Adding support for redisearch (#1640)

20 files changed, 8494 insertions, 30 deletions

diff --git a/redis/commands/redismodules.py b/redis/commands/redismodules.py
index fb53107..2c9066a 100644
--- a/redis/commands/redismodules.py
+++ b/redis/commands/redismodules.py
@@ -15,3 +15,12 @@ class RedisModuleCommands:
         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."""
+        if 'search' not in self.loaded_modules:
+            raise ModuleError("search is not a loaded in the redis instance.")
+
+        from .search import Search
+        s = Search(client=self, index_name=index_name)
+        return s
diff --git a/redis/commands/search/__init__.py b/redis/commands/search/__init__.py
new file mode 100644
index 0000000..8320ad4
--- /dev/null
+++ b/redis/commands/search/__init__.py
@@ -0,0 +1,96 @@
+from .commands import 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(object):
+        """
+        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.client = client
+        self.index_name = index_name
+        self.execute_command = client.execute_command
+        self.pipeline = client.pipeline
diff --git a/redis/commands/search/_util.py b/redis/commands/search/_util.py
new file mode 100644
index 0000000..b4ac19f
--- /dev/null
+++ b/redis/commands/search/_util.py
@@ -0,0 +1,10 @@
+import six
+
+
+def to_string(s):
+    if isinstance(s, six.string_types):
+        return s
+    elif isinstance(s, six.binary_type):
+        return s.decode("utf-8", "ignore")
+    else:
+        return s  # Not a string we care about
diff --git a/redis/commands/search/aggregation.py b/redis/commands/search/aggregation.py
new file mode 100644
index 0000000..df912f8
--- /dev/null
+++ b/redis/commands/search/aggregation.py
@@ -0,0 +1,408 @@
+from six import string_types
+
+FIELDNAME = object()
+
+
+class Limit(object):
+    def __init__(self, offset=0, count=0):
+        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(object):
+    """
+    Base reducer object for all reducers.
+
+    See the `redisearch.reducers` module for the actual reducers.
+    """
+
+    NAME = None
+
+    def __init__(self, *args):
+        self._args = args
+        self._field = None
+        self._alias = None
+
+    def alias(self, alias):
+        """
+        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):
+        return self._args
+
+
+class SortDirection(object):
+    """
+    This special class is used to indicate sort direction.
+    """
+
+    DIRSTRING = None
+
+    def __init__(self, field):
+        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 Group(object):
+    """
+    This object automatically created in the `AggregateRequest.group_by()`
+    """
+
+    def __init__(self, fields, reducers):
+        if not reducers:
+            raise ValueError("Need at least one reducer")
+
+        fields = [fields] if isinstance(fields, string_types) else fields
+        reducers = [reducers] if isinstance(reducers, Reducer) else reducers
+
+        self.fields = fields
+        self.reducers = reducers
+        self.limit = Limit()
+
+    def build_args(self):
+        ret = ["GROUPBY", str(len(self.fields))]
+        ret.extend(self.fields)
+        for reducer in self.reducers:
+            ret += ["REDUCE", reducer.NAME, str(len(reducer.args))]
+            ret.extend(reducer.args)
+            if reducer._alias is not None:
+                ret += ["AS", reducer._alias]
+        return ret
+
+
+class Projection(object):
+    """
+    This object automatically created in the `AggregateRequest.apply()`
+    """
+
+    def __init__(self, projector, alias=None):
+        self.alias = alias
+        self.projector = projector
+
+    def build_args(self):
+        ret = ["APPLY", self.projector]
+        if self.alias is not None:
+            ret += ["AS", self.alias]
+
+        return ret
+
+
+class SortBy(object):
+    """
+    This object automatically created in the `AggregateRequest.sort_by()`
+    """
+
+    def __init__(self, fields, max=0):
+        self.fields = fields
+        self.max = max
+
+    def build_args(self):
+        fields_args = []
+        for f in self.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)
+        if self.max > 0:
+            ret += ["MAX", str(self.max)]
+
+        return ret
+
+
+class AggregateRequest(object):
+    """
+    Aggregation request which can be passed to `Client.aggregate`.
+    """
+
+    def __init__(self, query="*"):
+        """
+        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._limit = Limit()
+        self._max = 0
+        self._with_schema = False
+        self._verbatim = False
+        self._cursor = []
+
+    def load(self, *fields):
+        """
+        Indicate the fields to be returned in the response. These fields are
+        returned in addition to any others implicitly specified.
+
+        ### Parameters
+
+        - **fields**: One or more fields in the format of `@field`
+        """
+        self._loadfields.extend(fields)
+        return self
+
+    def group_by(self, fields, *reducers):
+        """
+        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.
+        """
+        group = Group(fields, reducers)
+        self._aggregateplan.extend(group.build_args())
+
+        return self
+
+    def apply(self, **kwexpr):
+        """
+        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():
+            projection = Projection(expr, alias)
+            self._aggregateplan.extend(projection.build_args())
+
+        return self
+
+    def limit(self, offset, num):
+        """
+        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._limit = limit
+        return self
+
+    def sort_by(self, *fields, **kwargs):
+        """
+        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, (string_types, SortDirection)):
+            fields = [fields]
+
+        max = kwargs.get("max", 0)
+        sortby = SortBy(fields, max)
+
+        self._aggregateplan.extend(sortby.build_args())
+        return self
+
+    def filter(self, expressions):
+        """
+        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, string_types):
+            expressions = [expressions]
+
+        for expression in expressions:
+            self._aggregateplan.extend(["FILTER", expression])
+
+        return self
+
+    def with_schema(self):
+        """
+        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):
+        self._verbatim = True
+        return self
+
+    def cursor(self, count=0, max_idle=0.0):
+        args = ["WITHCURSOR"]
+        if count:
+            args += ["COUNT", str(count)]
+        if max_idle:
+            args += ["MAXIDLE", str(max_idle * 1000)]
+        self._cursor = args
+        return self
+
+    def _limit_2_args(self, limit):
+        if limit[1]:
+            return ["LIMIT"] + [str(x) for x in limit]
+        else:
+            return []
+
+    def build_args(self):
+        # @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._loadfields:
+            ret.append("LOAD")
+            ret.append(str(len(self._loadfields)))
+            ret.extend(self._loadfields)
+
+        ret.extend(self._aggregateplan)
+
+        ret += self._limit.build_args()
+
+        return ret
+
+
+class Cursor(object):
+    def __init__(self, cid):
+        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(object):
+    def __init__(self, rows, cursor, schema):
+        self.rows = rows
+        self.cursor = cursor
+        self.schema = schema
+
+    def __repr__(self):
+        return "<{} at 0x{:x} Rows={}, Cursor={}>".format(
+            self.__class__.__name__,
+            id(self),
+            len(self.rows),
+            self.cursor.cid if self.cursor else -1,
+        )
diff --git a/redis/commands/search/commands.py b/redis/commands/search/commands.py
new file mode 100644
index 0000000..6074d29
--- /dev/null
+++ b/redis/commands/search/commands.py
@@ -0,0 +1,704 @@
+import itertools
+import time
+import six
+
+from .document import Document
+from .result import Result
+from .query import Query
+from ._util import to_string
+from .aggregation import AggregateRequest, AggregateResult, Cursor
+from .suggestion import SuggestionParser
+
+NUMERIC = "NUMERIC"
+
+CREATE_CMD = "FT.CREATE"
+ALTER_CMD = "FT.ALTER"
+SEARCH_CMD = "FT.SEARCH"
+ADD_CMD = "FT.ADD"
+ADDHASH_CMD = "FT.ADDHASH"
+DROP_CMD = "FT.DROP"
+EXPLAIN_CMD = "FT.EXPLAIN"
+DEL_CMD = "FT.DEL"
+AGGREGATE_CMD = "FT.AGGREGATE"
+CURSOR_CMD = "FT.CURSOR"
+SPELLCHECK_CMD = "FT.SPELLCHECK"
+DICT_ADD_CMD = "FT.DICTADD"
+DICT_DEL_CMD = "FT.DICTDEL"
+DICT_DUMP_CMD = "FT.DICTDUMP"
+GET_CMD = "FT.GET"
+MGET_CMD = "FT.MGET"
+CONFIG_CMD = "FT.CONFIG"
+TAGVALS_CMD = "FT.TAGVALS"
+ALIAS_ADD_CMD = "FT.ALIASADD"
+ALIAS_UPDATE_CMD = "FT.ALIASUPDATE"
+ALIAS_DEL_CMD = "FT.ALIASDEL"
+INFO_CMD = "FT.INFO"
+SUGADD_COMMAND = "FT.SUGADD"
+SUGDEL_COMMAND = "FT.SUGDEL"
+SUGLEN_COMMAND = "FT.SUGLEN"
+SUGGET_COMMAND = "FT.SUGGET"
+SYNUPDATE_CMD = "FT.SYNUPDATE"
+SYNDUMP_CMD = "FT.SYNDUMP"
+
+NOOFFSETS = "NOOFFSETS"
+NOFIELDS = "NOFIELDS"
+STOPWORDS = "STOPWORDS"
+WITHSCORES = "WITHSCORES"
+FUZZY = "FUZZY"
+WITHPAYLOADS = "WITHPAYLOADS"
+
+
+class SearchCommands:
+    """Search commands."""
+
+    def batch_indexer(self, chunk_size=100):
+        """
+        Create a new batch indexer from the client with a given chunk size
+        """
+        return self.BatchIndexer(self, chunk_size=chunk_size)
+
+    def create_index(
+        self,
+        fields,
+        no_term_offsets=False,
+        no_field_flags=False,
+        stopwords=None,
+        definition=None,
+    ):
+        """
+        Create the search index. The index must not already exist.
+
+        ### Parameters:
+
+        - **fields**: a list of TextField or NumericField objects
+        - **no_term_offsets**: If true, we will not save term offsets in
+        the index
+        - **no_field_flags**: If true, we will not save field flags that
+        allow searching in specific fields
+        - **stopwords**: If not None, we create the index with this custom
+        stopword list. The list can be empty
+        """
+
+        args = [CREATE_CMD, self.index_name]
+        if definition is not None:
+            args += definition.args
+        if no_term_offsets:
+            args.append(NOOFFSETS)
+        if no_field_flags:
+            args.append(NOFIELDS)
+        if stopwords is not None and isinstance(stopwords, (list, tuple, set)):
+            args += [STOPWORDS, len(stopwords)]
+            if len(stopwords) > 0:
+                args += list(stopwords)
+
+        args.append("SCHEMA")
+        try:
+            args += list(itertools.chain(*(f.redis_args() for f in fields)))
+        except TypeError:
+            args += fields.redis_args()
+
+        return self.execute_command(*args)
+
+    def alter_schema_add(self, fields):
+        """
+        Alter the existing search index by adding new fields. The index
+        must already exist.
+
+        ### Parameters:
+
+        - **fields**: a list of Field objects to add for the index
+        """
+
+        args = [ALTER_CMD, self.index_name, "SCHEMA", "ADD"]
+        try:
+            args += list(itertools.chain(*(f.redis_args() for f in fields)))
+        except TypeError:
+            args += fields.redis_args()
+
+        return self.execute_command(*args)
+
+    def drop_index(self, delete_documents=True):
+        """
+        Drop the index if it exists. Deprecated from RediSearch 2.0.
+
+        ### Parameters:
+
+        - **delete_documents**: If `True`, all documents will be deleted.
+        """
+        keep_str = "" if delete_documents else "KEEPDOCS"
+        return self.execute_command(DROP_CMD, self.index_name, keep_str)
+
+    def dropindex(self, delete_documents=False):
+        """
+        Drop the index if it exists.
+        Replaced `drop_index` in RediSearch 2.0.
+        Default behavior was changed to not delete the indexed documents.
+
+        ### Parameters:
+
+        - **delete_documents**: If `True`, all documents will be deleted.
+        """
+        keep_str = "" if delete_documents else "KEEPDOCS"
+        return self.execute_command(DROP_CMD, self.index_name, keep_str)
+
+    def _add_document(
+        self,
+        doc_id,
+        conn=None,
+        nosave=False,
+        score=1.0,
+        payload=None,
+        replace=False,
+        partial=False,
+        language=None,
+        no_create=False,
+        **fields
+    ):
+        """
+        Internal add_document used for both batch and single doc indexing
+        """
+        if conn is None:
+            conn = self.client
+
+        if partial or no_create:
+            replace = True
+
+        args = [ADD_CMD, self.index_name, doc_id, score]
+        if nosave:
+            args.append("NOSAVE")
+        if payload is not None:
+            args.append("PAYLOAD")
+            args.append(payload)
+        if replace:
+            args.append("REPLACE")
+            if partial:
+                args.append("PARTIAL")
+            if no_create:
+                args.append("NOCREATE")
+        if language:
+            args += ["LANGUAGE", language]
+        args.append("FIELDS")
+        args += list(itertools.chain(*fields.items()))
+        return conn.execute_command(*args)
+
+    def _add_document_hash(
+        self,
+        doc_id,
+        conn=None,
+        score=1.0,
+        language=None,
+        replace=False,
+    ):
+        """
+        Internal add_document_hash used for both batch and single doc indexing
+        """
+        if conn is None:
+            conn = self.client
+
+        args = [ADDHASH_CMD, self.index_name, doc_id, score]
+
+        if replace:
+            args.append("REPLACE")
+
+        if language:
+            args += ["LANGUAGE", language]
+
+        return conn.execute_command(*args)
+
+    def add_document(
+        self,
+        doc_id,
+        nosave=False,
+        score=1.0,
+        payload=None,
+        replace=False,
+        partial=False,
+        language=None,
+        no_create=False,
+        **fields
+    ):
+        """
+        Add a single document to the index.
+
+        ### Parameters
+
+        - **doc_id**: the id of the saved document.
+        - **nosave**: if set to true, we just index the document, and don't
+                      save a copy of it. This means that searches will just
+                      return ids.
+        - **score**: the document ranking, between 0.0 and 1.0
+        - **payload**: optional inner-index payload we can save for fast
+        i              access in scoring functions
+        - **replace**: if True, and the document already is in the index,
+        we perform an update and reindex the document
+        - **partial**: if True, the fields specified will be added to the
+                       existing document.
+                       This has the added benefit that any fields specified
+                       with `no_index`
+                       will not be reindexed again. Implies `replace`
+        - **language**: Specify the language used for document tokenization.
+        - **no_create**: if True, the document is only updated and reindexed
+                         if it already exists.
+                         If the document does not exist, an error will be
+                         returned. Implies `replace`
+        - **fields** kwargs dictionary of the document fields to be saved
+                         and/or indexed.
+                     NOTE: Geo points shoule be encoded as strings of "lon,lat"
+        """
+        return self._add_document(
+            doc_id,
+            conn=None,
+            nosave=nosave,
+            score=score,
+            payload=payload,
+            replace=replace,
+            partial=partial,
+            language=language,
+            no_create=no_create,
+            **fields
+        )
+
+    def add_document_hash(
+        self,
+        doc_id,
+        score=1.0,
+        language=None,
+        replace=False,
+    ):
+        """
+        Add a hash document to the index.
+
+        ### Parameters
+
+        - **doc_id**: the document's id. This has to be an existing HASH key
+                      in Redis that will hold the fields the index needs.
+        - **score**:  the document ranking, between 0.0 and 1.0
+        - **replace**: if True, and the document already is in the index, we
+                      perform an update and reindex the document
+        - **language**: Specify the language used for document tokenization.
+        """
+        return self._add_document_hash(
+            doc_id,
+            conn=None,
+            score=score,
+            language=language,
+            replace=replace,
+        )
+
+    def delete_document(self, doc_id, conn=None, delete_actual_document=False):
+        """
+        Delete a document from index
+        Returns 1 if the document was deleted, 0 if not
+
+        ### Parameters
+
+        - **delete_actual_document**: if set to True, RediSearch also delete
+                                      the actual document if it is in the index
+        """
+        args = [DEL_CMD, self.index_name, doc_id]
+        if conn is None:
+            conn = self.client
+        if delete_actual_document:
+            args.append("DD")
+
+        return conn.execute_command(*args)
+
+    def load_document(self, id):
+        """
+        Load a single document by id
+        """
+        fields = self.client.hgetall(id)
+        if six.PY3:
+            f2 = {to_string(k): to_string(v) for k, v in fields.items()}
+            fields = f2
+
+        try:
+            del fields["id"]
+        except KeyError:
+            pass
+
+        return Document(id=id, **fields)
+
+    def get(self, *ids):
+        """
+        Returns the full contents of multiple documents.
+
+        ### Parameters
+
+        - **ids**: the ids of the saved documents.
+        """
+
+        return self.client.execute_command(MGET_CMD, self.index_name, *ids)
+
+    def info(self):
+        """
+        Get info an stats about the the current index, including the number of
+        documents, memory consumption, etc
+        """
+
+        res = self.client.execute_command(INFO_CMD, self.index_name)
+        it = six.moves.map(to_string, res)
+        return dict(six.moves.zip(it, it))
+
+    def _mk_query_args(self, query):
+        args = [self.index_name]
+
+        if isinstance(query, six.string_types):
+            # convert the query from a text to a query object
+            query = Query(query)
+        if not isinstance(query, Query):
+            raise ValueError("Bad query type %s" % type(query))
+
+        args += query.get_args()
+        return args, query
+
+    def search(self, query):
+        """
+        Search the index for a given query, and return a result of documents
+
+        ### Parameters
+
+        - **query**: the search query. Either a text for simple queries with
+                     default parameters, or a Query object for complex queries.
+                     See RediSearch's documentation on query format
+        """
+        args, query = self._mk_query_args(query)
+        st = time.time()
+        res = self.execute_command(SEARCH_CMD, *args)
+
+        return Result(
+            res,
+            not query._no_content,
+            duration=(time.time() - st) * 1000.0,
+            has_payload=query._with_payloads,
+            with_scores=query._with_scores,
+        )
+
+    def explain(self, query):
+        args, query_text = self._mk_query_args(query)
+        return self.execute_command(EXPLAIN_CMD, *args)
+
+    def aggregate(self, query):
+        """
+        Issue an aggregation query
+
+        ### Parameters
+
+        **query**: This can be either an `AggeregateRequest`, or a `Cursor`
+
+        An `AggregateResult` object is returned. You can access the rows from
+        its `rows` property, which will always yield the rows of the result.
+        """
+        if isinstance(query, AggregateRequest):
+            has_cursor = bool(query._cursor)
+            cmd = [AGGREGATE_CMD, self.index_name] + query.build_args()
+        elif isinstance(query, Cursor):
+            has_cursor = True
+            cmd = [CURSOR_CMD, "READ", self.index_name] + query.build_args()
+        else:
+            raise ValueError("Bad query", query)
+
+        raw = self.execute_command(*cmd)
+        if has_cursor:
+            if isinstance(query, Cursor):
+                query.cid = raw[1]
+                cursor = query
+            else:
+                cursor = Cursor(raw[1])
+            raw = raw[0]
+        else:
+            cursor = None
+
+        if isinstance(query, AggregateRequest) and query._with_schema:
+            schema = raw[0]
+            rows = raw[2:]
+        else:
+            schema = None
+            rows = raw[1:]
+
+        res = AggregateResult(rows, cursor, schema)
+        return res
+
+    def spellcheck(self, query, distance=None, include=None, exclude=None):
+        """
+        Issue a spellcheck query
+
+        ### Parameters
+
+        **query**: search query.
+        **distance***: the maximal Levenshtein distance for spelling
+                       suggestions (default: 1, max: 4).
+        **include**: specifies an inclusion custom dictionary.
+        **exclude**: specifies an exclusion custom dictionary.
+        """
+        cmd = [SPELLCHECK_CMD, self.index_name, query]
+        if distance:
+            cmd.extend(["DISTANCE", distance])
+
+        if include:
+            cmd.extend(["TERMS", "INCLUDE", include])
+
+        if exclude:
+            cmd.extend(["TERMS", "EXCLUDE", exclude])
+
+        raw = self.execute_command(*cmd)
+
+        corrections = {}
+        if raw == 0:
+            return corrections
+
+        for _correction in raw:
+            if isinstance(_correction, six.integer_types) and _correction == 0:
+                continue
+
+            if len(_correction) != 3:
+                continue
+            if not _correction[2]:
+                continue
+            if not _correction[2][0]:
+                continue
+
+            # For spellcheck output
+            # 1)  1) "TERM"
+            #     2) "{term1}"
+            #     3)  1)  1)  "{score1}"
+            #             2)  "{suggestion1}"
+            #         2)  1)  "{score2}"
+            #             2)  "{suggestion2}"
+            #
+            # Following dictionary will be made
+            # corrections = {
+            #     '{term1}': [
+            #         {'score': '{score1}', 'suggestion': '{suggestion1}'},
+            #         {'score': '{score2}', 'suggestion': '{suggestion2}'}
+            #     ]
+            # }
+            corrections[_correction[1]] = [
+                {"score": _item[0], "suggestion": _item[1]}
+                for _item in _correction[2]
+            ]
+
+        return corrections
+
+    def dict_add(self, name, *terms):
+        """Adds terms to a dictionary.
+
+        ### Parameters
+
+        - **name**: Dictionary name.
+        - **terms**: List of items for adding to the dictionary.
+        """
+        cmd = [DICT_ADD_CMD, name]
+        cmd.extend(terms)
+        return self.execute_command(*cmd)
+
+    def dict_del(self, name, *terms):
+        """Deletes terms from a dictionary.
+
+        ### Parameters
+
+        - **name**: Dictionary name.
+        - **terms**: List of items for removing from the dictionary.
+        """
+        cmd = [DICT_DEL_CMD, name]
+        cmd.extend(terms)
+        return self.execute_command(*cmd)
+
+    def dict_dump(self, name):
+        """Dumps all terms in the given dictionary.
+
+        ### Parameters
+
+        - **name**: Dictionary name.
+        """
+        cmd = [DICT_DUMP_CMD, name]
+        return self.execute_command(*cmd)
+
+    def config_set(self, option, value):
+        """Set runtime configuration option.
+
+        ### Parameters
+
+        - **option**: the name of the configuration option.
+        - **value**: a value for the configuration option.
+        """
+        cmd = [CONFIG_CMD, "SET", option, value]
+        raw = self.execute_command(*cmd)
+        return raw == "OK"
+
+    def config_get(self, option):
+        """Get runtime configuration option value.
+
+        ### Parameters
+
+        - **option**: the name of the configuration option.
+        """
+        cmd = [CONFIG_CMD, "GET", option]
+        res = {}
+        raw = self.execute_command(*cmd)
+        if raw:
+            for kvs in raw:
+                res[kvs[0]] = kvs[1]
+        return res
+
+    def tagvals(self, tagfield):
+        """
+        Return a list of all possible tag values
+
+        ### Parameters
+
+        - **tagfield**: Tag field name
+        """
+
+        return self.execute_command(TAGVALS_CMD, self.index_name, tagfield)
+
+    def aliasadd(self, alias):
+        """
+        Alias a search index - will fail if alias already exists
+
+        ### Parameters
+
+        - **alias**: Name of the alias to create
+        """
+
+        return self.execute_command(ALIAS_ADD_CMD, alias, self.index_name)
+
+    def aliasupdate(self, alias):
+        """
+        Updates an alias - will fail if alias does not already exist
+
+        ### Parameters
+
+        - **alias**: Name of the alias to create
+        """
+
+        return self.execute_command(ALIAS_UPDATE_CMD, alias, self.index_name)
+
+    def aliasdel(self, alias):
+        """
+        Removes an alias to a search index
+
+        ### Parameters
+
+        - **alias**: Name of the alias to delete
+        """
+        return self.execute_command(ALIAS_DEL_CMD, alias)
+
+    def sugadd(self, key, *suggestions, **kwargs):
+        """
+        Add suggestion terms to the AutoCompleter engine. Each suggestion has
+        a score and string.
+        If kwargs["increment"] is true and the terms are already in the
+        server's dictionary, we increment their scores.
+        More information `here <https://oss.redis.com/redisearch/master/Commands/#ftsugadd>`_.  # noqa
+        """
+        # If Transaction is not False it will MULTI/EXEC which will error
+        pipe = self.pipeline(transaction=False)
+        for sug in suggestions:
+            args = [SUGADD_COMMAND, key, sug.string, sug.score]
+            if kwargs.get("increment"):
+                args.append("INCR")
+            if sug.payload:
+                args.append("PAYLOAD")
+                args.append(sug.payload)
+
+            pipe.execute_command(*args)
+
+        return pipe.execute()[-1]
+
+    def suglen(self, key):
+        """
+        Return the number of entries in the AutoCompleter index.
+        More information `here <https://oss.redis.com/redisearch/master/Commands/#ftsuglen>`_.  # noqa
+        """
+        return self.execute_command(SUGLEN_COMMAND, key)
+
+    def sugdel(self, key, string):
+        """
+        Delete a string from the AutoCompleter index.
+        Returns 1 if the string was found and deleted, 0 otherwise.
+        More information `here <https://oss.redis.com/redisearch/master/Commands/#ftsugdel>`_.  # noqa
+        """
+        return self.execute_command(SUGDEL_COMMAND, key, string)
+
+    def sugget(
+        self, key, prefix, fuzzy=False, num=10, with_scores=False,
+        with_payloads=False
+    ):
+        """
+        Get a list of suggestions from the AutoCompleter, for a given prefix.
+        More information `here <https://oss.redis.com/redisearch/master/Commands/#ftsugget>`_.  # noqa
+
+        Parameters:
+
+        prefix : str
+            The prefix we are searching. **Must be valid ascii or utf-8**
+        fuzzy : bool
+            If set to true, the prefix search is done in fuzzy mode.
+            **NOTE**: Running fuzzy searches on short (<3 letters) prefixes
+            can be very
+            slow, and even scan the entire index.
+        with_scores : bool
+            If set to true, we also return the (refactored) score of
+            each suggestion.
+            This is normally not needed, and is NOT the original score
+            inserted into the index.
+        with_payloads : bool
+            Return suggestion payloads
+        num : int
+            The maximum number of results we return. Note that we might
+            return less. The algorithm trims irrelevant suggestions.
+
+        Returns:
+
+        list:
+             A list of Suggestion objects. If with_scores was False, the
+             score of all suggestions is 1.
+        """
+        args = [SUGGET_COMMAND, key, prefix, "MAX", num]
+        if fuzzy:
+            args.append(FUZZY)
+        if with_scores:
+            args.append(WITHSCORES)
+        if with_payloads:
+            args.append(WITHPAYLOADS)
+
+        ret = self.execute_command(*args)
+        results = []
+        if not ret:
+            return results
+
+        parser = SuggestionParser(with_scores, with_payloads, ret)
+        return [s for s in parser]
+
+    def synupdate(self, groupid, skipinitial=False, *terms):
+        """
+        Updates a synonym group.
+        The command is used to create or update a synonym group with
+        additional terms.
+        Only documents which were indexed after the update will be affected.
+
+        Parameters:
+
+        groupid :
+            Synonym group id.
+        skipinitial : bool
+            If set to true, we do not scan and index.
+        terms :
+            The terms.
+        """
+        cmd = [SYNUPDATE_CMD, self.index_name, groupid]
+        if skipinitial:
+            cmd.extend(["SKIPINITIALSCAN"])
+        cmd.extend(terms)
+        return self.execute_command(*cmd)
+
+    def syndump(self):
+        """
+        Dumps the contents of a synonym group.
+
+        The command is used to dump the synonyms data structure.
+        Returns a list of synonym terms and their synonym group ids.
+        """
+        raw = self.execute_command(SYNDUMP_CMD, self.index_name)
+        return {raw[i]: raw[i + 1] for i in range(0, len(raw), 2)}
diff --git a/redis/commands/search/document.py b/redis/commands/search/document.py
new file mode 100644
index 0000000..26ede34
--- /dev/null
+++ b/redis/commands/search/document.py
@@ -0,0 +1,16 @@
+import six
+
+
+class Document(object):
+    """
+    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 six.iteritems(fields):
+            setattr(self, k, v)
+
+    def __repr__(self):
+        return "Document %s" % self.__dict__
diff --git a/redis/commands/search/field.py b/redis/commands/search/field.py
new file mode 100644
index 0000000..45114a4
--- /dev/null
+++ b/redis/commands/search/field.py
@@ -0,0 +1,94 @@
+class Field(object):
+
+    NUMERIC = "NUMERIC"
+    TEXT = "TEXT"
+    WEIGHT = "WEIGHT"
+    GEO = "GEO"
+    TAG = "TAG"
+    SORTABLE = "SORTABLE"
+    NOINDEX = "NOINDEX"
+    AS = "AS"
+
+    def __init__(self, name, args=[], sortable=False,
+                 no_index=False, as_name=None):
+        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, weight=1.0, no_stem=False, phonetic_matcher=None, **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)
+
+
+class NumericField(Field):
+    """
+    NumericField is used to define a numeric field in a schema definition
+    """
+
+    def __init__(self, name, **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, **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"
+
+    def __init__(self, name, separator=",", **kwargs):
+        Field.__init__(
+            self, name, args=[Field.TAG, self.SEPARATOR, separator], **kwargs
+        )
diff --git a/redis/commands/search/indexDefinition.py b/redis/commands/search/indexDefinition.py
new file mode 100644
index 0000000..4fbc609
--- /dev/null
+++ b/redis/commands/search/indexDefinition.py
@@ -0,0 +1,80 @@
+from enum import Enum
+
+
+class IndexType(Enum):
+    """Enum of the currently supported index types."""
+
+    HASH = 1
+    JSON = 2
+
+
+class IndexDefinition(object):
+    """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._appendIndexType(index_type)
+        self._appendPrefix(prefix)
+        self._appendFilter(filter)
+        self._appendLanguage(language_field, language)
+        self._appendScore(score_field, score)
+        self._appendPayload(payload_field)
+
+    def _appendIndexType(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("index_type must be one of {}".
+                               format(list(IndexType)))
+
+    def _appendPrefix(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 _appendFilter(self, filter):
+        """Append FILTER."""
+        if filter is not None:
+            self.args.append("FILTER")
+            self.args.append(filter)
+
+    def _appendLanguage(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 _appendScore(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 _appendPayload(self, payload_field):
+        """Append PAYLOAD_FIELD."""
+        if payload_field is not None:
+            self.args.append("PAYLOAD_FIELD")
+            self.args.append(payload_field)
diff --git a/redis/commands/search/query.py b/redis/commands/search/query.py
new file mode 100644
index 0000000..e2db7a4
--- /dev/null
+++ b/redis/commands/search/query.py
@@ -0,0 +1,328 @@
+import six
+
+
+class Query(object):
+    """
+    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):
+        """
+        Create a new query object.
+        The query string is set in the constructor, and other options have
+        setter functions.
+        """
+
+        self._query_string = query_string
+        self._offset = 0
+        self._num = 10
+        self._no_content = False
+        self._no_stopwords = False
+        self._fields = None
+        self._verbatim = False
+        self._with_payloads = False
+        self._with_scores = False
+        self._scorer = False
+        self._filters = list()
+        self._ids = None
+        self._slop = -1
+        self._in_order = False
+        self._sortby = None
+        self._return_fields = []
+        self._summarize_fields = []
+        self._highlight_fields = []
+        self._language = None
+        self._expander = None
+
+    def query_string(self):
+        """Return the query string of this query only."""
+        return self._query_string
+
+    def limit_ids(self, *ids):
+        """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):
+        """Add fields to return fields."""
+        self._return_fields += fields
+        return self
+
+    def return_field(self, field, as_field=None):
+        """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):
+        if not fields:
+            return []
+        return  \
+            [fields] if isinstance(fields, six.string_types) else list(fields)
+
+    def summarize(self, fields=None, context_len=None,
+                  num_frags=None, sep=None):
+        """
+        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=None, tags=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):
+        """
+        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):
+        """Allow a maximum of N intervening non matched terms between
+        phrase terms (0 means exact phrase).
+        """
+        self._slop = slop
+        return self
+
+    def in_order(self):
+        """
+        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):
+        """
+        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):
+        """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):
+        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._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]
+
+        return args
+
+    def paging(self, offset, num):
+        """
+        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):
+        """Set the query to be verbatim, i.e. use no query expansion
+        or stemming.
+        """
+        self._verbatim = True
+        return self
+
+    def no_content(self):
+        """Set the query to only return ids and not the document content."""
+        self._no_content = True
+        return self
+
+    def no_stopwords(self):
+        """
+        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):
+        """Ask the engine to return document payloads."""
+        self._with_payloads = True
+        return self
+
+    def with_scores(self):
+        """Ask the engine to return document search scores."""
+        self._with_scores = True
+        return self
+
+    def limit_fields(self, *fields):
+        """
+        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):
+        """
+        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, asc=True):
+        """
+        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):
+        """
+        Add a expander field to the query.
+
+        - **expander** - the name of the expander
+        """
+        self._expander = expander
+        return self
+
+
+class Filter(object):
+    def __init__(self, keyword, field, *args):
+        self.args = [keyword, field] + list(args)
+
+
+class NumericFilter(Filter):
+    INF = "+inf"
+    NEG_INF = "-inf"
+
+    def __init__(self, field, minval, maxval, minExclusive=False,
+                 maxExclusive=False):
+        args = [
+            minval if not minExclusive else "({}".format(minval),
+            maxval if not maxExclusive else "({}".format(maxval),
+        ]
+
+        Filter.__init__(self, "FILTER", field, *args)
+
+
+class GeoFilter(Filter):
+    METERS = "m"
+    KILOMETERS = "km"
+    FEET = "ft"
+    MILES = "mi"
+
+    def __init__(self, field, lon, lat, radius, unit=KILOMETERS):
+        Filter.__init__(self, "GEOFILTER", field, lon, lat, radius, unit)
+
+
+class SortbyField(object):
+    def __init__(self, field, asc=True):
+        self.args = [field, "ASC" if asc else "DESC"]
diff --git a/redis/commands/search/querystring.py b/redis/commands/search/querystring.py
new file mode 100644
index 0000000..f5f59b7
--- /dev/null
+++ b/redis/commands/search/querystring.py
@@ -0,0 +1,324 @@
+from six import string_types, integer_types
+
+
+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(object):
+    @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
+
+
+class Node(object):
+    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, (string_types, integer_types, 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("@{}:{}".format(key, vals[0].to_string()))]
+        if not vals[0].combinable:
+            return [BaseNode("@{}:{}".format(key,
+                                             v.to_string())) for v in vals]
+        s = BaseNode(
+            "@{}:({})".format(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 "{}{}{}".format(
+            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(BaseNode, self).__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(DisjunctNode, self).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(OptionalNode, self).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()
diff --git a/redis/commands/search/reducers.py b/redis/commands/search/reducers.py
new file mode 100644
index 0000000..6cbbf2f
--- /dev/null
+++ b/redis/commands/search/reducers.py
@@ -0,0 +1,178 @@
+from .aggregation import Reducer, SortDirection
+
+
+class FieldOnlyReducer(Reducer):
+    def __init__(self, field):
+        super(FieldOnlyReducer, self).__init__(field)
+        self._field = field
+
+
+class count(Reducer):
+    """
+    Counts the number of results in the group
+    """
+
+    NAME = "COUNT"
+
+    def __init__(self):
+        super(count, self).__init__()
+
+
+class sum(FieldOnlyReducer):
+    """
+    Calculates the sum of all the values in the given fields within the group
+    """
+
+    NAME = "SUM"
+
+    def __init__(self, field):
+        super(sum, self).__init__(field)
+
+
+class min(FieldOnlyReducer):
+    """
+    Calculates the smallest value in the given field within the group
+    """
+
+    NAME = "MIN"
+
+    def __init__(self, field):
+        super(min, self).__init__(field)
+
+
+class max(FieldOnlyReducer):
+    """
+    Calculates the largest value in the given field within the group
+    """
+
+    NAME = "MAX"
+
+    def __init__(self, field):
+        super(max, self).__init__(field)
+
+
+class avg(FieldOnlyReducer):
+    """
+    Calculates the mean value in the given field within the group
+    """
+
+    NAME = "AVG"
+
+    def __init__(self, field):
+        super(avg, self).__init__(field)
+
+
+class tolist(FieldOnlyReducer):
+    """
+    Returns all the matched properties in a list
+    """
+
+    NAME = "TOLIST"
+
+    def __init__(self, field):
+        super(tolist, self).__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):
+        super(count_distinct, self).__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, pct):
+        super(quantile, self).__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):
+        super(stddev, self).__init__(field)
+
+
+class first_value(Reducer):
+    """
+    Selects the first value within the group according to sorting parameters
+    """
+
+    NAME = "FIRST_VALUE"
+
+    def __init__(self, field, *byfields):
+        """
+        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(first_value, self).__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, size):
+        """
+        ### Parameter
+
+        **field**: Field to sample from
+        **size**: Return this many items (can be less)
+        """
+        args = [field, str(size)]
+        super(random_sample, self).__init__(*args)
+        self._field = field
diff --git a/redis/commands/search/result.py b/redis/commands/search/result.py
new file mode 100644
index 0000000..afc83f8
--- /dev/null
+++ b/redis/commands/search/result.py
@@ -0,0 +1,75 @@
+from six.moves import xrange, zip as izip
+
+from .document import Document
+from ._util import to_string
+
+
+class Result(object):
+    """
+    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 xrange(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:
+                fields = (
+                    dict(
+                        dict(
+                            izip(
+                                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):
+        return "Result{%d total, docs: %s}" % (self.total, self.docs)
diff --git a/redis/commands/search/suggestion.py b/redis/commands/search/suggestion.py
new file mode 100644
index 0000000..550c514
--- /dev/null
+++ b/redis/commands/search/suggestion.py
@@ -0,0 +1,54 @@
+from six.moves import xrange
+from ._util import to_string
+
+
+class Suggestion(object):
+    """
+    Represents a single suggestion being sent or returned from the
+    autocomplete server
+    """
+
+    def __init__(self, string, score=1.0, payload=None):
+        self.string = to_string(string)
+        self.payload = to_string(payload)
+        self.score = score
+
+    def __repr__(self):
+        return self.string
+
+
+class SuggestionParser(object):
+    """
+    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, with_payloads, ret):
+        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 xrange(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)
diff --git a/tasks.py b/tasks.py
index 15e983b..aa965c6 100644
--- a/tasks.py
+++ b/tasks.py
@@ -17,7 +17,6 @@ def devenv(c):
     cmd = 'tox -e devenv'
     for d in dockers:
         cmd += " --docker-dont-stop={}".format(d)
-    print("Running: {}".format(cmd))
     run(cmd)
 
 
diff --git a/tests/conftest.py b/tests/conftest.py
index 9ca429d..47188df 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -13,6 +13,8 @@ REDIS_INFO = {}
 default_redis_url = "redis://localhost:6379/9"
 default_redismod_url = "redis://localhost:36379/9"
 
+default_redismod_url = "redis://localhost:36379"
+
 
 def pytest_addoption(parser):
     parser.addoption('--redis-url', default=default_redis_url,
@@ -85,6 +87,7 @@ def skip_ifmodversion_lt(min_version: str, module_name: str):
 
 
 def _get_client(cls, request, single_connection_client=True, flushdb=True,
+                from_url=None,
                 **kwargs):
     """
     Helper for fixtures or tests that need a Redis client
@@ -93,7 +96,10 @@ def _get_client(cls, request, single_connection_client=True, flushdb=True,
     ConnectionPool.from_url, keyword arguments to this function override
     values specified in the URL.
     """
-    redis_url = request.config.getoption("--redis-url")
+    if from_url is None:
+        redis_url = request.config.getoption("--redis-url")
+    else:
+        redis_url = from_url
     url_options = parse_url(redis_url)
     url_options.update(kwargs)
     pool = redis.ConnectionPool(**url_options)
@@ -115,9 +121,12 @@ def _get_client(cls, request, single_connection_client=True, flushdb=True,
     return client
 
 
+# specifically set to the zero database, because creating
+# an index on db != 0 raises a ResponseError in redis
 @pytest.fixture()
-def modclient(request, port=36379, **kwargs):
-    with _get_client(redis.Redis, request, port=port, **kwargs) as client:
+def modclient(request, **kwargs):
+    rmurl = request.config.getoption('--redismod-url')
+    with _get_client(redis.Redis, request, from_url=rmurl, **kwargs) as client:
         yield client
 
 
diff --git a/tests/test_json.py b/tests/test_json.py
index 96675f1..83fbf28 100644
--- a/tests/test_json.py
+++ b/tests/test_json.py
@@ -10,7 +10,7 @@ def client(modclient):
     return modclient
 
 
-@pytest.mark.json
+@pytest.mark.redismod
 def test_json_setbinarykey(client):
     d = {"hello": "world", b"some": "value"}
     with pytest.raises(TypeError):
@@ -18,7 +18,7 @@ def test_json_setbinarykey(client):
     assert client.json().set("somekey", Path.rootPath(), d, decode_keys=True)
 
 
-@pytest.mark.json
+@pytest.mark.redismod
 def test_json_setgetdeleteforget(client):
     assert client.json().set("foo", Path.rootPath(), "bar")
     assert client.json().get("foo") == "bar"
@@ -28,13 +28,13 @@ def test_json_setgetdeleteforget(client):
     assert client.exists("foo") == 0
 
 
-@pytest.mark.json
+@pytest.mark.redismod
 def test_justaget(client):
     client.json().set("foo", Path.rootPath(), "bar")
     assert client.json().get("foo") == "bar"
 
 
-@pytest.mark.json
+@pytest.mark.redismod
 def test_json_get_jset(client):
     assert client.json().set("foo", Path.rootPath(), "bar")
     assert "bar" == client.json().get("foo")
@@ -43,7 +43,7 @@ def test_json_get_jset(client):
     assert client.exists("foo") == 0
 
 
-@pytest.mark.json
+@pytest.mark.redismod
 def test_nonascii_setgetdelete(client):
     assert client.json().set("notascii", Path.rootPath(),
                              "hyvää-élève") is True
@@ -52,7 +52,7 @@ def test_nonascii_setgetdelete(client):
     assert client.exists("notascii") == 0
 
 
-@pytest.mark.json
+@pytest.mark.redismod
 def test_jsonsetexistentialmodifiersshouldsucceed(client):
     obj = {"foo": "bar"}
     assert client.json().set("obj", Path.rootPath(), obj)
@@ -70,7 +70,7 @@ def test_jsonsetexistentialmodifiersshouldsucceed(client):
         client.json().set("obj", Path("foo"), "baz", nx=True, xx=True)
 
 
-@pytest.mark.json
+@pytest.mark.redismod
 def test_mgetshouldsucceed(client):
     client.json().set("1", Path.rootPath(), 1)
     client.json().set("2", Path.rootPath(), 2)
@@ -79,7 +79,7 @@ def test_mgetshouldsucceed(client):
     assert e == r
 
 
-@pytest.mark.json
+@pytest.mark.redismod
 @skip_ifmodversion_lt("99.99.99", "ReJSON")  # todo: update after the release
 def test_clearShouldSucceed(client):
     client.json().set("arr", Path.rootPath(), [0, 1, 2, 3, 4])
@@ -87,13 +87,13 @@ def test_clearShouldSucceed(client):
     assert [] == client.json().get("arr")
 
 
-@pytest.mark.json
+@pytest.mark.redismod
 def test_typeshouldsucceed(client):
     client.json().set("1", Path.rootPath(), 1)
     assert b"integer" == client.json().type("1")
 
 
-@pytest.mark.json
+@pytest.mark.redismod
 def test_numincrbyshouldsucceed(client):
     client.json().set("num", Path.rootPath(), 1)
     assert 2 == client.json().numincrby("num", Path.rootPath(), 1)
@@ -101,7 +101,7 @@ def test_numincrbyshouldsucceed(client):
     assert 1.25 == client.json().numincrby("num", Path.rootPath(), -1.25)
 
 
-@pytest.mark.json
+@pytest.mark.redismod
 def test_nummultbyshouldsucceed(client):
     client.json().set("num", Path.rootPath(), 1)
     assert 2 == client.json().nummultby("num", Path.rootPath(), 2)
@@ -109,7 +109,7 @@ def test_nummultbyshouldsucceed(client):
     assert 2.5 == client.json().nummultby("num", Path.rootPath(), 0.5)
 
 
-@pytest.mark.json
+@pytest.mark.redismod
 @skip_ifmodversion_lt("99.99.99", "ReJSON")  # todo: update after the release
 def test_toggleShouldSucceed(client):
     client.json().set("bool", Path.rootPath(), False)
@@ -121,20 +121,20 @@ def test_toggleShouldSucceed(client):
         client.json().toggle("num", Path.rootPath())
 
 
-@pytest.mark.json
+@pytest.mark.redismod
 def test_strappendshouldsucceed(client):
     client.json().set("str", Path.rootPath(), "foo")
     assert 6 == client.json().strappend("str", "bar", Path.rootPath())
     assert "foobar" == client.json().get("str", Path.rootPath())
 
 
-@pytest.mark.json
+@pytest.mark.redismod
 def test_debug(client):
     client.json().set("str", Path.rootPath(), "foo")
     assert 24 == client.json().debug("str", Path.rootPath())
 
 
-@pytest.mark.json
+@pytest.mark.redismod
 def test_strlenshouldsucceed(client):
     client.json().set("str", Path.rootPath(), "foo")
     assert 3 == client.json().strlen("str", Path.rootPath())
@@ -142,7 +142,7 @@ def test_strlenshouldsucceed(client):
     assert 6 == client.json().strlen("str", Path.rootPath())
 
 
-@pytest.mark.json
+@pytest.mark.redismod
 def test_arrappendshouldsucceed(client):
     client.json().set("arr", Path.rootPath(), [1])
     assert 2 == client.json().arrappend("arr", Path.rootPath(), 2)
@@ -150,14 +150,14 @@ def test_arrappendshouldsucceed(client):
     assert 7 == client.json().arrappend("arr", Path.rootPath(), *[5, 6, 7])
 
 
-@pytest.mark.json
+@pytest.mark.redismod
 def testArrIndexShouldSucceed(client):
     client.json().set("arr", Path.rootPath(), [0, 1, 2, 3, 4])
     assert 1 == client.json().arrindex("arr", Path.rootPath(), 1)
     assert -1 == client.json().arrindex("arr", Path.rootPath(), 1, 2)
 
 
-@pytest.mark.json
+@pytest.mark.redismod
 def test_arrinsertshouldsucceed(client):
     client.json().set("arr", Path.rootPath(), [0, 4])
     assert 5 - -client.json().arrinsert(
@@ -173,13 +173,13 @@ def test_arrinsertshouldsucceed(client):
     assert [0, 1, 2, 3, 4] == client.json().get("arr")
 
 
-@pytest.mark.json
+@pytest.mark.redismod
 def test_arrlenshouldsucceed(client):
     client.json().set("arr", Path.rootPath(), [0, 1, 2, 3, 4])
     assert 5 == client.json().arrlen("arr", Path.rootPath())
 
 
-@pytest.mark.json
+@pytest.mark.redismod
 def test_arrpopshouldsucceed(client):
     client.json().set("arr", Path.rootPath(), [0, 1, 2, 3, 4])
     assert 4 == client.json().arrpop("arr", Path.rootPath(), 4)
@@ -189,14 +189,14 @@ def test_arrpopshouldsucceed(client):
     assert [1] == client.json().get("arr")
 
 
-@pytest.mark.json
+@pytest.mark.redismod
 def test_arrtrimshouldsucceed(client):
     client.json().set("arr", Path.rootPath(), [0, 1, 2, 3, 4])
     assert 3 == client.json().arrtrim("arr", Path.rootPath(), 1, 3)
     assert [1, 2, 3] == client.json().get("arr")
 
 
-@pytest.mark.json
+@pytest.mark.redismod
 def test_respshouldsucceed(client):
     obj = {"foo": "bar", "baz": 1, "qaz": True}
     client.json().set("obj", Path.rootPath(), obj)
@@ -205,7 +205,7 @@ def test_respshouldsucceed(client):
     assert client.json().resp("obj", Path("qaz"))
 
 
-@pytest.mark.json
+@pytest.mark.redismod
 def test_objkeysshouldsucceed(client):
     obj = {"foo": "bar", "baz": "qaz"}
     client.json().set("obj", Path.rootPath(), obj)
@@ -216,7 +216,7 @@ def test_objkeysshouldsucceed(client):
     assert exp == keys
 
 
-@pytest.mark.json
+@pytest.mark.redismod
 def test_objlenshouldsucceed(client):
     obj = {"foo": "bar", "baz": "qaz"}
     client.json().set("obj", Path.rootPath(), obj)
@@ -224,7 +224,7 @@ def test_objlenshouldsucceed(client):
 
 
 # @pytest.mark.pipeline
-# @pytest.mark.json
+# @pytest.mark.redismod
 # def test_pipelineshouldsucceed(client):
 #     p = client.json().pipeline()
 #     p.set("foo", Path.rootPath(), "bar")
diff --git a/tests/test_search.py b/tests/test_search.py
new file mode 100644
index 0000000..926b5ff
--- /dev/null
+++ b/tests/test_search.py
@@ -0,0 +1,1219 @@
+import pytest
+import redis
+import bz2
+import csv
+import time
+import os
+
+from io import TextIOWrapper
+from .conftest import skip_ifmodversion_lt, default_redismod_url
+from redis import Redis
+
+import redis.commands.search
+from redis.commands.json.path import Path
+from redis.commands.search import Search
+from redis.commands.search.field import (
+    GeoField,
+    NumericField,
+    TagField,
+    TextField
+)
+from redis.commands.search.query import (
+    GeoFilter,
+    NumericFilter,
+    Query
+)
+from redis.commands.search.result import Result
+from redis.commands.search.indexDefinition import IndexDefinition, IndexType
+from redis.commands.search.suggestion import Suggestion
+import redis.commands.search.aggregation as aggregations
+import redis.commands.search.reducers as reducers
+
+WILL_PLAY_TEXT = (
+    os.path.abspath(
+        os.path.join(
+            os.path.dirname(__file__),
+            "testdata",
+            "will_play_text.csv.bz2"
+        )
+    )
+)
+
+TITLES_CSV = (
+    os.path.abspath(
+        os.path.join(
+            os.path.dirname(__file__),
+            "testdata",
+            "titles.csv"
+        )
+    )
+)
+
+
+def waitForIndex(env, idx, timeout=None):
+    delay = 0.1
+    while True:
+        res = env.execute_command("ft.info", idx)
+        try:
+            res.index("indexing")
+        except ValueError:
+            break
+
+        if int(res[res.index("indexing") + 1]) == 0:
+            break
+
+        time.sleep(delay)
+        if timeout is not None:
+            timeout -= delay
+            if timeout <= 0:
+                break
+
+
+def getClient():
+    """
+    Gets a client client attached to an index name which is ready to be
+    created
+    """
+    rc = Redis.from_url(default_redismod_url, decode_responses=True)
+    return rc
+
+
+def createIndex(client, num_docs=100, definition=None):
+    try:
+        client.create_index(
+            (TextField("play", weight=5.0),
+                TextField("txt"),
+                NumericField("chapter")),
+            definition=definition,
+        )
+    except redis.ResponseError:
+        client.dropindex(delete_documents=True)
+        return createIndex(client, num_docs=num_docs, definition=definition)
+
+    chapters = {}
+    bzfp = TextIOWrapper(bz2.BZ2File(WILL_PLAY_TEXT), encoding="utf8")
+
+    r = csv.reader(bzfp, delimiter=";")
+    for n, line in enumerate(r):
+
+        play, chapter, _, text = \
+            line[1], line[2], line[4], line[5]
+
+        key = "{}:{}".format(play, chapter).lower()
+        d = chapters.setdefault(key, {})
+        d["play"] = play
+        d["txt"] = d.get("txt", "") + " " + text
+        d["chapter"] = int(chapter or 0)
+        if len(chapters) == num_docs:
+            break
+
+    indexer = client.batch_indexer(chunk_size=50)
+    assert isinstance(indexer, Search.BatchIndexer)
+    assert 50 == indexer.chunk_size
+
+    for key, doc in chapters.items():
+        indexer.add_document(key, **doc)
+    indexer.commit()
+
+
+# override the default module client, search requires both db=0, and text
+@pytest.fixture
+def modclient():
+    return Redis.from_url(default_redismod_url, db=0, decode_responses=True)
+
+
+@pytest.fixture
+def client(modclient):
+    modclient.flushdb()
+    return modclient
+
+
+@pytest.mark.redismod
+def test_client(client):
+    num_docs = 500
+    createIndex(client.ft(), num_docs=num_docs)
+    waitForIndex(client, "idx")
+    # verify info
+    info = client.ft().info()
+    for k in [
+        "index_name",
+        "index_options",
+        "attributes",
+        "num_docs",
+        "max_doc_id",
+        "num_terms",
+        "num_records",
+        "inverted_sz_mb",
+        "offset_vectors_sz_mb",
+        "doc_table_size_mb",
+        "key_table_size_mb",
+        "records_per_doc_avg",
+        "bytes_per_record_avg",
+        "offsets_per_term_avg",
+        "offset_bits_per_record_avg",
+    ]:
+        assert k in info
+
+    assert client.ft().index_name == info["index_name"]
+    assert num_docs == int(info["num_docs"])
+
+    res = client.ft().search("henry iv")
+    assert isinstance(res, Result)
+    assert 225 == res.total
+    assert 10 == len(res.docs)
+    assert res.duration > 0
+
+    for doc in res.docs:
+        assert doc.id
+        assert doc.play == "Henry IV"
+        assert len(doc.txt) > 0
+
+    # test no content
+    res = client.ft().search(Query("king").no_content())
+    assert 194 == res.total
+    assert 10 == len(res.docs)
+    for doc in res.docs:
+        assert "txt" not in doc.__dict__
+        assert "play" not in doc.__dict__
+
+    # test verbatim vs no verbatim
+    total = client.ft().search(Query("kings").no_content()).total
+    vtotal = client.ft().search(Query("kings").no_content().verbatim()).total
+    assert total > vtotal
+
+    # test in fields
+    txt_total = (
+        client.ft().search(
+            Query("henry").no_content().limit_fields("txt")).total
+    )
+    play_total = (
+        client.ft().search(
+            Query("henry").no_content().limit_fields("play")).total
+    )
+    both_total = (
+        client.ft()
+        .search(Query("henry").no_content().limit_fields("play", "txt"))
+        .total
+    )
+    assert 129 == txt_total
+    assert 494 == play_total
+    assert 494 == both_total
+
+    # test load_document
+    doc = client.ft().load_document("henry vi part 3:62")
+    assert doc is not None
+    assert "henry vi part 3:62" == doc.id
+    assert doc.play == "Henry VI Part 3"
+    assert len(doc.txt) > 0
+
+    # test in-keys
+    ids = [x.id for x in client.ft().search(Query("henry")).docs]
+    assert 10 == len(ids)
+    subset = ids[:5]
+    docs = client.ft().search(Query("henry").limit_ids(*subset))
+    assert len(subset) == docs.total
+    ids = [x.id for x in docs.docs]
+    assert set(ids) == set(subset)
+
+    # test slop and in order
+    assert 193 == client.ft().search(Query("henry king")).total
+    assert 3 == client.ft().search(
+        Query("henry king").slop(0).in_order()).total
+    assert 52 == client.ft().search(
+        Query("king henry").slop(0).in_order()).total
+    assert 53 == client.ft().search(Query("henry king").slop(0)).total
+    assert 167 == client.ft().search(Query("henry king").slop(100)).total
+
+    # test delete document
+    client.ft().add_document("doc-5ghs2", play="Death of a Salesman")
+    res = client.ft().search(Query("death of a salesman"))
+    assert 1 == res.total
+
+    assert 1 == client.ft().delete_document("doc-5ghs2")
+    res = client.ft().search(Query("death of a salesman"))
+    assert 0 == res.total
+    assert 0 == client.ft().delete_document("doc-5ghs2")
+
+    client.ft().add_document("doc-5ghs2", play="Death of a Salesman")
+    res = client.ft().search(Query("death of a salesman"))
+    assert 1 == res.total
+    client.ft().delete_document("doc-5ghs2")
+
+
+@pytest.mark.redismod
+@skip_ifmodversion_lt("2.2.0", "search")
+def test_payloads(client):
+    client.ft().create_index((TextField("txt"),))
+
+    client.ft().add_document("doc1", payload="foo baz", txt="foo bar")
+    client.ft().add_document("doc2", txt="foo bar")
+
+    q = Query("foo bar").with_payloads()
+    res = client.ft().search(q)
+    assert 2 == res.total
+    assert "doc1" == res.docs[0].id
+    assert "doc2" == res.docs[1].id
+    assert "foo baz" == res.docs[0].payload
+    assert res.docs[1].payload is None
+
+
+@pytest.mark.redismod
+def test_scores(client):
+    client.ft().create_index((TextField("txt"),))
+
+    client.ft().add_document("doc1", txt="foo baz")
+    client.ft().add_document("doc2", txt="foo bar")
+
+    q = Query("foo ~bar").with_scores()
+    res = client.ft().search(q)
+    assert 2 == res.total
+    assert "doc2" == res.docs[0].id
+    assert 3.0 == res.docs[0].score
+    assert "doc1" == res.docs[1].id
+    # todo: enable once new RS version is tagged
+    # self.assertEqual(0.2, res.docs[1].score)
+
+
+@pytest.mark.redismod
+def test_replace(client):
+    client.ft().create_index((TextField("txt"),))
+
+    client.ft().add_document("doc1", txt="foo bar")
+    client.ft().add_document("doc2", txt="foo bar")
+    waitForIndex(client, "idx")
+
+    res = client.ft().search("foo bar")
+    assert 2 == res.total
+    client.ft().add_document(
+        "doc1",
+        replace=True,
+        txt="this is a replaced doc"
+    )
+
+    res = client.ft().search("foo bar")
+    assert 1 == res.total
+    assert "doc2" == res.docs[0].id
+
+    res = client.ft().search("replaced doc")
+    assert 1 == res.total
+    assert "doc1" == res.docs[0].id
+
+
+@pytest.mark.redismod
+def test_stopwords(client):
+    client.ft().create_index(
+        (TextField("txt"),),
+        stopwords=["foo", "bar", "baz"]
+    )
+    client.ft().add_document("doc1", txt="foo bar")
+    client.ft().add_document("doc2", txt="hello world")
+    waitForIndex(client, "idx")
+
+    q1 = Query("foo bar").no_content()
+    q2 = Query("foo bar hello world").no_content()
+    res1, res2 = client.ft().search(q1), client.ft().search(q2)
+    assert 0 == res1.total
+    assert 1 == res2.total
+
+
+@pytest.mark.redismod
+def test_filters(client):
+    client.ft().create_index(
+        (TextField("txt"),
+            NumericField("num"),
+            GeoField("loc"))
+    )
+    client.ft().add_document(
+        "doc1",
+        txt="foo bar",
+        num=3.141,
+        loc="-0.441,51.458"
+    )
+    client.ft().add_document("doc2", txt="foo baz", num=2, loc="-0.1,51.2")
+
+    waitForIndex(client, "idx")
+    # Test numerical filter
+    q1 = Query("foo").add_filter(NumericFilter("num", 0, 2)).no_content()
+    q2 = (
+        Query("foo")
+        .add_filter(
+            NumericFilter("num", 2, NumericFilter.INF, minExclusive=True))
+        .no_content()
+    )
+    res1, res2 = client.ft().search(q1), client.ft().search(q2)
+
+    assert 1 == res1.total
+    assert 1 == res2.total
+    assert "doc2" == res1.docs[0].id
+    assert "doc1" == res2.docs[0].id
+
+    # Test geo filter
+    q1 = Query("foo").add_filter(
+        GeoFilter("loc", -0.44, 51.45, 10)).no_content()
+    q2 = Query("foo").add_filter(
+        GeoFilter("loc", -0.44, 51.45, 100)).no_content()
+    res1, res2 = client.ft().search(q1), client.ft().search(q2)
+
+    assert 1 == res1.total
+    assert 2 == res2.total
+    assert "doc1" == res1.docs[0].id
+
+    # Sort results, after RDB reload order may change
+    res = [res2.docs[0].id, res2.docs[1].id]
+    res.sort()
+    assert ["doc1", "doc2"] == res
+
+
+@pytest.mark.redismod
+def test_payloads_with_no_content(client):
+    client.ft().create_index((TextField("txt"),))
+    client.ft().add_document("doc1", payload="foo baz", txt="foo bar")
+    client.ft().add_document("doc2", payload="foo baz2", txt="foo bar")
+
+    q = Query("foo bar").with_payloads().no_content()
+    res = client.ft().search(q)
+    assert 2 == len(res.docs)
+
+
+@pytest.mark.redismod
+def test_sort_by(client):
+    client.ft().create_index(
+        (TextField("txt"),
+            NumericField("num", sortable=True))
+    )
+    client.ft().add_document("doc1", txt="foo bar", num=1)
+    client.ft().add_document("doc2", txt="foo baz", num=2)
+    client.ft().add_document("doc3", txt="foo qux", num=3)
+
+    # Test sort
+    q1 = Query("foo").sort_by("num", asc=True).no_content()
+    q2 = Query("foo").sort_by("num", asc=False).no_content()
+    res1, res2 = client.ft().search(q1), client.ft().search(q2)
+
+    assert 3 == res1.total
+    assert "doc1" == res1.docs[0].id
+    assert "doc2" == res1.docs[1].id
+    assert "doc3" == res1.docs[2].id
+    assert 3 == res2.total
+    assert "doc1" == res2.docs[2].id
+    assert "doc2" == res2.docs[1].id
+    assert "doc3" == res2.docs[0].id
+
+
+@pytest.mark.redismod
+@skip_ifmodversion_lt("2.0.0", "search")
+def test_drop_index():
+    """
+    Ensure the index gets dropped by data remains by default
+    """
+    for x in range(20):
+        for keep_docs in [[True, {}], [False, {"name": "haveit"}]]:
+            idx = "HaveIt"
+            index = getClient()
+            index.hset("index:haveit", mapping={"name": "haveit"})
+            idef = IndexDefinition(prefix=["index:"])
+            index.ft(idx).create_index((TextField("name"),), definition=idef)
+            waitForIndex(index, idx)
+            index.ft(idx).dropindex(delete_documents=keep_docs[0])
+            i = index.hgetall("index:haveit")
+            assert i == keep_docs[1]
+
+
+@pytest.mark.redismod
+def test_example(client):
+    # Creating the index definition and schema
+    client.ft().create_index(
+        (TextField("title", weight=5.0),
+            TextField("body"))
+    )
+
+    # Indexing a document
+    client.ft().add_document(
+        "doc1",
+        title="RediSearch",
+        body="Redisearch impements a search engine on top of redis",
+    )
+
+    # Searching with complex parameters:
+    q = Query("search engine").verbatim().no_content().paging(0, 5)
+
+    res = client.ft().search(q)
+    assert res is not None
+
+
+@pytest.mark.redismod
+def test_auto_complete(client):
+    n = 0
+    with open(TITLES_CSV) as f:
+        cr = csv.reader(f)
+
+        for row in cr:
+            n += 1
+            term, score = row[0], float(row[1])
+            assert n == client.ft().sugadd("ac", Suggestion(term, score=score))
+
+    assert n == client.ft().suglen("ac")
+    ret = client.ft().sugget("ac", "bad", with_scores=True)
+    assert 2 == len(ret)
+    assert "badger" == ret[0].string
+    assert isinstance(ret[0].score, float)
+    assert 1.0 != ret[0].score
+    assert "badalte rishtey" == ret[1].string
+    assert isinstance(ret[1].score, float)
+    assert 1.0 != ret[1].score
+
+    ret = client.ft().sugget("ac", "bad", fuzzy=True, num=10)
+    assert 10 == len(ret)
+    assert 1.0 == ret[0].score
+    strs = {x.string for x in ret}
+
+    for sug in strs:
+        assert 1 == client.ft().sugdel("ac", sug)
+    # make sure a second delete returns 0
+    for sug in strs:
+        assert 0 == client.ft().sugdel("ac", sug)
+
+    # make sure they were actually deleted
+    ret2 = client.ft().sugget("ac", "bad", fuzzy=True, num=10)
+    for sug in ret2:
+        assert sug.string not in strs
+
+    # Test with payload
+    client.ft().sugadd("ac", Suggestion("pay1", payload="pl1"))
+    client.ft().sugadd("ac", Suggestion("pay2", payload="pl2"))
+    client.ft().sugadd("ac", Suggestion("pay3", payload="pl3"))
+
+    sugs = client.ft().sugget(
+        "ac",
+        "pay",
+        with_payloads=True,
+        with_scores=True
+    )
+    assert 3 == len(sugs)
+    for sug in sugs:
+        assert sug.payload
+        assert sug.payload.startswith("pl")
+
+
+@pytest.mark.redismod
+def test_no_index(client):
+    client.ft().create_index(
+        (
+            TextField("field"),
+            TextField("text", no_index=True, sortable=True),
+            NumericField("numeric", no_index=True, sortable=True),
+            GeoField("geo", no_index=True, sortable=True),
+            TagField("tag", no_index=True, sortable=True),
+        )
+    )
+
+    client.ft().add_document(
+        "doc1", field="aaa", text="1", numeric="1", geo="1,1", tag="1"
+    )
+    client.ft().add_document(
+        "doc2", field="aab", text="2", numeric="2", geo="2,2", tag="2"
+    )
+    waitForIndex(client, "idx")
+
+    res = client.ft().search(Query("@text:aa*"))
+    assert 0 == res.total
+
+    res = client.ft().search(Query("@field:aa*"))
+    assert 2 == res.total
+
+    res = client.ft().search(Query("*").sort_by("text", asc=False))
+    assert 2 == res.total
+    assert "doc2" == res.docs[0].id
+
+    res = client.ft().search(Query("*").sort_by("text", asc=True))
+    assert "doc1" == res.docs[0].id
+
+    res = client.ft().search(Query("*").sort_by("numeric", asc=True))
+    assert "doc1" == res.docs[0].id
+
+    res = client.ft().search(Query("*").sort_by("geo", asc=True))
+    assert "doc1" == res.docs[0].id
+
+    res = client.ft().search(Query("*").sort_by("tag", asc=True))
+    assert "doc1" == res.docs[0].id
+
+    # Ensure exception is raised for non-indexable, non-sortable fields
+    with pytest.raises(Exception):
+        TextField("name", no_index=True, sortable=False)
+    with pytest.raises(Exception):
+        NumericField("name", no_index=True, sortable=False)
+    with pytest.raises(Exception):
+        GeoField("name", no_index=True, sortable=False)
+    with pytest.raises(Exception):
+        TagField("name", no_index=True, sortable=False)
+
+
+@pytest.mark.redismod
+def test_partial(client):
+    client.ft().create_index(
+        (TextField("f1"),
+            TextField("f2"),
+            TextField("f3"))
+    )
+    client.ft().add_document("doc1", f1="f1_val", f2="f2_val")
+    client.ft().add_document("doc2", f1="f1_val", f2="f2_val")
+    client.ft().add_document("doc1", f3="f3_val", partial=True)
+    client.ft().add_document("doc2", f3="f3_val", replace=True)
+    waitForIndex(client, "idx")
+
+    # Search for f3 value. All documents should have it
+    res = client.ft().search("@f3:f3_val")
+    assert 2 == res.total
+
+    # Only the document updated with PARTIAL should still have f1 and f2 values
+    res = client.ft().search("@f3:f3_val @f2:f2_val @f1:f1_val")
+    assert 1 == res.total
+
+
+@pytest.mark.redismod
+def test_no_create(client):
+    client.ft().create_index(
+        (TextField("f1"),
+            TextField("f2"),
+            TextField("f3"))
+    )
+    client.ft().add_document("doc1", f1="f1_val", f2="f2_val")
+    client.ft().add_document("doc2", f1="f1_val", f2="f2_val")
+    client.ft().add_document("doc1", f3="f3_val", no_create=True)
+    client.ft().add_document("doc2", f3="f3_val", no_create=True, partial=True)
+    waitForIndex(client, "idx")
+
+    # Search for f3 value. All documents should have it
+    res = client.ft().search("@f3:f3_val")
+    assert 2 == res.total
+
+    # Only the document updated with PARTIAL should still have f1 and f2 values
+    res = client.ft().search("@f3:f3_val @f2:f2_val @f1:f1_val")
+    assert 1 == res.total
+
+    with pytest.raises(redis.ResponseError):
+        client.ft().add_document(
+            "doc3",
+            f2="f2_val",
+            f3="f3_val",
+            no_create=True
+        )
+
+
+@pytest.mark.redismod
+def test_explain(client):
+    client.ft().create_index(
+        (TextField("f1"),
+            TextField("f2"),
+            TextField("f3"))
+    )
+    res = client.ft().explain("@f3:f3_val @f2:f2_val @f1:f1_val")
+    assert res
+
+
+@pytest.mark.redismod
+def test_summarize(client):
+    createIndex(client.ft())
+    waitForIndex(client, "idx")
+
+    q = Query("king henry").paging(0, 1)
+    q.highlight(fields=("play", "txt"), tags=("<b>", "</b>"))
+    q.summarize("txt")
+
+    doc = sorted(client.ft().search(q).docs)[0]
+    assert "<b>Henry</b> IV" == doc.play
+    assert (
+        "ACT I SCENE I. London. The palace. Enter <b>KING</b> <b>HENRY</b>, LORD JOHN OF LANCASTER, the EARL of WESTMORELAND, SIR... "  # noqa
+        == doc.txt
+    )
+
+    q = Query("king henry").paging(0, 1).summarize().highlight()
+
+    doc = sorted(client.ft().search(q).docs)[0]
+    assert "<b>Henry</b> ... " == doc.play
+    assert (
+        "ACT I SCENE I. London. The palace. Enter <b>KING</b> <b>HENRY</b>, LORD JOHN OF LANCASTER, the EARL of WESTMORELAND, SIR... "  # noqa
+        == doc.txt
+    )
+
+
+@pytest.mark.redismod
+@skip_ifmodversion_lt("2.0.0", "search")
+def test_alias():
+    index1 = getClient()
+    index2 = getClient()
+
+    index1.hset("index1:lonestar", mapping={"name": "lonestar"})
+    index2.hset("index2:yogurt", mapping={"name": "yogurt"})
+
+    if os.environ.get("GITHUB_WORKFLOW", None) is not None:
+        time.sleep(2)
+    else:
+        time.sleep(5)
+
+    def1 = IndexDefinition(prefix=["index1:"], score_field="name")
+    def2 = IndexDefinition(prefix=["index2:"], score_field="name")
+
+    ftindex1 = index1.ft("testAlias")
+    ftindex2 = index1.ft("testAlias2")
+    ftindex1.create_index((TextField("name"),), definition=def1)
+    ftindex2.create_index((TextField("name"),), definition=def2)
+
+    # CI is slower
+    try:
+        res = ftindex1.search("*").docs[0]
+    except IndexError:
+        time.sleep(5)
+        res = ftindex1.search("*").docs[0]
+    assert "index1:lonestar" == res.id
+
+    # create alias and check for results
+    ftindex1.aliasadd("spaceballs")
+    alias_client = getClient().ft("spaceballs")
+    res = alias_client.search("*").docs[0]
+    assert "index1:lonestar" == res.id
+
+    # Throw an exception when trying to add an alias that already exists
+    with pytest.raises(Exception):
+        ftindex2.aliasadd("spaceballs")
+
+    # update alias and ensure new results
+    ftindex2.aliasupdate("spaceballs")
+    alias_client2 = getClient().ft("spaceballs")
+    res = alias_client2.search("*").docs[0]
+    assert "index2:yogurt" == res.id
+
+    ftindex2.aliasdel("spaceballs")
+    with pytest.raises(Exception):
+        alias_client2.search("*").docs[0]
+
+
+@pytest.mark.redismod
+def test_alias_basic():
+    # Creating a client with one index
+    getClient().flushdb()
+    index1 = getClient().ft("testAlias")
+
+    index1.create_index((TextField("txt"),))
+    index1.add_document("doc1", txt="text goes here")
+
+    index2 = getClient().ft("testAlias2")
+    index2.create_index((TextField("txt"),))
+    index2.add_document("doc2", txt="text goes here")
+
+    # add the actual alias and check
+    index1.aliasadd("myalias")
+    alias_client = getClient().ft("myalias")
+    res = sorted(alias_client.search("*").docs, key=lambda x: x.id)
+    assert "doc1" == res[0].id
+
+    # Throw an exception when trying to add an alias that already exists
+    with pytest.raises(Exception):
+        index2.aliasadd("myalias")
+
+    # update the alias and ensure we get doc2
+    index2.aliasupdate("myalias")
+    alias_client2 = getClient().ft("myalias")
+    res = sorted(alias_client2.search("*").docs, key=lambda x: x.id)
+    assert "doc1" == res[0].id
+
+    # delete the alias and expect an error if we try to query again
+    index2.aliasdel("myalias")
+    with pytest.raises(Exception):
+        _ = alias_client2.search("*").docs[0]
+
+
+@pytest.mark.redismod
+def test_tags(client):
+    client.ft().create_index((TextField("txt"), TagField("tags")))
+    tags = "foo,foo bar,hello;world"
+    tags2 = "soba,ramen"
+
+    client.ft().add_document("doc1", txt="fooz barz", tags=tags)
+    client.ft().add_document("doc2", txt="noodles", tags=tags2)
+    waitForIndex(client, "idx")
+
+    q = Query("@tags:{foo}")
+    res = client.ft().search(q)
+    assert 1 == res.total
+
+    q = Query("@tags:{foo bar}")
+    res = client.ft().search(q)
+    assert 1 == res.total
+
+    q = Query("@tags:{foo\\ bar}")
+    res = client.ft().search(q)
+    assert 1 == res.total
+
+    q = Query("@tags:{hello\\;world}")
+    res = client.ft().search(q)
+    assert 1 == res.total
+
+    q2 = client.ft().tagvals("tags")
+    assert (tags.split(",") + tags2.split(",")).sort() == q2.sort()
+
+
+@pytest.mark.redismod
+def test_textfield_sortable_nostem(client):
+    # Creating the index definition with sortable and no_stem
+    client.ft().create_index((TextField("txt", sortable=True, no_stem=True),))
+
+    # Now get the index info to confirm its contents
+    response = client.ft().info()
+    assert "SORTABLE" in response["attributes"][0]
+    assert "NOSTEM" in response["attributes"][0]
+
+
+@pytest.mark.redismod
+def test_alter_schema_add(client):
+    # Creating the index definition and schema
+    client.ft().create_index(TextField("title"))
+
+    # Using alter to add a field
+    client.ft().alter_schema_add(TextField("body"))
+
+    # Indexing a document
+    client.ft().add_document(
+        "doc1", title="MyTitle", body="Some content only in the body"
+    )
+
+    # Searching with parameter only in the body (the added field)
+    q = Query("only in the body")
+
+    # Ensure we find the result searching on the added body field
+    res = client.ft().search(q)
+    assert 1 == res.total
+
+
+@pytest.mark.redismod
+def test_spell_check(client):
+    client.ft().create_index((TextField("f1"), TextField("f2")))
+
+    client.ft().add_document(
+        "doc1",
+        f1="some valid content",
+        f2="this is sample text"
+    )
+    client.ft().add_document("doc2", f1="very important", f2="lorem ipsum")
+    waitForIndex(client, "idx")
+
+    # test spellcheck
+    res = client.ft().spellcheck("impornant")
+    assert "important" == res["impornant"][0]["suggestion"]
+
+    res = client.ft().spellcheck("contnt")
+    assert "content" == res["contnt"][0]["suggestion"]
+
+    # test spellcheck with Levenshtein distance
+    res = client.ft().spellcheck("vlis")
+    assert res == {}
+    res = client.ft().spellcheck("vlis", distance=2)
+    assert "valid" == res["vlis"][0]["suggestion"]
+
+    # test spellcheck include
+    client.ft().dict_add("dict", "lore", "lorem", "lorm")
+    res = client.ft().spellcheck("lorm", include="dict")
+    assert len(res["lorm"]) == 3
+    assert (
+        res["lorm"][0]["suggestion"],
+        res["lorm"][1]["suggestion"],
+        res["lorm"][2]["suggestion"],
+    ) == ("lorem", "lore", "lorm")
+    assert (res["lorm"][0]["score"], res["lorm"][1]["score"]) == ("0.5", "0")
+
+    # test spellcheck exclude
+    res = client.ft().spellcheck("lorm", exclude="dict")
+    assert res == {}
+
+
+@pytest.mark.redismod
+def test_dict_operations(client):
+    client.ft().create_index((TextField("f1"), TextField("f2")))
+    # Add three items
+    res = client.ft().dict_add("custom_dict", "item1", "item2", "item3")
+    assert 3 == res
+
+    # Remove one item
+    res = client.ft().dict_del("custom_dict", "item2")
+    assert 1 == res
+
+    # Dump dict and inspect content
+    res = client.ft().dict_dump("custom_dict")
+    assert ["item1", "item3"] == res
+
+    # Remove rest of the items before reload
+    client.ft().dict_del("custom_dict", *res)
+
+
+@pytest.mark.redismod
+def test_phonetic_matcher(client):
+    client.ft().create_index((TextField("name"),))
+    client.ft().add_document("doc1", name="Jon")
+    client.ft().add_document("doc2", name="John")
+
+    res = client.ft().search(Query("Jon"))
+    assert 1 == len(res.docs)
+    assert "Jon" == res.docs[0].name
+
+    # Drop and create index with phonetic matcher
+    client.flushdb()
+
+    client.ft().create_index((TextField("name", phonetic_matcher="dm:en"),))
+    client.ft().add_document("doc1", name="Jon")
+    client.ft().add_document("doc2", name="John")
+
+    res = client.ft().search(Query("Jon"))
+    assert 2 == len(res.docs)
+    assert ["John", "Jon"] == sorted([d.name for d in res.docs])
+
+
+@pytest.mark.redismod
+def test_scorer(client):
+    client.ft().create_index((TextField("description"),))
+
+    client.ft().add_document(
+        "doc1", description="The quick brown fox jumps over the lazy dog"
+    )
+    client.ft().add_document(
+        "doc2",
+        description="Quick alice was beginning to get very tired of sitting by her quick sister on the bank, and of having nothing to do.",  # noqa
+    )
+
+    # default scorer is TFIDF
+    res = client.ft().search(Query("quick").with_scores())
+    assert 1.0 == res.docs[0].score
+    res = client.ft().search(Query("quick").scorer("TFIDF").with_scores())
+    assert 1.0 == res.docs[0].score
+    res = client.ft().search(
+        Query("quick").scorer("TFIDF.DOCNORM").with_scores())
+    assert 0.1111111111111111 == res.docs[0].score
+    res = client.ft().search(Query("quick").scorer("BM25").with_scores())
+    assert 0.17699114465425977 == res.docs[0].score
+    res = client.ft().search(Query("quick").scorer("DISMAX").with_scores())
+    assert 2.0 == res.docs[0].score
+    res = client.ft().search(Query("quick").scorer("DOCSCORE").with_scores())
+    assert 1.0 == res.docs[0].score
+    res = client.ft().search(Query("quick").scorer("HAMMING").with_scores())
+    assert 0.0 == res.docs[0].score
+
+
+@pytest.mark.redismod
+def test_get(client):
+    client.ft().create_index((TextField("f1"), TextField("f2")))
+
+    assert [None] == client.ft().get("doc1")
+    assert [None, None] == client.ft().get("doc2", "doc1")
+
+    client.ft().add_document(
+        "doc1", f1="some valid content dd1", f2="this is sample text ff1"
+    )
+    client.ft().add_document(
+        "doc2", f1="some valid content dd2", f2="this is sample text ff2"
+    )
+
+    assert [
+        ["f1", "some valid content dd2", "f2", "this is sample text ff2"]
+    ] == client.ft().get("doc2")
+    assert [
+        ["f1", "some valid content dd1", "f2", "this is sample text ff1"],
+        ["f1", "some valid content dd2", "f2", "this is sample text ff2"],
+    ] == client.ft().get("doc1", "doc2")
+
+
+@pytest.mark.redismod
+@skip_ifmodversion_lt("2.2.0", "search")
+def test_config(client):
+    assert client.ft().config_set("TIMEOUT", "100")
+    with pytest.raises(redis.ResponseError):
+        client.ft().config_set("TIMEOUT", "null")
+    res = client.ft().config_get("*")
+    assert "100" == res["TIMEOUT"]
+    res = client.ft().config_get("TIMEOUT")
+    assert "100" == res["TIMEOUT"]
+
+
+@pytest.mark.redismod
+def test_aggregations(client):
+    # Creating the index definition and schema
+    client.ft().create_index(
+        (
+            NumericField("random_num"),
+            TextField("title"),
+            TextField("body"),
+            TextField("parent"),
+        )
+    )
+
+    # Indexing a document
+    client.ft().add_document(
+        "search",
+        title="RediSearch",
+        body="Redisearch impements a search engine on top of redis",
+        parent="redis",
+        random_num=10,
+    )
+    client.ft().add_document(
+        "ai",
+        title="RedisAI",
+        body="RedisAI executes Deep Learning/Machine Learning models and managing their data.",  # noqa
+        parent="redis",
+        random_num=3,
+    )
+    client.ft().add_document(
+        "json",
+        title="RedisJson",
+        body="RedisJSON implements ECMA-404 The JSON Data Interchange Standard as a native data type.",  # noqa
+        parent="redis",
+        random_num=8,
+    )
+
+    req = aggregations.AggregateRequest("redis").group_by(
+        "@parent",
+        reducers.count(),
+        reducers.count_distinct("@title"),
+        reducers.count_distinctish("@title"),
+        reducers.sum("@random_num"),
+        reducers.min("@random_num"),
+        reducers.max("@random_num"),
+        reducers.avg("@random_num"),
+        reducers.stddev("random_num"),
+        reducers.quantile("@random_num", 0.5),
+        reducers.tolist("@title"),
+        reducers.first_value("@title"),
+        reducers.random_sample("@title", 2),
+    )
+
+    res = client.ft().aggregate(req)
+
+    res = res.rows[0]
+    assert len(res) == 26
+    assert "redis" == res[1]
+    assert "3" == res[3]
+    assert "3" == res[5]
+    assert "3" == res[7]
+    assert "21" == res[9]
+    assert "3" == res[11]
+    assert "10" == res[13]
+    assert "7" == res[15]
+    assert "3.60555127546" == res[17]
+    assert "10" == res[19]
+    assert ["RediSearch", "RedisAI", "RedisJson"] == res[21]
+    assert "RediSearch" == res[23]
+    assert 2 == len(res[25])
+
+
+@pytest.mark.redismod
+@skip_ifmodversion_lt("2.0.0", "search")
+def test_index_definition(client):
+    """
+    Create definition and test its args
+    """
+    with pytest.raises(RuntimeError):
+        IndexDefinition(prefix=["hset:", "henry"], index_type="json")
+
+    definition = IndexDefinition(
+        prefix=["hset:", "henry"],
+        filter="@f1==32",
+        language="English",
+        language_field="play",
+        score_field="chapter",
+        score=0.5,
+        payload_field="txt",
+        index_type=IndexType.JSON,
+    )
+
+    assert [
+        "ON",
+        "JSON",
+        "PREFIX",
+        2,
+        "hset:",
+        "henry",
+        "FILTER",
+        "@f1==32",
+        "LANGUAGE_FIELD",
+        "play",
+        "LANGUAGE",
+        "English",
+        "SCORE_FIELD",
+        "chapter",
+        "SCORE",
+        0.5,
+        "PAYLOAD_FIELD",
+        "txt",
+    ] == definition.args
+
+    createIndex(client.ft(), num_docs=500, definition=definition)
+
+
+@pytest.mark.redismod
+@skip_ifmodversion_lt("2.0.0", "search")
+def test_create_client_definition(client):
+    """
+    Create definition with no index type provided,
+    and use hset to test the client definition (the default is HASH).
+    """
+    definition = IndexDefinition(prefix=["hset:", "henry"])
+    createIndex(client.ft(), num_docs=500, definition=definition)
+
+    info = client.ft().info()
+    assert 494 == int(info["num_docs"])
+
+    client.ft().client.hset("hset:1", "f1", "v1")
+    info = client.ft().info()
+    assert 495 == int(info["num_docs"])
+
+
+@pytest.mark.redismod
+@skip_ifmodversion_lt("2.0.0", "search")
+def test_create_client_definition_hash(client):
+    """
+    Create definition with IndexType.HASH as index type (ON HASH),
+    and use hset to test the client definition.
+    """
+    definition = IndexDefinition(
+        prefix=["hset:", "henry"],
+        index_type=IndexType.HASH
+    )
+    createIndex(client.ft(), num_docs=500, definition=definition)
+
+    info = client.ft().info()
+    assert 494 == int(info["num_docs"])
+
+    client.ft().client.hset("hset:1", "f1", "v1")
+    info = client.ft().info()
+    assert 495 == int(info["num_docs"])
+
+
+@pytest.mark.redismod
+@skip_ifmodversion_lt("2.2.0", "search")
+def test_create_client_definition_json(client):
+    """
+    Create definition with IndexType.JSON as index type (ON JSON),
+    and use json client to test it.
+    """
+    definition = IndexDefinition(prefix=["king:"], index_type=IndexType.JSON)
+    client.ft().create_index((TextField("$.name"),), definition=definition)
+
+    client.json().set("king:1", Path.rootPath(), {"name": "henry"})
+    client.json().set("king:2", Path.rootPath(), {"name": "james"})
+
+    res = client.ft().search("henry")
+    assert res.docs[0].id == "king:1"
+    assert res.docs[0].payload is None
+    assert res.docs[0].json == '{"name":"henry"}'
+    assert res.total == 1
+
+
+@pytest.mark.redismod
+@skip_ifmodversion_lt("2.2.0", "search")
+def test_fields_as_name(client):
+    # create index
+    SCHEMA = (
+        TextField("$.name", sortable=True, as_name="name"),
+        NumericField("$.age", as_name="just_a_number"),
+    )
+    definition = IndexDefinition(index_type=IndexType.JSON)
+    client.ft().create_index(SCHEMA, definition=definition)
+
+    # insert json data
+    res = client.json().set(
+        "doc:1",
+        Path.rootPath(),
+        {"name": "Jon", "age": 25}
+    )
+    assert res
+
+    total = client.ft().search(
+        Query("Jon").return_fields("name", "just_a_number")).docs
+    assert 1 == len(total)
+    assert "doc:1" == total[0].id
+    assert "Jon" == total[0].name
+    assert "25" == total[0].just_a_number
+
+
+@pytest.mark.redismod
+@skip_ifmodversion_lt("2.2.0", "search")
+def test_search_return_fields(client):
+    res = client.json().set(
+        "doc:1",
+        Path.rootPath(),
+        {"t": "riceratops", "t2": "telmatosaurus", "n": 9072, "flt": 97.2},
+    )
+    assert res
+
+    # create index on
+    definition = IndexDefinition(index_type=IndexType.JSON)
+    SCHEMA = (
+        TextField("$.t"),
+        NumericField("$.flt"),
+    )
+    client.ft().create_index(SCHEMA, definition=definition)
+    waitForIndex(client, "idx")
+
+    total = client.ft().search(
+        Query("*").return_field("$.t", as_field="txt")).docs
+    assert 1 == len(total)
+    assert "doc:1" == total[0].id
+    assert "riceratops" == total[0].txt
+
+    total = client.ft().search(
+        Query("*").return_field("$.t2", as_field="txt")).docs
+    assert 1 == len(total)
+    assert "doc:1" == total[0].id
+    assert "telmatosaurus" == total[0].txt
+
+
+@pytest.mark.redismod
+def test_synupdate(client):
+    definition = IndexDefinition(index_type=IndexType.HASH)
+    client.ft().create_index(
+        (
+            TextField("title"),
+            TextField("body"),
+        ),
+        definition=definition,
+    )
+
+    client.ft().synupdate("id1", True, "boy", "child", "offspring")
+    client.ft().add_document(
+        "doc1",
+        title="he is a baby",
+        body="this is a test")
+
+    client.ft().synupdate("id1", True, "baby")
+    client.ft().add_document(
+        "doc2",
+        title="he is another baby",
+        body="another test"
+    )
+
+    res = client.ft().search(Query("child").expander("SYNONYM"))
+    assert res.docs[0].id == "doc2"
+    assert res.docs[0].title == "he is another baby"
+    assert res.docs[0].body == "another test"
+
+
+@pytest.mark.redismod
+def test_syndump(client):
+    definition = IndexDefinition(index_type=IndexType.HASH)
+    client.ft().create_index(
+        (
+            TextField("title"),
+            TextField("body"),
+        ),
+        definition=definition,
+    )
+
+    client.ft().synupdate("id1", False, "boy", "child", "offspring")
+    client.ft().synupdate("id2", False, "baby", "child")
+    client.ft().synupdate("id3", False, "tree", "wood")
+    res = client.ft().syndump()
+    assert res == {
+        "boy": ["id1"],
+        "tree": ["id3"],
+        "wood": ["id3"],
+        "child": ["id1", "id2"],
+        "baby": ["id2"],
+        "offspring": ["id1"],
+    }
diff --git a/tests/testdata/titles.csv b/tests/testdata/titles.csv
new file mode 100644
index 0000000..6428dd2
--- /dev/null
+++ b/tests/testdata/titles.csv
@@ -0,0 +1,4861 @@
+bhoj shala,1
+radhika balakrishnan,1
+ltm,1
+sterlite energy,1
+troll doll,11
+sonnontio,1
+nickelodeon netherlands kids choice awards,1
+jamaica national basketball team,5
+clan mackenzie,1
+secure attention key,3
+template talk indo pakistani war of 1971,1
+hassan firouzabadi,2
+carter alan,1
+alan levy,1
+tim severin,2
+faux pas derived from chinese pronunciation,1
+jruby,3
+tobias nielsén,1
+avro 571 buffalo,1
+treasury stock,17
+שלום,10
+oxygen 19,1
+ntru,4
+tennis racquet,1
+place of birth,4
+council of canadians,1
+urshu,1
+american hotel,1
+dow corning corporation,3
+language based learning disability,3
+meri aashiqui tum se hi,30
+specificity,9
+edward l hedden,1
+pelli chesukundam,2
+of love and shadows,4
+fort san felipe,2
+american express gold card dress of lizzy gardiner,4
+jovian,5
+kitashinagawa station,1
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+cordelia scaife may,2
+minor earth major sky,1
+bunty lawless stakes,1
+high capacity color barcode,3
+lyla lerrol,1
+crawford roberts,1
+collin balester,1
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+om prakash chautala,3
+izzy hoyland,1
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+daryl sabara,6
+aromatic acid,2
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+swierczek masovian voivodeship,1
+housing segregation in the united states,2
+karen maser,1
+scaptia beyonceae,2
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+dostoevsky,3
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+camp,29
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+united kingdom general election debates 2010,2
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+cryogenic treatment,3
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+a very merry pooh year,2
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+cinemascore,9
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+the great waldo search,1
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+the decision of the appeals jury is final and can only be overruled by a decision of the executive committee 2e,1
+civilization board game,1
+erasmus+,1
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+elben,1
+the best of the rippingtons,3
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+hoftoren,1
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+christmas is almost here again,2
+sterling heights michigan,4
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diff --git a/tests/testdata/will_play_text.csv.bz2 b/tests/testdata/will_play_text.csv.bz2
new file mode 100755
index 0000000..e3bec9d
--- /dev/null
+++ b/tests/testdata/will_play_text.csv.bz2
diff --git a/tox.ini b/tox.ini
index 7805296..7d79d38 100644
--- a/tox.ini
+++ b/tox.ini
@@ -1,7 +1,7 @@
 [pytest]
 addopts = -s
 markers =
-    json: run only the redisjson module tests
+    redismod: run only the redis module tests
 
 [tox]
 minversion = 3.2.0