LlamaIndex Indices Integration: Bge-M3

Setup

pip install -U llama-index-indices-managed-bge-m3

Usage

from llama_index.indices.managed.bge_m3 import BGEM3Index

index = BGEM3Index.from_documents(
    documents, weights_for_different_modes=[0.4, 0.2, 0.4]
)
retriever = index.as_retriever()

Metadata

Release files for llama-index-indices-managed-bge-m3 0.8.0

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for llama-index-indices-managed-bge-m3 0.8.0
File	Size	Uploaded	Provenance
llama_index_indices_managed_bge_m3-0.8.0.tar.gz	6.1 kB	Aug 31, 2026	Without provenance	Details

Built distribution (wheel)

Table of built distributions (wheels) for llama-index-indices-managed-bge-m3 0.8.0
File	Interpreter	ABI	Platform	Reset
llama_index_indices_managed_bge_m3-0.8.0-py3-none-any.whl 6.0 kB Aug 31, 2026 Without provenance	Python 3	none	any	Details

Total release size: 12.1 kB

Release files / llama_index_indices_managed_bge_m3-0.8.0.tar.gz

Download URL	llama_index_indices_managed_bge_m3-0.8.0.tar.gz
Size	6.1 kB
Tags	Source
SHA-256 checksum How to use checksums	`cea07002b8220e6599e3c5f188a35b84bde9f9a4d37384cc7c21d3ca4163f182`
BLAKE2b-256 checksum How to use checksums	`5b9f8285d80477c6fa6c5324bf60bb1c627102b80e2a17b79c8526866f27c3df`
Upload date	Aug 31, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`uv/0.12.7 {"installer":{"name":"uv","version":"0.12.7","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"Ubuntu","version":"24.04","id":"noble","libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":true}`

Release files / llama_index_indices_managed_bge_m3-0.8.0-py3-none-any.whl

Download URL	llama_index_indices_managed_bge_m3-0.8.0-py3-none-any.whl
Size	6.0 kB
Tags	Python 3
SHA-256 checksum How to use checksums	`9e6228ab4a923efb816b3dc39c2ee2948fb050e5d3d77e3056371b77a995828e`
BLAKE2b-256 checksum How to use checksums	`fdba45d937d502de58b82d89810a13eb0b1a431d8af780c280e72a5dee92a249`
Upload date	Aug 31, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`uv/0.12.7 {"installer":{"name":"uv","version":"0.12.7","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"Ubuntu","version":"24.04","id":"noble","libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":true}`

Security for llama-index-indices-managed-bge-m3 0.8.0

Report project as malware

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

No provenance found

None of the files in this release were uploaded with provenance metadata.

A note on package security

PyPI is a repository for distributing packages, not a service for auditing them. While third-party security researchers and our staff do their best to detect and remove malicious packages, PyPI cannot guarantee the quality, security or suitability of any given package.

To learn more about protecting yourself from malicious actors, visit our package security documentation.