Tool

The primary interface for using dataTap’s rich data management tools

datatap-python The dataTap Python library is the primary interface for using dataTap’s rich data management tools. Create datasets, stream annotations, and analyze model performance all with one library. Features [x] ⚡ Begin training instantly [x] 🔥 Works with all major ML frameworks (Pytorch, TensorFlow, etc.) [x] 🛰️ Real-time streaming to avoid large dataset downloads [x] 🌐 Universal data format for simple data exchange [x] 🎨 Combine data from multiples sources into a single dataset easily [x] 🧮 Rich ML utilities […]

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Machine Learning

Image scene graph generation benchmark

Scene Graph Benchmark in PyTorch 1.4 This project aims at providing the necessary building blocks for easily creating detection and segmentation models using PyTorch 1.0. Highlights Upgrad to pytorch 1.4 (can also upgrade to 1.7) Multi-GPU training and inference Batched inference: can perform inference using multiple images per batch per GPU. Fast and flexible tsv dataset format Remove FasterRCNN detector dependency: during relation head training, can plugin bounding boxes from any detector. Provides pre-trained models for different scene graph detection […]

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Tool

Keep a local mirror of Strava activities for further analysis/processing

strava-offline strava-offline is a tool to keep a local mirror of Strava activities for further analysis/processing: synchronizes metadata about your bikes and activities to an SQLitedatabase downloads all your activities as GPX (and supports not downloading bulkexported activities again) Example of what you can do with the data: Installation Using pipx: pipx ensurepath pipx install git+https://github.com/liskin/strava-offline To keep a local git clone around: git clone https://github.com/liskin/strava-offline make -C strava-offline pipx Alternatively, if you don’t need the isolated virtualenv that pipxprovides, […]

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Graph

The diagramming widget library for Python

Gaphas Gaphas is the diagramming widget library for Python. Gaphas is a library that provides the user interface component (widget) for drawing diagrams. Diagrams can be drawn to screen and then easily exported to a variety of formats, including SVG and PDF. Want to build an app with chart-like diagrams? Then Gaphas is for you! Use this library to build a tree, network, flowchart, or other diagrams. This library is currently being used by Gaphor for UML drawing, RAFCON for […]

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Data Analysis

An open-source Python library for the analysis of network-based spatial data

spaghetti Spaghetti is an open-source Python library for the analysis of network-based spatial data. Originating from the network module in PySAL (Python Spatial Analysis Library), it is under active development for the inclusion of newly proposed methods for building graph-theoretic networks and the analysis of network events. An example of a network’s minimum spanning tree: Examples The following are a selection of some examples that can be launched individually as interactive binders from the links on their respective pages. Additional […]

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Command-line Tools

A Python wrapper for ngrok

pyngrok pyngrok is a Python wrapper for ngrok that manages its own binary and puts it on your path, making ngrok readily available from anywhere on the command line and via a convenient Python API. ngrok is a reverse proxy tool that opens secure tunnels from public URLs to localhost, perfect for exposing local web servers, building webhook integrations, enabling SSH access, testing chatbots, demoing from your own machine, and more, and its made even more powerful with native Python […]

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Python

Don’t leak your Docker image’s build secrets

In January 2021 CodeCov suffered from a security breach. The mechanism: The [malicious] actor gained access because of an error in Codecov’s Docker image creation process that allowed the actor to extract the credential required to modify our Bash Uploader script. It’s unclear from the description what specific kind of secret was involved, but as you can see leaking secrets can be a significant problem. You want to ensure your secrets don’t end up getting leaked in your image! In […]

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Machine Learning

Few-shot Image Generation via Cross-domain Correspondence

few-shot-gan-adaptation Official repository for Few-shot Image Generation via Cross-domain Correspondence (CVPR ’21) Utkarsh Ojha, Yijun Li, Jingwan Lu, Alexei A. Efros, Yong Jae Lee, Eli Shechtman, Richard Zhang Adobe Research, UC Davis, UC Berkeley Repository for downloading the datasets and generated images used for performing the evaluations shown in Tables 1 and 2. Overview Our method helps adapt the source GAN where one-to-one correspondence is preserved between the source Gs(z) and target Gt(z) images. Sample images from a model To […]

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Games

Deep Q-learning for playing chrome dino game

Deep Q-learning for playing Chrome Dino python source code for training an agent to play flappy bird. It could be seen as a very basic example of Reinforcement Learning’s application. Result The corresponding output video will also be generated and stored by default at output/chrome_dino.mp4Output video How to use my code With my code, you can: Train your model from scratch by running python train.py Test your trained model by running python test.py Trained models You could find my trained […]

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Robot

Bot for tenhou.net riichi mahjong server written in Python

tenhou-python-bot Bot was tested with Python 3.7+ and PyPy3, we are not supporting Python 2. Mahjong bot For research purposes we built a simple bot to play riichi mahjong on tenhou.net server. Here you can read about bot played games statistic: versions history How to run it? pip install -r requirements/lint.txt Run cd project && python main.py it will connect to the tenhou.net and will play a game. How to run bot battle with pypy To make it easier run […]

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