run-llama / llama_index

LlamaIndex is a data framework for your LLM applications
https://docs.llamaindex.ai
MIT License
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[Question]: llamaindex filter #17059

Open ehsankf opened 2 days ago

ehsankf commented 2 days ago

Question Validation

Question

res = index.as_retriever(filters=MetadataFilters(filters=[])).retrieve(t
ext)
res[0].metadata['source'] == "git"
pdb) True
res = index.as_retriever(filters=MetadataFilters(filters=[MetadataFilter(key='source', value="git")])).retrieve(text)
res 
pdb) []

The metadata filter returns empty.

dosubot[bot] commented 2 days ago

The issue you're encountering, where applying a MetadataFilter results in an empty list, could be due to several reasons:

  1. No Matching Records: Ensure that there are records in your vector store where the source metadata is exactly "git". If no such records exist, the filter will naturally return an empty list.

  2. Filter Configuration: Double-check that the MetadataFilter is correctly configured. The key should be "source", and the value should be "git". Also, ensure that the operator is set to FilterOperator.EQ (equality), which is the default operator.

  3. Data Consistency: Verify that the metadata in your vector store is consistent with the filter criteria. For example, check for any leading or trailing spaces in the metadata values that might cause the filter to not match.

  4. Logical Conditions: If you are using multiple filters, ensure that the logical condition (AND or OR) is set correctly. In your case, since you are using a single filter, this might not be applicable.

If all configurations are correct and the issue persists, it might be helpful to inspect the data in your vector store to ensure it aligns with the filter criteria.

To continue talking to Dosu, mention @dosu.

logan-markewich commented 2 days ago

What vector store are you using? Default?

ehsankf commented 2 days ago

I am using OpensearchVectorStore(client) .

ehsankf commented 2 days ago

@logan-markewich I realized the metadata parser put the prefix "metadata." before key. How to avoid it?

key = f"metadata.{filter.key}"
op = filter.operator