File size: 3,993 Bytes
21ad80b | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 | #!/usr/bin/env Rscript
library(tidyverse)
library(stringr)
library(plyr)
library(dplyr)
library(optparse)
library(openxlsx)
calc_bpp <- function(config) {
if (config == "base") {
return(16.0)
} else if (startsWith(config, "b")) {
b1 <- strtoi(substr(config, 2, 2))
g1 <- strtoi(substr(config, 4, nchar(config)))
b2 <- 8
g2 <- 128
return(round(b1 + 2 * b2 / g1 + 32 / g1 / g2, digits = 2))
} else {
return(round(as.numeric(sub("_", ".", config)), digits = 2))
}
}
load_data <- function(baseline_data_dir, mxq_data_dir, type) {
if (is.null(baseline_data_dir)) {
dat_dir <- path.expand(paste0("data/", type))
dat_fps <- dir(
path = dat_dir,
pattern = ".*\\.csv$",
recursive = TRUE,
full.names = TRUE
)
} else {
# Read csv files under baseline_data_dir, do not recursive into sub-folders
dat_dir <- path.expand(paste0(baseline_data_dir, "/", type))
dat_fps <- dir(
path = dat_dir,
pattern = ".*\\.csv$",
recursive = FALSE,
full.names = TRUE
)
mxq_dat_dir <- path.expand(paste0(mxq_data_dir, "/", type))
mxq_dat_fps <- dir(
path = mxq_dat_dir,
pattern = ".*\\.csv$",
recursive = TRUE,
full.names = TRUE
)
dat_fps <- c(dat_fps, mxq_dat_fps)
}
names(dat_fps) <- str_match(dat_fps, "mxq/(.*)/")[, 2]
df_combined <- ldply(
dat_fps,
read.csv,
stringsAsFactors = FALSE,
.id = "attempt"
)
return(df_combined)
}
parser <- OptionParser()
parser <- add_option(
parser, c("-b", "--baseline_data_dir"),
type = "character",
help = "Data directory of baseline results",
metavar = "character"
)
parser <- add_option(
parser, c("-m", "--mxq_data_dir"),
type = "character",
help = "Data directory of MXQ results organized by attempt",
metavar = "character"
)
args <- parse_args(parser)
if (is.null(args$baseline_data_dir)) {
df_combined_stor <- load_data(NULL, NULL, "stor")
df_combined_ppl <- load_data(NULL, NULL, "ppl")
df_combined_qnt <- load_data(NULL, NULL, "qnt")
df_combined_allot <- load_data(NULL, NULL, "allot")
} else {
df_combined_stor <- load_data(
args$baseline_data_dir, args$mxq_data_dir, "stor"
)
df_combined_ppl <- load_data(
args$baseline_data_dir, args$mxq_data_dir, "ppl"
)
df_combined_qnt <- load_data(
args$baseline_data_dir, args$mxq_data_dir, "qnt"
)
df_combined_allot <- load_data(
args$baseline_data_dir, args$mxq_data_dir, "allot"
)
}
df_combined_stor <- df_combined_stor |>
select(
model, algo, config, attempt, load_mem_allot, model_storage_size
) |>
mutate(
load_mem_allot = round(load_mem_allot / 1024^3, digits = 2),
model_storage_size = round(model_storage_size / 1024^3, digits = 2),
)
df_combined_ppl <- df_combined_ppl |>
select(
model, algo, config, attempt,
ppl_wikitext, ppl_c4, quant_duration
)
df_combined_qnt <- df_combined_qnt |>
select(
model, algo, config, attempt, quant_duration
)
df_model_params <- tribble(
~model, ~param_count,
"Llama-2-7b-hf", 7000000000,
"Llama-2-13b-hf", 13000000000,
"Meta-Llama-3-8B", 8000000000
)
df_combined <- df_combined_ppl |>
left_join(df_combined_qnt, join_by(model, algo, config, attempt)) |>
left_join(df_combined_stor, join_by(model, algo, config, attempt)) |>
mutate(
quant_duration =
ifelse(quant_duration.x > 0, quant_duration.x, quant_duration.y)
) |>
left_join(df_model_params, join_by(model)) |>
mutate(
bpp = sapply(config, calc_bpp)
) |>
select(!c("quant_duration.x", "quant_duration.y")) |>
distinct(model, algo, config, attempt, .keep_all = TRUE) |>
relocate(bpp, .after = config)
write_csv(df_combined, "data/combined.csv", na = "")
write.xlsx(
df_combined, "data/combined.xlsx",
overwrite = TRUE, asTable = TRUE
)
write_csv(df_combined_allot, "data/quant-cfg-allocation.csv", na = "")
write.xlsx(
df_combined, "data/quant-cfg-allocation.xlsx",
overwrite = TRUE, asTable = TRUE
)
|