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* Calculate the dimension size based off model chosen. * Added example docstring. * Validated working notebook with sentence models of different dimensions. * Validated removal of model_name working. * Second example uses conn object. * embedding_function no longer directly references .encode * Fixed pre-commit issue. * Use try/except to raise error when shape is not found in embedding function. * Re-ran notebook. * Update autogen/agentchat/contrib/vectordb/pgvectordb.py Co-authored-by: Li Jiang <bnujli@gmail.com> * Update autogen/agentchat/contrib/vectordb/pgvectordb.py Co-authored-by: Li Jiang <bnujli@gmail.com> * Added .encode * Removed example comment. * Fix overwrite doesn't work with existing collection when custom embedding function has different dimension from default one --------- Co-authored-by: Li Jiang <bnujli@gmail.com>