Deep Learning

Boosting Monocular Depth

(NEW!) Boost Your Own depth with our new repo We present a stand-alone implementation of our Merging Operator. This new repo allows using any pair of monocular depth estimations in our double estimation. This includes using separate networks for base and high-res estimations, using networks not supported by this repo (such as Midas-v3), or using manually edited depth maps for artistic use. This will also be useful for scientists developing CNN-based MDE as a way to quickly apply double estimation […]

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Cloud

Google Cloud Platform (GCP) configuration scanning tool

Cloudimized is a Google Cloud Platform (GCP) configuration scanning tool. It allowsmonitoring changes of selected resources. Cloudimized performs similar function as Oxidized, but for Cloud environment. Overview Cloudimized periodical scans of GCP resources via API calls and dumps them into yaml files. Files are tracked in Git,so every configuration change is being tracked.It gathers additional information for each change: changer’s identity, related Terraform runs(optionally), identify change ticket number (optionally).Optionally it sends Slack notifications for each change. Features Project discovery across […]

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OCR

Comparison-of-OCR (KerasOCR, PyTesseract,EasyOCR)

OCR (Optical Character Recognition) is a technology that enables the conversion of document types such as scanned paper documents, PDF files or pictures taken with a digital camera into editable and searchable data. OCR creates words from letters and sentences from words by selecting and separating letters from images. Requirements pip install -r requirements.txt Usage Also you can check the result by one by like: You have to initilaze your object. ocr=OCR(image_folder=”test/”) After that, for keras ocr: for easyocr: ocr.easyocr_model_works() […]

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Optimization

Optimizing Protein Structure Prediction Model Training and Inference on GPU Clusters

Optimizing Protein Structure Prediction Model Training and Inference on GPU Clusters FastFold provides a high-performance implementation of Evoformer with the following characteristics. Excellent kernel performance on GPU platform Supporting Dynamic Axial Parallelism(DAP) Break the memory limit of single GPU and reduce the overall training time DAP can significantly speed up inference and make ultra-long sequence inference possible Ease of use Huge performance gains with a few lines changes You don’t need to care about how the parallel part is implemented […]

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FastAPI

Simple example of FastAPI + Celery + Triton for benchmarking

You can see the previous work from: with Triton Server without Triton Server Benchmark Results See Benchmark Results Preparation 1. Setup packages Install Anaconda and execute the following commands: $ make env # create a conda environment (need only once) $ source init.sh # activate the env $ make setup # setup packages (need only once) 2. Train a CNN model (Recommended on GPU) 3. Check the model repository    

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Transformer

Official Python package for Deep Kernel Shaping (DKS) and Tailored Activation Transformations (TAT)

This Python package implements the activation function transformations andweight initializations used Deep Kernel Shaping (DKS) and Tailored ActivationTransformations (TAT). DKS and TAT, which were introduced in the DKS paper andTAT paper, are methods constructing/transforming neural networks to make themmuch easier to train. For example, these methods can be used in conjunction withK-FAC to train deep vanilla deep convnets (without skip connections ornormalization layers) as fast as standard ResNets of the same depth. The package supports the JAX, PyTorch, and TensorFlow […]

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App

A python application used for downloading YouTube playlists and videos

A python application used for downloading YouTube playlists and videos. 1- Open a terminal window 2- Program arguments:   . Download type:      * “-p”: for a playlist      * “-v”: for a video    . Playlist / video URL    . In case of downloading a playlist, the next two arguments should be two integers:      * The first integer is the index of the first video in the playlist (the videos are 1-indexed)      * The second integer is the index of the last video in the playlist (enter -1 […]

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Scripts

A python script to force authentification using MS-RPRN RemoteFindFirstPrinterChangeNotificationEx function (opnum 69)

A python script to force authentification using MS-RPRN RemoteFindFirstPrinterChangeNotificationEx function (opnum 69). Features Requires: A valid username and password on the domain. Force authentification using MS-RPRN RemoteFindFirstPrinterChangeNotificationEx function (opnum 69). 🐍 Python 3 and Python 2 compatibility. Targets either a single IP or a range of IPs. Usage

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Discord

Discord Multi Tool-PY is a multi-threaded Discord Self Bot and it is used for many features such as the token joiner and MassDM

By Shahzain This project was inspired by DMDGO by Vanshaj https://github.com/V4NSH4J/discord-mass-DM-GO Discord Multi Tool-PY is a multi-threaded Discord Self Bot and it is used for many features such as the token joiner and MassDM Proxyless/HTTP Proxy Support Token Joiner Token Bio Changer Token Username Changer Token Format Changer [Email:Pass:Token] => [Token] MassDM Single DM Spam Server Joiner(Captcha support) Server Leaver Member Scrapper Reaction adder Username Scrapper(Soon) Easy to use and setup Server spammer(Has MassMention) Token Checker This can send multiple […]

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Scrapy

Scrapping malaysianpaygap & Extracting data from the Instagram posts

Recently @malaysianpaygap has gotten quite famous as a platform that enables workers throughout Malaysia to anonymously share their salaries amongst other Malaysians. Its a great initiative and I am fully supportive behind ensuring that Malaysians are not taken advantage of by companies and get a liveable wage(especially when inflation is sky high). NOTE: If you just want the data then you can download the zipped folder from here. How to run Run the following to get conda environment setup conda […]

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