{"repo":"oracle/hiq","free":true,"listed":false,"github":"https://github.com/oracle/hiq","clone":"git clone https://github.com/oracle/hiq.git","description":"HiQ - Observability And Optimization In Modern AI Era","language":"Python","stars":73,"topics":["python","observability","tracing","logging","monitoring"],"license":null,"category":"analytics","readme_excerpt":"🦉 Observability And Optimization In Modern AI Era ---- [![CodeCov][cov-img]][cov] [![Github release][release-img]][release] [![lic][license-img]][license] 🔥 HiQ now supports GPU profiling, DNN model visualization and tracing for DNN libraries like pyTorch, transformers , LAVIS, and LLMs like LLaMA, OPT, Bloom, T5 and GPT2 in addition to Onnxruntime, FastAPI and Flask. HiQ is a declarative , non-intrusive , dynamic and transparent tracking system for both monolithic application and distributed system. It brings the runtime information tracking and optimization to a new level without compromising with speed and system performance, or hiding any tracking overhead information. HiQ applies for both I/O bound and CPU bound applications. In addition to latency tracking, HiQ provides memory, disk I/O and Network I/O tracking out of the box. The output can be saved in form of normal line by line log file, or HiQ tree, or span graph. HiQ's philosophy is to decouple observability logic from business logic . We don't have to enter the black hole to observe it. Do you like the idea? Leave a ⭐ if you enjoy the project and welcome to say Hi to us on Slack 👋 📜HiQ Pape: A Declarative, Non-intrusive, Dynamic and Transparent Observability and Optimization System Installation - Basic Installation - HiQ also supports extra installation Get Started Let start with a simplest example by running HiQ against a simple monolithic python code 📄 main.py : In this code, there is a simple chain of func","default_branch":null,"files":null,"tree":[],"storefront":"/r/oracle","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/oracle/hiq/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}