistics(response[0])
+        elif profile:
+            self.parse_profile(response)
+        else:
+            # start by parsing statistics, matches the one we have
+            self.parse_statistics(response[-1])  # Last element.
+            await self.parse_results(response)
+
+        return self
+
+    async def parse_node(self, cell):
+        """
+        Parses a node from the cell.
+        """
+        # Node ID (integer),
+        # [label string offset (integer)],
+        # [[name, value type, value] X N]
+
+        labels = None
+        if len(cell[1]) > 0:
+            labels = []
+            for inner_label in cell[1]:
+                labels.append(await self.graph.get_label(inner_label))
+        properties = await self.parse_entity_properties(cell[2])
+        node_id = int(cell[0])
+        return Node(node_id=node_id, label=labels, properties=properties)
+
+    async def parse_scalar(self, cell):
+        """
+        Parses a scalar value from the server response.
+        """
+        scalar_type = int(cell[0])
+        value = cell[1]
+        try:
+            scalar = await self.parse_scalar_types[scalar_type](value)
+        except TypeError:
+            # Not all of the functions are async
+            scalar = self.parse_scalar_types[scalar_type](value)
+
+        return scalar
+
+    async def parse_records(self, raw_result_set):
+        """
+        Parses the result set and returns a list of records.
+        """
+        records = []
+        for row in raw_result_set[1]:
+            record = [
+                await self.parse_record_types[self.header[idx][0]](cell)
+                for idx, cell in enumerate(row)
+            ]
+            records.append(record)
+
+        return records
+
+    async def parse_results(self, raw_result_set):
+        """
+        Parse the query execution result returned from the server.
+        """
+        self.header = self.parse_header(raw_result_set)
+
+        # Empty header.
+        if len(self.header) == 0:
+            return
+
+        self.result_set = await self.parse_records(raw_result_set)
+
+    async def parse_entity_properties(self, props):
+        """
+        Parse node / edge properties.
+        """
+        # [[name, value type, value] X N]
+        properties = {}
+        for prop in props:
+            prop_name = await self.graph.get_property(prop[0])
+            prop_value = await self.parse_scalar(prop[1:])
+            properties[prop_name] = prop_value
+
+        return properties
+
+    async def parse_edge(self, cell):
+        """
+        Parse the cell to an edge.
+        """
+        # Edge ID (integer),
+        # reltype string offset (integer),
+        # src node ID offset (integer),
+        # dest node ID offset (integer),
+        # [[name, value, value type] X N]
+
+        edge_id = int(cell[0])
+        relation = await self.graph.get_relation(cell[1])
+        src_node_id = int(cell[2])
+        dest_node_id = int(cell[3])
+        properties = await self.parse_entity_properties(cell[4])
+        return Edge(
+            src_node_id, relation, dest_node_id, edge_id=edge_id, properties=properties
+        )
+
+    async def parse_path(self, cell):
+        """
+        Parse the cell to a path.
+        """
+        nodes = await self.parse_scalar(cell[0])
+        edges = await self.parse_scalar(cell[1])
+        return Path(nodes, edges)
+
+    async def parse_map(self, cell):
+        """
+        Parse the cell to a map.
+        """
+        m = OrderedDict()
+        n_entries = len(cell)
+
+        # A map is an array of key value pairs.
+        # 1. key (string)
+        # 2. array: (value type, value)
+        for i in range(0, n_entries, 2):
+            key = self.parse_string(cell[i])
+            m[key] = await self.parse_scalar(cell[i + 1])
+
+        return m
+
+    async def parse_array(self, value):
+        """
+        Parse array value.
+        """
+        scalar = [await self.parse_scalar(value[i]) for i in range(len(value))]
+        return scalar

frontEnd/venv/lib/python3.12/site-packages/redis/commands/helpers.py

@@ -0,0 +1,166 @@
+import copy
+import random
+import string
+from typing import List, Tuple
+
+import redis
+from redis.typing import KeysT, KeyT
+
+
+def list_or_args(keys: KeysT, args: Tuple[KeyT, ...]) -> List[KeyT]:
+    # returns a single new list combining keys and args
+    try:
+        iter(keys)
+        # a string or bytes instance can be iterated, but indicates
+        # keys wasn't passed as a list
+        if isinstance(keys, (bytes, str)):
+            keys = [keys]
+        else:
+            keys = list(keys)
+    except TypeError:
+        keys = [keys]
+    if args:
+        keys.extend(args)
+    return keys
+
+
+def nativestr(x):
+    """Return the decoded binary string, or a string, depending on type."""
+    r = x.decode("utf-8", "replace") if isinstance(x, bytes) else x
+    if r == "null":
+        return
+    return r
+
+
+def delist(x):
+    """Given a list of binaries, return the stringified version."""
+    if x is None:
+        return x
+    return [nativestr(obj) for obj in x]
+
+
+def parse_to_list(response):
+    """Optimistically parse the response to a list."""
+    res = []
+
+    if response is None:
+        return res
+
+    for item in response:
+        try:
+            res.append(int(item))
+        except ValueError:
+            try:
+                res.append(float(item))
+            except ValueError:
+                res.append(nativestr(item))
+        except TypeError:
+            res.append(None)
+    return res
+
+
+def parse_list_to_dict(response):
+    res = {}
+    for i in range(0, len(response), 2):
+        if isinstance(response[i], list):
+            res["Child iterators"].append(parse_list_to_dict(response[i]))
+        elif isinstance(response[i + 1], list):
+            res["Child iterators"] = [parse_list_to_dict(response[i + 1])]
+        else:
+            try:
+                res[response[i]] = float(response[i + 1])
+            except (TypeError, ValueError):
+                res[response[i]] = response[i + 1]
+    return res
+
+
+def parse_to_dict(response):
+    if response is None:
+        return {}
+
+    res = {}
+    for det in response:
+        if isinstance(det[1], list):
+            res[det[0]] = parse_list_to_dict(det[1])
+        else:
+            try:  # try to set the attribute. may be provided without value
+                try:  # try to convert the value to float
+                    res[det[0]] = float(det[1])
+                except (TypeError, ValueError):
+                    res[det[0]] = det[1]
+            except IndexError:
+                pass
+    return res
+
+
+def random_string(length=10):
+    """
+    Returns a random N character long string.
+    """
+    return "".join(  # nosec
+        random.choice(string.ascii_lowercase) for x in range(length)
+    )
+
+
+def quote_string(v):
+    """
+    RedisGraph strings must be quoted,
+    quote_string wraps given v with quotes incase
+    v is a string.
+    """
+
+    if isinstance(v, bytes):
+        v = v.decode()
+    elif not isinstance(v, str):
+        return v
+    if len(v) == 0:
+        return '""'
+
+    v = v.replace("\\", "\\\\")
+    v = v.replace('"', '\\"')
+
+    return f'"{v}"'
+
+
+def decode_dict_keys(obj):
+    """Decode the keys of the given dictionary with utf-8."""
+    newobj = copy.copy(obj)
+    for k in obj.keys():
+        if isinstance(k, bytes):
+            newobj[k.decode("utf-8")] = newobj[k]
+            newobj.pop(k)
+    return newobj
+
+
+def stringify_param_value(value):
+    """
+    Turn a parameter value into a string suitable for the params header of
+    a Cypher command.
+    You may pass any value that would be accepted by `json.dumps()`.
+
+    Ways in which output differs from that of `str()`:
+        * Strings are quoted.
+        * None --> "null".
+        * In dictionaries, keys are _not_ quoted.
+
+    :param value: The parameter value to be turned into a string.
+    :return: string
+    """
+
+    if isinstance(value, str):
+        return quote_string(value)
+    elif value is None:
+        return "null"
+    elif isinstance(value, (list, tuple)):
+        return f'[{",".join(map(stringify_param_value, value))}]'
+    elif isinstance(value, dict):
+        return f'{{{",".join(f"{k}:{stringify_param_value(v)}" for k, v in value.items())}}}'  # noqa
+    else:
+        return str(value)
+
+
+def get_protocol_version(client):
+    if isinstance(client, redis.Redis) or isinstance(client, redis.asyncio.Redis):
+        return client.connection_pool.connection_kwargs.get("protocol")
+    elif isinstance(client, redis.cluster.AbstractRedisCluster):
+        return client.nodes_manager.connection_kwargs.get("protocol")

frontEnd/venv/lib/python3.12/site-packages/redis/commands/json/__init__.py

@@ -0,0 +1,147 @@
+from json import JSONDecodeError, JSONDecoder, JSONEncoder
+
+import redis
+
+from ..helpers import get_protocol_version, nativestr
+from .commands import JSONCommands
+from .decoders import bulk_of_jsons, decode_list
+
+
+class JSON(JSONCommands):
+    """
+    Create a client for talking to json.
+
+    :param decoder:
+    :type json.JSONDecoder: An instance of json.JSONDecoder
+
+    :param encoder:
+    :type json.JSONEncoder: An instance of json.JSONEncoder
+    """
+
+    def __init__(
+        self, client, version=None, decoder=JSONDecoder(), encoder=JSONEncoder()
+    ):
+        """
+        Create a client for talking to json.
+
+        :param decoder:
+        :type json.JSONDecoder: An instance of json.JSONDecoder
+
+        :param encoder:
+        :type json.JSONEncoder: An instance of json.JSONEncoder
+        """
+        # Set the module commands' callbacks
+        self._MODULE_CALLBACKS = {
+            "JSON.ARRPOP": self._decode,
+            "JSON.DEBUG": self._decode,
+            "JSON.GET": self._decode,
+            "JSON.MERGE": lambda r: r and nativestr(r) == "OK",
+            "JSON.MGET": bulk_of_jsons(self._decode),
+            "JSON.MSET": lambda r: r and nativestr(r) == "OK",
+            "JSON.RESP": self._decode,
+            "JSON.SET": lambda r: r and nativestr(r) == "OK",
+            "JSON.TOGGLE": self._decode,
+        }
+
+        _RESP2_MODULE_CALLBACKS = {
+            "JSON.ARRAPPEND": self._decode,
+            "JSON.ARRINDEX": self._decode,
+            "JSON.ARRINSERT": self._decode,
+            "JSON.ARRLEN": self._decode,
+            "JSON.ARRTRIM": self._decode,
+            "JSON.CLEAR": int,
+            "JSON.DEL": int,
+            "JSON.FORGET": int,
+            "JSON.GET": self._decode,
+            "JSON.NUMINCRBY": self._decode,
+            "JSON.NUMMULTBY": self._decode,
+            "JSON.OBJKEYS": self._decode,
+            "JSON.STRAPPEND": self._decode,
+            "JSON.OBJLEN": self._decode,
+            "JSON.STRLEN": self._decode,
+            "JSON.TOGGLE": self._decode,
+        }
+
+        _RESP3_MODULE_CALLBACKS = {}
+
+        self.client = client
+        self.execute_command = client.execute_command
+        self.MODULE_VERSION = version
+
+        if get_protocol_version(self.client) in ["3", 3]:
+            self._MODULE_CALLBACKS.update(_RESP3_MODULE_CALLBACKS)
+        else:
+            self._MODULE_CALLBACKS.update(_RESP2_MODULE_CALLBACKS)
+
+        for key, value in self._MODULE_CALLBACKS.items():
+            self.client.set_response_callback(key, value)
+
+        self.__encoder__ = encoder
+        self.__decoder__ = decoder
+
+    def _decode(self, obj):
+        """Get the decoder."""
+        if obj is None:
+            return obj
+
+        try:
+            x = self.__decoder__.decode(obj)
+            if x is None:
+                raise TypeError
+            return x
+        except TypeError:
+            try:
+                return self.__decoder__.decode(obj.decode())
+            except AttributeError:
+                return decode_list(obj)
+        except (AttributeError, JSONDecodeError):
+            return decode_list(obj)
+
+    def _encode(self, obj):
+        """Get the encoder."""
+        return self.__encoder__.encode(obj)
+
+    def pipeline(self, transaction=True, shard_hint=None):
+        """Creates a pipeline for the JSON module, that can be used for executing
+        JSON commands, as well as classic core commands.
+
+        Usage example:
+
+        r = redis.Redis()
+        pipe = r.json().pipeline()
+        pipe.jsonset('foo', '.', {'hello!': 'world'})
+        pipe.jsonget('foo')
+        pipe.jsonget('notakey')
+        """
+        if isinstance(self.client, redis.RedisCluster):
+            p = ClusterPipeline(
+                nodes_manager=self.client.nodes_manager,
+                commands_parser=self.client.commands_parser,
+                startup_nodes=self.client.nodes_manager.startup_nodes,
+                result_callbacks=self.client.result_callbacks,
+                cluster_response_callbacks=self.client.cluster_response_callbacks,
+                cluster_error_retry_attempts=self.client.cluster_error_retry_attempts,
+                read_from_replicas=self.client.read_from_replicas,
+                reinitialize_steps=self.client.reinitialize_steps,
+                lock=self.client._lock,
+            )
+
+        else:
+            p = Pipeline(
+                connection_pool=self.client.connection_pool,
+                response_callbacks=self._MODULE_CALLBACKS,
+                transaction=transaction,
+                shard_hint=shard_hint,
+            )
+
+        p._encode = self._encode
+        p._decode = self._decode
+        return p
+
+
+class ClusterPipeline(JSONCommands, redis.cluster.ClusterPipeline):
+    """Cluster pipeline for the module."""
+
+
+class Pipeline(JSONCommands, redis.client.Pipeline):
+    """Pipeline for the module."""

frontEnd/venv/lib/python3.12/site-packages/redis/commands/json/_util.py

@@ -0,0 +1,3 @@
+from typing import Any, Dict, List, Union
+
+JsonType = Union[str, int, float, bool, None, Dict[str, Any], List[Any]]

frontEnd/venv/lib/python3.12/site-packages/redis/commands/json/commands.py

@@ -0,0 +1,429 @@
+import os
+from json import JSONDecodeError, loads
+from typing import Dict, List, Optional, Tuple, Union
+
+from redis.exceptions import DataError
+from redis.utils import deprecated_function
+
+from ._util import JsonType
+from .decoders import decode_dict_keys
+from .path import Path
+
+
+class JSONCommands:
+    """json commands."""
+
+    def arrappend(
+        self, name: str, path: Optional[str] = Path.root_path(), *args: List[JsonType]
+    ) -> List[Union[int, None]]:
+        """Append the objects ``args`` to the array under the
+        ``path` in key ``name``.
+
+        For more information see `JSON.ARRAPPEND <https://redis.io/commands/json.arrappend>`_..
+        """  # noqa
+        pieces = [name, str(path)]
+        for o in args:
+            pieces.append(self._encode(o))
+        return self.execute_command("JSON.ARRAPPEND", *pieces)
+
+    def arrindex(
+        self,
+        name: str,
+        path: str,
+        scalar: int,
+        start: Optional[int] = None,
+        stop: Optional[int] = None,
+    ) -> List[Union[int, None]]:
+        """
+        Return the index of ``scalar`` in the JSON array under ``path`` at key
+        ``name``.
+
+        The search can be limited using the optional inclusive ``start``
+        and exclusive ``stop`` indices.
+
+        For more information see `JSON.ARRINDEX <https://redis.io/commands/json.arrindex>`_.
+        """  # noqa
+        pieces = [name, str(path), self._encode(scalar)]
+        if start is not None:
+            pieces.append(start)
+            if stop is not None:
+                pieces.append(stop)
+
+        return self.execute_command("JSON.ARRINDEX", *pieces)
+
+    def arrinsert(
+        self, name: str, path: str, index: int, *args: List[JsonType]
+    ) -> List[Union[int, None]]:
+        """Insert the objects ``args`` to the array at index ``index``
+        under the ``path` in key ``name``.
+
+        For more information see `JSON.ARRINSERT <https://redis.io/commands/json.arrinsert>`_.
+        """  # noqa
+        pieces = [name, str(path), index]
+        for o in args:
+            pieces.append(self._encode(o))
+        return self.execute_command("JSON.ARRINSERT", *pieces)
+
+    def arrlen(
+        self, name: str, path: Optional[str] = Path.root_path()
+    ) -> List[Union[int, None]]:
+        """Return the length of the array JSON value under ``path``
+        at key``name``.
+
+        For more information see `JSON.ARRLEN <https://redis.io/commands/json.arrlen>`_.
+        """  # noqa
+        return self.execute_command("JSON.ARRLEN", name, str(path))
+
+    def arrpop(
+        self,
+        name: str,
+        path: Optional[str] = Path.root_path(),
+        index: Optional[int] = -1,
+    ) -> List[Union[str, None]]:
+        """Pop the element at ``index`` in the array JSON value under
+        ``path`` at key ``name``.
+
+        For more information see `JSON.ARRPOP <https://redis.io/commands/json.arrpop>`_.
+        """  # noqa
+        return self.execute_command("JSON.ARRPOP", name, str(path), index)
+
+    def arrtrim(
+        self, name: str, path: str, start: int, stop: int
+    ) -> List[Union[int, None]]:
+        """Trim the array JSON value under ``path`` at key ``name`` to the
+        inclusive range given by ``start`` and ``stop``.
+
+        For more information see `JSON.ARRTRIM <https://redis.io/commands/json.arrtrim>`_.
+        """  # noqa
+        return self.execute_command("JSON.ARRTRIM", name, str(path), start, stop)
+
+    def type(self, name: str, path: Optional[str] = Path.root_path()) -> List[str]:
+        """Get the type of the JSON value under ``path`` from key ``name``.
+
+        For more information see `JSON.TYPE <https://redis.io/commands/json.type>`_.
+        """  # noqa
+        return self.execute_command("JSON.TYPE", name, str(path))
+
+    def resp(self, name: str, path: Optional[str] = Path.root_path()) -> List:
+        """Return the JSON value under ``path`` at key ``name``.
+
+        For more information see `JSON.RESP <https://redis.io/commands/json.resp>`_.
+        """  # noqa
+        return self.execute_command("JSON.RESP", name, str(path))
+
+    def objkeys(
+        self, name: str, path: Optional[str] = Path.root_path()
+    ) -> List[Union[List[str], None]]:
+        """Return the key names in the dictionary JSON value under ``path`` at
+        key ``name``.
+
+        For more information see `JSON.OBJKEYS <https://redis.io/commands/json.objkeys>`_.
+        """  # noqa
+        return self.execute_command("JSON.OBJKEYS", name, str(path))
+
+    def objlen(self, name: str, path: Optional[str] = Path.root_path()) -> int:
+        """Return the length of the dictionary JSON value under ``path`` at key
+        ``name``.
+
+        For more information see `JSON.OBJLEN <https://redis.io/commands/json.objlen>`_.
+        """  # noqa
+        return self.execute_command("JSON.OBJLEN", name, str(path))
+
+    def numincrby(self, name: str, path: str, number: int) -> str:
+        """Increment the numeric (integer or floating point) JSON value under
+        ``path`` at key ``name`` by the provided ``number``.
+
+        For more information see `JSON.NUMINCRBY <https://redis.io/commands/json.numincrby>`_.
+        """  # noqa
+        return self.execute_command(
+            "JSON.NUMINCRBY", name, str(path), self._encode(number)
+        )
+
+    @deprecated_function(version="4.0.0", reason="deprecated since redisjson 1.0.0")
+    def nummultby(self, name: str, path: str, number: int) -> str:
+        """Multiply the numeric (integer or floating point) JSON value under
+        ``path`` at key ``name`` with the provided ``number``.
+
+        For more information see `JSON.NUMMULTBY <https://redis.io/commands/json.nummultby>`_.
+        """  # noqa
+        return self.execute_command(
+            "JSON.NUMMULTBY", name, str(path), self._encode(number)
+        )
+
+    def clear(self, name: str, path: Optional[str] = Path.root_path()) -> int:
+        """Empty arrays and objects (to have zero slots/keys without deleting the
+        array/object).
+
+        Return the count of cleared paths (ignoring non-array and non-objects
+        paths).
+
+        For more information see `JSON.CLEAR <https://redis.io/commands/json.clear>`_.
+        """  # noqa
+        return self.execute_command("JSON.CLEAR", name, str(path))
+
+    def delete(self, key: str, path: Optional[str] = Path.root_path()) -> int:
+        """Delete the JSON value stored at key ``key`` under ``path``.
+
+        For more information see `JSON.DEL <https://redis.io/commands/json.del>`_.
+        """
+        return self.execute_command("JSON.DEL", key, str(path))
+
+    # forget is an alias for delete
+    forget = delete
+
+    def get(
+        self, name: str, *args, no_escape: Optional[bool] = False
+    ) -> List[JsonType]:
+        """
+        Get the object stored as a JSON value at key ``name``.
+
+        ``args`` is zero or more paths, and defaults to root path
+        ```no_escape`` is a boolean flag to add no_escape option to get
+        non-ascii characters
+
+        For more information see `JSON.GET <https://redis.io/commands/json.get>`_.
+        """  # noqa
+        pieces = [name]
+        if no_escape:
+            pieces.append("noescape")
+
+        if len(args) == 0:
+            pieces.append(Path.root_path())
+
+        else:
+            for p in args:
+                pieces.append(str(p))
+
+        # Handle case where key doesn't exist. The JSONDecoder would raise a
+        # TypeError exception since it can't decode None
+        try:
+            return self.execute_command("JSON.GET", *pieces)
+        except TypeError:
+            return None
+
+    def mget(self, keys: List[str], path: str) -> List[JsonType]:
+        """
+        Get the objects stored as a JSON values under ``path``. ``keys``
+        is a list of one or more keys.
+
+        For more information see `JSON.MGET <https://redis.io/commands/json.mget>`_.
+        """  # noqa
+        pieces = []
+        pieces += keys
+        pieces.append(str(path))
+        return self.execute_command("JSON.MGET", *pieces)
+
+    def set(
+        self,
+        name: str,
+        path: str,
+        obj: JsonType,
+        nx: Optional[bool] = False,
+        xx: Optional[bool] = False,
+        decode_keys: Optional[bool] = False,
+    ) -> Optional[str]:
+        """
+        Set the JSON value at key ``name`` under the ``path`` to ``obj``.
+
+        ``nx`` if set to True, set ``value`` only if it does not exist.
+        ``xx`` if set to True, set ``value`` only if it exists.
+        ``decode_keys`` If set to True, the keys of ``obj`` will be decoded
+        with utf-8.
+
+        For the purpose of using this within a pipeline, this command is also
+        aliased to JSON.SET.
+
+        For more information see `JSON.SET <https://redis.io/commands/json.set>`_.
+        """
+        if decode_keys:
+            obj = decode_dict_keys(obj)
+
+        pieces = [name, str(path), self._encode(obj)]
+
+        # Handle existential modifiers
+        if nx and xx:
+            raise Exception(
+                "nx and xx are mutually exclusive: use one, the "
+                "other or neither - but not both"
+            )
+        elif nx:
+            pieces.append("NX")
+        elif xx:
+            pieces.append("XX")
+        return self.execute_command("JSON.SET", *pieces)
+
+    def mset(self, triplets: List[Tuple[str, str, JsonType]]) -> Optional[str]:
+        """
+        Set the JSON value at key ``name`` under the ``path`` to ``obj``
+        for one or more keys.
+
+        ``triplets`` is a list of one or more triplets of key, path, value.
+
+        For the purpose of using this within a pipeline, this command is also
+        aliased to JSON.MSET.
+
+        For more information see `JSON.MSET <https://redis.io/commands/json.mset>`_.
+        """
+        pieces = []
+        for triplet in triplets:
+            pieces.extend([triplet[0], str(triplet[1]), self._encode(triplet[2])])
+        return self.execute_command("JSON.MSET", *pieces)
+
+    def merge(
+        self,
+        name: str,
+        path: str,
+        obj: JsonType,
+        decode_keys: Optional[bool] = False,
+    ) -> Optional[str]:
+        """
+        Merges a given JSON value into matching paths. Consequently, JSON values
+        at matching paths are updated, deleted, or expanded with new children
+
+        ``decode_keys`` If set to True, the keys of ``obj`` will be decoded
+        with utf-8.
+
+        For more information see `JSON.MERGE <https://redis.io/commands/json.merge>`_.
+        """
+        if decode_keys:
+            obj = decode_dict_keys(obj)
+
+        pieces = [name, str(path), self._encode(obj)]
+
+        return self.execute_command("JSON.MERGE", *pieces)
+
+    def set_file(
+        self,
+        name: str,
+        path: str,
+        file_name: str,
+        nx: Optional[bool] = False,
+        xx: Optional[bool] = False,
+        decode_keys: Optional[bool] = False,
+    ) -> Optional[str]:
+        """
+        Set the JSON value at key ``name`` under the ``path`` to the content
+        of the json file ``file_name``.
+
+        ``nx`` if set to True, set ``value`` only if it does not exist.
+        ``xx`` if set to True, set ``value`` only if it exists.
+        ``decode_keys`` If set to True, the keys of ``obj`` will be decoded
+        with utf-8.
+
+        """
+
+        with open(file_name, "r") as fp:
+            file_content = loads(fp.read())
+
+        return self.set(name, path, file_content, nx=nx, xx=xx, decode_keys=decode_keys)
+
+    def set_path(
+        self,
+        json_path: str,
+        root_folder: str,
+        nx: Optional[bool] = False,
+        xx: Optional[bool] = False,
+        decode_keys: Optional[bool] = False,
+    ) -> List[Dict[str, bool]]:
+        """
+        Iterate over ``root_folder`` and set each JSON file to a value
+        under ``json_path`` with the file name as the key.
+
+        ``nx`` if set to True, set ``value`` only if it does not exist.
+        ``xx`` if set to True, set ``value`` only if it exists.
+        ``decode_keys`` If set to True, the keys of ``obj`` will be decoded
+        with utf-8.
+
+        """
+        set_files_result = {}
+        for root, dirs, files in os.walk(root_folder):
+            for file in files:
+                file_path = os.path.join(root, file)
+                try:
+                    file_name = file_path.rsplit(".")[0]
+                    self.set_file(
+                        file_name,
+                        json_path,
+                        file_path,
+                        nx=nx,
+                        xx=xx,
+                        decode_keys=decode_keys,
+                    )
+                    set_files_result[file_path] = True
+                except JSONDecodeError:
+                    set_files_result[file_path] = False
+
+        return set_files_result
+
+    def strlen(self, name: str, path: Optional[str] = None) -> List[Union[int, None]]:
+        """Return the length of the string JSON value under ``path`` at key
+        ``name``.
+
+        For more information see `JSON.STRLEN <https://redis.io/commands/json.strlen>`_.
+        """  # noqa
+        pieces = [name]
+        if path is not None:
+            pieces.append(str(path))
+        return self.execute_command("JSON.STRLEN", *pieces)
+
+    def toggle(
+        self, name: str, path: Optional[str] = Path.root_path()
+    ) -> Union[bool, List[Optional[int]]]:
+        """Toggle boolean value under ``path`` at key ``name``.
+        returning the new value.
+
+        For more information see `JSON.TOGGLE <https://redis.io/commands/json.toggle>`_.
+        """  # noqa
+        return self.execute_command("JSON.TOGGLE", name, str(path))
+
+    def strappend(
+        self, name: str, value: str, path: Optional[int] = Path.root_path()
+    ) -> Union[int, List[Optional[int]]]:
+        """Append to the string JSON value. If two options are specified after
+        the key name, the path is determined to be the first. If a single
+        option is passed, then the root_path (i.e Path.root_path()) is used.
+
+        For more information see `JSON.STRAPPEND <https://redis.io/commands/json.strappend>`_.
+        """  # noqa
+        pieces = [name, str(path), self._encode(value)]
+        return self.execute_command("JSON.STRAPPEND", *pieces)
+
+    def debug(
+        self,
+        subcommand: str,
+        key: Optional[str] = None,
+        path: Optional[str] = Path.root_path(),
+    ) -> Union[int, List[str]]:
+        """Return the memory usage in bytes of a value under ``path`` from
+        key ``name``.
+
+        For more information see `JSON.DEBUG <https://redis.io/commands/json.debug>`_.
+        """  # noqa
+        valid_subcommands = ["MEMORY", "HELP"]
+        if subcommand not in valid_subcommands:
+            raise DataError("The only valid subcommands are ", str(valid_subcommands))
+        pieces = [subcommand]
+        if subcommand == "MEMORY":
+            if key is None:
+                raise DataError("No key specified")
+            pieces.append(key)
+            pieces.append(str(path))
+        return self.execute_command("JSON.DEBUG", *pieces)
+
+    @deprecated_function(
+        version="4.0.0", reason="redisjson-py supported this, call get directly."
+    )
+    def jsonget(self, *args, **kwargs):
+        return self.get(*args, **kwargs)
+
+    @deprecated_function(
+        version="4.0.0", reason="redisjson-py supported this, call get directly."
+    )
+    def jsonmget(self, *args, **kwargs):
+        return self.mget(*args, **kwargs)
+
+    @deprecated_function(
+        version="4.0.0", reason="redisjson-py supported this, call get directly."
+    )
+    def jsonset(self, *args, **kwargs):
+        return self.set(*args, **kwargs)

frontEnd/venv/lib/python3.12/site-packages/redis/commands/json/decoders.py

@@ -0,0 +1,60 @@
+import copy
+import re
+
+from ..helpers import nativestr
+
+
+def bulk_of_jsons(d):
+    """Replace serialized JSON values with objects in a
+    bulk array response (list).
+    """
+
+    def _f(b):
+        for index, item in enumerate(b):
+            if item is not None:
+                b[index] = d(item)
+        return b
+
+    return _f
+
+
+def decode_dict_keys(obj):
+    """Decode the keys of the given dictionary with utf-8."""
+    newobj = copy.copy(obj)
+    for k in obj.keys():
+        if isinstance(k, bytes):
+            newobj[k.decode("utf-8")] = newobj[k]
+            newobj.pop(k)
+    return newobj
+
+
+def unstring(obj):
+    """
+    Attempt to parse string to native integer formats.
+    One can't simply call int/float in a try/catch because there is a
+    semantic difference between (for example) 15.0 and 15.
+    """
+    floatreg = "^\\d+.\\d+$"
+    match = re.findall(floatreg, obj)
+    if match != []:
+        return float(match[0])
+
+    intreg = "^\\d+$"
+    match = re.findall(intreg, obj)
+    if match != []:
+        return int(match[0])
+    return obj
+
+
+def decode_list(b):
+    """
+    Given a non-deserializable object, make a best effort to
+    return a useful set of results.
+    """
+    if isinstance(b, list):
+        return [nativestr(obj) for obj in b]
+    elif isinstance(b, bytes):
+        return unstring(nativestr(b))
+    elif isinstance(b, str):
+        return unstring(b)
+    return b

frontEnd/venv/lib/python3.12/site-packages/redis/commands/json/path.py

@@ -0,0 +1,16 @@
+class Path:
+    """This class represents a path in a JSON value."""
+
+    strPath = ""
+
+    @staticmethod
+    def root_path():
+        """Return the root path's string representation."""
+        return "."
+
+    def __init__(self, path):
+        """Make a new path based on the string representation in `path`."""
+        self.strPath = path
+
+    def __repr__(self):
+        return self.strPath

frontEnd/venv/lib/python3.12/site-packages/redis/commands/redismodules.py

@@ -0,0 +1,103 @@
+from json import JSONDecoder, JSONEncoder
+
+
+class RedisModuleCommands:
+    """This class contains the wrapper functions to bring supported redis
+    modules into the command namespace.
+    """
+
+    def json(self, encoder=JSONEncoder(), decoder=JSONDecoder()):
+        """Access the json namespace, providing support for redis json."""
+
+        from .json import JSON
+
+        jj = JSON(client=self, encoder=encoder, decoder=decoder)
+        return jj
+
+    def ft(self, index_name="idx"):
+        """Access the search namespace, providing support for redis search."""
+
+        from .search import Search
+
+        s = Search(client=self, index_name=index_name)
+        return s
+
+    def ts(self):
+        """Access the timeseries namespace, providing support for
+        redis timeseries data.
+        """
+
+        from .timeseries import TimeSeries
+
+        s = TimeSeries(client=self)
+        return s
+
+    def bf(self):
+        """Access the bloom namespace."""
+
+        from .bf import BFBloom
+
+        bf = BFBloom(client=self)
+        return bf
+
+    def cf(self):
+        """Access the bloom namespace."""
+
+        from .bf import CFBloom
+
+        cf = CFBloom(client=self)
+        return cf
+
+    def cms(self):
+        """Access the bloom namespace."""
+
+        from .bf import CMSBloom
+
+        cms = CMSBloom(client=self)
+        return cms
+
+    def topk(self):
+        """Access the bloom namespace."""
+
+        from .bf import TOPKBloom
+
+        topk = TOPKBloom(client=self)
+        return topk
+
+    def tdigest(self):
+        """Access the bloom namespace."""
+
+        from .bf import TDigestBloom
+
+        tdigest = TDigestBloom(client=self)
+        return tdigest
+
+    def graph(self, index_name="idx"):
+        """Access the graph namespace, providing support for
+        redis graph data.
+        """
+
+        from .graph import Graph
+
+        g = Graph(client=self, name=index_name)
+        return g
+
+
+class AsyncRedisModuleCommands(RedisModuleCommands):
+    def ft(self, index_name="idx"):
+        """Access the search namespace, providing support for redis search."""
+
+        from .search import AsyncSearch
+
+        s = AsyncSearch(client=self, index_name=index_name)
+        return s
+
+    def graph(self, index_name="idx"):
+        """Access the graph namespace, providing support for
+        redis graph data.
+        """
+
+        from .graph import AsyncGraph
+
+        g = AsyncGraph(client=self, name=index_name)
+        return g

frontEnd/venv/lib/python3.12/site-packages/redis/commands/search/__init__.py

@@ -0,0 +1,189 @@
+import redis
+
+from ...asyncio.client import Pipeline as AsyncioPipeline
+from .commands import (
+    AGGREGATE_CMD,
+    CONFIG_CMD,
+    INFO_CMD,
+    PROFILE_CMD,
+    SEARCH_CMD,
+    SPELLCHECK_CMD,
+    SYNDUMP_CMD,
+    AsyncSearchCommands,
+    SearchCommands,
+)
+
+
+class Search(SearchCommands):
+    """
+    Create a client for talking to search.
+    It abstracts the API of the module and lets you just use the engine.
+    """
+
+    class BatchIndexer:
+        """
+        A batch indexer allows you to automatically batch
+        document indexing in pipelines, flushing it every N documents.
+        """
+
+        def __init__(self, client, chunk_size=1000):
+            self.client = client
+            self.execute_command = client.execute_command
+            self._pipeline = client.pipeline(transaction=False, shard_hint=None)
+            self.total = 0
+            self.chunk_size = chunk_size
+            self.current_chunk = 0
+
+        def __del__(self):
+            if self.current_chunk:
+                self.commit()
+
+        def add_document(
+            self,
+            doc_id,
+            nosave=False,
+            score=1.0,
+            payload=None,
+            replace=False,
+            partial=False,
+            no_create=False,
+            **fields,
+        ):
+            """
+            Add a document to the batch query
+            """
+            self.client._add_document(
+                doc_id,
+                conn=self._pipeline,
+                nosave=nosave,
+                score=score,
+                payload=payload,
+                replace=replace,
+                partial=partial,
+                no_create=no_create,
+                **fields,
+            )
+            self.current_chunk += 1
+            self.total += 1
+            if self.current_chunk >= self.chunk_size:
+                self.commit()
+
+        def add_document_hash(self, doc_id, score=1.0, replace=False):
+            """
+            Add a hash to the batch query
+            """
+            self.client._add_document_hash(
+                doc_id, conn=self._pipeline, score=score, replace=replace
+            )
+            self.current_chunk += 1
+            self.total += 1
+            if self.current_chunk >= self.chunk_size:
+                self.commit()
+
+        def commit(self):
+            """
+            Manually commit and flush the batch indexing query
+            """
+            self._pipeline.execute()
+            self.current_chunk = 0
+
+    def __init__(self, client, index_name="idx"):
+        """
+        Create a new Client for the given index_name.
+        The default name is `idx`
+
+        If conn is not None, we employ an already existing redis connection
+        """
+        self._MODULE_CALLBACKS = {}
+        self.client = client
+        self.index_name = index_name
+        self.execute_command = client.execute_command
+        self._pipeline = client.pipeline
+        self._RESP2_MODULE_CALLBACKS = {
+            INFO_CMD: self._parse_info,
+            SEARCH_CMD: self._parse_search,
+            AGGREGATE_CMD: self._parse_aggregate,
+            PROFILE_CMD: self._parse_profile,
+            SPELLCHECK_CMD: self._parse_spellcheck,
+            CONFIG_CMD: self._parse_config_get,
+            SYNDUMP_CMD: self._parse_syndump,
+        }
+
+    def pipeline(self, transaction=True, shard_hint=None):
+        """Creates a pipeline for the SEARCH module, that can be used for executing
+        SEARCH commands, as well as classic core commands.
+        """
+        p = Pipeline(
+            connection_pool=self.client.connection_pool,
+            response_callbacks=self._MODULE_CALLBACKS,
+            transaction=transaction,
+            shard_hint=shard_hint,
+        )
+        p.index_name = self.index_name
+        return p
+
+
+class AsyncSearch(Search, AsyncSearchCommands):
+    class BatchIndexer(Search.BatchIndexer):
+        """
+        A batch indexer allows you to automatically batch
+        document indexing in pipelines, flushing it every N documents.
+        """
+
+        async def add_document(
+            self,
+            doc_id,
+            nosave=False,
+            score=1.0,
+            payload=None,
+            replace=False,
+            partial=False,
+            no_create=False,
+            **fields,
+        ):
+            """
+            Add a document to the batch query
+            """
+            self.client._add_document(
+                doc_id,
+                conn=self._pipeline,
+                nosave=nosave,
+                score=score,
+                payload=payload,
+                replace=replace,
+                partial=partial,
+                no_create=no_create,
+                **fields,
+            )
+            self.current_chunk += 1
+            self.total += 1
+            if self.current_chunk >= self.chunk_size:
+                await self.commit()
+
+        async def commit(self):
+            """
+            Manually commit and flush the batch indexing query
+            """
+            await self._pipeline.execute()
+            self.current_chunk = 0
+
+    def pipeline(self, transaction=True, shard_hint=None):
+        """Creates a pipeline for the SEARCH module, that can be used for executing
+        SEARCH commands, as well as classic core commands.
+        """
+        p = AsyncPipeline(
+            connection_pool=self.client.connection_pool,
+            response_callbacks=self._MODULE_CALLBACKS,
+            transaction=transaction,
+            shard_hint=shard_hint,
+        )
+        p.index_name = self.index_name
+        return p
+
+
+class Pipeline(SearchCommands, redis.client.Pipeline):
+    """Pipeline for the module."""
+
+
+class AsyncPipeline(AsyncSearchCommands, AsyncioPipeline, Pipeline):
+    """AsyncPipeline for the module."""

frontEnd/venv/lib/python3.12/site-packages/redis/commands/search/_util.py

@@ -0,0 +1,7 @@
+def to_string(s):
+    if isinstance(s, str):
+        return s
+    elif isinstance(s, bytes):
+        return s.decode("utf-8", "ignore")
+    else:
+        return s  # Not a string we care about

frontEnd/venv/lib/python3.12/site-packages/redis/commands/search/aggregation.py

@@ -0,0 +1,372 @@
+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
+
+    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 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._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}>"
+        )

frontEnd/venv/lib/python3.12/site-packages/redis/commands/search/document.py

@@ -0,0 +1,17 @@
+class Document:
+    """
+    Represents a single document in a result set
+    """
+
+    def __init__(self, id, payload=None, **fields):
+        self.id = id
+        self.payload = payload
+        for k, v in fields.items():
+            setattr(self, k, v)
+
+    def __repr__(self):
+        return f"Document {self.__dict__}"
+
+    def __getitem__(self, item):
+        value = getattr(self, item)
+        return value

frontEnd/venv/lib/python3.12/site-packages/redis/commands/search/field.py

@@ -0,0 +1,168 @@
+from typing import List
+
+from redis import DataError
+
+
+class Field:
+    NUMERIC = "NUMERIC"
+    TEXT = "TEXT"
+    WEIGHT = "WEIGHT"
+    GEO = "GEO"
+    TAG = "TAG"
+    VECTOR = "VECTOR"
+    SORTABLE = "SORTABLE"
+    NOINDEX = "NOINDEX"
+    AS = "AS"
+
+    def __init__(
+        self,
+        name: str,
+        args: List[str] = None,
+        sortable: bool = False,
+        no_index: bool = False,
+        as_name: str = None,
+    ):
+        if args is None:
+            args = []
+        self.name = name
+        self.args = args
+        self.args_suffix = list()
+        self.as_name = as_name
+
+        if sortable:
+            self.args_suffix.append(Field.SORTABLE)
+        if no_index:
+            self.args_suffix.append(Field.NOINDEX)
+
+        if no_index and not sortable:
+            raise ValueError("Non-Sortable non-Indexable fields are ignored")
+
+    def append_arg(self, value):
+        self.args.append(value)
+
+    def redis_args(self):
+        args = [self.name]
+        if self.as_name:
+            args += [self.AS, self.as_name]
+        args += self.args
+        args += self.args_suffix
+        return args
+
+
+class TextField(Field):
+    """
+    TextField is used to define a text field in a schema definition
+    """
+
+    NOSTEM = "NOSTEM"
+    PHONETIC = "PHONETIC"
+
+    def __init__(
+        self,
+        name: str,
+        weight: float = 1.0,
+        no_stem: bool = False,
+        phonetic_matcher: str = None,
+        withsuffixtrie: bool = False,
+        **kwargs,
+    ):
+        Field.__init__(self, name, args=[Field.TEXT, Field.WEIGHT, weight], **kwargs)
+
+        if no_stem:
+            Field.append_arg(self, self.NOSTEM)
+        if phonetic_matcher and phonetic_matcher in [
+            "dm:en",
+            "dm:fr",
+            "dm:pt",
+            "dm:es",
+        ]:
+            Field.append_arg(self, self.PHONETIC)
+            Field.append_arg(self, phonetic_matcher)
+        if withsuffixtrie:
+            Field.append_arg(self, "WITHSUFFIXTRIE")
+
+
+class NumericField(Field):
+    """
+    NumericField is used to define a numeric field in a schema definition
+    """
+
+    def __init__(self, name: str, **kwargs):
+        Field.__init__(self, name, args=[Field.NUMERIC], **kwargs)
+
+
+class GeoField(Field):
+    """
+    GeoField is used to define a geo-indexing field in a schema definition
+    """
+
+    def __init__(self, name: str, **kwargs):
+        Field.__init__(self, name, args=[Field.GEO], **kwargs)
+
+
+class TagField(Field):
+    """
+    TagField is a tag-indexing field with simpler compression and tokenization.
+    See http://redisearch.io/Tags/
+    """
+
+    SEPARATOR = "SEPARATOR"
+    CASESENSITIVE = "CASESENSITIVE"
+
+    def __init__(
+        self,
+        name: str,
+        separator: str = ",",
+        case_sensitive: bool = False,
+        withsuffixtrie: bool = False,
+        **kwargs,
+    ):
+        args = [Field.TAG, self.SEPARATOR, separator]
+        if case_sensitive:
+            args.append(self.CASESENSITIVE)
+        if withsuffixtrie:
+            args.append("WITHSUFFIXTRIE")
+
+        Field.__init__(self, name, args=args, **kwargs)
+
+
+class VectorField(Field):
+    """
+    Allows vector similarity queries against the value in this attribute.
+    See https://oss.redis.com/redisearch/Vectors/#vector_fields.
+    """
+
+    def __init__(self, name: str, algorithm: str, attributes: dict, **kwargs):
+        """
+        Create Vector Field. Notice that Vector cannot have sortable or no_index tag,
+        although it's also a Field.
+
+        ``name`` is the name of the field.
+
+        ``algorithm`` can be "FLAT" or "HNSW".
+
+        ``attributes`` each algorithm can have specific attributes. Some of them
+        are mandatory and some of them are optional. See
+        https://oss.redis.com/redisearch/master/Vectors/#specific_creation_attributes_per_algorithm
+        for more information.
+        """
+        sort = kwargs.get("sortable", False)
+        noindex = kwargs.get("no_index", False)
+
+        if sort or noindex:
+            raise DataError("Cannot set 'sortable' or 'no_index' in Vector fields.")
+
+        if algorithm.upper() not in ["FLAT", "HNSW"]:
+            raise DataError(
+                "Realtime vector indexing supporting 2 Indexing Methods:"
+                "'FLAT' and 'HNSW'."
+            )
+
+        attr_li = []
+
+        for key, value in attributes.items():
+            attr_li.extend([key, value])
+
+        Field.__init__(
+            self, name, args=[Field.VECTOR, algorithm, len(attr_li), *attr_li], **kwargs
+        )

frontEnd/venv/lib/python3.12/site-packages/redis/commands/search/indexDefinition.py

@@ -0,0 +1,79 @@
+from enum import Enum
+
+
+class IndexType(Enum):
+    """Enum of the currently supported index types."""
+
+    HASH = 1
+    JSON = 2
+
+
+class IndexDefinition:
+    """IndexDefinition is used to define a index definition for automatic
+    indexing on Hash or Json update."""
+
+    def __init__(
+        self,
+        prefix=[],
+        filter=None,
+        language_field=None,
+        language=None,
+        score_field=None,
+        score=1.0,
+        payload_field=None,
+        index_type=None,
+    ):
+        self.args = []
+        self._append_index_type(index_type)
+        self._append_prefix(prefix)
+        self._append_filter(filter)
+        self._append_language(language_field, language)
+        self._append_score(score_field, score)
+        self._append_payload(payload_field)
+
+    def _append_index_type(self, index_type):
+        """Append `ON HASH` or `ON JSON` according to the enum."""
+        if index_type is IndexType.HASH:
+            self.args.extend(["ON", "HASH"])
+        elif index_type is IndexType.JSON:
+            self.args.extend(["ON", "JSON"])
+        elif index_type is not None:
+            raise RuntimeError(f"index_type must be one of {list(IndexType)}")
+
+    def _append_prefix(self, prefix):
+        """Append PREFIX."""
+        if len(prefix) > 0:
+            self.args.append("PREFIX")
+            self.args.append(len(prefix))
+            for p in prefix:
+                self.args.append(p)
+
+    def _append_filter(self, filter):
+        """Append FILTER."""
+        if filter is not None:
+            self.args.append("FILTER")
+            self.args.append(filter)
+
+    def _append_language(self, language_field, language):
+        """Append LANGUAGE_FIELD and LANGUAGE."""
+        if language_field is not None:
+            self.args.append("LANGUAGE_FIELD")
+            self.args.append(language_field)
+        if language is not None:
+            self.args.append("LANGUAGE")
+            self.args.append(language)
+
+    def _append_score(self, score_field, score):
+        """Append SCORE_FIELD and SCORE."""
+        if score_field is not None:
+            self.args.append("SCORE_FIELD")
+            self.args.append(score_field)
+        if score is not None:
+            self.args.append("SCORE")
+            self.args.append(score)
+
+    def _append_payload(self, payload_field):
+        """Append PAYLOAD_FIELD."""
+        if payload_field is not None:
+            self.args.append("PAYLOAD_FIELD")
+            self.args.append(payload_field)

frontEnd/venv/lib/python3.12/site-packages/redis/commands/search/query.py

@@ -0,0 +1,362 @@
+from typing import List, Optional, Union
+
+
+class Query:
+    """
+    Query is used to build complex queries that have more parameters than just
+    the query string. The query string is set in the constructor, and other
+    options have setter functions.
+
+    The setter functions return the query object, so they can be chained,
+    i.e. `Query("foo").verbatim().filter(...)` etc.
+    """
+
+    def __init__(self, query_string: str) -> None:
+        """
+        Create a new query object.
+        The query string is set in the constructor, and other options have
+        setter functions.
+        """
+
+        self._query_string: str = query_string
+        self._offset: int = 0
+        self._num: int = 10
+        self._no_content: bool = False
+        self._no_stopwords: bool = False
+        self._fields: Optional[List[str]] = None
+        self._verbatim: bool = False
+        self._with_payloads: bool = False
+        self._with_scores: bool = False
+        self._scorer: Optional[str] = None
+        self._filters: List = list()
+        self._ids: Optional[List[str]] = None
+        self._slop: int = -1
+        self._timeout: Optional[float] = None
+        self._in_order: bool = False
+        self._sortby: Optional[SortbyField] = None
+        self._return_fields: List = []
+        self._summarize_fields: List = []
+        self._highlight_fields: List = []
+        self._language: Optional[str] = None
+        self._expander: Optional[str] = None
+        self._dialect: Optional[int] = None
+
+    def query_string(self) -> str:
+        """Return the query string of this query only."""
+        return self._query_string
+
+    def limit_ids(self, *ids) -> "Query":
+        """Limit the results to a specific set of pre-known document
+        ids of any length."""
+        self._ids = ids
+        return self
+
+    def return_fields(self, *fields) -> "Query":
+        """Add fields to return fields."""
+        self._return_fields += fields
+        return self
+
+    def return_field(self, field: str, as_field: Optional[str] = None) -> "Query":
+        """Add field to return fields (Optional: add 'AS' name
+        to the field)."""
+        self._return_fields.append(field)
+        if as_field is not None:
+            self._return_fields += ("AS", as_field)
+        return self
+
+    def _mk_field_list(self, fields: List[str]) -> List:
+        if not fields:
+            return []
+        return [fields] if isinstance(fields, str) else list(fields)
+
+    def summarize(
+        self,
+        fields: Optional[List] = None,
+        context_len: Optional[int] = None,
+        num_frags: Optional[int] = None,
+        sep: Optional[str] = None,
+    ) -> "Query":
+        """
+        Return an abridged format of the field, containing only the segments of
+        the field which contain the matching term(s).
+
+        If `fields` is specified, then only the mentioned fields are
+        summarized; otherwise all results are summarized.
+
+        Server side defaults are used for each option (except `fields`)
+        if not specified
+
+        - **fields** List of fields to summarize. All fields are summarized
+        if not specified
+        - **context_len** Amount of context to include with each fragment
+        - **num_frags** Number of fragments per document
+        - **sep** Separator string to separate fragments
+        """
+        args = ["SUMMARIZE"]
+        fields = self._mk_field_list(fields)
+        if fields:
+            args += ["FIELDS", str(len(fields))] + fields
+
+        if context_len is not None:
+            args += ["LEN", str(context_len)]
+        if num_frags is not None:
+            args += ["FRAGS", str(num_frags)]
+        if sep is not None:
+            args += ["SEPARATOR", sep]
+
+        self._summarize_fields = args
+        return self
+
+    def highlight(
+        self, fields: Optional[List[str]] = None, tags: Optional[List[str]] = None
+    ) -> None:
+        """
+        Apply specified markup to matched term(s) within the returned field(s).
+
+        - **fields** If specified then only those mentioned fields are
+        highlighted, otherwise all fields are highlighted
+        - **tags** A list of two strings to surround the match.
+        """
+        args = ["HIGHLIGHT"]
+        fields = self._mk_field_list(fields)
+        if fields:
+            args += ["FIELDS", str(len(fields))] + fields
+        if tags:
+            args += ["TAGS"] + list(tags)
+
+        self._highlight_fields = args
+        return self
+
+    def language(self, language: str) -> "Query":
+        """
+        Analyze the query as being in the specified language.
+
+        :param language: The language (e.g. `chinese` or `english`)
+        """
+        self._language = language
+        return self
+
+    def slop(self, slop: int) -> "Query":
+        """Allow a maximum of N intervening non matched terms between
+        phrase terms (0 means exact phrase).
+        """
+        self._slop = slop
+        return self
+
+    def timeout(self, timeout: float) -> "Query":
+        """overrides the timeout parameter of the module"""
+        self._timeout = timeout
+        return self
+
+    def in_order(self) -> "Query":
+        """
+        Match only documents where the query terms appear in
+        the same order in the document.
+        i.e. for the query "hello world", we do not match "world hello"
+        """
+        self._in_order = True
+        return self
+
+    def scorer(self, scorer: str) -> "Query":
+        """
+        Use a different scoring function to evaluate document relevance.
+        Default is `TFIDF`.
+
+        :param scorer: The scoring function to use
+                       (e.g. `TFIDF.DOCNORM` or `BM25`)
+        """
+        self._scorer = scorer
+        return self
+
+    def get_args(self) -> List[str]:
+        """Format the redis arguments for this query and return them."""
+        args = [self._query_string]
+        args += self._get_args_tags()
+        args += self._summarize_fields + self._highlight_fields
+        args += ["LIMIT", self._offset, self._num]
+        return args
+
+    def _get_args_tags(self) -> List[str]:
+        args = []
+        if self._no_content:
+            args.append("NOCONTENT")
+        if self._fields:
+            args.append("INFIELDS")
+            args.append(len(self._fields))
+            args += self._fields
+        if self._verbatim:
+            args.append("VERBATIM")
+        if self._no_stopwords:
+            args.append("NOSTOPWORDS")
+        if self._filters:
+            for flt in self._filters:
+                if not isinstance(flt, Filter):
+                    raise AttributeError("Did not receive a Filter object.")
+                args += flt.args
+        if self._with_payloads:
+            args.append("WITHPAYLOADS")
+        if self._scorer:
+            args += ["SCORER", self._scorer]
+        if self._with_scores:
+            args.append("WITHSCORES")
+        if self._ids:
+            args.append("INKEYS")
+            args.append(len(self._ids))
+            args += self._ids
+        if self._slop >= 0:
+            args += ["SLOP", self._slop]
+        if self._timeout is not None:
+            args += ["TIMEOUT", self._timeout]
+        if self._in_order:
+            args.append("INORDER")
+        if self._return_fields:
+            args.append("RETURN")
+            args.append(len(self._return_fields))
+            args += self._return_fields
+        if self._sortby:
+            if not isinstance(self._sortby, SortbyField):
+                raise AttributeError("Did not receive a SortByField.")
+            args.append("SORTBY")
+            args += self._sortby.args
+        if self._language:
+            args += ["LANGUAGE", self._language]
+        if self._expander:
+            args += ["EXPANDER", self._expander]
+        if self._dialect:
+            args += ["DIALECT", self._dialect]
+
+        return args
+
+    def paging(self, offset: int, num: int) -> "Query":
+        """
+        Set the paging for the query (defaults to 0..10).
+
+        - **offset**: Paging offset for the results. Defaults to 0
+        - **num**: How many results do we want
+        """
+        self._offset = offset
+        self._num = num
+        return self
+
+    def verbatim(self) -> "Query":
+        """Set the query to be verbatim, i.e. use no query expansion
+        or stemming.
+        """
+        self._verbatim = True
+        return self
+
+    def no_content(self) -> "Query":
+        """Set the query to only return ids and not the document content."""
+        self._no_content = True
+        return self
+
+    def no_stopwords(self) -> "Query":
+        """
+        Prevent the query from being filtered for stopwords.
+        Only useful in very big queries that you are certain contain
+        no stopwords.
+        """
+        self._no_stopwords = True
+        return self
+
+    def with_payloads(self) -> "Query":
+        """Ask the engine to return document payloads."""
+        self._with_payloads = True
+        return self
+
+    def with_scores(self) -> "Query":
+        """Ask the engine to return document search scores."""
+        self._with_scores = True
+        return self
+
+    def limit_fields(self, *fields: List[str]) -> "Query":
+        """
+        Limit the search to specific TEXT fields only.
+
+        - **fields**: A list of strings, case sensitive field names
+        from the defined schema.
+        """
+        self._fields = fields
+        return self
+
+    def add_filter(self, flt: "Filter") -> "Query":
+        """
+        Add a numeric or geo filter to the query.
+        **Currently only one of each filter is supported by the engine**
+
+        - **flt**: A NumericFilter or GeoFilter object, used on a
+        corresponding field
+        """
+
+        self._filters.append(flt)
+        return self
+
+    def sort_by(self, field: str, asc: bool = True) -> "Query":
+        """
+        Add a sortby field to the query.
+
+        - **field** - the name of the field to sort by
+        - **asc** - when `True`, sorting will be done in asceding order
+        """
+        self._sortby = SortbyField(field, asc)
+        return self
+
+    def expander(self, expander: str) -> "Query":
+        """
+        Add a expander field to the query.
+
+        - **expander** - the name of the expander
+        """
+        self._expander = expander
+        return self
+
+    def dialect(self, dialect: int) -> "Query":
+        """
+        Add a dialect field to the query.
+
+        - **dialect** - dialect version to execute the query under
+        """
+        self._dialect = dialect
+        return self
+
+
+class Filter:
+    def __init__(self, keyword: str, field: str, *args: List[str]) -> None:
+        self.args = [keyword, field] + list(args)
+
+
+class NumericFilter(Filter):
+    INF = "+inf"
+    NEG_INF = "-inf"
+
+    def __init__(
+        self,
+        field: str,
+        minval: Union[int, str],
+        maxval: Union[int, str],
+        minExclusive: bool = False,
+        maxExclusive: bool = False,
+    ) -> None:
+        args = [
+            minval if not minExclusive else f"({minval}",
+            maxval if not maxExclusive else f"({maxval}",
+        ]
+
+        Filter.__init__(self, "FILTER", field, *args)
+
+
+class GeoFilter(Filter):
+    METERS = "m"
+    KILOMETERS = "km"
+    FEET = "ft"
+    MILES = "mi"
+
+    def __init__(
+        self, field: str, lon: float, lat: float, radius: float, unit: str = KILOMETERS
+    ) -> None:
+        Filter.__init__(self, "GEOFILTER", field, lon, lat, radius, unit)
+
+
+class SortbyField:
+    def __init__(self, field: str, asc=True) -> None:
+        self.args = [field, "ASC" if asc else "DESC"]

frontEnd/venv/lib/python3.12/site-packages/redis/commands/search/querystring.py

@@ -0,0 +1,317 @@
+def tags(*t):
+    """
+    Indicate that the values should be matched to a tag field
+
+    ### Parameters
+
+    - **t**: Tags to search for
+    """
+    if not t:
+        raise ValueError("At least one tag must be specified")
+    return TagValue(*t)
+
+
+def between(a, b, inclusive_min=True, inclusive_max=True):
+    """
+    Indicate that value is a numeric range
+    """
+    return RangeValue(a, b, inclusive_min=inclusive_min, inclusive_max=inclusive_max)
+
+
+def equal(n):
+    """
+    Match a numeric value
+    """
+    return between(n, n)
+
+
+def lt(n):
+    """
+    Match any value less than n
+    """
+    return between(None, n, inclusive_max=False)
+
+
+def le(n):
+    """
+    Match any value less or equal to n
+    """
+    return between(None, n, inclusive_max=True)
+
+
+def gt(n):
+    """
+    Match any value greater than n
+    """
+    return between(n, None, inclusive_min=False)
+
+
+def ge(n):
+    """
+    Match any value greater or equal to n
+    """
+    return between(n, None, inclusive_min=True)
+
+
+def geo(lat, lon, radius, unit="km"):
+    """
+    Indicate that value is a geo region
+    """
+    return GeoValue(lat, lon, radius, unit)
+
+
+class Value:
+    @property
+    def combinable(self):
+        """
+        Whether this type of value may be combined with other values
+        for the same field. This makes the filter potentially more efficient
+        """
+        return False
+
+    @staticmethod
+    def make_value(v):
+        """
+        Convert an object to a value, if it is not a value already
+        """
+        if isinstance(v, Value):
+            return v
+        return ScalarValue(v)
+
+    def to_string(self):
+        raise NotImplementedError()
+
+    def __str__(self):
+        return self.to_string()
+
+
+class RangeValue(Value):
+    combinable = False
+
+    def __init__(self, a, b, inclusive_min=False, inclusive_max=False):
+        if a is None:
+            a = "-inf"
+        if b is None:
+            b = "inf"
+        self.range = [str(a), str(b)]
+        self.inclusive_min = inclusive_min
+        self.inclusive_max = inclusive_max
+
+    def to_string(self):
+        return "[{1}{0[0]} {2}{0[1]}]".format(
+            self.range,
+            "(" if not self.inclusive_min else "",
+            "(" if not self.inclusive_max else "",
+        )
+
+
+class ScalarValue(Value):
+    combinable = True
+
+    def __init__(self, v):
+        self.v = str(v)
+
+    def to_string(self):
+        return self.v
+
+
+class TagValue(Value):
+    combinable = False
+
+    def __init__(self, *tags):
+        self.tags = tags
+
+    def to_string(self):
+        return "{" + " | ".join(str(t) for t in self.tags) + "}"
+
+
+class GeoValue(Value):
+    def __init__(self, lon, lat, radius, unit="km"):
+        self.lon = lon
+        self.lat = lat
+        self.radius = radius
+        self.unit = unit
+
+    def to_string(self):
+        return f"[{self.lon} {self.lat} {self.radius} {self.unit}]"
+
+
+class Node:
+    def __init__(self, *children, **kwparams):
+        """
+        Create a node
+
+        ### Parameters
+
+        - **children**: One or more sub-conditions. These can be additional
+            `intersect`, `disjunct`, `union`, `optional`, or any other `Node`
+            type.
+
+            The semantics of multiple conditions are dependent on the type of
+            query. For an `intersection` node, this amounts to a logical AND,
+            for a `union` node, this amounts to a logical `OR`.
+
+        - **kwparams**: key-value parameters. Each key is the name of a field,
+            and the value should be a field value. This can be one of the
+            following:
+
+            - Simple string (for text field matches)
+            - value returned by one of the helper functions
+            - list of either a string or a value
+
+
+        ### Examples
+
+        Field `num` should be between 1 and 10
+        ```
+        intersect(num=between(1, 10)
+        ```
+
+        Name can either be `bob` or `john`
+
+        ```
+        union(name=("bob", "john"))
+        ```
+
+        Don't select countries in Israel, Japan, or US
+
+        ```
+        disjunct_union(country=("il", "jp", "us"))
+        ```
+        """
+
+        self.params = []
+
+        kvparams = {}
+        for k, v in kwparams.items():
+            curvals = kvparams.setdefault(k, [])
+            if isinstance(v, (str, int, float)):
+                curvals.append(Value.make_value(v))
+            elif isinstance(v, Value):
+                curvals.append(v)
+            else:
+                curvals.extend(Value.make_value(subv) for subv in v)
+
+        self.params += [Node.to_node(p) for p in children]
+
+        for k, v in kvparams.items():
+            self.params.extend(self.join_fields(k, v))
+
+    def join_fields(self, key, vals):
+        if len(vals) == 1:
+            return [BaseNode(f"@{key}:{vals[0].to_string()}")]
+        if not vals[0].combinable:
+            return [BaseNode(f"@{key}:{v.to_string()}") for v in vals]
+        s = BaseNode(f"@{key}:({self.JOINSTR.join(v.to_string() for v in vals)})")
+        return [s]
+
+    @classmethod
+    def to_node(cls, obj):  # noqa
+        if isinstance(obj, Node):
+            return obj
+        return BaseNode(obj)
+
+    @property
+    def JOINSTR(self):
+        raise NotImplementedError()
+
+    def to_string(self, with_parens=None):
+        with_parens = self._should_use_paren(with_parens)
+        pre, post = ("(", ")") if with_parens else ("", "")
+        return f"{pre}{self.JOINSTR.join(n.to_string() for n in self.params)}{post}"
+
+    def _should_use_paren(self, optval):
+        if optval is not None:
+            return optval
+        return len(self.params) > 1
+
+    def __str__(self):
+        return self.to_string()
+
+
+class BaseNode(Node):
+    def __init__(self, s):
+        super().__init__()
+        self.s = str(s)
+
+    def to_string(self, with_parens=None):
+        return self.s
+
+
+class IntersectNode(Node):
+    """
+    Create an intersection node. All children need to be satisfied in order for
+    this node to evaluate as true
+    """
+
+    JOINSTR = " "
+
+
+class UnionNode(Node):
+    """
+    Create a union node. Any of the children need to be satisfied in order for
+    this node to evaluate as true
+    """
+
+    JOINSTR = "|"
+
+
+class DisjunctNode(IntersectNode):
+    """
+    Create a disjunct node. In order for this node to be true, all of its
+    children must evaluate to false
+    """
+
+    def to_string(self, with_parens=None):
+        with_parens = self._should_use_paren(with_parens)
+        ret = super().to_string(with_parens=False)
+        if with_parens:
+            return "(-" + ret + ")"
+        else:
+            return "-" + ret
+
+
+class DistjunctUnion(DisjunctNode):
+    """
+    This node is true if *all* of its children are false. This is equivalent to
+    ```
+    disjunct(union(...))
+    ```
+    """
+
+    JOINSTR = "|"
+
+
+class OptionalNode(IntersectNode):
+    """
+    Create an optional node. If this nodes evaluates to true, then the document
+    will be rated higher in score/rank.
+    """
+
+    def to_string(self, with_parens=None):
+        with_parens = self._should_use_paren(with_parens)
+        ret = super().to_string(with_parens=False)
+        if with_parens:
+            return "(~" + ret + ")"
+        else:
+            return "~" + ret
+
+
+def intersect(*args, **kwargs):
+    return IntersectNode(*args, **kwargs)
+
+
+def union(*args, **kwargs):
+    return UnionNode(*args, **kwargs)
+
+
+def disjunct(*args, **kwargs):
+    return DisjunctNode(*args, **kwargs)
+
+
+def disjunct_union(*args, **kwargs):
+    return DistjunctUnion(*args, **kwargs)
+
+
+def querystring(*args, **kwargs):
+    return intersect(*args, **kwargs).to_string()

frontEnd/venv/lib/python3.12/site-packages/redis/commands/search/reducers.py

@@ -0,0 +1,182 @@
+from typing import Union
+
+from .aggregation import Asc, Desc, Reducer, SortDirection
+
+
+class FieldOnlyReducer(Reducer):
+    """See https://redis.io/docs/interact/search-and-query/search/aggregations/"""
+
+    def __init__(self, field: str) -> None:
+        super().__init__(field)
+        self._field = field
+
+
+class count(Reducer):
+    """
+    Counts the number of results in the group
+    """
+
+    NAME = "COUNT"
+
+    def __init__(self) -> None:
+        super().__init__()
+
+
+class sum(FieldOnlyReducer):
+    """
+    Calculates the sum of all the values in the given fields within the group
+    """
+
+    NAME = "SUM"
+
+    def __init__(self, field: str) -> None:
+        super().__init__(field)
+
+
+class min(FieldOnlyReducer):
+    """
+    Calculates the smallest value in the given field within the group
+    """
+
+    NAME = "MIN"
+
+    def __init__(self, field: str) -> None:
+        super().__init__(field)
+
+
+class max(FieldOnlyReducer):
+    """
+    Calculates the largest value in the given field within the group
+    """
+
+    NAME = "MAX"
+
+    def __init__(self, field: str) -> None:
+        super().__init__(field)
+
+
+class avg(FieldOnlyReducer):
+    """
+    Calculates the mean value in the given field within the group
+    """
+
+    NAME = "AVG"
+
+    def __init__(self, field: str) -> None:
+        super().__init__(field)
+
+
+class tolist(FieldOnlyReducer):
+    """
+    Returns all the matched properties in a list
+    """
+
+    NAME = "TOLIST"
+
+    def __init__(self, field: str) -> None:
+        super().__init__(field)
+
+
+class count_distinct(FieldOnlyReducer):
+    """
+    Calculate the number of distinct values contained in all the results in
+    the group for the given field
+    """
+
+    NAME = "COUNT_DISTINCT"
+
+    def __init__(self, field: str) -> None:
+        super().__init__(field)
+
+
+class count_distinctish(FieldOnlyReducer):
+    """
+    Calculate the number of distinct values contained in all the results in the
+    group for the given field. This uses a faster algorithm than
+    `count_distinct` but is less accurate
+    """
+
+    NAME = "COUNT_DISTINCTISH"
+
+
+class quantile(Reducer):
+    """
+    Return the value for the nth percentile within the range of values for the
+    field within the group.
+    """
+
+    NAME = "QUANTILE"
+
+    def __init__(self, field: str, pct: float) -> None:
+        super().__init__(field, str(pct))
+        self._field = field
+
+
+class stddev(FieldOnlyReducer):
+    """
+    Return the standard deviation for the values within the group
+    """
+
+    NAME = "STDDEV"
+
+    def __init__(self, field: str) -> None:
+        super().__init__(field)
+
+
+class first_value(Reducer):
+    """
+    Selects the first value within the group according to sorting parameters
+    """
+
+    NAME = "FIRST_VALUE"
+
+    def __init__(self, field: str, *byfields: Union[Asc, Desc]) -> None:
+        """
+        Selects the first value of the given field within the group.
+
+        ### Parameter
+
+        - **field**: Source field used for the value
+        - **byfields**: How to sort the results. This can be either the
+            *class* of `aggregation.Asc` or `aggregation.Desc` in which
+            case the field `field` is also used as the sort input.
+
+            `byfields` can also be one or more *instances* of `Asc` or `Desc`
+            indicating the sort order for these fields
+        """
+
+        fieldstrs = []
+        if (
+            len(byfields) == 1
+            and isinstance(byfields[0], type)
+            and issubclass(byfields[0], SortDirection)
+        ):
+            byfields = [byfields[0](field)]
+
+        for f in byfields:
+            fieldstrs += [f.field, f.DIRSTRING]
+
+        args = [field]
+        if fieldstrs:
+            args += ["BY"] + fieldstrs
+        super().__init__(*args)
+        self._field = field
+
+
+class random_sample(Reducer):
+    """
+    Returns a random sample of items from the dataset, from the given property
+    """
+
+    NAME = "RANDOM_SAMPLE"
+
+    def __init__(self, field: str, size: int) -> None:
+        """
+        ### Parameter
+
+        **field**: Field to sample from
+        **size**: Return this many items (can be less)
+        """
+        args = [field, str(size)]
+        super().__init__(*args)
+        self._field = field

frontEnd/venv/lib/python3.12/site-packages/redis/commands/search/result.py

@@ -0,0 +1,73 @@
+from ._util import to_string
+from .document import Document
+
+
+class Result:
+    """
+    Represents the result of a search query, and has an array of Document
+    objects
+    """
+
+    def __init__(
+        self, res, hascontent, duration=0, has_payload=False, with_scores=False
+    ):
+        """
+        - **snippets**: An optional dictionary of the form
+        {field: snippet_size} for snippet formatting
+        """
+
+        self.total = res[0]
+        self.duration = duration
+        self.docs = []
+
+        step = 1
+        if hascontent:
+            step = step + 1
+        if has_payload:
+            step = step + 1
+        if with_scores:
+            step = step + 1
+
+        offset = 2 if with_scores else 1
+
+        for i in range(1, len(res), step):
+            id = to_string(res[i])
+            payload = to_string(res[i + offset]) if has_payload else None
+            # fields_offset = 2 if has_payload else 1
+            fields_offset = offset + 1 if has_payload else offset
+            score = float(res[i + 1]) if with_scores else None
+
+            fields = {}
+            if hascontent and res[i + fields_offset] is not None:
+                fields = (
+                    dict(
+                        dict(
+                            zip(
+                                map(to_string, res[i + fields_offset][::2]),
+                                map(to_string, res[i + fields_offset][1::2]),
+                            )
+                        )
+                    )
+                    if hascontent
+                    else {}
+                )
+            try:
+                del fields["id"]
+            except KeyError:
+                pass
+
+            try:
+                fields["json"] = fields["$"]
+                del fields["$"]
+            except KeyError:
+                pass
+
+            doc = (
+                Document(id, score=score, payload=payload, **fields)
+                if with_scores
+                else Document(id, payload=payload, **fields)
+            )
+            self.docs.append(doc)
+
+    def __repr__(self) -> str:
+        return f"Result{{{self.total} total, docs: {self.docs}}}"

frontEnd/venv/lib/python3.12/site-packages/redis/commands/search/suggestion.py

@@ -0,0 +1,55 @@
+from typing import Optional
+
+from ._util import to_string
+
+
+class Suggestion:
+    """
+    Represents a single suggestion being sent or returned from the
+    autocomplete server
+    """
+
+    def __init__(
+        self, string: str, score: float = 1.0, payload: Optional[str] = None
+    ) -> None:
+        self.string = to_string(string)
+        self.payload = to_string(payload)
+        self.score = score
+
+    def __repr__(self) -> str:
+        return self.string
+
+
+class SuggestionParser:
+    """
+    Internal class used to parse results from the `SUGGET` command.
+    This needs to consume either 1, 2, or 3 values at a time from
+    the return value depending on what objects were requested
+    """
+
+    def __init__(self, with_scores: bool, with_payloads: bool, ret) -> None:
+        self.with_scores = with_scores
+        self.with_payloads = with_payloads
+
+        if with_scores and with_payloads:
+            self.sugsize = 3
+            self._scoreidx = 1
+            self._payloadidx = 2
+        elif with_scores:
+            self.sugsize = 2
+            self._scoreidx = 1
+        elif with_payloads:
+            self.sugsize = 2
+            self._payloadidx = 1
+        else:
+            self.sugsize = 1
+            self._scoreidx = -1
+
+        self._sugs = ret
+
+    def __iter__(self):
+        for i in range(0, len(self._sugs), self.sugsize):
+            ss = self._sugs[i]
+            score = float(self._sugs[i + self._scoreidx]) if self.with_scores else 1.0
+            payload = self._sugs[i + self._payloadidx] if self.with_payloads else None
+            yield Suggestion(ss, score, payload)

frontEnd/venv/lib/python3.12/site-packages/redis/commands/sentinel.py

@@ -0,0 +1,99 @@
+import warnings
+
+
+class SentinelCommands:
+    """
+    A class containing the commands specific to redis sentinel. This class is
+    to be used as a mixin.
+    """
+
+    def sentinel(self, *args):
+        """Redis Sentinel's SENTINEL command."""
+        warnings.warn(DeprecationWarning("Use the individual sentinel_* methods"))
+
+    def sentinel_get_master_addr_by_name(self, service_name):
+        """Returns a (host, port) pair for the given ``service_name``"""
+        return self.execute_command("SENTINEL GET-MASTER-ADDR-BY-NAME", service_name)
+
+    def sentinel_master(self, service_name):
+        """Returns a dictionary containing the specified masters state."""
+        return self.execute_command("SENTINEL MASTER", service_name)
+
+    def sentinel_masters(self):
+        """Returns a list of dictionaries containing each master's state."""
+        return self.execute_command("SENTINEL MASTERS")
+
+    def sentinel_monitor(self, name, ip, port, quorum):
+        """Add a new master to Sentinel to be monitored"""
+        return self.execute_command("SENTINEL MONITOR", name, ip, port, quorum)
+
+    def sentinel_remove(self, name):
+        """Remove a master from Sentinel's monitoring"""
+        return self.execute_command("SENTINEL REMOVE", name)
+
+    def sentinel_sentinels(self, service_name):
+        """Returns a list of sentinels for ``service_name``"""
+        return self.execute_command("SENTINEL SENTINELS", service_name)
+
+    def sentinel_set(self, name, option, value):
+        """Set Sentinel monitoring parameters for a given master"""
+        return self.execute_command("SENTINEL SET", name, option, value)
+
+    def sentinel_slaves(self, service_name):
+        """Returns a list of slaves for ``service_name``"""
+        return self.execute_command("SENTINEL SLAVES", service_name)
+
+    def sentinel_reset(self, pattern):
+        """
+        This command will reset all the masters with matching name.
+        The pattern argument is a glob-style pattern.
+
+        The reset process clears any previous state in a master (including a
+        failover in progress), and removes every slave and sentinel already
+        discovered and associated with the master.
+        """
+        return self.execute_command("SENTINEL RESET", pattern, once=True)
+
+    def sentinel_failover(self, new_master_name):
+        """
+        Force a failover as if the master was not reachable, and without
+        asking for agreement to other Sentinels (however a new version of the
+        configuration will be published so that the other Sentinels will
+        update their configurations).
+        """
+        return self.execute_command("SENTINEL FAILOVER", new_master_name)
+
+    def sentinel_ckquorum(self, new_master_name):
+        """
+        Check if the current Sentinel configuration is able to reach the
+        quorum needed to failover a master, and the majority needed to
+        authorize the failover.
+
+        This command should be used in monitoring systems to check if a
+        Sentinel deployment is ok.
+        """
+        return self.execute_command("SENTINEL CKQUORUM", new_master_name, once=True)
+
+    def sentinel_flushconfig(self):
+        """
+        Force Sentinel to rewrite its configuration on disk, including the
+        current Sentinel state.
+
+        Normally Sentinel rewrites the configuration every time something
+        changes in its state (in the context of the subset of the state which
+        is persisted on disk across restart).
+        However sometimes it is possible that the configuration file is lost
+        because of operation errors, disk failures, package upgrade scripts or
+        configuration managers. In those cases a way to to force Sentinel to
+        rewrite the configuration file is handy.
+
+        This command works even if the previous configuration file is
+        completely missing.
+        """
+        return self.execute_command("SENTINEL FLUSHCONFIG")
+
+
+class AsyncSentinelCommands(SentinelCommands):
+    async def sentinel(self, *args) -> None:
+        """Redis Sentinel's SENTINEL command."""
+        super().sentinel(*args)

frontEnd/venv/lib/python3.12/site-packages/redis/commands/timeseries/__init__.py

@@ -0,0 +1,108 @@
+import redis
+from redis._parsers.helpers import bool_ok
+
+from ..helpers import get_protocol_version, parse_to_list
+from .commands import (
+    ALTER_CMD,
+    CREATE_CMD,
+    CREATERULE_CMD,
+    DEL_CMD,
+    DELETERULE_CMD,
+    GET_CMD,
+    INFO_CMD,
+    MGET_CMD,
+    MRANGE_CMD,
+    MREVRANGE_CMD,
+    QUERYINDEX_CMD,
+    RANGE_CMD,
+    REVRANGE_CMD,
+    TimeSeriesCommands,
+)
+from .info import TSInfo
+from .utils import parse_get, parse_m_get, parse_m_range, parse_range
+
+
+class TimeSeries(TimeSeriesCommands):
+    """
+    This class subclasses redis-py's `Redis` and implements RedisTimeSeries's
+    commands (prefixed with "ts").
+    The client allows to interact with RedisTimeSeries and use all of it's
+    functionality.
+    """
+
+    def __init__(self, client=None, **kwargs):
+        """Create a new RedisTimeSeries client."""
+        # Set the module commands' callbacks
+        self._MODULE_CALLBACKS = {
+            ALTER_CMD: bool_ok,
+            CREATE_CMD: bool_ok,
+            CREATERULE_CMD: bool_ok,
+            DELETERULE_CMD: bool_ok,
+        }
+
+        _RESP2_MODULE_CALLBACKS = {
+            DEL_CMD: int,
+            GET_CMD: parse_get,
+            INFO_CMD: TSInfo,
+            MGET_CMD: parse_m_get,
+            MRANGE_CMD: parse_m_range,
+            MREVRANGE_CMD: parse_m_range,
+            RANGE_CMD: parse_range,
+            REVRANGE_CMD: parse_range,
+            QUERYINDEX_CMD: parse_to_list,
+        }
+        _RESP3_MODULE_CALLBACKS = {}
+
+        self.client = client
+        self.execute_command = client.execute_command
+
+        if get_protocol_version(self.client) in ["3", 3]:
+            self._MODULE_CALLBACKS.update(_RESP3_MODULE_CALLBACKS)
+        else:
+            self._MODULE_CALLBACKS.update(_RESP2_MODULE_CALLBACKS)
+
+        for k, v in self._MODULE_CALLBACKS.items():
+            self.client.set_response_callback(k, v)
+
+    def pipeline(self, transaction=True, shard_hint=None):
+        """Creates a pipeline for the TimeSeries module, that can be used
+        for executing only TimeSeries commands and core commands.
+
+        Usage example:
+
+        r = redis.Redis()
+        pipe = r.ts().pipeline()
+        for i in range(100):
+            pipeline.add("with_pipeline", i, 1.1 * i)
+        pipeline.execute()
+
+        """
+        if isinstance(self.client, redis.RedisCluster):
+            p = ClusterPipeline(
+                nodes_manager=self.client.nodes_manager,
+                commands_parser=self.client.commands_parser,
+                startup_nodes=self.client.nodes_manager.startup_nodes,
+                result_callbacks=self.client.result_callbacks,
+                cluster_response_callbacks=self.client.cluster_response_callbacks,
+                cluster_error_retry_attempts=self.client.cluster_error_retry_attempts,
+                read_from_replicas=self.client.read_from_replicas,
+                reinitialize_steps=self.client.reinitialize_steps,
+                lock=self.client._lock,
+            )
+
+        else:
+            p = Pipeline(
+                connection_pool=self.client.connection_pool,
+                response_callbacks=self._MODULE_CALLBACKS,
+                transaction=transaction,
+                shard_hint=shard_hint,
+            )
+        return p
+
+
+class ClusterPipeline(TimeSeriesCommands, redis.cluster.ClusterPipeline):
+    """Cluster pipeline for the module."""
+
+
+class Pipeline(TimeSeriesCommands, redis.client.Pipeline):
+    """Pipeline for the module."""

frontEnd/venv/lib/python3.12/site-packages/redis/commands/timeseries/commands.py

@@ -0,0 +1,896 @@
+from typing import Dict, List, Optional, Tuple, Union
+
+from redis.exceptions import DataError
+from redis.typing import KeyT, Number
+
+ADD_CMD = "TS.ADD"
+ALTER_CMD = "TS.ALTER"
+CREATERULE_CMD = "TS.CREATERULE"
+CREATE_CMD = "TS.CREATE"
+DECRBY_CMD = "TS.DECRBY"
+DELETERULE_CMD = "TS.DELETERULE"
+DEL_CMD = "TS.DEL"
+GET_CMD = "TS.GET"
+INCRBY_CMD = "TS.INCRBY"
+INFO_CMD = "TS.INFO"
+MADD_CMD = "TS.MADD"
+MGET_CMD = "TS.MGET"
+MRANGE_CMD = "TS.MRANGE"
+MREVRANGE_CMD = "TS.MREVRANGE"
+QUERYINDEX_CMD = "TS.QUERYINDEX"
+RANGE_CMD = "TS.RANGE"
+REVRANGE_CMD = "TS.REVRANGE"
+
+
+class TimeSeriesCommands:
+    """RedisTimeSeries Commands."""
+
+    def create(
+        self,
+        key: KeyT,
+        retention_msecs: Optional[int] = None,
+        uncompressed: Optional[bool] = False,
+        labels: Optional[Dict[str, str]] = None,
+        chunk_size: Optional[int] = None,
+        duplicate_policy: Optional[str] = None,
+    ):
+        """
+        Create a new time-series.
+
+        Args:
+
+        key:
+            time-series key
+        retention_msecs:
+            Maximum age for samples compared to highest reported timestamp (in milliseconds).
+            If None or 0 is passed then  the series is not trimmed at all.
+        uncompressed:
+            Changes data storage from compressed (by default) to uncompressed
+        labels:
+            Set of label-value pairs that represent metadata labels of the key.
+        chunk_size:
+            Memory size, in bytes, allocated for each data chunk.
+            Must be a multiple of 8 in the range [128 .. 1048576].
+        duplicate_policy:
+            Policy for handling multiple samples with identical timestamps.
+            Can be one of:
+            - 'block': an error will occur for any out of order sample.
+            - 'first': ignore the new value.
+            - 'last': override with latest value.
+            - 'min': only override if the value is lower than the existing value.
+            - 'max': only override if the value is higher than the existing value.
+
+        For more information: https://redis.io/commands/ts.create/
+        """  # noqa
+        params = [key]
+        self._append_retention(params, retention_msecs)
+        self._append_uncompressed(params, uncompressed)
+        self._append_chunk_size(params, chunk_size)
+        self._append_duplicate_policy(params, CREATE_CMD, duplicate_policy)
+        self._append_labels(params, labels)
+
+        return self.execute_command(CREATE_CMD, *params)
+
+    def alter(
+        self,
+        key: KeyT,
+        retention_msecs: Optional[int] = None,
+        labels: Optional[Dict[str, str]] = None,
+        chunk_size: Optional[int] = None,
+        duplicate_policy: Optional[str] = None,
+    ):
+        """
+        Update the retention, chunk size, duplicate policy, and labels of an existing
+        time series.
+
+        Args:
+
+        key:
+            time-series key
+        retention_msecs:
+            Maximum retention period, compared to maximal existing timestamp (in milliseconds).
+            If None or 0 is passed then  the series is not trimmed at all.
+        labels:
+            Set of label-value pairs that represent metadata labels of the key.
+        chunk_size:
+            Memory size, in bytes, allocated for each data chunk.
+            Must be a multiple of 8 in the range [128 .. 1048576].
+        duplicate_policy:
+            Policy for handling multiple samples with identical timestamps.
+            Can be one of:
+            - 'block': an error will occur for any out of order sample.
+            - 'first': ignore the new value.
+            - 'last': override with latest value.
+            - 'min': only override if the value is lower than the existing value.
+            - 'max': only override if the value is higher than the existing value.
+
+        For more information: https://redis.io/commands/ts.alter/
+        """  # noqa
+        params = [key]
+        self._append_retention(params, retention_msecs)
+        self._append_chunk_size(params, chunk_size)
+        self._append_duplicate_policy(params, ALTER_CMD, duplicate_policy)
+        self._append_labels(params, labels)
+
+        return self.execute_command(ALTER_CMD, *params)
+
+    def add(
+        self,
+        key: KeyT,
+        timestamp: Union[int, str],
+        value: Number,
+        retention_msecs: Optional[int] = None,
+        uncompressed: Optional[bool] = False,
+        labels: Optional[Dict[str, str]] = None,
+        chunk_size: Optional[int] = None,
+        duplicate_policy: Optional[str] = None,
+    ):
+        """
+        Append (or create and append) a new sample to a time series.
+
+        Args:
+
+        key:
+            time-series key
+        timestamp:
+            Timestamp of the sample. * can be used for automatic timestamp (using the system clock).
+        value:
+            Numeric data value of the sample
+        retention_msecs:
+            Maximum retention period, compared to maximal existing timestamp (in milliseconds).
+            If None or 0 is passed then  the series is not trimmed at all.
+        uncompressed:
+            Changes data storage from compressed (by default) to uncompressed
+        labels:
+            Set of label-value pairs that represent metadata labels of the key.
+        chunk_size:
+            Memory size, in bytes, allocated for each data chunk.
+            Must be a multiple of 8 in the range [128 .. 1048576].
+        duplicate_policy:
+            Policy for handling multiple samples with identical timestamps.
+            Can be one of:
+            - 'block': an error will occur for any out of order sample.
+            - 'first': ignore the new value.
+            - 'last': override with latest value.
+            - 'min': only override if the value is lower than the existing value.
+            - 'max': only override if the value is higher than the existing value.
+
+        For more information: https://redis.io/commands/ts.add/
+        """  # noqa
+        params = [key, timestamp, value]
+        self._append_retention(params, retention_msecs)
+        self._append_uncompressed(params, uncompressed)
+        self._append_chunk_size(params, chunk_size)
+        self._append_duplicate_policy(params, ADD_CMD, duplicate_policy)
+        self._append_labels(params, labels)
+
+        return self.execute_command(ADD_CMD, *params)
+
+    def madd(self, ktv_tuples: List[Tuple[KeyT, Union[int, str], Number]]):
+        """
+        Append (or create and append) a new `value` to series
+        `key` with `timestamp`.
+        Expects a list of `tuples` as (`key`,`timestamp`, `value`).
+        Return value is an array with timestamps of insertions.
+
+        For more information: https://redis.io/commands/ts.madd/
+        """  # noqa
+        params = []
+        for ktv in ktv_tuples:
+            params.extend(ktv)
+
+        return self.execute_command(MADD_CMD, *params)
+
+    def incrby(
+        self,
+        key: KeyT,
+        value: Number,
+        timestamp: Optional[Union[int, str]] = None,
+        retention_msecs: Optional[int] = None,
+        uncompressed: Optional[bool] = False,
+        labels: Optional[Dict[str, str]] = None,
+        chunk_size: Optional[int] = None,
+    ):
+        """
+        Increment (or create an time-series and increment) the latest sample's of a series.
+        This command can be used as a counter or gauge that automatically gets history as a time series.
+
+        Args:
+
+        key:
+            time-series key
+        value:
+            Numeric data value of the sample
+        timestamp:
+            Timestamp of the sample. * can be used for automatic timestamp (using the system clock).
+        retention_msecs:
+            Maximum age for samples compared to last event time (in milliseconds).
+            If None or 0 is passed then  the series is not trimmed at all.
+        uncompressed:
+            Changes data storage from compressed (by default) to uncompressed
+        labels:
+            Set of label-value pairs that represent metadata labels of the key.
+        chunk_size:
+            Memory size, in bytes, allocated for each data chunk.
+
+        For more information: https://redis.io/commands/ts.incrby/
+        """  # noqa
+        params = [key, value]
+        self._append_timestamp(params, timestamp)
+        self._append_retention(params, retention_msecs)
+        self._append_uncompressed(params, uncompressed)
+        self._append_chunk_size(params, chunk_size)
+        self._append_labels(params, labels)
+
+        return self.execute_command(INCRBY_CMD, *params)
+
+    def decrby(
+        self,
+        key: KeyT,
+        value: Number,
+        timestamp: Optional[Union[int, str]] = None,
+        retention_msecs: Optional[int] = None,
+        uncompressed: Optional[bool] = False,
+        labels: Optional[Dict[str, str]] = None,
+        chunk_size: Optional[int] = None,
+    ):
+        """
+        Decrement (or create an time-series and decrement) the latest sample's of a series.
+        This command can be used as a counter or gauge that automatically gets history as a time series.
+
+        Args:
+
+        key:
+            time-series key
+        value:
+            Numeric data value of the sample
+        timestamp:
+            Timestamp of the sample. * can be used for automatic timestamp (using the system clock).
+        retention_msecs:
+            Maximum age for samples compared to last event time (in milliseconds).
+            If None or 0 is passed then  the series is not trimmed at all.
+        uncompressed:
+            Changes data storage from compressed (by default) to uncompressed
+        labels:
+            Set of label-value pairs that represent metadata labels of the key.
+        chunk_size:
+            Memory size, in bytes, allocated for each data chunk.
+
+        For more information: https://redis.io/commands/ts.decrby/
+        """  # noqa
+        params = [key, value]
+        self._append_timestamp(params, timestamp)
+        self._append_retention(params, retention_msecs)
+        self._append_uncompressed(params, uncompressed)
+        self._append_chunk_size(params, chunk_size)
+        self._append_labels(params, labels)
+
+        return self.execute_command(DECRBY_CMD, *params)
+
+    def delete(self, key: KeyT, from_time: int, to_time: int):
+        """
+        Delete all samples between two timestamps for a given time series.
+
+        Args:
+
+        key:
+            time-series key.
+        from_time:
+            Start timestamp for the range deletion.
+        to_time:
+            End timestamp for the range deletion.
+
+        For more information: https://redis.io/commands/ts.del/
+        """  # noqa
+        return self.execute_command(DEL_CMD, key, from_time, to_time)
+
+    def createrule(
+        self,
+        source_key: KeyT,
+        dest_key: KeyT,
+        aggregation_type: str,
+        bucket_size_msec: int,
+        align_timestamp: Optional[int] = None,
+    ):
+        """
+        Create a compaction rule from values added to `source_key` into `dest_key`.
+
+        Args:
+
+        source_key:
+            Key name for source time series
+        dest_key:
+            Key name for destination (compacted) time series
+        aggregation_type:
+            Aggregation type: One of the following:
+            [`avg`, `sum`, `min`, `max`, `range`, `count`, `first`, `last`, `std.p`,
+            `std.s`, `var.p`, `var.s`, `twa`]
+        bucket_size_msec:
+            Duration of each bucket, in milliseconds
+        align_timestamp:
+            Assure that there is a bucket that starts at exactly align_timestamp and
+            align all other buckets accordingly.
+
+        For more information: https://redis.io/commands/ts.createrule/
+        """  # noqa
+        params = [source_key, dest_key]
+        self._append_aggregation(params, aggregation_type, bucket_size_msec)
+        if align_timestamp is not None:
+            params.append(align_timestamp)
+
+        return self.execute_command(CREATERULE_CMD, *params)
+
+    def deleterule(self, source_key: KeyT, dest_key: KeyT):
+        """
+        Delete a compaction rule from `source_key` to `dest_key`..
+
+        For more information: https://redis.io/commands/ts.deleterule/
+        """  # noqa
+        return self.execute_command(DELETERULE_CMD, source_key, dest_key)
+
+    def __range_params(
+        self,
+        key: KeyT,
+        from_time: Union[int, str],
+        to_time: Union[int, str],
+        count: Optional[int],
+        aggregation_type: Optional[str],
+        bucket_size_msec: Optional[int],
+        filter_by_ts: Optional[List[int]],
+        filter_by_min_value: Optional[int],
+        filter_by_max_value: Optional[int],
+        align: Optional[Union[int, str]],
+        latest: Optional[bool],
+        bucket_timestamp: Optional[str],
+        empty: Optional[bool],
+    ):
+        """Create TS.RANGE and TS.REVRANGE arguments."""
+        params = [key, from_time, to_time]
+        self._append_latest(params, latest)
+        self._append_filer_by_ts(params, filter_by_ts)
+        self._append_filer_by_value(params, filter_by_min_value, filter_by_max_value)
+        self._append_count(params, count)
+        self._append_align(params, align)
+        self._append_aggregation(params, aggregation_type, bucket_size_msec)
+        self._append_bucket_timestamp(params, bucket_timestamp)
+        self._append_empty(params, empty)
+
+        return params
+
+    def range(
+        self,
+        key: KeyT,
+        from_time: Union[int, str],
+        to_time: Union[int, str],
+        count: Optional[int] = None,
+        aggregation_type: Optional[str] = None,
+        bucket_size_msec: Optional[int] = 0,
+        filter_by_ts: Optional[List[int]] = None,
+        filter_by_min_value: Optional[int] = None,
+        filter_by_max_value: Optional[int] = None,
+        align: Optional[Union[int, str]] = None,
+        latest: Optional[bool] = False,
+        bucket_timestamp: Optional[str] = None,
+        empty: Optional[bool] = False,
+    ):
+        """
+        Query a range in forward direction for a specific time-serie.
+
+        Args:
+
+        key:
+            Key name for timeseries.
+        from_time:
+            Start timestamp for the range query. - can be used to express the minimum possible timestamp (0).
+        to_time:
+            End timestamp for range query, + can be used to express the maximum possible timestamp.
+        count:
+            Limits the number of returned samples.
+        aggregation_type:
+            Optional aggregation type. Can be one of [`avg`, `sum`, `min`, `max`,
+            `range`, `count`, `first`, `last`, `std.p`, `std.s`, `var.p`, `var.s`, `twa`]
+        bucket_size_msec:
+            Time bucket for aggregation in milliseconds.
+        filter_by_ts:
+            List of timestamps to filter the result by specific timestamps.
+        filter_by_min_value:
+            Filter result by minimum value (must mention also filter by_max_value).
+        filter_by_max_value:
+            Filter result by maximum value (must mention also filter by_min_value).
+        align:
+            Timestamp for alignment control for aggregation.
+        latest:
+            Used when a time series is a compaction, reports the compacted value of the
+            latest possibly partial bucket
+        bucket_timestamp:
+            Controls how bucket timestamps are reported. Can be one of [`-`, `low`, `+`,
+            `high`, `~`, `mid`].
+        empty:
+            Reports aggregations for empty buckets.
+
+        For more information: https://redis.io/commands/ts.range/
+        """  # noqa
+        params = self.__range_params(
+            key,
+            from_time,
+            to_time,
+            count,
+            aggregation_type,
+            bucket_size_msec,
+            filter_by_ts,
+            filter_by_min_value,
+            filter_by_max_value,
+            align,
+            latest,
+            bucket_timestamp,
+            empty,
+        )
+        return self.execute_command(RANGE_CMD, *params)
+
+    def revrange(
+        self,
+        key: KeyT,
+        from_time: Union[int, str],
+        to_time: Union[int, str],
+        count: Optional[int] = None,
+        aggregation_type: Optional[str] = None,
+        bucket_size_msec: Optional[int] = 0,
+        filter_by_ts: Optional[List[int]] = None,
+        filter_by_min_value: Optional[int] = None,
+        filter_by_max_value: Optional[int] = None,
+        align: Optional[Union[int, str]] = None,
+        latest: Optional[bool] = False,
+        bucket_timestamp: Optional[str] = None,
+        empty: Optional[bool] = False,
+    ):
+        """
+        Query a range in reverse direction for a specific time-series.
+
+        **Note**: This command is only available since RedisTimeSeries >= v1.4
+
+        Args:
+
+        key:
+            Key name for timeseries.
+        from_time:
+            Start timestamp for the range query. - can be used to express the minimum possible timestamp (0).
+        to_time:
+            End timestamp for range query, + can be used to express the maximum possible timestamp.
+        count:
+            Limits the number of returned samples.
+        aggregation_type:
+            Optional aggregation type. Can be one of [`avg`, `sum`, `min`, `max`,
+            `range`, `count`, `first`, `last`, `std.p`, `std.s`, `var.p`, `var.s`, `twa`]
+        bucket_size_msec:
+            Time bucket for aggregation in milliseconds.
+        filter_by_ts:
+            List of timestamps to filter the result by specific timestamps.
+        filter_by_min_value:
+            Filter result by minimum value (must mention also filter_by_max_value).
+        filter_by_max_value:
+            Filter result by maximum value (must mention also filter_by_min_value).
+        align:
+            Timestamp for alignment control for aggregation.
+        latest:
+            Used when a time series is a compaction, reports the compacted value of the
+            latest possibly partial bucket
+        bucket_timestamp:
+            Controls how bucket timestamps are reported. Can be one of [`-`, `low`, `+`,
+            `high`, `~`, `mid`].
+        empty:
+            Reports aggregations for empty buckets.
+
+        For more information: https://redis.io/commands/ts.revrange/
+        """  # noqa
+        params = self.__range_params(
+            key,
+            from_time,
+            to_time,
+            count,
+            aggregation_type,
+            bucket_size_msec,
+            filter_by_ts,
+            filter_by_min_value,
+            filter_by_max_value,
+            align,
+            latest,
+            bucket_timestamp,
+            empty,
+        )
+        return self.execute_command(REVRANGE_CMD, *params)
+
+    def __mrange_params(
+        self,
+        aggregation_type: Optional[str],
+        bucket_size_msec: Optional[int],
+        count: Optional[int],
+        filters: List[str],
+        from_time: Union[int, str],
+        to_time: Union[int, str],
+        with_labels: Optional[bool],
+        filter_by_ts: Optional[List[int]],
+        filter_by_min_value: Optional[int],
+        filter_by_max_value: Optional[int],
+        groupby: Optional[str],
+        reduce: Optional[str],
+        select_labels: Optional[List[str]],
+        align: Optional[Union[int, str]],
+        latest: Optional[bool],
+        bucket_timestamp: Optional[str],
+        empty: Optional[bool],
+    ):
+        """Create TS.MRANGE and TS.MREVRANGE arguments."""
+        params = [from_time, to_time]
+        self._append_latest(params, latest)
+        self._append_filer_by_ts(params, filter_by_ts)
+        self._append_filer_by_value(params, filter_by_min_value, filter_by_max_value)
+        self._append_with_labels(params, with_labels, select_labels)
+        self._append_count(params, count)
+        self._append_align(params, align)
+        self._append_aggregation(params, aggregation_type, bucket_size_msec)
+        self._append_bucket_timestamp(params, bucket_timestamp)
+        self._append_empty(params, empty)
+        params.extend(["FILTER"])
+        params += filters
+        self._append_groupby_reduce(params, groupby, reduce)
+        return params
+
+    def mrange(
+        self,
+        from_time: Union[int, str],
+        to_time: Union[int, str],
+        filters: List[str],
+        count: Optional[int] = None,
+        aggregation_type: Optional[str] = None,
+        bucket_size_msec: Optional[int] = 0,
+        with_labels: Optional[bool] = False,
+        filter_by_ts: Optional[List[int]] = None,
+        filter_by_min_value: Optional[int] = None,
+        filter_by_max_value: Optional[int] = None,
+        groupby: Optional[str] = None,
+        reduce: Optional[str] = None,
+        select_labels: Optional[List[str]] = None,
+        align: Optional[Union[int, str]] = None,
+        latest: Optional[bool] = False,
+        bucket_timestamp: Optional[str] = None,
+        empty: Optional[bool] = False,
+    ):
+        """
+        Query a range across multiple time-series by filters in forward direction.
+
+        Args:
+
+        from_time:
+            Start timestamp for the range query. `-` can be used to express the minimum possible timestamp (0).
+        to_time:
+            End timestamp for range query, `+` can be used to express the maximum possible timestamp.
+        filters:
+            filter to match the time-series labels.
+        count:
+            Limits the number of returned samples.
+        aggregation_type:
+            Optional aggregation type. Can be one of [`avg`, `sum`, `min`, `max`,
+            `range`, `count`, `first`, `last`, `std.p`, `std.s`, `var.p`, `var.s`, `twa`]
+        bucket_size_msec:
+            Time bucket for aggregation in milliseconds.
+        with_labels:
+            Include in the reply all label-value pairs representing metadata labels of the time series.
+        filter_by_ts:
+            List of timestamps to filter the result by specific timestamps.
+        filter_by_min_value:
+            Filter result by minimum value (must mention also filter_by_max_value).
+        filter_by_max_value:
+            Filter result by maximum value (must mention also filter_by_min_value).
+        groupby:
+            Grouping by fields the results (must mention also reduce).
+        reduce:
+            Applying reducer functions on each group. Can be one of [`avg` `sum`, `min`,
+            `max`, `range`, `count`, `std.p`, `std.s`, `var.p`, `var.s`].
+        select_labels:
+            Include in the reply only a subset of the key-value pair labels of a series.
+        align:
+            Timestamp for alignment control for aggregation.
+        latest:
+            Used when a time series is a compaction, reports the compacted
+            value of the latest possibly partial bucket
+        bucket_timestamp:
+            Controls how bucket timestamps are reported. Can be one of [`-`, `low`, `+`,
+            `high`, `~`, `mid`].
+        empty:
+            Reports aggregations for empty buckets.
+
+        For more information: https://redis.io/commands/ts.mrange/
+        """  # noqa
+        params = self.__mrange_params(
+            aggregation_type,
+            bucket_size_msec,
+            count,
+            filters,
+            from_time,
+            to_time,
+            with_labels,
+            filter_by_ts,
+            filter_by_min_value,
+            filter_by_max_value,
+            groupby,
+            reduce,
+            select_labels,
+            align,
+            latest,
+            bucket_timestamp,
+            empty,
+        )
+
+        return self.execute_command(MRANGE_CMD, *params)
+
+    def mrevrange(
+        self,
+        from_time: Union[int, str],
+        to_time: Union[int, str],
+        filters: List[str],
+        count: Optional[int] = None,
+        aggregation_type: Optional[str] = None,
+        bucket_size_msec: Optional[int] = 0,
+        with_labels: Optional[bool] = False,
+        filter_by_ts: Optional[List[int]] = None,
+        filter_by_min_value: Optional[int] = None,
+        filter_by_max_value: Optional[int] = None,
+        groupby: Optional[str] = None,
+        reduce: Optional[str] = None,
+        select_labels: Optional[List[str]] = None,
+        align: Optional[Union[int, str]] = None,
+        latest: Optional[bool] = False,
+        bucket_timestamp: Optional[str] = None,
+        empty: Optional[bool] = False,
+    ):
+        """
+        Query a range across multiple time-series by filters in reverse direction.
+
+        Args:
+
+        from_time:
+            Start timestamp for the range query. - can be used to express the minimum possible timestamp (0).
+        to_time:
+            End timestamp for range query, + can be used to express the maximum possible timestamp.
+        filters:
+            Filter to match the time-series labels.
+        count:
+            Limits the number of returned samples.
+        aggregation_type:
+            Optional aggregation type. Can be one of [`avg`, `sum`, `min`, `max`,
+            `range`, `count`, `first`, `last`, `std.p`, `std.s`, `var.p`, `var.s`, `twa`]
+        bucket_size_msec:
+            Time bucket for aggregation in milliseconds.
+        with_labels:
+            Include in the reply all label-value pairs representing metadata labels of the time series.
+        filter_by_ts:
+            List of timestamps to filter the result by specific timestamps.
+        filter_by_min_value:
+            Filter result by minimum value (must mention also filter_by_max_value).
+        filter_by_max_value:
+            Filter result by maximum value (must mention also filter_by_min_value).
+        groupby:
+            Grouping by fields the results (must mention also reduce).
+        reduce:
+            Applying reducer functions on each group. Can be one of [`avg` `sum`, `min`,
+            `max`, `range`, `count`, `std.p`, `std.s`, `var.p`, `var.s`].
+        select_labels:
+            Include in the reply only a subset of the key-value pair labels of a series.
+        align:
+            Timestamp for alignment control for aggregation.
+        latest:
+            Used when a time series is a compaction, reports the compacted
+            value of the latest possibly partial bucket
+        bucket_timestamp:
+            Controls how bucket timestamps are reported. Can be one of [`-`, `low`, `+`,
+            `high`, `~`, `mid`].
+        empty:
+            Reports aggregations for empty buckets.
+
+        For more information: https://redis.io/commands/ts.mrevrange/
+        """  # noqa
+        params = self.__mrange_params(
+            aggregation_type,
+            bucket_size_msec,
+            count,
+            filters,
+            from_time,
+            to_time,
+            with_labels,
+            filter_by_ts,
+            filter_by_min_value,
+            filter_by_max_value,
+            groupby,
+            reduce,
+            select_labels,
+            align,
+            latest,
+            bucket_timestamp,
+            empty,
+        )
+
+        return self.execute_command(MREVRANGE_CMD, *params)
+
+    def get(self, key: KeyT, latest: Optional[bool] = False):
+        """# noqa
+        Get the last sample of `key`.
+        `latest` used when a time series is a compaction, reports the compacted
+        value of the latest (possibly partial) bucket
+
+        For more information: https://redis.io/commands/ts.get/
+        """  # noqa
+        params = [key]
+        self._append_latest(params, latest)
+        return self.execute_command(GET_CMD, *params)
+
+    def mget(
+        self,
+        filters: List[str],
+        with_labels: Optional[bool] = False,
+        select_labels: Optional[List[str]] = None,
+        latest: Optional[bool] = False,
+    ):
+        """# noqa
+        Get the last samples matching the specific `filter`.
+
+        Args:
+
+        filters:
+            Filter to match the time-series labels.
+        with_labels:
+            Include in the reply all label-value pairs representing metadata
+            labels of the time series.
+        select_labels:
+            Include in the reply only a subset of the key-value pair labels of a series.
+        latest:
+            Used when a time series is a compaction, reports the compacted
+            value of the latest possibly partial bucket
+
+        For more information: https://redis.io/commands/ts.mget/
+        """  # noqa
+        params = []
+        self._append_latest(params, latest)
+        self._append_with_labels(params, with_labels, select_labels)
+        params.extend(["FILTER"])
+        params += filters
+        return self.execute_command(MGET_CMD, *params)
+
+    def info(self, key: KeyT):
+        """# noqa
+        Get information of `key`.
+
+        For more information: https://redis.io/commands/ts.info/
+        """  # noqa
+        return self.execute_command(INFO_CMD, key)
+
+    def queryindex(self, filters: List[str]):
+        """# noqa
+        Get all time series keys matching the `filter` list.
+
+        For more information: https://redis.io/commands/ts.queryindex/
+        """  # noq
+        return self.execute_command(QUERYINDEX_CMD, *filters)
+
+    @staticmethod
+    def _append_uncompressed(params: List[str], uncompressed: Optional[bool]):
+        """Append UNCOMPRESSED tag to params."""
+        if uncompressed:
+            params.extend(["UNCOMPRESSED"])
+
+    @staticmethod
+    def _append_with_labels(
+        params: List[str],
+        with_labels: Optional[bool],
+        select_labels: Optional[List[str]],
+    ):
+        """Append labels behavior to params."""
+        if with_labels and select_labels:
+            raise DataError(
+                "with_labels and select_labels cannot be provided together."
+            )
+
+        if with_labels:
+            params.extend(["WITHLABELS"])
+        if select_labels:
+            params.extend(["SELECTED_LABELS", *select_labels])
+
+    @staticmethod
+    def _append_groupby_reduce(
+        params: List[str], groupby: Optional[str], reduce: Optional[str]
+    ):
+        """Append GROUPBY REDUCE property to params."""
+        if groupby is not None and reduce is not None:
+            params.extend(["GROUPBY", groupby, "REDUCE", reduce.upper()])
+
+    @staticmethod
+    def _append_retention(params: List[str], retention: Optional[int]):
+        """Append RETENTION property to params."""
+        if retention is not None:
+            params.extend(["RETENTION", retention])
+
+    @staticmethod
+    def _append_labels(params: List[str], labels: Optional[List[str]]):
+        """Append LABELS property to params."""
+        if labels:
+            params.append("LABELS")
+            for k, v in labels.items():
+                params.extend([k, v])
+
+    @staticmethod
+    def _append_count(params: List[str], count: Optional[int]):
+        """Append COUNT property to params."""
+        if count is not None:
+            params.extend(["COUNT", count])
+
+    @staticmethod
+    def _append_timestamp(params: List[str], timestamp: Optional[int]):
+        """Append TIMESTAMP property to params."""
+        if timestamp is not None:
+            params.extend(["TIMESTAMP", timestamp])
+
+    @staticmethod
+    def _append_align(params: List[str], align: Optional[Union[int, str]]):
+        """Append ALIGN property to params."""
+        if align is not None:
+            params.extend(["ALIGN", align])
+
+    @staticmethod
+    def _append_aggregation(
+        params: List[str],
+        aggregation_type: Optional[str],
+        bucket_size_msec: Optional[int],
+    ):
+        """Append AGGREGATION property to params."""
+        if aggregation_type is not None:
+            params.extend(["AGGREGATION", aggregation_type, bucket_size_msec])
+
+    @staticmethod
+    def _append_chunk_size(params: List[str], chunk_size: Optional[int]):
+        """Append CHUNK_SIZE property to params."""
+        if chunk_size is not None:
+            params.extend(["CHUNK_SIZE", chunk_size])
+
+    @staticmethod
+    def _append_duplicate_policy(
+        params: List[str], command: Optional[str], duplicate_policy: Optional[str]
+    ):
+        """Append DUPLICATE_POLICY property to params on CREATE
+        and ON_DUPLICATE on ADD.
+        """
+        if duplicate_policy is not None:
+            if command == "TS.ADD":
+                params.extend(["ON_DUPLICATE", duplicate_policy])
+            else:
+                params.extend(["DUPLICATE_POLICY", duplicate_policy])
+
+    @staticmethod
+    def _append_filer_by_ts(params: List[str], ts_list: Optional[List[int]]):
+        """Append FILTER_BY_TS property to params."""
+        if ts_list is not None:
+            params.extend(["FILTER_BY_TS", *ts_list])
+
+    @staticmethod
+    def _append_filer_by_value(
+        params: List[str], min_value: Optional[int], max_value: Optional[int]
+    ):
+        """Append FILTER_BY_VALUE property to params."""
+        if min_value is not None and max_value is not None:
+            params.extend(["FILTER_BY_VALUE", min_value, max_value])
+
+    @staticmethod
+    def _append_latest(params: List[str], latest: Optional[bool]):
+        """Append LATEST property to params."""
+        if latest:
+            params.append("LATEST")
+
+    @staticmethod
+    def _append_bucket_timestamp(params: List[str], bucket_timestamp: Optional[str]):
+        """Append BUCKET_TIMESTAMP property to params."""
+        if bucket_timestamp is not None:
+            params.extend(["BUCKETTIMESTAMP", bucket_timestamp])
+
+    @staticmethod
+    def _append_empty(params: List[str], empty: Optional[bool]):
+        """Append EMPTY property to params."""
+        if empty:
+            params.append("EMPTY")

frontEnd/venv/lib/python3.12/site-packages/redis/commands/timeseries/info.py

@@ -0,0 +1,91 @@
+from ..helpers import nativestr
+from .utils import list_to_dict
+
+
+class TSInfo:
+    """
+    Hold information and statistics on the time-series.
+    Can be created using ``tsinfo`` command
+    https://oss.redis.com/redistimeseries/commands/#tsinfo.
+    """
+
+    rules = []
+    labels = []
+    sourceKey = None
+    chunk_count = None
+    memory_usage = None
+    total_samples = None
+    retention_msecs = None
+    last_time_stamp = None
+    first_time_stamp = None
+
+    max_samples_per_chunk = None
+    chunk_size = None
+    duplicate_policy = None
+
+    def __init__(self, args):
+        """
+        Hold information and statistics on the time-series.
+
+        The supported params that can be passed as args:
+
+        rules:
+            A list of compaction rules of the time series.
+        sourceKey:
+            Key name for source time series in case the current series
+            is a target of a rule.
+        chunkCount:
+            Number of Memory Chunks used for the time series.
+        memoryUsage:
+            Total number of bytes allocated for the time series.
+        totalSamples:
+            Total number of samples in the time series.
+        labels:
+            A list of label-value pairs that represent the metadata
+            labels of the time series.
+        retentionTime:
+            Retention time, in milliseconds, for the time series.
+        lastTimestamp:
+            Last timestamp present in the time series.
+        firstTimestamp:
+            First timestamp present in the time series.
+        maxSamplesPerChunk:
+            Deprecated.
+        chunkSize:
+            Amount of memory, in bytes, allocated for data.
+        duplicatePolicy:
+            Policy that will define handling of duplicate samples.
+
+        Can read more about on
+        https://oss.redis.com/redistimeseries/configuration/#duplicate_policy
+        """
+        response = dict(zip(map(nativestr, args[::2]), args[1::2]))
+        self.rules = response.get("rules")
+        self.source_key = response.get("sourceKey")
+        self.chunk_count = response.get("chunkCount")
+        self.memory_usage = response.get("memoryUsage")
+        self.total_samples = response.get("totalSamples")
+        self.labels = list_to_dict(response.get("labels"))
+        self.retention_msecs = response.get("retentionTime")
+        self.last_timestamp = response.get("lastTimestamp")
+        self.first_timestamp = response.get("firstTimestamp")
+        if "maxSamplesPerChunk" in response:
+            self.max_samples_per_chunk = response["maxSamplesPerChunk"]
+            self.chunk_size = (
+                self.max_samples_per_chunk * 16
+            )  # backward compatible changes
+        if "chunkSize" in response:
+            self.chunk_size = response["chunkSize"]
+        if "duplicatePolicy" in response:
+            self.duplicate_policy = response["duplicatePolicy"]
+            if type(self.duplicate_policy) == bytes:
+                self.duplicate_policy = self.duplicate_policy.decode()
+
+    def get(self, item):
+        try:
+            return self.__getitem__(item)
+        except AttributeError:
+            return None
+
+    def __getitem__(self, item):
+        return getattr(self, item)

frontEnd/venv/lib/python3.12/site-packages/redis/commands/timeseries/utils.py

@@ -0,0 +1,44 @@
+from ..helpers import nativestr
+
+
+def list_to_dict(aList):
+    return {nativestr(aList[i][0]): nativestr(aList[i][1]) for i in range(len(aList))}
+
+
+def parse_range(response):
+    """Parse range response. Used by TS.RANGE and TS.REVRANGE."""
+    return [tuple((r[0], float(r[1]))) for r in response]
+
+
+def parse_m_range(response):
+    """Parse multi range response. Used by TS.MRANGE and TS.MREVRANGE."""
+    res = []
+    for item in response:
+        res.append({nativestr(item[0]): [list_to_dict(item[1]), parse_range(item[2])]})
+    return sorted(res, key=lambda d: list(d.keys()))
+
+
+def parse_get(response):
+    """Parse get response. Used by TS.GET."""
+    if not response:
+        return None
+    return int(response[0]), float(response[1])
+
+
+def parse_m_get(response):
+    """Parse multi get response. Used by TS.MGET."""
+    res = []
+    for item in response:
+        if not item[2]:
+            res.append({nativestr(item[0]): [list_to_dict(item[1]), None, None]})
+        else:
+            res.append(
+                {
+                    nativestr(item[0]): [
+                        list_to_dict(item[1]),
+                        int(item[2][0]),
+                        float(item[2][1]),
+                    ]
+                }
+            )
+    return sorted(res, key=lambda d: list(d.keys()))