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authorCedric Nugteren <web@cedricnugteren.nl>2016-11-19 22:21:07 +0100
committerCedric Nugteren <web@cedricnugteren.nl>2016-11-19 22:21:07 +0100
commit4c9585a34985f96aa771e6e8f31caf6e2a74f2cc (patch)
tree51560aa06cf950a0cf54a76357c05e4bc3b28549
parent6eeb1180fd6d7841b61c1a901aeec07c5d2483ea (diff)
Generating FP16 performance graphs now uses FP32 as a reference for comparison
-rw-r--r--scripts/graphs/common.r80
1 files changed, 62 insertions, 18 deletions
diff --git a/scripts/graphs/common.r b/scripts/graphs/common.r
index e5dad616..2c437a9f 100644
--- a/scripts/graphs/common.r
+++ b/scripts/graphs/common.r
@@ -17,7 +17,6 @@ purplish = "#550077" # [ 85, 0,119] lumi=26
blueish = "#4765b1" # [ 71,101,177] lumi=100
redish = "#d67568" # [214,117,104] lumi=136
greenish = "#9bd4ca" # [155,212,202] lumi=199
-colourset = c(blueish, redish, greenish, purplish)
# Sets the graph markers (circles, triangles, etc.)
pchs = c(15, 18, 17, 12)
@@ -39,7 +38,6 @@ xtics_subset_stepsize <- 8
devices <- c("-platform","-device")
options_string <- "-q -no_abbrv -cblas 0"
-library_names <- c("CLBlast", "clBLAS")
# Command-line arguments
command_line <- commandArgs(trailingOnly=TRUE)
@@ -54,6 +52,19 @@ device_id <- command_line[2]
devices_values <- c(platform_id, device_id)
devices_string <- paste(devices, devices_values, collapse=" ")
+
+# Filter the string: only lines containing a ";" can be valid lines
+filter_string <- function(raw_result_string) {
+ result_string <- c()
+ for (line in raw_result_string) {
+ if (grepl(";",line)) {
+ result_string <-
+ c(result_string, line)
+ }
+ }
+ return(result_string)
+}
+
# ==================================================================================================
# The main function
@@ -69,6 +80,12 @@ main <- function(routine_name, precision, test_names, test_values,
if (precision == 6464) { display_name <- gsub("^X","Z",display_name); }
executable <- paste("./clblast_client_", routine_name, sep="")
+ # Display
+ library_names <- c("CLBlast", "clBLAS")
+ if (precision == 16) { library_names <- c("CLBlast FP16", "CLBlast FP32", "clBLAS FP32"); }
+ colourset <- c(blueish, redish)
+ if (precision == 16) { colourset <- c(blueish, purplish, redish); }
+
# Configures the outputfile
file_name <- paste(display_name, ".pdf", sep="")
if (length(test_names) == 6) {
@@ -98,19 +115,32 @@ main <- function(routine_name, precision, test_names, test_values,
arguments <- paste(devices_string, params_string, options_string, sep=" ")
print(paste("Running", executable, arguments, sep=" "))
raw_result_string <- system2(command=executable, args=arguments, stdout=TRUE)
-
- # Filter the string: only lines containing a ";" can be valid lines
- result_string <- c()
- for (line in raw_result_string) {
- if (grepl(";",line)) {
- result_string <-
- c(result_string, line)
- }
- }
+ result_string <- filter_string(raw_result_string)
# Reads the result into a dataframe
command_db <- read.csv(text=result_string, sep=";")
+ # For half-precision: also runs the FP32 version for comparison
+ if (precision == 16) {
+ params_string <- gsub("-precision 16", "-precision 32", params_string)
+ arguments <- paste(devices_string, params_string, options_string, sep=" ")
+ print(paste("Running", executable, arguments, sep=" "))
+ raw_result_string <- system2(command=executable, args=arguments, stdout=TRUE)
+ result_string <- filter_string(raw_result_string)
+
+ # Reads the result into a dataframe
+ command_db_32 <- read.csv(text=result_string, sep=";")
+ stopifnot(nrow(command_db) == nrow(command_db_32))
+
+ # Combines the results
+ command_db["ms_FP32_1"] = command_db_32$ms_1
+ command_db["GFLOPS_FP32_1"] = command_db_32$GFLOPS_1
+ command_db["GBs_FP32_1"] = command_db_32$GBs_1
+ command_db["ms_FP32_2"] = command_db_32$ms_2
+ command_db["GFLOPS_FP32_2"] = command_db_32$GFLOPS_2
+ command_db["GBs_FP32_2"] = command_db_32$GBs_2
+ }
+
# Append the results to the final dataframe
if (command_id == 1) {
db <- command_db
@@ -134,22 +164,36 @@ main <- function(routine_name, precision, test_names, test_values,
# Plots the graph with GFLOPS on the Y-axis
if (metric_gflops) {
- plot_graph(xdata=xdata, ydata=list(db$GFLOPS_1, db$GFLOPS_2), log_setting=log_scale,
+ if (precision == 16) {
+ ydata = list(db$GFLOPS_1, db$GFLOPS_FP32_1, db$GFLOPS_FP32_2)
+ ymax = max(max(db$GFLOPS_1), max(db$GFLOPS_FP32_1), max(db$GFLOPS_FP32_2))
+ } else {
+ ydata = list(db$GFLOPS_1, db$GFLOPS_2)
+ ymax = max(max(db$GFLOPS_1), max(db$GFLOPS_2))
+ }
+ plot_graph(xdata=xdata, ydata=ydata, log_setting=log_scale,
xmin=min(xdata), xmax=max(xdata),
- ymin=0, ymax=max(max(db$GFLOPS_1),max(db$GFLOPS_2)),
+ ymin=0, ymax=ymax,
xtics=xtics,
xlabel=test_xlabels[[test_id]], ylabel="GFLOPS (higher is better)",
graph_title=paste(display_name, test_names[[test_id]], sep=" "),
- multiple=50, experiment_names=library_names)
+ multiple=50, experiment_names=library_names, colourset=colourset)
# Plots the graph with GB/s on the Y-axis
} else {
- plot_graph(xdata=xdata, ydata=list(db$GBs_1, db$GBs_2), log_setting=log_scale,
+ if (precision == 16) {
+ ydata = list(db$GBs_1, db$GBs_FP32_1, db$GBs_FP32_2)
+ ymax = max(max(db$GBs_1), max(db$GBs_FP32_1), max(db$GBs_FP32_2))
+ } else {
+ ydata = list(db$GBs_1, db$GBs_2)
+ ymax = max(max(db$GBs_1), max(db$GBs_2))
+ }
+ plot_graph(xdata=xdata, ydata=ydata, log_setting=log_scale,
xmin=min(xdata), xmax=max(xdata),
- ymin=0, ymax=max(max(db$GBs_1),max(db$GBs_2)),
+ ymin=0, ymax=ymax,
xtics=xtics,
xlabel=test_xlabels[[test_id]], ylabel="GB/s (higher is better)",
graph_title=paste(display_name, test_names[[test_id]], sep=" "),
- multiple=10, experiment_names=library_names)
+ multiple=10, experiment_names=library_names, colourset=colourset)
}
}
}
@@ -161,7 +205,7 @@ plot_graph <- function(xdata, ydata, log_setting,
xmin, xmax, ymin, ymax,
xtics, xlabel, ylabel,
graph_title,
- multiple, experiment_names) {
+ multiple, experiment_names, colourset) {
# Update the ymax to the next multiple of something
ymax <- multiple*ceiling(ymax/multiple)