AiPy is an open source Python command line tool developed by the Knownsec team, aiming to lower the programming threshold by combining the Large Language Model (LLM) with the Python environment. Its core features include:
- natural language-generated code (NLG): the user describes the task in natural language (e.g. data analysis requirements), and AiPy automatically generates and executes the corresponding Python code.
- Multi-format data processing: support for CSV, Excel, JSON, SQLite, Parquet and other common data formats read and write operations
- Full process analysis capabilities: Covering preprocessing such as data cleansing, conversion, computation, aggregation, etc., as well as sorting/grouping/filtering operations
- visualization output: Basic charts such as bar charts, pie charts, etc. can be generated.
- Dual-mode operation: Task mode (natural language interaction) and Python mode (direct coding) data interoperability
Distinguishing itself from traditional programming tools, AiPy allows users to focus on the problem itself rather than the programming details by automating code generation and bug fixing (based on the AST abstract syntax tree).
This answer comes from the articleAiPy: automating the task of running Python code for data analysisThe
May not be reproduced without permission:AI productivity tools " What is AiPy and what are its main functions?
