Transformer

SwinIR: Image Restoration Using Swin Transformer

This repository is the official PyTorch implementation of SwinIR: Image Restoration Using Shifted Window Transformer (arxiv, supp). SwinIR ahcieves state-of-the-art performance in bicubic/lighweight/real-world image SR grayscale/color image denoising JPEG compression artifact reduction 🚀 🚀 🚀News: Image restoration is a long-standing low-level vision problem that aims to restore high-quality images from low-quality images (e.g., downscaled, noisy and compressed images). While state-of-the-art image restoration methods are based on convolutional neural networks, few attempts have been made with Transformers which show impressive performance […]

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Trading

Leveraged grid-trading bot using CCXT/CCXT Pro library in FTX exchange

The code is designed to perform infinity grid trading strategy in FTX exchange. The basic trader named Gridtrader.py control the number of grids dynamically using the setting in JSON file. asyncGridtrader.py will do the same job asynchronously. Trader with database support, Gridtrader_with_db.py and asyncGridtrader_with_db.py, will store the transaction info in database via mysql. If the trader termineated accidentally, the next execution of trader will follow the history stored in the database. It is recommended to execeute the code in Linux […]

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Dataset

A Statutory Article Retrieval Dataset in French

This repository contains the Belgian Statutory Article Retrieval Dataset (BSARD), as well as the code to reproduce the experimental results from the associated paper by A. Louis, G. Spanakis, and G. Van Dijck. Abstract. Statutory article retrieval is the task of automatically retrieving law articles relevant to a legal question. While recent advances in natural language processing have sparked considerable interest in many legal tasks, statutory article retrieval remains primarily untouched due to the scarcity of large-scale and high-quality annotated […]

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Python

Splitting Datasets With scikit-learn and train_test_split()

One of the key aspects of supervised machine learning is model evaluation and validation. When you evaluate the predictive performance of your model, it’s essential that the process be unbiased. Using train_test_split() from the data science library scikit-learn, you can split your dataset into subsets that minimize the potential for bias in your evaluation and validation process. In this course, you’ll learn: Why you need to split your dataset in supervised machine learning Which subsets of the dataset you need […]

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Facebook NLP Research
NLP

A Two-stage Approach to Speech Bandwidth Extension

August 30, 2021 By: Ju Lin, Yun Wang, Kaustubh Kalgaonkar, Gil Keren, Didi Zhang, Christian Fuegen Abstract Algorithms for speech bandwidth extension (BWE) may work in either the time domain or the frequency domain. Time-domain methods often do not sufficiently recover the high-frequency content of speech signals; frequency-domain methods are better at recovering the spectral envelope, but have difficulty reconstructing the details of the waveform. In this paper, we propose a two-stage approach for BWE, which enjoys the advantages of […]

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Prometheus

Prometheus integration for Starlette in python

Introduction Prometheus integration for Starlette. Requirements Python 3.6+ Starlette 0.9+ Installation $ pip install starlette-prometheus Usage A complete example that exposes prometheus metrics endpoint under /metrics/ path. from starlette.applications import Starlette from starlette_prometheus import metrics, PrometheusMiddleware app = Starlette() app.add_middleware(PrometheusMiddleware) app.add_route(“/metrics/”, metrics) Metrics for paths that do not match any Starlette route can    

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Terminal

A python tool for live presentations in the terminal

doitlive doitlive is a tool for live presentations in the terminal. It reads a file of shell commands and replays the commands in a fake terminal session as you type random characters. Get it now macOS with Homebrew: $ brew update$ brew install doitlive With pip: $ pip install doitlive Requires Python >= 2.7 or >= 3.5 with pip. Quickstart Create a file called session.sh. Fill it with bash commands. Run doitlive play session.sh. $ doitlive play session.sh Type like […]

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Command-line Tools

Instant coding answers via the command line in python

instant coding answers via the command line Sherlock, your neighborhood command-line sloth sleuth. Are you a hack programmer? Do you find yourself constantly Googling for how to do basic programming tasks? Suppose you want to know how to format a date in bash. Why open your browser and read through blogs (risking major distraction) when you can simply stay in the console and ask howdoi: $ howdoi format date bash > DATE=`date +%Y-%m-%d` howdoi will answer all sorts of queries: […]

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Command-line Tools

PathPicker accepts a wide range of input — output from git commands

Facebook PathPicker is a simple command line tool that solves the perpetual problem of selecting files out of bash output. PathPicker will: Parse all incoming lines for entries that look like files Present the piped input in a convenient selector UI Allow you to either: Edit the selected files in your favorite $EDITOR Execute an arbitrary command with them It is easiest to understand by watching a simple demo: Examples After installing PathPicker, using it is as easy as piping […]

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