I am happy to announce Guppy 3 3.1.4 Guppy 3 is a library and programming environment for Python, currently providing in particular the Heapy subsystem, which supports object and heap memory sizing, profiling and debugging. It also includes a prototypical specification language, the Guppy Specification Language (GSL), which can be used to formally specify aspects of Python programs and generate tests and documentation from a common source. Guppy 3 is a fork of Guppy-PE, created by Sverker Nilsson for Python 2. This release adds support for Python 3.12, and support for Python 3.7 was dropped. This release also fixes a few bug fixes, including: o Fix refcount sanity assertion for Python 3.11, when C asserts are compiled in. o Fix INTERATTR definition, where for "internal attributes" it would always report the attribute name as "newname". o Fix .referrers occasionally returning empty set due to GC race License: MIT The project homepage is on GitHub: https://github.com/zhuyifei1999/guppy3 Enjoy, YiFei Zhu