Talqora Vector Python SDK
Official Python client for Talqora Vector: regional indexes, dense vectors, sparse BM25 retrieval, hybrid search, asynchronous file processing, and RAG workloads.
Install
pip install talqora
Authenticate
Set TALQORA_API_KEY or pass a tq_live_ API key directly:
import os
from talqora import TalqoraApi
client = TalqoraApi(
talqora_api_key=os.environ["TALQORA_API_KEY"],
)
What you can build
- Create and manage regional indexes with immutable dimensions and distance metrics.
- Write, delete, and query dense vectors with filterable metadata.
- Run sparse BM25 or hybrid dense+sparse retrieval.
- Upload files and monitor asynchronous extraction, OCR, chunking, and embedding jobs.
- Manage API keys, organization usage, branches, connectors, assistants, and webhooks.
Documentation
- API reference: https://docs.talqora.com
- SDK guide: https://docs.talqora.com/sdk
- Package source and releases: https://pypi.org/project/talqora/
Example
from talqora import TalqoraApi
client = TalqoraApi(talqora_api_key="tq_live_...")
Pin the package version in production and consult the API reference for endpoint-level request and response details.
1 maintainer
Metadata
1 maintainer
Release files for talqora 0.0.2
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | |
|---|---|---|---|
| talqora-0.0.2.tar.gz | 57.2 kB | Details |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Reset |
|---|---|---|---|---|
| talqora-0.0.2-py3-none-any.whl | Python 3 | none | any | Details |
Total release size: 148.9 kB
Release files / talqora-0.0.2.tar.gz
| Download URL | talqora-0.0.2.tar.gz |
|---|---|
| Size | 57.2 kB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
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|
|
BLAKE2b-256 checksum How to use checksums |
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|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/7.0.0 CPython/3.12.3
|
Release files / talqora-0.0.2-py3-none-any.whl
| Download URL | talqora-0.0.2-py3-none-any.whl |
|---|---|
| Size | 91.7 kB |
| Tags | Python 3 |
|
SHA-256 checksum How to use checksums |
2dcb2d04a36b09c0fa4724b5e7243c961e1afb5745378b23f8be79d2013cbad2
|
|
BLAKE2b-256 checksum How to use checksums |
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|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/7.0.0 CPython/3.12.3
|
