Add series operations for cumulative sum and performance measurement

This commit is contained in:
Palash Tyagi 2025-04-26 01:40:45 +01:00
parent 7bec5e58fa
commit 3a288d27a5

View File

@ -1,7 +1,7 @@
use chrono::NaiveDate;
use rand::Rng; // Import thread_rng for random number generation
use rustframe::frame::{Frame, RowIndex};
use rustframe::matrix::{BoolMatrix, BoolOps, Matrix, SeriesOps}; // Explicitly list used items
use rustframe::matrix::{BoolMatrix, BoolOps, Broadcastable, Matrix, SeriesOps}; // Explicitly list used items
use rustframe::utils::{BDateFreq, BDatesList};
use std::time::Instant; // Use Instant for timing
@ -37,6 +37,53 @@ fn generate_random_frame(column_labels: Vec<String>, dates_vec: Vec<NaiveDate>)
)
}
fn series_operations() {
// create a frame of 1s of len 1000 with 1000 columns
let num_cols = 1000;
let num_rows = 1000;
let frame = Frame::new(
Matrix::from_vec(vec![1.0; num_cols * num_rows], num_rows, num_cols),
generate_column_labels(num_cols),
Some(RowIndex::Date(
BDatesList::from_n_periods("2000-01-01".to_string(), BDateFreq::Daily, num_rows)
.unwrap()
.list()
.unwrap(),
)),
);
let cum_sum_start_time = Instant::now();
let cum_sum = Frame::new(
frame.matrix().cumsum_horizontal(),
frame.columns().to_vec(),
Some(frame.index().clone()),
);
let cum_sum_duration = cum_sum_start_time.elapsed();
println!("Cumulative sum duration: {:?}", cum_sum_duration);
// Check if the cumulative sum is correct
let check_start_time = Instant::now();
cum_sum.columns().iter().enumerate().for_each(|(i, col)| {
assert_eq!(cum_sum.column(col), vec![(i + 1) as f64; num_rows]);
});
let check_duration = check_start_time.elapsed();
println!("Cumulative sum check duration: {:?}", check_duration);
let cum_sum_start_time = Instant::now();
Frame::new(
frame.matrix().cumsum_horizontal(),
frame.columns().to_vec(),
Some(frame.index().clone()),
)
.matrix()
.iter_columns()
.enumerate()
.for_each(|(i, col)| {
assert_eq!(col, vec![(i + 1) as f64; num_rows]);
});
let cum_sum_duration = cum_sum_start_time.elapsed();
println!("Cumulative sum and check duration: {:?}", cum_sum_duration);
}
fn main() {
// Start overall timing
let total_start_time = Instant::now();
@ -58,9 +105,11 @@ fn main() {
// --- Setup Data (Dates and Labels) ---
let setup_data_start_time = Instant::now();
let dates_list = BDatesList::from_n_periods(start_date_str, frequency, num_periods).unwrap();
let dates_vec: Vec<NaiveDate> = dates_list.list().unwrap().to_vec();
let column_labels: Vec<String> = generate_column_labels(num_columns);
let dates_vec = BDatesList::from_n_periods(start_date_str, frequency, num_periods)
.unwrap()
.list()
.unwrap();
let column_labels = generate_column_labels(num_columns);
let setup_data_duration = setup_data_start_time.elapsed();
println!(
@ -128,18 +177,26 @@ fn main() {
// Complex operation
let complex_start_time = Instant::now();
let frame_r = &(&(&(&(&frame_a * &frame_b) / &frame_b) - &frame_a) + &frame_a) - &frame_a;
let frame_r = (&(&(&(&(&frame_a * &frame_b) / &frame_b) - &frame_a) + &frame_a) - &frame_a)
.matrix()
.lt_elementwise(0.0000001)
.all();
let frame_r = frame_r.matrix().lt_elementwise(0.0000001);
let complex_result = frame_r.all();
let complex_result = frame_r;
let complex_duration = complex_start_time.elapsed();
println!("Complex operation duration: {:?}", complex_duration);
println!(
"Complex operation result (expected true): {:?}",
complex_result
);
println!("-----------------------");
// --- Series Operations ---
let series_ops_start_time = Instant::now();
series_operations();
let series_ops_duration = series_ops_start_time.elapsed();
println!("Series operations duration: {:?}", series_ops_duration);
println!("-----------------------");
// End overall timing
let total_duration = total_start_time.elapsed();
println!(