the future isn't centralized, it's personalized
srswti-axis (AI eXplainable Inference & Search) is an industry-ready machine learning library for advanced data retrieval and interpretable AI solutions. it provides a collection of powerful components and state-of-the-art capabilities that run entirely locally on your machine. we focused on efficient implementations that deliver high performance even on modest hardware.
for complete documentation, visit docs.srswti.com. visit srswti.com for our products, and check out our blog to learn more about our mission and the mathematical foundations behind our work.
Key features
- local intelligence—too cheap to meter, firewall-protected for privacy, on-premise steerable, and rendering benchmarks obsolete
- everything what llms do but much faster, averaging 50-100ms latency
- industry-ready
- zero-shot classification <70ms latency
- advanced text cleaning and preprocessing
- intelligent text analysis and ner
- document clustering and ranking
- neural-probabilistic hybrid search
- multi-strategy document merging
- multilingual translation support
- sentiment analysis
Installation
Requirements
- Python 3.9 - 3.11
Setting up Virtual Environment
# Create a new virtual environment using uv
uv venv --python 3.9
Activate the virtual environment
# On Unix/macOS
source .venv/bin/activate
# On Windows
.venv\Scripts\activate
Installing the Package
# Using uv
uv pip install srswti-axis
or
pip install srswti-axis
Install Required Dependencies
# Inside activated virtual environment
srswti-axis-post-install
1 maintainer
Metadata
1 maintainer
Release files for srswti-axis 1.1.5
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | |
|---|---|---|---|
| srswti_axis-1.1.5.tar.gz | 118.8 kB | Details |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Reset |
|---|---|---|---|---|
| srswti_axis-1.1.5-py3-none-any.whl | Python 3 | none | any | Details |
Total release size: 269.6 kB
Release files / srswti_axis-1.1.5.tar.gz
| Download URL | srswti_axis-1.1.5.tar.gz |
|---|---|
| Size | 118.8 kB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.1.0 CPython/3.11.10
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Release files / srswti_axis-1.1.5-py3-none-any.whl
| Download URL | srswti_axis-1.1.5-py3-none-any.whl |
|---|---|
| Size | 150.8 kB |
| Tags | Python 3 |
|
SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.1.0 CPython/3.11.10
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