'localhost'. Default: None
            path:
                Path in which the vectors will be stored while using local mode.
                Default: None
            collection_name:
                Name of the Qdrant collection to be used. If not provided,
                it will be created randomly. Default: None
            distance_func:
                Distance function. One of: "Cosine" / "Euclid" / "Dot".
                Default: "Cosine"
            content_payload_key:
                A payload key used to store the content of the document.
                Default: "page_content"
            metadata_payload_key:
                A payload key used to store the metadata of the document.
                Default: "metadata"
            vector_name:
                Name of the vector to be used internally in Qdrant.
                Default: None
            batch_size:
                How many vectors upload per-request.
                Default: 64
            shard_number: Number of shards in collection. Default is 1, minimum is 1.
            replication_factor:
                Replication factor for collection. Default is 1, minimum is 1.
                Defines how many copies of each shard will be created.
                Have effect only in distributed mode.
            write_consistency_factor:
                Write consistency factor for collection. Default is 1, minimum is 1.
                Defines how many replicas should apply the operation for us to consider
                it successful. Increasing this number will make the collection more
                resilient to inconsistencies, but will also make it fail if not enough
                replicas are available.
                Does not have any performance impact.
                Have effect only in distributed mode.
            on_disk_payload:
                If true - point`s payload will not be stored in memory.
                It will be read from the disk every time it is requested.