Skip to content
Open
Show file tree
Hide file tree
Changes from all commits
Commits
File filter

Filter by extension

Filter by extension

Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
4 changes: 3 additions & 1 deletion DESCRIPTION
Original file line number Diff line number Diff line change
Expand Up @@ -50,7 +50,9 @@ Suggests:
palmerpenguins,
mvtnorm,
numDeriv,
katex
katex,
tabulate,
prettyunits
VignetteBuilder: knitr
Collate:
'R7.R'
Expand Down
105 changes: 104 additions & 1 deletion R/cuda.R
Original file line number Diff line number Diff line change
Expand Up @@ -154,8 +154,111 @@ cuda_memory_stats <- function(device = cuda_current_device()) {
#' @rdname cuda_memory_stats
#' @export
cuda_memory_summary <- function(device = cuda_current_device()) {
if (rlang::is_installed("tabulate")) {
tabulate_memory_summary(device)
} else {
cli::cli_warn(
.frequency = "once", .frequency_id = "tabulate",
"Install the {.var tabulate} package for a better display."
)
result <- cuda_memory_stats(device)
print(result)
}
}

tabulate_memory_summary <- function(device = cuda_current_device()) {
rlang::check_installed("prettyunits")
result <- cuda_memory_stats(device)
print(result)

title <- tabulate::tabulate_table()
title %>%
tabulate::table_add_row(paste0("CUDA memory summary, device ID ", device))

OOM <- tabulate::tabulate_table()
OOM %>%
tabulate::table_add_row(c(
paste0("CUDA OOMs: ", result$num_ooms),
paste0("cudaMalloc retries: ", result$num_alloc_retries)
)) %>%
tabulate::format_hide_border()

title %>%
tabulate::table_add_row(OOM)

metrics <- tabulate::tabulate_table()
metrics %>%
tabulate::table_add_row(c("Metric", "Cur Usage", "Peak Usage", "Tot Alloc", "Tot Freed"))

i <- 2

add_metric_row <- function(table, title, metrics, format) {
table %>%
tabulate::table_add_row(c(
title,
format(metrics$current),
format(metrics$peak),
format(metrics$allocated),
format(metrics$freed)
))
if ((i+1) %% 3 != 0) {
table[i,] %>% tabulate::format_hide_border_top()
table[i, 1] %>% tabulate::format_font_align("right")
} else {
table[i,1] %>% tabulate::format_font_align("left")
}

i <<- i+1
invisible(table)
}

add_metric <- function(table, title, metrics, format = prettyunits::pretty_bytes) {
table %>%
add_metric_row(title, metrics$all, format) %>%
add_metric_row("from large pool", metrics$large_pool, format) %>%
add_metric_row("from small pool", metrics$small_pool, format)
invisible(table)
}

format_int <- function(x) {
format(x, big.mark = ",", scientific = FALSE)
}

metrics %>%
add_metric("Allocated memory", result$allocated_bytes) %>%
add_metric("Active memory", result$active_bytes) %>%
add_metric("GPU reserved memory", result$reserved_bytes) %>%
add_metric("Allocations", result$allocation, format_int) %>%
add_metric("Active allocs", result$active, format_int) %>%
add_metric("GPU reserved segments", result$segment, format_int)

metrics %>%
tabulate::table_add_row(c(
"Oversize allocations",
sapply(result$oversize_allocations, format_int)
))

metrics %>%
tabulate::table_add_row(c(
"Oversize GPU segments",
sapply(result$oversize_segments, format_int)
))

space <- "."

metrics[1,] %>% tabulate::format_hide_border_top()
metrics[,1] %>% tabulate::format_border_left(value = space)
metrics[,1] %>% tabulate::format_corner(value = "-")
metrics[,5] %>% tabulate::format_border_right(value = space)
metrics[,5] %>% tabulate::format_corner(value="-")

title %>%
tabulate::table_add_row(metrics)

title[1,1] %>% tabulate::format_font_align("center")
title[2,1] %>% tabulate::format_font_align("center")
print(title)

invisible(result)
}

#' @export
Expand Down