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توضیحات

Ownage of ESPI image inference

ویژگی	مقدار
سیستم عامل	-
نام فایل	espiownage-0.1.0
نام	espiownage
نسخه کتابخانه	0.1.0
نگهدارنده	[]
ایمیل نگهدارنده	[]
نویسنده	Scott H. Hawley
ایمیل نویسنده	scott.hawley@belmont.edu
آدرس صفحه اصلی	https://github.com/drscotthawley/espiownage/tree/master/
آدرس اینترنتی	https://pypi.org/project/espiownage/
مجوز	Apache Software License 2.0

# espiownage > Ownage of ESPI image inference. (Pronounced like "espionage" but with a little "own" in the middle.) This code repository accompanies the paper submission [**"espiownage:Tracking Transients in Drum Strikes Using Surveillance Technology"**](https://www.dropbox.com/s/30nqyl0srekmu0s/steelpan_neurips_2021.pdf?dl=0) for the [NeurIPS 2021](https://nips.cc/Conferences/2021/) workshop on [Machine Learning and the Physical Sciences.](https://ml4physicalsciences.github.io/2021/) <div align="center"> <img src="https://raw.githubusercontent.com/drscotthawley/espiownage/master/nbs/images/ellipse_editor_screenshot.png" width="40%" style="max-width: 40%px"> <div style="display:inline;width:10px;"></div> <img src="https://raw.githubusercontent.com/drscotthawley/espiownage/master/nbs/images/infer_others.png" width="36%" style="max-width: 36%px"> </div> This study consists of 3 models: Two that go together (a bounding box detector that feeds cropped images into an antinode ring-counter) and another complements them (an image sementation code we use for regression by scaling the final activation of a "one-class" model.) All this documentation is fully executable, either locally or on Colab. This is made possible by [nbdev](nbdev.fast.ai), the development system that enabled us to stay organized and do this project in only 18 days! These pages and [the GitHub repo they are generated from](https://github.com/maskedstudent/espiownage) are fully anonymized as are all the links that are used, so they're "safe" for reviewers to explore. *Note that there is a "real" espiownage repo and PyPi entry (which is where the pip-installs used in these notebooks will pull from for setup/speed purposes) so don't go searching for that.* Pending successful review of the paper, this repository will be redirected to the non-anonymous version. ## Install ### Preliminaries Ubuntu (& probably other Linuxes): ```bash sudo apt-get install python3-tk ``` Mac (with [Homebrew](https://brew.sh/)) ```bash brew install python-tk ``` Then on all systems, let's set up a virtual environment called `espi`. I like to put my environments in `~/envs`: ``` mkdir ~/envs; python3 -m venv ~/envs/espi; source ~/envs/espi/bin/activate ``` And then you want/need to update `pip` in case it gave you an ancient version: ```bash python3 -m pip install pip --upgrade ``` ### Pip install ```bash pip install espiownage ``` Note: the requirements on this package follow a "kitchen sink" approach so that everything a student might need gets installed, e.g. `jupyter` and more. (And `wheel` because it speeds up the installations...I think.) ## How to use Take a look at the tabs in the sidebar, which arranged in sections according the tasks of detecting antinodes in steelpan drum oscillations, counting the interference friges, and reporting tracking information so that scientists can better understand the rapid transient dynamics of these instruments -- it is the transients that give the instrument its distinctive sound! ## Console Scripts See the separate page on console scripts ## Contributing / Development You'll want to install more things: ```bash pip install nbdev twine ``` Fork this repo. When you want to update your repo, one macro does it all (see `Makefile`): ```bash make git_update ```

نیازمندی

مقدار	نام
-	fastai
-	fastcore
-	matplotlib
-	nbverbose
-	numpy
-	opencv-python
-	packaging
-	pandas
==8.2	pillow
-	pip
-	tk
-	torch
-	wheel

زبان مورد نیاز

مقدار	نام
>=3.6	Python

نحوه نصب

نصب پکیج whl espiownage-0.1.0:

pip install espiownage-0.1.0.whl

نصب پکیج tar.gz espiownage-0.1.0:

pip install espiownage-0.1.0.tar.gz