Wi1 ddlZGddZy)NcPeZdZdZddZdej dej fdZy) BaseClusteraThe Base Cluster class. Using this class directly in BERTopic will make it skip over the cluster step. As a result, topics need to be passed to BERTopic in the form of its `y` parameter in order to create topic representations. Examples: This will skip over the cluster step in BERTopic: ```python from bertopic import BERTopic from bertopic.cluster import BaseCluster empty_cluster_model = BaseCluster() topic_model = BERTopic(hdbscan_model=empty_cluster_model) ``` Then, this class can be used to perform manual topic modeling. That is, topic modeling on a topics that were already generated before without the need to learn them: ```python topic_model.fit(docs, y=y) ``` Nc*| ||_|Sd|_|SN)labels_)selfXys b/home/sietch6/trending-topics-pipeline/venv/lib/python3.12/site-packages/bertopic/cluster/_base.pyfitzBaseCluster.fit!s# =DL  DL r returnc|Sr)rr s r transformzBaseCluster.transform(sr r)__name__ __module__ __qualname____doc__r npndarrayrrr r rrs'82::"**r r)numpyrrrr r rs%%r