run-llama / llama_index

LlamaIndex is a data framework for your LLM applications
https://docs.llamaindex.ai
MIT License
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[Question]: How to save and load PropertyGraphIndex using AWS s3 #16523

Open DataNoob0723 opened 1 month ago

DataNoob0723 commented 1 month ago

Question Validation

Question

I have using PropertyGraphIndex. How can I save and load PropertyGraphIndex from AWS s3?

dosubot[bot] commented 1 month ago

To save and load a PropertyGraphIndex using AWS S3, you can follow these steps:

Saving to S3

  1. Set up S3FS: Ensure you have the s3fs package installed and configure it with your AWS credentials.

  2. Save the Index:

    import s3fs
    import os
    
    # Set up s3fs
    AWS_KEY = os.environ["AWS_ACCESS_KEY_ID"]
    AWS_SECRET = os.environ["AWS_SECRET_ACCESS_KEY"]
    R2_ACCOUNT_ID = os.environ["R2_ACCOUNT_ID"]
    
    s3 = s3fs.S3FileSystem(
       key=AWS_KEY,
       secret=AWS_SECRET,
       endpoint_url=f"https://{R2_ACCOUNT_ID}.r2.cloudflarestorage.com",
       s3_additional_kwargs={"ACL": "public-read"},
    )
    
    index.set_index_id("property_graph_index")
    index.storage_context.persist(persist_dir="llama-index/storage_demo", fs=s3)

Loading from S3

  1. Load the Index:

    from llama_index.core import StorageContext, load_index_from_storage
    
    index_from_s3 = load_index_from_storage(
       StorageContext.from_defaults(persist_dir="llama-index/storage_demo", fs=s3),
       index_id="property_graph_index",
    )

Ensure you have the necessary S3 permissions (s3:ListBucket, s3:PutObject, s3:GetObject) to perform these operations [1].

To continue talking to Dosu, mention @dosu.

DataNoob0723 commented 1 month ago

Why do I need R2_ACCOUNT_ID here?

dosubot[bot] commented 1 month ago

The R2_ACCOUNT_ID is needed to construct the endpoint_url for the S3-compatible storage service. This URL is essential for s3fs.S3FileSystem to connect to the correct storage endpoint, as shown in the setup example:

s3 = s3fs.S3FileSystem(
    key=AWS_KEY,
    secret=AWS_SECRET,
    endpoint_url=f"https://{R2_ACCOUNT_ID}.r2.cloudflarestorage.com",
    s3_additional_kwargs={"ACL": "public-read"},
)

This ensures that the connection is made to the right storage service [1].

To continue talking to Dosu, mention @dosu.

DataNoob0723 commented 1 month ago

Can I do it without R2_ACCOUNT_ID?

dosubot[bot] commented 1 month ago

Yes, you can configure s3fs.S3FileSystem without the R2_ACCOUNT_ID if you're using standard AWS S3. You would simply omit the endpoint_url or set it to None:

s3 = s3fs.S3FileSystem(
    key=AWS_KEY,
    secret=AWS_SECRET,
    endpoint_url=None  # Use None for standard AWS S3
)

This setup will connect directly to AWS S3 without needing a custom endpoint URL [1].

To continue talking to Dosu, mention @dosu.