Author: Deep Learner

Segmentation

Polyp-PVT: Polyp Segmentation with Pyramid Vision Transformers

by Bo Dong, Wenhai Wang, Deng-Ping Fan, Jinpeng Li, Huazhu Fu, & Ling Shao. This repo is the official implementation of “Polyp-PVT: Polyp Segmentation with Pyramid Vision Transformers”. 1. Introduction Polyp-PVT is initially described in arxiv. Most polyp segmentation methods use CNNs as their backbone, leading to two key issues when exchanging information between the encoder and decoder: 1) taking into account the differences in contribution between different-level features; and 2) designing effective mechanism for fusing these features. Different from […]

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Download

A prometheus exporter for qBitorrent/Transmission/Deluge

A prometheus exporter for qBitorrent/Transmission/Deluge. Get metrics from multiple servers and offers them in a prometheus format. How to use it You can install this exporter with the following command: pip3 install downloader-exporter Then you can run it with downloader-exporter -c CONFIG_FILE_PATH -p 9000 Another option is run it in a docker container. docker run -d -v CONFIG_FILE_PATH:/config/config.yml -e EXPORTER_PORT=9000 -p 9000:9000 leishi1313/downloader-exporter Add this to your prometheus.yml – job_name: “downloader_exporter”    

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Network

Python library to discover, parse, analyze and change Cisco switched networks

Netwalk is a Python library born out of a large remadiation project aimed at making network device discovery and management as fast and painless as possible. Installation Can be installed via pip with pip install git+ssh://[email protected]/icovada/netwalk.git A collection of scripts with extra features and examples is stored in the extras folder Code quality A lot of the code is covered by tests. More will be added in the future Fabric This object type defines an entire switched network and can […]

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AWS

An AWS Professional Service open source initiative

Pandas on AWS Easy integration with Athena, Glue, Redshift, Timestream, QuickSight, Chime, CloudWatchLogs, DynamoDB, EMR, SecretManager, PostgreSQL, MySQL, SQLServer and S3 (Parquet, CSV, JSON and EXCEL). Quick Start Installation command: pip install awswrangler For platforms without PyArrow 3 support (e.g. EMR, Glue PySpark Job, MWAA):pip install pyarrow==2 awswrangler import awswrangler as wr import pandas as pd from datetime import datetime df = pd.DataFrame({“id”: [1, 2], “value”: [“foo”, “boo”]}) # Storing data on Data Lake wr.s3.to_parquet( df=df, path=”s3://bucket/dataset/”, dataset=True, database=”my_db”, table=”my_table” […]

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Checker

A rTorrent Disk Checker python script

rTorrent Disk Checker This program is capable of the following when: – a torrent is added by any program (autodl-irssi, RSS Downloader etc) – a torrent is added remotely or directly This program checks your available disk space. If your free disk space is not large enough to accommodate a pending torrent, the program will delete torrents based on criteria defined in config.py. If your disk space is still too low, the torrent will be sent to rTorrent in a […]

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Text

A method for cleaning and classifying text using transformers

NLP Translation and Classification The repository contains a method for classifying and cleaning text using NLP transformers. Overview The input data are web-scraped product names gathered from various e-shops. The products are either monitors or printers. Each product in the dataset has a scraped name containing information about the product brand, and product model name, but also unwanted noise – irrelevant information about the item. Additionally, only some records are relevant, meaning that they belong to the correct category: monitor […]

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Deep Learning

A Python package to create and manage your seismic training data, processes, and visualization in a single place

QuakeLabeler Quake Labeler was born from the need for seismologists and developers who are not AI specialists to easily, quickly, and independently build and visualize their training data set. Introduction QuakeLabeler is a Python package to customize, build and manage your seismic training data, processes, and visualization in a single place — so you can focus on building the next big thing. Current functionalities include retrieving waveforms from data centers, customizing seismic samples, auto-building datasets, preprocessing and augmenting for labels, […]

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Telegram

Community-based extensions for the python-telegram-bot library

ptbcontrib Community-based extensions for the python-telegram-bot library. This library provides extensions for the python-telegram-bot library written and maintained by the community of PTB users. Installing Because this library is subject to more frequent changes than PTB, it is not available via PyPi. You can still install it via pip: $ pip install git+https://github.com/python-telegram-bot/ptbcontrib.git If you want to use an extension that has some special requirements, you can install them on the fly as e.g. $ pip install “ptbcontrib[extension1,extension2] @ git+https://github.com/python-telegram-bot/ptbcontrib.git” […]

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PyTorch

The training code for the 4th place model at MDX 2021 leaderboard A

This repository contains the training code of our winning model at Music Demixing Challenge 2021, which got the 4th place on leaderboard A (6th in overall), and help us (Kazane Ryo no Danna) winned the bronze prize. Model Summary Our final winning approach blends the outputs from three models, which are: model 1: A X-UMX model [1] which is initialized with the weights of the official baseline, and is fine-tuned with a modified Combinational Multi-Domain Loss from [1]. In particular, […]

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