fixing var bug, rearranging
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notebooks/** -linguist-detectable
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8
Cargo.lock
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8
Cargo.lock
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@ -259,7 +259,7 @@ checksum = "37909eebbb50d72f9059c3b6d82c0463f2ff062c9e95845c43a6c9c0355411be"
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[[package]]
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name = "finlib"
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version = "0.0.2"
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version = "0.0.3"
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dependencies = [
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"getrandom 0.2.15",
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"log",
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@ -274,7 +274,7 @@ dependencies = [
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[[package]]
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name = "finlib-ffi"
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version = "0.0.2"
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version = "0.0.3"
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dependencies = [
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"cbindgen",
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"csbindgen",
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@ -283,7 +283,7 @@ dependencies = [
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[[package]]
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name = "finlib-wasm"
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version = "0.0.2"
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version = "0.0.3"
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dependencies = [
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"console_error_panic_hook",
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"console_log",
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@ -606,7 +606,7 @@ dependencies = [
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[[package]]
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name = "pyfinlib"
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version = "0.0.2"
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version = "0.0.3"
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dependencies = [
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"finlib",
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"log",
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@ -14,7 +14,7 @@ default-members = [
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]
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[workspace.package]
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version = "0.0.2"
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version = "0.0.3"
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authors = ["sarsoo <andy@sarsoo.xyz>"]
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description = "Quant finance functions implemented in Rust"
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edition = "2021"
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@ -1,8 +1,10 @@
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import { ValueAtRisk, Portfolio, PortfolioAsset } from "finlib";
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import { ValueAtRisk, Portfolio, PortfolioAsset, init_logging } from "finlib";
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init_logging();
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console.log(ValueAtRisk.varcovar([1, 2, 3, 4], 0.1));
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console.log(ValueAtRisk.varcovar([1, 2, 3, 4], 0.05));
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let portfolio = new Portfolio([new PortfolioAsset(1.0, "test", [1.0, 2.0, 3.0])]);
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console.log(portfolio.isValid());
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console.log(portfolio.valueAtRisk(0.1));
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console.log(portfolio.valueAtRisk(0.1, 1000000));
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@ -2,8 +2,13 @@ use wasm_bindgen::prelude::wasm_bindgen;
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use console_log;
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use log::Level;
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#[wasm_bindgen(start)]
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fn start() {
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// #[wasm_bindgen(start)]
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// fn start() {
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//
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// }
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#[wasm_bindgen]
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pub fn init_logging() {
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if let Err(_) = console_log::init_with_level(Level::Debug) {
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}
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@ -1,5 +1,3 @@
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use statrs::distribution::{ContinuousCDF, Normal};
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pub fn mean_investment(portfolio_mean_change: f64, initial_investment: f64) -> f64 {
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(1. + portfolio_mean_change) * initial_investment
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}
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@ -1,17 +1,20 @@
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use log::{debug, error, info};
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use ndarray::prelude::*;
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use ndarray_stats::CorrelationExt;
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#[cfg(feature = "wasm")]
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use wasm_bindgen::prelude::*;
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#[cfg(feature = "py")]
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use pyo3::prelude::*;
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use crate::risk::var::varcovar::{portfolio_value_at_risk, portfolio_value_at_risk_percent};
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use statrs::distribution::{ContinuousCDF, Normal};
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use crate::risk::forecast::{mean_investment, std_dev_investment};
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use crate::risk::var::varcovar::{investment_value_at_risk};
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use crate::stats;
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use crate::util::roc::rates_of_change;
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#[cfg_attr(feature = "wasm", wasm_bindgen)]
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#[cfg_attr(feature = "py", pyclass)]
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#[cfg_attr(feature = "ffi", repr(C))]
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#[derive(Clone)]
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#[derive(Clone, Debug, PartialEq, PartialOrd)]
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pub struct Portfolio {
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assets: Vec<PortfolioAsset>
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}
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@ -28,7 +31,7 @@ pub enum ValueType {
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#[cfg_attr(feature = "wasm", wasm_bindgen)]
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#[cfg_attr(feature = "py", pyclass)]
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#[cfg_attr(feature = "ffi", repr(C))]
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#[derive(Clone)]
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#[derive(Clone, Debug, PartialEq, PartialOrd)]
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pub struct PortfolioAsset {
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portfolio_weight: f64,
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name: String,
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@ -56,6 +59,7 @@ impl PortfolioAsset {
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pub fn get_mean_and_std(&self) -> Option<(f64, f64)> {
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match self.value_type {
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ValueType::Absolute => {
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info!("[{}] Asset's values are currently absolute, calculating rates of change first", self.name);
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let roc = rates_of_change(&self.values).collect::<Vec<f64>>();
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Some((stats::mean(&roc), stats::sample_std_dev(&roc)))
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}
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@ -106,7 +110,7 @@ impl Portfolio {
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}
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pub fn valid_weights(&self) -> bool {
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let mut weight = 1 as f64;
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let mut weight = 1f64;
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for asset in &self.assets {
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weight -= asset.portfolio_weight;
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@ -140,23 +144,27 @@ impl Portfolio {
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pub fn get_mean_and_std(&mut self) -> Option<(f64, f64)> {
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if !self.valid_sizes() {
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error!("Can't get portfolio mean and std dev because asset value counts arent't the same");
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return None;
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}
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self.apply_rates_of_change();
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let m = self.get_matrix();
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if m.is_none() {
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error!("Couldn't format portfolio as matrix");
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return None;
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}
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let m = m.unwrap();
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let cov = m.cov(1.);
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if cov.is_err() {
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error!("Failed to calculate portfolio covariance");
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return None;
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}
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let cov = cov.unwrap();
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let mean_return = m.mean_axis(Axis(1));
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if mean_return.is_none() {
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error!("Failed to calculate portfolio mean");
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return None;
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}
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let mean_return = mean_return.unwrap();
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@ -170,12 +178,36 @@ impl Portfolio {
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Some((porfolio_mean_return, portfolio_stddev))
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}
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// https://www.interviewqs.com/blog/value-at-risk
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pub fn value_at_risk(&mut self, confidence: f64, initial_investment: f64) -> Option<f64> {
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portfolio_value_at_risk(self, confidence, initial_investment)
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match self.get_mean_and_std() {
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None => None,
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Some((mean, std_dev)) => {
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debug!("Portfolio percent movement mean[{}], std dev[{}]", mean, std_dev);
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let investment_mean = mean_investment(mean, initial_investment);
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let investment_std_dev = std_dev_investment(std_dev, initial_investment);
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debug!("Investment[{}] mean[{}], std dev[{}]", initial_investment, mean, std_dev);
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let investment_var = investment_value_at_risk(confidence, investment_mean, investment_std_dev);
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debug!("Investment[{}] value at risk [{}]", initial_investment, investment_var);
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Some(initial_investment - investment_var)
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}
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}
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}
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// https://www.interviewqs.com/blog/value-at-risk
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pub fn value_at_risk_percent(&mut self, confidence: f64) -> Option<f64> {
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portfolio_value_at_risk_percent(self, confidence)
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match self.get_mean_and_std() {
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None => None,
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Some((mean, std_dev)) => {
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let n = Normal::new(mean, std_dev).unwrap();
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Some(n.inverse_cdf(confidence))
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}
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}
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}
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}
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@ -1,12 +1,9 @@
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use log::info;
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use crate::stats;
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use crate::util::roc::rates_of_change;
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use crate::risk::portfolio::Portfolio;
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#[cfg(feature = "parallel")]
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use rayon::prelude::*;
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use statrs::distribution::{ContinuousCDF, Normal};
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use crate::risk::forecast::{mean_investment, std_dev_investment};
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// https://medium.com/@serdarilarslan/value-at-risk-var-and-its-implementation-in-python-5c9150f73b0e
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pub fn value_at_risk_percent(values: &[f64], confidence: f64) -> f64 {
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@ -20,34 +17,6 @@ pub fn value_at_risk_percent(values: &[f64], confidence: f64) -> f64 {
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n.inverse_cdf(confidence)
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}
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pub fn portfolio_value_at_risk_percent(portfolio: &mut Portfolio, confidence: f64) -> Option<f64> {
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match portfolio.get_mean_and_std() {
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None => None,
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Some((mean, std_dev)) => {
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let n = Normal::new(mean, std_dev).unwrap();
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Some(n.inverse_cdf(confidence))
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}
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}
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}
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pub fn portfolio_value_at_risk(portfolio: &mut Portfolio, confidence: f64, initial_investment: f64) -> Option<f64> {
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match portfolio.get_mean_and_std() {
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None => None,
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Some((mean, std_dev)) => {
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let investment_mean = mean_investment(mean, initial_investment);
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let investment_std_dev = std_dev_investment(std_dev, std_dev);
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info!("{:?}, {:?}", investment_mean, investment_std_dev);
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let investment_var = investment_value_at_risk(confidence, investment_mean, investment_std_dev);
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println!("{:?}", investment_var);
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Some(initial_investment - investment_var)
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}
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}
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}
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pub fn investment_value_at_risk(confidence: f64, investment_mean: f64, investment_std_dev: f64) -> f64 {
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let n = Normal::new(investment_mean, investment_std_dev).unwrap();
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@ -61,6 +30,7 @@ pub fn scale_value_at_risk(initial_value: f64, time_cycles: isize) -> f64 {
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#[cfg(test)]
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mod tests {
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use super::*;
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use crate::risk::portfolio::Portfolio;
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use crate::risk::portfolio::PortfolioAsset;
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#[test]
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@ -72,7 +42,7 @@ mod tests {
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let mut portfolio = Portfolio::from(assets);
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portfolio_value_at_risk_percent(&mut portfolio, 0.1);
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portfolio.value_at_risk_percent(0.1);
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}
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@ -84,7 +54,7 @@ mod tests {
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let mut portfolio = Portfolio::from(assets);
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portfolio_value_at_risk_percent(&mut portfolio, 0.1);
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portfolio.value_at_risk_percent(0.1);
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}
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#[test]
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@ -96,8 +66,8 @@ mod tests {
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let mut portfolio = Portfolio::from(assets);
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println!("{:?}", portfolio_value_at_risk(&mut portfolio, 0.01, 1_000_000.));
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println!("{:?}", portfolio_value_at_risk(&mut portfolio, 0.1, 1_000_000.));
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println!("{:?}", portfolio_value_at_risk(&mut portfolio, 0.5, 1_000_000.));
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println!("{:?}", portfolio.value_at_risk(0.01, 1_000_000.));
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println!("{:?}", portfolio.value_at_risk(0.1, 1_000_000.));
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println!("{:?}", portfolio.value_at_risk(0.5, 1_000_000.));
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}
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}
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use log::error;
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pub fn dot_product(a: &[f64], b: &[f64]) -> f64 {
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if a.len() != b.len() {
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error!("Can't dot product two vectors of different lengths, a = {}, b = {}", a.len(), b.len());
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}
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assert_eq!(a.len(), b.len());
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a.iter()
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File diff suppressed because one or more lines are too long
File diff suppressed because one or more lines are too long
@ -10,7 +10,7 @@ mod pyfinlib {
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use finlib::risk::portfolio::PortfolioAsset;
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#[pymodule_init]
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fn init(m: &Bound<'_, PyModule>) -> PyResult<()> {
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fn init(_m: &Bound<'_, PyModule>) -> PyResult<()> {
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pyo3_log::init();
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Ok(())
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}
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@ -30,7 +30,7 @@ mod pyfinlib {
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use super::*;
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#[pymodule]
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mod var {
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mod value_at_risk {
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use super::*;
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#[pyfunction]
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@ -42,6 +42,11 @@ mod pyfinlib {
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fn varcovar(values: Vec<f64>, confidence: f64) -> PyResult<f64> {
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Ok(finlib::risk::var::varcovar::value_at_risk_percent(&values, confidence))
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}
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#[pyfunction]
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fn scale_value_at_risk(initial_value: f64, time_cycles: isize) -> PyResult<f64> {
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Ok(finlib::risk::var::varcovar::scale_value_at_risk(initial_value, time_cycles))
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}
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}
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}
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