obzerveai 0.0.5

A python package of utilities for AI based solutions

ObzerveAI

ObzerveAI is a middleware for your AI applications and models. It provides a simple interface for redacting sensitive information from your prompts. It also helps you to monitor and visualize the usage metrics.

Features

• Redaction of sensitive information from your prompts.
• Monitoring of function usage with metrics recorded in InfluxDB.
• Visualization of the metrcs using grafana

Installation

Setup InfluxDB and Grafana

Using docker compose you can setup influxdb and grafana with default configurations and sample dashboard. After cloning the repo, run the following command

docker-compose up -d

This will setup a grafana at http://localhost:3000 and influxdb on http://localhost:8086

Python Package

To install the package run following command

pip install obzerveai

Usage

To use ObzerveAI, you need to create an instance of the ObzerveAI class and then call the redact_sensitive_info method with the text you want to sanitize.

from obzerve_ai import ObzerveAI

# Initialize the ObzerveAI instance with default or custom parameters
obzerve_ai = ObzerveAI()

# Redact sensitive information from text
sensitive_text = "Contact me at [e-mail] or call me at 123-456-7890."
redacted_text = obzerve_ai.redact_sensitive_info(sensitive_text)

print(redacted_text)

Dashboard

A pre-created dashboard will be available. You can access it at http://localhost:3000/dashboards

Advanced Configuration

You can choose to change the influxdB configurations with the following parameters while initiating the ObzerveAI class:

obzerve_ai = ObzerveAI(token="your_influxdb_token", org="your_org", bucket="your_bucket", url="your_influxdb_url")

• token: InfluxDB authentication token (default: "my_default_token_value").
• org: InfluxDB organization name (default: "obzerve_ai").
• bucket: InfluxDB bucket name where usage data will be stored (default: "usage").
• url: URL of the InfluxDB instance (default: "http://localhost:8086").