A Python module to process bulk data using Google's generative AI (Gemini).
Project description
GeminiDataProcessor
Overview
GeminiDataProcessor is a Python library that streamlines data processing through the use of Google's generative AI models (Gemini). It allows users to generate structured responses for tabular datasets using customizable prompts and schemas.
Features
- Integration with Gemini AI: Process data through Google's generative AI models.
- Asynchronous Processing: Supports efficient handling of large datasets using
asyncio. - Flexible Schema: Define custom output schemas for structured JSON responses.
- Error Handling: Robust error management for API and data parsing issues.
- Progress Tracking: Real-time processing feedback with
tqdm.
Installation
You can install the module using pip:
pip install gemini_data_processor
from gemini_batch_processor import GeminiBot
bot = GeminiBot(
input_file="input_data.csv",
prompt_template="Generate a summary for: {row[column name]}",
key_names="summary,details",
api_key="your_google_api_key",
model="gemini-1.5-flash-002"
)
from gemini_batch_processor import GeminiBot
GeminiBot.model_list(api_key="your_api_key")
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