17497726. WHAT-IF ANALYSIS FOR NOTEBOOKS simplified abstract (Microsoft Technology Licensing, LLC)
WHAT-IF ANALYSIS FOR NOTEBOOKS
Organization Name
Microsoft Technology Licensing, LLC
Inventor(s)
Pavle Subotic of Belgrade (RS)
Lazar Milikic of Palaiseau (FR)
WHAT-IF ANALYSIS FOR NOTEBOOKS - A simplified explanation of the abstract
This abstract first appeared for US patent application 17497726 titled 'WHAT-IF ANALYSIS FOR NOTEBOOKS
Simplified Explanation
The patent application describes a notebook interactive programming environment that allows for out-of-order code-cell execution and communication of potential cell execution outcomes.
- The system allows for code-cell execution in any order, rather than sequentially.
- It provides analysis of code cells based on their abstract semantics and outputs abstract state and pre-summaries.
- The system identifies propagation dependencies between cells and executes inter-cell analysis recursively.
- It sends outcomes, such as affected cells, bug types, and metrics, to warn users of potential unsafe or safe actions before executing the code.
Potential Applications
- Software development environments
- Data analysis and exploration tools
- Collaborative coding platforms
Problems Solved
- Inefficient sequential execution of code cells
- Lack of visibility into potential issues before code execution
- Difficulty in identifying propagation dependencies between cells
Benefits
- Improved efficiency in code-cell execution
- Early detection of potential issues and bugs
- Enhanced collaboration and code quality in notebook programming environments
Original Abstract Submitted
Methods and systems provide for a notebook interactive programming environment, having out-of-order code-cell execution, which communicates potential cell execution outcomes. If an event handler receives an event (e.g., open notebook, code change, code execution, etc.) for a cell, without a request for a specific type of analysis (e.g., data-leakage, stale-state), intra-cell analysis is executed based-on the cell’s abstract semantics, and an abstract state and pre-summaries are output that indicate the cell’s propagation dependency (unbounded variables). If an analysis is associated with the event, starting with the stored abstract state, inter-cell analysis is recursively executed on successor cells having propagation dependencies, until a terminating criteria is reached. Outcomes (e.g., affected cell, line number, bug type, metrics, etc.) are sent via the notebook user-interface to warn users, ahead of concrete code execution, of hypothetical unsafe or safe actions in executing the notebook’s code cells.
(Ad) Transform your business with AI in minutes, not months
Trusted by 1,000+ companies worldwide