Author: Deep Learner

Job Scheduler

A simple script which logs the CPU and RAM usage of the submitted job

ClusterMonitor A very simple python script which monitors and records the CPU and RAM consumption of submitted cluster jobs. Usage To start recording use the cpu_ram_log.py script. This script requires 3 arguments: -u which corresponds to your username. -o which specifies the output file (in tsv format) –interval which specifies the time (in seconds) over which the CPU and RAM usage gets averaged Example: python cpu_ram_log.py -u nickhir -o cpu_ram.log –interval 5 The script can simply be included in your […]

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Testing

A wrapper around pytest for assessing flakiness and runtime regressions

bubblewrap a wrapper around pytest for assessing flakiness and runtime regressions Local Setup This project uses Python3.9, pip to manage dependencies, and runs in a virtual environment. Install with the following: # create + activate venv + install dependencies # see docs: https://packaging.python.org/guides/installing-using-pip-and-virtual-environments/ $ python3 -m pip install –user virtualenv $ python3 -m venv env $ source env/bin/activate $ pip install -r requirements.txt # note: to deactivate venv, use $ deactivate Code Formatting This project uses Black for code formatting: […]

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Command-line Tools

Advanced extended command line tool for Django

mirage-django-lts mirage ~ ♪ extended django admin or manage.py command. Installing Mirage with Pipenv is recommended. pipenv install -d mirage-django-lts If you don’t use pipenv, you can install it with pip. pip install mirage-django-lts You can build this package manually. make before_node make build_all Usage: mg [action] option mg [action]:[subaction] option [Create Project] new Create a new Django project. new:react Create a new Django API project with React.js front-end. new:ng Create a new Django API project with Angular. –nebular Create […]

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GUI

A relatively simple user interface in pyqt5 for UNIX systems

scrcpy-pyqtgui A relatively simple user interface in pyqt5 for UNIX systems Requirements: You can install them with sudo apt-get install scrcpy python3 python3-pip adb pip3 install PyQt5 Usage To run the program you can use the following command in the terminal inside the folder python3 main.py GitHub https://github.com/hayukimori/scrcpy-pyqtgui    

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Python

Working With Linear Systems in Python With scipy.linalg

Linear algebra is widely used across a variety of subjects, and you can use it to solve many problems once you organize the information using concepts like vectors and linear equations. In Python, most of the routines related to this subject are implemented in scipy.linalg, which offers very fast linear algebra capabilities. In particular, linear systems play an important role in modeling a variety of real-world problems, and scipy.linalg provides tools to study and solve them in an efficient way. […]

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SOLOIST: Pairing transfer learning and machine teaching to advance task bots at scale

The increasing use of personal assistants and messaging applications has spurred interest in building task-oriented dialog systems (or task bots) that can communicate with users through natural language to accomplish a wide range of tasks, such as restaurant booking, weather query, flight booking, or IT helpdesk support. The wide variety of tasks and domains has created the need for a flexible task-oriented dialog development platform that can support many different use cases while remaining straightforward for developers to use and […]

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Econ4: Uncovering how decision-making shapes individuals and society through behavioral public economics featuring Evan Rose and Hunt Allcott

Episode 124 | June 16, 2021 In the world of economics, researchers at Microsoft are examining a range of complex systems—from those that impact the technologies we use to those that inform the laws and policies we create—through the lens of a social science that goes beyond the numbers to better understand people and society.  In this episode, Senior Principal Researcher Hunt Allcott talks with Postdoctoral Researcher Evan Rose  

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Images

Use a powerful CNN to identify faces in images with python

FaceFinder There is lots of face recognition software out there on github, but most of it focuses on speed over accuracy and uses models such as ‘hog’. However, FaceFinder is one of the most powerful face recognition programs which uses a very large CNN to make accurate predictions. Here’s why: Several modern technologies make use of face recognition and its importance in the world is constantly increasing. You shouldn’t have to train a full neural net of your own every […]

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Machine Learning

Rethinking Space-Time Networks with Improved Memory Coverage for Efficient Video Object Segmentation

STCN We present Space-Time Correspondence Networks (STCN) as the new, effective, and efficient framework to model space-time correspondences in the context of video object segmentation. STCN achieves SOTA results on multiple benchmarks while running fast at 20+ FPS without bells and whistles. Its speed is even higher with mixed precision. Despite its effectiveness, the network itself is very simple with lots of room for improvement. See the paper for technical details. A Gentle Introduction There are two main contributions: STCN […]

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Machine Learning

Neural Scene Flow Fields using pytorch-lightning with potential improvements

nsff_pl Neural Scene Flow Fields using pytorch-lightning. This repo reimplements the NSFF idea, but modifies several operations based on observation of NSFF results and discussions with the authors. For discussion details, please see the issues of the original repo. The code is based on my previous implementation. The main modifications are the followings: Remove the blending weight in static NeRF. I adopt the addition strategy in NeRF-W. Compose static dynamic also in image warping. Implementation details are in models/rendering.py. These […]

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