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| fastROC <- function(probs, class) { | |
| class_sorted <- class[order(probs, decreasing=T)] | |
| TPR <- cumsum(class_sorted) / sum(class) | |
| FPR <- cumsum(class_sorted == 0) / sum(class == 0) | |
| return(list(tpr=TPR, fpr=FPR)) | |
| } | |
| # Helpful function adapted from: https://stat.ethz.ch/pipermail/r-help/2005-September/079872.html | |
| fastAUC <- function(probs, class) { | |
| x <- probs |
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| #include <iostream> | |
| #include "altrepisode.h" | |
| #include <string> | |
| #include <vector> | |
| std::string getRandomStrings(int seed, int len = 30) { | |
| std::srand(static_cast<unsigned int>(seed)); | |
| static const char alphanum[] = | |
| "0123456789" | |
| "ABCDEFGHIJKLMNOPQRSTUVWXYZ" |
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| #include <cerrno> | |
| #include <fcntl.h> | |
| #include <cstdio> | |
| #include <unistd.h> | |
| #include <string.h> | |
| #include <array> | |
| #include <Rcpp.h> | |
| using namespace Rcpp; | |
| // [[Rcpp::plugins(cpp11)]] |
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| #include <sys/types.h> | |
| #include <sys/stat.h> | |
| #include <io.h> | |
| #include <fcntl.h> | |
| #include <string.h> | |
| #include <array> | |
| #include <Rcpp.h> | |
| using namespace Rcpp; | |
| // [[Rcpp::plugins(cpp11)]] |
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| library(qs) | |
| library(data.table) | |
| library(dplyr) | |
| library(ggplot2) | |
| library(fst) | |
| library(patchwork) | |
| library(ggformula) | |
| library(hrbrthemes) | |
| library(Rcpp) | |
| library(trqwe) |
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| #include <atomic> | |
| #include <thread> | |
| #include <Rcpp.h> | |
| #include <R_ext/Print.h> | |
| using namespace Rcpp; | |
| class simple_progress { | |
| private: | |
| const size_t max; | |
| std::atomic<size_t> counter; |
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| library(stringi) # devtools::install_github("traversc/stringi") | |
| library(tictoc) | |
| enwik8 <- readLines("~/Downloads/enwik8", warn = F) | |
| search <- c("Wikipedia", "^.") | |
| replace <- c("Encyclopedia", "") | |
| tic("WITHOUT alt rep") | |
| stri_use_alt_rep(FALSE); result <- stri_replace_all_regex(enwik8, search, replace, vectorize_all = F) | |
| toc() |
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| total_time <- Sys.time() | |
| suppressMessages(library(Rcpp)) | |
| suppressMessages(library(dplyr)) | |
| suppressMessages(library(data.table)) | |
| suppressMessages(library(qs)) | |
| suppressMessages(library(stringfish)) | |
| options(warn = 1) | |
| do_gc <- function() { |
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| library(ggplot2) | |
| library(dplyr) | |
| library(qs2) | |
| LEN <- 2^30 / 8 | |
| set.seed(314156); data <- rnorm(LEN) + seq(1,LEN,1) # 1 GB | |
| qs_send <- 4.40 # seconds | |
| serialize_send <- 1.94 | |
| qs_size <- length(qs_serialize(data, compress_level = 1, nthreads=4)) # 852 MB | |
| serialize_size <- length(serialize(data, connection = NULL)) # 1 GB |
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| library(sakura) | |
| library(microbenchmark) | |
| library(dplyr) | |
| class_names <- sapply(1:48, function(i) { | |
| paste0("class", i) | |
| }) | |
| sfuncs <- lapply(1:48, function(i) { | |
| function(x) as.raw(i) |
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