How are API rate limits handled during large batch jobs?

The script includes built-in error handling that manages API limits automatically using exponential backoff to ensure that long-running batch processes complete successfully.

How does the smart routing feature work?

The skill evaluates the word count of each text entry; if it exceeds a configurable threshold (default 500 words), it performs a summarization, otherwise it performs a translation.

Does this skill support different AI models?

Yes, you can configure the specific model (e.g., gpt-4o, gpt-4o-mini) and adjust temperature settings to balance between processing speed, cost, and creativity.

Can I process data directly from a CSV file?

Yes, you can use the command-line interface to specify an input CSV file, the target text column, and the desired output path for the results.

AI Text Summarizer & Processor

Name: AI Text Summarizer & Processor
Author: zhenxiay

byzhenxiay

データサイエンスとML

Automates large-scale text summarization and translation using intelligent length-based routing and asynchronous processing.

概要

The Text Summarizer skill provides an advanced framework for processing high-volume text datasets from CSV files or pandas DataFrames. By utilizing intelligent routing, the system automatically decides whether to summarize or translate content based on user-defined length thresholds. Built for performance, it leverages asynchronous batch processing to execute concurrent API calls, making it an essential tool for data scientists and developers needing to transform, condense, or translate massive amounts of textual data efficiently while maintaining granular control over model parameters and temperature settings.

主な機能

High-performance asynchronous batch processing for large datasets
Fully configurable model selection and temperature parameters
Robust error handling with automatic exponential backoff for API reliability
Intelligent length-based routing for automatic summarization or translation
Seamless integration with CSV files and pandas DataFrames
0 GitHub stars

ユースケース

Preprocessing large text corpuses for data science pipelines or machine learning training
Automating multi-lingual content workflows by translating short text and summarizing long-form documents
Batch processing massive datasets of customer reviews or feedback for rapid insights

概要

主な機能

High-performance asynchronous batch processing for large datasets
Fully configurable model selection and temperature parameters
Robust error handling with automatic exponential backoff for API reliability
Intelligent length-based routing for automatic summarization or translation
Seamless integration with CSV files and pandas DataFrames
0 GitHub stars

ユースケース

Preprocessing large text corpuses for data science pipelines or machine learning training
Automating multi-lingual content workflows by translating short text and summarizing long-form documents
Batch processing massive datasets of customer reviews or feedback for rapid insights