Skip to main content

Deploy SentenceTransformers embedding models to a ray cluster

Project description

ray-embedding

A Python library for deploying SentenceTransformers models to a ray cluster. This tool encapsulates inference logic that uses SentenceTransformers to load any compatible embedding model from the Hugging Face hub and compute embeddings for input text.

This library is meant to be used with the embedding-models Ray cluster.

Refer to this Ray Serve deployment config to see how this library is used.

Supports the following backends

  • pytorch-gpu
  • pytorch-cpu

Planned:

  • onnx-gpu
  • onnx-cpu
  • openvino-cpu
  • fastembed-onnx-cpu

Project details


Release history Release notifications | RSS feed

Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

ray_embedding-0.10.10.tar.gz (3.9 kB view details)

Uploaded Source

Built Distribution

If you're not sure about the file name format, learn more about wheel file names.

ray_embedding-0.10.10-py3-none-any.whl (4.7 kB view details)

Uploaded Python 3

File details

Details for the file ray_embedding-0.10.10.tar.gz.

File metadata

  • Download URL: ray_embedding-0.10.10.tar.gz
  • Upload date:
  • Size: 3.9 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/6.1.0 CPython/3.12.9

File hashes

Hashes for ray_embedding-0.10.10.tar.gz
Algorithm Hash digest
SHA256 b6a824b4b6bc83595a97658bfc5c11602c8a314497bd0b1ae54e1ea12abceaa3
MD5 0bc851e674e3149205c9b988eb86d1d3
BLAKE2b-256 19622a482915498330d8dcdfa7aa34226eae51f8a1b3ff2723bb45d5e6c8415b

See more details on using hashes here.

File details

Details for the file ray_embedding-0.10.10-py3-none-any.whl.

File metadata

File hashes

Hashes for ray_embedding-0.10.10-py3-none-any.whl
Algorithm Hash digest
SHA256 8bbfcd0e86d88568e64439afd88be10f2a7d97f2c14ba6306ade1040e7b3e228
MD5 39b05bedb96f85562b6e366bb663146f
BLAKE2b-256 7eb101a6d4b2a5ff170d769f3afbceafa16c87deeccd53492f8368211129abac

See more details on using hashes here.

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Depot Continuous Integration Fastly CDN Google Download Analytics Pingdom Monitoring Sentry Error logging StatusPage Status page