diff --git a/templates/cassandra-entomology-rag/cassandra_entomology_rag/__init__.py b/templates/cassandra-entomology-rag/cassandra_entomology_rag/__init__.py index 79846e4cc87..73377401d41 100644 --- a/templates/cassandra-entomology-rag/cassandra_entomology_rag/__init__.py +++ b/templates/cassandra-entomology-rag/cassandra_entomology_rag/__init__.py @@ -8,6 +8,8 @@ from langchain.schema.output_parser import StrOutputParser from langchain.schema.runnable import RunnablePassthrough from langchain.vectorstores import Cassandra +from .populate_vector_store import populate + use_cassandra = int(os.environ.get("USE_CASSANDRA_CLUSTER", "0")) if use_cassandra: from .cassandra_cluster_init import get_cassandra_connection @@ -36,6 +38,12 @@ vector_store = Cassandra( ) retriever = vector_store.as_retriever(search_kwargs={"k": 3}) +# For demo reasons, let's ensure there are rows on the vector store. +# Please remove this and/or adapt to your use case! +inserted_lines = populate(vector_store) +if inserted_lines: + print(f"Done ({inserted_lines} lines inserted).") + entomology_template = """ You are an expert entomologist, tasked with answering enthusiast biologists' questions. You must answer based only on the provided context, do not make up any fact. diff --git a/templates/cassandra-entomology-rag/cassandra_entomology_rag/populate_vector_store.py b/templates/cassandra-entomology-rag/cassandra_entomology_rag/populate_vector_store.py new file mode 100644 index 00000000000..e1fb9e314a5 --- /dev/null +++ b/templates/cassandra-entomology-rag/cassandra_entomology_rag/populate_vector_store.py @@ -0,0 +1,29 @@ +import os + +BASE_DIR = os.path.abspath(os.path.dirname(__file__)) + + +def populate(vector_store): + # is the store empty? find out with a probe search + hits = vector_store.similarity_search_by_vector( + embedding=[0.001] * 1536, + k=1, + ) + # + if len(hits) == 0: + # this seems a first run: + # must populate the vector store + src_file_name = os.path.join(BASE_DIR, "..", "sources.txt") + lines = [ + line.strip() + for line in open(src_file_name).readlines() + if line.strip() + if line[0] != "#" + ] + # deterministic IDs to prevent duplicates on multiple runs + ids = ["_".join(line.split(" ")[:2]).lower().replace(":", "") for line in lines] + # + vector_store.add_texts(texts=lines, ids=ids) + return len(lines) + else: + return 0 diff --git a/templates/cassandra-entomology-rag/poetry.lock b/templates/cassandra-entomology-rag/poetry.lock index 9c54978bdee..3c6541cc3e1 100644 --- a/templates/cassandra-entomology-rag/poetry.lock +++ b/templates/cassandra-entomology-rag/poetry.lock @@ -1,4 +1,4 @@ -# This file is automatically @generated by Poetry 1.6.1 and should not be changed by hand. +# This file is automatically @generated by Poetry 1.5.1 and should not be changed by hand. 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-import cassio -from langchain.embeddings import OpenAIEmbeddings -from langchain.vectorstores import Cassandra - -use_cassandra = int(os.environ.get("USE_CASSANDRA_CLUSTER", "0")) -if use_cassandra: - from cassandra_entomology_rag.cassandra_cluster_init import get_cassandra_connection - - session, keyspace = get_cassandra_connection() - cassio.init( - session=session, - keyspace=keyspace, - ) -else: - cassio.init( - token=os.environ["ASTRA_DB_APPLICATION_TOKEN"], - database_id=os.environ["ASTRA_DB_ID"], - keyspace=os.environ.get("ASTRA_DB_KEYSPACE"), - ) - - -if __name__ == "__main__": - embeddings = OpenAIEmbeddings() - vector_store = Cassandra( - session=None, - keyspace=None, - embedding=embeddings, - table_name="langserve_rag_demo", - ) - # - lines = [ - line.strip() - for line in open("sources.txt").readlines() - if line.strip() - if line[0] != "#" - ] - # deterministic IDs to prevent duplicates on multiple runs - ids = ["_".join(line.split(" ")[:2]).lower().replace(":", "") for line in lines] - # - vector_store.add_texts(texts=lines, ids=ids) - print(f"Done ({len(lines)} lines inserted).") diff --git a/templates/cassandra-synonym-caching/poetry.lock b/templates/cassandra-synonym-caching/poetry.lock index 9c54978bdee..3c6541cc3e1 100644 --- a/templates/cassandra-synonym-caching/poetry.lock +++ b/templates/cassandra-synonym-caching/poetry.lock @@ -1,4 +1,4 @@ -# This file is automatically @generated by Poetry 1.6.1 and should not be changed by hand. +# This file is automatically @generated by Poetry 1.5.1 and should not be changed by hand. 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