{"repo":"martno/exprec","free":true,"listed":false,"github":"https://github.com/martno/exprec","clone":"git clone https://github.com/martno/exprec.git","description":"Exprec records your experiments so you can compare different runs and easily reproduce results","language":"Python","stars":12,"topics":["dashboard","python","experiment","recorder","deep-learning","machine-learning","visualization","reproducible-research"],"license":"MIT","category":"machine-learning","readme_excerpt":"Exprec ====== Exprec records your experiments so you can compare different runs and easily reproduce results. Minimum setup: only two lines of code required Framework agnostic - works with any machine learning/deep learning framework Records source code, terminal output and installed packages. The user can also track hyperparameters, values over time (e.g. training loss) as well as images related to the experiment Experiments are saved locally - nothing is saved in the cloud Installation ------------ Usage ----- Minimal example An experiment is recorded in the with statement. This includes recording the terminal output, the source code used and the packages that are installed at the time the experiment runs. You can also add parameters, scalars and images to the experiment (see below). Dashboard Run exprec in your terminal to start the dashboard. exprec has to be run from the same folder as you started your python script. Now visit http://localhost:8080/ in your browser to see the dashboard. If the client and the exprec server run on different machines, set the flag --host=0.0.0.0 when starting exprec . This allows any client with access to the server to see the dashboard. More code examples Examples -------- Scripts under examples/ demonstrate how to use this package. API --- Experiment set parameter Sets the parameter to the given value. Only one value can be recorded per parameter. You can overwrite a previously set parameter. add scalar Records the scalar's value at a giv","default_branch":null,"files":null,"tree":[],"storefront":"/r/martno","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/martno/exprec/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."}