This guide covers how to use the PyTorch-CycleGAN-and-pix2pix repository for image-to-image translation tasks, including:
The repository uses a nested structure of options divided between base options (shared by both training and testing) and specific options for each mode. Let's explore these options in detail.
This guide outlines the workflow for effectively utilizing the CHPC resources at the University of Utah. It covers setting up your environment, connecting to CHPC, managing interactive sessions, and tips for efficient computation.
The interactive() bash function is designed to simplify the submission of interactive jobs using salloc. It provides default arguments for common resource requests and allows for customization through additional parameters.
interactive ()
{
local DEFAULT_ARGS=(--account="$1" --partition="$2" --nodes=1 --ntasks-per-node=1 --cpus-per-task=4 --mem=64G --time="$3" --gres=gpu:l40s:1);
In many machine learning applications, data handling is done using lists, which are then converted into numpy arrays. This practice can be memory inefficient, especially when dealing with large datasets. Below, I illustrate the problem and provide a solution using numpy pre-allocation.
Let's take an example of data pre-processing with a list:
pre_processed = []
| /* eslint-disable */ | |
| declare module '@elastic/app-search-node' { | |
| export = AppSearchClient; | |
| declare class AppSearchClient { | |
| /** | |
| * Creates a jwt search key that can be used for authentication to enforce a set of required search options. | |
| * | |
| * @param {String} apiKey the API Key used to sign the search key | |
| * @param {String} apiKeyName the unique name for the API Key | |
| * @param {Object} options Object see the <a href="https://swiftype.com/documentation/app-search/authentication#signed">App Search API</a> for supported search options |
| const axios = require("axios"); | |
| const Spotify = require("node-spotify-api"); | |
| const moment = require("moment"); | |
| /** | |
| * | |
| * @param searchType {{'concert' | 'movie' | 'spotify'}} | |
| * @param spotifyCredentials {Object=} | |
| * @param spotifyCredentials.id {string} | |
| * @param spotifyCredentials.secret {string} |
| import Paper from "@material-ui/core/Paper"; | |
| import { withStyles } from "@material-ui/core/styles"; | |
| import { graphql } from "react-apollo"; | |
| import { compose } from 'recompose'; | |
| import getTree from './queries/getTree'; | |
| import styles from './styles'; | |
| const Canvas = ({ | |
| classes, | |
| // activeItem, |