Python client SDK for ProximaDB - Cloud-native vector database engineered for AI-first applications
Project description
proximadb
Python client SDK for ProximaDB — a cloud-native vector + graph database engineered for AI-first applications (vector search, OLTP/OLAP, graph, document, multimodal) over REST, gRPC, Arrow Flight, and the PostgreSQL wire protocol.
- Distribution:
proximadb(PyPI) · import:proximadb_sdk - In-process engine:
proximadb_embedded(native PyO3 wheels) —pip install 'proximadb[embedded]'
Install
pip install proximadb # client SDK (REST/gRPC/Flight)
pip install 'proximadb[embedded]' # + in-process native engine (no server)
pip install 'proximadb[embeddings]' # + local embedding providers
pip install 'proximadb[codegraph]' # + shared code->CPG chunker (victor-codegraph)
Extras compose, e.g. pip install 'proximadb[embeddings,langchain,llama_index]'.
Quickstart
from proximadb_sdk import ProximaDBClient
client = ProximaDBClient(url="http://localhost:5678")
client.create_collection("docs", dimension=384)
client.insert("docs", vectors=[...], ids=[...])
hits = client.search("docs", query=[...], top_k=5)
Embedded (in-process, no server):
from proximadb_embedded import Client # requires the [embedded] extra
db = Client(data_dir="./data")
Transports
The SDK speaks REST (ergonomics), gRPC (typed RPC), and Arrow Flight (zero-copy bulk) on ProximaDB's multiplexed port, plus standard PostgreSQL drivers via pgwire. The REST surface is generated from the canonical OpenAPI spec behind an ergonomic facade.
License
Apache-2.0.
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
Built Distribution
Filter files by name, interpreter, ABI, and platform.
If you're not sure about the file name format, learn more about wheel file names.
Copy a direct link to the current filters
File details
Details for the file proximadb-0.2.2.tar.gz.
File metadata
- Download URL: proximadb-0.2.2.tar.gz
- Upload date:
- Size: 1.8 MB
- Tags: Source
- Uploaded using Trusted Publishing? Yes
- Uploaded via: twine/6.1.0 CPython/3.13.12
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
01e0d49e76fc752e110103af27e0231d800e92d1233b6a313576fa4fdac83ec8
|
|
| MD5 |
bb84ad68982cfb6be1235e77e1c278e0
|
|
| BLAKE2b-256 |
f87828942b28db04b8d3ca98dbec90f3a6f8b24c9624fd27720991949f5ad92a
|
Provenance
The following attestation bundles were made for proximadb-0.2.2.tar.gz:
Publisher:
release-python.yml on vjsingh1984/proximaDB
-
Statement:
-
Statement type:
https://in-toto.io/Statement/v1 -
Predicate type:
https://docs.pypi.org/attestations/publish/v1 -
Subject name:
proximadb-0.2.2.tar.gz -
Subject digest:
01e0d49e76fc752e110103af27e0231d800e92d1233b6a313576fa4fdac83ec8 - Sigstore transparency entry: 2083951895
- Sigstore integration time:
-
Permalink:
vjsingh1984/proximaDB@1b321d1d4247557ede95eff6ee1bb2bdbdfef9b6 -
Branch / Tag:
refs/tags/python-v0.2.2 - Owner: https://github.com/vjsingh1984
-
Access:
public
-
Token Issuer:
https://token.actions.githubusercontent.com -
Runner Environment:
github-hosted -
Publication workflow:
release-python.yml@1b321d1d4247557ede95eff6ee1bb2bdbdfef9b6 -
Trigger Event:
push
-
Statement type:
File details
Details for the file proximadb-0.2.2-py3-none-any.whl.
File metadata
- Download URL: proximadb-0.2.2-py3-none-any.whl
- Upload date:
- Size: 1.0 MB
- Tags: Python 3
- Uploaded using Trusted Publishing? Yes
- Uploaded via: twine/6.1.0 CPython/3.13.12
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
a412d3eca96d494803c8b766de3dea36da46e502393669686b52b65e84e08935
|
|
| MD5 |
9273feabf8d0ebf97c19d8bc9070944b
|
|
| BLAKE2b-256 |
30cfe630d0d6ab4b3a08284e6c3c5ae2156476c3e6ae0640bc9a4379bf32a271
|
Provenance
The following attestation bundles were made for proximadb-0.2.2-py3-none-any.whl:
Publisher:
release-python.yml on vjsingh1984/proximaDB
-
Statement:
-
Statement type:
https://in-toto.io/Statement/v1 -
Predicate type:
https://docs.pypi.org/attestations/publish/v1 -
Subject name:
proximadb-0.2.2-py3-none-any.whl -
Subject digest:
a412d3eca96d494803c8b766de3dea36da46e502393669686b52b65e84e08935 - Sigstore transparency entry: 2083951911
- Sigstore integration time:
-
Permalink:
vjsingh1984/proximaDB@1b321d1d4247557ede95eff6ee1bb2bdbdfef9b6 -
Branch / Tag:
refs/tags/python-v0.2.2 - Owner: https://github.com/vjsingh1984
-
Access:
public
-
Token Issuer:
https://token.actions.githubusercontent.com -
Runner Environment:
github-hosted -
Publication workflow:
release-python.yml@1b321d1d4247557ede95eff6ee1bb2bdbdfef9b6 -
Trigger Event:
push
-
Statement type: