diff --git a/README.md b/README.md index e3ba7ca..a791d8b 100644 --- a/README.md +++ b/README.md @@ -8,14 +8,13 @@ qs2 *qs2: a framework for efficient serialization* -`qs2` is the successor to the `qs` package. The goal is to have relaible +`qs2` is the successor to the `qs` package. The goal is to have reliable and fast performance for saving and loading objects in R. The `qs2` format directly uses R serialization (via the -`R_Serialize`/`R_Unserialize` C API) while improving compression and -writing/reading to disk. If you are familiar with the `qs` package, the -benefits and usage are the same. Compared to `saveRDS` it can be an -order of magnitude faster while having similar levels of compression. +`R_Serialize`/`R_Unserialize` C API) while improving underlying +compression and disk IO patterns. If you are familiar with the `qs` +package, the benefits and usage are the same. ``` r qs_save(data, "myfile.qs2") @@ -25,21 +24,23 @@ data <- qs_read("myfile.qs2") Use the file extension `qs2` to distinguish it from the original `qs` package. It is not compatible with the original `qs` format. -# Installation +## Installation ``` r install.packages("qs2") ``` -On Mac or Linux, Tt enable multithreading (using -`Intel Thread Building Blocks` via the `RcppParallel` package) compile -from source. It is enabled by default on Windows. +On Mac or Linux, you can enable multi-threading by compile from source. +It is enabled by default on Windows. ``` r remotes::install_cran("qs2", type = "source", configure.args = " --with-TBB --with-simd=AVX2") ``` -# Advanced usage: converting qs2 to RDS +Multi-threading in `qs2` uses the `Intel Thread Building Blocks` +framework via the `RcppParallel` package. + +## Converting qs2 to RDS Because the `qs2` format directly uses R serialization you can convert it to RDS and vice versa. @@ -60,7 +61,7 @@ xrds <- readRDS(file_rds) stopifnot(identical(x, xrds)) ``` -# Advanced usage: the qdata format +# The qdata format The package also introduces the `qdata` format which has its own serialization layout and works with only data types (vectors, lists, @@ -70,9 +71,8 @@ It will replace internal types (functions, promises, external pointers, environments, objects) with NULL. The `qdata` format differs from the `qs2` format in that it is NOT a general. -If you have clean data and understand the caveats, you may want to use -it. The eventual goal of `qdata` is to also have interoperability with -other languages, particularly `Python`. +The eventual goal of `qdata` is to also have interoperability with other +languages, particularly `Python`. ``` r qd_save(data, "myfile.qs2") @@ -81,39 +81,37 @@ data <- qd_read("myfile.qs2") ## Benchmarks -A summary table across 4 datasets is presented below. +A summary across 4 datasets is presented below. + +#### Single-threaded | Algorithm | nthreads | Save Time | Read Time | Compression | -|-----------------|----------|-----------|-----------|-------------| -| qs2 | 1 | 4.41 | 3.32 | 2.56 | -| qdata | 1 | 4.08 | 3.11 | 2.58 | -| qs | 1 | 4.24 | 3.17 | 2.51 | -| saveRDS | 1 | 27.21 | 6.84 | 2.32 | -| base::serialize | 1 | 10.17 | 11.51 | 1.10 | -| fst | 1 | 2.76 | 3.80 | 1.59 | -| parquet | 1 | 4.99 | 3.47 | 2.33 | -| qs2 | 4 | 1.36 | 2.73 | 2.56 | -| qdata | 4 | 1.28 | 2.51 | 2.58 | -| qs | 4 | 1.84 | 2.64 | 2.51 | -| fst | 4 | 2.66 | 3.76 | 1.59 | -| parquet | 4 | 4.93 | 3.08 | 2.33 | - -**Notes on running each algorithm** - -- `qs2`, `qdata` and `qs` used `compress_level = 5` -- `parquet` (from the `arrow` package) were run with - `compression = zstd` and `compress_level = 5` -- `fst` used `compress_level = 55` -- `base::serialize` was run with `ascii = FALSE` and `xdr = FALSE` +| --------------- | -------- | --------- | --------- | ----------- | +| saveRDS | 1 | 104.46 | 60.10 | 8.38 | +| base::serialize | 1 | 8.91 | 46.99 | 1.12 | +| qs2 | 1 | 13.02 | 48.69 | 8.10 | +| qdata | 1 | 10.31 | 45.13 | 8.80 | +| qs-legacy | 1 | 9.10 | 44.84 | 7.42 | + +#### Multi-threaded + +| Algorithm | nthreads | Save Time | Read Time | Compression | +| --------- | -------- | --------- | --------- | ----------- | +| qs2 | 8 | 3.64 | 43.87 | 8.10 | +| qdata | 8 | 2.12 | 41.72 | 8.80 | +| qs-legacy | 8 | 3.34 | 47.90 | 7.42 | + + - `qs2`, `qdata` and `qs` used `compress_level = 3` + - `base::serialize` was run with `ascii = FALSE` and `xdr = FALSE` **Datasets** -- `enwik8` the first 1E8 lines of English Wikipedia -- `gaia` galactic coordinates and color of 7.2 million stars -- `tcell` the genomic sequencing of a COVID patient’s immune system + - `1000 genomes non-coding VCF` 1000 genomes non-coding variants + - `B-cell data` B-cell mouse data (Greiff 2017) + - `IP location` IPV4 range data with location information + - `Netflix movie ratings` Netflix Prize open competition machine + learning dataset These datasets are openly licensed and represent a combination of -numeric and textual data across multiple domains. - -See `inst/benchmarks` on Github for comprehensive comparisons, -reproducibility and data sources. +numeric and text data across multiple domains. See `inst/benchmarks` on +Github. diff --git a/inst/analysis/benchmarks/plot_benchmark_results.R b/inst/analysis/benchmarks/plot_benchmark_results.R new file mode 100644 index 0000000..ce13c2c --- /dev/null +++ b/inst/analysis/benchmarks/plot_benchmark_results.R @@ -0,0 +1,92 @@ +library(ggplot2) +library(ggrepel) +library(patchwork) +library(data.table) +library(dplyr) +library(this.path) +library(stringplus) +set_string_ops("&", "|") + +options(warn=1) + +PLATFORM <- "ubuntu" +DATA_PATH <- "~/datasets/processed" +datasets <- DATA_PATH & "/" & c("1000genomes_noncoding_vcf.csv.gz", "B_cell_petshopmouse3.tsv.gz", + "ip_location_2023.csv.gz", "Netflix_Ratings.csv.gz") +read_dataset <- function(d) { + if(d %like% "json.gz") { + DATA <- RcppSimdJson::fload(d) + } else if(d %like% ".csv.gz") { + DATA <- fread(d, sep = ",", data.table=F) + } else if(d %like% ".tsv.gz") { + DATA <- fread(d, sep = "\t", data.table=F) + } else { + DATA <- readRDS(d) + } +} + +df <- lapply(datasets, function(DATASET) { + obj_size <- read_dataset(DATASET) %>% object.size() %>% as.numeric %>% {. / 1048576} + DATASET_NAME <- basename(DATASET) %>% gsub("\\..+", "", .) + print(DATASET_NAME) + fread("%s/results/%s_serialization_benchmarks_%s.csv" | c(this.dir(), PLATFORM, DATASET_NAME)) %>% + mutate(dataset = DATASET_NAME, obj_size = obj_size) +}) %>% rbindlist + +dfs <- df %>% + group_by(algo, nthreads, compress_level, dataset, obj_size) %>% + summarize(file_size = max(file_size), save_time = median(save_time), read_time = median(read_time)) + +g1 <- ggplot(df %>% filter(algo %like% "^q" | algo == "parquet"), + aes(x = file_size, y = save_time, color = algo, shape = factor(nthreads))) + + geom_point() + + geom_line(data = dfs %>% filter(algo %like% "^q" | algo == "parquet"), + aes(lty = factor(nthreads))) + + scale_x_log10() + + scale_y_log10() + + facet_wrap(~dataset, scales="free") + + scale_color_manual(values = palette.colors(palette = "Okabe-Ito")) + + labs(color = "Format", lty = "Threads", pch = "Threads", + x = "File Size (MB)", y = "Save Time (s)") + + theme_bw(base_size=11) + + guides(color = guide_legend(order = 1), + pch = guide_legend(order = 2), + lty = guide_legend(order = 2)) + + +g2 <- ggplot(df %>% filter(algo %like% "^q" | algo == "parquet"), + aes(x = save_time, y = read_time, color = algo, shape = factor(nthreads))) + + geom_point() + + geom_line(data = dfs %>% filter(algo %like% "^q" | algo == "parquet"), + aes(lty = factor(nthreads))) + + scale_x_log10() + + scale_y_log10() + + facet_wrap(~dataset, scales="free") + + scale_color_manual(values = palette.colors(palette = "Okabe-Ito")) + + labs(color = "Format", lty = "Threads", pch = "Threads", + x = "Save Time (s)", y = "Read Time (s)") + + theme_bw(base_size=11) + + guides(color = guide_legend(order = 1), + pch = guide_legend(order = 2), + lty = guide_legend(order = 2)) + +ggsave(g1, file = "plots/%s_write_benchmarks.png" | PLATFORM, width = 7, height = 5) +ggsave(g2, file = "plots/%s_read_benchmarks.png" | PLATFORM, width = 7, height = 5) + +################################################################################ +# Summary table + + +dfs2 <- dfs %>% + filter( (algo %like% "^q" & compress_level == 3) | + (algo == "rds") | + (algo == "base_serialize") | + (algo == "fst" & compress_level == 50) | + (algo == "parquet" & compress_level == 3)) + +dfs2 %>% + mutate(compression = obj_size / file_size) %>% + group_by(algo, nthreads) %>% + summarize(compression = mean(compression), save_time = sum(save_time), read_time = sum(read_time)) %>% + arrange(algo, nthreads) %>% as.data.frame + diff --git a/inst/analysis/benchmarks/plots/ubuntu_read_benchmarks.png b/inst/analysis/benchmarks/plots/ubuntu_read_benchmarks.png new file mode 100644 index 0000000..0c09ad5 Binary files /dev/null and b/inst/analysis/benchmarks/plots/ubuntu_read_benchmarks.png differ diff --git a/inst/analysis/benchmarks/plots/ubuntu_write_benchmarks.png b/inst/analysis/benchmarks/plots/ubuntu_write_benchmarks.png new file mode 100644 index 0000000..91bff06 Binary files /dev/null and b/inst/analysis/benchmarks/plots/ubuntu_write_benchmarks.png differ diff --git a/inst/analysis/benchmarks/read_timer_function.R b/inst/analysis/benchmarks/read_timer_function.R new file mode 100644 index 0000000..b231068 --- /dev/null +++ b/inst/analysis/benchmarks/read_timer_function.R @@ -0,0 +1,62 @@ +# helper script for copy and reading benchmarks +suppressPackageStartupMessages({ + library(dplyr, quietly=TRUE) + library(stringplus, quietly=TRUE) +}) + +set_string_ops("&", "|") + +args <- commandArgs(trailingOnly = TRUE) +algo <- args[1] +nthreads <- args[2] %>% as.numeric +file_path <- args[3] # must be full path not relative +output_temp_file <- args[4] # write results to here + +now <- function() assign(".time", Sys.time(), envir = globalenv()) +later <- function() { as.numeric(Sys.time() - get(".time", envir = globalenv()), units = "secs") } + +# now() +# x <- file.copy(file_path, copy_path) +# copy_time <- later() +if(algo == "base_serialize") { + now() + con <- file(file_path, "rb") + unserialize(con) + close(con) + read_time <- later() +} else if(algo == "rds") { + now() + x <- readRDS(file = file_path) + read_time <- later() +} else if(algo == "qs-legacy") { + suppressPackageStartupMessages( library(qs, quietly=TRUE) ) + now() + x <- qs::qread(file_path, nthreads = nthreads) + read_time <- later() +} else if(algo == "qs2") { + suppressPackageStartupMessages( library(qs2, quietly=TRUE) ) + now() + x <- qs2::qs_read(file_path, validate_checksum = FALSE, nthreads = nthreads) + read_time <- later() +} else if(algo == "qdata") { + suppressPackageStartupMessages( library(qs2, quietly=TRUE) ) + now() + x <- qs2::qd_read(file_path, validate_checksum = FALSE, nthreads = nthreads) + read_time <- later() +} else if(algo == "fst") { + suppressPackageStartupMessages( library(fst, quietly=TRUE) ) + fst::threads_fst(nr_of_threads = nthreads) + now() + x <- fst::read_fst(path = file_path) + read_time <- later() +} else if(algo == "parquet") { + suppressPackageStartupMessages( library(arrow, quietly=TRUE) ) + options(arrow.use_altrep = FALSE) # don't use ALTREP/mmap for benchmark + arrow::set_cpu_count(num_threads = nthreads) + now() + x <- arrow::read_parquet(file = file_path, mmap = FALSE) + read_time <- later() +} + +writeLines(text = c(read_time) %>% as.character, con = output_temp_file) + diff --git a/inst/analysis/benchmarks/results/ubuntu_serialization_benchmarks_1000genomes_noncoding_vcf.csv b/inst/analysis/benchmarks/results/ubuntu_serialization_benchmarks_1000genomes_noncoding_vcf.csv new file mode 100644 index 0000000..3db7967 --- /dev/null +++ b/inst/analysis/benchmarks/results/ubuntu_serialization_benchmarks_1000genomes_noncoding_vcf.csv @@ -0,0 +1,109 @@ +algo,compress_level,nthreads,rep,save_time,read_time,file_size +qs2,5,8,1,2.86504483222961,33.9754979610443,333.820993423462 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b/inst/analysis/benchmarks/results/ubuntu_serialization_benchmarks_ip_location_2023.csv @@ -0,0 +1,109 @@ +algo,compress_level,nthreads,rep,save_time,read_time,file_size +qs-legacy,3,1,1,1.00536584854126,4.78001165390015,63.0579223632813 +parquet,3,1,1,2.23086142539978,3.08313250541687,39.424596786499 +qs2,9,1,1,4.83079409599304,5.2005558013916,38.3753204345703 +qs-legacy,9,8,2,0.862426519393921,5.08958458900452,57.4948034286499 +qs-legacy,5,1,1,1.77209234237671,4.77708864212036,61.1127052307129 +base_serialize,1,1,1,1.41288924217224,5.64330625534058,389.960264205933 +qs-legacy,1,1,2,0.831909894943237,4.74117755889893,63.9200496673584 +qdata,1,8,3,0.270664930343628,4.51298975944519,45.4113492965698 +qs2,9,8,2,0.819763898849487,5.01351308822632,38.3753204345703 +qs-legacy,3,1,2,1.00872659683228,4.791987657547,63.0578775405884 +qs-legacy,11,1,2,3.67092132568359,4.74997878074646,57.4947633743286 +qs2,11,8,2,0.821979761123657,4.95775270462036,38.35764503479 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+qs2,9,8,3,0.766460657119751,4.96105003356934,38.3753204345703 +qdata,11,8,2,0.647766590118408,4.52425122261047,35.7836389541626 +qdata,1,8,1,0.265295267105103,4.48386144638062,45.4113492965698 +qs2,11,8,1,0.881849050521851,4.94872522354126,38.35764503479 +qs2,11,1,1,4.87387228012085,5.15011215209961,38.35764503479 +qs2,9,8,1,0.81417441368103,4.99742245674133,38.3753204345703 +qs2,3,8,2,0.648531913757324,4.96871662139893,47.38538646698 +fst,50,8,3,0.503474712371826,4.62012553215027,171.604345321655 +qs-legacy,5,1,2,1.76172137260437,4.77687454223633,61.1127052307129 +qs-legacy,3,1,3,1.01565003395081,4.75355267524719,63.0578775405884 +rds,1,1,2,8.08588480949402,7.3681378364563,45.3409395217896 +rds,1,1,3,8.0824773311615,7.31797361373901,45.3409395217896 +qs-legacy,11,1,1,3.66324830055237,4.84602689743042,57.4947633743286 +fst,50,1,2,0.500214576721191,4.60390853881836,171.604345321655 +qdata,9,1,1,3.80757403373718,4.66528511047363,35.7997140884399 +parquet,3,1,2,2.21093678474426,3.04330730438232,39.424596786499 +qs-legacy,5,8,1,0.563017845153809,5.08909940719604,61.1127052307129 +qdata,3,1,3,0.999052762985229,4.68068766593933,41.4947557449341 +qs2,3,1,3,1.48445200920105,5.23994565010071,47.38538646698 +parquet,3,1,3,2.21166777610779,3.07463121414185,39.424596786499 +qs-legacy,3,8,3,0.523176908493042,4.9553542137146,63.0578775405884 diff --git a/inst/analysis/benchmarks/run_benchmarks.R b/inst/analysis/benchmarks/run_benchmarks.R new file mode 100644 index 0000000..593222e --- /dev/null +++ b/inst/analysis/benchmarks/run_benchmarks.R @@ -0,0 +1,104 @@ +# general and plotting +library(data.table) +library(dplyr) +library(this.path) +library(stringplus) +set_string_ops("&", "|") + +# libraries to benchmark +library(qs) +library(qs2) +library(fst) +library(arrow) + +# timing helper functions +now <- function() assign(".time", Sys.time(), envir = globalenv()) +later <- function() { as.numeric(Sys.time() - get(".time", envir = globalenv()), units = "secs") } + +setwd(this.dir()) + +PLATFORM <- "ubuntu" # for results naming purposes + +DATA_PATH <- "~/datasets/processed" +OUTPUT_PATH <- tempdir() +TMP_RESULTS_PATH <- tempfile() + +# holdout testing datasets +datasets <- DATA_PATH & "/" & c("1000genomes_noncoding_vcf.csv.gz", "B_cell_petshopmouse3.tsv.gz", + "ip_location_2023.csv.gz", "Netflix_Ratings.csv.gz") + +read_dataset <- function(d) { + if(d %like% "json.gz") { + DATA <- RcppSimdJson::fload(d) + } else if(d %like% ".csv.gz") { + DATA <- fread(d, sep = ",", data.table=F) + } else if(d %like% ".tsv.gz") { + DATA <- fread(d, sep = "\t", data.table=F) + } else { + DATA <- readRDS(d) + } +} + + +for(DATASET in datasets) { + reps <- 1:3 + compress_levels <- c(1,3,5,9,11) + grid <- rbind( + data.frame(algo = "rds", compress_level = 1, nthreads = 1, rep=reps), + data.frame(algo = "base_serialize", compress_level = 1, nthreads = 1, rep=reps), + expand.grid(algo = "qs-legacy", compress_level = compress_levels, nthreads=c(1,8), rep=reps, stringsAsFactors = FALSE), + expand.grid(algo = "qs2", compress_level = compress_levels, nthreads=c(1,8), rep=reps, stringsAsFactors = FALSE), + expand.grid(algo = "qdata", compress_level = compress_levels, nthreads=c(1,8), rep=reps, stringsAsFactors = FALSE), + expand.grid(algo = "fst", compress_level = 50, nthreads=c(1,8), rep = reps, stringsAsFactors = FALSE), + expand.grid(algo = "parquet", compress_level = 3, nthreads=c(1,8), rep=reps, stringsAsFactors = FALSE) + ) %>% sample_n(nrow(.)) + + DATA <- read_dataset(DATASET) + DATASET_NAME <- basename(DATASET) %>% gsub("\\..+", "", .) + print(DATASET_NAME) + res <- lapply(1:nrow(grid), function(i) { + print(i) + print(grid[i,]) + algo <- grid$algo[i] + cl <- grid$compress_level[i] + nthreads <- grid$nthreads[i] + rep <- grid$rep[i] + + output_file <- "%s/%s_%s_cl%s_nt%s_rep%s.out" | c(OUTPUT_PATH, DATASET_NAME, algo, cl, nthreads, rep) + + now() + if(algo == "base_serialize") { + con <- file(output_file, "wb") + serialize(DATA, con, ascii = FALSE, xdr = FALSE) + close(con) + } else if(algo == "rds") { + saveRDS(DATA, file = output_file) + } else if(algo == "qs-legacy") { + qs::qsave(DATA, file = output_file, preset = "custom", algorithm = "zstd", compress_level = cl, nthreads = nthreads, check_hash = FALSE) + } else if(algo == "qs2") { + qs2::qs_save(DATA, file = output_file, compress_level = cl, nthreads = nthreads) + } else if(algo == "qdata") { + qs2::qd_save(DATA, file = output_file, compress_level = cl, nthreads = nthreads) + } else if(algo == "fst") { + fst::threads_fst(nr_of_threads = nthreads) + fst::write_fst(DATA, path = output_file, compress = cl) + } else if(algo == "parquet") { + arrow::set_cpu_count(num_threads = nthreads) + arrow::write_parquet(DATA, sink = output_file, compression = "zstd", compression_level = cl) + } + save_time <- later() + fsize <- file.info(output_file)[1,"size"] / 1048576 + + system("Rscript %s/read_timer_function.R %s %s %s %s" | c(this.dir(), algo, nthreads, output_file, TMP_RESULTS_PATH)) + rctime <- readLines(TMP_RESULTS_PATH) %>% as.numeric + invisible(file.remove(TMP_RESULTS_PATH)) + invisible(file.remove(output_file)) + + gc(full=TRUE) + data.frame(save_time, read_time = rctime[1], file_size = fsize) + }) %>% rbindlist + res <- cbind(grid, res) + + output_file <- "%s/results/%s_serialization_benchmarks_%s.csv" | c(this.dir(), PLATFORM, DATASET_NAME) + fwrite(res, file = output_file, sep = ",") +} diff --git a/inst/analysis/benchmarks/save_timer_function.R b/inst/analysis/benchmarks/save_timer_function.R new file mode 100644 index 0000000..dc02c58 --- /dev/null +++ b/inst/analysis/benchmarks/save_timer_function.R @@ -0,0 +1,69 @@ +# helper script for save file benchmarks +suppressPackageStartupMessages({ + library(dplyr, quietly=TRUE) + library(data.table, quietly=TRUE) + library(stringplus, quietly=TRUE) +}) + +set_string_ops("&", "|") + +args <- commandArgs(trailingOnly = TRUE) +algo <- args[1] +nthreads <- args[2] %>% as.numeric +cl <- args[3] %>% as.numeric +input_path <- args[4] # must be full path not relative; must be RDS or tabular dataframe +output_path <- args[5] # save data to here +results_path <- args[6] # write results to here + +now <- function() assign(".time", Sys.time(), envir = globalenv()) +later <- function() { as.numeric(Sys.time() - get(".time", envir = globalenv()), units = "secs") } + +# grep case insensitive for RDS +if(grepl(".rds", input_path, ignore.case = TRUE)) { + DATA <- readRDS(input_path) +} else { + DATA <- data.table::fread(input_path, data.table=FALSE) +} + + +if(algo == "base_serialize") { + now() + con <- file(output_path, "wb") + serialize(DATA, con, ascii = FALSE, xdr = FALSE) + close(con) + save_time <- later() +} else if(algo == "rds") { + now() + saveRDS(DATA, file = output_path) + save_time <- later() +} else if(algo == "qs-legacy") { + suppressPackageStartupMessages( library(qs, quietly=TRUE) ) + now() + qs::qsave(DATA, file = output_path, preset = "custom", algorithm = "zstd", compress_level = cl, nthreads = nthreads, check_hash = FALSE) + save_time <- later() +} else if(algo == "qs2") { + suppressPackageStartupMessages( library(qs2, quietly=TRUE) ) + now() + qs2::qs_save(DATA, file = output_path, compress_level = cl, nthreads = nthreads) + save_time <- later() +} else if(algo == "qdata") { + suppressPackageStartupMessages( library(qs2, quietly=TRUE) ) + now() + qs2::qd_save(DATA, file = output_path, compress_level = cl, nthreads = nthreads) + save_time <- later() +} else if(algo == "fst") { + suppressPackageStartupMessages( library(fst, quietly=TRUE) ) + fst::threads_fst(nr_of_threads = nthreads) + now() + fst::write_fst(DATA, path = output_path, compress = cl) + save_time <- later() +} else if(algo == "parquet") { + suppressPackageStartupMessages( library(arrow, quietly=TRUE) ) + arrow::set_cpu_count(num_threads = nthreads) + now() + arrow::write_parquet(DATA, sink = output_path, compression = "zstd", compression_level = cl) + save_time <- later() +} + +writeLines(text = c(save_time) %>% as.character, con = results_path) + diff --git a/inst/analysis/blockshuffle_xgboost_model/blockshuffle_heuristic.cpp b/inst/analysis/blockshuffle_xgboost_model/blockshuffle_heuristic.cpp new file mode 100644 index 0000000..b9a2631 --- /dev/null +++ b/inst/analysis/blockshuffle_xgboost_model/blockshuffle_heuristic.cpp @@ -0,0 +1,611 @@ +#include +#include + +#include + +#include "zstd.h" + +#include +using namespace Rcpp; + +#include "immintrin.h" +#include +#include + +namespace shuffle { +static inline void shuffle_generic_inline(const uint64_t type_size, + const uint64_t vectorizable_elements, const uint64_t blocksize, + const uint8_t* const _src, uint8_t* const _dest) { + uint64_t i, j; + const uint64_t neblock_quot = blocksize / type_size; + + /* Non-optimized shuffle */ + for (j = 0; j < type_size; j++) { + for (i = vectorizable_elements; i < neblock_quot; i++) { + _dest[j*neblock_quot+i] = _src[i*type_size+j]; + } + } +} + +#if defined (__AVX2__) + +static void shuffle8_avx2(uint8_t* const dest, const uint8_t* const src, + const uint64_t vectorizable_elements, const uint64_t total_elements) { + static const uint64_t bytesoftype = 8; + uint64_t j; + int k, l; + __m256i ymm0[8], ymm1[8]; + + for (j = 0; j < vectorizable_elements; j += sizeof(__m256i)) { + /* Fetch 32 elements (256 bytes) then transpose bytes. */ + for (k = 0; k < 8; k++) { + ymm0[k] = _mm256_loadu_si256((__m256i*)(src + (j * bytesoftype) + (k * sizeof(__m256i)))); + ymm1[k] = _mm256_shuffle_epi32(ymm0[k], 0x4e); + ymm1[k] = _mm256_unpacklo_epi8(ymm0[k], ymm1[k]); + } + /* Transpose words */ + for (k = 0, l = 0; k < 4; k++, l +=2) { + ymm0[k*2] = _mm256_unpacklo_epi16(ymm1[l], ymm1[l+1]); + ymm0[k*2+1] = _mm256_unpackhi_epi16(ymm1[l], ymm1[l+1]); + } + /* Transpose double words */ + for (k = 0, l = 0; k < 4; k++, l++) { + if (k == 2) l += 2; + ymm1[k*2] = _mm256_unpacklo_epi32(ymm0[l], ymm0[l+2]); + ymm1[k*2+1] = _mm256_unpackhi_epi32(ymm0[l], ymm0[l+2]); + } + /* Transpose quad words */ + for (k = 0; k < 4; k++) { + ymm0[k*2] = _mm256_unpacklo_epi64(ymm1[k], ymm1[k+4]); + ymm0[k*2+1] = _mm256_unpackhi_epi64(ymm1[k], ymm1[k+4]); + } + for(k = 0; k < 8; k++) { + ymm1[k] = _mm256_permute4x64_epi64(ymm0[k], 0x72); + ymm0[k] = _mm256_permute4x64_epi64(ymm0[k], 0xD8); + ymm0[k] = _mm256_unpacklo_epi16(ymm0[k], ymm1[k]); + } + /* Store the result vectors */ + uint8_t* const dest_for_jth_element = dest + j; + for (k = 0; k < 8; k++) { + _mm256_storeu_si256((__m256i*)(dest_for_jth_element + (k * total_elements)), ymm0[k]); + } + } +} + +static void shuffle4_avx2(uint8_t* const dest, const uint8_t* const src, + const uint64_t vectorizable_elements, const uint64_t total_elements) { + static const uint64_t bytesoftype = 4; + uint64_t i; + int j; + __m256i ymm0[4], ymm1[4]; + + /* Create the shuffle mask. + NOTE: The XMM/YMM 'set' intrinsics require the arguments to be ordered from + most to least significant (i.e., their order is reversed when compared to + loading the mask from an array). */ + const __m256i mask = _mm256_set_epi32( + 0x07, 0x03, 0x06, 0x02, 0x05, 0x01, 0x04, 0x00); + + for (i = 0; i < vectorizable_elements; i += sizeof(__m256i)) { + /* Fetch 32 elements (128 bytes) then transpose bytes and words. */ + for (j = 0; j < 4; j++) { + ymm0[j] = _mm256_loadu_si256((__m256i*)(src + (i * bytesoftype) + (j * sizeof(__m256i)))); + ymm1[j] = _mm256_shuffle_epi32(ymm0[j], 0xd8); + ymm0[j] = _mm256_shuffle_epi32(ymm0[j], 0x8d); + ymm0[j] = _mm256_unpacklo_epi8(ymm1[j], ymm0[j]); + ymm1[j] = _mm256_shuffle_epi32(ymm0[j], 0x04e); + ymm0[j] = _mm256_unpacklo_epi16(ymm0[j], ymm1[j]); + } + /* Transpose double words */ + for (j = 0; j < 2; j++) { + ymm1[j*2] = _mm256_unpacklo_epi32(ymm0[j*2], ymm0[j*2+1]); + ymm1[j*2+1] = _mm256_unpackhi_epi32(ymm0[j*2], ymm0[j*2+1]); + } + /* Transpose quad words */ + for (j = 0; j < 2; j++) { + ymm0[j*2] = _mm256_unpacklo_epi64(ymm1[j], ymm1[j+2]); + ymm0[j*2+1] = _mm256_unpackhi_epi64(ymm1[j], ymm1[j+2]); + } + for (j = 0; j < 4; j++) { + ymm0[j] = _mm256_permutevar8x32_epi32(ymm0[j], mask); + } + /* Store the result vectors */ + uint8_t* const dest_for_ith_element = dest + i; + for (j = 0; j < 4; j++) { + _mm256_storeu_si256((__m256i*)(dest_for_ith_element + (j * total_elements)), ymm0[j]); + } + } +} + +#elif defined(__SSE2__) + +static void +shuffle8_sse2(uint8_t* const dest, const uint8_t* const src, + const uint64_t vectorizable_elements, const uint64_t total_elements) { + static const uint64_t bytesoftype = 8; + uint64_t j; + int k, l; + uint8_t* dest_for_jth_element; + __m128i xmm0[8], xmm1[8]; + + for (j = 0; j < vectorizable_elements; j += sizeof(__m128i)) { + /* Fetch 16 elements (128 bytes) then transpose bytes. */ + for (k = 0; k < 8; k++) { + xmm0[k] = _mm_loadu_si128((__m128i*)(src + (j * bytesoftype) + (k * sizeof(__m128i)))); + xmm1[k] = _mm_shuffle_epi32(xmm0[k], 0x4e); + xmm1[k] = _mm_unpacklo_epi8(xmm0[k], xmm1[k]); + } + /* Transpose words */ + for (k = 0, l = 0; k < 4; k++, l +=2) { + xmm0[k*2] = _mm_unpacklo_epi16(xmm1[l], xmm1[l+1]); + xmm0[k*2+1] = _mm_unpackhi_epi16(xmm1[l], xmm1[l+1]); + } + /* Transpose double words */ + for (k = 0, l = 0; k < 4; k++, l++) { + if (k == 2) l += 2; + xmm1[k*2] = _mm_unpacklo_epi32(xmm0[l], xmm0[l+2]); + xmm1[k*2+1] = _mm_unpackhi_epi32(xmm0[l], xmm0[l+2]); + } + /* Transpose quad words */ + for (k = 0; k < 4; k++) { + xmm0[k*2] = _mm_unpacklo_epi64(xmm1[k], xmm1[k+4]); + xmm0[k*2+1] = _mm_unpackhi_epi64(xmm1[k], xmm1[k+4]); + } + /* Store the result vectors */ + dest_for_jth_element = dest + j; + for (k = 0; k < 8; k++) { + _mm_storeu_si128((__m128i*)(dest_for_jth_element + (k * total_elements)), xmm0[k]); + } + } +} + +static void shuffle4_sse2(uint8_t* const dest, const uint8_t* const src, + const uint64_t vectorizable_elements, const uint64_t total_elements) { + static const uint64_t bytesoftype = 4; + uint64_t i; + int j; + uint8_t* dest_for_ith_element; + __m128i xmm0[4], xmm1[4]; + + for (i = 0; i < vectorizable_elements; i += sizeof(__m128i)) { + /* Fetch 16 elements (64 bytes) then transpose bytes and words. */ + for (j = 0; j < 4; j++) { + xmm0[j] = _mm_loadu_si128((__m128i*)(src + (i * bytesoftype) + (j * sizeof(__m128i)))); + xmm1[j] = _mm_shuffle_epi32(xmm0[j], 0xd8); + xmm0[j] = _mm_shuffle_epi32(xmm0[j], 0x8d); + xmm0[j] = _mm_unpacklo_epi8(xmm1[j], xmm0[j]); + xmm1[j] = _mm_shuffle_epi32(xmm0[j], 0x04e); + xmm0[j] = _mm_unpacklo_epi16(xmm0[j], xmm1[j]); + } + /* Transpose double words */ + for (j = 0; j < 2; j++) { + xmm1[j*2] = _mm_unpacklo_epi32(xmm0[j*2], xmm0[j*2+1]); + xmm1[j*2+1] = _mm_unpackhi_epi32(xmm0[j*2], xmm0[j*2+1]); + } + /* Transpose quad words */ + for (j = 0; j < 2; j++) { + xmm0[j*2] = _mm_unpacklo_epi64(xmm1[j], xmm1[j+2]); + xmm0[j*2+1] = _mm_unpackhi_epi64(xmm1[j], xmm1[j+2]); + } + /* Store the result vectors */ + dest_for_ith_element = dest + i; + for (j = 0; j < 4; j++) { + _mm_storeu_si128((__m128i*)(dest_for_ith_element + (j * total_elements)), xmm0[j]); + } + } +} + +#else +// if neither supported, no other functions needed +#endif + +// shuffle dispatcher +static void blosc_shuffle(const uint8_t * const src, uint8_t * const dest, const uint64_t blocksize, const uint64_t bytesoftype) { +#if defined (__AVX2__) + uint64_t total_elements = blocksize / bytesoftype; + uint64_t vectorized_chunk_size = bytesoftype * sizeof(__m256i); + uint64_t vectorizable_bytes = blocksize - (blocksize % vectorized_chunk_size); + uint64_t vectorizable_elements = vectorizable_bytes / bytesoftype; + switch(bytesoftype) { + case 4: + shuffle4_avx2(dest, src, vectorizable_elements, total_elements); + break; + case 8: + shuffle8_avx2(dest, src, vectorizable_elements, total_elements); + break; + } + if(blocksize != vectorizable_bytes) shuffle_generic_inline(bytesoftype, vectorizable_elements, blocksize, src, dest); +#elif defined(__SSE2__) + uint64_t total_elements = blocksize / bytesoftype; + uint64_t vectorized_chunk_size = bytesoftype * sizeof(__m128i); + uint64_t vectorizable_bytes = blocksize - (blocksize % vectorized_chunk_size); + uint64_t vectorizable_elements = vectorizable_bytes / bytesoftype; + switch(bytesoftype) { + case 4: + shuffle4_sse2(dest, src, vectorizable_elements, total_elements); + break; + case 8: + shuffle8_sse2(dest, src, vectorizable_elements, total_elements); + break; + } + if(blocksize != vectorizable_bytes) shuffle_generic_inline(bytesoftype, vectorizable_elements, blocksize, src, dest); +#else + shuffle_generic_inline(bytesoftype, 0, blocksize, src, dest); +#endif +} + + +static inline void unshuffle_generic_inline(const uint64_t type_size, + const uint64_t vectorizable_elements, const uint64_t blocksize, + const uint8_t* const _src, uint8_t* const _dest) { + uint64_t i, j; + + /* Calculate the number of elements in the block. */ + const uint64_t neblock_quot = blocksize / type_size; + + /* Non-optimized unshuffle */ + for (i = vectorizable_elements; i < neblock_quot; i++) { + for (j = 0; j < type_size; j++) { + _dest[i*type_size+j] = _src[j*neblock_quot+i]; + } + } +} + +#if defined (__AVX2__) + +static void unshuffle4_avx2(uint8_t* const dest, const uint8_t* const src, + const uint64_t vectorizable_elements, const uint64_t total_elements) { + static const uint64_t bytesoftype = 4; + uint64_t i; + int j; + __m256i ymm0[4], ymm1[4]; + + for (i = 0; i < vectorizable_elements; i += sizeof(__m256i)) { + /* Load 32 elements (128 bytes) into 4 YMM registers. */ + const uint8_t* const src_for_ith_element = src + i; + for (j = 0; j < 4; j++) { + ymm0[j] = _mm256_loadu_si256((__m256i*)(src_for_ith_element + (j * total_elements))); + } + /* Shuffle bytes */ + for (j = 0; j < 2; j++) { + /* Compute the low 64 bytes */ + ymm1[j] = _mm256_unpacklo_epi8(ymm0[j*2], ymm0[j*2+1]); + /* Compute the hi 64 bytes */ + ymm1[2+j] = _mm256_unpackhi_epi8(ymm0[j*2], ymm0[j*2+1]); + } + /* Shuffle 2-byte words */ + for (j = 0; j < 2; j++) { + /* Compute the low 64 bytes */ + ymm0[j] = _mm256_unpacklo_epi16(ymm1[j*2], ymm1[j*2+1]); + /* Compute the hi 64 bytes */ + ymm0[2+j] = _mm256_unpackhi_epi16(ymm1[j*2], ymm1[j*2+1]); + } + ymm1[0] = _mm256_permute2x128_si256(ymm0[0], ymm0[2], 0x20); + ymm1[1] = _mm256_permute2x128_si256(ymm0[1], ymm0[3], 0x20); + ymm1[2] = _mm256_permute2x128_si256(ymm0[0], ymm0[2], 0x31); + ymm1[3] = _mm256_permute2x128_si256(ymm0[1], ymm0[3], 0x31); + + /* Store the result vectors in proper order */ + for (j = 0; j < 4; j++) { + _mm256_storeu_si256((__m256i*)(dest + (i * bytesoftype) + (j * sizeof(__m256i))), ymm1[j]); + } + } +} + +static void unshuffle8_avx2(uint8_t* const dest, const uint8_t* const src, + const uint64_t vectorizable_elements, const uint64_t total_elements) { + static const uint64_t bytesoftype = 8; + uint64_t i; + int j; + __m256i ymm0[8], ymm1[8]; + + for (i = 0; i < vectorizable_elements; i += sizeof(__m256i)) { + /* Fetch 32 elements (256 bytes) into 8 YMM registers. */ + const uint8_t* const src_for_ith_element = src + i; + for (j = 0; j < 8; j++) { + ymm0[j] = _mm256_loadu_si256((__m256i*)(src_for_ith_element + (j * total_elements))); + } + /* Shuffle bytes */ + for (j = 0; j < 4; j++) { + /* Compute the low 32 bytes */ + ymm1[j] = _mm256_unpacklo_epi8(ymm0[j*2], ymm0[j*2+1]); + /* Compute the hi 32 bytes */ + ymm1[4+j] = _mm256_unpackhi_epi8(ymm0[j*2], ymm0[j*2+1]); + } + /* Shuffle words */ + for (j = 0; j < 4; j++) { + /* Compute the low 32 bytes */ + ymm0[j] = _mm256_unpacklo_epi16(ymm1[j*2], ymm1[j*2+1]); + /* Compute the hi 32 bytes */ + ymm0[4+j] = _mm256_unpackhi_epi16(ymm1[j*2], ymm1[j*2+1]); + } + for (j = 0; j < 8; j++) { + ymm0[j] = _mm256_permute4x64_epi64(ymm0[j], 0xd8); + } + + /* Shuffle 4-byte dwords */ + for (j = 0; j < 4; j++) { + /* Compute the low 32 bytes */ + ymm1[j] = _mm256_unpacklo_epi32(ymm0[j*2], ymm0[j*2+1]); + /* Compute the hi 32 bytes */ + ymm1[4+j] = _mm256_unpackhi_epi32(ymm0[j*2], ymm0[j*2+1]); + } + + /* Store the result vectors in proper order */ + _mm256_storeu_si256((__m256i*)(dest + (i * bytesoftype) + (0 * sizeof(__m256i))), ymm1[0]); + _mm256_storeu_si256((__m256i*)(dest + (i * bytesoftype) + (1 * sizeof(__m256i))), ymm1[2]); + _mm256_storeu_si256((__m256i*)(dest + (i * bytesoftype) + (2 * sizeof(__m256i))), ymm1[1]); + _mm256_storeu_si256((__m256i*)(dest + (i * bytesoftype) + (3 * sizeof(__m256i))), ymm1[3]); + _mm256_storeu_si256((__m256i*)(dest + (i * bytesoftype) + (4 * sizeof(__m256i))), ymm1[4]); + _mm256_storeu_si256((__m256i*)(dest + (i * bytesoftype) + (5 * sizeof(__m256i))), ymm1[6]); + _mm256_storeu_si256((__m256i*)(dest + (i * bytesoftype) + (6 * sizeof(__m256i))), ymm1[5]); + _mm256_storeu_si256((__m256i*)(dest + (i * bytesoftype) + (7 * sizeof(__m256i))), ymm1[7]); + } +} + + + +#elif defined(__SSE2__) + +static void unshuffle4_sse2(uint8_t* const dest, const uint8_t* const src, + const uint64_t vectorizable_elements, const uint64_t total_elements) { + static const uint64_t bytesoftype = 4; + uint64_t i; + int j; + __m128i xmm0[4], xmm1[4]; + + for (i = 0; i < vectorizable_elements; i += sizeof(__m128i)) { + /* Load 16 elements (64 bytes) into 4 XMM registers. */ + const uint8_t* const src_for_ith_element = src + i; + for (j = 0; j < 4; j++) { + xmm0[j] = _mm_loadu_si128((__m128i*)(src_for_ith_element + (j * total_elements))); + } + /* Shuffle bytes */ + for (j = 0; j < 2; j++) { + /* Compute the low 32 bytes */ + xmm1[j] = _mm_unpacklo_epi8(xmm0[j*2], xmm0[j*2+1]); + /* Compute the hi 32 bytes */ + xmm1[2+j] = _mm_unpackhi_epi8(xmm0[j*2], xmm0[j*2+1]); + } + /* Shuffle 2-byte words */ + for (j = 0; j < 2; j++) { + /* Compute the low 32 bytes */ + xmm0[j] = _mm_unpacklo_epi16(xmm1[j*2], xmm1[j*2+1]); + /* Compute the hi 32 bytes */ + xmm0[2+j] = _mm_unpackhi_epi16(xmm1[j*2], xmm1[j*2+1]); + } + /* Store the result vectors in proper order */ + _mm_storeu_si128((__m128i*)(dest + (i * bytesoftype) + (0 * sizeof(__m128i))), xmm0[0]); + _mm_storeu_si128((__m128i*)(dest + (i * bytesoftype) + (1 * sizeof(__m128i))), xmm0[2]); + _mm_storeu_si128((__m128i*)(dest + (i * bytesoftype) + (2 * sizeof(__m128i))), xmm0[1]); + _mm_storeu_si128((__m128i*)(dest + (i * bytesoftype) + (3 * sizeof(__m128i))), xmm0[3]); + } +} + +/* Routine optimized for unshuffling a buffer for a type size of 8 bytes. */ +static void unshuffle8_sse2(uint8_t* const dest, const uint8_t* const src, + const uint64_t vectorizable_elements, const uint64_t total_elements) { + static const uint64_t bytesoftype = 8; + uint64_t i; + int j; + __m128i xmm0[8], xmm1[8]; + + for (i = 0; i < vectorizable_elements; i += sizeof(__m128i)) { + /* Load 16 elements (128 bytes) into 8 XMM registers. */ + const uint8_t* const src_for_ith_element = src + i; + for (j = 0; j < 8; j++) { + xmm0[j] = _mm_loadu_si128((__m128i*)(src_for_ith_element + (j * total_elements))); + } + /* Shuffle bytes */ + for (j = 0; j < 4; j++) { + /* Compute the low 32 bytes */ + xmm1[j] = _mm_unpacklo_epi8(xmm0[j*2], xmm0[j*2+1]); + /* Compute the hi 32 bytes */ + xmm1[4+j] = _mm_unpackhi_epi8(xmm0[j*2], xmm0[j*2+1]); + } + /* Shuffle 2-byte words */ + for (j = 0; j < 4; j++) { + /* Compute the low 32 bytes */ + xmm0[j] = _mm_unpacklo_epi16(xmm1[j*2], xmm1[j*2+1]); + /* Compute the hi 32 bytes */ + xmm0[4+j] = _mm_unpackhi_epi16(xmm1[j*2], xmm1[j*2+1]); + } + /* Shuffle 4-byte dwords */ + for (j = 0; j < 4; j++) { + /* Compute the low 32 bytes */ + xmm1[j] = _mm_unpacklo_epi32(xmm0[j*2], xmm0[j*2+1]); + /* Compute the hi 32 bytes */ + xmm1[4+j] = _mm_unpackhi_epi32(xmm0[j*2], xmm0[j*2+1]); + } + /* Store the result vectors in proper order */ + _mm_storeu_si128((__m128i*)(dest + (i * bytesoftype) + (0 * sizeof(__m128i))), xmm1[0]); + _mm_storeu_si128((__m128i*)(dest + (i * bytesoftype) + (1 * sizeof(__m128i))), xmm1[4]); + _mm_storeu_si128((__m128i*)(dest + (i * bytesoftype) + (2 * sizeof(__m128i))), xmm1[2]); + _mm_storeu_si128((__m128i*)(dest + (i * bytesoftype) + (3 * sizeof(__m128i))), xmm1[6]); + _mm_storeu_si128((__m128i*)(dest + (i * bytesoftype) + (4 * sizeof(__m128i))), xmm1[1]); + _mm_storeu_si128((__m128i*)(dest + (i * bytesoftype) + (5 * sizeof(__m128i))), xmm1[5]); + _mm_storeu_si128((__m128i*)(dest + (i * bytesoftype) + (6 * sizeof(__m128i))), xmm1[3]); + _mm_storeu_si128((__m128i*)(dest + (i * bytesoftype) + (7 * sizeof(__m128i))), xmm1[7]); + } +} + +#else +// if neither supported, no other functions needed +#endif + +// shuffle dispatcher +static void blosc_unshuffle(const uint8_t * const src, uint8_t * const dest, const uint64_t blocksize, const uint64_t bytesoftype) { +#if defined (__AVX2__) + uint64_t total_elements = blocksize / bytesoftype; + uint64_t vectorized_chunk_size = bytesoftype * sizeof(__m256i); + uint64_t vectorizable_bytes = blocksize - (blocksize % vectorized_chunk_size); + uint64_t vectorizable_elements = vectorizable_bytes / bytesoftype; + switch(bytesoftype) { + case 4: + unshuffle4_avx2(dest, src, vectorizable_elements, total_elements); + break; + case 8: + unshuffle8_avx2(dest, src, vectorizable_elements, total_elements); + break; + } + unshuffle_generic_inline(bytesoftype, vectorizable_elements, blocksize, src, dest); +#elif defined(__SSE2__) + uint64_t total_elements = blocksize / bytesoftype; + uint64_t vectorized_chunk_size = bytesoftype * sizeof(__m128i); + uint64_t vectorizable_bytes = blocksize - (blocksize % vectorized_chunk_size); + uint64_t vectorizable_elements = vectorizable_bytes / bytesoftype; + switch(bytesoftype) { + case 4: + unshuffle4_sse2(dest, src, vectorizable_elements, total_elements); + break; + case 8: + unshuffle8_sse2(dest, src, vectorizable_elements, total_elements); + break; + } + unshuffle_generic_inline(bytesoftype, vectorizable_elements, blocksize, src, dest); +#else + unshuffle_generic_inline(bytesoftype, 0, blocksize, src, dest); +#endif +} +} + +// [[Rcpp::export(rng=false)]] +std::string SIMD_test() { +#if defined(__AVX2__) + return "AVX2"; +#elif defined(__SSSE3__) + return "SSSE3"; +#else + return "none"; +#endif +} + + +// [[Rcpp::export(rng=false)]] +DataFrame shuffle_compress(List blocks, int elementsize, int compress_level) { + size_t nblocks = Rf_xlength(blocks); + NumericVector outtime(nblocks); + NumericVector outsize(nblocks); + + std::vector shuffleblock; + std::vector zblock; + for (size_t i = 0; i < nblocks; ++i) { + auto start = std::chrono::high_resolution_clock::now(); + RawVector block = blocks[i]; + uint64_t blocksize = Rf_xlength(block); + + uint64_t compress_bound = ZSTD_compressBound(blocksize); + if(shuffleblock.size() < blocksize) { + shuffleblock.resize(blocksize); + } + if(zblock.size() < compress_bound) { + zblock.resize(compress_bound); + } + + uint64_t remainder = blocksize % elementsize; + shuffle::blosc_shuffle(reinterpret_cast(RAW(block)), shuffleblock.data(), blocksize-remainder, elementsize); + std::memcpy(shuffleblock.data() + blocksize - remainder, RAW(block) + blocksize - remainder, remainder); + uint32_t zblocksize = ZSTD_compress(zblock.data(), compress_bound, shuffleblock.data(), blocksize, compress_level); + auto end = std::chrono::high_resolution_clock::now(); + std::chrono::duration duration = end - start; + outtime[i] = duration.count(); + outsize[i] = zblocksize; + } + return DataFrame::create(_["size"] = outsize, _["time"] = outtime); +} + + +// [[Rcpp::export(rng=false)]] +DataFrame og_compress(List blocks, int compress_level) { + size_t nblocks = Rf_xlength(blocks); + NumericVector outtime(nblocks); + NumericVector outsize(nblocks); + + std::vector zblock; + for (size_t i = 0; i < nblocks; ++i) { + auto start = std::chrono::high_resolution_clock::now(); + RawVector block = blocks[i]; + uint64_t blocksize = Rf_xlength(block); + + uint64_t compress_bound = ZSTD_compressBound(blocksize); + if(zblock.size() < compress_bound) { + zblock.resize(compress_bound); + } + + uint32_t zblocksize = ZSTD_compress(zblock.data(), compress_bound, RAW(block), blocksize, compress_level); + auto end = std::chrono::high_resolution_clock::now(); + std::chrono::duration duration = end - start; + outtime[i] = duration.count(); + outsize[i] = zblocksize; + } + return DataFrame::create(_["size"] = outsize, _["time"] = outtime); +} + +// like above but sample from 4 points in the block +constexpr uint64_t SHUFFLE_HEURISTIC_BLOCKSIZE = 32768; +constexpr uint32_t SHUFFLE_ELEMSIZE = 8; +constexpr uint32_t SHUFFLE_HEURISTIC_CL = -1; +std::array shuffle_heuristic_impl(char * const dst, const uint64_t dstCapacity, + char * const shuffleblock, + const char * const src, const uint64_t srcSize) { + if(srcSize < 8*SHUFFLE_HEURISTIC_BLOCKSIZE) { + return {0,0,0,0,0,0,0,0}; + } else { + std::array output; + for(int i = 0; i < 4; ++i) { + uint64_t block_offset = (srcSize / 4ULL) * i; // integer division, rounds down + shuffle::blosc_shuffle(reinterpret_cast(src + block_offset), reinterpret_cast(shuffleblock), SHUFFLE_HEURISTIC_BLOCKSIZE, SHUFFLE_ELEMSIZE); + output[i*2] = ZSTD_compress(dst, dstCapacity, shuffleblock, + SHUFFLE_HEURISTIC_BLOCKSIZE, + SHUFFLE_HEURISTIC_CL); + output[i*2+1] = ZSTD_compress(dst, dstCapacity, src + block_offset, + SHUFFLE_HEURISTIC_BLOCKSIZE, + SHUFFLE_HEURISTIC_CL); + } + return output; + } +} + + +// [[Rcpp::export(rng=false)]] +DataFrame shuffle_heuristic(List blocks) { + int nblocks = Rf_xlength(blocks); + NumericVector outtime(nblocks); + NumericVector h1(nblocks); + NumericVector h2(nblocks); + NumericVector h3(nblocks); + NumericVector h4(nblocks); + NumericVector h5(nblocks); + NumericVector h6(nblocks); + NumericVector h7(nblocks); + NumericVector h8(nblocks); + NumericVector cl(nblocks); + + std::vector shuffleblock(SHUFFLE_HEURISTIC_BLOCKSIZE); + std::vector zblock(ZSTD_compressBound(SHUFFLE_HEURISTIC_BLOCKSIZE)); + for (int i = 0; i < nblocks; ++i) { + auto start = std::chrono::high_resolution_clock::now(); + RawVector block = blocks[i]; + uint64_t blocksize = Rf_xlength(block); + auto results = shuffle_heuristic_impl(reinterpret_cast(zblock.data()), + zblock.size(), + reinterpret_cast(shuffleblock.data()), + reinterpret_cast(RAW(block)), blocksize); + + auto end = std::chrono::high_resolution_clock::now(); + std::chrono::duration duration = end - start; + outtime[i] = duration.count(); + h1[i] = results[0]; + h2[i] = results[1]; + h3[i] = results[2]; + h4[i] = results[3]; + h5[i] = results[4]; + h6[i] = results[5]; + h7[i] = results[6]; + h8[i] = results[7]; + } + return DataFrame::create(_["h1"] = h1, _["h2"] = h2, _["h3"] = h3, _["h4"] = h4, + _["h5"] = h5, _["h6"] = h6, _["h7"] = h7, _["h8"] = h8, + _["time"] = outtime); +} + diff --git a/inst/analysis/blockshuffle_xgboost_model/blockshuffle_xgboost_model_evaluation.Rmd b/inst/analysis/blockshuffle_xgboost_model/blockshuffle_xgboost_model_evaluation.Rmd new file mode 100644 index 0000000..ff203d5 --- /dev/null +++ b/inst/analysis/blockshuffle_xgboost_model/blockshuffle_xgboost_model_evaluation.Rmd @@ -0,0 +1,214 @@ +--- +title: "Block Shuffle Model Training" +output: html_document +date: "2024-07-15" +--- + +```{r setup, include=FALSE} +suppressPackageStartupMessages({ +library(tictoc) +library(this.path) +library(Rcpp) +library(dplyr) +library(tidyr) +library(data.table) +library(qs2) +library(stringplus) +library(parallel) +library(xgboost) +library(caret) +library(future.apply) +}) + +# dynamic blocksize set to 1048576 +qs2:::internal_set_blocksize(1048576) + +DATA_PATH <- "~/datasets/processed" + +# holdout testing datasets +datasets <- DATA_PATH & "/" & c("1000genomes_noncoding_vcf.csv.gz", "B_cell_petshopmouse3.tsv.gz", + "ip_location_2023.csv.gz", "Netflix_Ratings.csv.gz") + +read_dataset <- function(d) { + if(d %like% "json.gz") { + DATA <- RcppSimdJson::fload(d) + } else if(d %like% ".csv.gz") { + DATA <- fread(d, sep = ",", data.table=F) + } else if(d %like% ".tsv.gz") { + DATA <- fread(d, sep = "\t", data.table=F) + } else { + DATA <- readRDS(d) + } +} + +rmse <- function(x, y) sqrt(mean((x-y)^2)) + +bst <- xgboost::xgb.load("data/blockshuffle_xgboost_model.json") +xgb.parameters(bst) <- list(nthread = 1) # use 1 thread for comparison to standalone implementation +sourceCpp("xgboost_model_cpp_standalone.cpp") +``` + +```{r} +outfile <- "data/blockshuffle_testing_data.csv.gz" +if(!file.exists(outfile)) { + libs <- system("pkg-config --libs libzstd", intern = TRUE) + cflags <- system("pkg-config --cflags libzstd", intern = TRUE) + Sys.setenv(PKG_CPPFLAGS = "-mavx2 %s %s" | c(cflags, libs)) + Sys.setenv(PKG_LIBS = "-mavx2 %s %s" | c(cflags, libs)) + sourceCpp("blockshuffle_heuristic.cpp", verbose=TRUE, rebuild = TRUE) + min_shuffleblock_size <- 262144 + + blocks_df <- lapply(datasets, function(d) { + tmp <- tempfile() + data <- read_dataset(d) + dname<- basename(d) %>% gsub("\\..+", "", .) + qs2::qd_save(data, file = tmp) + x <- qs2::qx_dump(tmp) + r1 <- tibble(dataset = dname, blocks = x$blocks, algo = "qdata") + qs2::qs_save(data, file = tmp) + x <- qs2::qx_dump(tmp) + r2 <- tibble(dataset = dname, blocks = x$blocks, algo = "qs2") + rbind(r1, r2) + }) %>% rbindlist + blocks_df$blocksize <- sapply(blocks_df$blocks, length) + blocks_df <- filter(blocks_df, blocksize >= min_shuffleblock_size) + + gc(full=TRUE) + compress_levels <- 22:1 + results <- mclapply(compress_levels, function(cl) { + print(cl) + output <- shuffle_heuristic(blocks_df$blocks) + output$no_shuffle_zblocksize <- og_compress(blocks_df$blocks, cl)$size + output$shuffle_zblocksize <- shuffle_compress(blocks_df$blocks, 8, cl)$size + output <- output %>% mutate(compress_level = cl) + }, mc.cores=8, mc.preschedule=FALSE) %>% rbindlist + results2 <- blocks_df %>% dplyr::select(dataset, algo, blocksize) %>% + {lapply(1:length(compress_levels), function(i) .)} %>% rbindlist + results <- cbind(results2, results) + + # add block index per dataset + results <- results %>% + group_by(dataset, compress_level, algo) %>% + mutate(index = 1:n()) %>% + as.data.frame + fwrite(results, outfile, sep = ",") +} else { + results <- fread(outfile, data.table=FALSE) +} +``` + +```{r, compare-cpp-implementation} +# compare C++ implementation +test_data <- results %>% mutate(improvement = log(no_shuffle_zblocksize/shuffle_zblocksize)) + +timing_data <- test_data %>% dplyr::select(h1,h2,h3,h4,h5,h6,h7,h8,compress_level) %>% {lapply(1:5, function(i) .)} %>% rbindlist +tic(msg = "R package prediction time") +dtest <- xgb.DMatrix(data = timing_data %>% data.matrix) +r_pred <- predict(bst, dtest) +toc() + +tic(msg = "Cpp package prediction time") +cpp_pred <- predict_xgboost_cpp(timing_data) +toc() + +dtest <- xgb.DMatrix(data = test_data %>% dplyr::select(h1,h2,h3,h4,h5,h6,h7,h8,compress_level) %>% data.matrix) +test_data <- test_data %>% + mutate(r_prediction = predict(bst, dtest)) %>% + mutate(cpp_prediction = predict_xgboost_cpp(test_data %>% dplyr::select(h1,h2,h3,h4,h5,h6,h7,h8,compress_level))) + +# compare predictions +abs(test_data$r_prediction - test_data$cpp_prediction) %>% summary +``` + +```{r qdata-prediction-accuracy, fig.width=11.5, fig.height=10.5} +# compare prediction to actual + +MAX_COMPRESS <- 16 # don't plot blocks with >16x compression, noisy +test_data2 <- test_data %>% + filter(algo == "qdata") %>% + filter(32768*4/(h2 + h4 + h6 + h8) < MAX_COMPRESS) +pal <- palette.colors(palette = "Okabe-Ito") +ggplot(test_data2, aes(x = cpp_prediction, y = improvement, color = dataset)) + + geom_abline(aes(slope=1, intercept = 0), lty = 2) + + geom_vline(aes(xintercept=0), lty=2, color = "orange") + + geom_point(shape=21, alpha=0.75) + + facet_wrap(~compress_level, ncol=4) + + scale_color_manual(values = pal) + + theme_bw(base_size = 12) + +``` +```{r qdata-efficiency-comparison} +# plot cumulative savings +test_data3 <- test_data %>% + filter(algo == "qdata") %>% + mutate(predicted_compression = 32768*4/(h2 + h4 + h6 + h8)) %>% + mutate(do_blockshuffle = predicted_compression < MAX_COMPRESS & cpp_prediction > 0) %>% + group_by(dataset, compress_level) %>% + mutate(optimal = cumsum(pmin(no_shuffle_zblocksize, shuffle_zblocksize))) %>% + mutate(shuffle_heuristic = cumsum(ifelse(do_blockshuffle, shuffle_zblocksize, no_shuffle_zblocksize))) %>% + mutate(no_shuffle = cumsum(no_shuffle_zblocksize)) %>% + mutate(heuristic_was_optimal = do_blockshuffle == (shuffle_zblocksize < no_shuffle_zblocksize) ) %>% + ungroup + +test_data3 <- test_data3 %>% + filter(compress_level %in% c(3,9)) %>% + dplyr::select(dataset, compress_level, index, optimal, shuffle_heuristic, no_shuffle) %>% + pivot_longer(c(-index, -dataset, -optimal, -compress_level), names_to = "shuffle_selection", values_to = "cumulative_bytes") %>% + mutate(inefficiency = (cumulative_bytes - optimal)/max(optimal) ) + + +ggplot(test_data3, aes(x = index, y = inefficiency, color = shuffle_selection, lty = factor(compress_level))) + + geom_line() + + scale_y_continuous(labels = scales::percent) + + facet_wrap(~dataset, scales = "free") + + theme_bw(base_size=12) + + labs(x = "Block Index", y = "Inefficiency", lty = "Compress Level", color = "Shuffle Selection") + +``` + + +```{r qs2-prediction-accuracy, fig.width=11.5, fig.height=10.5} +# compare prediction to actual + +MAX_COMPRESS <- 16 # don't plot blocks with >16x compression, noisy +test_data2 <- test_data %>% + filter(algo == "qs2") %>% + filter(32768*4/(h2 + h4 + h6 + h8) < MAX_COMPRESS) +pal <- palette.colors(palette = "Okabe-Ito") +ggplot(test_data2, aes(x = cpp_prediction, y = improvement, color = dataset)) + + geom_abline(aes(slope=1, intercept = 0), lty = 2) + + geom_vline(aes(xintercept=0), lty=2, color = "orange") + + geom_point(shape=21, alpha=0.75) + + facet_wrap(~compress_level, ncol=4) + + scale_color_manual(values = pal) + + theme_bw(base_size = 12) + +``` +```{r qs2-efficiency-comparison} +# plot cumulative savings +test_data3 <- test_data %>% + filter(algo == "qs2") %>% + mutate(predicted_compression = 32768*4/(h2 + h4 + h6 + h8)) %>% + mutate(do_blockshuffle = predicted_compression < MAX_COMPRESS & cpp_prediction > 0) %>% + group_by(dataset, compress_level) %>% + mutate(optimal = cumsum(pmin(no_shuffle_zblocksize, shuffle_zblocksize))) %>% + mutate(shuffle_heuristic = cumsum(ifelse(do_blockshuffle, shuffle_zblocksize, no_shuffle_zblocksize))) %>% + mutate(no_shuffle = cumsum(no_shuffle_zblocksize)) %>% + mutate(heuristic_was_optimal = do_blockshuffle == (shuffle_zblocksize < no_shuffle_zblocksize) ) %>% + ungroup + +test_data3 <- test_data3 %>% + filter(compress_level %in% c(3,9)) %>% + dplyr::select(dataset, compress_level, index, optimal, shuffle_heuristic, no_shuffle) %>% + pivot_longer(c(-index, -dataset, -optimal, -compress_level), names_to = "shuffle_selection", values_to = "cumulative_bytes") %>% + mutate(inefficiency = (cumulative_bytes - optimal)/max(optimal) ) + + +ggplot(test_data3, aes(x = index, y = inefficiency, color = shuffle_selection, lty = factor(compress_level))) + + geom_line() + + scale_y_continuous(labels = scales::percent) + + facet_wrap(~dataset, scales = "free") + + theme_bw(base_size=12) + + labs(x = "Block Index", y = "Inefficiency", lty = "Compress Level", color = "Shuffle Selection") + +``` diff --git a/inst/analysis/blockshuffle_xgboost_model/blockshuffle_xgboost_model_evaluation.html b/inst/analysis/blockshuffle_xgboost_model/blockshuffle_xgboost_model_evaluation.html new file mode 100644 index 0000000..b7df12d --- /dev/null +++ b/inst/analysis/blockshuffle_xgboost_model/blockshuffle_xgboost_model_evaluation.html @@ -0,0 +1,504 @@ + + + + + + + + + + + + + + +Block Shuffle Model Training + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+ + + + + + + +
outfile <- "data/blockshuffle_testing_data.csv.gz"
+if(!file.exists(outfile)) {
+  libs <- system("pkg-config --libs libzstd", intern = TRUE)
+  cflags <- system("pkg-config --cflags libzstd", intern = TRUE)
+  Sys.setenv(PKG_CPPFLAGS = "-mavx2 %s %s" | c(cflags, libs))
+  Sys.setenv(PKG_LIBS = "-mavx2 %s %s" | c(cflags, libs))
+  sourceCpp("blockshuffle_heuristic.cpp", verbose=TRUE, rebuild = TRUE)
+  min_shuffleblock_size <- 262144
+  
+  blocks_df <- lapply(datasets, function(d) {
+    tmp <- tempfile()
+    data <- read_dataset(d)
+    dname<- basename(d) %>% gsub("\\..+", "", .)
+    qs2::qd_save(data, file = tmp)
+    x <- qs2::qx_dump(tmp)
+    tibble(dataset = dname, blocks = x$blocks)
+  }) %>% rbindlist
+  blocks_df$blocksize <- sapply(blocks_df$blocks, length)
+  blocks_df <- filter(blocks_df, blocksize >= min_shuffleblock_size)
+  
+  gc(full=TRUE)
+  compress_levels <- 22:1
+  results <- mclapply(compress_levels, function(cl) {
+    print(cl)
+    output <- shuffle_heuristic(blocks_df$blocks)
+    output$no_shuffle_zblocksize <- og_compress(blocks_df$blocks, cl)$size
+    output$shuffle_zblocksize <- shuffle_compress(blocks_df$blocks, 8, cl)$size
+    output <- cbind(blocks_df %>% dplyr::select(blocksize, dataset), output) %>%
+      mutate(compress_level = cl)
+  }, mc.cores=8, mc.preschedule=FALSE) %>% rbindlist
+  
+  # add block index per dataset
+  results <- results %>%
+    group_by(dataset, compress_level) %>%
+    mutate(index = 1:n())
+  fwrite(results, outfile, sep = ",")
+} else {
+  results <- fread(outfile, data.table=FALSE)
+}
+
# compare C++ implementation
+test_data <- results %>% mutate(improvement = log(no_shuffle_zblocksize/shuffle_zblocksize))
+
+timing_data <- test_data %>% dplyr::select(h1,h2,h3,h4,h5,h6,h7,h8,compress_level) %>% {lapply(1:10, function(i) .)} %>% rbindlist
+tic(msg = "R package prediction time")
+dtest <- xgb.DMatrix(data = timing_data %>% data.matrix)
+r_pred <- predict(bst, dtest)
+toc()
+
## R package prediction time: 6.076 sec elapsed
+
tic(msg = "Cpp package prediction time")
+cpp_pred <- predict_xgboost_cpp(timing_data)
+toc()
+
## Cpp package prediction time: 6.454 sec elapsed
+
dtest <- xgb.DMatrix(data = test_data %>% dplyr::select(h1,h2,h3,h4,h5,h6,h7,h8,compress_level) %>% data.matrix)
+test_data <- test_data %>%
+  mutate(r_prediction = predict(bst, dtest)) %>%
+  mutate(cpp_prediction = predict_xgboost_cpp(test_data %>% dplyr::select(h1,h2,h3,h4,h5,h6,h7,h8,compress_level)))
+
+# compare predictions
+abs(test_data$r_prediction - test_data$cpp_prediction) %>% summary
+
##      Min.   1st Qu.    Median      Mean   3rd Qu.      Max. 
+## 1.000e-13 5.976e-08 1.518e-07 2.008e-07 2.852e-07 2.157e-06
+
# compare prediction to actual
+
+MAX_COMPRESS <- 16 # don't plot blocks with >16x compression, noisy
+test_data2 <- filter(test_data, 32768*4/(h2 + h4 + h6 + h8) < MAX_COMPRESS)
+pal <- palette.colors(palette = "Okabe-Ito")
+ggplot(test_data2, aes(x = cpp_prediction, y = improvement, color = dataset)) + 
+  geom_abline(aes(slope=1, intercept = 0), lty = 2) + 
+  geom_vline(aes(xintercept=0), lty=2, color = "orange") +
+  geom_point(shape=21, alpha=0.75) + 
+  facet_wrap(~compress_level, ncol=4) +
+  scale_color_manual(values = pal) +
+  theme_bw(base_size = 12)
+

+
# plot cumulative savings
+test_data3 <- test_data %>%
+  mutate(predicted_compression = 32768*4/(h2 + h4 + h6 + h8)) %>%
+  mutate(do_blockshuffle = predicted_compression < MAX_COMPRESS & cpp_prediction > 0) %>%
+  group_by(dataset, compress_level) %>%
+  mutate(optimal = cumsum(pmin(no_shuffle_zblocksize, shuffle_zblocksize))) %>%
+  mutate(shuffle_heuristic = cumsum(ifelse(do_blockshuffle, shuffle_zblocksize, no_shuffle_zblocksize))) %>%
+  mutate(no_shuffle = cumsum(no_shuffle_zblocksize)) %>%
+  mutate(heuristic_was_optimal = do_blockshuffle == (shuffle_zblocksize < no_shuffle_zblocksize) ) %>%
+  ungroup
+
+test_data3 <- test_data3 %>%
+  filter(compress_level %in% c(3,9)) %>%
+  dplyr::select(dataset, compress_level, index, optimal, shuffle_heuristic, no_shuffle) %>%
+  pivot_longer(c(-index, -dataset, -optimal, -compress_level), names_to = "shuffle_selection", values_to = "cumulative_bytes") %>%
+  mutate(inefficiency = (cumulative_bytes - optimal)/max(optimal) )
+  
+
+ggplot(test_data3, aes(x = index, y = inefficiency, color = shuffle_selection, lty = factor(compress_level))) + 
+  geom_line() + 
+  scale_y_continuous(labels = scales::percent) + 
+  facet_wrap(~dataset, scales = "free") +
+  theme_bw(base_size=12) + 
+  labs(x = "Block Index", y = "Inefficiency", lty = "Compress Level", color = "Shuffle Selection")
+

+ + + + +
+ + + + + + + + + + + + + + + diff --git a/inst/analysis/blockshuffle_xgboost_model/blockshuffle_xgboost_model_training.Rmd b/inst/analysis/blockshuffle_xgboost_model/blockshuffle_xgboost_model_training.Rmd new file mode 100644 index 0000000..b7fb932 --- /dev/null +++ b/inst/analysis/blockshuffle_xgboost_model/blockshuffle_xgboost_model_training.Rmd @@ -0,0 +1,258 @@ +--- +title: "Block Shuffle Model Training" +output: html_document +date: "2024-07-15" +--- + +```{r setup, include=TRUE} +suppressPackageStartupMessages({ +library(this.path) +library(Rcpp) +library(dplyr) +library(data.table) +library(qs2) +library(stringplus) +library(parallel) +library(xgboost) +library(caret) +library(future.apply) +}) +plan("future::multisession", workers=16) + +# dynamic blocksize set to 1048576 +qs2:::internal_set_blocksize(1048576) + +DATA_PATH <- "~/datasets/processed" + +# training datasets +datasets <- DATA_PATH & "/" & c("DC_real_estate_2024.json.gz", "dslabs_mnist.rds", + "enwik8.csv.gz", "era5_land_wind_20230101.rds", + "GAIA_pseudocolor.csv.gz", "NYSE_1962_2024.csv.gz", + "recount3_gtex_heart.rds", "T_cell_ADIRP0000010.rds", + "pisces_2018.csv.gz", "Berkeley_grid_temp_2010.rds", + "Oahu_OSM.rds", "Clifford_100M.rds", + "methylation_450k.rds", "NYC_motor_vehicle_collisions.csv.gz", + "steam_games_2024.csv.gz", "twitter_sentiment140.csv.gz") + +# holdout testing datasets +# datasets <- DATA_PATH & "/" & c("1000genomes_noncoding_vcf.csv.gz", "B_cell_petshopmouse3.tsv.gz", +# "ip_location_2023.csv.gz", "Netflix_Ratings.csv.gz") + +read_dataset <- function(d) { + if(d %like% "json.gz") { + DATA <- RcppSimdJson::fload(d) + } else if(d %like% ".csv.gz") { + DATA <- fread(d, sep = ",", data.table=F) + } else if(d %like% ".tsv.gz") { + DATA <- fread(d, sep = "\t", data.table=F) + } else { + DATA <- readRDS(d) + } +} +``` + +```{r generate-training-data} +outfile <- "data/blockshuffle_training_data.csv.gz" +if(!file.exists(outfile)) { + + libs <- system("pkg-config --libs libzstd", intern = TRUE) + cflags <- system("pkg-config --cflags libzstd", intern = TRUE) + Sys.setenv(PKG_CPPFLAGS = "-mavx2 %s %s" | c(cflags, libs)) + Sys.setenv(PKG_LIBS = "-mavx2 %s %s" | c(cflags, libs)) + sourceCpp("blockshuffle_heuristic.cpp", verbose=TRUE, rebuild = TRUE) + min_shuffleblock_size <- 262144 + + blocks_df <- lapply(datasets, function(d) { + tmp <- tempfile() + data <- read_dataset(d) + dname<- basename(d) %>% gsub("\\..+", "", .) + qs2::qd_save(data, file = tmp) + x <- qs2::qx_dump(tmp) + tibble(dataset = dname, blocks = x$blocks) + }) %>% rbindlist + blocks_df$blocksize <- sapply(blocks_df$blocks, length) + blocks_df <- filter(blocks_df, blocksize >= min_shuffleblock_size) + + gc(full=TRUE) + compress_levels <- 22:1 + results <- mclapply(compress_levels, function(cl) { + print(cl) + output <- shuffle_heuristic(blocks_df$blocks) + output$no_shuffle_zblocksize <- og_compress(blocks_df$blocks, cl)$size + output$shuffle_zblocksize <- shuffle_compress(blocks_df$blocks, 8, cl)$size + output <- cbind(blocks_df %>% dplyr::select(blocksize, dataset), output) %>% + mutate(compress_level = cl) + }, mc.cores=8, mc.preschedule=FALSE) %>% rbindlist + + # add block index per dataset + results <- results %>% + group_by(dataset, compress_level) %>% + mutate(index = 1:n()) + fwrite(results, outfile, sep = ",") +} else { + results <- fread(outfile, data.table=FALSE) +} +``` + +```{r training-data-split} + +datasets <- datasets %>% basename %>% gsub("\\..+$", "", .) + +# prediction falls off after CL 16 +# so if user gives CL 16+ we wont rely on this heuristic and will instead try compression both ways +data <- results %>% + filter(compress_level <= 22) %>% + mutate(improvement = log(no_shuffle_zblocksize / shuffle_zblocksize) ) %>% + group_by(dataset) %>% + mutate(weight = 1/n()) %>% + ungroup %>% + mutate(weight = weight / mean(weight)) %>% # use mean(weight) == 1 + as.data.frame + +set.seed(314156) +train_index <- list() +valid_index <- list() +for(d in datasets) { + train_index[[d]] <- filter(data, dataset == d) %>% + pull(index) %>% + unique %>% sample(0.8 * length(.)) %>% sort + valid_index[[d]] <- filter(data, dataset == d) %>% + pull(index) %>% + unique %>% setdiff(train_index[[d]]) %>% sort +} + +train_data <- lapply(datasets, function(d) { + filter(data, dataset == d) %>% + filter(index %in% train_index[[d]]) +}) %>% rbindlist + +valid_data <- lapply(datasets, function(d) { + filter(data, dataset == d) %>% + filter(index %in% valid_index[[d]]) +}) %>% rbindlist + +splits <- vector("list", 5) +for(d in datasets) { + td <- train_data %>% filter(dataset == d) + x <- td %>% pull(index) %>% + unique %>% sample + x <- split(x, rep_len(1:5, length(x))) + for(i in 1:5) { + # get row index in train_data and append to splits + splits[[i]] <- c(splits[[i]], which(train_data$index %in% x[[i]] & train_data$dataset == d)) + } +} + +``` + +```{r param-search-cv} +outfile <- "data/blockshuffle_param_search_cv.csv.gz" + +if(!file.exists(outfile)) { + param_grid <- expand.grid( + max_depth = c(4, 6, 8), + eta = c(0.01, 0.1, 0.3), + colsample_bytree = c(0.5, 0.7, 1.0), + min_child_weight = c(1, 5, 10), + subsample = c(0.5, 0.7, 1.0) + ) + + scores <- future_lapply(1:nrow(param_grid), function(q) { + dtrain <- xgb.DMatrix(data = train_data %>% + dplyr::select(-dataset, -index, -improvement, -no_shuffle_zblocksize, -shuffle_zblocksize, -time, -blocksize, -weight) %>% + data.matrix, label = train_data$improvement, weight = train_data$weight) + + params <- list( + objective = "reg:squarederror", # Regression task + max_depth = param_grid$max_depth[q], # Maximum depth of a tree + eta = param_grid$eta[q], # Learning rate + colsample_bytree = param_grid$colsample_bytree[q], # Subsample ratio of columns + min_child_weight = param_grid$min_child_weight[q], # Minimum sum of instance weight(hessian) needed in a child + subsample = param_grid$subsample[q], # Subsample ratio of the training instance + nthread = 1) # Number of parallel threads + + bcv <- xgb.cv( + params = params, + data = dtrain, + nrounds = 1000, + showsd = FALSE, + metrics = list("rmse"), + folds = splits, + verbose = TRUE, + print_every_n = 10, + early_stopping_rounds = 10) + + cbind(param_grid[q,], bcv$evaluation_log, row.names=NULL) + }, future.seed=TRUE, future.globals = c("param_grid", "train_data", "splits"), future.packages = c("xgboost", "dplyr")) + + scores <- rbindlist(scores) + fwrite(scores, file = outfile, sep = ",") +} else { + scores <- fread(outfile, data.table=FALSE) +} +``` + +```{r} +# evaluate parameter range +best_scores <- scores %>% + group_by(max_depth, eta, colsample_bytree, min_child_weight, subsample) %>% + filter(test_rmse_mean == min(test_rmse_mean)) %>% ungroup + +ggplot(best_scores, aes(x=iter, y = test_rmse_mean)) + + geom_point(color = "red") + + geom_errorbar(aes(ymin = test_rmse_mean - test_rmse_std, ymax = test_rmse_mean + test_rmse_std)) + + theme_bw(base_size = 12) + + labs(subtitle = "best score by # of iterations") + +best_params <- filter(best_scores, iter < 750) %>% # limit size of model + filter(test_rmse_mean == min(test_rmse_mean)) +print(best_params) +``` + +```{r build-final-model} +dtrain <- xgb.DMatrix(data = train_data %>% + dplyr::select(-dataset, -index, -improvement, -no_shuffle_zblocksize, -shuffle_zblocksize, -time, -blocksize, -weight) %>% + data.matrix, label = train_data$improvement, weight = train_data$weight) + +dvalid <- xgb.DMatrix(data = valid_data %>% + dplyr::select(-dataset, -index, -improvement, -no_shuffle_zblocksize, -shuffle_zblocksize, -time, -blocksize, -weight) %>% + data.matrix, label = valid_data$improvement, weight = valid_data$weight) + +params <- list( + objective = "reg:squarederror", # Regression task + max_depth = best_params$max_depth, # Maximum depth of a tree + eta = best_params$eta, # Learning rate + colsample_bytree = best_params$colsample_bytree, # Subsample ratio of columns + min_child_weight = best_params$min_child_weight, # Minimum sum of instance weight(hessian) needed in a child + subsample = best_params$subsample, # Subsample ratio of the training instance + nthread = 1) # Number of parallel threads + +bst <- xgb.train( + params = params, + data = dtrain, + nrounds = 1000, # Number of boosting rounds + watchlist = list(train = dtrain, test = dvalid), # For tracking performance + print_every_n = 10, # Print progress every 10 rounds + early_stopping_rounds = 10) # Stop early if no improvement for 10 rounds) + + +# save model +xgboost::xgb.save(bst, fname = "data/blockshuffle_xgboost_model.json") +``` + +```{r plot-validation-data, fig.width=11.5, fig.height=10.5} +# plot validation data by compress_level + +valid_data <- valid_data %>% mutate(prediction = predict(bst, dvalid)) + +pal <- palette.colors(palette = "Okabe-Ito") %>% rep(length.out=length(datasets)) +shp <- ifelse(duplicated(pal), 21, 24) +ggplot(valid_data, aes(x = prediction, y = improvement, color = dataset, shape = dataset)) + + geom_abline(aes(slope=1, intercept = 0), lty = 2) + + geom_vline(aes(xintercept=0), lty=2, color = "orange") + + geom_point(alpha=0.75) + + facet_wrap(~compress_level, ncol=4) + + scale_color_manual(values = pal) + + scale_shape_manual(values = shp) + + theme_bw(base_size = 12) +``` diff --git a/inst/analysis/blockshuffle_xgboost_model/blockshuffle_xgboost_model_training.html b/inst/analysis/blockshuffle_xgboost_model/blockshuffle_xgboost_model_training.html new file mode 100644 index 0000000..676336d --- /dev/null +++ b/inst/analysis/blockshuffle_xgboost_model/blockshuffle_xgboost_model_training.html @@ -0,0 +1,686 @@ + + + + + + + + + + + + + + +Block Shuffle Model Training + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+ + + + + + + +
suppressPackageStartupMessages({
+library(this.path)
+library(Rcpp)
+library(dplyr)
+library(data.table)
+library(qs2)
+library(stringplus)
+library(parallel)
+library(xgboost)
+library(caret)
+library(future.apply)
+})
+plan("future::multisession", workers=16)
+
+# dynamic blocksize set to 1048576
+qs2:::internal_set_blocksize(1048576)
+
## [1] 1048576
+
DATA_PATH <- "~/datasets/processed"
+
+# training datasets
+datasets <- DATA_PATH & "/" & c("DC_real_estate_2024.json.gz", "dslabs_mnist.rds", 
+                                "enwik8.csv.gz", "era5_land_wind_20230101.rds",
+                                "GAIA_pseudocolor.csv.gz", "NYSE_1962_2024.csv.gz",
+                                "recount3_gtex_heart.rds", "T_cell_ADIRP0000010.rds",
+                                "pisces_2018.csv.gz", "Berkeley_grid_temp_2010.rds",
+                                "Oahu_OSM.rds", "Clifford_100M.rds",
+                                "methylation_450k.rds", "NYC_motor_vehicle_collisions.csv.gz",
+                                "steam_games_2024.csv.gz", "twitter_sentiment140.csv.gz")
+
+# holdout testing datasets
+# datasets <- DATA_PATH & "/" & c("1000genomes_noncoding_vcf.csv.gz", "B_cell_petshopmouse3.tsv.gz",
+#                                 "ip_location_2023.csv.gz", "Netflix_Ratings.csv.gz")
+
+read_dataset <- function(d) {
+  if(d %like% "json.gz") {
+    DATA <- RcppSimdJson::fload(d)
+  } else if(d %like% ".csv.gz") {
+    DATA <- fread(d, sep = ",", data.table=F)
+  } else if(d %like% ".tsv.gz") {
+    DATA <- fread(d, sep = "\t", data.table=F)
+  } else {
+    DATA <- readRDS(d)
+  }
+}
+
outfile <- "data/blockshuffle_training_data.csv.gz"
+if(!file.exists(outfile)) {
+  
+  libs <- system("pkg-config --libs libzstd", intern = TRUE)
+  cflags <- system("pkg-config --cflags libzstd", intern = TRUE)
+  Sys.setenv(PKG_CPPFLAGS = "-mavx2 %s %s" | c(cflags, libs))
+  Sys.setenv(PKG_LIBS = "-mavx2 %s %s" | c(cflags, libs))
+  sourceCpp("blockshuffle_heuristic.cpp", verbose=TRUE, rebuild = TRUE)
+  min_shuffleblock_size <- 262144
+  
+  blocks_df <- lapply(datasets, function(d) {
+    tmp <- tempfile()
+    data <- read_dataset(d)
+    dname<- basename(d) %>% gsub("\\..+", "", .)
+    qs2::qd_save(data, file = tmp)
+    x <- qs2::qx_dump(tmp)
+    tibble(dataset = dname, blocks = x$blocks)
+  }) %>% rbindlist
+  blocks_df$blocksize <- sapply(blocks_df$blocks, length)
+  blocks_df <- filter(blocks_df, blocksize >= min_shuffleblock_size)
+  
+  gc(full=TRUE)
+  compress_levels <- 22:1
+  results <- mclapply(compress_levels, function(cl) {
+    print(cl)
+    output <- shuffle_heuristic(blocks_df$blocks)
+    output$no_shuffle_zblocksize <- og_compress(blocks_df$blocks, cl)$size
+    output$shuffle_zblocksize <- shuffle_compress(blocks_df$blocks, 8, cl)$size
+    output <- cbind(blocks_df %>% dplyr::select(blocksize, dataset), output) %>%
+      mutate(compress_level = cl)
+  }, mc.cores=8, mc.preschedule=FALSE) %>% rbindlist
+  
+  # add block index per dataset
+  results <- results %>%
+    group_by(dataset, compress_level) %>%
+    mutate(index = 1:n())
+  fwrite(results, outfile, sep = ",")
+} else {
+  results <- fread(outfile, data.table=FALSE)
+}
+
datasets <- datasets %>% basename %>% gsub("\\..+$", "", .)
+
+# prediction falls off after CL 16
+# so if user gives CL 16+ we wont rely on this heuristic and will instead try compression both ways
+data <- results %>% 
+  filter(compress_level <= 22) %>%
+  mutate(improvement = log(no_shuffle_zblocksize / shuffle_zblocksize) ) %>%
+  group_by(dataset) %>%
+  mutate(weight = 1/n()) %>%
+  ungroup %>%
+  mutate(weight = weight / mean(weight)) %>% # use mean(weight) == 1
+  as.data.frame
+
+set.seed(314156)
+train_index <- list()
+valid_index <- list()
+for(d in datasets) {
+  train_index[[d]] <- filter(data, dataset == d) %>%
+    pull(index) %>%
+    unique %>% sample(0.8 * length(.)) %>% sort
+  valid_index[[d]] <- filter(data, dataset == d) %>%
+    pull(index) %>%
+    unique %>% setdiff(train_index[[d]]) %>% sort
+}
+
+train_data <- lapply(datasets, function(d) {
+  filter(data, dataset == d) %>%
+    filter(index %in% train_index[[d]])
+}) %>% rbindlist
+
+valid_data <- lapply(datasets, function(d) {
+  filter(data, dataset == d) %>%
+    filter(index %in% valid_index[[d]])
+}) %>% rbindlist
+
+splits <- vector("list", 5)
+for(d in datasets) {
+  td <- train_data %>% filter(dataset == d)
+  x <- td %>% pull(index) %>% 
+    unique %>% sample
+  x <- split(x, rep_len(1:5, length(x)))
+  for(i in 1:5) {
+    # get row index in train_data and append to splits
+    splits[[i]] <- c(splits[[i]], which(train_data$index %in% x[[i]] & train_data$dataset == d))
+  }
+}
+
outfile <- "data/blockshuffle_param_search_cv.csv.gz"
+
+if(!file.exists(outfile)) {
+  param_grid <- expand.grid(
+    max_depth = c(4, 6, 8),
+    eta = c(0.01, 0.1, 0.3),
+    colsample_bytree = c(0.5, 0.7, 1.0),
+    min_child_weight = c(1, 5, 10),
+    subsample = c(0.5, 0.7, 1.0)
+  )
+  
+  scores <- future_lapply(1:nrow(param_grid), function(q) {
+    dtrain <- xgb.DMatrix(data = train_data %>% 
+                            dplyr::select(-dataset, -index, -improvement, -no_shuffle_zblocksize, -shuffle_zblocksize, -time, -blocksize, -weight) %>% 
+                            data.matrix, label = train_data$improvement, weight = train_data$weight)
+    
+    params <- list(
+      objective = "reg:squarederror",  # Regression task
+      max_depth = param_grid$max_depth[q],  # Maximum depth of a tree
+      eta = param_grid$eta[q],         # Learning rate
+      colsample_bytree = param_grid$colsample_bytree[q], # Subsample ratio of columns
+      min_child_weight = param_grid$min_child_weight[q], # Minimum sum of instance weight(hessian) needed in a child
+      subsample = param_grid$subsample[q], # Subsample ratio of the training instance
+      nthread = 1)                      # Number of parallel threads
+    
+    bcv <- xgb.cv(
+      params = params,
+      data = dtrain,
+      nrounds = 1000,
+      showsd = FALSE,
+      metrics = list("rmse"),
+      folds = splits,
+      verbose = TRUE,
+      print_every_n = 10,
+      early_stopping_rounds = 10)
+    
+    cbind(param_grid[q,], bcv$evaluation_log, row.names=NULL)
+  }, future.seed=TRUE, future.globals = c("param_grid", "train_data", "splits"), future.packages = c("xgboost", "dplyr"))
+  
+  scores <- rbindlist(scores)
+  fwrite(scores, file = outfile, sep = ",")
+} else {
+  scores <- fread(outfile, data.table=FALSE)
+}
+
# evaluate parameter range
+best_scores <- scores %>% 
+  group_by(max_depth, eta, colsample_bytree, min_child_weight, subsample) %>% 
+  filter(test_rmse_mean == min(test_rmse_mean)) %>% ungroup
+
+ggplot(best_scores, aes(x=iter, y = test_rmse_mean)) +
+  geom_point(color = "red") + 
+  geom_errorbar(aes(ymin = test_rmse_mean - test_rmse_std, ymax = test_rmse_mean + test_rmse_std)) +
+  theme_bw(base_size = 12) + 
+  labs(subtitle = "best score by # of iterations")
+

+
best_params <- filter(best_scores, iter < 750) %>% # limit size of model
+  filter(test_rmse_mean == min(test_rmse_mean))
+print(best_params)
+
## # A tibble: 1 × 10
+##   max_depth   eta colsample_bytree min_child_weight subsample  iter
+##       <int> <dbl>            <dbl>            <int>     <dbl> <int>
+## 1         8   0.1                1                1       0.5   272
+## # ℹ 4 more variables: train_rmse_mean <dbl>, train_rmse_std <dbl>,
+## #   test_rmse_mean <dbl>, test_rmse_std <dbl>
+
dtrain <- xgb.DMatrix(data = train_data %>% 
+                        dplyr::select(-dataset, -index, -improvement, -no_shuffle_zblocksize, -shuffle_zblocksize, -time, -blocksize, -weight) %>% 
+                        data.matrix, label = train_data$improvement, weight = train_data$weight)
+
+dvalid <- xgb.DMatrix(data = valid_data %>% 
+                        dplyr::select(-dataset, -index, -improvement, -no_shuffle_zblocksize, -shuffle_zblocksize, -time, -blocksize, -weight) %>% 
+                        data.matrix, label = valid_data$improvement, weight = valid_data$weight)
+
+params <- list(
+  objective = "reg:squarederror",  # Regression task
+  max_depth = best_params$max_depth,                   # Maximum depth of a tree
+  eta = best_params$eta,         # Learning rate
+  colsample_bytree = best_params$colsample_bytree, # Subsample ratio of columns
+  min_child_weight = best_params$min_child_weight, # Minimum sum of instance weight(hessian) needed in a child
+  subsample = best_params$subsample, # Subsample ratio of the training instance
+  nthread = 1)                      # Number of parallel threads
+
+bst <- xgb.train(
+  params = params,
+  data = dtrain,
+  nrounds = 1000,                   # Number of boosting rounds
+  watchlist = list(train = dtrain, test = dvalid),  # For tracking performance
+  print_every_n = 10,              # Print progress every 10 rounds
+  early_stopping_rounds = 10)       # Stop early if no improvement for 10 rounds)
+
## [1]  train-rmse:0.914314 test-rmse:0.889952 
+## Multiple eval metrics are present. Will use test_rmse for early stopping.
+## Will train until test_rmse hasn't improved in 10 rounds.
+## 
+## [11] train-rmse:0.352906 test-rmse:0.349053 
+## [21] train-rmse:0.173030 test-rmse:0.186785 
+## [31] train-rmse:0.118724 test-rmse:0.144675 
+## [41] train-rmse:0.097685 test-rmse:0.132198 
+## [51] train-rmse:0.085394 test-rmse:0.126460 
+## [61] train-rmse:0.078487 test-rmse:0.123835 
+## [71] train-rmse:0.072708 test-rmse:0.121920 
+## [81] train-rmse:0.067341 test-rmse:0.120455 
+## [91] train-rmse:0.064228 test-rmse:0.119857 
+## [101]    train-rmse:0.060913 test-rmse:0.118934 
+## [111]    train-rmse:0.057662 test-rmse:0.117987 
+## [121]    train-rmse:0.055649 test-rmse:0.117564 
+## [131]    train-rmse:0.053419 test-rmse:0.117289 
+## [141]    train-rmse:0.051747 test-rmse:0.116697 
+## [151]    train-rmse:0.050195 test-rmse:0.116441 
+## [161]    train-rmse:0.048646 test-rmse:0.116196 
+## [171]    train-rmse:0.047315 test-rmse:0.115892 
+## [181]    train-rmse:0.046030 test-rmse:0.115816 
+## [191]    train-rmse:0.044798 test-rmse:0.115790 
+## [201]    train-rmse:0.043813 test-rmse:0.115601 
+## [211]    train-rmse:0.042987 test-rmse:0.115464 
+## [221]    train-rmse:0.042097 test-rmse:0.115313 
+## [231]    train-rmse:0.041320 test-rmse:0.115246 
+## [241]    train-rmse:0.040655 test-rmse:0.115079 
+## [251]    train-rmse:0.039843 test-rmse:0.115019 
+## [261]    train-rmse:0.038911 test-rmse:0.114829 
+## [271]    train-rmse:0.038194 test-rmse:0.114760 
+## [281]    train-rmse:0.037487 test-rmse:0.114601 
+## [291]    train-rmse:0.036964 test-rmse:0.114557 
+## [301]    train-rmse:0.036492 test-rmse:0.114439 
+## [311]    train-rmse:0.035945 test-rmse:0.114449 
+## [321]    train-rmse:0.035410 test-rmse:0.114279 
+## [331]    train-rmse:0.035011 test-rmse:0.114239 
+## [341]    train-rmse:0.034603 test-rmse:0.114148 
+## [351]    train-rmse:0.034259 test-rmse:0.114036 
+## [361]    train-rmse:0.034015 test-rmse:0.114050 
+## [371]    train-rmse:0.033665 test-rmse:0.113943 
+## [381]    train-rmse:0.033310 test-rmse:0.113918 
+## [391]    train-rmse:0.033024 test-rmse:0.113956 
+## Stopping. Best iteration:
+## [383]    train-rmse:0.033229 test-rmse:0.113865
+
# save model
+xgboost::xgb.save(bst, fname = "data/blockshuffle_xgboost_model.json")
+
## [1] TRUE
+
# plot validation data by compress_level
+
+valid_data <- valid_data %>% mutate(prediction = predict(bst, dvalid))
+
+pal <- palette.colors(palette = "Okabe-Ito") %>% rep(length.out=length(datasets))
+shp <- ifelse(duplicated(pal), 21, 24)
+ggplot(valid_data, aes(x = prediction, y = improvement, color = dataset, shape = dataset)) + 
+  geom_abline(aes(slope=1, intercept = 0), lty = 2) + 
+  geom_vline(aes(xintercept=0), lty=2, color = "orange") +
+  geom_point(alpha=0.75) + 
+  facet_wrap(~compress_level, ncol=4) +
+  scale_color_manual(values = pal) +
+  scale_shape_manual(values = shp) +
+  theme_bw(base_size = 12)
+

+ + + + +
+ + + + + + + + + + + + + + + diff --git a/inst/analysis/blockshuffle_xgboost_model/convert_xgboost_json.R b/inst/analysis/blockshuffle_xgboost_model/convert_xgboost_json.R new file mode 100644 index 0000000..eb0135d --- /dev/null +++ b/inst/analysis/blockshuffle_xgboost_model/convert_xgboost_json.R @@ -0,0 +1,172 @@ +library(jsonlite) +library(dplyr) +library(stringplus) +library(this.path) +setwd(this.path::this.dir()) + +# append function such that append(x) <- "y" is equivalent to x <- c(x, "y") +`a<-` <- function (x, value) c(x, value) + +# read command line args +# args <- commandArgs(trailingOnly = TRUE) +# print(args) +# model_path <- args[1] +# output_path <- args[2] +# standalone <- args[3] %>% as.logical + +model_path <- "data/blockshuffle_xgboost_model.json" +output_path <- "../../../src/io/xgboost_blockshuffle_model.h" +standalone <- FALSE +# output_path <- "xgboost_model_cpp_standalone.cpp" +# standalone <- TRUE + +if(is.na(standalone)) stop("3rd argument must be TRUE or FALSE, whether the output is a standalone Rcpp file or not") + +model <- jsonlite::read_json(model_path, simplify=FALSE) +ntrees <- model$learner$attributes$best_ntreelimit %>% as.numeric +trees <- model$learner$gradient_booster$model$trees +base_score <- model$learner$learner_model_param$base_score + +# highest number of nodes in any tree +max_tree_size <- sapply(trees, function(x) x$left_children %>% length) %>% max + +node_index_type <- "uint16_t" +null_node_index <- 65535 +null_feature_index <- 255 # we only have 9 features + +# write script call with args +OUT <- c("// auto-generated by convert_xgboost_json.R", + "// Rscript convert_xgboost_json.R %s %s %s" | c(model_path, output_path, standalone)) + +if(standalone) { + a(OUT) <- c("#include ", "#include ", "#include ") + a(OUT) <- c("#include ", "using namespace Rcpp;") +} else { + a(OUT) <- c("#ifndef _QS2_XGBOOST_BLOCKSHUFFLE_MODEL_H", "#define _QS2_XGBOOST_BLOCKSHUFFLE_MODEL_H") + a(OUT) <- c("#include ", "#include ", "#include ") +} + +a(OUT) <- ' + +namespace XgboostBlockshuffleModel { + +struct XgTree { + struct XgNode { + XgNode * left_child; + XgNode * right_child; + uint8_t split_idx; + double split_cond; + }; + static constexpr uint8_t NULL_FEATURE_IDX = 255; + static constexpr uint16_t NULL_NODE_INDEX = 65535; + std::unique_ptr nodes; + // constructor takes initializer lists + XgTree(const std::vector & split_conditions, + const std::vector & split_indices, + const std::vector & left_children, + const std::vector & right_children) : + nodes(std::make_unique(split_conditions.size())) { + for(size_t i = 0; i < split_conditions.size(); ++i) { + nodes[i].split_idx = split_indices[i]; + nodes[i].split_cond = split_conditions[i]; + nodes[i].left_child = left_children[i] == NULL_NODE_INDEX ? nullptr : &nodes[left_children[i]]; + nodes[i].right_child = right_children[i] == NULL_NODE_INDEX ? nullptr : &nodes[right_children[i]]; + } + } + template double predict(const T & features) const { + static_assert(std::is_same::value, "T::value_type must be double"); + XgNode * current_node = &nodes[0]; + while(true) { + if(current_node->split_idx == NULL_FEATURE_IDX) { + return current_node->split_cond; + } + if(features[current_node->split_idx] < current_node->split_cond) { + current_node = current_node->left_child; + } else { + current_node = current_node->right_child; + } + } + } +}; +' + +nfeatures <- 0 +a(OUT) <- "static constexpr float base_score = %s;" | base_score +a(OUT) <- "static const std::array XgForest = {" | ntrees +for(i in 1:ntrees) { + tree <- trees[[i]] + left_children <- tree$left_children %>% unlist %>% ifelse(.==-1, null_node_index, .) + right_children <- tree$right_children %>% unlist %>% ifelse(.==-1, null_node_index, .) + split_conditions <- tree$split_conditions %>% unlist + split_indices <- tree$split_indices %>% unlist %>% ifelse(left_children == null_node_index & right_children == null_node_index, null_feature_index, .) + + # the number of features is the max+1 out of all the split_indices + nfeatures <- c(nfeatures, split_indices+1) %>% unique %>% setdiff(null_feature_index+1) %>% max + + len <- length(left_children) + stopifnot(len == length(right_children)) + stopifnot(len == length(split_conditions)) + stopifnot(len == length(split_indices)) + + # convert to strings + left_children <- left_children %>% paste0(collapse = ",") + right_children <- right_children %>% paste0(collapse = ",") + split_conditions <- split_conditions %>% paste0(collapse = ",") + split_indices <- split_indices %>% paste0(collapse = ",") + # wrap in initializer list + if(i == ntrees) { # no comma for last element + line <- "XgTree({%s}, {%s}, {%s}, {%s})" | c(split_conditions, split_indices, left_children, right_children) + } else { + line <- "XgTree({%s}, {%s}, {%s}, {%s})," | c(split_conditions, split_indices, left_children, right_children) + } + a(OUT) <- line +} +a(OUT) <- "};" # end XgForest +a(OUT) <- "" + +a(OUT) <- " +double predict_xgboost_impl(const std::array & features) { + double result = base_score; + for (auto & tree : XgForest) { + result += tree.predict(features); + } + return result; +} + +} // end namespace +" | nfeatures + + +if(standalone) { +a(OUT) <- " +// [[Rcpp::export(rng=false)]] +NumericVector predict_xgboost_cpp(DataFrame features) {" + for(i in 1:nfeatures) { + a(OUT) <- " NumericVector x%s = features[%s];" | c(i-1, i-1) + } + a(OUT) <- " + size_t nx = Rf_xlength(x0); + NumericVector out(nx); + for(size_t i=0; i f = {" | nfeatures + for(i in 1:nfeatures) { + if(i == nfeatures) { + a(OUT) <- " x%s[i]" | (i-1) + } else { + a(OUT) <- " x%s[i]," | (i-1) + } + + } + a(OUT) <- " }; + out[i] = XgboostBlockshuffleModel::predict_xgboost_impl(f); + } + return out; +} +" +} else { + a(OUT) <- " +#endif // include guard +" +} + +writeLines(text = OUT, con = output_path) diff --git a/inst/analysis/blockshuffle_xgboost_model/data/blockshuffle_param_search_cv.csv.gz b/inst/analysis/blockshuffle_xgboost_model/data/blockshuffle_param_search_cv.csv.gz new file mode 100644 index 0000000..2b9ebef Binary files /dev/null and b/inst/analysis/blockshuffle_xgboost_model/data/blockshuffle_param_search_cv.csv.gz differ diff --git a/inst/analysis/blockshuffle_xgboost_model/data/blockshuffle_testing_data.csv.gz b/inst/analysis/blockshuffle_xgboost_model/data/blockshuffle_testing_data.csv.gz new file mode 100644 index 0000000..6fbd796 Binary files /dev/null and b/inst/analysis/blockshuffle_xgboost_model/data/blockshuffle_testing_data.csv.gz differ diff --git a/inst/analysis/blockshuffle_xgboost_model/data/blockshuffle_training_data.csv.gz b/inst/analysis/blockshuffle_xgboost_model/data/blockshuffle_training_data.csv.gz new file mode 100644 index 0000000..6d266ea Binary files /dev/null and b/inst/analysis/blockshuffle_xgboost_model/data/blockshuffle_training_data.csv.gz differ diff --git a/inst/analysis/blockshuffle_xgboost_model/data/blockshuffle_xgboost_model.json b/inst/analysis/blockshuffle_xgboost_model/data/blockshuffle_xgboost_model.json new file mode 100644 index 0000000..12e54f2 --- /dev/null +++ b/inst/analysis/blockshuffle_xgboost_model/data/blockshuffle_xgboost_model.json @@ -0,0 +1 @@ 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\ No newline at end of file diff --git a/inst/analysis/blockshuffle_xgboost_model/xgboost_model_cpp_standalone.cpp b/inst/analysis/blockshuffle_xgboost_model/xgboost_model_cpp_standalone.cpp new file mode 100644 index 0000000..6aa0777 --- /dev/null +++ b/inst/analysis/blockshuffle_xgboost_model/xgboost_model_cpp_standalone.cpp @@ -0,0 +1,480 @@ +// auto-generated by convert_xgboost_json.R +// Rscript convert_xgboost_json.R data/blockshuffle_xgboost_model.json xgboost_model_cpp_standalone.cpp TRUE +#include +#include +#include +#include +using namespace Rcpp; + + +namespace XgboostBlockshuffleModel { + +struct XgTree { + struct XgNode { + XgNode * left_child; + XgNode * right_child; + uint8_t split_idx; + double split_cond; + }; + static constexpr uint8_t NULL_FEATURE_IDX = 255; + static constexpr uint16_t NULL_NODE_INDEX = 65535; + std::unique_ptr nodes; + // constructor takes initializer lists + XgTree(const std::vector & split_conditions, + const std::vector & split_indices, + const std::vector & left_children, + const std::vector & right_children) : + nodes(std::make_unique(split_conditions.size())) { + for(size_t i = 0; i < split_conditions.size(); ++i) { + nodes[i].split_idx = split_indices[i]; + nodes[i].split_cond = split_conditions[i]; + nodes[i].left_child = left_children[i] == NULL_NODE_INDEX ? nullptr : &nodes[left_children[i]]; + nodes[i].right_child = right_children[i] == NULL_NODE_INDEX ? nullptr : &nodes[right_children[i]]; + } + } + template double predict(const T & features) const { + static_assert(std::is_same::value, "T::value_type must be double"); + XgNode * current_node = &nodes[0]; + while(true) { + if(current_node->split_idx == NULL_FEATURE_IDX) { + return current_node->split_cond; + } + if(features[current_node->split_idx] < current_node->split_cond) { + current_node = current_node->left_child; + } else { + current_node = current_node->right_child; + } + } + } +}; + +static constexpr float base_score = 5E-1; +static const std::array XgForest = { +XgTree({31212.5,6148,9301,12695,3534,12.5,32429.5,7411.5,12.5,3509,7264.5,0.08832343,0.13275252,28154.5,26861,50,9232,0.085832566,0.12690106,3431,7270.5,7911.5,10801.5,25128.5,3.5,17.5,30362,23.5,4096,21958,8839.5,8599.5,7741.5,2135.5,-0.19277361,4347,9744.5,10902,22316,-0.060253423,1.5,-0.05095583,31845.5,21902.5,24721.5,29758.5,-0.03548529,37.5,18.5,3677.5,4638.5,5047.5,0.11624234,-0.09675267,-0.07529861,5.5,11.5,-0.13445579,4151.5,-0.196398,3355,12.5,9415.5,6328.5,4858.5,7168.5,9047,30465,27218.5,-0.038497962,-0.10716915,-0.07020622,-0.046549767,19670.5,24504,19811,-0.034653876,-0.03705976,30593.5,27,25,74.5,82.5,50.5,3099,6469.5,4813,7904.5,5970.5,7644.5,13508.5,4.5,-0.22501735,-0.18804602,-0.13953283,-0.13322094,-0.114333585,4025,-0.112285115,26.5,7040.5,2920.5,6443,12606,7982,5930.5,8268.5,-0.1261012,-0.10418894,8196.5,15494.5,1.5,24800.5,-0.020393373,-0.015238861,-0.026553243,-0.030579448,-0.025660722,-0.043570846,-0.039209906,-0.034925576,-0.049360357,-0.021480907,-0.109388255,-0.16808659,-0.018622398,-0.040027104,-0.019411812,0.051015563,-0.10592949,-0.06157106,-0.125133,-0.08938799,-0.022665503,-0.082187556,-0.030562153,-0.06682978,-0.015644152,-0.027055634,-0.03364571,-0.061703093,-0.2314926,-0.21189044,-0.19836496,-0.14003299,-0.19295715,-0.21000576,-0.12850265,-0.11553935,2.785165e-05,-0.08708977,-0.032977905,-0.07105397,-0.16501567,-0.12512659,-0.1103385,-0.047840297,-0.15254678,-0.19763857,-0.14426774,-0.11352795,-0.03747269,-0.08982993,-0.05169102,-0.030753914,-0.13138494,-0.09627881,-0.15725328,-0.10784673,-0.05828926,-0.11443853,-0.086779125,-0.073719054}, {3,4,0,5,5,8,5,3,8,3,5,255,255,4,6,6,0,255,255,7,4,4,6,2,8,8,2,7,5,1,6,6,6,5,255,5,0,2,3,255,8,255,5,4,4,6,255,6,8,4,0,6,255,255,255,8,8,255,1,255,5,8,3,1,1,1,3,2,2,255,255,255,255,0,4,0,255,255,4,2,5,0,2,7,5,2,6,0,0,0,0,8,255,255,255,255,255,1,255,0,0,1,3,0,1,0,5,255,255,5,3,8,3,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255}, {1,3,5,7,9,11,13,15,17,19,21,65535,65535,23,25,27,29,65535,65535,31,33,35,37,39,41,43,45,47,49,51,53,55,57,59,65535,61,63,65,67,65535,69,65535,71,73,75,77,65535,79,81,83,85,87,65535,65535,65535,89,91,65535,93,65535,95,97,99,101,103,105,107,109,111,65535,65535,65535,65535,113,115,117,65535,65535,119,121,123,125,127,129,131,133,135,137,139,141,143,145,65535,65535,65535,65535,65535,147,65535,149,151,153,155,157,159,161,163,65535,65535,165,167,169,171,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535}, {2,4,6,8,10,12,14,16,18,20,22,65535,65535,24,26,28,30,65535,65535,32,34,36,38,40,42,44,46,48,50,52,54,56,58,60,65535,62,64,66,68,65535,70,65535,72,74,76,78,65535,80,82,84,86,88,65535,65535,65535,90,92,65535,94,65535,96,98,100,102,104,106,108,110,112,65535,65535,65535,65535,114,116,118,65535,65535,120,122,124,126,128,130,132,134,136,138,140,142,144,146,65535,65535,65535,65535,65535,148,65535,150,152,154,156,158,160,162,164,65535,65535,166,168,170,172,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535}), +XgTree({31585.5,6148,9301,12695,3534,12.5,26861,7411.5,12.5,3509,7264.5,0.07783469,0.118565455,14169,31845.5,1198.5,9232,0.076819114,0.11686351,3431,7270.5,7911.5,10801.5,-0.0674208,21746.5,-0.055925544,30589.5,51.5,1487.5,21958,9510,8599.5,2856,2135.5,-0.1736986,4347,9744.5,10902,22316,19.5,17.5,29750,-0.03175097,39.5,19.5,633.5,2087,5047.5,0.10454052,-0.08094872,-0.056886684,5.5,12.5,-0.18964861,3387,-0.1739591,14.5,15.5,9415.5,6328.5,4921.5,7168.5,9047,30465,27222,19560.5,19560.5,24623.5,24900,29829.5,30538.5,76.5,88.5,7430,330,-0.20313524,15.5,18.5,4098.5,7904.5,6867.5,7644.5,13508.5,4.5,-0.2030851,-0.124002255,-0.1546099,-0.11814834,-0.10209916,4061,-0.09937471,26.5,7040.5,2084,6443,12606,7982,5930.5,8255,-0.11127448,-0.09376096,8196.5,15494.5,1.5,24800.5,-0.018717563,-0.013425511,-0.020557433,-0.039885055,-0.024516828,-0.027548825,-0.03406721,-0.029144332,-0.033653587,29799.5,-0.0351874,-0.031542003,-0.024345025,-0.04393069,-0.07903876,-0.16633987,-0.033755537,-0.08859355,0.015915869,-0.020688986,-0.12574139,-0.06634237,-0.024440618,0.02384646,-0.07440428,-0.043552324,-0.014078637,-0.024233436,-0.063230656,-0.030437648,-0.20945907,-0.19003215,-0.17849724,-0.12463992,-0.17334834,-0.18925518,-0.11429246,-0.10372793,0.0010691691,-0.07789762,-0.029527446,-0.066078536,-0.16385257,-0.11209817,-0.09651234,-0.04164366,-0.13615227,-0.17979969,-0.12961142,-0.10191446,-0.034818012,-0.08191276,-0.04724771,-0.02784901,-0.11784561,-0.086984396,-0.14246544,-0.09711028,-0.053115197,-0.10303377,-0.078602895,-0.06592098,-0.031801287,-0.035978228}, {3,4,0,5,5,8,6,3,8,3,5,255,255,4,5,2,0,255,255,7,4,4,6,255,6,255,2,1,3,1,7,6,5,5,255,5,0,2,3,8,8,6,255,0,8,7,2,6,255,255,255,8,8,255,5,255,8,8,3,1,1,1,3,2,2,6,6,4,6,4,0,6,0,0,6,255,8,8,5,0,7,0,0,8,255,255,255,255,255,1,255,0,0,7,3,0,1,0,5,255,255,5,3,8,3,255,255,255,255,255,255,255,255,255,0,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255}, {1,3,5,7,9,11,13,15,17,19,21,65535,65535,23,25,27,29,65535,65535,31,33,35,37,65535,39,65535,41,43,45,47,49,51,53,55,65535,57,59,61,63,65,67,69,65535,71,73,75,77,79,65535,65535,65535,81,83,65535,85,65535,87,89,91,93,95,97,99,101,103,105,107,109,111,113,115,117,119,121,123,65535,125,127,129,131,133,135,137,139,65535,65535,65535,65535,65535,141,65535,143,145,147,149,151,153,155,157,65535,65535,159,161,163,165,65535,65535,65535,65535,65535,65535,65535,65535,65535,167,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535}, {2,4,6,8,10,12,14,16,18,20,22,65535,65535,24,26,28,30,65535,65535,32,34,36,38,65535,40,65535,42,44,46,48,50,52,54,56,65535,58,60,62,64,66,68,70,65535,72,74,76,78,80,65535,65535,65535,82,84,65535,86,65535,88,90,92,94,96,98,100,102,104,106,108,110,112,114,116,118,120,122,124,65535,126,128,130,132,134,136,138,140,65535,65535,65535,65535,65535,142,65535,144,146,148,150,152,154,156,158,65535,65535,160,162,164,166,65535,65535,65535,65535,65535,65535,65535,65535,65535,168,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535,65535}), +XgTree({32357.5,6077.5,9301,8398,3633,12.5,26861,1148,9908.5,3606.5,7303,0.071411066,0.10789805,17.5,32312,46,1350.5,17160,12.5,6062.5,8359,8824,10801.5,22333.5,24623.5,26293,30589.5,65,18.5,15.5,2159.5,7689,12514.5,0.0713354,0.10403522,2059,6073.5,1856,9.5,4510,9636,15029,22316,16345.5,31701.5,14169,24795,-0.056891646,-0.03898899,29758.5,-0.02858122,39.5,37,3782,784.5,1294,2448,5099.5,4411.5,4191.5,10049.5,-0.11075773,63.5,-0.17544948,1658.5,-0.12044277,8540.5,-0.16511814,13.5,-0.1222045,-0.15244594,3531.5,9454.5,6525.5,4856.5,8387.5,10735.5,29959.5,27222,-0.03854121,19811,-0.071955934,24504,-0.06085459,19811,-0.03118673,-0.02704135,29829.5,30593.5,26,103.5,-0.06184878,-0.15416124,7636.5,19831,621.5,685.5,26.5,2588.5,1334.5,1356,19.5,-0.068376824,5196.5,5675,4.5,15.5,1.5,8047,-0.05036987,-0.067606114,-0.13197546,-0.103653945,5.5,8.5,-0.10830895,-0.09508573,4085.5,2091.5,5630,6609,4559.5,6144.5,12.5,10277,5775,10902,18410.5,31593,8198.5,15494.5,18740,3.5,-0.018004097,-0.012108761,-0.021752704,-0.024758546,-0.021463705,-0.03713825,-0.0302775,29799.5,-0.031717505,-0.028444827,-0.032642074,-0.014567325,-0.058847405,-0.1499997,-0.031238725,-0.07296889,-0.011281392,0.073728345,-0.011971003,-0.07351745,0.060817905,-0.0015144268,-0.11430367,-0.053216774,-0.12295524,-0.056292273,-0.052369505,-0.08871683,-0.1634177,-0.08968789,-0.020666925,0.009320738,-0.074816726,-0.036906715,-0.026137402,-0.059606057,-0.0099985,-0.01806481,-0.008296469,0.00097406463,-0.013157651,-0.028386388,-0.026601652,-0.06756853,-0.17938471,-0.16087392,-0.16318603,-0.18020721,-0.10665758,-0.047899168,-0.14559166,-0.093846545,-0.06533028,-0.07793322,-0.0265264,-0.049367297,-0.12797736,-0.09934768,-0.12124925,-0.041624863,-0.14170235,-0.17202495,-0.1234132,-0.10857896,-0.02360016,-0.05754252,-0.024794834,-0.082041346,-0.022746122,-0.06713819,-0.090622984,-0.044855755,-0.10361645,-0.07853867,-0.12748688,-0.08739639,-0.045766734,-0.09265919,-0.053705703,-0.069386296,-0.028706998,-0.03248554}, {3,0,0,7,1,8,6,6,1,7,1,255,255,8,5,3,7,6,8,6,0,0,6,0,4,0,2,2,8,8,2,6,5,255,255,1,2,1,8,1,4,0,3,0,1,4,2,255,255,6,255,0,0,1,1,0,6,6,1,2,4,255,0,255,7,255,4,255,8,255,255,4,3,5,5,5,2,2,2,255,0,255,4,255,0,255,255,4,4,2,6,255,255,4,1,0,6,0,1,7,3,8,255,7,5,8,8,8,2,255,255,255,255,8,8,255,255,1,5,6,1,1,1,8,4,6,2,0,3,1,3,7,8,255,255,255,255,255,255,255,0,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255}, 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+}; + + +double predict_xgboost_impl(const std::array & features) { + double result = base_score; + for (auto & tree : XgForest) { + result += tree.predict(features); + } + return result; +} + +} // end namespace + + +// [[Rcpp::export(rng=false)]] +NumericVector predict_xgboost_cpp(DataFrame features) { + NumericVector x0 = features[0]; + NumericVector x1 = features[1]; + NumericVector x2 = features[2]; + NumericVector x3 = features[3]; + NumericVector x4 = features[4]; + NumericVector x5 = features[5]; + NumericVector x6 = features[6]; + NumericVector x7 = features[7]; + NumericVector x8 = features[8]; + + size_t nx = Rf_xlength(x0); + NumericVector out(nx); + for(size_t i=0; i f = { + x0[i], + x1[i], + x2[i], + x3[i], + x4[i], + x5[i], + x6[i], + x7[i], + x8[i] + }; + out[i] = XgboostBlockshuffleModel::predict_xgboost_impl(f); + } + return out; +} + diff --git a/inst/analysis/blocksize_optimization/blocksize_benchmark_read_timer_function.R b/inst/analysis/blocksize_optimization/blocksize_benchmark_read_timer_function.R new file mode 100644 index 0000000..72cab77 --- /dev/null +++ b/inst/analysis/blocksize_optimization/blocksize_benchmark_read_timer_function.R @@ -0,0 +1,38 @@ +# helper script for copy and reading benchmarks +suppressPackageStartupMessages({ + library(dplyr, quietly=TRUE) + library(stringplus, quietly=TRUE) + library(qs2, quietly=TRUE) +}) + +set_string_ops("&", "|") + +args <- commandArgs(trailingOnly = TRUE) +algo <- args[1] +BLOCKSIZE <- args[2] %>% as.numeric +nthreads <- args[3] %>% as.numeric +file_path <- args[4] # must be full path not relative +output_temp_file <- args[5] # write results to here + +now <- function() assign(".time", Sys.time(), envir = globalenv()) +later <- function() { as.numeric(Sys.time() - get(".time", envir = globalenv()), units = "secs") } + +invisible(qs2:::internal_set_blocksize(BLOCKSIZE)) + +# now() +# x <- file.copy(file_path, copy_path) +# copy_time <- later() +if(algo == "qs2") { + suppressPackageStartupMessages( library(qs2, quietly=TRUE) ) + now() + x <- qs2::qs_read(file_path, validate_checksum = FALSE, nthreads = nthreads) + read_time <- later() +} else if(algo == "qdata") { + suppressPackageStartupMessages( library(qs2, quietly=TRUE) ) + now() + x <- qs2::qd_read(file_path, validate_checksum = FALSE, nthreads = nthreads) + read_time <- later() +} + +writeLines(text = c(read_time) %>% as.character, con = output_temp_file) + diff --git a/inst/analysis/blocksize_optimization/blocksize_optimization.Rmd b/inst/analysis/blocksize_optimization/blocksize_optimization.Rmd new file mode 100644 index 0000000..ece7383 --- /dev/null +++ b/inst/analysis/blocksize_optimization/blocksize_optimization.Rmd @@ -0,0 +1,125 @@ +--- +title: "Blocksize Optimization" +output: html_document +date: "2024-07-14" +--- + +```{r setup, include=TRUE} +knitr::opts_chunk$set(echo = TRUE) +suppressPackageStartupMessages({ +library(data.table) +library(dplyr) +library(this.path) +library(stringplus) +library(qs2) +library(ggplot2) +}) +now <- function() assign(".time", Sys.time(), envir = globalenv()) +later <- function() { as.numeric(Sys.time() - get(".time", envir = globalenv()), units = "secs") } +# Datasets for benchmarking +DATA_PATH <- "~/datasets/processed" +read_timer_script <- "blocksize_benchmark_read_timer_function.R" +SAVE_PATH <- tempfile() +RESULTS_PATH <- tempfile() +PLATFORM <- "ubuntu" # for caching and results name purposes + +# training datasets +datasets <- DATA_PATH & "/" & c("DC_real_estate_June_2024.json.gz", "dslabs_mnist.rds", "enwik8.csv.gz", + "era5_land_wind_20230101.rds", "GAIA_pseudocolor.csv.gz", "NYSE_1962_2024.csv.gz", + "recount3_gtex_heart.rds", "T_cell_ADIRP0000010.rds") + +read_dataset <- function(d) { + if(d %like% "json.gz") { + DATA <- RcppSimdJson::fload(d) + } else if(d %like% ".csv.gz") { + DATA <- fread(d, sep = ",", data.table=F) + } else { + DATA <- readRDS(d) + } +} +``` + + +```{r} +outfile <- PLATFORM & "_blocksize_optimization_data.csv.gz" +if(!file.exists(outfile)) { + + BLOCKSIZES <- as.integer(2^seq(17, 24)) %>% sort + grid <- expand.grid(cl = c(3, 9), + blocksize = BLOCKSIZES, + algo = c("qdata"), + nt = c(1,4), + rep = 1:5, stringsAsFactors = FALSE) + + results <- lapply(datasets, function(d) { + DATA <- read_dataset(d) + grid <- sample_frac(grid, 1) + lapply(1:nrow(grid), function(i) { + cl <- grid$cl[i] + b <- grid$blocksize[i] + algo <- grid$algo[i] + nt <- grid$nt[i] + rep <- grid$rep[i] + + qs2:::internal_set_blocksize(b) + now() + if(algo == "qs2") { + qs_save(DATA, file = SAVE_PATH, compress_level = cl, nthreads = nt, shuffle = FALSE) + } else { + qd_save(DATA, file = SAVE_PATH, compress_level = cl, nthreads = nt, shuffle = FALSE) + } + save_time <- later() + + # read timer + system("Rscript {path} {algo} {blocksize} {nthreads} {output} {results}" | + list(path=read_timer_script, algo=algo, blocksize=b, nthreads=nt, output=SAVE_PATH, results=RESULTS_PATH)) + read_time <- readLines(RESULTS_PATH) %>% as.numeric + + file_size <- file.info(SAVE_PATH)[1,"size"] / 1048576 + grid[i,] %>% mutate(save_time = save_time, read_time = read_time, file_size = file_size, + dataset = basename(d) %>% gsub("\\..+$", "", .)) + }) %>% rbindlist + }) %>% rbindlist + + fwrite(results, file = outfile, sep = ",") +} else { + results <- fread(outfile, data.table=FALSE) +} +``` + +```{r, fig.width=10.5, fig.height=10.5} +results <- results %>% + group_by(cl, blocksize, nt, dataset) %>% + summarize(save_time = median(save_time), read_time=median(read_time), file_size = max(file_size)) + + +ggplot(results, aes(y = save_time, x = file_size, color = factor(cl), lty = factor(nt))) + + # geom_point(color = "blue") + + geom_line() + + # geom_text_repel(aes(label = log2(blocksize) %>% signif(3) %>% as.character), + # size = 2, min.segment.length=Inf, box.padding = 0.1, force_pull = 2, color = "black") + + geom_text(aes(label = log2(blocksize) %>% signif(3) %>% as.character), + size = 2, color = "black") + + scale_x_log10() + + scale_y_log10(n.breaks = 8) + + facet_wrap(cl~dataset, scales = "free", ncol = 4) + + theme_bw(base_size=11) + + theme(legend.position = "bottom") + + labs(color = "compress level", lty = "nthreads") + + +ggplot(results, aes(y = read_time, x = file_size, color = factor(cl), lty = factor(nt))) + + # geom_point(color = "blue") + + geom_line() + + # geom_text_repel(aes(label = log2(blocksize) %>% signif(3) %>% as.character), + # size = 2, min.segment.length=Inf, box.padding = 0.1, force_pull = 2, color = "black") + + geom_text(aes(label = log2(blocksize) %>% signif(3) %>% as.character), + size = 2, color = "black") + + scale_x_log10() + + scale_y_log10(n.breaks = 8) + + facet_wrap(cl~dataset, scales = "free", ncol = 4) + + theme_bw(base_size=11) + + theme(legend.position = "bottom") + + labs(color = "compress level", lty = "nthreads") +``` + diff --git a/inst/analysis/blocksize_optimization/blocksize_optimization.html b/inst/analysis/blocksize_optimization/blocksize_optimization.html new file mode 100644 index 0000000..45b362b --- /dev/null +++ b/inst/analysis/blocksize_optimization/blocksize_optimization.html @@ -0,0 +1,514 @@ + + + + + + + + + + + + + + +Blocksize Optimization + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+ + + + + + + +
knitr::opts_chunk$set(echo = TRUE)
+suppressPackageStartupMessages({
+library(data.table)
+library(dplyr)
+library(this.path)
+library(stringplus)
+library(qs2)
+library(ggplot2)
+})
+now <- function() assign(".time", Sys.time(), envir = globalenv())
+later <- function() { as.numeric(Sys.time() - get(".time", envir = globalenv()), units = "secs") }
+# Datasets for benchmarking
+DATA_PATH <- "~/datasets/processed"
+read_timer_script <- "blocksize_benchmark_read_timer_function.R"
+SAVE_PATH <- tempfile()
+RESULTS_PATH <- tempfile()
+PLATFORM <- "ubuntu" # for caching and results name purposes
+
+# training datasets
+datasets <- DATA_PATH & "/" & c("DC_real_estate_June_2024.json.gz", "dslabs_mnist.rds", "enwik8.csv.gz", 
+              "era5_land_wind_20230101.rds", "GAIA_pseudocolor.csv.gz", "NYSE_1962_2024.csv.gz", 
+              "recount3_gtex_heart.rds", "T_cell_ADIRP0000010.rds")
+
+read_dataset <- function(d) {
+  if(d %like% "json.gz") {
+    DATA <- RcppSimdJson::fload(d)
+  } else if(d %like% ".csv.gz") {
+    DATA <- fread(d, sep = ",", data.table=F)
+  } else {
+    DATA <- readRDS(d)
+  }
+}
+
outfile <- PLATFORM & "_blocksize_optimization_data.csv.gz"
+if(!file.exists(outfile)) {
+
+  BLOCKSIZES <- as.integer(2^seq(17, 24)) %>% sort
+  grid <- expand.grid(cl = c(3, 9),
+                      blocksize = BLOCKSIZES,
+                      algo = c("qdata"),
+                      nt = c(1,4),
+                      rep = 1:5, stringsAsFactors = FALSE)
+  
+  results <- lapply(datasets, function(d) {
+    DATA <- read_dataset(d)
+    grid <- sample_frac(grid, 1)
+    lapply(1:nrow(grid), function(i) {
+      cl <- grid$cl[i]
+      b <- grid$blocksize[i]
+      algo <- grid$algo[i]
+      nt <- grid$nt[i]
+      rep <- grid$rep[i]
+      
+      qs2:::internal_set_blocksize(b)
+      now()
+      if(algo == "qs2") {
+        qs_save(DATA, file = SAVE_PATH, compress_level = cl, nthreads = nt, shuffle = FALSE)
+      } else {
+        qd_save(DATA, file = SAVE_PATH, compress_level = cl, nthreads = nt, shuffle = FALSE)
+      }
+      save_time <- later()
+      
+      # read timer
+      system("Rscript {path} {algo} {blocksize} {nthreads} {output} {results}" | 
+                list(path=read_timer_script, algo=algo, blocksize=b, nthreads=nt, output=SAVE_PATH, results=RESULTS_PATH))
+      read_time <- readLines(RESULTS_PATH) %>% as.numeric
+      
+      file_size <- file.info(SAVE_PATH)[1,"size"] / 1048576
+      grid[i,] %>% mutate(save_time = save_time, read_time = read_time, file_size = file_size, 
+                          dataset = basename(d) %>% gsub("\\..+$", "", .))
+    }) %>% rbindlist
+  }) %>% rbindlist
+  
+  fwrite(results, file = outfile, sep = ",")
+} else {
+  results <- fread(outfile, data.table=FALSE)
+}
+
results <- results %>%
+  group_by(cl, blocksize, nt, dataset) %>%
+  summarize(save_time = median(save_time), read_time=median(read_time), file_size = max(file_size))
+
## `summarise()` has grouped output by 'cl', 'blocksize', 'nt'. You can override
+## using the `.groups` argument.
+
ggplot(results, aes(y = save_time, x = file_size, color = factor(cl), lty = factor(nt))) + 
+  # geom_point(color = "blue") + 
+  geom_line() + 
+  # geom_text_repel(aes(label = log2(blocksize) %>% signif(3) %>% as.character), 
+  #                 size = 2, min.segment.length=Inf, box.padding = 0.1, force_pull = 2, color = "black") +
+  geom_text(aes(label = log2(blocksize) %>% signif(3) %>% as.character),
+                  size = 2, color = "black") +
+  scale_x_log10() +
+  scale_y_log10(n.breaks = 8) + 
+  facet_wrap(cl~dataset, scales = "free", ncol = 4) + 
+  theme_bw(base_size=11) + 
+  theme(legend.position = "bottom") + 
+  labs(color = "compress level", lty = "nthreads")
+

+
ggplot(results, aes(y = read_time, x = file_size, color = factor(cl), lty = factor(nt))) + 
+  # geom_point(color = "blue") + 
+  geom_line() + 
+  # geom_text_repel(aes(label = log2(blocksize) %>% signif(3) %>% as.character), 
+  #                 size = 2, min.segment.length=Inf, box.padding = 0.1, force_pull = 2, color = "black") +
+  geom_text(aes(label = log2(blocksize) %>% signif(3) %>% as.character),
+            size = 2, color = "black") +
+  scale_x_log10() +
+  scale_y_log10(n.breaks = 8) + 
+  facet_wrap(cl~dataset, scales = "free", ncol = 4) + 
+  theme_bw(base_size=11) + 
+  theme(legend.position = "bottom") + 
+  labs(color = "compress level", lty = "nthreads")
+

+ + + + +
+ + + + + + + + + + + + + + + diff --git a/inst/analysis/blocksize_optimization/ubuntu_blocksize_optimization.html b/inst/analysis/blocksize_optimization/ubuntu_blocksize_optimization.html new file mode 100644 index 0000000..55c18e0 --- /dev/null +++ b/inst/analysis/blocksize_optimization/ubuntu_blocksize_optimization.html @@ -0,0 +1,482 @@ + + + + + + + + + + + + + + +Blocksize Optimization + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+ + + + + + + +
outfile <- PLATFORM & "_blocksize_optimization_data.csv"
+if(!file.exists(outfile)) {
+
+  BLOCKSIZES <- as.integer(2^seq(17, 24)) %>% sort
+  grid <- expand.grid(cl = c(3, 9),
+                      blocksize = BLOCKSIZES,
+                      algo = c("qdata"),
+                      nt = c(1,4),
+                      rep = 1:5, stringsAsFactors = FALSE)
+  
+  results <- lapply(datasets, function(d) {
+    DATA <- read_dataset(d)
+    grid <- sample_frac(grid, 1)
+    lapply(1:nrow(grid), function(i) {
+      cl <- grid$cl[i]
+      b <- grid$blocksize[i]
+      algo <- grid$algo[i]
+      nt <- grid$nt[i]
+      rep <- grid$rep[i]
+      
+      qs2:::internal_set_blocksize(b)
+      now()
+      if(algo == "qs2") {
+        qs_save(DATA, file = SAVE_PATH, compress_level = cl, nthreads = nt, shuffle = FALSE)
+      } else {
+        qd_save(DATA, file = SAVE_PATH, compress_level = cl, nthreads = nt, shuffle = FALSE)
+      }
+      save_time <- later()
+      
+      # read timer
+      system("Rscript {path} {algo} {blocksize} {nthreads} {output} {results}" | 
+                list(path=read_timer_script, algo=algo, blocksize=b, nthreads=nt, output=SAVE_PATH, results=RESULTS_PATH))
+      read_time <- readLines(RESULTS_PATH) %>% as.numeric
+      
+      file_size <- file.info(SAVE_PATH)[1,"size"] / 1048576
+      grid[i,] %>% mutate(save_time = save_time, read_time = read_time, file_size = file_size, 
+                          dataset = basename(d) %>% gsub("\\..+$", "", .))
+    }) %>% rbindlist
+  }) %>% rbindlist
+  
+  fwrite(results, file = outfile, sep = ",")
+} else {
+  results <- fread(outfile, data.table=FALSE)
+}
+
results <- results %>%
+  group_by(cl, blocksize, nt, dataset) %>%
+  summarize(save_time = median(save_time), read_time=median(read_time), file_size = max(file_size))
+
## `summarise()` has grouped output by 'cl', 'blocksize', 'nt'. You can override
+## using the `.groups` argument.
+
ggplot(results, aes(y = save_time, x = file_size, color = factor(cl), lty = factor(nt))) + 
+  # geom_point(color = "blue") + 
+  geom_line() + 
+  # geom_text_repel(aes(label = log2(blocksize) %>% signif(3) %>% as.character), 
+  #                 size = 2, min.segment.length=Inf, box.padding = 0.1, force_pull = 2, color = "black") +
+  geom_text(aes(label = log2(blocksize) %>% signif(3) %>% as.character),
+                  size = 2, color = "black") +
+  scale_x_log10() +
+  scale_y_log10(n.breaks = 8) + 
+  facet_wrap(cl~dataset, scales = "free", ncol = 4) + 
+  theme_bw(base_size=11) + 
+  theme(legend.position = "bottom") + 
+  labs(color = "compress level", lty = "nthreads")
+

+
ggplot(results, aes(y = read_time, x = file_size, color = factor(cl), lty = factor(nt))) + 
+  # geom_point(color = "blue") + 
+  geom_line() + 
+  # geom_text_repel(aes(label = log2(blocksize) %>% signif(3) %>% as.character), 
+  #                 size = 2, min.segment.length=Inf, box.padding = 0.1, force_pull = 2, color = "black") +
+  geom_text(aes(label = log2(blocksize) %>% signif(3) %>% as.character),
+            size = 2, color = "black") +
+  scale_x_log10() +
+  scale_y_log10(n.breaks = 8) + 
+  facet_wrap(cl~dataset, scales = "free", ncol = 4) + 
+  theme_bw(base_size=11) + 
+  theme(legend.position = "bottom") + 
+  labs(color = "compress level", lty = "nthreads")
+

+ + + + +
+ + + + + + + + + + + + + + + diff --git a/inst/analysis/blocksize_optimization/ubuntu_blocksize_optimization_data.csv.gz b/inst/analysis/blocksize_optimization/ubuntu_blocksize_optimization_data.csv.gz new file mode 100644 index 0000000..c74ce9b Binary files /dev/null and b/inst/analysis/blocksize_optimization/ubuntu_blocksize_optimization_data.csv.gz differ diff --git a/inst/analysis/parse_datasets.R b/inst/analysis/parse_datasets.R new file mode 100644 index 0000000..ee5b8b4 --- /dev/null +++ b/inst/analysis/parse_datasets.R @@ -0,0 +1,254 @@ +library(data.table) +library(stringplus) +set_string_ops("&", "|") + +# data path to store large benchmark files +DATA_PATH <- "~/datasets/processed" + +################################################################################ +# GAIA celestial pseudocolor dataset +# License: Other (https://www.cosmos.esa.int/web/gaia-users/license) +# Data used for pseudocolor plot inst/benchmarks/GAIA_galaxy_pseudocolor.png + + +files <- c("http://cdn.gea.esac.esa.int/Gaia/gdr2/gaia_source_with_rv/csv/GaiaSource_1584380076484244352_2200921635402776448.csv.gz", + "http://cdn.gea.esac.esa.int/Gaia/gdr2/gaia_source_with_rv/csv/GaiaSource_2200921875920933120_3650804325670415744.csv.gz", + "http://cdn.gea.esac.esa.int/Gaia/gdr2/gaia_source_with_rv/csv/GaiaSource_2851858288640_1584379458008952960.csv.gz", + "http://cdn.gea.esac.esa.int/Gaia/gdr2/gaia_source_with_rv/csv/GaiaSource_3650805523966057472_4475721411269270528.csv.gz", + "http://cdn.gea.esac.esa.int/Gaia/gdr2/gaia_source_with_rv/csv/GaiaSource_4475722064104327936_5502601461277677696.csv.gz", + "http://cdn.gea.esac.esa.int/Gaia/gdr2/gaia_source_with_rv/csv/GaiaSource_5502601873595430784_5933051501826387072.csv.gz", + "http://cdn.gea.esac.esa.int/Gaia/gdr2/gaia_source_with_rv/csv/GaiaSource_5933051914143228928_6714230117939284352.csv.gz", + "http://cdn.gea.esac.esa.int/Gaia/gdr2/gaia_source_with_rv/csv/GaiaSource_6714230465835878784_6917528443525529728.csv.gz") + +stars <- lapply(files, function(f) { + print(f) + data.table::fread(f, select = c("parallax", "dec", "ra", "astrometric_pseudo_colour", "lum_val"), colClasses = "character") +}) %>% rbindlist %>% as.data.frame +fwrite(stars, file = DATA_PATH & "/GAIA_pseudocolor.csv.gz", sep = ",") + +# enwik8, a single column dataframe of first 1e8 lines in wikipedia +download_path <- DATA_PATH & "enwik8.zip" +download.file("http://mattmahoney.net/dc/enwik8.zip", download_path) +con <- unz(download_path, "enwik8") +data <- data.frame(text=readLines(con)) +close(con) +fwrite(data, DATA_PATH & "/enwik8.csv.gz") + +################################################################################ +# T-cell data +# License: CC BY 4.0 +# Reference: https://clients.adaptivebiotech.com/pub/covid-2020 +# Nolan, Sean, et al. "A large-scale database of T-cell receptor beta (TCRβ) sequences and binding associations from natural and synthetic exposure to SARS-CoV-2." Research square (2020). + +dl_file <- "https://adaptivepublic.blob.core.windows.net/publishedproject-supplements/covid-2020/ImmuneCODE-Repertoires-002.2.tgz" +local_file <- DATA_PATH & "/ImmuneCODE-Repertoires-002.2.tgz" +system("wget %s -O %s" | c(dl_file, local_file)) +# untar to DATA_PATH +system( "tar -xvf %s" | local_file ) +cols <- c(rearrangement = "character", extended_rearrangement = "character", +bio_identity = "character", amino_acid = "character", templates = "integer", +frame_type = "character", rearrangement_type = "character", productive_frequency = "numeric", +cdr1_start_index = "integer", cdr1_rearrangement_length = "integer", +cdr2_start_index = "integer", cdr2_rearrangement_length = "integer", +cdr3_start_index = "integer", cdr3_length = "integer", v_index = "integer", +n1_index = "integer", d_index = "integer", n2_index = "integer", +j_index = "integer", v_deletions = "integer", n2_insertions = "integer", +d3_deletions = "integer", d5_deletions = "integer", n1_insertions = "integer", +j_deletions = "integer", chosen_j_allele = "character", chosen_j_family = "character", +chosen_j_gene = "character", chosen_v_allele = "character", chosen_v_family = "character", +chosen_v_gene = "character", d_allele = "character", d_allele_ties = "character", +d_family = "character", d_family_ties = "character", d_gene = "character", +d_gene_ties = "character", d_resolved = "character", j_allele = "character", +j_allele_ties = "character", j_family = "character", j_family_ties = "character", +j_gene = "character", j_gene_ties = "character", j_resolved = "character", +v_allele = "character", v_allele_ties = "character", v_family = "character", +v_family_ties = "character", v_gene = "character", v_gene_ties = "character", +v_resolved = "character") +data <- fread(DATA_PATH & "/ImmuneCODE-Repertoires-002.2/ADIRP0000010_20200612_Frblood_Repertorie_TCRB.tsv", colClasses = cols, na.strings = c("no data", "unknown", "na")) +data <- as.data.frame(data) +saveRDS(data, file = DATA_PATH & "/T_cell_ADIRP0000010.rds") + + +################################################################################ +# MNIST +# License: Artistic-2.0 +# Reference: https://cran.r-project.org/web/packages/dslabs/index.html + +library(dslabs) +data <- dslabs::read_mnist() +saveRDS(data, file = DATA_PATH & "/dslabs_mnist.rds") + +################################################################################ +# RNA-Seq gtex heart data +# License: Artistic-2.0 +# Reference: https://bioconductor.org/packages/release/bioc/html/recount3.html + +library(recount3) + +z <- recount3::create_rse_manual( + project = "HEART", + project_home = "data_sources/gtex", + organism = "human", + annotation = "gencode_v26", + type = "gene" +) +counts <- recount3::transform_counts(z) +mode(counts) <- "integer" +saveRDS(counts, file = DATA_PATH & "/recount3_gtex_heart.rds") + +################################################################################ +# EU Copernicus ERA5 wind data +# License: other (https://www.copernicus.eu/en/access-data/copyright-and-licences) +# Reference: https://cds.climate.copernicus.eu/ +# register for API key + + +library(ecmwfr) +library(ncdf4) +library(askpass) + +user <- askpass("user") +key <- askpass("key") +wf_set_key(user=user, key = key, service = "cds") + +request <- list( + "dataset_short_name" = 'reanalysis-era5-land-monthly-means', + "product_type" = "reanalysis", + "variable" = c('10m_u_component_of_wind', '10m_v_component_of_wind'), + 'month' = 1:12, + 'year' = '2023', + "format" = "netcdf", + "target" = "reanalysis-era5-land-wind-monthly.nc" +) + + +file <- wf_request( + user = user, + request = request, + transfer = TRUE, + path = DATA_PATH) + +nc <- nc_open(DATA_PATH & "/reanalysis-era5-land-wind-monthly.nc") +data <- list(u10 = ncvar_get(nc, "u10"), v10 = ncvar_get(nc, "u10")) +saveRDS(data, file = DATA_PATH & "/era5_land_wind_20230101.rds") + +################################################################################ +# Berkeley 2010-2019 global temperature +# License: Creative Commons BY-NC 4.0 International +# Reference: https://berkeleyearth.org/data/ + +library(ncdf4) +nc <- nc_open(DATA_PATH & "/Berkeley_grid_temp_2010.nc") +data <- ncvar_get(nc, "temperature") +saveRDS(data, file = DATA_PATH & "/Berkeley_grid_temp_2010.rds") + +################################################################################ +# Open street map +# License: Open Data Commons Open Database License (ODbL) +# Reference: https://wiki.openstreetmap.org/wiki/Downloading_data +# https://overpass-api.de/api/map?bbox=-122.8938,47.3588,-121.7903,47.8556 + +library(xml2) +data <- read_xml(DATA_PATH & "/Oahu_OSM.xml") +data <- as_list(data) +saveRDS(data, file = DATA_PATH & "Oahu_OSM.rds") + + +################################################################################ +# NYC vehicle collisions +# License: "This dataset is intended for public access and use." +# https://catalog.data.gov/dataset/motor-vehicle-collisions-crashes + +################################################################################ +# methylation volcano +# License: Artistic-2.0 +# Reference: https://bioconductor.org/packages/release/workflows/html/methylationArrayAnalysis.html + +library(minfi) +library(methylationArrayAnalysis) + +dataDirectory <- system.file("extdata", package = "methylationArrayAnalysis") +targets <- read.metharray.sheet(dataDirectory, pattern="SampleSheet.csv") +rgSet <- read.metharray.exp(targets=targets) +data <- list(red = getRed(rgSet), green = getGreen(rgSet)) + +saveRDS(DMPs, file = DATA_PATH & "/methylation_450k.rds") + +################################################################################ +# clifford attractor +# License: N/A +# Reference: https://paulbourke.net/fractals/clifford/ + +library(glow) + +N <- 2e7 +x0 <- 0.1 +y0 <- 0 +cliff_points <- clifford_attractor(N, 1.886,-2.357,-0.328, 0.918, x0, y0) +saveRDS(cliff_points, file = DATA_PATH & "/clifford_100M.rds") + +################################################################################ +# 1000 genomes non-coding VCF +# https://ftp.1000genomes.ebi.ac.uk/vol1/ftp/phase1/analysis_results/functional_annotation/annotated_vcfs/ALL.wgs.integrated_phase1_release_v3_noncoding_annotation_20120330.20101123.snps_indels_sv.sites.vcf.gz +# 1000genomes_noncoding.vcf.gz +# License: creative commons Attribution-NonCommercial-ShareAlike 3.0 Unported licence +# Reference: A global reference for human genetic variation, The 1000 Genomes Project Consortium, Nature 526, 68-74 (01 October 2015) doi:10.1038/nature15393. +# https://www.internationalgenome.org/faq/how-do-I-cite-IGSR + +# fix broken VCF format +data <- readLines(DATA_PATH & "/1000genomes_noncoding.vcf.gz") +data <- grep("^##", data, value=T, invert=T) +data[1] <- gsub("^#", "", data[1]) +data[1] <- gsub("\\W+", "\t", data[1]) +data <- fread(text = data, sep = "\t", data.table=F) +fwrite(data, file = DATA_PATH & "/1000genomes_noncoding_vcf.csv.gz", sep = ",") + +################################################################################ +# B-cell AIRR data "Pet shop mouse 3" +# License: N/A +# References: +# Corrie et al. iReceptor: a platform for querying and analyzing antibody/B-cell and T-cell receptor repertoire data across federated repositories, Immunological Reviews, Volume 284:24-41 (2018). +# Greiff, Victor, et al. "Systems analysis reveals high genetic and antigen-driven predetermination of antibody repertoires throughout B cell development." Cell reports 19.7 (2017): 1467-1478. +# https://www.ebi.ac.uk/ena/browser/view/PRJEB18631 + +################################################################################ +# kaggle datasets + +# Twitter Sentiment140 +# https://www.kaggle.com/datasets/kazanova/sentiment140 +# twitter_sentiment140.csv.gz +# License: N/A +# Reference: Go, A., Bhayani, R. and Huang, L., 2009. Twitter sentiment classification using distant supervision. CS224N Project Report, Stanford, 1(2009), p.12. +# + +# Steam game database 2024 +# https://www.kaggle.com/datasets/artermiloff/steam-games-dataset +# steam_games_2024.csv.gz +# License: MIT + +# protein structure PISCES +# https://www.kaggle.com/datasets/alfrandom/protein-secondary-structure +# pisces_2018.csv.gz +# License: Database Contents License (DbCL) v1.0 +# Reference: Wang, Guoli, and Roland L. Dunbrack Jr. "PISCES: a protein sequence culling server." Bioinformatics 19.12 (2003): 1589-1591. + +# IP location dataset +# https://www.kaggle.com/datasets/joebeachcapital/global-ip-dataset-by-location-2023 +# ip_location_2023.csv.gz +# License: CC BY 4.0 + +# DC real estate listings 2024 +# https://www.kaggle.com/datasets/datadetective08/washington-d-c-housing-market-2024 +# DC_real_estate_2024.json.gz +# License: CC BY-NC-SA 4.0 + +# NYSE stock prices 1962 to 2024 +# https://www.kaggle.com/datasets/eren2222/nasdaq-nyse-nyse-a-otc-daily-stock-1962-2024 +# NYSE_1962_2024.csv.gz +# License: Apache 2.0 + +# Netflix movie ratings +# https://www.kaggle.com/datasets/rishitjavia/netflix-movie-rating-dataset +# Netflix_Ratings.csv.gz +# License: CC0: Public Domain + diff --git a/src/io/zstd_module.h b/src/io/zstd_module.h index 79c9359..45295b3 100644 --- a/src/io/zstd_module.h +++ b/src/io/zstd_module.h @@ -127,7 +127,6 @@ struct ZstdShuffleCompressor { } } - } else { // heuristic == DONT_USE_HEURISTIC auto output_size = ZSTD_compressCCtx(cctx, dst, dstCapacity, src, srcSize, compress_level); if(ZSTD_isError(output_size)) { diff --git a/src/qs_unwind_protect.h b/src/qs_unwind_protect.h index 374555f..338e8b8 100644 --- a/src/qs_unwind_protect.h +++ b/src/qs_unwind_protect.h @@ -45,6 +45,7 @@ struct RerrorUnwind { std::jmp_buf jmpbuf; \ if (setjmp(jmpbuf)) { \ block_io.cleanup(); \ + Rf_warning("%s", "File read interrupted"); \ throw RerrorUnwind{cont_token}; \ } \ @@ -52,7 +53,7 @@ struct RerrorUnwind { std::jmp_buf jmpbuf; \ if (setjmp(jmpbuf)) { \ block_io.cleanup(); \ - Rf_warning("%s", "Interrupt detected, file/object will be incomplete"); \ + Rf_warning("%s", "File save interrupted, file/object will be incomplete"); \ throw RerrorUnwind{cont_token}; \ } \ diff --git a/src/qx_functions.cpp b/src/qx_functions.cpp index 34a06dd..e282990 100644 --- a/src/qx_functions.cpp +++ b/src/qx_functions.cpp @@ -193,6 +193,14 @@ SEXP qd_read(const std::string & file, const bool use_alt_rep = false, const boo throw std::runtime_error("For file " + file + ": hash not stored, save file may be incomplete"); } + if(validate_checksum) { + uint64_t computed_hash = read_qx_hash(myFile); + if(computed_hash != stored_hash) { + throw_error("For file " + file + ": hash mismatch"); + } + } + + if(nthreads > 1) { #if RCPP_PARALLEL_USE_TBB tbb::global_control gc(tbb::global_control::parameter::max_allowed_parallelism, nthreads); diff --git a/tests/correctness_testing.R b/tests/correctness_testing.R index 13517b9..d6b6790 100644 --- a/tests/correctness_testing.R +++ b/tests/correctness_testing.R @@ -44,7 +44,7 @@ if (nchar(Sys.getenv("QS_EXTENDED_TESTS")) == 0) { test_points_raw_vector <- c(test_points, seq(2^19-1000,2^19)) %>% sort test_points_character_vector <- test_points max_size <- 1e7 - random_cl <- 10 + random_cl <- 19 if(qs2:::check_TBB() == FALSE) { cat("TBB not detected\n") random_threads <- 1 # no TBB support @@ -139,6 +139,7 @@ qs_save_rand <- function(x) { qs_read_rand <- function() { ar <- sample(c(TRUE, FALSE),1) nt <- sample(random_threads, 1) + check <- sample(c(TRUE, FALSE),1) if(format == "qs2") { qs2::qs_read(myfile, validate_checksum=check, nthreads = nt) } else if(format == "qdata") { @@ -148,10 +149,9 @@ qs_read_rand <- function() { ################################################################################################ for(format in c("qdata", "qs2")) { -for(check in c(TRUE, FALSE)) { for (q in 1:reps) { - cat("########################################") - cat("Format", format, "using checksum", check, "rep", q, "of", reps, "\n") + cat("########################################\n") + cat("Format", format, "rep", q, "of", reps, "\n") time <- vector("numeric", length = internal_reps) for (tp in test_points) { @@ -453,7 +453,6 @@ for (q in 1:reps) { printCarriage(sprintf("nested tibble test: %s s", signif(mean(time), 4))) cat("\n") } # end format -} # end check } # end reps } # end requireNamespace \ No newline at end of file diff --git a/vignettes/vignette.html b/vignettes/vignette.html index 3fad538..9100664 100644 --- a/vignettes/vignette.html +++ b/vignettes/vignette.html @@ -14,103 +14,89 @@ qs2 - + code{white-space: pre-wrap;} + span.smallcaps{font-variant: small-caps;} + span.underline{text-decoration: underline;} + div.column{display: inline-block; vertical-align: top; width: 50%;} + div.hanging-indent{margin-left: 1.5em; text-indent: -1.5em;} + ul.task-list{list-style: none;} +