From f7087ae0939089484c715ca4ef360d1832f7217a Mon Sep 17 00:00:00 2001 From: Baxter Eaves Date: Mon, 26 Feb 2024 13:59:32 -0600 Subject: [PATCH 01/43] Incremental (non-compiling) progress --- lace/examples/column_geweke.rs | 2 +- lace/examples/state_geweke.rs | 4 +- lace/examples/view_geweke.rs | 4 +- lace/lace_cc/src/builders.rs | 143 +++++ lace/lace_cc/src/feature/column.rs | 2 +- lace/lace_cc/src/feature/geweke.rs | 2 +- lace/lace_cc/src/feature/mnar.rs | 2 +- lace/lace_cc/src/feature/traits.rs | 2 +- lace/lace_cc/src/lib.rs | 2 +- lace/lace_cc/src/misc.rs | 51 +- lace/lace_cc/src/state.rs | 533 +++++++++--------- lace/lace_cc/src/state/builder.rs | 29 +- lace/lace_cc/src/transition.rs | 14 +- lace/lace_cc/src/view.rs | 331 ++++++----- lace/lace_cc/tests/state.rs | 8 +- lace/lace_codebook/src/codebook.rs | 41 +- lace/lace_codebook/src/data.rs | 22 +- lace/lace_metadata/src/latest.rs | 244 ++------ lace/lace_metadata/src/lib.rs | 1 + .../{lace_cc => lace_stats}/src/assignment.rs | 266 +-------- lace/lace_stats/src/lib.rs | 3 + lace/lace_stats/src/prior_process.rs | 380 +++++++++++++ lace/tests/engine.rs | 8 +- 23 files changed, 1160 insertions(+), 934 deletions(-) create mode 100644 lace/lace_cc/src/builders.rs rename lace/{lace_cc => lace_stats}/src/assignment.rs (75%) create mode 100644 lace/lace_stats/src/prior_process.rs diff --git a/lace/examples/column_geweke.rs b/lace/examples/column_geweke.rs index 878622b7..1759ac7b 100644 --- a/lace/examples/column_geweke.rs +++ b/lace/examples/column_geweke.rs @@ -15,7 +15,7 @@ fn main() { // The column model uses an assignment as its setting. We'll draw a // 50-length assignment from the prior. let transitions = vec![ - ViewTransition::Alpha, + ViewTransition::PriorProcessParams, ViewTransition::RowAssignment(RowAssignAlg::Slice), ]; let asgn = AssignmentBuilder::new(10).flat().build().unwrap(); diff --git a/lace/examples/state_geweke.rs b/lace/examples/state_geweke.rs index e15bd81c..eeeeddde 100644 --- a/lace/examples/state_geweke.rs +++ b/lace/examples/state_geweke.rs @@ -67,7 +67,7 @@ fn main() { } if !opt.no_state_alpha { - transitions.push(StateTransition::StateAlpha); + transitions.push(StateTransition::StatePriorProcessParams); } if !opt.no_row_reassign { @@ -75,7 +75,7 @@ fn main() { } if !opt.no_view_alpha { - transitions.push(StateTransition::ViewAlphas); + transitions.push(StateTransition::ViewPriorProcessParams); } if !opt.no_priors { diff --git a/lace/examples/view_geweke.rs b/lace/examples/view_geweke.rs index a8e07aea..cf7768f3 100644 --- a/lace/examples/view_geweke.rs +++ b/lace/examples/view_geweke.rs @@ -44,7 +44,9 @@ fn main() { .push(ViewTransition::RowAssignment(opt.alg)); } if !opt.no_view_alpha { - settings.transitions.push(ViewTransition::Alpha); + settings + .transitions + .push(ViewTransition::PriorProcessParams); } if !opt.no_priors { settings.transitions.push(ViewTransition::FeaturePriors); diff --git a/lace/lace_cc/src/builders.rs b/lace/lace_cc/src/builders.rs new file mode 100644 index 00000000..af374e29 --- /dev/null +++ b/lace/lace_cc/src/builders.rs @@ -0,0 +1,143 @@ +use rand::SeedableRng; +use rand_xoshiro::Xoshiro256Plus; +use thiserror::Error; + +use lace_stats::assignment::{Assignment, AssignmentError}; +use lace_stats::prior_process::Process; + +/// Constructs `Assignment`s +#[derive(Clone, Debug)] +pub struct AssignmentBuilder { + n: usize, + asgn: Option>, + prior_process: Option, + seed: Option, +} + +#[derive(Debug, Error, PartialEq)] +pub enum BuildAssignmentError { + #[error("alpha is zero")] + AlphaIsZero, + #[error("non-finite alpha: {alpha}")] + AlphaNotFinite { alpha: f64 }, + #[error("assignment vector is empty")] + EmptyAssignmentVec, + #[error("there are {n_cats} categories but {n} data")] + NLessThanNCats { n: usize, n_cats: usize }, + #[error("invalid assignment: {0}")] + AssignmentError(#[from] AssignmentError), +} + +impl AssignmentBuilder { + /// Create a builder for `n`-length assignments + /// + /// # Arguments + /// - n: the number of data/entries in the assignment + pub fn new(n: usize) -> Self { + AssignmentBuilder { + n, + asgn: None, + prior_process: None, + seed: None, + } + } + + /// Initialize the builder from an assignment vector + /// + /// # Note: + /// The validity of `asgn` will not be verified until `build` is called. + pub fn from_vec(asgn: Vec) -> Self { + AssignmentBuilder { + n: asgn.len(), + asgn: Some(asgn), + prior_process: None, + seed: None, + } + } + + /// Add a prior on the `Crp` `alpha` parameter + #[must_use] + pub fn with_prior_process(mut self, process: Process) -> Self { + self.prior_process = Some(process); + self + } + + /// Set the RNG seed + #[must_use] + pub fn with_seed(mut self, seed: u64) -> Self { + self.seed = Some(seed); + self + } + + /// Set the RNG seed from another RNG + #[must_use] + pub fn seed_from_rng(mut self, rng: &mut R) -> Self { + self.seed = Some(rng.next_u64()); + self + } + + /// Use a *flat* assignment with one partition + #[must_use] + pub fn flat(mut self) -> Self { + self.asgn = Some(vec![0; self.n]); + self + } + + /// Use an assignment with `n_cats`, evenly populated partitions/categories + pub fn with_n_cats( + mut self, + n_cats: usize, + ) -> Result { + if n_cats > self.n { + Err(BuildAssignmentError::NLessThanNCats { n: self.n, n_cats }) + } else { + let asgn: Vec = (0..self.n).map(|i| i % n_cats).collect(); + self.asgn = Some(asgn); + Ok(self) + } + } + + /// Build the assignment and consume the builder + pub fn build(self) -> Result { + use lace_stats::prior_process::{Dirichlet, PriorProcessT}; + + let mut rng = self.seed.map_or_else( + || Xoshiro256Plus::from_entropy(), + Xoshiro256Plus::seed_from_u64, + ); + + let process = self.prior_process.unwrap_or_else(|| { + Process::Dirichlet(Dirichlet::from_prior( + lace_consts::general_alpha_prior(), + &mut rng, + )) + }); + + let n = self.n; + let asgn = self + .asgn + .unwrap_or_else(|| process.draw_assignment(n, &mut rng).asgn); + + let n_cats: usize = asgn.iter().max().map(|&m| m + 1).unwrap_or(0); + let mut counts: Vec = vec![0; n_cats]; + for z in &asgn { + counts[*z] += 1; + } + + let asgn_out = Assignment { + asgn, + counts, + n_cats, + }; + + if lace_stats::validate_assignment!(asgn_out) { + Ok(asgn_out) + } else { + asgn_out + .validate() + .emit_error() + .map_err(BuildAssignmentError::AssignmentError) + .map(|_| asgn_out) + } + } +} diff --git a/lace/lace_cc/src/feature/column.rs b/lace/lace_cc/src/feature/column.rs index da1a6050..52a97d05 100644 --- a/lace/lace_cc/src/feature/column.rs +++ b/lace/lace_cc/src/feature/column.rs @@ -4,6 +4,7 @@ use std::vec::Drain; use enum_dispatch::enum_dispatch; use lace_data::{Category, FeatureData}; use lace_data::{Container, SparseContainer}; +use lace_stats::assignment::Assignment; use lace_stats::prior::csd::CsdHyper; use lace_stats::prior::nix::NixHyper; use lace_stats::prior::pg::PgHyper; @@ -20,7 +21,6 @@ use serde::{de::DeserializeOwned, Deserialize, Serialize}; use std::sync::OnceLock; use super::{Component, MissingNotAtRandom}; -use crate::assignment::Assignment; use crate::component::ConjugateComponent; use crate::feature::traits::{Feature, FeatureHelper, TranslateDatum}; use crate::feature::FType; diff --git a/lace/lace_cc/src/feature/geweke.rs b/lace/lace_cc/src/feature/geweke.rs index 403a1cd6..6db11103 100644 --- a/lace/lace_cc/src/feature/geweke.rs +++ b/lace/lace_cc/src/feature/geweke.rs @@ -3,6 +3,7 @@ use std::collections::BTreeMap; use lace_data::{Container, SparseContainer}; use lace_geweke::{GewekeModel, GewekeResampleData, GewekeSummarize}; +use lace_stats::assignment::Assignment; use lace_stats::prior::csd::CsdHyper; use lace_stats::prior::nix::NixHyper; use lace_stats::prior::pg::PgHyper; @@ -14,7 +15,6 @@ use lace_stats::rv::traits::Rv; use lace_utils::{mean, std}; use rand::Rng; -use crate::assignment::Assignment; use crate::feature::{ColModel, Column, FType, Feature}; use crate::transition::ViewTransition; diff --git a/lace/lace_cc/src/feature/mnar.rs b/lace/lace_cc/src/feature/mnar.rs index b0035630..9b335e0d 100644 --- a/lace/lace_cc/src/feature/mnar.rs +++ b/lace/lace_cc/src/feature/mnar.rs @@ -1,6 +1,6 @@ use super::{ColModel, Column, Component, FType, Feature, FeatureHelper}; -use crate::assignment::Assignment; use lace_data::{Datum, FeatureData, SparseContainer}; +use lace_stats::assignment::Assignment; use lace_stats::rv::dist::{Bernoulli, Beta}; use lace_stats::MixtureType; use rand::Rng; diff --git a/lace/lace_cc/src/feature/traits.rs b/lace/lace_cc/src/feature/traits.rs index 44ac2643..c66cafa9 100644 --- a/lace/lace_cc/src/feature/traits.rs +++ b/lace/lace_cc/src/feature/traits.rs @@ -2,6 +2,7 @@ use enum_dispatch::enum_dispatch; use lace_data::FeatureData; use lace_data::{Datum, SparseContainer}; +use lace_stats::assignment::Assignment; use lace_stats::prior::csd::CsdHyper; use lace_stats::prior::nix::NixHyper; use lace_stats::prior::pg::PgHyper; @@ -13,7 +14,6 @@ use lace_stats::MixtureType; use rand::Rng; use super::Component; -use crate::assignment::Assignment; use crate::feature::{ColModel, Column, FType}; pub trait TranslateDatum diff --git a/lace/lace_cc/src/lib.rs b/lace/lace_cc/src/lib.rs index 7133e9a1..5297a037 100644 --- a/lace/lace_cc/src/lib.rs +++ b/lace/lace_cc/src/lib.rs @@ -9,7 +9,7 @@ )] pub mod alg; -pub mod assignment; +pub mod builders; pub mod component; pub mod config; pub mod feature; diff --git a/lace/lace_cc/src/misc.rs b/lace/lace_cc/src/misc.rs index fb1a85bc..cff4179e 100644 --- a/lace/lace_cc/src/misc.rs +++ b/lace/lace_cc/src/misc.rs @@ -4,8 +4,6 @@ use lace_stats::rv::traits::Rv; use rand::Rng; use serde::{Deserialize, Serialize}; -const MAX_STICK_BREAKING_ITERS: u16 = 1000; - #[derive(Debug, Clone, Hash, PartialEq, Eq, Ord, PartialOrd)] pub struct CrpDraw { pub asgn: Vec, @@ -13,7 +11,7 @@ pub struct CrpDraw { pub n_cats: usize, } -/// Draw from Chinese Restaraunt Process +/// Draw from Chinese Restaurant Process pub fn crp_draw(n: usize, alpha: f64, rng: &mut R) -> CrpDraw { let mut n_cats = 0; let mut weights: Vec = vec![]; @@ -44,53 +42,6 @@ pub fn crp_draw(n: usize, alpha: f64, rng: &mut R) -> CrpDraw { } } -/// The stick breaking algorithm has exceeded the max number of iterations. -#[derive(Serialize, Deserialize, Debug, Clone, Copy, PartialEq, Eq, Hash)] -pub struct TheStickIsDust(u16); - -/// Append new dirchlet weights by stick breaking until the new weight is less -/// than u* -/// -/// **NOTE** This function is only for the slice reassignment kernel. It cuts out all -/// weights that are less that u*, so the sum of the weights will not be 1. -pub fn sb_slice_extend( - mut weights: Vec, - alpha: f64, - u_star: f64, - mut rng: &mut R, -) -> Result, TheStickIsDust> { - let mut b_star = weights.pop().unwrap(); - - // If α is low and we do the dirichlet update w ~ Dir(n_1, ..., n_k, α), - // the final weight will often be zero. In that case, we're done. - if b_star <= 1E-16 { - weights.push(b_star); - return Ok(weights); - } - - let beta = Beta::new(1.0, alpha).unwrap(); - - let mut iters: u16 = 0; - loop { - let vk: f64 = beta.draw(&mut rng); - let bk = vk * b_star; - b_star *= 1.0 - vk; - - if bk >= u_star { - weights.push(bk); - } - - if b_star < u_star { - return Ok(weights); - } - - iters += 1; - if iters > MAX_STICK_BREAKING_ITERS { - return Err(TheStickIsDust(MAX_STICK_BREAKING_ITERS)); - } - } -} - #[cfg(test)] mod tests { use super::*; diff --git a/lace/lace_cc/src/state.rs b/lace/lace_cc/src/state.rs index ca571558..ba3f4c5e 100644 --- a/lace/lace_cc/src/state.rs +++ b/lace/lace_cc/src/state.rs @@ -1,11 +1,16 @@ mod builder; pub use builder::{BuildStateError, Builder}; +use lace_consts::geweke_alpha_prior; use std::convert::TryInto; use std::f64::NEG_INFINITY; use lace_data::{Datum, FeatureData}; -use lace_stats::rv::dist::{Dirichlet, Gamma}; +use lace_stats::assignment::Assignment; +use lace_stats::prior_process::{ + PriorProcess, PriorProcessT, PriorProcessType, Process, +}; +use lace_stats::rv::dist::Dirichlet; use lace_stats::rv::misc::ln_pflip; use lace_stats::rv::traits::*; use lace_stats::MixtureType; @@ -17,7 +22,7 @@ use rayon::prelude::*; use serde::{Deserialize, Serialize}; use crate::alg::{ColAssignAlg, RowAssignAlg}; -use crate::assignment::{Assignment, AssignmentBuilder}; +use crate::builders::AssignmentBuilder; use crate::config::StateUpdateConfig; use crate::feature::Component; use crate::feature::{ColModel, FType, Feature}; @@ -36,32 +41,25 @@ pub struct StateDiagnostics { pub logprior: Vec, } +#[derive(Serialize, Deserialize, Clone, Debug, Default)] +pub struct StateScoreComponents { + pub ln_likelihood: f64, + pub ln_prior: f64, + pub ln_state_prior_process: f64, + pub ln_view_prior_process: f64, +} + /// A cross-categorization state #[derive(Serialize, Deserialize, Clone, Debug)] pub struct State { /// The views of columns pub views: Vec, /// The assignment of columns to views - pub asgn: Assignment, + pub prior_process: PriorProcess, /// The weights of each view in the column mixture pub weights: Vec, - /// The prior on the view CRP alphas - pub view_alpha_prior: Gamma, - /// The log likeihood of the data under the current assignment - #[serde(default)] - pub loglike: f64, - /// The log prior likelihood of component parameters under the prior and of - /// feature prior parameters under the hyperprior - #[serde(default)] - pub log_prior: f64, - /// The log prior likelihood of the row assignments under CRP and of the CRP - /// alpha param under the hyperprior - #[serde(default)] - pub log_view_alpha_prior: f64, - /// The log prior likelihood of column assignment under CRP and of the state - /// CRP alpha param under the hyperprior #[serde(default)] - pub log_state_alpha_prior: f64, + pub score: StateScoreComponents, /// The running diagnostics pub diagnostics: StateDiagnostics, } @@ -70,28 +68,29 @@ unsafe impl Send for State {} unsafe impl Sync for State {} impl State { - pub fn new( - views: Vec, - asgn: Assignment, - view_alpha_prior: Gamma, - ) -> Self { - let weights = asgn.weights(); + pub fn new(views: Vec, asgn: Assignment, process: Process) -> Self { + let prior_process = PriorProcess { asgn, process }; + let weights = prior_process.weight_vec(false); let mut state = State { views, - asgn, + prior_process, weights, - view_alpha_prior, - loglike: 0.0, - log_prior: 0.0, - log_state_alpha_prior: 0.0, - log_view_alpha_prior: 0.0, + score: StateScoreComponents::default(), diagnostics: StateDiagnostics::default(), }; - state.loglike = state.loglike(); + state.score.ln_likelihood = state.loglike(); state } + pub fn asgn(&self) -> &Assignment { + &self.prior_process.asgn + } + + pub fn asgn_mut(&mut self) -> &mut Assignment { + &mut self.prior_process.asgn + } + /// Create a new `Builder` for generating a new `State`. pub fn builder() -> Builder { Builder::new() @@ -100,46 +99,38 @@ impl State { /// Draw a new `State` from the prior pub fn from_prior( mut ftrs: Vec, - state_alpha_prior: Gamma, - view_alpha_prior: Gamma, + state_process: Process, + view_process: Process, rng: &mut R, ) -> Self { let n_cols = ftrs.len(); let n_rows = ftrs.get(0).map(|f| f.len()).unwrap_or(0); - let asgn = AssignmentBuilder::new(n_cols) - .with_prior(state_alpha_prior) - .seed_from_rng(rng) - .build() - .unwrap(); - - let mut views: Vec = (0..asgn.n_cats) + let prior_process = + PriorProcess::from_process(state_process, n_cols, rng); + let mut views: Vec = (0..prior_process.asgn.n_cats) .map(|_| { view::Builder::new(n_rows) - .alpha_prior(view_alpha_prior.clone()) + .prior_process(view_process.clone()) .seed_from_rng(rng) .build() }) .collect(); // TODO: Can we parallellize this? - for (&v, ftr) in asgn.asgn.iter().zip(ftrs.drain(..)) { + for (&v, ftr) in prior_process.asgn.iter().zip(ftrs.drain(..)) { views[v].init_feature(ftr, rng); } - let weights = asgn.weights(); + let weights = prior_process.weight_vec(false); let mut state = State { views, - asgn, + prior_process, weights, - view_alpha_prior, - loglike: 0.0, - log_prior: 0.0, - log_state_alpha_prior: 0.0, - log_view_alpha_prior: 0.0, + score: StateScoreComponents::default(), diagnostics: StateDiagnostics::default(), }; - state.loglike = state.loglike(); + state.score.ln_likelihood = state.loglike(); state } @@ -154,14 +145,14 @@ impl State { /// Get a reference to the features at `col_ix` #[inline] pub fn feature(&self, col_ix: usize) -> &ColModel { - let view_ix = self.asgn.asgn[col_ix]; + let view_ix = self.asgn().asgn[col_ix]; &self.views[view_ix].ftrs[&col_ix] } /// Get a mutable reference to the features at `col_ix` #[inline] pub fn feature_mut(&mut self, col_ix: usize) -> &mut ColModel { - let view_ix = self.asgn.asgn[col_ix]; + let view_ix = self.asgn().asgn[col_ix]; self.views[view_ix].ftrs.get_mut(&col_ix).unwrap() } @@ -169,7 +160,7 @@ impl State { #[inline] pub fn feature_as_mixture(&self, col_ix: usize) -> MixtureType { let weights = { - let view_ix = self.asgn.asgn[col_ix]; + let view_ix = self.asgn().asgn[col_ix]; self.views[view_ix].weights.clone() }; self.feature(col_ix).to_mixture(weights) @@ -206,7 +197,7 @@ impl State { /// Get the feature type (`FType`) of the column at `col_ix` #[inline] pub fn ftype(&self, col_ix: usize) -> FType { - let view_ix = self.asgn.asgn[col_ix]; + let view_ix = self.asgn().asgn[col_ix]; self.views[view_ix].ftrs[&col_ix].ftype() } @@ -223,23 +214,24 @@ impl State { StateTransition::RowAssignment(alg) => { self.reassign_rows(*alg, rng); } - StateTransition::StateAlpha => { - self.log_state_alpha_prior = self - .asgn - .update_alpha(lace_consts::MH_PRIOR_ITERS, rng); + StateTransition::StatePriorProcessParams => { + // FIXME: Add to probability? + self.score.ln_state_prior_process = + self.prior_process.update_params(rng); } - StateTransition::ViewAlphas => { - self.log_view_alpha_prior = self.update_view_alphas(rng); + StateTransition::ViewPriorProcessParams => { + self.score.ln_view_prior_process = + self.update_view_prior_process_params(rng); } StateTransition::FeaturePriors => { - self.log_prior = self.update_feature_priors(rng); + self.score.ln_prior = self.update_feature_priors(rng); } StateTransition::ComponentParams => { self.update_component_params(rng); } } } - self.loglike = self.loglike(); + self.score.ln_likelihood = self.loglike(); } fn reassign_rows( @@ -260,8 +252,11 @@ impl State { } #[inline] - fn update_view_alphas(&mut self, rng: &mut R) -> f64 { - self.views.iter_mut().map(|v| v.update_alpha(rng)).sum() + fn update_view_prior_process_params(&mut self, rng: &mut R) -> f64 { + self.views + .iter_mut() + .map(|v| v.update_prior_process_params(rng)) + .sum() } #[inline] @@ -301,10 +296,10 @@ impl State { } pub fn push_diagnostics(&mut self) { - self.diagnostics.loglike.push(self.loglike); - let log_prior = self.log_prior - + self.log_view_alpha_prior - + self.log_state_alpha_prior; + self.diagnostics.loglike.push(self.score.ln_likelihood); + let log_prior = self.score.ln_prior + + self.score.ln_view_prior_process + + self.score.ln_state_prior_process; self.diagnostics.logprior.push(log_prior); } @@ -312,11 +307,11 @@ impl State { pub fn flatten_cols(&mut self, mut rng: &mut R) { let n_cols = self.n_cols(); let new_asgn_vec = vec![0; n_cols]; - let n_cats = self.asgn.n_cats; + let n_cats = self.asgn().n_cats; let ftrs = { let mut ftrs: Vec = Vec::with_capacity(n_cols); - for (i, &v) in self.asgn.asgn.iter().enumerate() { + for (i, &v) in self.prior_process.asgn.asgn.iter().enumerate() { ftrs.push( self.views[v].remove_feature(i).expect("Feature missing"), ); @@ -347,7 +342,7 @@ impl State { // it does not explicitly update the weights. Non-updated weights means // wrong probabilities. To avoid this, we set the weights by the // partition here. - self.weights = self.asgn.weights(); + self.weights = self.prior_process.weight_vec(false); } ColAssignAlg::Slice => self.reassign_cols_slice(transitions, rng), } @@ -392,10 +387,11 @@ impl State { let p = (k as f64).recip(); ftrs.drain(..).for_each(|mut ftr| { ftr.set_id(self.n_cols()); - self.asgn.push_unassigned(); + self.asgn_mut().push_unassigned(); // insert into random existing view let view_ix = pflip(&vec![p; k], 1, &mut rng)[0]; - self.asgn.reassign(self.n_cols(), view_ix); + let n_cols = self.n_cols(); + self.asgn_mut().reassign(n_cols, view_ix); self.views[view_ix].insert_feature(ftr, &mut rng); }) } @@ -411,7 +407,7 @@ impl State { &self, m: usize, counter_start: usize, - draw_alpha: bool, + draw_process_params: bool, rng: &mut R, ) -> (BTreeMap, Vec) { let mut seeds = Vec::with_capacity(m); @@ -420,22 +416,19 @@ impl State { let seed: u64 = rng.gen(); // assignment for a hypothetical singleton view - let asgn_bldr = AssignmentBuilder::new(self.n_rows()) - .with_prior(self.view_alpha_prior.clone()) - .with_seed(seed); - - // If we do not want to draw a view alpha, take an existing one from the - // first view. This covers the case were we set the view alphas and - // never transitions them, for example if we are doing geweke on a - // subset of transitions. - let tmp_asgn = if draw_alpha { - asgn_bldr - } else { - let alpha = self.views[0].asgn.alpha; - asgn_bldr.with_alpha(alpha) - } - .build() - .unwrap(); + let asgn_bldr = + AssignmentBuilder::new(self.n_rows()).with_seed(seed); + // If we do not want to draw a view process params, take an + // existing process from the first view. This covers the case + // where we set the view process params and never transitions + // them, for example if we are doing geweke on a subset of + // transitions. + let mut process = self.views[0].prior_process.process.clone(); + if draw_process_params { + process.reset_params(rng); + }; + let tmp_asgn = + asgn_bldr.with_prior_process(process).build().unwrap(); seeds.push(seed); @@ -460,20 +453,24 @@ impl State { // `m` parameter is the number of samples for the integration. let m: usize = 1; // TODO: Should this be a parameter in ColAssignAlg? let col_ix = ftr.id(); + let n_cats = self.asgn().n_cats; - // crp alpha divided by the number of MC samples - let a_part = (self.asgn.alpha / m as f64).ln(); + // singletone weight divided by the number of MC samples + let a_part = self.prior_process.process.ln_singleton_weight(n_cats) + - (m as f64).ln(); // score for each view. We will push the singleton view probabilities // later - let mut logps = self.asgn.log_dirvec(false); + let mut logps = (0..n_cats) + .map(|k| self.prior_process.process.ln_gibbs_weight(k)) + .collect::>(); // maintain a vec that holds just the likelihoods let mut ftr_logps: Vec = Vec::with_capacity(logps.len()); // TODO: might be faster with an iterator? for (ix, view) in self.views.iter().enumerate() { - let lp = ftr.asgn_score(&view.asgn); + let lp = ftr.asgn_score(view.asgn()); ftr_logps.push(lp); logps[ix] += lp; } @@ -511,7 +508,7 @@ impl State { // we max the new view index to n_views let v_new = v_new.min(n_views); - self.asgn.reassign(col_ix, v_new); + self.asgn_mut().reassign(col_ix, v_new); self.views[v_new].insert_feature(ftr, rng); logp_out } @@ -546,7 +543,7 @@ impl State { // random order let draw_alpha = transitions .iter() - .any(|&t| t == StateTransition::ViewAlphas); + .any(|&t| t == StateTransition::ViewPriorProcessParams); let mut col_ixs: Vec = (0..self.n_cols()).collect(); col_ixs.shuffle(rng); @@ -569,9 +566,9 @@ impl State { // Check if we're drawing view alpha. If not, we use the user-specified // alpha value for all temporary, singleton assignments - let draw_alpha = transitions + let draw_process_params = transitions .iter() - .any(|&t| t == StateTransition::ViewAlphas); + .any(|&t| t == StateTransition::ViewPriorProcessParams); // determine the number of columns for which to pre-compute transition // probabilities @@ -595,7 +592,9 @@ impl State { // The partial alpha required for the singleton columns. Since we have // `m` singletons to try, we have to divide alpha by m so the singleton // proposal as a whole has the correct mass - let a_part = (self.asgn.alpha / m as f64).ln(); + let n_views = self.n_views(); + let a_part = self.prior_process.process.ln_singleton_weight(n_views) + / (m as f64).ln(); for _ in 0..n_batches { // Number of views at the start of the pre-computation @@ -612,14 +611,14 @@ impl State { .map(|(col_ix, mut t_rng)| { // let mut logps = vec![0_f64; n_views]; - let view_ix = self.asgn.asgn[col_ix]; + let view_ix = self.asgn().asgn[col_ix]; let mut logps: Vec = self .views .iter() .map(|view| { // TODO: we can use Feature::score instead of asgn_score // when the view index is this_view_ix - self.feature(col_ix).asgn_score(&view.asgn) + self.feature(col_ix).asgn_score(view.asgn()) }) .collect(); @@ -627,7 +626,7 @@ impl State { let (tmp_asgns, tmp_asgn_seeds) = self.create_tmp_assigns( m, self.n_views(), - draw_alpha, + draw_process_params, &mut t_rng, ); @@ -640,13 +639,13 @@ impl State { (col_ix, view_ix, logps, tmp_asgn_seeds) }) - .collect::>(); + .collect::, Vec)>>(); for _ in 0..pre_comps.len() { let (col_ix, this_view_ix, mut logps, seeds) = pre_comps.pop().unwrap(); - let is_singleton = self.asgn.counts[this_view_ix] == 1; + let is_singleton = self.asgn().counts[this_view_ix] == 1; let n_views = self.n_views(); logps.iter_mut().take(n_views).enumerate().for_each( @@ -654,7 +653,7 @@ impl State { // add the CRP component to the log likelihood. We must // remove the contribution to the counts of the current // column. - let ct = self.asgn.counts[k] as f64; + let ct = self.asgn().counts[k] as f64; let ln_ct = if k == this_view_ix { // Note that if ct == 1 this is a singleton in which // case the CRP component will be log(0), which @@ -670,20 +669,6 @@ impl State { }, ); - // // New views have appeared since we pre-computed - // let logp_views = logps.len() - seeds.len(); - // if n_views > logp_views { - // let ftr = self.feature(col_ix); - // for view_ix in logp_views..n_views { - // let asgn = &self.views[view_ix].asgn; - // let ln_counts = (self.asgn.counts[view_ix] as f64).ln(); - // let logp = ftr.asgn_score(asgn) + ln_counts; - - // // insert the new logps right before the singleton logps - // logps.insert(view_ix, logp); - // } - // } - let mut v_new = ln_pflip(&logps, 1, false, rng)[0]; if v_new != this_view_ix { @@ -691,18 +676,17 @@ impl State { // Moved to a singleton let seed_ix = v_new - n_views; let seed = seeds[seed_ix]; - let asgn_builder = - AssignmentBuilder::new(self.n_rows()) - .with_prior(self.view_alpha_prior.clone()) - .with_seed(seed); - - let tmp_asgn = if draw_alpha { - asgn_builder - } else { - asgn_builder.with_alpha(self.asgn.alpha) - } - .build() - .unwrap(); + let asgn_bldr = AssignmentBuilder::new(self.n_rows()) + .with_seed(seed); + let mut process = + self.views[0].prior_process.process.clone(); + if draw_process_params { + process.reset_params(rng); + }; + let tmp_asgn = asgn_bldr + .with_prior_process(process) + .build() + .unwrap(); let new_view = view::Builder::from_assignment(tmp_asgn) .seed_from_rng(&mut rng) @@ -715,7 +699,7 @@ impl State { pre_comps.iter_mut().for_each( |(col_ix, _, ref mut logps, _)| { let logp = self.feature(*col_ix).asgn_score( - &self.views.last().unwrap().asgn, + self.views.last().unwrap().asgn(), ); logps.insert(n_views, logp); }, @@ -749,7 +733,7 @@ impl State { // some reason, Engine::insert_data requires the column to be // rebuilt... let ftr = self.extract_ftr(col_ix); - self.asgn.reassign(col_ix, v_new); + self.asgn_mut().reassign(col_ix, v_new); self.views[v_new].insert_feature(ftr, rng); } } @@ -769,16 +753,16 @@ impl State { let draw_alpha = transitions .iter() - .any(|&t| t == StateTransition::ViewAlphas); + .any(|&t| t == StateTransition::ViewPriorProcessParams); self.resample_weights(true, rng); self.append_empty_view(draw_alpha, rng); let log_weights: Vec = self.weights.iter().map(|w| w.ln()).collect(); - let n_cats = self.asgn.n_cats + 1; + let n_cats = self.asgn().n_cats + 1; let mut ftrs: Vec = Vec::with_capacity(n_cols); - for (i, &v) in self.asgn.asgn.iter().enumerate() { + for (i, &v) in self.prior_process.asgn.asgn.iter().enumerate() { ftrs.push( self.views[v].remove_feature(i).expect("Feature missing"), ); @@ -792,7 +776,7 @@ impl State { .iter() .enumerate() .map(|(v, view)| { - ftr.asgn_score(&view.asgn) + log_weights[v] + ftr.asgn_score(view.asgn()) + log_weights[v] }) .collect::>() }) @@ -813,8 +797,6 @@ impl State { transitions: &[StateTransition], rng: &mut R, ) { - use crate::misc::sb_slice_extend; - if self.n_cols() == 1 { return; } @@ -824,13 +806,14 @@ impl State { let n_cols = self.n_cols(); let weights: Vec = { - let dirvec = self.asgn.dirvec(true); + let dirvec = self.prior_process.weight_vec(true); + // FIXME: this only works for Dirichlet process! let dir = Dirichlet::new(dirvec).unwrap(); dir.draw(rng) }; let us: Vec = self - .asgn + .asgn() .asgn .iter() .map(|&zi| { @@ -845,14 +828,16 @@ impl State { .fold(1.0, |umin, &ui| if ui < umin { ui } else { umin }); // Variable shadowing - let weights = - sb_slice_extend(weights, self.asgn.alpha, u_star, rng).unwrap(); + let weights = self + .prior_process + .process + .slice_sb_extend(weights, u_star, rng); let n_new_views = weights.len() - self.weights.len(); let n_views = weights.len(); let mut ftrs: Vec = Vec::with_capacity(n_cols); - for (i, &v) in self.asgn.asgn.iter().enumerate() { + for (i, &v) in self.prior_process.asgn.iter().enumerate() { ftrs.push( self.views[v].remove_feature(i).expect("Feature missing"), ); @@ -860,7 +845,7 @@ impl State { let draw_alpha = transitions .iter() - .any(|&t| t == StateTransition::ViewAlphas); + .any(|&t| t == StateTransition::ViewPriorProcessParams); for _ in 0..n_new_views { self.append_empty_view(draw_alpha, rng); } @@ -876,7 +861,7 @@ impl State { .zip(weights.iter()) .map(|(view, w)| { if w >= ui { - ftr.asgn_score(&view.asgn) + ftr.asgn_score(view.asgn()) } else { NEG_INFINITY } @@ -906,7 +891,7 @@ impl State { #[inline] pub fn datum(&self, row_ix: usize, col_ix: usize) -> Datum { - let view_ix = self.asgn.asgn[col_ix]; + let view_ix = self.asgn().asgn[col_ix]; self.views[view_ix].datum(row_ix, col_ix).unwrap() } @@ -915,7 +900,8 @@ impl State { add_empty_component: bool, rng: &mut R, ) { - let dirvec = self.asgn.dirvec(add_empty_component); + // FIXME: this only works for Dirichlet! + let dirvec = self.prior_process.weight_vec(add_empty_component); let dir = Dirichlet::new(dirvec).unwrap(); self.weights = dir.draw(rng) } @@ -938,11 +924,12 @@ impl State { } } - self.asgn + self.asgn_mut() .set_asgn(new_asgn_vec) .expect("new_asgn_vec is invalid"); - for (ftr, &v) in ftrs.drain(..).zip(self.asgn.asgn.iter()) { + for (ftr, &v) in ftrs.drain(..).zip(self.prior_process.asgn.asgn.iter()) + { self.views[v].insert_feature(ftr, rng) } } @@ -950,20 +937,20 @@ impl State { /// Extract a feature from its view, unassign it, and drop the view if it /// is a singleton. fn extract_ftr(&mut self, ix: usize) -> ColModel { - let v = self.asgn.asgn[ix]; - let ct = self.asgn.counts[v]; + let v = self.asgn().asgn[ix]; + let ct = self.asgn().counts[v]; let ftr = self.views[v].remove_feature(ix).unwrap(); if ct == 1 { self.drop_view(v); } - self.asgn.unassign(ix); + self.asgn_mut().unassign(ix); ftr } pub fn component(&self, row_ix: usize, col_ix: usize) -> Component { - let view_ix = self.asgn.asgn[col_ix]; + let view_ix = self.asgn().asgn[col_ix]; let view = &self.views[view_ix]; - let k = view.asgn.asgn[row_ix]; + let k = view.asgn().asgn[row_ix]; view.ftrs[&col_ix].component(k) } @@ -976,21 +963,18 @@ impl State { fn append_empty_view( &mut self, - draw_alpha: bool, // draw the view CRP alpha from the prior + draw_process_params: bool, rng: &mut R, ) { - let asgn_builder = AssignmentBuilder::new(self.n_rows()) - .with_prior(self.view_alpha_prior.clone()); + let asgn_bldr = + AssignmentBuilder::new(self.n_rows()).with_seed(rng.gen()); - let asgn_builder = if draw_alpha { - asgn_builder - } else { - // The alphas should all be the same, so just take one from another view - let alpha = self.views[0].asgn.alpha; - asgn_builder.with_alpha(alpha) + let mut process = self.views[0].prior_process.process.clone(); + if draw_process_params { + process.reset_params(rng); }; - let asgn = asgn_builder.seed_from_rng(rng).build().unwrap(); + let asgn = asgn_bldr.with_prior_process(process).build().unwrap(); let view = view::Builder::from_assignment(asgn) .seed_from_rng(rng) @@ -1001,7 +985,7 @@ impl State { #[inline] pub fn impute_bounds(&self, col_ix: usize) -> Option<(f64, f64)> { - let view_ix = self.asgn.asgn[col_ix]; + let view_ix = self.asgn().asgn[col_ix]; self.views[view_ix].ftrs[&col_ix].impute_bounds() } @@ -1021,7 +1005,7 @@ impl State { row_ix: usize, col_ix: usize, ) -> Option { - let view_ix = self.asgn.asgn[col_ix]; + let view_ix = self.asgn().asgn[col_ix]; self.views[view_ix].remove_datum(row_ix, col_ix) } @@ -1029,7 +1013,7 @@ impl State { if x.is_missing() { self.remove_datum(row_ix, col_ix); } else { - let view_ix = self.asgn.asgn[col_ix]; + let view_ix = self.asgn().asgn[col_ix]; self.views[view_ix].insert_datum(row_ix, col_ix, x); } } @@ -1047,11 +1031,11 @@ impl State { // Delete a column from the table pub fn del_col(&mut self, ix: usize, rng: &mut R) { - let zi = self.asgn.asgn[ix]; - let is_singleton = self.asgn.counts[zi] == 1; + let zi = self.asgn().asgn[ix]; + let is_singleton = self.asgn().counts[zi] == 1; - self.asgn.unassign(ix); - self.asgn.asgn.remove(ix); + self.asgn_mut().unassign(ix); + self.asgn_mut().asgn.remove(ix); if is_singleton { self.views.remove(zi); @@ -1063,7 +1047,7 @@ impl State { // self.n_cols counts the number of features in views, so this should be // accurate after the remove step above for i in ix..self.n_cols() { - let zi = self.asgn.asgn[i]; + let zi = self.asgn().asgn[i]; let mut ftr = self.views[zi].remove_feature(i + 1).unwrap(); ftr.set_id(i); self.views[zi].ftrs.insert(ftr.id(), ftr); @@ -1106,8 +1090,8 @@ impl State { } pub fn col_weights(&self, col_ix: usize) -> Vec { - let view_ix = self.asgn.asgn[col_ix]; - self.views[view_ix].asgn.weights() + let view_ix = self.asgn().asgn[col_ix]; + self.views[view_ix].prior_process.weight_vec(false) } } @@ -1127,10 +1111,32 @@ pub struct StateGewekeSettings { pub cm_types: Vec, /// Which transitions to do pub transitions: Vec, + /// Which prior process to use for the State assignment + pub state_process_type: PriorProcessType, + /// Which prior process to use for the View assignment + pub view_process_type: PriorProcessType, } impl StateGewekeSettings { - pub fn new(n_rows: usize, cm_types: Vec) -> Self { + pub fn new( + n_rows: usize, + cm_types: Vec, + state_process_type: PriorProcessType, + view_process_type: PriorProcessType, + ) -> Self { + use crate::transition::DEFAULT_STATE_TRANSITIONS; + + StateGewekeSettings { + n_cols: cm_types.len(), + n_rows, + cm_types, + transitions: DEFAULT_STATE_TRANSITIONS.into(), + state_process_type, + view_process_type, + } + } + + pub fn new_dirichlet_process(n_rows: usize, cm_types: Vec) -> Self { use crate::transition::DEFAULT_STATE_TRANSITIONS; StateGewekeSettings { @@ -1138,6 +1144,8 @@ impl StateGewekeSettings { n_rows, cm_types, transitions: DEFAULT_STATE_TRANSITIONS.into(), + state_process_type: PriorProcessType::Dirichlet, + view_process_type: PriorProcessType::Dirichlet, } } @@ -1153,10 +1161,10 @@ impl StateGewekeSettings { .any(|t| matches!(t, StateTransition::RowAssignment(_))) } - pub fn do_alpha_transition(&self) -> bool { + pub fn do_process_params_transition(&self) -> bool { self.transitions .iter() - .any(|t| matches!(t, StateTransition::StateAlpha)) + .any(|t| matches!(t, StateTransition::StatePriorProcessParams)) } } @@ -1179,6 +1187,7 @@ impl GewekeResampleData for State { .iter() .filter_map(|&st| st.try_into().ok()) .collect(), + process_type: s.view_process_type, }; for view in &mut self.views { view.geweke_resample_data(Some(&view_settings), &mut rng); @@ -1243,16 +1252,17 @@ impl GewekeSummarize for State { .iter() .filter_map(|&st| st.try_into().ok()) .collect(), + process_type: settings.view_process_type, }; GewekeStateSummary { n_views: if settings.do_col_asgn_transition() { - Some(self.asgn.n_cats) + Some(self.asgn().n_cats) } else { None }, - alpha: if settings.do_alpha_transition() { - Some(self.asgn.alpha) + alpha: if settings.do_process_params_transition() { + Some(self.prior_process.alpha().unwrap()) } else { None }, @@ -1277,6 +1287,8 @@ impl GewekeModel for State { settings: &StateGewekeSettings, mut rng: &mut impl Rng, ) -> Self { + use lace_stats::prior_process::Dirichlet as PDirichlet; + let has_transition = |t: StateTransition, s: &StateGewekeSettings| { s.transitions.iter().any(|&ti| ti == t) }; @@ -1285,11 +1297,11 @@ impl GewekeModel for State { let do_ftr_prior_transition = has_transition(StateTransition::FeaturePriors, settings); - let do_state_alpha_transition = - has_transition(StateTransition::StateAlpha, settings); + let do_state_process_transition = + has_transition(StateTransition::StatePriorProcessParams, settings); - let do_view_alphas_transition = - has_transition(StateTransition::ViewAlphas, settings); + let do_view_process_transition = + has_transition(StateTransition::ViewPriorProcessParams, settings); let do_col_asgn_transition = settings.do_col_asgn_transition(); let do_row_asgn_transition = settings.do_row_asgn_transition(); @@ -1303,40 +1315,58 @@ impl GewekeModel for State { let n_cols = ftrs.len(); - let asgn_bldr = if do_col_asgn_transition { - AssignmentBuilder::new(n_cols) - } else { - AssignmentBuilder::new(n_cols).flat() - } - .seed_from_rng(&mut rng) - .with_geweke_prior(); + let state_prior_process = { + let process = if do_state_process_transition { + Process::Dirichlet(PDirichlet::from_prior( + geweke_alpha_prior(), + &mut rng, + )) + } else { + Process::Dirichlet(PDirichlet { + prior: geweke_alpha_prior(), + alpha: 1.0, + }) + }; - let asgn = if do_state_alpha_transition { - asgn_bldr.build().unwrap() - } else { - asgn_bldr.with_alpha(1.0).build().unwrap() + let asgn = if do_col_asgn_transition { + AssignmentBuilder::new(n_cols) + } else { + AssignmentBuilder::new(n_cols).flat() + } + .with_prior_process(process.clone()) + .seed_from_rng(&mut rng) + .build() + .unwrap(); + + PriorProcess { process, asgn } }; let view_asgn_bldr = if do_row_asgn_transition { - if do_view_alphas_transition { - AssignmentBuilder::new(settings.n_rows) - } else { - AssignmentBuilder::new(settings.n_rows).with_alpha(1.0) - } - } else if do_view_alphas_transition { - AssignmentBuilder::new(settings.n_rows).flat() - } else { AssignmentBuilder::new(settings.n_rows) - .flat() - .with_alpha(1.0) - } - .with_geweke_prior(); + } else { + AssignmentBuilder::new(settings.n_rows).flat() + }; - let mut views: Vec = (0..asgn.n_cats) + let mut views: Vec = (0..state_prior_process.asgn.n_cats) .map(|_| { + // may need to redraw the process params from the prior many + // times, so Process construction must be a generating function + let process = if do_view_process_transition { + Process::Dirichlet(PDirichlet::from_prior( + geweke_alpha_prior(), + &mut rng, + )) + } else { + Process::Dirichlet(PDirichlet { + prior: geweke_alpha_prior(), + alpha: 1.0, + }) + }; + let asgn = view_asgn_bldr .clone() .seed_from_rng(&mut rng) + .with_prior_process(process) .build() .unwrap(); view::Builder::from_assignment(asgn) @@ -1345,22 +1375,17 @@ impl GewekeModel for State { }) .collect(); - for (&v, ftr) in asgn.asgn.iter().zip(ftrs.drain(..)) { + for (&v, ftr) in + state_prior_process.asgn.asgn.iter().zip(ftrs.drain(..)) + { views[v].geweke_init_feature(ftr, &mut rng); } - let view_alpha_prior = views[0].asgn.prior.clone(); - - let weights = asgn.weights(); State { views, - asgn, - weights, - view_alpha_prior, - loglike: 0.0, - log_prior: 0.0, - log_state_alpha_prior: 0.0, - log_view_alpha_prior: 0.0, + weights: state_prior_process.weight_vec(false), + prior_process: state_prior_process, + score: StateScoreComponents::default(), diagnostics: StateDiagnostics::default(), } } @@ -1385,7 +1410,6 @@ mod test { use super::*; use crate::state::Builder; - use approx::*; use lace_codebook::ColType; #[test] @@ -1403,7 +1427,7 @@ mod test { .build() .expect("Failed to build state"); - assert_eq!(state.asgn.asgn, vec![0, 0, 1, 1]); + assert_eq!(state.asgn().asgn, vec![0, 0, 1, 1]); let ftr = state.extract_ftr(1); @@ -1411,9 +1435,9 @@ mod test { assert_eq!(state.views[0].ftrs.len(), 1); assert_eq!(state.views[1].ftrs.len(), 2); - assert_eq!(state.asgn.asgn, vec![0, usize::max_value(), 1, 1]); - assert_eq!(state.asgn.counts, vec![1, 2]); - assert_eq!(state.asgn.n_cats, 2); + assert_eq!(state.asgn().asgn, vec![0, usize::max_value(), 1, 1]); + assert_eq!(state.asgn().counts, vec![1, 2]); + assert_eq!(state.asgn().n_cats, 2); assert_eq!(ftr.id(), 1); } @@ -1433,16 +1457,16 @@ mod test { .build() .expect("Failed to build state"); - assert_eq!(state.asgn.asgn, vec![0, 1, 1]); + assert_eq!(state.asgn().asgn, vec![0, 1, 1]); let ftr = state.extract_ftr(0); assert_eq!(state.n_views(), 1); assert_eq!(state.views[0].ftrs.len(), 2); - assert_eq!(state.asgn.asgn, vec![usize::max_value(), 0, 0]); - assert_eq!(state.asgn.counts, vec![2]); - assert_eq!(state.asgn.n_cats, 1); + assert_eq!(state.asgn().asgn, vec![usize::max_value(), 0, 0]); + assert_eq!(state.asgn().counts, vec![2]); + assert_eq!(state.asgn().n_cats, 1); assert_eq!(ftr.id(), 0); } @@ -1521,37 +1545,24 @@ mod test { for _ in 0..n_runs { let state = State::geweke_from_prior(settings, &mut rng); - // 1. Check the assignment prior - assert_relative_eq!(state.asgn.prior.shape(), 3.0, epsilon = 1E-12); - assert_relative_eq!(state.asgn.prior.rate(), 3.0, epsilon = 1E-12); // Column assignment is not flat - if state.asgn.asgn.iter().any(|&zi| zi != 0) { + if state.asgn().asgn.iter().any(|&zi| zi != 0) { cols_always_flat = false; } - if !basically_one(state.asgn.alpha) { + if !basically_one(state.prior_process.alpha().unwrap()) { state_alpha_1 = false; } // 2. Check the column priors for view in state.views.iter() { // Check the view assignment priors - assert_relative_eq!( - view.asgn.prior.shape(), - 3.0, - epsilon = 1E-12 - ); - assert_relative_eq!( - view.asgn.prior.rate(), - 3.0, - epsilon = 1E-12 - ); // Check the view assignments aren't flat - if view.asgn.asgn.iter().any(|&zi| zi != 0) { + if view.asgn().asgn.iter().any(|&zi| zi != 0) { rows_always_flat = false; } - if !basically_one(view.asgn.alpha) { + if !basically_one(view.prior_process.alpha().unwrap()) { view_alphas_1 = false; } } @@ -1567,8 +1578,10 @@ mod test { #[test] fn geweke_from_prior_all_transitions() { - let settings = - StateGewekeSettings::new(50, vec![FType::Continuous; 40]); + let settings = StateGewekeSettings::new_dirichlet_process( + 50, + vec![FType::Continuous; 40], + ); let mut rng = rand::thread_rng(); let result = test_asgn_flatness(&settings, 10, &mut rng); assert!(!result.rows_always_flat); @@ -1585,10 +1598,12 @@ mod test { cm_types: vec![FType::Continuous; 20], transitions: vec![ StateTransition::ColumnAssignment(ColAssignAlg::FiniteCpu), - StateTransition::StateAlpha, - StateTransition::ViewAlphas, + StateTransition::StatePriorProcessParams, + StateTransition::ViewPriorProcessParams, StateTransition::FeaturePriors, ], + state_process_type: PriorProcessType::Dirichlet, + view_process_type: PriorProcessType::Dirichlet, }; let mut rng = rand::thread_rng(); let result = test_asgn_flatness(&settings, 100, &mut rng); @@ -1606,10 +1621,12 @@ mod test { cm_types: vec![FType::Continuous; 20], transitions: vec![ StateTransition::RowAssignment(RowAssignAlg::FiniteCpu), - StateTransition::StateAlpha, - StateTransition::ViewAlphas, + StateTransition::StatePriorProcessParams, + StateTransition::ViewPriorProcessParams, StateTransition::FeaturePriors, ], + state_process_type: PriorProcessType::Dirichlet, + view_process_type: PriorProcessType::Dirichlet, }; let mut rng = rand::thread_rng(); let result = test_asgn_flatness(&settings, 100, &mut rng); @@ -1626,10 +1643,12 @@ mod test { n_rows: 50, cm_types: vec![FType::Continuous; 20], transitions: vec![ - StateTransition::StateAlpha, - StateTransition::ViewAlphas, + StateTransition::StatePriorProcessParams, + StateTransition::ViewPriorProcessParams, StateTransition::FeaturePriors, ], + state_process_type: PriorProcessType::Dirichlet, + view_process_type: PriorProcessType::Dirichlet, }; let mut rng = rand::thread_rng(); let result = test_asgn_flatness(&settings, 100, &mut rng); @@ -1650,6 +1669,8 @@ mod test { StateTransition::RowAssignment(RowAssignAlg::FiniteCpu), StateTransition::FeaturePriors, ], + state_process_type: PriorProcessType::Dirichlet, + view_process_type: PriorProcessType::Dirichlet, }; let mut rng = rand::thread_rng(); let result = test_asgn_flatness(&settings, 100, &mut rng); @@ -1705,6 +1726,6 @@ mod test { assert_eq!(state.n_views(), 1); assert_eq!(state.n_cols(), 20); - assert!(state.asgn.asgn.iter().all(|&z| z == 0)) + assert!(state.asgn().asgn.iter().all(|&z| z == 0)) } } diff --git a/lace/lace_cc/src/state/builder.rs b/lace/lace_cc/src/state/builder.rs index 5be95e05..fdc920ed 100644 --- a/lace/lace_cc/src/state/builder.rs +++ b/lace/lace_cc/src/state/builder.rs @@ -3,6 +3,7 @@ use lace_data::SparseContainer; use lace_stats::prior::csd::CsdHyper; use lace_stats::prior::nix::NixHyper; use lace_stats::prior::pg::PgHyper; +use lace_stats::prior_process::Process; use lace_stats::rv::dist::{ Categorical, Gamma, Gaussian, NormalInvChiSquared, Poisson, }; @@ -11,7 +12,7 @@ use rand::SeedableRng; use rand_xoshiro::Xoshiro256Plus; use thiserror::Error; -use crate::assignment::AssignmentBuilder; +use crate::builders::AssignmentBuilder; use crate::feature::{ColModel, Column, Feature}; use crate::state::State; @@ -24,6 +25,7 @@ pub struct Builder { pub col_configs: Option>, pub ftrs: Option>, pub seed: Option, + pub prior_process: Option, } #[derive(Debug, Error, PartialEq)] @@ -106,6 +108,12 @@ impl Builder { self } + #[must_use] + pub fn prior_process(mut self, process: Process) -> Self { + self.prior_process = Some(process); + self + } + /// Build the `State` pub fn build(self) -> Result { let mut rng = match self.seed { @@ -183,12 +191,21 @@ impl Builder { assert_eq!(ftrs.len(), 0); + let process = self.prior_process.unwrap_or_else(|| { + Process::Dirichlet( + lace_stats::prior_process::Dirichlet::from_prior( + lace_consts::state_alpha_prior(), + &mut rng, + ), + ) + }); + let asgn = AssignmentBuilder::from_vec(col_asgn) .seed_from_rng(&mut rng) .build() .unwrap(); - let alpha_prior: Gamma = lace_consts::state_alpha_prior(); - Ok(State::new(views, asgn, alpha_prior)) + + Ok(State::new(views, asgn, process)) } } @@ -313,15 +330,15 @@ mod tests { .expect("Failed to build state") }; - assert_eq!(state_1.asgn.asgn, state_2.asgn.asgn); + assert_eq!(state_1.asgn().asgn, state_2.asgn().asgn); for (view_1, view_2) in state_1.views.iter().zip(state_2.views.iter()) { - assert_eq!(view_1.asgn.asgn, view_2.asgn.asgn); + assert_eq!(view_1.asgn().asgn, view_2.asgn().asgn); } } #[test] - fn n_rows_overriden_by_features() { + fn n_rows_overridden_by_features() { let n_cols = 5; let col_models = { let state = Builder::new() diff --git a/lace/lace_cc/src/transition.rs b/lace/lace_cc/src/transition.rs index bfb5a65e..fc38236a 100644 --- a/lace/lace_cc/src/transition.rs +++ b/lace/lace_cc/src/transition.rs @@ -7,9 +7,9 @@ use crate::ParseError; pub const DEFAULT_STATE_TRANSITIONS: [StateTransition; 5] = [ StateTransition::ColumnAssignment(ColAssignAlg::Slice), - StateTransition::StateAlpha, + StateTransition::StatePriorProcessParams, StateTransition::RowAssignment(RowAssignAlg::Slice), - StateTransition::ViewAlphas, + StateTransition::ViewPriorProcessParams, StateTransition::FeaturePriors, ]; @@ -19,7 +19,7 @@ pub enum ViewTransition { /// Reassign rows to categories RowAssignment(RowAssignAlg), /// Update the alpha (discount) parameters on the CRP - Alpha, + PriorProcessParams, /// Update the feature (column) prior parameters FeaturePriors, /// Update the parameters in the feature components. This is usually done @@ -40,10 +40,10 @@ pub enum StateTransition { RowAssignment(RowAssignAlg), /// Update the alpha (discount) parameter on the column-to-views CRP #[serde(rename = "state_alpha")] - StateAlpha, + StatePriorProcessParams, /// Update the alpha (discount) parameters on the row-to-categories CRP #[serde(rename = "view_alphas")] - ViewAlphas, + ViewPriorProcessParams, /// Update the feature (column) prior parameters #[serde(rename = "feature_priors")] FeaturePriors, @@ -60,7 +60,9 @@ impl TryFrom for ViewTransition { fn try_from(st: StateTransition) -> Result { match st { - StateTransition::ViewAlphas => Ok(ViewTransition::Alpha), + StateTransition::ViewPriorProcessParams => { + Ok(ViewTransition::PriorProcessParams) + } StateTransition::RowAssignment(alg) => { Ok(ViewTransition::RowAssignment(alg)) } diff --git a/lace/lace_cc/src/view.rs b/lace/lace_cc/src/view.rs index 6ba9f346..80f03939 100644 --- a/lace/lace_cc/src/view.rs +++ b/lace/lace_cc/src/view.rs @@ -3,7 +3,11 @@ use std::f64::NEG_INFINITY; use lace_data::{Datum, FeatureData}; use lace_geweke::{GewekeModel, GewekeResampleData, GewekeSummarize}; -use lace_stats::rv::dist::{Dirichlet, Gamma}; +use lace_stats::assignment::Assignment; +use lace_stats::prior_process::{ + PriorProcess, PriorProcessT, PriorProcessType, Process, +}; +use lace_stats::rv::dist::Dirichlet; use lace_stats::rv::misc::ln_pflip; use lace_stats::rv::traits::Rv; use lace_utils::{logaddexp, unused_components, Matrix, Shape}; @@ -13,7 +17,7 @@ use serde::{Deserialize, Serialize}; // use crate::cc::feature::geweke::{gen_geweke_col_models, ColumnGewekeSettings}; use crate::alg::RowAssignAlg; -use crate::assignment::{Assignment, AssignmentBuilder}; +use crate::builders::AssignmentBuilder; use crate::feature::geweke::GewekeColumnSummary; use crate::feature::geweke::{gen_geweke_col_models, ColumnGewekeSettings}; use crate::feature::{ColModel, FType, Feature}; @@ -30,7 +34,7 @@ pub struct View { /// A Map of features indexed by the feature ID pub ftrs: BTreeMap, /// The assignment of rows to categories - pub asgn: Assignment, + pub prior_process: PriorProcess, /// The weights of each category pub weights: Vec, } @@ -38,7 +42,7 @@ pub struct View { /// Builds a `View` pub struct Builder { n_rows: usize, - alpha_prior: Option, + process: Option, asgn: Option, ftrs: Option>, seed: Option, @@ -50,7 +54,7 @@ impl Builder { Builder { n_rows, asgn: None, - alpha_prior: None, + process: None, ftrs: None, seed: None, } @@ -63,7 +67,7 @@ impl Builder { Builder { n_rows: asgn.len(), asgn: Some(asgn), - alpha_prior: None, // is ignored in asgn set + process: None, // is ignored in asgn set ftrs: None, seed: None, } @@ -71,13 +75,9 @@ impl Builder { /// Put a custom `Gamma` prior on the CRP alpha #[must_use] - pub fn alpha_prior(mut self, alpha_prior: Gamma) -> Self { - if self.asgn.is_some() { - panic!("Cannot add alpha_prior once Assignment added"); - } else { - self.alpha_prior = Some(alpha_prior); - self - } + pub fn prior_process(mut self, process: Process) -> Self { + self.process = Some(process); + self } /// Add features to the `View` @@ -103,30 +103,32 @@ impl Builder { /// Build the `View` and consume the builder pub fn build(self) -> View { + use lace_consts::general_alpha_prior; + use lace_stats::prior_process::Dirichlet; + let mut rng = match self.seed { Some(seed) => Xoshiro256Plus::seed_from_u64(seed), None => Xoshiro256Plus::from_entropy(), }; + let process = self.process.unwrap_or_else(|| { + Process::Dirichlet(Dirichlet::from_prior( + general_alpha_prior(), + &mut rng, + )) + }); + let asgn = match self.asgn { Some(asgn) => asgn, - None => { - if self.alpha_prior.is_none() { - AssignmentBuilder::new(self.n_rows) - .seed_from_rng(&mut rng) - .build() - .unwrap() - } else { - AssignmentBuilder::new(self.n_rows) - .with_prior(self.alpha_prior.unwrap()) - .seed_from_rng(&mut rng) - .build() - .unwrap() - } - } + None => process.draw_assignment(self.n_rows, &mut rng), + }; + + let prior_process = PriorProcess { + process, + asgn: asgn.clone(), }; - let weights = asgn.weights(); + let weights = prior_process.weight_vec(false); let mut ftr_tree = BTreeMap::new(); if let Some(mut ftrs) = self.ftrs { for mut ftr in ftrs.drain(..) { @@ -137,17 +139,25 @@ impl Builder { View { ftrs: ftr_tree, - asgn, + prior_process, weights, } } } impl View { + pub fn asgn(&self) -> &Assignment { + &self.prior_process.asgn + } + + pub fn asgn_mut(&mut self) -> &mut Assignment { + &mut self.prior_process.asgn + } + /// The number of rows in the `View` #[inline] pub fn n_rows(&self) -> usize { - self.asgn.asgn.len() + self.asgn().len() } /// The number of columns in the `View` @@ -171,19 +181,13 @@ impl View { /// The number of categories #[inline] pub fn n_cats(&self) -> usize { - self.asgn.n_cats - } - - /// The current value of the CPR alpha parameter - #[inline] - pub fn alpha(&self) -> f64 { - self.asgn.alpha + self.asgn().n_cats } // Extend the columns by a number of cells, increasing the total number of // rows. The added entries will be empty. pub fn extend_cols(&mut self, n_rows: usize) { - (0..n_rows).for_each(|_| self.asgn.push_unassigned()); + (0..n_rows).for_each(|_| self.asgn_mut().push_unassigned()); self.ftrs.values_mut().for_each(|ftr| { (0..n_rows).for_each(|_| ftr.append_datum(Datum::Missing)) }) @@ -195,7 +199,7 @@ impl View { row_ix: usize, col_ix: usize, ) -> Option { - let k = self.asgn.asgn[row_ix]; + let k = self.asgn().asgn[row_ix]; let is_assigned = k != usize::max_value(); if is_assigned { @@ -212,7 +216,7 @@ impl View { return; } - let k = self.asgn.asgn[row_ix]; + let k = self.asgn().asgn[row_ix]; let is_assigned = k != usize::max_value(); let ftr = self.ftrs.get_mut(&col_ix).unwrap(); @@ -267,8 +271,8 @@ impl View { ) { for transition in transitions { match transition { - ViewTransition::Alpha => { - self.update_alpha(&mut rng); + ViewTransition::PriorProcessParams => { + self.update_prior_process_params(&mut rng); } ViewTransition::RowAssignment(alg) => { self.reassign(*alg, &mut rng); @@ -287,7 +291,7 @@ impl View { pub fn default_transitions() -> Vec { vec![ ViewTransition::RowAssignment(RowAssignAlg::FiniteCpu), - ViewTransition::Alpha, + ViewTransition::PriorProcessParams, ViewTransition::FeaturePriors, ] } @@ -365,13 +369,13 @@ impl View { // it does not explicitly update the weights. Non-updated weights means // wrong probabilities. To avoid this, we set the weights by the // partition here. - self.weights = self.asgn.weights(); - debug_assert!(self.asgn.validate().is_valid()); + self.weights = self.prior_process.weight_vec(false); + debug_assert!(self.asgn().validate().is_valid()); } /// Use the finite approximation (on the CPU) to reassign the rows pub fn reassign_rows_finite_cpu(&mut self, mut rng: &mut impl Rng) { - let n_cats = self.asgn.n_cats; + let n_cats = self.n_cats(); let n_rows = self.n_rows(); self.resample_weights(true, &mut rng); @@ -392,17 +396,17 @@ impl View { /// Use the improved slice algorithm to reassign the rows pub fn reassign_rows_slice(&mut self, mut rng: &mut impl Rng) { - use crate::misc::sb_slice_extend; self.resample_weights(false, &mut rng); let weights: Vec = { - let dirvec = self.asgn.dirvec(true); + // FIXME: only works for dirichlet + let dirvec = self.prior_process.weight_vec(true); let dir = Dirichlet::new(dirvec).unwrap(); dir.draw(&mut rng) }; let us: Vec = self - .asgn + .asgn() .asgn .iter() .map(|&zi| { @@ -416,9 +420,10 @@ impl View { us.iter() .fold(1.0, |umin, &ui| if ui < umin { ui } else { umin }); - let weights = - sb_slice_extend(weights, self.asgn.alpha, u_star, &mut rng) - .unwrap(); + let weights = self + .prior_process + .process + .slice_sb_extend(weights, u_star, &mut rng); let n_new_cats = weights.len() - self.weights.len(); let n_cats = weights.len(); @@ -461,7 +466,7 @@ impl View { add_empty_component: bool, mut rng: &mut impl Rng, ) { - let dirvec = self.asgn.dirvec(add_empty_component); + let dirvec = self.prior_process.weight_vec(add_empty_component); let dir = Dirichlet::new(dirvec).unwrap(); self.weights = dir.draw(&mut rng) } @@ -475,8 +480,8 @@ impl View { let i = ixs[0]; let j = ixs[1]; - let zi = self.asgn.asgn[i]; - let zj = self.asgn.asgn[j]; + let zi = self.asgn().asgn[i]; + let zj = self.asgn().asgn[j]; if zi < zj { (i, j, zi, zj) @@ -491,14 +496,15 @@ impl View { assert!(zi < zj); self.sams_merge(i, j, rng); } - debug_assert!(self.asgn.validate().is_valid()); + debug_assert!(self.asgn().validate().is_valid()); } /// MCMC update on the CPR alpha parameter #[inline] - pub fn update_alpha(&mut self, mut rng: &mut impl Rng) -> f64 { - self.asgn - .update_alpha(lace_consts::MH_PRIOR_ITERS, &mut rng) + pub fn update_prior_process_params(&mut self, rng: &mut impl Rng) -> f64 { + self.prior_process.update_params(rng); + // FIXME: should be the new likelihood + 0.0 } /// Insert a new `Feature` into the `View`, but draw the feature @@ -511,8 +517,8 @@ impl View { "Feature {} already in view", id ); - ftr.init_components(self.asgn.n_cats, &mut rng); - ftr.reassign(&self.asgn, &mut rng); + ftr.init_components(self.asgn().n_cats, &mut rng); + ftr.reassign(self.asgn(), &mut rng); self.ftrs.insert(id, ftr); } @@ -530,7 +536,7 @@ impl View { "Feature {} already in view", id ); - ftr.geweke_init(&self.asgn, rng); + ftr.geweke_init(self.asgn(), rng); self.ftrs.insert(id, ftr); } @@ -547,7 +553,7 @@ impl View { "Feature {} already in view", id ); - ftr.reassign(&self.asgn, &mut rng); + ftr.reassign(self.asgn(), &mut rng); self.ftrs.insert(id, ftr); } @@ -570,7 +576,7 @@ impl View { // assignment to preserve canonical order. (0..n).for_each(|_| { self.remove_row(ix); - self.asgn.asgn.remove(ix); + self.asgn_mut().asgn.remove(ix); }); // remove data from features @@ -596,7 +602,7 @@ impl View { #[inline] pub fn refresh_suffstats(&mut self, mut rng: &mut impl Rng) { for ftr in self.ftrs.values_mut() { - ftr.reassign(&self.asgn, &mut rng); + ftr.reassign(&self.prior_process.asgn, &mut rng); } } @@ -615,7 +621,7 @@ impl View { // problem is that I can't iterate on self.asgn then call // self.reinsert_row inside the for_each closure let mut unassigned_rows: Vec = self - .asgn + .asgn() .iter() .enumerate() .filter_map(|(row_ix, &z)| { @@ -640,10 +646,10 @@ impl View { // Remove the row for the purposes of MCMC without deleting its data. #[inline] fn remove_row(&mut self, row_ix: usize) { - let k = self.asgn.asgn[row_ix]; - let is_singleton = self.asgn.counts[k] == 1; + let k = self.asgn().asgn[row_ix]; + let is_singleton = self.asgn().counts[k] == 1; self.forget_row(row_ix, k); - self.asgn.unassign(row_ix); + self.asgn_mut().unassign(row_ix); if is_singleton { self.drop_component(k); @@ -660,25 +666,31 @@ impl View { #[inline] fn reinsert_row(&mut self, row_ix: usize, mut rng: &mut impl Rng) { - let k_new = if self.asgn.n_cats == 0 { + let k_new = if self.asgn().n_cats == 0 { // If empty, assign to category zero debug_assert!(self.ftrs.values().all(|f| f.k() == 0)); self.append_empty_component(&mut rng); 0 } else { // If not empty, do a Gibbs step - let mut logps: Vec = Vec::with_capacity(self.asgn.n_cats + 1); - self.asgn.counts.iter().enumerate().for_each(|(k, &ct)| { + let mut logps: Vec = + Vec::with_capacity(self.asgn().n_cats + 1); + self.asgn().counts.iter().enumerate().for_each(|(k, &ct)| { logps.push( (ct as f64).ln() + self.predictive_score_at(row_ix, k), ); }); - logps.push(self.asgn.alpha.ln() + self.singleton_score(row_ix)); + logps.push( + self.prior_process + .process + .ln_singleton_weight(self.n_cats()) + + self.singleton_score(row_ix), + ); let k_new = ln_pflip(&logps, 1, false, &mut rng)[0]; - if k_new == self.asgn.n_cats { + if k_new == self.n_cats() { self.append_empty_component(&mut rng); } @@ -686,7 +698,7 @@ impl View { }; self.observe_row(row_ix, k_new); - self.asgn.reassign(row_ix, k_new); + self.asgn_mut().reassign(row_ix, k_new); } #[inline] @@ -724,20 +736,20 @@ impl View { } } - self.asgn + self.asgn_mut() .set_asgn(new_asgn_vec) .expect("new asgn is invalid"); self.resample_weights(false, &mut rng); for ftr in self.ftrs.values_mut() { - ftr.reassign(&self.asgn, &mut rng) + ftr.reassign(&self.prior_process.asgn, &mut rng) } } fn set_asgn(&mut self, asgn: Assignment, rng: &mut R) { - self.asgn = asgn; + self.prior_process.asgn = asgn; self.resample_weights(false, rng); for ftr in self.ftrs.values_mut() { - ftr.reassign(&self.asgn, rng) + ftr.reassign(&self.prior_process.asgn, rng) } } @@ -768,7 +780,7 @@ impl View { if calc_reverse { // Get the indices of the columns assigned to the clusters that // were split - self.asgn + self.asgn() .asgn .iter() .enumerate() @@ -785,7 +797,7 @@ impl View { } else { // Get the indices of the columns assigned to the cluster to split let mut row_ixs: Vec = self - .asgn + .asgn() .asgn .iter() .enumerate() @@ -798,17 +810,17 @@ impl View { } fn sams_merge(&mut self, i: usize, j: usize, rng: &mut R) { - use crate::assignment::lcrp; + use lace_stats::assignment::lcrp; use std::cmp::Ordering; - let zi = self.asgn.asgn[i]; - let zj = self.asgn.asgn[j]; + let zi = self.asgn().asgn[i]; + let zj = self.asgn().asgn[j]; let (logp_spt, logq_spt, ..) = self.propose_split(i, j, true, rng); let asgn = { let zs = self - .asgn + .asgn() .asgn .iter() .map(|&z| match z.cmp(&zj) { @@ -819,8 +831,7 @@ impl View { .collect(); AssignmentBuilder::from_vec(zs) - .with_prior(self.asgn.prior.clone()) - .with_alpha(self.asgn.alpha) + .with_prior_process(self.prior_process.process.clone()) .seed_from_rng(rng) .build() .unwrap() @@ -833,8 +844,15 @@ impl View { } }); + // FIXME: only works for CRP let logp_mrg = self.logm(self.n_cats()) - + lcrp(asgn.len(), &asgn.counts, asgn.alpha); + + lcrp( + asgn.len(), + &asgn.counts, + self.prior_process + .process + .ln_singleton_weight(self.n_cats()), + ); self.drop_component(self.n_cats()); @@ -844,12 +862,19 @@ impl View { } fn sams_split(&mut self, i: usize, j: usize, rng: &mut R) { - use crate::assignment::lcrp; + use lace_stats::assignment::lcrp; - let zi = self.asgn.asgn[i]; + let zi = self.asgn().asgn[i]; + // FIXME: only works for CRP let logp_mrg = self.logm(zi) - + lcrp(self.asgn.len(), &self.asgn.counts, self.asgn.alpha); + + lcrp( + self.asgn().len(), + &self.asgn().counts, + self.prior_process + .process + .ln_singleton_weight(self.n_cats()), + ); let (logp_spt, logq_spt, asgn_opt) = self.propose_split(i, j, false, rng); @@ -868,15 +893,15 @@ impl View { calc_reverse: bool, rng: &mut R, ) -> (f64, f64, Option) { - use crate::assignment::lcrp; + use lace_stats::assignment::lcrp; - let zi = self.asgn.asgn[i]; - let zj = self.asgn.asgn[j]; + let zi = self.asgn().asgn[i]; + let zj = self.asgn().asgn[j]; self.append_empty_component(rng); self.append_empty_component(rng); - let zi_tmp = self.asgn.n_cats; + let zi_tmp = self.n_cats(); let zj_tmp = zi_tmp + 1; self.force_observe_row(i, zi_tmp); @@ -885,7 +910,7 @@ impl View { let mut tmp_z: Vec = { // mark everything assigned to the split cluster as unassigned (-1) let mut zs: Vec = self - .asgn + .asgn() .iter() .map(|&z| if z == zi { std::usize::MAX } else { z }) .collect(); @@ -909,7 +934,7 @@ impl View { let lognorm = logaddexp(logp_zi, logp_zj); let assign_to_zi = if calc_reverse { - self.asgn.asgn[ix] == zi + self.asgn().asgn[ix] == zi } else { rng.gen::().ln() < logp_zi - lognorm }; @@ -930,7 +955,14 @@ impl View { let mut logp = self.logm(zi_tmp) + self.logm(zj_tmp); let asgn = if calc_reverse { - logp += lcrp(self.asgn.len(), &self.asgn.counts, self.asgn.alpha); + // FIXME: only works for CRP + logp += lcrp( + self.asgn().len(), + &self.asgn().counts, + self.prior_process + .process + .ln_singleton_weight(self.n_cats()), + ); None } else { tmp_z.iter_mut().for_each(|z| { @@ -941,14 +973,15 @@ impl View { } }); + // FIXME: create (draw) new process outside to carry forward alpha let asgn = AssignmentBuilder::from_vec(tmp_z) - .with_prior(self.asgn.prior.clone()) - .with_alpha(self.asgn.alpha) + .with_prior_process(self.prior_process.process.clone()) .seed_from_rng(rng) .build() .unwrap(); - logp += lcrp(asgn.len(), &asgn.counts, asgn.alpha); + // FIXME: alpha: see above + logp += lcrp(asgn.len(), &asgn.counts, 1.0); Some(asgn) }; @@ -1002,6 +1035,8 @@ pub struct ViewGewekeSettings { pub cm_types: Vec, /// Which transitions to run pub transitions: Vec, + /// Which prior process to use + pub process_type: PriorProcessType, } impl ViewGewekeSettings { @@ -1015,44 +1050,72 @@ impl ViewGewekeSettings { // parameter updates explicitly (they marginalize over the component // parameters) and the data resample relies on the component // parameters. + process_type: PriorProcessType::Dirichlet, transitions: vec![ ViewTransition::RowAssignment(RowAssignAlg::Slice), ViewTransition::FeaturePriors, ViewTransition::ComponentParams, - ViewTransition::Alpha, + ViewTransition::PriorProcessParams, ], } } + pub fn with_pitman_yor_process(mut self) -> Self { + self.process_type = PriorProcessType::PitmanYor; + self + } + + pub fn with_dirichlet_process(mut self) -> Self { + self.process_type = PriorProcessType::Dirichlet; + self + } + pub fn do_row_asgn_transition(&self) -> bool { self.transitions .iter() .any(|t| matches!(t, ViewTransition::RowAssignment(_))) } - pub fn do_alpha_transition(&self) -> bool { + pub fn do_process_params_transition(&self) -> bool { self.transitions .iter() - .any(|t| matches!(t, ViewTransition::Alpha)) + .any(|t| matches!(t, ViewTransition::PriorProcessParams)) } } -fn view_geweke_asgn( +fn view_geweke_asgn( n_rows: usize, - do_alpha_transition: bool, + do_process_params_transition: bool, do_row_asgn_transition: bool, -) -> AssignmentBuilder { - let mut bldr = AssignmentBuilder::new(n_rows).with_geweke_prior(); + process_type: PriorProcessType, + rng: &mut R, +) -> (AssignmentBuilder, Process) { + let process = match process_type { + PriorProcessType::Dirichlet => { + use lace_consts::geweke_alpha_prior; + use lace_stats::prior_process::Dirichlet; + let inner = if do_process_params_transition { + Dirichlet::from_prior(geweke_alpha_prior(), rng) + } else { + Dirichlet { + alpha: 1.0, + prior: geweke_alpha_prior(), + } + }; + Process::Dirichlet(inner) + } + PriorProcessType::PitmanYor => { + unimplemented!() + } + }; + let mut bldr = + AssignmentBuilder::new(n_rows).with_prior_process(process.clone()); if !do_row_asgn_transition { bldr = bldr.flat(); } - if !do_alpha_transition { - bldr = bldr.with_alpha(1.0); - } - - bldr + (bldr, process) } impl GewekeModel for View { @@ -1065,14 +1128,14 @@ impl GewekeModel for View { .iter() .any(|&t| t == ViewTransition::FeaturePriors); - let asgn = view_geweke_asgn( + let (asgn_builder, process) = view_geweke_asgn( settings.n_rows, - settings.do_alpha_transition(), + settings.do_process_params_transition(), settings.do_row_asgn_transition(), - ) - .seed_from_rng(&mut rng) - .build() - .unwrap(); + settings.process_type, + rng, + ); + let asgn = asgn_builder.seed_from_rng(&mut rng).build().unwrap(); // this function sets up dummy features that we can properly populate with // Feature.geweke_init in the next loop @@ -1092,10 +1155,12 @@ impl GewekeModel for View { }) .collect(); + let prior_process = PriorProcess { process, asgn }; + View { ftrs, - weights: asgn.weights(), - asgn, + weights: prior_process.weight_vec(false), + prior_process, } } @@ -1116,8 +1181,10 @@ impl GewekeResampleData for View { rng: &mut impl Rng, ) { let s = settings.unwrap(); - let col_settings = - ColumnGewekeSettings::new(self.asgn.clone(), s.transitions.clone()); + let col_settings = ColumnGewekeSettings::new( + self.asgn().clone(), + s.transitions.clone(), + ); for ftr in self.ftrs.values_mut() { ftr.geweke_resample_data(Some(&col_settings), rng); } @@ -1168,7 +1235,7 @@ impl GewekeSummarize for View { fn geweke_summarize(&self, settings: &ViewGewekeSettings) -> Self::Summary { let col_settings = ColumnGewekeSettings::new( - self.asgn.clone(), + self.asgn().clone(), settings.transitions.clone(), ); @@ -1178,8 +1245,8 @@ impl GewekeSummarize for View { } else { None }, - alpha: if settings.do_alpha_transition() { - Some(self.asgn.alpha) + alpha: if settings.do_process_params_transition() { + Some(self.prior_process.alpha().unwrap()) } else { None }, @@ -1282,7 +1349,7 @@ mod tests { gen_gauss_view(1000, &mut rng) }; - assert_eq!(view_1.asgn.asgn, view_2.asgn.asgn); + assert_eq!(view_1.asgn().asgn, view_2.asgn().asgn); } #[test] @@ -1294,9 +1361,9 @@ mod tests { view.extend_cols(2); - assert_eq!(view.asgn.asgn.len(), 12); - assert_eq!(view.asgn.asgn[10], usize::max_value()); - assert_eq!(view.asgn.asgn[11], usize::max_value()); + assert_eq!(view.asgn().asgn.len(), 12); + assert_eq!(view.asgn().asgn[10], usize::max_value()); + assert_eq!(view.asgn().asgn[11], usize::max_value()); for ftr in view.ftrs.values() { assert_eq!(ftr.len(), 12); @@ -1314,13 +1381,13 @@ mod tests { let components_start = extract_components(&view); - let view_ix_start = view.asgn.asgn[2]; + let view_ix_start = view.asgn().asgn[2]; let component_start = components_start[3][view_ix_start].clone(); view.insert_datum(2, 3, Datum::Continuous(20.22)); let components_end = extract_components(&view); - let view_ix_end = view.asgn.asgn[2]; + let view_ix_end = view.asgn().asgn[2]; let component_end = components_end[3][view_ix_end].clone(); assert_ne!(components_start, components_end); diff --git a/lace/lace_cc/tests/state.rs b/lace/lace_cc/tests/state.rs index c3cbe852..da79c0d3 100644 --- a/lace/lace_cc/tests/state.rs +++ b/lace/lace_cc/tests/state.rs @@ -186,9 +186,9 @@ fn two_part_runner( n_iters: 50, transitions: vec![ StateTransition::ColumnAssignment(first_algs.1), - StateTransition::StateAlpha, + StateTransition::StatePriorProcessParams, StateTransition::RowAssignment(first_algs.0), - StateTransition::ViewAlphas, + StateTransition::ViewPriorProcessParams, StateTransition::FeaturePriors, ], }; @@ -199,9 +199,9 @@ fn two_part_runner( n_iters: 50, transitions: vec![ StateTransition::ColumnAssignment(second_algs.1), - StateTransition::StateAlpha, + StateTransition::StatePriorProcessParams, StateTransition::RowAssignment(second_algs.0), - StateTransition::ViewAlphas, + StateTransition::ViewPriorProcessParams, StateTransition::FeaturePriors, ], }; diff --git a/lace/lace_codebook/src/codebook.rs b/lace/lace_codebook/src/codebook.rs index 11f2c798..393e87b7 100644 --- a/lace/lace_codebook/src/codebook.rs +++ b/lace/lace_codebook/src/codebook.rs @@ -7,7 +7,9 @@ use crate::ValueMap; use lace_stats::prior::csd::CsdHyper; use lace_stats::prior::nix::NixHyper; use lace_stats::prior::pg::PgHyper; -use lace_stats::rv::dist::{Gamma, NormalInvChiSquared, SymmetricDirichlet}; +use lace_stats::rv::dist::{ + Beta, Gamma, NormalInvChiSquared, SymmetricDirichlet, +}; use polars::prelude::DataFrame; use serde::{Deserialize, Serialize}; use std::collections::HashMap; @@ -343,6 +345,21 @@ impl TryFrom> for ColMetadataList { } } +#[derive(Clone, Debug, Serialize, Deserialize, PartialEq)] +#[serde(rename_all = "snake_case")] +pub enum PriorProcess { + Dirichlet { alpha_prior: Gamma }, + PitmanYor { alpha_prior: Gamma, d_prior: Beta }, +} + +impl Default for PriorProcess { + fn default() -> Self { + Self::Dirichlet { + alpha_prior: lace_consts::general_alpha_prior(), + } + } +} + /// Codebook object for storing information about the dataset #[derive(Serialize, Deserialize, Debug, Clone, PartialEq)] #[serde(deny_unknown_fields)] @@ -350,9 +367,9 @@ pub struct Codebook { /// The name of the table pub table_name: String, /// Prior on State CRP alpha parameter - pub state_alpha_prior: Option, + pub state_prior_process: Option, /// Prior on View CRP alpha parameters - pub view_alpha_prior: Option, + pub view_prior_process: Option, /// The metadata for each column indexed by name pub col_metadata: ColMetadataList, /// Optional misc comments @@ -372,8 +389,8 @@ impl Codebook { Codebook { table_name, col_metadata, - view_alpha_prior: None, - state_alpha_prior: None, + view_prior_process: None, + state_prior_process: None, comments: None, row_names: RowNameList::new(), } @@ -385,15 +402,23 @@ impl Codebook { /// - df: the dataframe /// - cat_cutoff: the maximum value an integer column can take on before it /// is considered Count type instead of Categorical - /// - alpha_prior_opt: Optional Gamma prior on the column and row CRP alpha + /// - state_prior_process: The prior process on the column partition + /// - view_prior_process: The prior process on the row partitions /// - no_hypers: if `true` do not do prior parameter inference pub fn from_df( df: &DataFrame, cat_cutoff: Option, - alpha_prior_opt: Option, + state_prior_process: Option, + view_prior_process: Option, no_hypers: bool, ) -> Result { - df_to_codebook(df, cat_cutoff, alpha_prior_opt, no_hypers) + df_to_codebook( + df, + cat_cutoff, + state_prior_process, + view_prior_process, + no_hypers, + ) } pub fn from_yaml>(path: P) -> io::Result { diff --git a/lace/lace_codebook/src/data.rs b/lace/lace_codebook/src/data.rs index 1e2cffbd..51d7e4d0 100644 --- a/lace/lace_codebook/src/data.rs +++ b/lace/lace_codebook/src/data.rs @@ -1,7 +1,9 @@ +use crate::codebook::PriorProcess; use crate::error::{CodebookError, ReadError}; use crate::{ Codebook, ColMetadata, ColMetadataList, ColType, RowNameList, ValueMap, }; + use lace_stats::prior::csd::CsdHyper; use lace_stats::prior::nix::NixHyper; use lace_stats::prior::pg::PgHyper; @@ -406,7 +408,8 @@ fn rownames_from_index(id_srs: &Series) -> Result { pub fn df_to_codebook( df: &DataFrame, cat_cutoff: Option, - alpha_prior_opt: Option, + state_prior_process: Option, + view_prior_process: Option, no_hypers: bool, ) -> Result { let (col_metadata, row_names) = { @@ -435,13 +438,10 @@ pub fn df_to_codebook( (col_metadata, row_names) }; - let alpha_prior = - alpha_prior_opt.unwrap_or_else(lace_consts::general_alpha_prior); - Ok(Codebook { table_name: "my_table".into(), - state_alpha_prior: Some(alpha_prior.clone()), - view_alpha_prior: Some(alpha_prior), + state_prior_process, + view_prior_process, col_metadata, row_names, comments: None, @@ -460,10 +460,18 @@ pub fn codebook_from_csv>( path: P, cat_cutoff: Option, alpha_prior_opt: Option, + state_prior_process: Option, + view_prior_process: Option, no_hypers: bool, ) -> Result { let df = read_csv(path).unwrap(); - df_to_codebook(&df, cat_cutoff, alpha_prior_opt, no_hypers) + df_to_codebook( + &df, + cat_cutoff, + state_prior_process, + view_prior_process, + no_hypers, + ) } #[cfg(test)] diff --git a/lace/lace_metadata/src/latest.rs b/lace/lace_metadata/src/latest.rs index 2fed4fb2..abe0481a 100644 --- a/lace/lace_metadata/src/latest.rs +++ b/lace/lace_metadata/src/latest.rs @@ -1,9 +1,9 @@ use std::collections::BTreeMap; -use lace_cc::assignment::Assignment; use lace_cc::component::ConjugateComponent; use lace_cc::feature::{ColModel, Column, MissingNotAtRandom}; -use lace_cc::state::{State, StateDiagnostics}; +use lace_cc::prior_process::PriorProcess; +use lace_cc::state::{State, StateDiagnostics, StateScoreComponents}; use lace_cc::traits::{LaceDatum, LaceLikelihood, LacePrior, LaceStat}; use lace_cc::view::View; use lace_data::{FeatureData, SparseContainer}; @@ -20,9 +20,10 @@ use rand_xoshiro::Xoshiro256Plus; use serde::{de::DeserializeOwned, Deserialize, Serialize}; use std::sync::OnceLock; +use crate::versions::v1; use crate::{impl_metadata_version, to_from_newtype, MetadataVersion}; -pub const METADATA_VERSION: i32 = 0; +pub const METADATA_VERSION: i32 = 1; #[derive(Serialize, Deserialize, Debug)] #[serde(deny_unknown_fields)] @@ -35,26 +36,10 @@ pub struct Metadata { pub states: Vec, pub state_ids: Vec, pub codebook: Codebook, - pub data: Option, + pub data: Option, pub rng: Option, } -#[derive(Serialize, Deserialize, Debug)] -#[serde(deny_unknown_fields)] -pub struct DataStore(BTreeMap); - -impl From for DataStore { - fn from(data: lace_data::DataStore) -> Self { - Self(data.0) - } -} - -impl From for lace_data::DataStore { - fn from(data: DataStore) -> Self { - Self(data.0) - } -} - #[derive(Serialize, Deserialize, Debug)] pub struct DatalessStateAndDiagnostics { pub state: DatalessState, @@ -65,16 +50,9 @@ pub struct DatalessStateAndDiagnostics { #[serde(deny_unknown_fields)] pub struct DatalessState { pub views: Vec, - pub asgn: Assignment, + pub prior_process: PriorProcess, pub weights: Vec, - pub view_alpha_prior: Gamma, - pub loglike: f64, - #[serde(default)] - pub log_prior: f64, - #[serde(default)] - pub log_view_alpha_prior: f64, - #[serde(default)] - pub log_state_alpha_prior: f64, + pub score: StateScoreComponents, } /// Marks a state as having no data in its columns @@ -85,13 +63,9 @@ impl From for DatalessStateAndDiagnostics { Self { state: DatalessState { views: state.views.drain(..).map(|view| view.into()).collect(), - asgn: state.asgn, + prior_process: state.prior_process, weights: state.weights, - view_alpha_prior: state.view_alpha_prior, - loglike: state.loglike, - log_prior: state.log_prior, - log_view_alpha_prior: state.log_view_alpha_prior, - log_state_alpha_prior: state.log_state_alpha_prior, + score: state.score, }, diagnostics: state.diagnostics, } @@ -113,21 +87,24 @@ impl From for EmptyState { .map(|id| { let dl_ftr = dl_view.ftrs.remove(&id).unwrap(); let cm: ColModel = match dl_ftr { - DatalessColModel::Continuous(cm) => { - let ecm: EmptyColumn<_, _, _, _> = cm.into(); + v1::DatalessColModel::Continuous(cm) => { + let ecm: v1::EmptyColumn<_, _, _, _> = + cm.into(); ColModel::Continuous(ecm.0) } - DatalessColModel::Categorical(cm) => { - let ecm: EmptyColumn<_, _, _, _> = cm.into(); + v1::DatalessColModel::Categorical(cm) => { + let ecm: v1::EmptyColumn<_, _, _, _> = + cm.into(); ColModel::Categorical(ecm.0) } - DatalessColModel::Count(cm) => { - let ecm: EmptyColumn<_, _, _, _> = cm.into(); + v1::DatalessColModel::Count(cm) => { + let ecm: v1::EmptyColumn<_, _, _, _> = + cm.into(); ColModel::Count(ecm.0) } - DatalessColModel::MissingNotAtRandom(mnar) => { + v1::DatalessColModel::MissingNotAtRandom(mnar) => { let fx: ColModel = (*mnar.fx).into(); - let missing: EmptyColumn<_, _, _, _> = + let missing: v1::EmptyColumn<_, _, _, _> = mnar.missing.into(); ColModel::MissingNotAtRandom( MissingNotAtRandom { @@ -142,7 +119,7 @@ impl From for EmptyState { .collect(); View { - asgn: dl_view.asgn, + prior_process: dl_view.prior_process, weights: dl_view.weights, ftrs, } @@ -151,13 +128,9 @@ impl From for EmptyState { EmptyState(State { views, - asgn: dl_state.state.asgn, + prior_process: dl_state.state.prior_process, weights: dl_state.state.weights, - view_alpha_prior: dl_state.state.view_alpha_prior, - loglike: dl_state.state.loglike, - log_prior: dl_state.state.log_prior, - log_view_alpha_prior: dl_state.state.log_view_alpha_prior, - log_state_alpha_prior: dl_state.state.log_state_alpha_prior, + score: dl_state.state.score, diagnostics: dl_state.diagnostics, }) } @@ -166,8 +139,8 @@ impl From for EmptyState { #[derive(Serialize, Deserialize, Debug)] #[serde(deny_unknown_fields)] pub struct DatalessView { - pub ftrs: BTreeMap, - pub asgn: Assignment, + pub ftrs: BTreeMap, + pub prior_process: PriorProcess, pub weights: Vec, } @@ -180,166 +153,59 @@ impl From for DatalessView { .map(|k| (*k, view.ftrs.remove(k).unwrap().into())) .collect() }, - asgn: view.asgn, + prior_process: view.prior_process, weights: view.weights, } } } -#[derive(Serialize, Deserialize, Debug)] -#[serde(deny_unknown_fields)] -pub enum DatalessColModel { - Continuous(DatalessColumn), - Categorical(DatalessColumn), - Count(DatalessColumn), - MissingNotAtRandom(DatalessMissingNotAtRandom), -} - -impl From for DatalessColModel { - fn from(col_model: ColModel) -> DatalessColModel { - match col_model { - ColModel::Categorical(col) => { - DatalessColModel::Categorical(col.into()) - } - ColModel::Continuous(col) => { - DatalessColModel::Continuous(col.into()) - } - ColModel::Count(col) => DatalessColModel::Count(col.into()), - ColModel::MissingNotAtRandom(mnar) => { - DatalessColModel::MissingNotAtRandom( - DatalessMissingNotAtRandom { - fx: Box::new((*mnar.fx).into()), - missing: mnar.present.into(), - }, - ) - } +impl From for DatalessStateAndDiagnostics { + fn from(state_and_diag: v1::DatalessStateAndDiagnostics) -> Self { + Self { + state: state_and_diag.state.into(), + diagnostics: state_and_diag.diagnostics.into(), } } } -impl From for ColModel { - fn from(col_model: DatalessColModel) -> Self { - match col_model { - DatalessColModel::Continuous(cm) => { - let empty_col: EmptyColumn<_, _, _, _> = cm.into(); - Self::Continuous(empty_col.0) - } - DatalessColModel::Count(cm) => { - let empty_col: EmptyColumn<_, _, _, _> = cm.into(); - Self::Count(empty_col.0) - } - DatalessColModel::Categorical(cm) => { - let empty_col: EmptyColumn<_, _, _, _> = cm.into(); - Self::Categorical(empty_col.0) - } - _ => unimplemented!(), - } +impl From for Codebook { + fn from(codebook: v1::Codebook) -> Self { + Self(lace_codebook::Codebook { + table_name: codebook.0.table_name, + state_alpha_prior: codebook, + view_alpha_prior: , + col_metadata: , + comments: , + row_names: + }) } } -#[derive(Serialize, Deserialize, Debug)] -#[serde(deny_unknown_fields)] -pub struct DatalessMissingNotAtRandom { - fx: Box, - missing: DatalessColumn, -} - -#[derive(Serialize, Deserialize, Debug)] -#[serde(deny_unknown_fields)] -pub struct DatalessColumn -where - X: LaceDatum, - Fx: LaceLikelihood, - Pr: LacePrior, - H: Serialize + DeserializeOwned, - MixtureType: From>, - Fx::Stat: LaceStat, - Pr::LnMCache: Clone + std::fmt::Debug, - Pr::LnPpCache: Send + Sync + Clone + std::fmt::Debug, -{ - pub id: usize, - #[serde(bound(deserialize = "X: serde::de::DeserializeOwned"))] - pub components: Vec>, - #[serde(bound(deserialize = "Pr: serde::de::DeserializeOwned"))] - pub prior: Pr, - #[serde(bound(deserialize = "H: serde::de::DeserializeOwned"))] - pub hyper: H, - #[serde(default)] - pub ignore_hyper: bool, -} - -macro_rules! col2dataless { - ($x:ty, $fx:ty, $pr:ty, $h:ty) => { - impl From> - for DatalessColumn<$x, $fx, $pr, $h> - { - fn from(col: Column<$x, $fx, $pr, $h>) -> Self { - DatalessColumn { - id: col.id, - components: col.components, - prior: col.prior, - hyper: col.hyper, - ignore_hyper: col.ignore_hyper, - } - } - } - }; -} - -col2dataless!(f64, Gaussian, NormalInvChiSquared, NixHyper); -col2dataless!(u8, Categorical, SymmetricDirichlet, CsdHyper); -col2dataless!(u32, Poisson, Gamma, PgHyper); -col2dataless!(bool, Bernoulli, Beta, ()); - -struct EmptyColumn(Column) -where - X: LaceDatum, - Fx: LaceLikelihood, - Fx::Stat: LaceStat, - Pr: LacePrior, - H: Serialize + DeserializeOwned, - Pr::LnMCache: Clone + std::fmt::Debug, - Pr::LnPpCache: Send + Sync + Clone + std::fmt::Debug, - MixtureType: From>; - -macro_rules! dataless2col { - ($x:ty, $fx:ty, $pr:ty, $h:ty) => { - impl From> - for EmptyColumn<$x, $fx, $pr, $h> - { - fn from( - col_dl: DatalessColumn<$x, $fx, $pr, $h>, - ) -> EmptyColumn<$x, $fx, $pr, $h> { - EmptyColumn(Column { - id: col_dl.id, - components: col_dl.components, - prior: col_dl.prior, - hyper: col_dl.hyper, - data: SparseContainer::default(), - ln_m_cache: OnceLock::new(), - ignore_hyper: col_dl.ignore_hyper, - }) - } +impl From for Metadata { + fn from(mut metadata: v1::Metadata) -> Self { + Self { + states: metadata + .states + .drain(..) + .map(|state| state.into()) + .collect(), + state_ids: metadata.state_ids, + codebook: metadata.codebook.into(), + data: metadata.codebook, + rng: metadata.rng, } - }; + } } -dataless2col!(f64, Gaussian, NormalInvChiSquared, NixHyper); -dataless2col!(u8, Categorical, SymmetricDirichlet, CsdHyper); -dataless2col!(u32, Poisson, Gamma, PgHyper); -dataless2col!(bool, Bernoulli, Beta, ()); - impl_metadata_version!(Metadata, METADATA_VERSION); impl_metadata_version!(Codebook, METADATA_VERSION); -impl_metadata_version!(DatalessColModel, METADATA_VERSION); impl_metadata_version!(DatalessView, METADATA_VERSION); impl_metadata_version!(DatalessState, METADATA_VERSION); -impl_metadata_version!(DataStore, METADATA_VERSION); // Create the loaders module for latest crate::loaders!( DatalessStateAndDiagnostics, - DataStore, + v1::DataStore, Codebook, rand_xoshiro::Xoshiro256Plus ); diff --git a/lace/lace_metadata/src/lib.rs b/lace/lace_metadata/src/lib.rs index bbe00195..1ca51b5c 100644 --- a/lace/lace_metadata/src/lib.rs +++ b/lace/lace_metadata/src/lib.rs @@ -13,6 +13,7 @@ mod config; mod error; pub mod latest; mod utils; +pub mod versions; pub use utils::{deserialize_file, save_state, serialize_obj}; diff --git a/lace/lace_cc/src/assignment.rs b/lace/lace_stats/src/assignment.rs similarity index 75% rename from lace/lace_cc/src/assignment.rs rename to lace/lace_stats/src/assignment.rs index d4cfdc1c..8f1e4cb2 100644 --- a/lace/lace_cc/src/assignment.rs +++ b/lace/lace_stats/src/assignment.rs @@ -1,15 +1,9 @@ //! Data structures for assignments of items to components (partitions) -use lace_stats::mh::mh_prior; -use lace_stats::rv::dist::Gamma; -use lace_stats::rv::traits::Rv; -use rand::SeedableRng; -use rand_xoshiro::Xoshiro256Plus; use serde::{Deserialize, Serialize}; use thiserror::Error; -use crate::misc::crp_draw; - /// Validates assignments if the `LACE_NOCHECK` is not set to `"1"`. +#[macro_export] macro_rules! validate_assignment { ($asgn:expr) => {{ let validate_asgn: bool = match option_env!("LACE_NOCHECK") { @@ -28,8 +22,6 @@ macro_rules! validate_assignment { #[allow(dead_code)] #[derive(Serialize, Deserialize, PartialEq, Debug, Clone)] pub struct Assignment { - /// The `Crp` discount parameter - pub alpha: f64, /// The assignment vector. `asgn[i]` is the partition index of the /// ith datum. pub asgn: Vec, @@ -37,8 +29,6 @@ pub struct Assignment { pub counts: Vec, /// The number of partitions/categories pub n_cats: usize, - /// The prior on `alpha` - pub prior: Gamma, } /// The possible ways an assignment can go wrong with incorrect bookkeeping @@ -207,166 +197,6 @@ impl AssignmentDiagnostics { results.drain(..).collect() } } - -/// Constructs `Assignment`s -#[derive(Clone, Debug)] -pub struct AssignmentBuilder { - n: usize, - asgn: Option>, - alpha: Option, - prior: Option, - seed: Option, -} - -#[derive(Debug, Error, PartialEq)] -pub enum BuildAssignmentError { - #[error("alpha is zero")] - AlphaIsZero, - #[error("non-finite alpha: {alpha}")] - AlphaNotFinite { alpha: f64 }, - #[error("assignment vector is empty")] - EmptyAssignmentVec, - #[error("there are {n_cats} categories but {n} data")] - NLessThanNCats { n: usize, n_cats: usize }, - #[error("invalid assignment: {0}")] - AssignmentError(#[from] AssignmentError), -} - -impl AssignmentBuilder { - /// Create a builder for `n`-length assignments - /// - /// # Arguments - /// - n: the number of data/entries in the assignment - pub fn new(n: usize) -> Self { - AssignmentBuilder { - n, - asgn: None, - prior: None, - alpha: None, - seed: None, - } - } - - /// Initialize the builder from an assignment vector - /// - /// # Note: - /// The validity of `asgn` will not be verified until `build` is called. - pub fn from_vec(asgn: Vec) -> Self { - AssignmentBuilder { - n: asgn.len(), - asgn: Some(asgn), - prior: None, - alpha: None, - seed: None, - } - } - - /// Add a prior on the `Crp` `alpha` parameter - #[must_use] - pub fn with_prior(mut self, prior: Gamma) -> Self { - self.prior = Some(prior); - self - } - - /// Use the Geweke `Crp` `alpha` prior - #[must_use] - pub fn with_geweke_prior(mut self) -> Self { - self.prior = Some(lace_consts::geweke_alpha_prior()); - self - } - - /// Set the `Crp` `alpha` to a specific value - #[must_use] - pub fn with_alpha(mut self, alpha: f64) -> Self { - self.alpha = Some(alpha); - self - } - - /// Set the RNG seed - #[must_use] - pub fn with_seed(mut self, seed: u64) -> Self { - self.seed = Some(seed); - self - } - - /// Set the RNG seed from another RNG - #[must_use] - pub fn seed_from_rng(mut self, rng: &mut R) -> Self { - self.seed = Some(rng.next_u64()); - self - } - - /// Use a *flat* assignment with one partition - #[must_use] - pub fn flat(mut self) -> Self { - self.asgn = Some(vec![0; self.n]); - self - } - - /// Use an assignment with `n_cats`, evenly populated partitions/categories - pub fn with_n_cats( - mut self, - n_cats: usize, - ) -> Result { - if n_cats > self.n { - Err(BuildAssignmentError::NLessThanNCats { n: self.n, n_cats }) - } else { - let asgn: Vec = (0..self.n).map(|i| i % n_cats).collect(); - self.asgn = Some(asgn); - Ok(self) - } - } - - /// Build the assignment and consume the builder - pub fn build(self) -> Result { - let prior = self.prior.unwrap_or_else(lace_consts::general_alpha_prior); - - let mut rng_opt = if self.alpha.is_none() || self.asgn.is_none() { - let rng = match self.seed { - Some(seed) => Xoshiro256Plus::seed_from_u64(seed), - None => Xoshiro256Plus::from_entropy(), - }; - Some(rng) - } else { - None - }; - - let alpha = match self.alpha { - Some(alpha) => alpha, - None => prior.draw(&mut rng_opt.as_mut().unwrap()), - }; - - let n = self.n; - let asgn = self.asgn.unwrap_or_else(|| { - crp_draw(n, alpha, &mut rng_opt.as_mut().unwrap()).asgn - }); - - let n_cats: usize = asgn.iter().max().map(|&m| m + 1).unwrap_or(0); - let mut counts: Vec = vec![0; n_cats]; - for z in &asgn { - counts[*z] += 1; - } - - let asgn_out = Assignment { - alpha, - asgn, - counts, - n_cats, - prior, - }; - - if validate_assignment!(asgn_out) { - Ok(asgn_out) - } else { - asgn_out - .validate() - .emit_error() - .map_err(BuildAssignmentError::AssignmentError) - .map(|_| asgn_out) - } - } -} - impl Assignment { /// Replace the assignment vector pub fn set_asgn( @@ -407,52 +237,6 @@ impl Assignment { self.len() == 0 } - /// Returns the Dirichlet posterior - /// - /// # Arguments - /// - /// - append_alpha: if `true` append `alpha` to the end of the vector. This - /// is used primarily for the `FiniteCpu` assignment kernel. - /// - /// # Example - /// - /// ```rust - /// # use lace_cc::assignment::AssignmentBuilder; - /// let assignment = AssignmentBuilder::from_vec(vec![0, 0, 1, 2]) - /// .with_alpha(0.5) - /// .build() - /// .unwrap(); - /// - /// assert_eq!(assignment.asgn, vec![0, 0, 1, 2]); - /// assert_eq!(assignment.counts, vec![2, 1, 1]); - /// assert_eq!(assignment.dirvec(false), vec![2.0, 1.0, 1.0]); - /// assert_eq!(assignment.dirvec(true), vec![2.0, 1.0, 1.0, 0.5]); - /// ``` - pub fn dirvec(&self, append_alpha: bool) -> Vec { - let mut dv: Vec = self.counts.iter().map(|&x| x as f64).collect(); - if append_alpha { - dv.push(self.alpha); - } - dv - } - - /// Returns the log of the Dirichlet posterior - /// - /// # Arguments - /// - /// - append_alpha: if `true` append `alpha` to the end of the vector. This - /// is used primarily for the `FiniteCpu` assignment kernel. - pub fn log_dirvec(&self, append_alpha: bool) -> Vec { - let mut dv: Vec = - self.counts.iter().map(|&x| (x as f64).ln()).collect(); - - if append_alpha { - dv.push(self.alpha.ln()); - } - - dv - } - /// Mark the entry at ix as unassigned. Will remove the entry's contribution /// to `n_cats` and `counts`, and will mark `asgn[ix]` with the unassigned /// designator.. @@ -503,7 +287,7 @@ impl Assignment { /// Append a new, unassigned entry to th end of the assignment /// - /// # Eample + /// # Example /// /// ``` /// # use lace_cc::assignment::AssignmentBuilder; @@ -522,50 +306,6 @@ impl Assignment { self.asgn.push(usize::max_value()) } - /// Returns the proportion of data assigned to each partition/category - /// - /// # Example - /// - /// ```rust - /// # use lace_cc::assignment::AssignmentBuilder; - /// let mut rng = rand::thread_rng(); - /// let assignment = AssignmentBuilder::from_vec(vec![0, 0, 1, 2]) - /// .build() - /// .unwrap(); - /// - /// assert_eq!(assignment.asgn, vec![0, 0, 1, 2]); - /// assert_eq!(assignment.counts, vec![2, 1, 1]); - /// assert_eq!(assignment.weights(), vec![0.5, 0.25, 0.25]); - /// ``` - pub fn weights(&self) -> Vec { - let z: f64 = self.len() as f64; - self.dirvec(false).iter().map(|&w| w / z).collect() - } - - /// The log of the weights - pub fn log_weights(&self) -> Vec { - self.weights().iter().map(|w| w.ln()).collect() - } - - /// Posterior update of `alpha` given the prior and the current assignment - /// vector - pub fn update_alpha( - &mut self, - n_iter: usize, - rng: &mut R, - ) -> f64 { - // TODO: Should we use a different method to draw CRP alpha that can - // extend outside of the bulk of the prior's mass? - let cts = &self.counts; - let n: usize = self.len(); - let loglike = |alpha: &f64| lcrp(n, cts, *alpha); - let prior_ref = &self.prior; - let prior_draw = |rng: &mut R| prior_ref.draw(rng); - let mh_result = mh_prior(self.alpha, loglike, prior_draw, n_iter, rng); - self.alpha = mh_result.x; - mh_result.score_x - } - /// Validates the assignment pub fn validate(&self) -> AssignmentDiagnostics { AssignmentDiagnostics::new(self) @@ -585,8 +325,8 @@ pub fn lcrp(n: usize, cts: &[usize], alpha: f64) -> f64 { #[cfg(test)] mod tests { use super::*; + use crate::rv::dist::Gamma; use approx::*; - use lace_stats::rv::dist::Gamma; #[test] fn zero_count_fails_validation() { diff --git a/lace/lace_stats/src/lib.rs b/lace/lace_stats/src/lib.rs index 5d101ce9..74cf0bd2 100644 --- a/lace/lace_stats/src/lib.rs +++ b/lace/lace_stats/src/lib.rs @@ -8,6 +8,8 @@ clippy::option_option, clippy::implicit_clone )] + +pub mod assignment; mod cdf; mod chi_square; pub mod dist; @@ -19,6 +21,7 @@ pub mod mh; mod mixture_type; mod perm; pub mod prior; +pub mod prior_process; pub mod seq; mod simplex; pub mod uncertainty; diff --git a/lace/lace_stats/src/prior_process.rs b/lace/lace_stats/src/prior_process.rs new file mode 100644 index 00000000..9b9a3b82 --- /dev/null +++ b/lace/lace_stats/src/prior_process.rs @@ -0,0 +1,380 @@ +use crate::rv::dist::{Beta, Gamma}; +use lace_consts::rv::{misc::pflip, traits::Rv}; +use rand::Rng; +use serde::{Deserialize, Serialize}; + +use crate::assignment::Assignment; + +const MAX_STICK_BREAKING_ITERS: u16 = 10_000; + +pub trait PriorProcessT { + fn ln_gibbs_weight(&self, n_k: usize) -> f64; + + fn ln_singleton_weight(&self, n_cats: usize) -> f64; + + fn weight_vec(&self, asgn: &Assignment, append_new: bool) -> Vec; + + fn slice_sb_extend( + &self, + weights: Vec, + u_star: f64, + rng: &mut R, + ) -> Vec; + + fn draw_assignment(&self, n: usize, rng: &mut R) -> Assignment; + + fn update_params(&mut self, asgn: &Assignment, rng: &mut R) -> f64; + + fn reset_params(&mut self, rng: &mut R); +} + +#[derive(Clone, Debug, Serialize, Deserialize, PartialEq)] +pub struct Dirichlet { + pub alpha: f64, + pub prior: Gamma, +} + +impl Dirichlet { + pub fn from_prior(prior: Gamma, rng: &mut R) -> Self { + Self { + alpha: prior.draw(rng), + prior, + } + } +} + +impl PriorProcessT for Dirichlet { + fn ln_gibbs_weight(&self, n_k: usize) -> f64 { + (n_k as f64).ln() + } + + fn ln_singleton_weight(&self, _n_cats: usize) -> f64 { + self.alpha.ln() + } + + fn weight_vec(&self, asgn: &Assignment, append_new: bool) -> Vec { + let mut weights: Vec = + asgn.counts.iter().map(|&ct| ct as f64).collect(); + + let z = if append_new { + weights.push(self.alpha); + asgn.len() as f64 + self.alpha + } else { + asgn.len() as f64 + }; + + weights.iter_mut().for_each(|ct| *ct /= z); + + weights + } + + fn slice_sb_extend( + &self, + weights: Vec, + u_star: f64, + rng: &mut R, + ) -> Vec { + sb_slice_extend(weights, self.alpha, 0.0, u_star, rng).unwrap() + } + + fn draw_assignment(&self, n: usize, rng: &mut R) -> Assignment { + let mut counts = vec![1]; + let mut ps = vec![1.0, self.alpha]; + let mut zs = vec![0; n]; + + for i in 1..n { + let zi = pflip(&ps, 1, rng)[0]; + zs[i] = zi; + if zi < counts.len() { + ps[zi] += 1.0; + counts[zi] += 1; + } else { + ps[zi] = 1.0; + ps.push(self.alpha); + counts.push(1); + }; + } + + Assignment { + asgn: zs, + n_cats: counts.len(), + counts, + } + } + + fn update_params(&mut self, asgn: &Assignment, rng: &mut R) -> f64 { + unimplemented!() + } + + fn reset_params(&mut self, rng: &mut R) { + // TODO: remove clones + *self = Self::from_prior(self.prior.clone(), rng); + } +} + +#[derive(Clone, Debug, Serialize, Deserialize, PartialEq)] +pub struct PitmanYor { + pub alpha: f64, + pub d: f64, + pub prior_alpha: Gamma, + pub prior_d: Beta, +} + +impl PitmanYor { + pub fn from_prior( + prior_alpha: Gamma, + prior_d: Beta, + rng: &mut R, + ) -> Self { + Self { + alpha: prior_alpha.draw(rng), + d: prior_d.draw(rng), + prior_alpha, + prior_d, + } + } +} + +impl PriorProcessT for PitmanYor { + fn ln_gibbs_weight(&self, n_k: usize) -> f64 { + (n_k as f64 - self.d).ln() + } + + fn ln_singleton_weight(&self, n_cats: usize) -> f64 { + (self.alpha + self.d * (n_cats as f64)).ln() + } + + fn weight_vec(&self, asgn: &Assignment, append_new: bool) -> Vec { + let mut weights: Vec = + asgn.counts.iter().map(|&ct| ct as f64 - self.d).collect(); + + let z = if append_new { + weights.push(self.alpha + self.d * asgn.n_cats as f64); + asgn.len() as f64 + self.alpha + } else { + asgn.len() as f64 + }; + + weights.iter_mut().for_each(|ct| *ct /= z); + + weights + } + + fn slice_sb_extend( + &self, + weights: Vec, + u_star: f64, + rng: &mut R, + ) -> Vec { + sb_slice_extend(weights, self.alpha, self.d, u_star, rng).unwrap() + } + + fn draw_assignment(&self, n: usize, rng: &mut R) -> Assignment { + unimplemented!() + } + + fn update_params(&mut self, asgn: &Assignment, rng: &mut R) -> f64 { + unimplemented!() + } + + fn reset_params(&mut self, rng: &mut R) { + // TODO: remove clones + *self = Self::from_prior( + self.prior_alpha.clone(), + self.prior_d.clone(), + rng, + ); + } +} + +#[derive(Clone, Debug, Serialize, Deserialize, PartialEq)] +pub enum Process { + Dirichlet(Dirichlet), + PitmanYor(PitmanYor), +} + +impl PriorProcessT for Process { + fn ln_gibbs_weight(&self, n_k: usize) -> f64 { + match self { + Self::Dirichlet(proc) => proc.ln_gibbs_weight(n_k), + Self::PitmanYor(proc) => proc.ln_gibbs_weight(n_k), + } + } + + fn ln_singleton_weight(&self, n_cats: usize) -> f64 { + match self { + Self::Dirichlet(proc) => proc.ln_singleton_weight(n_cats), + Self::PitmanYor(proc) => proc.ln_singleton_weight(n_cats), + } + } + + fn weight_vec(&self, asgn: &Assignment, append_new: bool) -> Vec { + match self { + Self::Dirichlet(proc) => proc.weight_vec(asgn, append_new), + Self::PitmanYor(proc) => proc.weight_vec(asgn, append_new), + } + } + + fn slice_sb_extend( + &self, + weights: Vec, + u_star: f64, + rng: &mut R, + ) -> Vec { + match self { + Self::Dirichlet(proc) => proc.slice_sb_extend(weights, u_star, rng), + Self::PitmanYor(proc) => proc.slice_sb_extend(weights, u_star, rng), + } + } + + fn draw_assignment(&self, n: usize, rng: &mut R) -> Assignment { + match self { + Self::Dirichlet(proc) => proc.draw_assignment(n, rng), + Self::PitmanYor(proc) => proc.draw_assignment(n, rng), + } + } + + fn update_params(&mut self, asgn: &Assignment, rng: &mut R) -> f64 { + match self { + Self::Dirichlet(proc) => proc.update_params(asgn, rng), + Self::PitmanYor(proc) => proc.update_params(asgn, rng), + } + } + + fn reset_params(&mut self, rng: &mut R) { + match self { + Self::Dirichlet(proc) => proc.reset_params(rng), + Self::PitmanYor(proc) => proc.reset_params(rng), + } + } +} + +#[derive(Clone, Debug, Serialize, Deserialize)] +pub struct PriorProcess { + pub process: Process, + pub asgn: Assignment, +} + +impl PriorProcess { + pub fn from_process( + process: Process, + n: usize, + rng: &mut R, + ) -> Self { + let asgn = process.draw_assignment(n, rng); + Self { process, asgn } + } + + pub fn weight_vec(&self, append_new: bool) -> Vec { + self.process.weight_vec(&self.asgn, append_new) + } + + pub fn update_params(&mut self, rng: &mut R) -> f64 { + self.process.update_params(&self.asgn, rng) + } + + pub fn alpha(&self) -> Option { + match &self.process { + Process::Dirichlet(inner) => Some(inner.alpha), + Process::PitmanYor(inner) => Some(inner.alpha), + } + } +} + +#[derive(Clone, Copy, Debug, Serialize, Deserialize)] +pub enum PriorProcessType { + Dirichlet, + PitmanYor, +} + +/// The stick breaking algorithm has exceeded the max number of iterations. +#[derive(Serialize, Deserialize, Debug, Clone, Copy, PartialEq, Eq, Hash)] +pub struct TheStickIsDust(u16); + +// Append new dirchlet weights by stick breaking until the new weight is less +// than u* +// +// **NOTE** This function is only for the slice reassignment kernel. It cuts out +// all weights that are less that u*, so the sum of the weights will not be 1. +fn sb_slice_extend( + mut weights: Vec, + alpha: f64, + d: f64, + u_star: f64, + mut rng: &mut R, +) -> Result, TheStickIsDust> { + let mut b_star = weights.pop().unwrap(); + + // If α is low and we do the dirichlet update w ~ Dir(n_1, ..., n_k, α), + // the final weight will often be zero. In that case, we're done. + if b_star <= 1E-16 { + weights.push(b_star); + return Ok(weights); + } + let n_cats = weights.len() as f64; + + let mut iters: u16 = 0; + loop { + let beta = + Beta::new(1.0 + d, alpha + iters as f64 + n_cats + 1.0).unwrap(); + let vk: f64 = beta.draw(&mut rng); + let bk = vk * b_star; + b_star *= 1.0 - vk; + + if bk >= u_star { + weights.push(bk); + } + + if b_star < u_star { + return Ok(weights); + } + + iters += 1; + if iters > MAX_STICK_BREAKING_ITERS { + return Err(TheStickIsDust(MAX_STICK_BREAKING_ITERS)); + } + } +} + +#[cfg(test)] +mod tests { + use super::*; + + const TOL: f64 = 1E-12; + + mod sb_slice { + use super::*; + + #[test] + fn should_return_input_weights_if_alpha_is_zero() { + let mut rng = rand::thread_rng(); + let weights_in: Vec = vec![0.8, 0.2, 0.0]; + let weights_out = + sb_slice_extend(weights_in.clone(), 1.0, 0.0, 0.2, &mut rng) + .unwrap(); + let good = weights_in + .iter() + .zip(weights_out.iter()) + .all(|(wi, wo)| (wi - wo).abs() < TOL); + assert!(good); + } + + #[test] + fn should_return_error_for_zero_u_star() { + let mut rng = rand::thread_rng(); + let weights_in: Vec = vec![0.8, 0.2]; + let u_star = 0.0; + let res = sb_slice_extend(weights_in, 1.0, 0.0, u_star, &mut rng); + assert!(res.is_err()); + } + + #[test] + fn smoke() { + let mut rng = rand::thread_rng(); + let weights_in: Vec = vec![0.8, 0.2]; + let u_star = 0.1; + let res = sb_slice_extend(weights_in, 1.0, 0.0, u_star, &mut rng); + assert!(res.is_ok()); + } + } +} diff --git a/lace/tests/engine.rs b/lace/tests/engine.rs index d287a881..e7f0e878 100644 --- a/lace/tests/engine.rs +++ b/lace/tests/engine.rs @@ -1336,9 +1336,9 @@ mod insert_data { n_iters: 10, transitions: vec![ StateTransition::ColumnAssignment(ColAssignAlg::Gibbs), - StateTransition::StateAlpha, + StateTransition::StatePriorProcessParams, StateTransition::RowAssignment(RowAssignAlg::Gibbs), - StateTransition::ViewAlphas, + StateTransition::ViewPriorProcessParams, StateTransition::FeaturePriors, ], ..Default::default() @@ -1432,9 +1432,9 @@ mod insert_data { n_iters: 10, transitions: vec![ StateTransition::ColumnAssignment(ColAssignAlg::Gibbs), - StateTransition::StateAlpha, + StateTransition::StatePriorProcessParams, StateTransition::RowAssignment(RowAssignAlg::Gibbs), - StateTransition::ViewAlphas, + StateTransition::ViewPriorProcessParams, StateTransition::FeaturePriors, ], ..Default::default() From dab8c622eb24e2c7fb142484eee052ae32b1ac16 Mon Sep 17 00:00:00 2001 From: Baxter Eaves Date: Tue, 27 Feb 2024 21:10:20 -0600 Subject: [PATCH 02/43] More things compiling --- lace/lace_metadata/src/latest.rs | 83 ++++-- lace/lace_metadata/src/lib.rs | 8 +- lace/lace_metadata/src/utils.rs | 7 +- lace/lace_metadata/src/versions/mod.rs | 1 + lace/lace_metadata/src/versions/v1.rs | 366 +++++++++++++++++++++++++ 5 files changed, 436 insertions(+), 29 deletions(-) create mode 100644 lace/lace_metadata/src/versions/mod.rs create mode 100644 lace/lace_metadata/src/versions/v1.rs diff --git a/lace/lace_metadata/src/latest.rs b/lace/lace_metadata/src/latest.rs index abe0481a..c5d85767 100644 --- a/lace/lace_metadata/src/latest.rs +++ b/lace/lace_metadata/src/latest.rs @@ -1,24 +1,13 @@ use std::collections::BTreeMap; -use lace_cc::component::ConjugateComponent; -use lace_cc::feature::{ColModel, Column, MissingNotAtRandom}; -use lace_cc::prior_process::PriorProcess; +use lace_cc::feature::{ColModel, MissingNotAtRandom}; use lace_cc::state::{State, StateDiagnostics, StateScoreComponents}; -use lace_cc::traits::{LaceDatum, LaceLikelihood, LacePrior, LaceStat}; use lace_cc::view::View; -use lace_data::{FeatureData, SparseContainer}; -use lace_stats::prior::csd::CsdHyper; -use lace_stats::prior::nix::NixHyper; -use lace_stats::prior::pg::PgHyper; -use lace_stats::rv::dist::{ - Bernoulli, Beta, Categorical, Gamma, Gaussian, Mixture, - NormalInvChiSquared, Poisson, SymmetricDirichlet, -}; -use lace_stats::MixtureType; +use lace_stats::assignment::Assignment; +use lace_stats::prior_process::{PriorProcess, Process}; use rand_xoshiro::Xoshiro256Plus; -use serde::{de::DeserializeOwned, Deserialize, Serialize}; -use std::sync::OnceLock; +use serde::{Deserialize, Serialize}; use crate::versions::v1; use crate::{impl_metadata_version, to_from_newtype, MetadataVersion}; @@ -159,6 +148,48 @@ impl From for DatalessView { } } +impl From for PriorProcess { + fn from(asgn: v1::Assignment) -> Self { + Self { + asgn: Assignment { + asgn: asgn.asgn, + counts: asgn.counts, + n_cats: asgn.n_cats, + }, + process: Process::Dirichlet(lace_stats::prior_process::Dirichlet { + alpha: asgn.alpha, + prior: asgn.prior, + }), + } + } +} + +impl From for DatalessView { + fn from(view: v1::DatalessView) -> Self { + Self { + ftrs: view.ftrs, + prior_process: view.asgn.into(), + weights: view.weights, + } + } +} + +impl From for DatalessState { + fn from(mut state: v1::DatalessState) -> Self { + Self { + views: state.views.drain(..).map(|view| view.into()).collect(), + prior_process: state.asgn.into(), + weights: state.weights, + score: StateScoreComponents { + ln_likelihood: state.loglike, + ln_prior: state.log_prior, + ln_state_prior_process: state.log_state_alpha_prior, + ln_view_prior_process: state.log_view_alpha_prior, + }, + } + } +} + impl From for DatalessStateAndDiagnostics { fn from(state_and_diag: v1::DatalessStateAndDiagnostics) -> Self { Self { @@ -170,13 +201,19 @@ impl From for DatalessStateAndDiagnostics { impl From for Codebook { fn from(codebook: v1::Codebook) -> Self { - Self(lace_codebook::Codebook { - table_name: codebook.0.table_name, - state_alpha_prior: codebook, - view_alpha_prior: , - col_metadata: , - comments: , - row_names: + Self(lace_codebook::Codebook { + table_name: codebook.table_name, + state_prior_process: codebook.state_alpha_prior.map( + |alpha_prior| lace_codebook::PriorProcess::Dirichlet { + alpha_prior, + }, + ), + view_prior_process: codebook.view_alpha_prior.map(|alpha_prior| { + lace_codebook::PriorProcess::Dirichlet { alpha_prior } + }), + col_metadata: codebook.col_metadata, + comments: codebook.comments, + row_names: codebook.row_names, }) } } @@ -191,7 +228,7 @@ impl From for Metadata { .collect(), state_ids: metadata.state_ids, codebook: metadata.codebook.into(), - data: metadata.codebook, + data: metadata.data, rng: metadata.rng, } } diff --git a/lace/lace_metadata/src/lib.rs b/lace/lace_metadata/src/lib.rs index 1ca51b5c..f1b0d0da 100644 --- a/lace/lace_metadata/src/lib.rs +++ b/lace/lace_metadata/src/lib.rs @@ -59,7 +59,7 @@ macro_rules! to_from_newtype { } /// creates a bunch of helper functions in a `load` module that load the -/// metadata components and create and `Meatadata` object of the appropriate +/// metadata components and create and `Metadata` object of the appropriate /// version. #[macro_export] macro_rules! loaders { @@ -133,7 +133,7 @@ macro_rules! loaders { load(codebook_path, file_config.serialized_type) } - pub(crate) fn load_meatadata>( + pub(crate) fn load_metadata>( path: P, file_config: &$crate::config::FileConfig, ) -> Result { @@ -203,7 +203,9 @@ pub fn load_metadata>( let md_version = file_config.metadata_version; match md_version { - 0 => crate::latest::load::load_meatadata(path, &file_config), + 0 => crate::versions::v1::load::load_metadata(path, &file_config) + .map(|metadata| metadata.into()), + 1 => crate::latest::load::load_metadata(path, &file_config), requested => Err(Error::UnsupportedMetadataVersion { requested, max_supported: crate::latest::METADATA_VERSION, diff --git a/lace/lace_metadata/src/utils.rs b/lace/lace_metadata/src/utils.rs index 18ae56a7..00b1439b 100644 --- a/lace/lace_metadata/src/utils.rs +++ b/lace/lace_metadata/src/utils.rs @@ -9,11 +9,12 @@ use log::info; use rand_xoshiro::Xoshiro256Plus; use serde::{Deserialize, Serialize}; +use crate::latest::Codebook; use crate::latest::DatalessStateAndDiagnostics; -use crate::latest::{Codebook, DataStore}; +use crate::versions::v1::DataStore; use crate::{Error, FileConfig, SerializedType}; -fn extenson_from_path>(path: &P) -> Result<&str, Error> { +fn extension_from_path>(path: &P) -> Result<&str, Error> { path.as_ref() .extension() .and_then(|s| s.to_str()) @@ -28,7 +29,7 @@ fn extenson_from_path>(path: &P) -> Result<&str, Error> { fn serialized_type_from_path>( path: &P, ) -> Result { - let ext = extenson_from_path(path)?; + let ext = extension_from_path(path)?; SerializedType::from_str(ext) } diff --git a/lace/lace_metadata/src/versions/mod.rs b/lace/lace_metadata/src/versions/mod.rs new file mode 100644 index 00000000..a3a6d96c --- /dev/null +++ b/lace/lace_metadata/src/versions/mod.rs @@ -0,0 +1 @@ +pub mod v1; diff --git a/lace/lace_metadata/src/versions/v1.rs b/lace/lace_metadata/src/versions/v1.rs new file mode 100644 index 00000000..0f00b542 --- /dev/null +++ b/lace/lace_metadata/src/versions/v1.rs @@ -0,0 +1,366 @@ +use std::collections::BTreeMap; + +use lace_cc::component::ConjugateComponent; +use lace_cc::feature::{ColModel, Column, MissingNotAtRandom}; +use lace_cc::state::{State, StateDiagnostics}; +use lace_cc::traits::{LaceDatum, LaceLikelihood, LacePrior, LaceStat}; +use lace_cc::view::View; +use lace_data::{FeatureData, SparseContainer}; +use lace_stats::prior::csd::CsdHyper; +use lace_stats::prior::nix::NixHyper; +use lace_stats::prior::pg::PgHyper; +use lace_stats::rv::dist::{ + Bernoulli, Beta, Categorical, Gamma, Gaussian, Mixture, + NormalInvChiSquared, Poisson, SymmetricDirichlet, +}; +use lace_stats::MixtureType; + +use rand_xoshiro::Xoshiro256Plus; +use serde::{de::DeserializeOwned, Deserialize, Serialize}; +use std::sync::OnceLock; + +use crate::{impl_metadata_version, to_from_newtype, MetadataVersion}; + +pub const METADATA_VERSION: i32 = 0; + +// #[derive(Serialize, Deserialize, Debug)] +// #[serde(deny_unknown_fields)] +// pub struct Codebook(pub lace_codebook::Codebook); + +#[derive(Serialize, Deserialize, Debug)] +#[serde(deny_unknown_fields)] +pub struct Assignment { + pub alpha: f64, + pub asgn: Vec, + pub counts: Vec, + pub n_cats: usize, + pub prior: Gamma, +} + +/// Codebook object for storing information about the dataset +#[derive(Serialize, Deserialize, Debug)] +#[serde(deny_unknown_fields)] +pub struct Codebook { + pub table_name: String, + pub state_alpha_prior: Option, + pub view_alpha_prior: Option, + pub col_metadata: lace_codebook::ColMetadataList, + pub comments: Option, + pub row_names: lace_codebook::RowNameList, +} + +// to_from_newtype!(lace_codebook::Codebook, Codebook); + +#[derive(Debug, Serialize, Deserialize)] +pub struct Metadata { + pub states: Vec, + pub state_ids: Vec, + pub codebook: Codebook, + pub data: Option, + pub rng: Option, +} + +#[derive(Serialize, Deserialize, Debug)] +#[serde(deny_unknown_fields)] +pub struct DataStore(BTreeMap); + +impl From for DataStore { + fn from(data: lace_data::DataStore) -> Self { + Self(data.0) + } +} + +impl From for lace_data::DataStore { + fn from(data: DataStore) -> Self { + Self(data.0) + } +} + +#[derive(Serialize, Deserialize, Debug)] +pub struct DatalessStateAndDiagnostics { + pub state: DatalessState, + pub diagnostics: StateDiagnostics, +} + +#[derive(Serialize, Deserialize, Debug)] +#[serde(deny_unknown_fields)] +pub struct DatalessState { + pub views: Vec, + pub asgn: Assignment, + pub weights: Vec, + pub view_alpha_prior: Gamma, + pub loglike: f64, + #[serde(default)] + pub log_prior: f64, + #[serde(default)] + pub log_view_alpha_prior: f64, + #[serde(default)] + pub log_state_alpha_prior: f64, +} + +// /// Marks a state as having no data in its columns +// pub struct EmptyState(pub State); + +// impl From for DatalessStateAndDiagnostics { +// fn from(mut state: lace_cc::state::State) -> Self { +// Self { +// state: DatalessState { +// views: state.views.drain(..).map(|view| view.into()).collect(), +// asgn: state.asgn, +// weights: state.weights, +// view_alpha_prior: state.view_alpha_prior, +// loglike: state.loglike, +// log_prior: state.log_prior, +// log_view_alpha_prior: state.log_view_alpha_prior, +// log_state_alpha_prior: state.log_state_alpha_prior, +// }, +// diagnostics: state.diagnostics, +// } +// } +// } + +// impl From for EmptyState { +// fn from(mut dl_state: DatalessStateAndDiagnostics) -> EmptyState { +// let views = dl_state +// .state +// .views +// .drain(..) +// .map(|mut dl_view| { +// let mut ftr_ids: Vec = +// dl_view.ftrs.keys().copied().collect(); + +// let ftrs: BTreeMap = ftr_ids +// .drain(..) +// .map(|id| { +// let dl_ftr = dl_view.ftrs.remove(&id).unwrap(); +// let cm: ColModel = match dl_ftr { +// DatalessColModel::Continuous(cm) => { +// let ecm: EmptyColumn<_, _, _, _> = cm.into(); +// ColModel::Continuous(ecm.0) +// } +// DatalessColModel::Categorical(cm) => { +// let ecm: EmptyColumn<_, _, _, _> = cm.into(); +// ColModel::Categorical(ecm.0) +// } +// DatalessColModel::Count(cm) => { +// let ecm: EmptyColumn<_, _, _, _> = cm.into(); +// ColModel::Count(ecm.0) +// } +// DatalessColModel::MissingNotAtRandom(mnar) => { +// let fx: ColModel = (*mnar.fx).into(); +// let missing: EmptyColumn<_, _, _, _> = +// mnar.missing.into(); +// ColModel::MissingNotAtRandom( +// MissingNotAtRandom { +// fx: Box::new(fx), +// present: missing.0, +// }, +// ) +// } +// }; +// (id, cm) +// }) +// .collect(); + +// View { +// asgn: dl_view.asgn, +// weights: dl_view.weights, +// ftrs, +// } +// }) +// .collect(); + +// EmptyState(State { +// views, +// asgn: dl_state.state.asgn, +// weights: dl_state.state.weights, +// view_alpha_prior: dl_state.state.view_alpha_prior, +// loglike: dl_state.state.loglike, +// log_prior: dl_state.state.log_prior, +// log_view_alpha_prior: dl_state.state.log_view_alpha_prior, +// log_state_alpha_prior: dl_state.state.log_state_alpha_prior, +// diagnostics: dl_state.diagnostics, +// }) +// } +// } + +#[derive(Serialize, Deserialize, Debug)] +#[serde(deny_unknown_fields)] +pub struct DatalessView { + pub ftrs: BTreeMap, + pub asgn: Assignment, + pub weights: Vec, +} + +// impl From for DatalessView { +// fn from(mut view: View) -> DatalessView { +// DatalessView { +// ftrs: { +// let keys: Vec = view.ftrs.keys().cloned().collect(); +// keys.iter() +// .map(|k| (*k, view.ftrs.remove(k).unwrap().into())) +// .collect() +// }, +// asgn: view.asgn, +// weights: view.weights, +// } +// } +// } + +#[derive(Serialize, Deserialize, Debug)] +#[serde(deny_unknown_fields)] +pub enum DatalessColModel { + Continuous(DatalessColumn), + Categorical(DatalessColumn), + Count(DatalessColumn), + MissingNotAtRandom(DatalessMissingNotAtRandom), +} + +impl From for DatalessColModel { + fn from(col_model: ColModel) -> DatalessColModel { + match col_model { + ColModel::Categorical(col) => { + DatalessColModel::Categorical(col.into()) + } + ColModel::Continuous(col) => { + DatalessColModel::Continuous(col.into()) + } + ColModel::Count(col) => DatalessColModel::Count(col.into()), + ColModel::MissingNotAtRandom(mnar) => { + DatalessColModel::MissingNotAtRandom( + DatalessMissingNotAtRandom { + fx: Box::new((*mnar.fx).into()), + missing: mnar.present.into(), + }, + ) + } + } + } +} + +impl From for ColModel { + fn from(col_model: DatalessColModel) -> Self { + match col_model { + DatalessColModel::Continuous(cm) => { + let empty_col: EmptyColumn<_, _, _, _> = cm.into(); + Self::Continuous(empty_col.0) + } + DatalessColModel::Count(cm) => { + let empty_col: EmptyColumn<_, _, _, _> = cm.into(); + Self::Count(empty_col.0) + } + DatalessColModel::Categorical(cm) => { + let empty_col: EmptyColumn<_, _, _, _> = cm.into(); + Self::Categorical(empty_col.0) + } + _ => unimplemented!(), + } + } +} + +#[derive(Serialize, Deserialize, Debug)] +#[serde(deny_unknown_fields)] +pub struct DatalessMissingNotAtRandom { + pub fx: Box, + pub missing: DatalessColumn, +} + +#[derive(Serialize, Deserialize, Debug)] +#[serde(deny_unknown_fields)] +pub struct DatalessColumn +where + X: LaceDatum, + Fx: LaceLikelihood, + Pr: LacePrior, + H: Serialize + DeserializeOwned, + MixtureType: From>, + Fx::Stat: LaceStat, + Pr::LnMCache: Clone + std::fmt::Debug, + Pr::LnPpCache: Send + Sync + Clone + std::fmt::Debug, +{ + pub id: usize, + #[serde(bound(deserialize = "X: serde::de::DeserializeOwned"))] + pub components: Vec>, + #[serde(bound(deserialize = "Pr: serde::de::DeserializeOwned"))] + pub prior: Pr, + #[serde(bound(deserialize = "H: serde::de::DeserializeOwned"))] + pub hyper: H, + #[serde(default)] + pub ignore_hyper: bool, +} + +macro_rules! col2dataless { + ($x:ty, $fx:ty, $pr:ty, $h:ty) => { + impl From> + for DatalessColumn<$x, $fx, $pr, $h> + { + fn from(col: Column<$x, $fx, $pr, $h>) -> Self { + DatalessColumn { + id: col.id, + components: col.components, + prior: col.prior, + hyper: col.hyper, + ignore_hyper: col.ignore_hyper, + } + } + } + }; +} + +col2dataless!(f64, Gaussian, NormalInvChiSquared, NixHyper); +col2dataless!(u8, Categorical, SymmetricDirichlet, CsdHyper); +col2dataless!(u32, Poisson, Gamma, PgHyper); +col2dataless!(bool, Bernoulli, Beta, ()); + +pub struct EmptyColumn(pub Column) +where + X: LaceDatum, + Fx: LaceLikelihood, + Fx::Stat: LaceStat, + Pr: LacePrior, + H: Serialize + DeserializeOwned, + Pr::LnMCache: Clone + std::fmt::Debug, + Pr::LnPpCache: Send + Sync + Clone + std::fmt::Debug, + MixtureType: From>; + +macro_rules! dataless2col { + ($x:ty, $fx:ty, $pr:ty, $h:ty) => { + impl From> + for EmptyColumn<$x, $fx, $pr, $h> + { + fn from( + col_dl: DatalessColumn<$x, $fx, $pr, $h>, + ) -> EmptyColumn<$x, $fx, $pr, $h> { + EmptyColumn(Column { + id: col_dl.id, + components: col_dl.components, + prior: col_dl.prior, + hyper: col_dl.hyper, + data: SparseContainer::default(), + ln_m_cache: OnceLock::new(), + ignore_hyper: col_dl.ignore_hyper, + }) + } + } + }; +} + +dataless2col!(f64, Gaussian, NormalInvChiSquared, NixHyper); +dataless2col!(u8, Categorical, SymmetricDirichlet, CsdHyper); +dataless2col!(u32, Poisson, Gamma, PgHyper); +dataless2col!(bool, Bernoulli, Beta, ()); + +impl_metadata_version!(Metadata, METADATA_VERSION); +impl_metadata_version!(Codebook, METADATA_VERSION); +impl_metadata_version!(DatalessColModel, METADATA_VERSION); +impl_metadata_version!(DatalessView, METADATA_VERSION); +impl_metadata_version!(DatalessState, METADATA_VERSION); +impl_metadata_version!(DataStore, METADATA_VERSION); + +// Create the loaders module for latest +crate::loaders!( + DatalessStateAndDiagnostics, + DataStore, + Codebook, + rand_xoshiro::Xoshiro256Plus +); From 6049aab7abda475e141be0c5d36110954032e830 Mon Sep 17 00:00:00 2001 From: Baxter Eaves Date: Wed, 28 Feb 2024 13:38:02 -0600 Subject: [PATCH 03/43] Move geweke examples to lace_cc; get view passing Got the view geweke tests passing for SAMS, Slice, and Gibbs using the Dirichlet process under the new PriorProcess abstraction. Lace still doesn't compile, but one thing at a time! --- lace/Cargo.lock | 1 + lace/lace_cc/Cargo.toml | 1 + lace/{ => lace_cc}/examples/state_geweke.rs | 0 lace/{ => lace_cc}/examples/view_geweke.rs | 15 +++-- lace/lace_cc/src/view.rs | 21 +++---- lace/lace_stats/src/prior_process.rs | 67 +++++++++++++++++---- lace/src/data/data_source.rs | 2 +- lace/src/interface/engine/mod.rs | 6 +- lace/src/interface/engine/update_handler.rs | 5 +- lace/src/prelude.rs | 2 +- 10 files changed, 82 insertions(+), 38 deletions(-) rename lace/{ => lace_cc}/examples/state_geweke.rs (100%) rename lace/{ => lace_cc}/examples/view_geweke.rs (90%) diff --git a/lace/Cargo.lock b/lace/Cargo.lock index 7e45cc4c..bb0631a4 100644 --- a/lace/Cargo.lock +++ b/lace/Cargo.lock @@ -1179,6 +1179,7 @@ name = "lace_cc" version = "0.6.0" dependencies = [ "approx", + "clap", "criterion", "enum_dispatch", "itertools 0.12.0", diff --git a/lace/lace_cc/Cargo.toml b/lace/lace_cc/Cargo.toml index 08078830..05af0b2b 100644 --- a/lace/lace_cc/Cargo.toml +++ b/lace/lace_cc/Cargo.toml @@ -28,6 +28,7 @@ itertools = "0.12" [dev-dependencies] approx = "0.5.1" criterion = "0.5" +clap = { version = "4.3.17", features = ["derive"] } [[bench]] name = "state_types" diff --git a/lace/examples/state_geweke.rs b/lace/lace_cc/examples/state_geweke.rs similarity index 100% rename from lace/examples/state_geweke.rs rename to lace/lace_cc/examples/state_geweke.rs diff --git a/lace/examples/view_geweke.rs b/lace/lace_cc/examples/view_geweke.rs similarity index 90% rename from lace/examples/view_geweke.rs rename to lace/lace_cc/examples/view_geweke.rs index cf7768f3..020647c4 100644 --- a/lace/examples/view_geweke.rs +++ b/lace/lace_cc/examples/view_geweke.rs @@ -1,18 +1,17 @@ use clap::Parser; -use lace::prelude::*; -use lace_cc::view::ViewGewekeSettings; -use lace_geweke::GewekeTester; use rand::SeedableRng; use rand_xoshiro::Xoshiro256Plus; +use lace_cc::alg::RowAssignAlg; +use lace_cc::feature::FType; +use lace_cc::transition::ViewTransition; +use lace_cc::view::{View, ViewGewekeSettings}; +use lace_geweke::GewekeTester; + #[derive(Parser, Debug)] #[clap(rename_all = "kebab")] struct Opt { - #[clap( - long, - default_value = "gibbs", - value_parser = ["finite_cpu", "gibbs", "slice", "sams"], - )] + #[clap(long, default_value = "gibbs")] pub alg: RowAssignAlg, #[clap(short, long, default_value = "20")] pub nrows: usize, diff --git a/lace/lace_cc/src/view.rs b/lace/lace_cc/src/view.rs index 80f03939..c3e4c7ad 100644 --- a/lace/lace_cc/src/view.rs +++ b/lace/lace_cc/src/view.rs @@ -400,7 +400,7 @@ impl View { let weights: Vec = { // FIXME: only works for dirichlet - let dirvec = self.prior_process.weight_vec(true); + let dirvec = self.prior_process.weight_vec_unnormed(true); let dir = Dirichlet::new(dirvec).unwrap(); dir.draw(&mut rng) }; @@ -849,9 +849,7 @@ impl View { + lcrp( asgn.len(), &asgn.counts, - self.prior_process - .process - .ln_singleton_weight(self.n_cats()), + self.prior_process.alpha().unwrap(), ); self.drop_component(self.n_cats()); @@ -871,9 +869,7 @@ impl View { + lcrp( self.asgn().len(), &self.asgn().counts, - self.prior_process - .process - .ln_singleton_weight(self.n_cats()), + self.prior_process.alpha().unwrap(), ); let (logp_spt, logq_spt, asgn_opt) = self.propose_split(i, j, false, rng); @@ -959,9 +955,7 @@ impl View { logp += lcrp( self.asgn().len(), &self.asgn().counts, - self.prior_process - .process - .ln_singleton_weight(self.n_cats()), + self.prior_process.alpha().unwrap(), ); None } else { @@ -980,8 +974,11 @@ impl View { .build() .unwrap(); - // FIXME: alpha: see above - logp += lcrp(asgn.len(), &asgn.counts, 1.0); + logp += lcrp( + asgn.len(), + &asgn.counts, + self.prior_process.alpha().unwrap(), + ); Some(asgn) }; diff --git a/lace/lace_stats/src/prior_process.rs b/lace/lace_stats/src/prior_process.rs index 9b9a3b82..b133b0bd 100644 --- a/lace/lace_stats/src/prior_process.rs +++ b/lace/lace_stats/src/prior_process.rs @@ -12,7 +12,12 @@ pub trait PriorProcessT { fn ln_singleton_weight(&self, n_cats: usize) -> f64; - fn weight_vec(&self, asgn: &Assignment, append_new: bool) -> Vec; + fn weight_vec( + &self, + asgn: &Assignment, + normed: bool, + append_new: bool, + ) -> Vec; fn slice_sb_extend( &self, @@ -52,7 +57,12 @@ impl PriorProcessT for Dirichlet { self.alpha.ln() } - fn weight_vec(&self, asgn: &Assignment, append_new: bool) -> Vec { + fn weight_vec( + &self, + asgn: &Assignment, + normed: bool, + append_new: bool, + ) -> Vec { let mut weights: Vec = asgn.counts.iter().map(|&ct| ct as f64).collect(); @@ -63,7 +73,9 @@ impl PriorProcessT for Dirichlet { asgn.len() as f64 }; - weights.iter_mut().for_each(|ct| *ct /= z); + if normed { + weights.iter_mut().for_each(|ct| *ct /= z); + } weights } @@ -103,7 +115,17 @@ impl PriorProcessT for Dirichlet { } fn update_params(&mut self, asgn: &Assignment, rng: &mut R) -> f64 { - unimplemented!() + // TODO: Should we use a different method to draw CRP alpha that can + // extend outside of the bulk of the prior's mass? + let cts = &asgn.counts; + let n: usize = asgn.len(); + let loglike = |alpha: &f64| crate::assignment::lcrp(n, cts, *alpha); + let prior_ref = &self.prior; + let prior_draw = |rng: &mut R| prior_ref.draw(rng); + let mh_result = + crate::mh::mh_prior(self.alpha, loglike, prior_draw, 100, rng); + self.alpha = mh_result.x; + mh_result.score_x } fn reset_params(&mut self, rng: &mut R) { @@ -144,7 +166,12 @@ impl PriorProcessT for PitmanYor { (self.alpha + self.d * (n_cats as f64)).ln() } - fn weight_vec(&self, asgn: &Assignment, append_new: bool) -> Vec { + fn weight_vec( + &self, + asgn: &Assignment, + normed: bool, + append_new: bool, + ) -> Vec { let mut weights: Vec = asgn.counts.iter().map(|&ct| ct as f64 - self.d).collect(); @@ -155,7 +182,9 @@ impl PriorProcessT for PitmanYor { asgn.len() as f64 }; - weights.iter_mut().for_each(|ct| *ct /= z); + if normed { + weights.iter_mut().for_each(|ct| *ct /= z); + } weights } @@ -208,10 +237,15 @@ impl PriorProcessT for Process { } } - fn weight_vec(&self, asgn: &Assignment, append_new: bool) -> Vec { + fn weight_vec( + &self, + asgn: &Assignment, + normed: bool, + append_new: bool, + ) -> Vec { match self { - Self::Dirichlet(proc) => proc.weight_vec(asgn, append_new), - Self::PitmanYor(proc) => proc.weight_vec(asgn, append_new), + Self::Dirichlet(proc) => proc.weight_vec(asgn, normed, append_new), + Self::PitmanYor(proc) => proc.weight_vec(asgn, normed, append_new), } } @@ -266,7 +300,11 @@ impl PriorProcess { } pub fn weight_vec(&self, append_new: bool) -> Vec { - self.process.weight_vec(&self.asgn, append_new) + self.process.weight_vec(&self.asgn, true, append_new) + } + + pub fn weight_vec_unnormed(&self, append_new: bool) -> Vec { + self.process.weight_vec(&self.asgn, false, append_new) } pub fn update_params(&mut self, rng: &mut R) -> f64 { @@ -313,10 +351,15 @@ fn sb_slice_extend( } let n_cats = weights.len() as f64; + let mut beta = Beta::new(1.0 + d, alpha).unwrap(); + let mut iters: u16 = 0; loop { - let beta = - Beta::new(1.0 + d, alpha + iters as f64 + n_cats + 1.0).unwrap(); + if d > 0.0 { + let b = (iters as f64) + n_cats + 1.0; + beta.set_beta(alpha + b * d).unwrap(); + } + let vk: f64 = beta.draw(&mut rng); let bk = vk * b_star; b_star *= 1.0 - vk; diff --git a/lace/src/data/data_source.rs b/lace/src/data/data_source.rs index c85538f2..23f6d2e2 100644 --- a/lace/src/data/data_source.rs +++ b/lace/src/data/data_source.rs @@ -175,7 +175,7 @@ impl DataSource { use crate::codebook::data; let codebook = match &self { DataSource::Polars(df) => { - data::df_to_codebook(df, None, None, false) + data::df_to_codebook(df, None, None, None, false) } DataSource::Empty => Ok(Codebook::default()), }?; diff --git a/lace/src/interface/engine/mod.rs b/lace/src/interface/engine/mod.rs index 015620bd..bc7925d0 100644 --- a/lace/src/interface/engine/mod.rs +++ b/lace/src/interface/engine/mod.rs @@ -75,7 +75,7 @@ impl HasData for Engine { #[inline] fn summarize_feature(&self, ix: usize) -> SummaryStatistics { let state = &self.states[0]; - let view_ix = state.asgn.asgn[ix]; + let view_ix = state.asgn().asgn[ix]; // XXX: Cloning the data could be very slow state.views[view_ix].ftrs[&ix].clone_data().summarize() } @@ -154,8 +154,8 @@ impl Engine { col_models_from_data_src(codebook, data_source, &mut rng) .map_err(NewEngineError::DataParseError)?; - let state_alpha_prior = codebook - .state_alpha_prior + let state_prior_process = codebook + .state_prior_process .clone() .unwrap_or_else(lace_consts::state_alpha_prior); diff --git a/lace/src/interface/engine/update_handler.rs b/lace/src/interface/engine/update_handler.rs index 7f709d6e..6d34fab6 100644 --- a/lace/src/interface/engine/update_handler.rs +++ b/lace/src/interface/engine/update_handler.rs @@ -418,7 +418,10 @@ impl UpdateHandler for ProgressBar { sender .lock() .unwrap() - .send((state_id, state.log_prior + state.loglike)) + .send(( + state_id, + state.score.ln_prior + state.score.ln_likelihood, + )) .unwrap(); } } diff --git a/lace/src/prelude.rs b/lace/src/prelude.rs index e6ea31b2..e01bf563 100644 --- a/lace/src/prelude.rs +++ b/lace/src/prelude.rs @@ -12,7 +12,6 @@ pub use crate::data::DataSource; pub use lace_cc::{ alg::{ColAssignAlg, RowAssignAlg}, - assignment::AssignmentBuilder, config::StateUpdateConfig, feature::{Column, FType}, state::State, @@ -23,6 +22,7 @@ pub use lace_codebook::{ Codebook, CodebookError, ColMetadata, ColMetadataList, ColType, }; pub use lace_metadata::SerializedType; +pub use lace_stats::assignment::Assignment; pub use lace_stats::prior::{csd::CsdHyper, nix::NixHyper, pg::PgHyper}; pub use lace_stats::rv; pub use lace_utils as utils; From 4d5f27ffb80a2f4fc3dca086361bc4cc0d0c3fe2 Mon Sep 17 00:00:00 2001 From: Baxter Eaves Date: Wed, 28 Feb 2024 14:01:40 -0600 Subject: [PATCH 04/43] Get state geweke example to compile --- lace/Cargo.lock | 37 +++++++++++++++++---------- lace/lace_cc/Cargo.toml | 1 + lace/lace_cc/examples/state_geweke.rs | 31 +++++++++++----------- 3 files changed, 40 insertions(+), 29 deletions(-) diff --git a/lace/Cargo.lock b/lace/Cargo.lock index bb0631a4..185d0098 100644 --- a/lace/Cargo.lock +++ b/lace/Cargo.lock @@ -610,12 +610,12 @@ dependencies = [ [[package]] name = "darling" -version = "0.20.3" +version = "0.20.8" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "0209d94da627ab5605dcccf08bb18afa5009cfbef48d8a8b7d7bdbc79be25c5e" +checksum = "54e36fcd13ed84ffdfda6f5be89b31287cbb80c439841fe69e04841435464391" dependencies = [ - "darling_core 0.20.3", - "darling_macro 0.20.3", + "darling_core 0.20.8", + "darling_macro 0.20.8", ] [[package]] @@ -634,9 +634,9 @@ dependencies = [ [[package]] name = "darling_core" -version = "0.20.3" +version = "0.20.8" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "177e3443818124b357d8e76f53be906d60937f0d3a90773a664fa63fa253e621" +checksum = "9c2cf1c23a687a1feeb728783b993c4e1ad83d99f351801977dd809b48d0a70f" dependencies = [ "fnv", "ident_case", @@ -659,11 +659,11 @@ dependencies = [ [[package]] name = "darling_macro" -version = "0.20.3" +version = "0.20.8" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "836a9bbc7ad63342d6d6e7b815ccab164bc77a2d95d84bc3117a8c0d5c98e2d5" +checksum = "a668eda54683121533a393014d8692171709ff57a7d61f187b6e782719f8933f" dependencies = [ - "darling_core 0.20.3", + "darling_core 0.20.8", "quote", "syn 2.0.48", ] @@ -1189,6 +1189,7 @@ dependencies = [ "lace_geweke", "lace_stats", "lace_utils", + "plotly", "rand", "rand_xoshiro", "rayon", @@ -1623,6 +1624,12 @@ dependencies = [ "serde", ] +[[package]] +name = "num-conv" +version = "0.1.0" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "51d515d32fb182ee37cda2ccdcb92950d6a3c2893aa280e540671c2cd0f3b1d9" + [[package]] name = "num-integer" version = "0.1.45" @@ -2523,7 +2530,7 @@ version = "2.3.3" source = "registry+https://github.com/rust-lang/crates.io-index" checksum = "881b6f881b17d13214e5d494c939ebab463d01264ce1811e9d4ac3a882e7695f" dependencies = [ - "darling 0.20.3", + "darling 0.20.8", "proc-macro2", "quote", "syn 2.0.48", @@ -2765,12 +2772,13 @@ dependencies = [ [[package]] name = "time" -version = "0.3.31" +version = "0.3.34" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "f657ba42c3f86e7680e53c8cd3af8abbe56b5491790b46e22e19c0d57463583e" +checksum = "c8248b6521bb14bc45b4067159b9b6ad792e2d6d754d6c41fb50e29fefe38749" dependencies = [ "deranged", "itoa", + "num-conv", "powerfmt", "serde", "time-core", @@ -2785,10 +2793,11 @@ checksum = "ef927ca75afb808a4d64dd374f00a2adf8d0fcff8e7b184af886c3c87ec4a3f3" [[package]] name = "time-macros" -version = "0.2.16" +version = "0.2.17" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "26197e33420244aeb70c3e8c78376ca46571bc4e701e4791c2cd9f57dcb3a43f" +checksum = "7ba3a3ef41e6672a2f0f001392bb5dcd3ff0a9992d618ca761a11c3121547774" dependencies = [ + "num-conv", "time-core", ] diff --git a/lace/lace_cc/Cargo.toml b/lace/lace_cc/Cargo.toml index 05af0b2b..18565d0b 100644 --- a/lace/lace_cc/Cargo.toml +++ b/lace/lace_cc/Cargo.toml @@ -29,6 +29,7 @@ itertools = "0.12" approx = "0.5.1" criterion = "0.5" clap = { version = "4.3.17", features = ["derive"] } +plotly = "0.8" [[bench]] name = "state_types" diff --git a/lace/lace_cc/examples/state_geweke.rs b/lace/lace_cc/examples/state_geweke.rs index eeeeddde..a2f40d41 100644 --- a/lace/lace_cc/examples/state_geweke.rs +++ b/lace/lace_cc/examples/state_geweke.rs @@ -1,27 +1,23 @@ use clap::Parser; -use lace::prelude::*; -use lace_cc::state::StateGewekeSettings; -use lace_geweke::GewekeTester; use plotly::common::Mode; use plotly::layout::Layout; use plotly::{Plot, Scatter}; use rand::SeedableRng; use rand_xoshiro::Xoshiro256Plus; +use lace_cc::alg::{ColAssignAlg, RowAssignAlg}; +use lace_cc::feature::FType; +use lace_cc::state::{State, StateGewekeSettings}; +use lace_cc::transition::StateTransition; +use lace_geweke::GewekeTester; +use lace_stats::prior_process::PriorProcessType; + #[derive(Parser, Debug)] #[clap(rename_all = "kebab")] struct Opt { - #[clap( - long, - default_value = "gibbs", - value_parser = ["finite_cpu", "gibbs", "slice", "sams"], - )] + #[clap(long, default_value = "gibbs")] pub row_alg: RowAssignAlg, - #[clap( - long, - default_value = "gibbs", - value_parser = ["finite_cpu", "gibbs", "slice"], - )] + #[clap(long, default_value = "gibbs")] pub col_alg: ColAssignAlg, #[clap(long, default_value = "50")] pub nrows: usize, @@ -59,7 +55,12 @@ fn main() { // The state's Geweke test settings require the number of rows in the // state (50), and the types of each column. Everything else is filled out // automatically. - let mut settings = StateGewekeSettings::new(opt.nrows, ftypes); + let mut settings = StateGewekeSettings::new( + opt.nrows, + ftypes, + PriorProcessType::Dirichlet, + PriorProcessType::Dirichlet, + ); let mut transitions: Vec = Vec::new(); if !opt.no_col_reassign { @@ -97,7 +98,7 @@ fn main() { res.report(); if let Some(ref key) = opt.plot_var { - use lace::stats::EmpiricalCdf; + use lace_stats::EmpiricalCdf; use lace_utils::minmax; let (min_f, max_f) = minmax(res.forward.get(key).unwrap()); let (min_p, max_p) = minmax(res.posterior.get(key).unwrap()); From 9dcc9543def55acaa614fab4f905d34a90ff45b5 Mon Sep 17 00:00:00 2001 From: Baxter Eaves Date: Wed, 28 Feb 2024 20:20:15 -0600 Subject: [PATCH 05/43] incremental updates --- lace/lace_cc/src/state.rs | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/lace/lace_cc/src/state.rs b/lace/lace_cc/src/state.rs index ba3f4c5e..d597d854 100644 --- a/lace/lace_cc/src/state.rs +++ b/lace/lace_cc/src/state.rs @@ -806,7 +806,7 @@ impl State { let n_cols = self.n_cols(); let weights: Vec = { - let dirvec = self.prior_process.weight_vec(true); + let dirvec = self.prior_process.weight_vec_unnormed(true); // FIXME: this only works for Dirichlet process! let dir = Dirichlet::new(dirvec).unwrap(); dir.draw(rng) From edc4c4c51e2c0f4d82995a98c2d8131d4658f780 Mon Sep 17 00:00:00 2001 From: Baxter Eaves Date: Mon, 4 Mar 2024 14:12:18 -0600 Subject: [PATCH 06/43] PriorProcess builder --- lace/lace_cc/examples/view_geweke.rs | 8 ++ lace/lace_cc/src/feature/column.rs | 22 ++- lace/lace_cc/src/feature/mnar.rs | 5 +- lace/lace_cc/src/feature/traits.rs | 4 +- lace/lace_cc/src/lib.rs | 4 +- lace/lace_cc/src/misc.rs | 140 +++++++++--------- lace/lace_cc/src/state.rs | 57 ++++---- lace/lace_cc/src/state/builder.rs | 13 +- lace/lace_cc/src/view.rs | 51 +++++-- lace/lace_cc/tests/enum.rs | 12 +- lace/lace_cc/tests/enum_state.rs | 83 +++++++---- lace/lace_cc/tests/state.rs | 13 +- lace/lace_cc/tests/view.rs | 4 +- lace/lace_cc/tests/view_enum.rs | 31 ++-- lace/lace_codebook/src/data.rs | 2 - lace/lace_stats/src/assignment.rs | 146 +++++++++++++++++++ lace/lace_stats/src/prior_process.rs | 205 +++++++++++++++++++++++++-- 17 files changed, 619 insertions(+), 181 deletions(-) diff --git a/lace/lace_cc/examples/view_geweke.rs b/lace/lace_cc/examples/view_geweke.rs index 020647c4..8d22591d 100644 --- a/lace/lace_cc/examples/view_geweke.rs +++ b/lace/lace_cc/examples/view_geweke.rs @@ -21,6 +21,8 @@ struct Opt { pub no_view_alpha: bool, #[clap(long)] pub no_priors: bool, + #[clap(long)] + pub pitman_yor: bool, } fn main() { @@ -42,15 +44,21 @@ fn main() { .transitions .push(ViewTransition::RowAssignment(opt.alg)); } + if !opt.no_view_alpha { settings .transitions .push(ViewTransition::PriorProcessParams); } + if !opt.no_priors { settings.transitions.push(ViewTransition::FeaturePriors); } + if opt.pitman_yor { + settings = settings.with_pitman_yor_process(); + } + settings.transitions.push(ViewTransition::ComponentParams); settings diff --git a/lace/lace_cc/src/feature/column.rs b/lace/lace_cc/src/feature/column.rs index 52a97d05..fd33e203 100644 --- a/lace/lace_cc/src/feature/column.rs +++ b/lace/lace_cc/src/feature/column.rs @@ -712,18 +712,22 @@ impl QmcEntropy for ColModel { mod tests { use super::*; - use crate::assignment::AssignmentBuilder; use crate::feature::{Column, Feature}; use lace_data::{FeatureData, SparseContainer}; + use lace_stats::prior_process::{Builder, Dirichlet, Process}; use lace_stats::prior::nix::NixHyper; fn gauss_fixture() -> ColModel { let mut rng = rand::thread_rng(); - let asgn = AssignmentBuilder::new(5) - .with_alpha(1.0) + let asgn = Builder::new(5) + .with_process(Process::Dirichlet(Dirichlet { + alpha: 1.0, + prior: Gamma::default(), + })) .flat() .build() - .unwrap(); + .unwrap() + .asgn; let data_vec: Vec = vec![0.0, 1.0, 2.0, 3.0, 4.0]; let hyper = NixHyper::default(); let data = SparseContainer::from(data_vec); @@ -736,11 +740,15 @@ mod tests { fn categorical_fixture_u8() -> ColModel { let mut rng = rand::thread_rng(); - let asgn = AssignmentBuilder::new(5) - .with_alpha(1.0) + let asgn = Builder::new(5) + .with_process(Process::Dirichlet(Dirichlet { + alpha: 1.0, + prior: Gamma::default(), + })) .flat() .build() - .unwrap(); + .unwrap() + .asgn; let data_vec: Vec = vec![0, 1, 2, 0, 1]; let data = SparseContainer::from(data_vec); let hyper = CsdHyper::vague(3); diff --git a/lace/lace_cc/src/feature/mnar.rs b/lace/lace_cc/src/feature/mnar.rs index 9b335e0d..eb32fb00 100644 --- a/lace/lace_cc/src/feature/mnar.rs +++ b/lace/lace_cc/src/feature/mnar.rs @@ -278,10 +278,11 @@ mod test { present, }; let mut rng = rand::thread_rng(); - let asgn = crate::assignment::AssignmentBuilder::new(n) + let asgn = lace_stats::prior_process::Builder::new(n) .seed_from_rng(&mut rng) .build() - .unwrap(); + .unwrap() + .asgn; col.reassign(&asgn, &mut rng); (col, asgn) } diff --git a/lace/lace_cc/src/feature/traits.rs b/lace/lace_cc/src/feature/traits.rs index c66cafa9..5f4ceea5 100644 --- a/lace/lace_cc/src/feature/traits.rs +++ b/lace/lace_cc/src/feature/traits.rs @@ -162,8 +162,8 @@ pub(crate) trait FeatureHelper: Feature { #[cfg(test)] mod tests { use super::*; - use crate::assignment::AssignmentBuilder; use approx::*; + use lace_stats::prior_process::Builder as PriorProcessBuilder; use lace_stats::rv::dist::Gaussian; use lace_stats::rv::traits::Rv; @@ -175,7 +175,7 @@ mod tests { let hyper = NixHyper::default(); let prior = NormalInvChiSquared::new_unchecked(0.0, 1.0, 1.0, 1.0); for _ in 0..100 { - let asgn = AssignmentBuilder::new(n_rows).build().unwrap(); + let asgn = PriorProcessBuilder::new(n_rows).build().unwrap().asgn; let xs: Vec = g.sample(n_rows, &mut rng); let data = SparseContainer::from(xs); let mut feature = diff --git a/lace/lace_cc/src/lib.rs b/lace/lace_cc/src/lib.rs index 5297a037..6a8ec542 100644 --- a/lace/lace_cc/src/lib.rs +++ b/lace/lace_cc/src/lib.rs @@ -9,12 +9,12 @@ )] pub mod alg; -pub mod builders; +// pub mod builders; pub mod component; pub mod config; pub mod feature; pub mod massflip; -pub mod misc; +// pub mod misc; pub mod state; pub mod traits; pub mod transition; diff --git a/lace/lace_cc/src/misc.rs b/lace/lace_cc/src/misc.rs index cff4179e..c05403d2 100644 --- a/lace/lace_cc/src/misc.rs +++ b/lace/lace_cc/src/misc.rs @@ -4,83 +4,83 @@ use lace_stats::rv::traits::Rv; use rand::Rng; use serde::{Deserialize, Serialize}; -#[derive(Debug, Clone, Hash, PartialEq, Eq, Ord, PartialOrd)] -pub struct CrpDraw { - pub asgn: Vec, - pub counts: Vec, - pub n_cats: usize, -} +// #[derive(Debug, Clone, Hash, PartialEq, Eq, Ord, PartialOrd)] +// pub struct CrpDraw { +// pub asgn: Vec, +// pub counts: Vec, +// pub n_cats: usize, +// } -/// Draw from Chinese Restaurant Process -pub fn crp_draw(n: usize, alpha: f64, rng: &mut R) -> CrpDraw { - let mut n_cats = 0; - let mut weights: Vec = vec![]; - let mut asgn: Vec = Vec::with_capacity(n); +// /// Draw from Chinese Restaurant Process +// pub fn crp_draw(n: usize, alpha: f64, rng: &mut R) -> CrpDraw { +// let mut n_cats = 0; +// let mut weights: Vec = vec![]; +// let mut asgn: Vec = Vec::with_capacity(n); - for _ in 0..n { - weights.push(alpha); - let k = pflip(&weights, 1, rng)[0]; - asgn.push(k); +// for _ in 0..n { +// weights.push(alpha); +// let k = pflip(&weights, 1, rng)[0]; +// asgn.push(k); - if k == n_cats { - weights[n_cats] = 1.0; - n_cats += 1; - } else { - weights.truncate(n_cats); - weights[k] += 1.0; - } - } - // convert weights to counts, correcting for possible floating point - // errors - let counts: Vec = - weights.iter().map(|w| (w + 0.5) as usize).collect(); +// if k == n_cats { +// weights[n_cats] = 1.0; +// n_cats += 1; +// } else { +// weights.truncate(n_cats); +// weights[k] += 1.0; +// } +// } +// // convert weights to counts, correcting for possible floating point +// // errors +// let counts: Vec = +// weights.iter().map(|w| (w + 0.5) as usize).collect(); - CrpDraw { - asgn, - counts, - n_cats, - } -} +// CrpDraw { +// asgn, +// counts, +// n_cats, +// } +// } -#[cfg(test)] -mod tests { - use super::*; +// #[cfg(test)] +// mod tests { +// use super::*; - const TOL: f64 = 1E-12; +// const TOL: f64 = 1E-12; - mod sb_slice { - use super::*; +// mod sb_slice { +// use super::*; - #[test] - fn should_return_input_weights_if_alpha_is_zero() { - let mut rng = rand::thread_rng(); - let weights_in: Vec = vec![0.8, 0.2, 0.0]; - let weights_out = - sb_slice_extend(weights_in.clone(), 1.0, 0.2, &mut rng) - .unwrap(); - let good = weights_in - .iter() - .zip(weights_out.iter()) - .all(|(wi, wo)| (wi - wo).abs() < TOL); - assert!(good); - } +// #[test] +// fn should_return_input_weights_if_alpha_is_zero() { +// let mut rng = rand::thread_rng(); +// let weights_in: Vec = vec![0.8, 0.2, 0.0]; +// let weights_out = +// sb_slice_extend(weights_in.clone(), 1.0, 0.2, &mut rng) +// .unwrap(); +// let good = weights_in +// .iter() +// .zip(weights_out.iter()) +// .all(|(wi, wo)| (wi - wo).abs() < TOL); +// assert!(good); +// } - #[test] - fn should_return_error_for_zero_u_star() { - let mut rng = rand::thread_rng(); - let weights_in: Vec = vec![0.8, 0.2]; - let u_star = 0.0; - let res = sb_slice_extend(weights_in, 1.0, u_star, &mut rng); - assert!(res.is_err()); - } +// #[test] +// fn should_return_error_for_zero_u_star() { +// let mut rng = rand::thread_rng(); +// let weights_in: Vec = vec![0.8, 0.2]; +// let u_star = 0.0; +// let res = sb_slice_extend(weights_in, 1.0, u_star, &mut rng); +// assert!(res.is_err()); +// } - #[test] - fn smoke() { - let mut rng = rand::thread_rng(); - let weights_in: Vec = vec![0.8, 0.2]; - let u_star = 0.1; - let res = sb_slice_extend(weights_in, 1.0, u_star, &mut rng); - assert!(res.is_ok()); - } - } -} +// #[test] +// fn smoke() { +// let mut rng = rand::thread_rng(); +// let weights_in: Vec = vec![0.8, 0.2]; +// let u_star = 0.1; +// let res = sb_slice_extend(weights_in, 1.0, u_star, &mut rng); +// assert!(res.is_ok()); +// } +// } +// } diff --git a/lace/lace_cc/src/state.rs b/lace/lace_cc/src/state.rs index d597d854..45891408 100644 --- a/lace/lace_cc/src/state.rs +++ b/lace/lace_cc/src/state.rs @@ -7,6 +7,7 @@ use std::f64::NEG_INFINITY; use lace_data::{Datum, FeatureData}; use lace_stats::assignment::Assignment; +use lace_stats::prior_process::Builder as AssignmentBuilder; use lace_stats::prior_process::{ PriorProcess, PriorProcessT, PriorProcessType, Process, }; @@ -22,7 +23,6 @@ use rayon::prelude::*; use serde::{Deserialize, Serialize}; use crate::alg::{ColAssignAlg, RowAssignAlg}; -use crate::builders::AssignmentBuilder; use crate::config::StateUpdateConfig; use crate::feature::Component; use crate::feature::{ColModel, FType, Feature}; @@ -68,8 +68,7 @@ unsafe impl Send for State {} unsafe impl Sync for State {} impl State { - pub fn new(views: Vec, asgn: Assignment, process: Process) -> Self { - let prior_process = PriorProcess { asgn, process }; + pub fn new(views: Vec, prior_process: PriorProcess) -> Self { let weights = prior_process.weight_vec(false); let mut state = State { @@ -409,7 +408,7 @@ impl State { counter_start: usize, draw_process_params: bool, rng: &mut R, - ) -> (BTreeMap, Vec) { + ) -> (BTreeMap, Vec) { let mut seeds = Vec::with_capacity(m); let tmp_asgns = (0..m) .map(|i| { @@ -427,8 +426,7 @@ impl State { if draw_process_params { process.reset_params(rng); }; - let tmp_asgn = - asgn_bldr.with_prior_process(process).build().unwrap(); + let tmp_asgn = asgn_bldr.with_process(process).build().unwrap(); seeds.push(seed); @@ -482,7 +480,7 @@ impl State { self.create_tmp_assigns(m, n_views, draw_alpha, rng).0; tmp_asgns.iter().for_each(|(_, tmp_asgn)| { - let singleton_logp = ftr.asgn_score(tmp_asgn); + let singleton_logp = ftr.asgn_score(&tmp_asgn.asgn); ftr_logps.push(singleton_logp); logps.push(a_part + singleton_logp); }); @@ -495,10 +493,20 @@ impl State { // If we chose a singleton view... if v_new >= n_views { + // let process = { + // // FIXME: this is not under seed control now that alpha + // // generation has been separated from the assignment. + // let mut process = self.views[0].prior_process.process.clone(); + // if draw_alpha { + // process.reset_params(rng) + // }; + // process + // }; + // This will error if v_new is not in the index, and that is a good. // thing. let tmp_asgn = tmp_asgns.remove(&v_new).unwrap(); - let new_view = view::Builder::from_assignment(tmp_asgn) + let new_view = view::Builder::from_prior_process(tmp_asgn) .seed_from_rng(rng) .build(); self.views.push(new_view); @@ -634,7 +642,7 @@ impl State { // TODO: might be faster with an iterator? for asgn in tmp_asgns.values() { - logps.push(ftr.asgn_score(asgn) + a_part); + logps.push(ftr.asgn_score(&asgn.asgn) + a_part); } (col_ix, view_ix, logps, tmp_asgn_seeds) @@ -683,14 +691,13 @@ impl State { if draw_process_params { process.reset_params(rng); }; - let tmp_asgn = asgn_bldr - .with_prior_process(process) - .build() - .unwrap(); - - let new_view = view::Builder::from_assignment(tmp_asgn) - .seed_from_rng(&mut rng) - .build(); + let tmp_asgn = + asgn_bldr.with_process(process).build().unwrap(); + + let new_view = + view::Builder::from_prior_process(tmp_asgn) + .seed_from_rng(&mut rng) + .build(); self.views.push(new_view); v_new = n_views; @@ -974,9 +981,9 @@ impl State { process.reset_params(rng); }; - let asgn = asgn_bldr.with_prior_process(process).build().unwrap(); + let prior_process = asgn_bldr.with_process(process).build().unwrap(); - let view = view::Builder::from_assignment(asgn) + let view = view::Builder::from_prior_process(prior_process) .seed_from_rng(rng) .build(); @@ -1328,17 +1335,15 @@ impl GewekeModel for State { }) }; - let asgn = if do_col_asgn_transition { + if do_col_asgn_transition { AssignmentBuilder::new(n_cols) } else { AssignmentBuilder::new(n_cols).flat() } - .with_prior_process(process.clone()) + .with_process(process.clone()) .seed_from_rng(&mut rng) .build() - .unwrap(); - - PriorProcess { process, asgn } + .unwrap() }; let view_asgn_bldr = if do_row_asgn_transition { @@ -1366,10 +1371,10 @@ impl GewekeModel for State { let asgn = view_asgn_bldr .clone() .seed_from_rng(&mut rng) - .with_prior_process(process) + .with_process(process.clone()) .build() .unwrap(); - view::Builder::from_assignment(asgn) + view::Builder::from_prior_process(asgn) .seed_from_rng(&mut rng) .build() }) diff --git a/lace/lace_cc/src/state/builder.rs b/lace/lace_cc/src/state/builder.rs index fdc920ed..bfb8c2cb 100644 --- a/lace/lace_cc/src/state/builder.rs +++ b/lace/lace_cc/src/state/builder.rs @@ -3,6 +3,7 @@ use lace_data::SparseContainer; use lace_stats::prior::csd::CsdHyper; use lace_stats::prior::nix::NixHyper; use lace_stats::prior::pg::PgHyper; +use lace_stats::prior_process::Builder as AssignmentBuilder; use lace_stats::prior_process::Process; use lace_stats::rv::dist::{ Categorical, Gamma, Gaussian, NormalInvChiSquared, Poisson, @@ -12,7 +13,6 @@ use rand::SeedableRng; use rand_xoshiro::Xoshiro256Plus; use thiserror::Error; -use crate::builders::AssignmentBuilder; use crate::feature::{ColModel, Column, Feature}; use crate::state::State; @@ -176,13 +176,15 @@ impl Builder { col_asgn.append(&mut vec![view_ix; to_drain]); col_counts.push(to_drain); let ftrs_view = ftrs.drain(0..to_drain).collect(); - let asgn = AssignmentBuilder::new(n_rows) + + let prior_process = AssignmentBuilder::new(n_rows) .with_n_cats(n_cats) .unwrap() .seed_from_rng(&mut rng) .build() .unwrap(); - crate::view::Builder::from_assignment(asgn) + + crate::view::Builder::from_prior_process(prior_process) .features(ftrs_view) .seed_from_rng(&mut rng) .build() @@ -200,12 +202,13 @@ impl Builder { ) }); - let asgn = AssignmentBuilder::from_vec(col_asgn) + let process = AssignmentBuilder::from_vec(col_asgn) .seed_from_rng(&mut rng) + .with_process(process) .build() .unwrap(); - Ok(State::new(views, asgn, process)) + Ok(State::new(views, process)) } } diff --git a/lace/lace_cc/src/view.rs b/lace/lace_cc/src/view.rs index c3e4c7ad..81b3cf83 100644 --- a/lace/lace_cc/src/view.rs +++ b/lace/lace_cc/src/view.rs @@ -4,6 +4,7 @@ use std::f64::NEG_INFINITY; use lace_data::{Datum, FeatureData}; use lace_geweke::{GewekeModel, GewekeResampleData, GewekeSummarize}; use lace_stats::assignment::Assignment; +use lace_stats::prior_process::Builder as AssignmentBuilder; use lace_stats::prior_process::{ PriorProcess, PriorProcessT, PriorProcessType, Process, }; @@ -17,7 +18,6 @@ use serde::{Deserialize, Serialize}; // use crate::cc::feature::geweke::{gen_geweke_col_models, ColumnGewekeSettings}; use crate::alg::RowAssignAlg; -use crate::builders::AssignmentBuilder; use crate::feature::geweke::GewekeColumnSummary; use crate::feature::geweke::{gen_geweke_col_models, ColumnGewekeSettings}; use crate::feature::{ColModel, FType, Feature}; @@ -73,6 +73,16 @@ impl Builder { } } + pub fn from_prior_process(prior_process: PriorProcess) -> Self { + Builder { + n_rows: prior_process.asgn.len(), + asgn: Some(prior_process.asgn), + process: Some(prior_process.process), + ftrs: None, + seed: None, + } + } + /// Put a custom `Gamma` prior on the CRP alpha #[must_use] pub fn prior_process(mut self, process: Process) -> Self { @@ -831,10 +841,11 @@ impl View { .collect(); AssignmentBuilder::from_vec(zs) - .with_prior_process(self.prior_process.process.clone()) + .with_process(self.prior_process.process.clone()) .seed_from_rng(rng) .build() .unwrap() + .asgn }; self.append_empty_component(rng); @@ -969,10 +980,11 @@ impl View { // FIXME: create (draw) new process outside to carry forward alpha let asgn = AssignmentBuilder::from_vec(tmp_z) - .with_prior_process(self.prior_process.process.clone()) + .with_process(self.prior_process.process.clone()) .seed_from_rng(rng) .build() - .unwrap(); + .unwrap() + .asgn; logp += lcrp( asgn.len(), @@ -1087,9 +1099,9 @@ fn view_geweke_asgn( process_type: PriorProcessType, rng: &mut R, ) -> (AssignmentBuilder, Process) { + use lace_consts::geweke_alpha_prior; let process = match process_type { PriorProcessType::Dirichlet => { - use lace_consts::geweke_alpha_prior; use lace_stats::prior_process::Dirichlet; let inner = if do_process_params_transition { Dirichlet::from_prior(geweke_alpha_prior(), rng) @@ -1102,11 +1114,26 @@ fn view_geweke_asgn( Process::Dirichlet(inner) } PriorProcessType::PitmanYor => { - unimplemented!() + use lace_stats::prior_process::PitmanYor; + use lace_stats::rv::dist::Beta; + let inner = if do_process_params_transition { + PitmanYor::from_prior( + geweke_alpha_prior(), + Beta::jeffreys(), + rng, + ) + } else { + PitmanYor { + alpha: 1.0, + d: 0.2, + prior_alpha: geweke_alpha_prior(), + prior_d: Beta::jeffreys(), + } + }; + Process::PitmanYor(inner) } }; - let mut bldr = - AssignmentBuilder::new(n_rows).with_prior_process(process.clone()); + let mut bldr = AssignmentBuilder::new(n_rows).with_process(process.clone()); if !do_row_asgn_transition { bldr = bldr.flat(); @@ -1125,6 +1152,7 @@ impl GewekeModel for View { .iter() .any(|&t| t == ViewTransition::FeaturePriors); + // FIXME: Redundant! asgn_builder builds a PriorProcess let (asgn_builder, process) = view_geweke_asgn( settings.n_rows, settings.do_process_params_transition(), @@ -1147,12 +1175,15 @@ impl GewekeModel for View { .drain(..) .enumerate() .map(|(id, mut ftr)| { - ftr.geweke_init(&asgn, &mut rng); + ftr.geweke_init(&asgn.asgn, &mut rng); (id, ftr) }) .collect(); - let prior_process = PriorProcess { process, asgn }; + let prior_process = PriorProcess { + process, + asgn: asgn.asgn, + }; View { ftrs, diff --git a/lace/lace_cc/tests/enum.rs b/lace/lace_cc/tests/enum.rs index 551be9da..2f260a13 100644 --- a/lace/lace_cc/tests/enum.rs +++ b/lace/lace_cc/tests/enum.rs @@ -4,10 +4,20 @@ use enum_test::*; mod partition { use super::*; - use lace_cc::misc::crp_draw; + use lace_stats::assignment::Assignment; + use lace_stats::prior_process::{Dirichlet, PriorProcessT}; + use lace_stats::rv::dist::Gamma; use rand::rngs::StdRng; use rand::SeedableRng; + fn crp_draw(n: usize, alpha: f64, rng: &mut R) -> Assignment { + let process = Dirichlet { + prior: Gamma::default(), // doesn't matter here, + alpha, + }; + process.draw_assignment(n, rng) + } + #[test] fn empty_partition() { let mut rng = StdRng::seed_from_u64(0xABCD); diff --git a/lace/lace_cc/tests/enum_state.rs b/lace/lace_cc/tests/enum_state.rs index 493a934e..89a15ece 100644 --- a/lace/lace_cc/tests/enum_state.rs +++ b/lace/lace_cc/tests/enum_state.rs @@ -15,13 +15,15 @@ use lace_stats::rv::misc::logsumexp; use rand::Rng; use lace_cc::alg::{ColAssignAlg, RowAssignAlg}; -use lace_cc::assignment::lcrp; -use lace_cc::assignment::AssignmentBuilder; use lace_cc::config::StateUpdateConfig; use lace_cc::feature::{ColModel, FType, Feature}; use lace_cc::state::State; use lace_cc::transition::StateTransition; use lace_cc::view::{Builder, View}; +use lace_stats::assignment::lcrp; +use lace_stats::prior_process::Builder as PriorProcessBuilder; +use lace_stats::prior_process::{Dirichlet, Process}; +use lace_stats::rv::dist::Gamma; use enum_test::{ build_features, normalize_assignment, partition_to_ix, Partition, @@ -84,25 +86,24 @@ fn state_from_partition( mut features: Vec, mut rng: &mut R, ) -> State { - let asgn = AssignmentBuilder::from_vec(partition.col_partition.clone()) - .with_alpha(1.0) - .seed_from_rng(&mut rng) - .build() - .unwrap(); - let mut views: Vec = partition .row_partitions .iter() .map(|zr| { + let process = Process::Dirichlet(Dirichlet { + alpha: 1.0, + prior: Gamma::default(), + }); + // NOTE: We don't need seed control here because both alpha and the // assignment are set, but I'm setting the seed anyway in case the // assignment builder internals change - let asgn = AssignmentBuilder::from_vec(zr.clone()) - .with_alpha(1.0) + let view_prior_process = PriorProcessBuilder::from_vec(zr.clone()) + .with_process(process.clone()) .seed_from_rng(&mut rng) .build() .unwrap(); - Builder::from_assignment(asgn) + Builder::from_prior_process(view_prior_process) .seed_from_rng(&mut rng) .build() }) @@ -114,7 +115,17 @@ fn state_from_partition( .zip(features.drain(..)) .for_each(|(&zi, ftr)| views[zi].insert_feature(ftr, &mut rng)); - State::new(views, asgn, lace_consts::state_alpha_prior()) + let state_prior_process = + PriorProcessBuilder::from_vec(partition.col_partition.clone()) + .with_process(Process::Dirichlet(Dirichlet { + alpha: 1.0, + prior: Gamma::default(), + })) + .seed_from_rng(&mut rng) + .build() + .unwrap(); + + State::new(views, state_prior_process) } /// Generates a random start state from the prior, with default values chosen for the @@ -125,28 +136,35 @@ fn gen_start_state( ) -> State { let n_cols = features.len(); let n_rows = features[0].len(); - let asgn = AssignmentBuilder::new(n_cols) - .with_alpha(1.0) + let process = Process::Dirichlet(Dirichlet { + alpha: 1.0, + prior: Gamma::default(), + }); + + let state_prior_process = PriorProcessBuilder::new(n_cols) + .with_process(process) .seed_from_rng(&mut rng) .build() .unwrap(); - let mut views: Vec = (0..asgn.n_cats) + let mut views: Vec = (0..state_prior_process.asgn.n_cats) .map(|_| { - let asgn = AssignmentBuilder::new(n_rows) - .with_alpha(1.0) + let view_prior_process = PriorProcessBuilder::new(n_rows) + .with_process(state_prior_process.process.clone()) .seed_from_rng(&mut rng) .build() .unwrap(); - Builder::from_assignment(asgn).build() + Builder::from_prior_process(view_prior_process).build() }) .collect(); - asgn.iter() + state_prior_process + .asgn + .iter() .zip(features.drain(..)) .for_each(|(&zi, ftr)| views[zi].insert_feature(ftr, &mut rng)); - State::new(views, asgn, lace_consts::state_alpha_prior()) + State::new(views, state_prior_process) } fn calc_state_ln_posterior( @@ -162,9 +180,9 @@ fn calc_state_ln_posterior( .iter() .for_each(|part| { let state = state_from_partition(part, features.clone(), &mut rng); - let mut score = lcrp(state.n_cols(), &state.asgn.counts, 1.0); + let mut score = lcrp(state.n_cols(), &state.asgn().counts, 1.0); for view in state.views { - score += lcrp(view.n_rows(), &view.asgn.counts, 1.0); + score += lcrp(view.n_rows(), &view.asgn().counts, 1.0); for ftr in view.ftrs.values() { score += ftr.score(); } @@ -184,13 +202,13 @@ fn calc_state_ln_posterior( /// Extract the index from a State fn extract_state_index(state: &State) -> StateIndex { - let normed = normalize_assignment(state.asgn.asgn.clone()); + let normed = normalize_assignment(state.asgn().asgn.clone()); let col_ix: u64 = partition_to_ix(&normed); let row_ixs: Vec = state .views .iter() .map(|v| { - let zn = normalize_assignment(v.asgn.asgn.clone()); + let zn = normalize_assignment(v.asgn().asgn.clone()); partition_to_ix(&zn) }) .collect(); @@ -235,21 +253,24 @@ pub fn state_enum_test( let mut state = gen_start_state(features.clone(), &mut rng); // alphas should start out at 1.0 - assert!((state.asgn.alpha - 1.0).abs() < 1E-16); + assert!((state.prior_process.alpha().unwrap() - 1.0).abs() < 1E-16); assert!(state .views .iter() - .all(|v| (v.asgn.alpha - 1.0).abs() < 1E-16)); + .all(|v| (v.prior_process.alpha().unwrap() - 1.0).abs() < 1E-16)); for _ in 0..n_iters { state.update(update_config.clone(), &mut rng); // all alphas should be 1.0 - assert!((state.asgn.alpha - 1.0).abs() < 1E-16); - assert!(state - .views - .iter() - .all(|v| (v.asgn.alpha - 1.0).abs() < 1E-16)); + assert!((state.prior_process.alpha().unwrap() - 1.0).abs() < 1E-16); + assert!(state.views.iter().all(|v| (v + .prior_process + .alpha() + .unwrap() + - 1.0) + .abs() + < 1E-16)); let ix = extract_state_index(&state); *est_posterior.entry(ix).or_insert(0.0) += inc; diff --git a/lace/lace_cc/tests/state.rs b/lace/lace_cc/tests/state.rs index da79c0d3..386384f4 100644 --- a/lace/lace_cc/tests/state.rs +++ b/lace/lace_cc/tests/state.rs @@ -4,6 +4,7 @@ use lace_cc::feature::{ColModel, Column}; use lace_cc::state::State; use lace_data::{FeatureData, SparseContainer}; use lace_stats::prior::nix::NixHyper; +use lace_stats::prior_process::{Dirichlet, Process}; use lace_stats::rv::dist::{Gamma, Gaussian, NormalInvChiSquared}; use lace_stats::rv::traits::Rv; use rand::Rng; @@ -19,6 +20,13 @@ fn gen_col(id: usize, n: usize, mut rng: &mut R) -> ColModel { ColModel::Continuous(ftr) } +fn default_process(rng: &mut R) -> Process { + Process::Dirichlet(Dirichlet::from_prior( + Gamma::new(1.0, 1.0).unwrap(), + rng, + )) +} + fn gen_all_gauss_state( n_rows: usize, n_cols: usize, @@ -28,10 +36,11 @@ fn gen_all_gauss_state( for i in 0..n_cols { ftrs.push(gen_col(i, n_rows, &mut rng)); } + State::from_prior( ftrs, - Gamma::new(1.0, 1.0).unwrap(), - Gamma::new(1.0, 1.0).unwrap(), + default_process(rng), + default_process(rng), &mut rng, ) } diff --git a/lace/lace_cc/tests/view.rs b/lace/lace_cc/tests/view.rs index 9acb0f0c..44c40e6f 100644 --- a/lace/lace_cc/tests/view.rs +++ b/lace/lace_cc/tests/view.rs @@ -48,7 +48,7 @@ fn finite_reassign_direct_call() { let mut view = gen_gauss_view(10, &mut rng); view.reassign_rows_finite_cpu(&mut rng); - assert!(view.asgn.validate().is_valid()); + assert!(view.asgn().validate().is_valid()); } #[test] @@ -57,7 +57,7 @@ fn finite_reassign_from_reassign() { let mut view = gen_gauss_view(10, &mut rng); view.reassign(RowAssignAlg::FiniteCpu, &mut rng); - assert!(view.asgn.validate().is_valid()); + assert!(view.asgn().validate().is_valid()); } #[test] diff --git a/lace/lace_cc/tests/view_enum.rs b/lace/lace_cc/tests/view_enum.rs index 115ae333..76878ed3 100644 --- a/lace/lace_cc/tests/view_enum.rs +++ b/lace/lace_cc/tests/view_enum.rs @@ -5,17 +5,20 @@ mod enum_test; use std::collections::BTreeMap; -use lace_stats::rv::misc::logsumexp; use rand::Rng; use enum_test::{ build_features, normalize_assignment, partition_to_ix, Partition, }; use lace_cc::alg::RowAssignAlg; -use lace_cc::assignment::{lcrp, AssignmentBuilder}; use lace_cc::feature::{ColModel, FType, Feature}; use lace_cc::transition::ViewTransition; use lace_cc::view::{Builder, View}; +use lace_stats::assignment::lcrp; +use lace_stats::prior_process::Builder as PriorProcessBuilder; +use lace_stats::prior_process::{Dirichlet, Process}; +use lace_stats::rv::dist::Gamma; +use lace_stats::rv::misc::logsumexp; const N_TRIES: u32 = 5; @@ -38,15 +41,18 @@ fn calc_partition_ln_posterior( // NOTE: We don't need seed control here because both alpha and the // assignment are set, but I'm setting the seed anyway in case the // assignment builder internals change - let asgn = AssignmentBuilder::from_vec(z) - .with_alpha(alpha) + let prior_process = PriorProcessBuilder::from_vec(z) + .with_process(Process::Dirichlet(Dirichlet { + alpha, + prior: Gamma::default(), + })) .seed_from_rng(&mut rng) .build() .unwrap(); - let ln_pz = lcrp(n, &asgn.counts, alpha); + let ln_pz = lcrp(n, &prior_process.asgn.counts, alpha); - let view: View = Builder::from_assignment(asgn) + let view: View = Builder::from_prior_process(prior_process) .features(features.clone()) .seed_from_rng(&mut rng) .build(); @@ -92,13 +98,16 @@ pub fn view_enum_test( let inc: f64 = ((n_runs * n_iters) as f64).recip(); for _ in 0..n_runs { - let asgn = AssignmentBuilder::new(n_rows) - .with_alpha(1.0) + let prior_process = PriorProcessBuilder::new(n_rows) + .with_process(Process::Dirichlet(Dirichlet { + alpha: 1.0, + prior: Gamma::default(), + })) .seed_from_rng(&mut rng) .build() .unwrap(); - let mut view = Builder::from_assignment(asgn) + let mut view = Builder::from_prior_process(prior_process) .features(features.clone()) .seed_from_rng(&mut rng) .build(); @@ -106,11 +115,11 @@ pub fn view_enum_test( for _ in 0..n_iters { view.update(10, &transitions, &mut rng); - let normed = normalize_assignment(view.asgn.asgn.clone()); + let normed = normalize_assignment(view.asgn().asgn.clone()); let ix = partition_to_ix(&normed); if !posterior.contains_key(&ix) { - panic!("invalid index!\n{:?}\n{:?}", view.asgn.asgn, normed); + panic!("invalid index!\n{:?}\n{:?}", view.asgn().asgn, normed); } *est_posterior.entry(ix).or_insert(0.0) += inc; diff --git a/lace/lace_codebook/src/data.rs b/lace/lace_codebook/src/data.rs index 51d7e4d0..45b344eb 100644 --- a/lace/lace_codebook/src/data.rs +++ b/lace/lace_codebook/src/data.rs @@ -7,7 +7,6 @@ use crate::{ use lace_stats::prior::csd::CsdHyper; use lace_stats::prior::nix::NixHyper; use lace_stats::prior::pg::PgHyper; -use lace_stats::rv::dist::Gamma; use polars::prelude::{CsvReader, DataFrame, DataType, SerReader, Series}; use std::convert::TryFrom; use std::path::Path; @@ -459,7 +458,6 @@ pub fn read_csv>(path: P) -> Result { pub fn codebook_from_csv>( path: P, cat_cutoff: Option, - alpha_prior_opt: Option, state_prior_process: Option, view_prior_process: Option, no_hypers: bool, diff --git a/lace/lace_stats/src/assignment.rs b/lace/lace_stats/src/assignment.rs index 8f1e4cb2..63a330ae 100644 --- a/lace/lace_stats/src/assignment.rs +++ b/lace/lace_stats/src/assignment.rs @@ -197,7 +197,16 @@ impl AssignmentDiagnostics { results.drain(..).collect() } } + impl Assignment { + pub fn empty() -> Self { + Self { + asgn: Vec::new(), + counts: Vec::new(), + n_cats: 0, + } + } + /// Replace the assignment vector pub fn set_asgn( &mut self, @@ -312,6 +321,143 @@ impl Assignment { } } +// /// Constructs `Assignment`s +// #[derive(Clone, Debug)] +// pub struct AssignmentBuilder { +// n: usize, +// asgn: Option>, +// prior_process: Option, +// seed: Option, +// } + +// #[derive(Debug, Error, PartialEq)] +// pub enum BuildAssignmentError { +// #[error("alpha is zero")] +// AlphaIsZero, +// #[error("non-finite alpha: {alpha}")] +// AlphaNotFinite { alpha: f64 }, +// #[error("assignment vector is empty")] +// EmptyAssignmentVec, +// #[error("there are {n_cats} categories but {n} data")] +// NLessThanNCats { n: usize, n_cats: usize }, +// #[error("invalid assignment: {0}")] +// AssignmentError(#[from] AssignmentError), +// } + +// impl AssignmentBuilder { +// /// Create a builder for `n`-length assignments +// /// +// /// # Arguments +// /// - n: the number of data/entries in the assignment +// pub fn new(n: usize) -> Self { +// AssignmentBuilder { +// n, +// asgn: None, +// prior_process: None, +// seed: None, +// } +// } + +// /// Initialize the builder from an assignment vector +// /// +// /// # Note: +// /// The validity of `asgn` will not be verified until `build` is called. +// pub fn from_vec(asgn: Vec) -> Self { +// AssignmentBuilder { +// n: asgn.len(), +// asgn: Some(asgn), +// prior_process: None, +// seed: None, +// } +// } + +// /// Add a prior on the `Crp` `alpha` parameter +// #[must_use] +// pub fn with_prior_process(mut self, process: Process) -> Self { +// self.prior_process = Some(process); +// self +// } + +// /// Set the RNG seed +// #[must_use] +// pub fn with_seed(mut self, seed: u64) -> Self { +// self.seed = Some(seed); +// self +// } + +// /// Set the RNG seed from another RNG +// #[must_use] +// pub fn seed_from_rng(mut self, rng: &mut R) -> Self { +// self.seed = Some(rng.next_u64()); +// self +// } + +// /// Use a *flat* assignment with one partition +// #[must_use] +// pub fn flat(mut self) -> Self { +// self.asgn = Some(vec![0; self.n]); +// self +// } + +// /// Use an assignment with `n_cats`, evenly populated partitions/categories +// pub fn with_n_cats( +// mut self, +// n_cats: usize, +// ) -> Result { +// if n_cats > self.n { +// Err(BuildAssignmentError::NLessThanNCats { n: self.n, n_cats }) +// } else { +// let asgn: Vec = (0..self.n).map(|i| i % n_cats).collect(); +// self.asgn = Some(asgn); +// Ok(self) +// } +// } + +// /// Build the assignment and consume the builder +// pub fn build(self) -> Result { +// use lace_stats::prior_process::{Dirichlet, PriorProcessT}; + +// let mut rng = self.seed.map_or_else( +// || Xoshiro256Plus::from_entropy(), +// Xoshiro256Plus::seed_from_u64, +// ); + +// let process = self.prior_process.unwrap_or_else(|| { +// Process::Dirichlet(Dirichlet::from_prior( +// lace_consts::general_alpha_prior(), +// &mut rng, +// )) +// }); + +// let n = self.n; +// let asgn = self +// .asgn +// .unwrap_or_else(|| process.draw_assignment(n, &mut rng).asgn); + +// let n_cats: usize = asgn.iter().max().map(|&m| m + 1).unwrap_or(0); +// let mut counts: Vec = vec![0; n_cats]; +// for z in &asgn { +// counts[*z] += 1; +// } + +// let asgn_out = Assignment { +// asgn, +// counts, +// n_cats, +// }; + +// if lace_stats::validate_assignment!(asgn_out) { +// Ok(asgn_out) +// } else { +// asgn_out +// .validate() +// .emit_error() +// .map_err(BuildAssignmentError::AssignmentError) +// .map(|_| asgn_out) +// } +// } +// } + pub fn lcrp(n: usize, cts: &[usize], alpha: f64) -> f64 { let k: f64 = cts.len() as f64; let gsum = cts.iter().fold(0.0, |acc, ct| { diff --git a/lace/lace_stats/src/prior_process.rs b/lace/lace_stats/src/prior_process.rs index b133b0bd..ed04ce9b 100644 --- a/lace/lace_stats/src/prior_process.rs +++ b/lace/lace_stats/src/prior_process.rs @@ -1,9 +1,10 @@ -use crate::rv::dist::{Beta, Gamma}; use lace_consts::rv::{misc::pflip, traits::Rv}; use rand::Rng; use serde::{Deserialize, Serialize}; +use thiserror::Error; -use crate::assignment::Assignment; +use crate::assignment::{Assignment, AssignmentError}; +use crate::rv::dist::{Beta, Gamma}; const MAX_STICK_BREAKING_ITERS: u16 = 10_000; @@ -90,6 +91,9 @@ impl PriorProcessT for Dirichlet { } fn draw_assignment(&self, n: usize, rng: &mut R) -> Assignment { + if n == 0 { + return Assignment::empty(); + } let mut counts = vec![1]; let mut ps = vec![1.0, self.alpha]; let mut zs = vec![0; n]; @@ -199,11 +203,59 @@ impl PriorProcessT for PitmanYor { } fn draw_assignment(&self, n: usize, rng: &mut R) -> Assignment { - unimplemented!() + if n == 0 { + return Assignment::empty(); + } + + let mut counts = vec![1]; + let mut ps = vec![1.0 - self.d, self.alpha + self.d]; + let mut zs = vec![0; n]; + + for i in 1..n { + let zi = pflip(&ps, 1, rng)[0]; + zs[i] = zi; + if zi < counts.len() { + ps[zi] += 1.0; + counts[zi] += 1; + } else { + ps[zi] = 1.0; + counts.push(1); + ps.push(self.alpha + self.d * counts.len() as f64); + }; + } + + Assignment { + asgn: zs, + n_cats: counts.len(), + counts, + } } fn update_params(&mut self, asgn: &Assignment, rng: &mut R) -> f64 { - unimplemented!() + let cts = &asgn.counts; + let n: usize = asgn.len(); + // TODO: this is not the best way to do this. + let ln_f_alpha = { + let loglike = |alpha: &f64| crate::assignment::lcrp(n, cts, *alpha); + let prior_ref = &self.prior_alpha; + let prior_draw = |rng: &mut R| prior_ref.draw(rng); + let mh_result = + crate::mh::mh_prior(self.alpha, loglike, prior_draw, 100, rng); + self.alpha = mh_result.x; + mh_result.score_x + }; + + let ln_f_d = { + let loglike = |alpha: &f64| crate::assignment::lcrp(n, cts, *alpha); + let prior_ref = &self.prior_alpha; + let prior_draw = |rng: &mut R| prior_ref.draw(rng); + let mh_result = + crate::mh::mh_prior(self.alpha, loglike, prior_draw, 100, rng); + self.d = mh_result.x; + mh_result.score_x + }; + + ln_f_alpha + ln_f_d } fn reset_params(&mut self, rng: &mut R) { @@ -349,15 +401,14 @@ fn sb_slice_extend( weights.push(b_star); return Ok(weights); } - let n_cats = weights.len() as f64; let mut beta = Beta::new(1.0 + d, alpha).unwrap(); let mut iters: u16 = 0; loop { if d > 0.0 { - let b = (iters as f64) + n_cats + 1.0; - beta.set_beta(alpha + b * d).unwrap(); + let n_cats = weights.len() as f64; + beta.set_beta(alpha + d * n_cats).unwrap(); } let vk: f64 = beta.draw(&mut rng); @@ -374,7 +425,145 @@ fn sb_slice_extend( iters += 1; if iters > MAX_STICK_BREAKING_ITERS { - return Err(TheStickIsDust(MAX_STICK_BREAKING_ITERS)); + // return Err(TheStickIsDust(MAX_STICK_BREAKING_ITERS)); + eprintln!( + "The stick is dust, n_cats: {}, u*: {}", + weights.len(), + u_star + ); + return Ok(weights); + } + } +} + +/// Constructs a PriorProcess +#[derive(Clone, Debug)] +pub struct Builder { + n: usize, + asgn: Option>, + process: Option, + seed: Option, +} + +#[derive(Debug, Error, PartialEq)] +pub enum BuildPriorProcessError { + #[error("assignment vector is empty")] + EmptyAssignmentVec, + #[error("there are {n_cats} categories but {n} data")] + NLessThanNCats { n: usize, n_cats: usize }, + #[error("invalid assignment: {0}")] + AssignmentError(#[from] AssignmentError), +} + +impl Builder { + /// Create a builder for `n`-length assignments + /// + /// # Arguments + /// - n: the number of data/entries in the assignment + pub fn new(n: usize) -> Self { + Self { + n, + asgn: None, + process: None, + seed: None, + } + } + + /// Initialize the builder from an assignment vector + /// + /// # Note: + /// The validity of `asgn` will not be verified until `build` is called. + pub fn from_vec(asgn: Vec) -> Self { + Self { + n: asgn.len(), + asgn: Some(asgn), + process: None, + seed: None, + } + } + + /// Select the process type + #[must_use] + pub fn with_process(mut self, process: Process) -> Self { + self.process = Some(process); + self + } + + /// Set the RNG seed + #[must_use] + pub fn with_seed(mut self, seed: u64) -> Self { + self.seed = Some(seed); + self + } + + /// Set the RNG seed from another RNG + #[must_use] + pub fn seed_from_rng(mut self, rng: &mut R) -> Self { + self.seed = Some(rng.next_u64()); + self + } + + /// Use a *flat* assignment with one partition + #[must_use] + pub fn flat(mut self) -> Self { + self.asgn = Some(vec![0; self.n]); + self + } + + /// Use an assignment with `n_cats`, evenly populated partitions/categories + pub fn with_n_cats( + mut self, + n_cats: usize, + ) -> Result { + if n_cats > self.n { + Err(BuildPriorProcessError::NLessThanNCats { n: self.n, n_cats }) + } else { + let asgn: Vec = (0..self.n).map(|i| i % n_cats).collect(); + self.asgn = Some(asgn); + Ok(self) + } + } + + /// Build the assignment and consume the builder + pub fn build(self) -> Result { + use rand::rngs::StdRng; + use rand::SeedableRng; + + let mut rng = self + .seed + .map_or_else(|| StdRng::from_entropy(), StdRng::seed_from_u64); + + let process = self.process.unwrap_or_else(|| { + Process::Dirichlet(Dirichlet::from_prior( + lace_consts::general_alpha_prior(), + &mut rng, + )) + }); + + let n = self.n; + let asgn = self + .asgn + .unwrap_or_else(|| process.draw_assignment(n, &mut rng).asgn); + + let n_cats: usize = asgn.iter().max().map(|&m| m + 1).unwrap_or(0); + let mut counts: Vec = vec![0; n_cats]; + for z in &asgn { + counts[*z] += 1; + } + + let asgn = Assignment { + asgn, + counts, + n_cats, + }; + + if crate::validate_assignment!(asgn) { + Ok(PriorProcess { process, asgn }) + } else { + asgn.validate() + .emit_error() + .map_err(BuildPriorProcessError::AssignmentError)?; + Ok(PriorProcess { process, asgn }) } } } From 99dbdbea18eaa5852a42c888909a47d17bf51e4e Mon Sep 17 00:00:00 2001 From: Baxter Eaves Date: Tue, 5 Mar 2024 15:37:01 -0600 Subject: [PATCH 07/43] Trying to get Geweke and enumeration tests to pass --- lace/Cargo.lock | 1 + lace/lace_cc/Cargo.toml | 1 + lace/lace_cc/examples/state_geweke.rs | 18 ++++- lace/lace_cc/examples/view_geweke.rs | 4 +- lace/lace_cc/src/state.rs | 109 +++++++++++++------------- lace/lace_cc/src/view.rs | 7 +- 6 files changed, 77 insertions(+), 63 deletions(-) diff --git a/lace/Cargo.lock b/lace/Cargo.lock index 185d0098..d090276c 100644 --- a/lace/Cargo.lock +++ b/lace/Cargo.lock @@ -1194,6 +1194,7 @@ dependencies = [ "rand_xoshiro", "rayon", "serde", + "serde_json", "special", "thiserror", ] diff --git a/lace/lace_cc/Cargo.toml b/lace/lace_cc/Cargo.toml index 18565d0b..aca32705 100644 --- a/lace/lace_cc/Cargo.toml +++ b/lace/lace_cc/Cargo.toml @@ -30,6 +30,7 @@ approx = "0.5.1" criterion = "0.5" clap = { version = "4.3.17", features = ["derive"] } plotly = "0.8" +serde_json = "1" [[bench]] name = "state_types" diff --git a/lace/lace_cc/examples/state_geweke.rs b/lace/lace_cc/examples/state_geweke.rs index a2f40d41..57d7ced7 100644 --- a/lace/lace_cc/examples/state_geweke.rs +++ b/lace/lace_cc/examples/state_geweke.rs @@ -1,3 +1,5 @@ +use std::path::PathBuf; + use clap::Parser; use plotly::common::Mode; use plotly::layout::Layout; @@ -35,6 +37,10 @@ struct Opt { pub no_priors: bool, #[clap(long)] pub plot_var: Option, + #[clap(long, short, default_value = "10000")] + pub niters: usize, + #[clap(long)] + dst: Option, } fn main() { @@ -89,7 +95,7 @@ fn main() { // Initialize a tester given the settings and run. let mut geweke: GewekeTester = GewekeTester::new(settings); - geweke.run(10_000, Some(1), &mut rng); + geweke.run(opt.niters, Some(5), &mut rng); // Reports the deviation from a perfect correspondence between the // forward and posterior CDFs. The best score is zero, the worst possible @@ -126,4 +132,14 @@ fn main() { plot.set_layout(Layout::new()); plot.show(); } + + if let Some(dst) = opt.dst { + let f = std::fs::OpenOptions::new() + .create(true) + .write(true) + .truncate(true) + .open(dst) + .unwrap(); + serde_json::to_writer(f, &res).unwrap(); + } } diff --git a/lace/lace_cc/examples/view_geweke.rs b/lace/lace_cc/examples/view_geweke.rs index 8d22591d..fcca6760 100644 --- a/lace/lace_cc/examples/view_geweke.rs +++ b/lace/lace_cc/examples/view_geweke.rs @@ -23,6 +23,8 @@ struct Opt { pub no_priors: bool, #[clap(long)] pub pitman_yor: bool, + #[clap(long, short, default_value = "10000")] + pub niters: usize, } fn main() { @@ -66,7 +68,7 @@ fn main() { // Initialize a tester given the settings and run. let mut geweke: GewekeTester = GewekeTester::new(settings); - geweke.run(10_000, Some(5), &mut rng); + geweke.run(opt.niters, Some(5), &mut rng); // Reports the deviation from a perfect correspondence between the // forward and posterior CDFs. The best score is zero, the worst possible diff --git a/lace/lace_cc/src/state.rs b/lace/lace_cc/src/state.rs index 45891408..17bde1e8 100644 --- a/lace/lace_cc/src/state.rs +++ b/lace/lace_cc/src/state.rs @@ -402,39 +402,43 @@ impl State { .for_each(|view| view.assign_unassigned(&mut rng)); } - fn create_tmp_assigns( + fn create_tmp_assign( &self, - m: usize, - counter_start: usize, draw_process_params: bool, - rng: &mut R, - ) -> (BTreeMap, Vec) { - let mut seeds = Vec::with_capacity(m); - let tmp_asgns = (0..m) - .map(|i| { - let seed: u64 = rng.gen(); - - // assignment for a hypothetical singleton view - let asgn_bldr = - AssignmentBuilder::new(self.n_rows()).with_seed(seed); - // If we do not want to draw a view process params, take an - // existing process from the first view. This covers the case - // where we set the view process params and never transitions - // them, for example if we are doing geweke on a subset of - // transitions. - let mut process = self.views[0].prior_process.process.clone(); - if draw_process_params { - process.reset_params(rng); - }; - let tmp_asgn = asgn_bldr.with_process(process).build().unwrap(); + seed: u64, + ) -> PriorProcess { + // assignment for a hypothetical singleton view + let mut rng = Xoshiro256Plus::seed_from_u64(seed); + let asgn_bldr = + AssignmentBuilder::new(self.n_rows()).with_seed(rng.gen()); + // If we do not want to draw a view process params, take an + // existing process from the first view. This covers the case + // where we set the view process params and never transitions + // them, for example if we are doing geweke on a subset of + // transitions. + let mut process = self.views[0].prior_process.process.clone(); + if draw_process_params { + process.reset_params(&mut rng); + }; + asgn_bldr.with_process(process).build().unwrap() + } - seeds.push(seed); + fn create_tmp_assigns( + &self, + counter_start: usize, + draw_process_params: bool, + seeds: &[u64], + ) -> BTreeMap { + seeds + .iter() + .enumerate() + .map(|(i, &seed)| { + let tmp_asgn = + self.create_tmp_assign(draw_process_params, seed); (i + counter_start, tmp_asgn) }) - .collect(); - - (tmp_asgns, seeds) + .collect() } /// Insert an unassigned feature into the `State` via the `Gibbs` @@ -453,14 +457,17 @@ impl State { let col_ix = ftr.id(); let n_cats = self.asgn().n_cats; - // singletone weight divided by the number of MC samples + // singleton weight divided by the number of MC samples let a_part = self.prior_process.process.ln_singleton_weight(n_cats) - (m as f64).ln(); // score for each view. We will push the singleton view probabilities // later let mut logps = (0..n_cats) - .map(|k| self.prior_process.process.ln_gibbs_weight(k)) + .map(|k| { + let n_k = self.prior_process.asgn.counts[k]; + self.prior_process.process.ln_gibbs_weight(n_k) + }) .collect::>(); // maintain a vec that holds just the likelihoods @@ -476,8 +483,10 @@ impl State { let n_views = self.n_views(); // here we create the monte carlo estimate for the singleton view - let mut tmp_asgns = - self.create_tmp_assigns(m, n_views, draw_alpha, rng).0; + let mut tmp_asgns = { + let seeds: Vec = (0..m).map(|_| rng.gen()).collect(); + self.create_tmp_assigns(n_views, draw_alpha, &seeds) + }; tmp_asgns.iter().for_each(|(_, tmp_asgn)| { let singleton_logp = ftr.asgn_score(&tmp_asgn.asgn); @@ -493,16 +502,6 @@ impl State { // If we chose a singleton view... if v_new >= n_views { - // let process = { - // // FIXME: this is not under seed control now that alpha - // // generation has been separated from the assignment. - // let mut process = self.views[0].prior_process.process.clone(); - // if draw_alpha { - // process.reset_params(rng) - // }; - // process - // }; - // This will error if v_new is not in the index, and that is a good. // thing. let tmp_asgn = tmp_asgns.remove(&v_new).unwrap(); @@ -547,12 +546,12 @@ impl State { if self.n_cols() == 1 { return; } - // The algorithm is not valid if the columns are not scanned in - // random order let draw_alpha = transitions .iter() .any(|&t| t == StateTransition::ViewPriorProcessParams); + // The algorithm is not valid if the columns are not scanned in + // random order let mut col_ixs: Vec = (0..self.n_cols()).collect(); col_ixs.shuffle(rng); @@ -597,6 +596,7 @@ impl State { n_cols / batch_size + 1 }; + // FIXME: Only works for Dirichlet Process! // The partial alpha required for the singleton columns. Since we have // `m` singletons to try, we have to divide alpha by m so the singleton // proposal as a whole has the correct mass @@ -631,11 +631,13 @@ impl State { .collect(); // Always propose new singletons - let (tmp_asgns, tmp_asgn_seeds) = self.create_tmp_assigns( - m, + let tmp_asgn_seeds: Vec = + (0..m).map(|_| t_rng.gen()).collect(); + + let tmp_asgns = self.create_tmp_assigns( self.n_views(), draw_process_params, - &mut t_rng, + &tmp_asgn_seeds, ); let ftr = self.feature(col_ix); @@ -684,20 +686,15 @@ impl State { // Moved to a singleton let seed_ix = v_new - n_views; let seed = seeds[seed_ix]; - let asgn_bldr = AssignmentBuilder::new(self.n_rows()) - .with_seed(seed); - let mut process = - self.views[0].prior_process.process.clone(); - if draw_process_params { - process.reset_params(rng); - }; - let tmp_asgn = - asgn_bldr.with_process(process).build().unwrap(); + + let prior_process = + self.create_tmp_assign(draw_process_params, seed); let new_view = - view::Builder::from_prior_process(tmp_asgn) + view::Builder::from_prior_process(prior_process) .seed_from_rng(&mut rng) .build(); + self.views.push(new_view); v_new = n_views; diff --git a/lace/lace_cc/src/view.rs b/lace/lace_cc/src/view.rs index 81b3cf83..feb3d0f5 100644 --- a/lace/lace_cc/src/view.rs +++ b/lace/lace_cc/src/view.rs @@ -133,16 +133,13 @@ impl Builder { None => process.draw_assignment(self.n_rows, &mut rng), }; - let prior_process = PriorProcess { - process, - asgn: asgn.clone(), - }; + let prior_process = PriorProcess { process, asgn }; let weights = prior_process.weight_vec(false); let mut ftr_tree = BTreeMap::new(); if let Some(mut ftrs) = self.ftrs { for mut ftr in ftrs.drain(..) { - ftr.reassign(&asgn, &mut rng); + ftr.reassign(&prior_process.asgn, &mut rng); ftr_tree.insert(ftr.id(), ftr); } } From a712c68d35e8e3cebb66f3c52c087bd903cee444 Mon Sep 17 00:00:00 2001 From: Baxter Eaves Date: Wed, 6 Mar 2024 12:53:48 -0600 Subject: [PATCH 08/43] state Gibbs passing enum tests but not Geweke --- lace/lace_cc/src/state.rs | 22 +++++++++++----------- lace/lace_cc/tests/enum_state.rs | 1 + lace/lace_stats/src/prior_process.rs | 11 +++-------- 3 files changed, 15 insertions(+), 19 deletions(-) diff --git a/lace/lace_cc/src/state.rs b/lace/lace_cc/src/state.rs index 17bde1e8..ccd02436 100644 --- a/lace/lace_cc/src/state.rs +++ b/lace/lace_cc/src/state.rs @@ -334,6 +334,7 @@ impl State { } ColAssignAlg::Gibbs => { self.reassign_cols_gibbs(transitions, rng); + // // FIXME: below alg doesn't pass enum tests // self.reassign_cols_gibbs_precomputed(transitions, rng); // NOTE: The oracle functions use the weights to compute probabilities. @@ -455,19 +456,20 @@ impl State { // `m` parameter is the number of samples for the integration. let m: usize = 1; // TODO: Should this be a parameter in ColAssignAlg? let col_ix = ftr.id(); - let n_cats = self.asgn().n_cats; + let n_views = self.n_views(); // singleton weight divided by the number of MC samples - let a_part = self.prior_process.process.ln_singleton_weight(n_cats) - - (m as f64).ln(); + let p_singleton = + self.prior_process.process.ln_singleton_weight(n_views) + - (m as f64).ln(); // score for each view. We will push the singleton view probabilities // later - let mut logps = (0..n_cats) - .map(|k| { - let n_k = self.prior_process.asgn.counts[k]; - self.prior_process.process.ln_gibbs_weight(n_k) - }) + let mut logps = self + .asgn() + .counts + .iter() + .map(|&n_k| self.prior_process.process.ln_gibbs_weight(n_k)) .collect::>(); // maintain a vec that holds just the likelihoods @@ -480,8 +482,6 @@ impl State { logps[ix] += lp; } - let n_views = self.n_views(); - // here we create the monte carlo estimate for the singleton view let mut tmp_asgns = { let seeds: Vec = (0..m).map(|_| rng.gen()).collect(); @@ -491,7 +491,7 @@ impl State { tmp_asgns.iter().for_each(|(_, tmp_asgn)| { let singleton_logp = ftr.asgn_score(&tmp_asgn.asgn); ftr_logps.push(singleton_logp); - logps.push(a_part + singleton_logp); + logps.push(p_singleton + singleton_logp); }); debug_assert_eq!(n_views + m, logps.len()); diff --git a/lace/lace_cc/tests/enum_state.rs b/lace/lace_cc/tests/enum_state.rs index 89a15ece..c2bb8321 100644 --- a/lace/lace_cc/tests/enum_state.rs +++ b/lace/lace_cc/tests/enum_state.rs @@ -328,6 +328,7 @@ mod tests { FType::$ftype, &mut rng, ); + eprintln!("err: {err}"); err < 0.01 } assert!(flaky_test_passes(N_TRIES, test_fn)); diff --git a/lace/lace_stats/src/prior_process.rs b/lace/lace_stats/src/prior_process.rs index ed04ce9b..e2643dba 100644 --- a/lace/lace_stats/src/prior_process.rs +++ b/lace/lace_stats/src/prior_process.rs @@ -133,8 +133,7 @@ impl PriorProcessT for Dirichlet { } fn reset_params(&mut self, rng: &mut R) { - // TODO: remove clones - *self = Self::from_prior(self.prior.clone(), rng); + self.alpha = self.prior.draw(rng); } } @@ -259,12 +258,8 @@ impl PriorProcessT for PitmanYor { } fn reset_params(&mut self, rng: &mut R) { - // TODO: remove clones - *self = Self::from_prior( - self.prior_alpha.clone(), - self.prior_d.clone(), - rng, - ); + self.alpha = self.prior_alpha.draw(rng); + self.d = self.prior_d.draw(rng); } } From 9fe0f3d158cda9909ba7509f479b2a3922258219 Mon Sep 17 00:00:00 2001 From: Baxter Eaves Date: Wed, 6 Mar 2024 21:24:23 -0600 Subject: [PATCH 09/43] lace, but not pylace, compiling; untested --- lace/lace_cc/src/view.rs | 6 +-- lace/lace_cc/tests/view_enum.rs | 80 +++++++++++++++++++--------- lace/lace_stats/src/assignment.rs | 10 ++++ lace/lace_stats/src/prior_process.rs | 18 ++++++- lace/src/interface/engine/mod.rs | 48 ++++++++++++----- lace/src/interface/oracle/traits.rs | 22 ++++---- lace/src/interface/oracle/utils.rs | 27 +++++----- 7 files changed, 144 insertions(+), 67 deletions(-) diff --git a/lace/lace_cc/src/view.rs b/lace/lace_cc/src/view.rs index feb3d0f5..b9840204 100644 --- a/lace/lace_cc/src/view.rs +++ b/lace/lace_cc/src/view.rs @@ -682,10 +682,10 @@ impl View { // If not empty, do a Gibbs step let mut logps: Vec = Vec::with_capacity(self.asgn().n_cats + 1); + self.asgn().counts.iter().enumerate().for_each(|(k, &ct)| { - logps.push( - (ct as f64).ln() + self.predictive_score_at(row_ix, k), - ); + let w = self.prior_process.process.ln_gibbs_weight(ct); + logps.push(w + self.predictive_score_at(row_ix, k)); }); logps.push( diff --git a/lace/lace_cc/tests/view_enum.rs b/lace/lace_cc/tests/view_enum.rs index 76878ed3..fd0b2837 100644 --- a/lace/lace_cc/tests/view_enum.rs +++ b/lace/lace_cc/tests/view_enum.rs @@ -14,14 +14,37 @@ use lace_cc::alg::RowAssignAlg; use lace_cc::feature::{ColModel, FType, Feature}; use lace_cc::transition::ViewTransition; use lace_cc::view::{Builder, View}; -use lace_stats::assignment::lcrp; +use lace_stats::assignment::{lcrp, lpyp}; use lace_stats::prior_process::Builder as PriorProcessBuilder; -use lace_stats::prior_process::{Dirichlet, Process}; -use lace_stats::rv::dist::Gamma; +use lace_stats::prior_process::{Dirichlet, PitmanYor, Process}; +use lace_stats::rv::dist::{Beta, Gamma}; use lace_stats::rv::misc::logsumexp; const N_TRIES: u32 = 5; +#[derive(Clone, Copy, Debug)] +pub enum ProcessType { + Dirichlet, + PitmanYor, +} + +impl From for Process { + fn from(proc: ProcessType) -> Self { + match proc { + ProcessType::Dirichlet => Process::Dirichlet(Dirichlet { + alpha: 1.0, + prior: Gamma::default(), + }), + ProcessType::PitmanYor => Process::PitmanYor(PitmanYor { + alpha: 1.2, + d: 0.2, + prior_alpha: Gamma::default(), + prior_d: Beta::jeffreys(), + }), + } + } +} + /// Compute the posterior of all assignments of the features under CRP(alpha) /// /// NOTE: The rng is required, for calling AssignmentBuilder.build, but nothing @@ -29,7 +52,7 @@ const N_TRIES: u32 = 5; #[allow(clippy::ptr_arg)] fn calc_partition_ln_posterior( features: &Vec, - alpha: f64, + proc_type: ProcessType, mut rng: &mut R, ) -> BTreeMap { let n = features[0].len(); @@ -42,15 +65,16 @@ fn calc_partition_ln_posterior( // assignment are set, but I'm setting the seed anyway in case the // assignment builder internals change let prior_process = PriorProcessBuilder::from_vec(z) - .with_process(Process::Dirichlet(Dirichlet { - alpha, - prior: Gamma::default(), - })) + .with_process(proc_type.into()) .seed_from_rng(&mut rng) .build() .unwrap(); - let ln_pz = lcrp(n, &prior_process.asgn.counts, alpha); + let alpha = prior_process.alpha().unwrap(); + let d = prior_process.d().unwrap(); + + // let ln_pz = lcrp(n, &prior_process.asgn.counts, alpha); + let ln_pz = lpyp(n, &prior_process.asgn.counts, alpha, d); let view: View = Builder::from_prior_process(prior_process) .features(features.clone()) @@ -83,10 +107,12 @@ pub fn view_enum_test( n_iters: usize, ftype: FType, row_alg: RowAssignAlg, + proc_type: ProcessType, ) -> f64 { let mut rng = rand::thread_rng(); let features = build_features(n_rows, n_cols, ftype, &mut rng); - let ln_posterior = calc_partition_ln_posterior(&features, 1.0, &mut rng); + let ln_posterior = + calc_partition_ln_posterior(&features, proc_type, &mut rng); let posterior = norm_posterior(&ln_posterior); let transitions: Vec = vec![ @@ -99,10 +125,7 @@ pub fn view_enum_test( for _ in 0..n_runs { let prior_process = PriorProcessBuilder::new(n_rows) - .with_process(Process::Dirichlet(Dirichlet { - alpha: 1.0, - prior: Gamma::default(), - })) + .with_process(proc_type.into()) .seed_from_rng(&mut rng) .build() .unwrap(); @@ -153,7 +176,7 @@ where // TODO: could remove $test name by using mods macro_rules! view_enum_test { - ($ftype: ident, $row_alg: ident) => { + ($ftype: ident, $proctype: ident, $row_alg: ident) => { #[test] fn $row_alg() { fn test_fn() -> bool { @@ -163,32 +186,39 @@ macro_rules! view_enum_test { 1, 5_000, FType::$ftype, - RowAssignAlg::$row_alg + RowAssignAlg::$row_alg, + ProcessType::$proctype, ); + eprintln!("err: {}", err); err < 0.01 } assert!(flaky_test_passes(N_TRIES, test_fn)); } }; - ($ftype: ident, [$($row_alg: ident),+]) => { + ($ftype: ident, $proctype: ident, [$($row_alg: ident),+]) => { #[allow(non_snake_case)] mod $ftype { use super::*; - $( - view_enum_test!($ftype, $row_alg); - )+ + mod $proctype { + use super::*; + $( + view_enum_test!($ftype, $proctype, $row_alg); + )+ + } } }; - ($(($ftype: ident, $row_algs: tt)),+) => { + ($(($ftype: ident, $proctype: ident, $row_algs: tt)),+) => { $( - view_enum_test!($ftype, $row_algs); + view_enum_test!($ftype, $proctype, $row_algs); )+ }; } view_enum_test!( - (Continuous, [Gibbs, Slice, Sams]), - (Categorical, [Gibbs, Slice, Sams]), - (Count, [Gibbs, Slice, Sams]) + // (Continuous, Dirichlet, [Gibbs, Slice, Sams]), + (Continuous, PitmanYor, [Gibbs, Slice, Sams]), + (Categorical, Dirichlet, [Gibbs, Slice, Sams]), + // (Categorical, PitmanYor, [Gibbs, Slice, Sams]), + (Count, Dirichlet, [Gibbs, Slice, Sams]) // (Count, PitmanYor, [Gibbs, Slice, Sams]) ); diff --git a/lace/lace_stats/src/assignment.rs b/lace/lace_stats/src/assignment.rs index 63a330ae..7fc7fd21 100644 --- a/lace/lace_stats/src/assignment.rs +++ b/lace/lace_stats/src/assignment.rs @@ -468,6 +468,16 @@ pub fn lcrp(n: usize, cts: &[usize], alpha: f64) -> f64 { gsum + k.mul_add(alpha.ln(), cpnt_2) } +pub fn lpyp(n: usize, cts: &[usize], alpha: f64, d: f64) -> f64 { + let k: f64 = cts.len() as f64; + let gsum = cts.iter().fold(0.0, |acc, ct| { + acc + ::special::Gamma::ln_gamma(*ct as f64 - d).0 + }); + let cpnt_2 = ::special::Gamma::ln_gamma(alpha + k * d).0 + - ::special::Gamma::ln_gamma(n as f64 + alpha - 1.0).0; + gsum + k.mul_add(alpha.ln(), cpnt_2) +} + #[cfg(test)] mod tests { use super::*; diff --git a/lace/lace_stats/src/prior_process.rs b/lace/lace_stats/src/prior_process.rs index e2643dba..252f5650 100644 --- a/lace/lace_stats/src/prior_process.rs +++ b/lace/lace_stats/src/prior_process.rs @@ -217,7 +217,7 @@ impl PriorProcessT for PitmanYor { ps[zi] += 1.0; counts[zi] += 1; } else { - ps[zi] = 1.0; + ps[zi] = 1.0 - self.d; counts.push(1); ps.push(self.alpha + self.d * counts.len() as f64); }; @@ -330,6 +330,15 @@ impl PriorProcessT for Process { } } +impl Default for Process { + fn default() -> Self { + Self::Dirichlet(Dirichlet { + alpha: 1.0, + prior: lace_consts::general_alpha_prior(), + }) + } +} + #[derive(Clone, Debug, Serialize, Deserialize)] pub struct PriorProcess { pub process: Process, @@ -364,6 +373,13 @@ impl PriorProcess { Process::PitmanYor(inner) => Some(inner.alpha), } } + + pub fn d(&self) -> Option { + match &self.process { + Process::Dirichlet(inner) => Some(0.0), + Process::PitmanYor(inner) => Some(inner.d), + } + } } #[derive(Clone, Copy, Debug, Serialize, Deserialize)] diff --git a/lace/src/interface/engine/mod.rs b/lace/src/interface/engine/mod.rs index bc7925d0..890fa199 100644 --- a/lace/src/interface/engine/mod.rs +++ b/lace/src/interface/engine/mod.rs @@ -124,6 +124,26 @@ fn col_models_from_data_src( crate::data::df_to_col_models(codebook, df, rng) } +fn emit_prior_process( + prior_process: crate::codebook::PriorProcess, + rng: &mut R, +) -> lace_stats::prior_process::Process { + use lace_stats::prior_process::{Dirichlet, PitmanYor, Process}; + match prior_process { + crate::codebook::PriorProcess::Dirichlet { alpha_prior } => { + let inner = Dirichlet::from_prior(alpha_prior, rng); + Process::Dirichlet(inner) + } + crate::codebook::PriorProcess::PitmanYor { + alpha_prior, + d_prior, + } => { + let inner = PitmanYor::from_prior(alpha_prior, d_prior, rng); + Process::PitmanYor(inner) + } + } +} + /// Maintains and samples states impl Engine { /// Create a new engine @@ -154,23 +174,23 @@ impl Engine { col_models_from_data_src(codebook, data_source, &mut rng) .map_err(NewEngineError::DataParseError)?; - let state_prior_process = codebook - .state_prior_process - .clone() - .unwrap_or_else(lace_consts::state_alpha_prior); + let state_prior_process = emit_prior_process( + codebook.state_prior_process.clone().unwrap_or_default(), + &mut rng, + ); - let view_alpha_prior = codebook - .view_alpha_prior - .clone() - .unwrap_or_else(lace_consts::view_alpha_prior); + let view_prior_process = emit_prior_process( + codebook.view_prior_process.clone().unwrap_or_default(), + &mut rng, + ); let states: Vec = (0..n_states) .map(|_| { let features = col_models.clone(); State::from_prior( features, - state_alpha_prior.clone(), - view_alpha_prior.clone(), + state_prior_process.clone(), + view_prior_process.clone(), &mut rng, ) }) @@ -837,7 +857,7 @@ impl Engine { Ok(()) } - /// Run the Gibbs reassignment kernel on a specific column and row withing + /// Run the Gibbs reassignment kernel on a specific column and row within /// a view. Used when the user would like to focus more updating on /// specific regions of the table. /// @@ -867,7 +887,7 @@ impl Engine { .for_each(|(state, mut trng)| { state.reassign_col_gibbs(col_ix, true, &mut trng); let view = { - let view_ix = state.asgn.asgn[col_ix]; + let view_ix = state.asgn().asgn[col_ix]; &mut state.views[view_ix] }; @@ -875,8 +895,8 @@ impl Engine { // Make sure the view weights are correct so oracle functions // reflect the update correctly. - view.weights = view.asgn.weights(); - debug_assert!(view.asgn.validate().is_valid()); + view.weights = view.prior_process.weight_vec(false); + debug_assert!(view.asgn().validate().is_valid()); }); } diff --git a/lace/src/interface/oracle/traits.rs b/lace/src/interface/oracle/traits.rs index 11e5772b..898a6b24 100644 --- a/lace/src/interface/oracle/traits.rs +++ b/lace/src/interface/oracle/traits.rs @@ -110,7 +110,7 @@ pub trait OracleT: CanOracle { fn ftype(&self, col_ix: Ix) -> Result { let col_ix = col_ix.col_ix(self.codebook())?; let state = &self.states()[0]; - let view_ix = state.asgn.asgn[col_ix]; + let view_ix = state.asgn().asgn[col_ix]; Ok(state.views[view_ix].ftrs[&col_ix].ftype()) } @@ -199,7 +199,7 @@ pub trait OracleT: CanOracle { Ok(1.0) } else { let depprob = self.states().iter().fold(0.0, |acc, state| { - if state.asgn.asgn[col_a] == state.asgn.asgn[col_b] { + if state.asgn().asgn[col_a] == state.asgn().asgn[col_b] { acc + 1.0 } else { acc @@ -351,7 +351,7 @@ pub trait OracleT: CanOracle { let rowsim = self.states().iter().fold(0.0, |acc, state| { let view_ixs: Vec = match wrt.as_ref() { Some(col_ixs) => { - let asgn = &state.asgn.asgn; + let asgn = &state.asgn().asgn; let viewset: BTreeSet = col_ixs.iter().map(|&col_ix| asgn[col_ix]).collect(); viewset.iter().copied().collect() @@ -375,7 +375,7 @@ pub trait OracleT: CanOracle { acc + view_ixs.iter().enumerate().fold( 0.0, |sim, (ix, &view_ix)| { - let asgn = &state.views[view_ix].asgn.asgn; + let asgn = &state.views[view_ix].asgn().asgn; if asgn[row_a] == asgn[row_b] { sim + col_counts.as_ref().map_or(1.0, |cts| cts[ix]) } else { @@ -494,7 +494,7 @@ pub trait OracleT: CanOracle { let compliment = self.states().iter().fold(0.0, |acc, state| { let view_ixs: Vec = match wrt.as_ref() { Some(col_ixs) => { - let asgn = &state.asgn.asgn; + let asgn = &state.asgn().asgn; let viewset: BTreeSet = col_ixs.iter().map(|&col_ix| asgn[col_ix]).collect(); viewset.iter().copied().collect() @@ -503,7 +503,7 @@ pub trait OracleT: CanOracle { }; acc + view_ixs.iter().fold(0.0, |novelty, &view_ix| { - let asgn = &state.views[view_ix].asgn; + let asgn = &state.views[view_ix].asgn(); let z = asgn.asgn[row_ix]; novelty + (asgn.counts[z] as f64) / nf }) / (view_ixs.len() as f64) @@ -1636,8 +1636,8 @@ pub trait OracleT: CanOracle { let state = &self.states()[state_ix]; // Draw from the propoer component in the feature - let view_ix = state.asgn.asgn[col_ix]; - let cpnt_ix = state.views[view_ix].asgn.asgn[row_ix]; + let view_ix = state.asgn().asgn[col_ix]; + let cpnt_ix = state.views[view_ix].asgn().asgn[row_ix]; let ftr = state.feature(col_ix); let x = ftr.draw(cpnt_ix, &mut rng); utils::post_process_datum(x, col_ix, self.codebook()) @@ -2105,7 +2105,7 @@ pub trait OracleT: CanOracle { let mut mixture_types: Vec = states .iter() .map(|state| { - let view_ix = state.asgn.asgn[col_ix]; + let view_ix = state.asgn().asgn[col_ix]; let weights = &utils::given_weights(&[state], &[col_ix], &given)[0]; @@ -2323,8 +2323,8 @@ pub trait OracleT: CanOracle { .iter() .map(|&ix| { let state = &self.states()[ix]; - let view_ix = state.asgn.asgn[col_ix]; - let k = state.views[view_ix].asgn.asgn[row_ix]; + let view_ix = state.asgn().asgn[col_ix]; + let k = state.views[view_ix].asgn().asgn[row_ix]; state.views[view_ix].ftrs[&col_ix].cpnt_logp(&x, k) }) .collect(); diff --git a/lace/src/interface/oracle/utils.rs b/lace/src/interface/oracle/utils.rs index d1ef1609..0a39c528 100644 --- a/lace/src/interface/oracle/utils.rs +++ b/lace/src/interface/oracle/utils.rs @@ -193,7 +193,7 @@ impl<'s, R: rand::Rng> Iterator for Simulator<'s, R> { .col_ixs .iter() .map(|col_ix| { - let view_ix = state.asgn.asgn[*col_ix]; + let view_ix = state.asgn().asgn[*col_ix]; let k = cpnt_ixs[&view_ix]; state.views[view_ix].ftrs[col_ix].draw(k, &mut rng) }) @@ -423,7 +423,7 @@ pub fn single_state_weights( let mut view_weights: BTreeMap> = BTreeMap::new(); col_ixs .iter() - .map(|&ix| state.asgn.asgn[ix]) + .map(|&ix| state.asgn().asgn[ix]) .for_each(|view_ix| { view_weights .entry(view_ix) @@ -442,7 +442,7 @@ pub fn single_state_exp_weights( let mut view_weights: BTreeMap> = BTreeMap::new(); col_ixs .iter() - .map(|&ix| state.asgn.asgn[ix]) + .map(|&ix| state.asgn().asgn[ix]) .for_each(|view_ix| { view_weights.entry(view_ix).or_insert_with(|| { single_view_exp_weights(state, view_ix, given) @@ -464,7 +464,8 @@ fn single_view_weights( match given { Given::Conditions(ref conditions) => { for &(col_ix, ref datum) in conditions { - let in_target_view = state.asgn.asgn[col_ix] == target_view_ix; + let in_target_view = + state.asgn().asgn[col_ix] == target_view_ix; if in_target_view { view.ftrs[&col_ix].accum_weights( datum, @@ -493,7 +494,7 @@ fn single_view_exp_weights( match given { Given::Conditions(ref conditions) => { conditions.iter().for_each(|(ix, datum)| { - let in_target_view = state.asgn.asgn[*ix] == target_view_ix; + let in_target_view = state.asgn().asgn[*ix] == target_view_ix; if in_target_view { view.ftrs[ix].accum_exp_weights(datum, &mut weights); } @@ -588,7 +589,7 @@ fn single_val_logp( col_ixs .iter() .zip(val) - .map(|(col_ix, datum)| (col_ix, state.asgn.asgn[*col_ix], datum)) + .map(|(col_ix, datum)| (col_ix, state.asgn().asgn[*col_ix], datum)) .for_each(|(col_ix, view_ix, datum)| { state.views[view_ix].ftrs[col_ix].accum_weights( datum, @@ -852,7 +853,7 @@ macro_rules! dep_ind_col_mixtures { _ => panic!("Unexpected MixtureType"), }; - if state.asgn.asgn[$col_a] == state.asgn.asgn[$col_b] { + if state.asgn().asgn[$col_a] == state.asgn().asgn[$col_b] { weight += 1.0; mms_dep.push(mm); } else { @@ -1339,7 +1340,7 @@ pub fn continuous_predict( let mixtures = states .iter() .map(|state| { - let view_ix = state.asgn.asgn[col_ix]; + let view_ix = state.asgn().asgn[col_ix]; // NOTE: There is a slight speedup from using given_exp_weights, // but at the cost of panics when there is a large number of // conditions in the given: underflow causes all the weights to @@ -1506,7 +1507,7 @@ macro_rules! predunc_arm { let mix_models: Vec> = $states .iter() .map(|state| { - let view_ix = state.asgn.asgn[$col_ix]; + let view_ix = state.asgn().asgn[$col_ix]; let weights = single_view_weights(&state, view_ix, $given_opt); let mut mixture: Mixture<$cpnt_type> = @@ -1534,7 +1535,7 @@ pub fn predict_uncertainty( states_ixs_opt: Option<&[usize]>, ) -> f64 { let ftype = { - let view_ix = states[0].asgn.asgn[col_ix]; + let view_ix = states[0].asgn().asgn[col_ix]; states[0].views[view_ix].ftrs[&col_ix].ftype() }; let states = select_states(states, states_ixs_opt); @@ -1562,7 +1563,7 @@ pub(crate) fn mnar_uncertainty( .. }) => { // get the index of the view to which this column is assigned - let view_ix = state.asgn.asgn[col_ix]; + let view_ix = state.asgn().asgn[col_ix]; // Get the weights from the view using the given let weights = { let mut weights = @@ -1623,9 +1624,9 @@ macro_rules! impunc_arm { let n_states = $states.len(); let mixtures = (0..n_states) .map(|state_ix| { - let view_ix = $states[state_ix].asgn.asgn[$col_ix]; + let view_ix = $states[state_ix].asgn().asgn[$col_ix]; let view = &$states[state_ix].views[view_ix]; - let k = view.asgn.asgn[$row_ix]; + let k = view.asgn().asgn[$row_ix]; match &view.ftrs[&$col_ix] { ColModel::$variant(ref ftr) => ftr.components[k].fx.clone(), ColModel::MissingNotAtRandom( From 2db31e7eb00521712dde49efa71c6381ae339e6e Mon Sep 17 00:00:00 2001 From: Baxter Eaves Date: Thu, 7 Mar 2024 13:07:28 -0600 Subject: [PATCH 10/43] pylace compiling --- cli/Cargo.lock | 19 ++--- cli/src/opt.rs | 2 +- lace/lace_cc/src/view.rs | 28 +++++--- lace/lace_stats/src/prior_process.rs | 10 +-- pylace/lace/__init__.py | 2 + pylace/lace/codebook.py | 26 +++---- pylace/lace/utils.py | 20 +++--- pylace/src/lib.rs | 7 +- pylace/src/metadata.rs | 103 +++++++++++++++++---------- pylace/src/transition.rs | 22 +++--- 10 files changed, 138 insertions(+), 101 deletions(-) diff --git a/cli/Cargo.lock b/cli/Cargo.lock index 78b28aef..c65fbe2f 100644 --- a/cli/Cargo.lock +++ b/cli/Cargo.lock @@ -881,7 +881,7 @@ dependencies = [ [[package]] name = "lace" -version = "0.6.0" +version = "0.7.0" dependencies = [ "ctrlc", "dirs", @@ -910,7 +910,7 @@ dependencies = [ [[package]] name = "lace-cli" -version = "0.6.0" +version = "0.7.0" dependencies = [ "approx", "clap", @@ -924,7 +924,7 @@ dependencies = [ [[package]] name = "lace_cc" -version = "0.5.0" +version = "0.6.0" dependencies = [ "enum_dispatch", "itertools", @@ -944,7 +944,7 @@ dependencies = [ [[package]] name = "lace_codebook" -version = "0.5.0" +version = "0.6.0" dependencies = [ "lace_consts", "lace_data", @@ -965,7 +965,7 @@ dependencies = [ [[package]] name = "lace_data" -version = "0.2.0" +version = "0.3.0" dependencies = [ "lace_utils", "serde", @@ -974,7 +974,7 @@ dependencies = [ [[package]] name = "lace_geweke" -version = "0.2.1" +version = "0.3.0" dependencies = [ "indicatif", "lace_stats", @@ -986,7 +986,7 @@ dependencies = [ [[package]] name = "lace_metadata" -version = "0.5.0" +version = "0.6.0" dependencies = [ "bincode", "hex", @@ -1005,7 +1005,7 @@ dependencies = [ [[package]] name = "lace_stats" -version = "0.2.1" +version = "0.3.0" dependencies = [ "itertools", "lace_consts", @@ -1019,9 +1019,10 @@ dependencies = [ [[package]] name = "lace_utils" -version = "0.2.0" +version = "0.3.0" dependencies = [ "rand", + "rayon", ] [[package]] diff --git a/cli/src/opt.rs b/cli/src/opt.rs index 4cd19798..59396c80 100644 --- a/cli/src/opt.rs +++ b/cli/src/opt.rs @@ -48,7 +48,7 @@ impl std::str::FromStr for Transition { pub struct RunArgs { #[clap(name = "LACEFILE_OUT")] pub output: PathBuf, - /// Optinal path to codebook + /// Optional path to codebook #[clap(long = "codebook", short = 'c')] pub codebook: Option, /// Path to .csv data source. May be compressed. diff --git a/lace/lace_cc/src/view.rs b/lace/lace_cc/src/view.rs index b9840204..493d5ec3 100644 --- a/lace/lace_cc/src/view.rs +++ b/lace/lace_cc/src/view.rs @@ -473,7 +473,14 @@ impl View { add_empty_component: bool, mut rng: &mut impl Rng, ) { - let dirvec = self.prior_process.weight_vec(add_empty_component); + let dirvec = + self.prior_process.weight_vec_unnormed(add_empty_component); + + if dirvec.iter().any(|&p| p < 0.0) { + eprintln!("{:?}", dirvec); + eprintln!("{:?}\n", self.prior_process.process); + } + let dir = Dirichlet::new(dirvec).unwrap(); self.weights = dir.draw(&mut rng) } @@ -817,7 +824,7 @@ impl View { } fn sams_merge(&mut self, i: usize, j: usize, rng: &mut R) { - use lace_stats::assignment::lcrp; + use lace_stats::assignment::lpyp; use std::cmp::Ordering; let zi = self.asgn().asgn[i]; @@ -854,10 +861,11 @@ impl View { // FIXME: only works for CRP let logp_mrg = self.logm(self.n_cats()) - + lcrp( + + lpyp( asgn.len(), &asgn.counts, self.prior_process.alpha().unwrap(), + self.prior_process.d().unwrap(), ); self.drop_component(self.n_cats()); @@ -868,16 +876,17 @@ impl View { } fn sams_split(&mut self, i: usize, j: usize, rng: &mut R) { - use lace_stats::assignment::lcrp; + use lace_stats::assignment::lpyp; let zi = self.asgn().asgn[i]; // FIXME: only works for CRP let logp_mrg = self.logm(zi) - + lcrp( + + lpyp( self.asgn().len(), &self.asgn().counts, self.prior_process.alpha().unwrap(), + self.prior_process.d().unwrap(), ); let (logp_spt, logq_spt, asgn_opt) = self.propose_split(i, j, false, rng); @@ -897,7 +906,7 @@ impl View { calc_reverse: bool, rng: &mut R, ) -> (f64, f64, Option) { - use lace_stats::assignment::lcrp; + use lace_stats::assignment::lpyp; let zi = self.asgn().asgn[i]; let zj = self.asgn().asgn[j]; @@ -959,11 +968,11 @@ impl View { let mut logp = self.logm(zi_tmp) + self.logm(zj_tmp); let asgn = if calc_reverse { - // FIXME: only works for CRP - logp += lcrp( + logp += lpyp( self.asgn().len(), &self.asgn().counts, self.prior_process.alpha().unwrap(), + self.prior_process.d().unwrap(), ); None } else { @@ -983,10 +992,11 @@ impl View { .unwrap() .asgn; - logp += lcrp( + logp += lpyp( asgn.len(), &asgn.counts, self.prior_process.alpha().unwrap(), + self.prior_process.d().unwrap(), ); Some(asgn) }; diff --git a/lace/lace_stats/src/prior_process.rs b/lace/lace_stats/src/prior_process.rs index 252f5650..62b273aa 100644 --- a/lace/lace_stats/src/prior_process.rs +++ b/lace/lace_stats/src/prior_process.rs @@ -235,7 +235,8 @@ impl PriorProcessT for PitmanYor { let n: usize = asgn.len(); // TODO: this is not the best way to do this. let ln_f_alpha = { - let loglike = |alpha: &f64| crate::assignment::lcrp(n, cts, *alpha); + let loglike = + |alpha: &f64| crate::assignment::lpyp(n, cts, *alpha, self.d); let prior_ref = &self.prior_alpha; let prior_draw = |rng: &mut R| prior_ref.draw(rng); let mh_result = @@ -245,11 +246,12 @@ impl PriorProcessT for PitmanYor { }; let ln_f_d = { - let loglike = |alpha: &f64| crate::assignment::lcrp(n, cts, *alpha); - let prior_ref = &self.prior_alpha; + let loglike = + |d: &f64| crate::assignment::lpyp(n, cts, self.alpha, *d); + let prior_ref = &self.prior_d; let prior_draw = |rng: &mut R| prior_ref.draw(rng); let mh_result = - crate::mh::mh_prior(self.alpha, loglike, prior_draw, 100, rng); + crate::mh::mh_prior(self.d, loglike, prior_draw, 100, rng); self.d = mh_result.x; mh_result.score_x }; diff --git a/pylace/lace/__init__.py b/pylace/lace/__init__.py index 349850f1..e99de7f8 100644 --- a/pylace/lace/__init__.py +++ b/pylace/lace/__init__.py @@ -15,6 +15,7 @@ RowKernel, StateTransition, ValueMap, + PriorProcess, ) from lace.engine import Engine @@ -34,6 +35,7 @@ "CountHyper", "CountPrior", "ValueMap", + "PriorProcess", ] __version__ = "0.6.0" diff --git a/pylace/lace/codebook.py b/pylace/lace/codebook.py index a1a8c1b2..39b5b188 100644 --- a/pylace/lace/codebook.py +++ b/pylace/lace/codebook.py @@ -289,18 +289,13 @@ def rename(self, name: str): codebook.codebook.rename(name) return codebook - def set_state_alpha_prior(self, shape: float = 1.0, rate: float = 1.0): + def set_state_alpha_prior(self, prior_process: _lc.PriorProcess): """ - Return a copy of the codebook with a new state CRP alpha prior. + Return a copy of the codebook with a new state PriorProcess. Parameters ---------- - shape: float, optional - The shape of the Gamma distribution prior on alpha: a positive - floating point value in (0, Inf). Default is 1. - rate: float, optional - The rate of the Gamma distribution prior on alpha: a positive - floating point value in (0, Inf). Default is 1. + prior_process: core.PriorProcess Examples -------- @@ -320,21 +315,16 @@ def set_state_alpha_prior(self, shape: float = 1.0, rate: float = 1.0): rows: 50 """ codebook = copy.copy(self) - codebook.codebook.set_state_alpha_prior(shape, rate) + codebook.codebook.set_state_prior_process(prior_process) return codebook - def set_view_alpha_prior(self, shape: float = 1.0, rate: float = 1.0): + def set_view_prior_process(self, prior_process: _lc.PriorProcess): """ - Return a copy of the codebook with a new view CRP alpha prior. + Return a copy of the codebook with a new view PriorProcess. Parameters ---------- - shape: float, optional - The shape of the Gamma distribution prior on alpha: a positive - floating point value in (0, Inf). Default is 1. - rate: float, optional - The rate of the Gamma distribution prior on alpha: a positive - floating point value in (0, Inf). Default is 1. + prior_process: core.PriorProcess Examples -------- @@ -354,7 +344,7 @@ def set_view_alpha_prior(self, shape: float = 1.0, rate: float = 1.0): rows: 50 """ codebook = copy.copy(self) - codebook.codebook.set_view_alpha_prior(shape, rate) + codebook.codebook.set_view_prior_process(prior_process) return codebook def append_column_metadata(self, col_metadata: List[_lc.ColumnMetadata]): diff --git a/pylace/lace/utils.py b/pylace/lace/utils.py index d1ff726d..aa13071f 100644 --- a/pylace/lace/utils.py +++ b/pylace/lace/utils.py @@ -127,36 +127,36 @@ def infer_column_metadata( _COMMON_TRANSITIONS = { "sams": [ - StateTransition.view_alphas(), + StateTransition.view_prior_process_params(), StateTransition.row_assignment(RowKernel.sams()), - StateTransition.view_alphas(), + StateTransition.view_prior_process_params(), StateTransition.row_assignment(RowKernel.sams()), - StateTransition.view_alphas(), + StateTransition.view_prior_process_params(), StateTransition.row_assignment(RowKernel.slice()), StateTransition.component_parameters(), StateTransition.column_assignment(ColumnKernel.gibbs()), - StateTransition.state_alpha(), + StateTransition.state_prior_process_params(), StateTransition.feature_priors(), ], "flat": [ - StateTransition.view_alphas(), + StateTransition.view_prior_process_params(), StateTransition.row_assignment(RowKernel.sams()), - StateTransition.view_alphas(), + StateTransition.view_prior_process_params(), StateTransition.row_assignment(RowKernel.sams()), - StateTransition.view_alphas(), + StateTransition.view_prior_process_params(), StateTransition.component_parameters(), StateTransition.row_assignment(RowKernel.slice()), StateTransition.component_parameters(), - StateTransition.view_alphas(), + StateTransition.view_prior_process_params(), StateTransition.feature_priors(), ], "fast": [ - StateTransition.view_alphas(), + StateTransition.view_prior_process_params(), StateTransition.row_assignment(RowKernel.slice()), StateTransition.component_parameters(), StateTransition.feature_priors(), StateTransition.column_assignment(ColumnKernel.slice()), - StateTransition.state_alpha(), + StateTransition.state_prior_process_params(), ], } diff --git a/pylace/src/lib.rs b/pylace/src/lib.rs index 3b010c6e..3f750b26 100644 --- a/pylace/src/lib.rs +++ b/pylace/src/lib.rs @@ -259,7 +259,7 @@ impl CoreEngine { ); Err(PyErr::new::(msg)) } else { - Ok(self.engine.states[state_ix].asgn.asgn.clone()) + Ok(self.engine.states[state_ix].asgn().asgn.clone()) } } @@ -275,7 +275,7 @@ impl CoreEngine { let asgns = self.engine.states[state_ix] .views .iter() - .map(|view| view.asgn.asgn.clone()) + .map(|view| view.asgn().asgn.clone()) .collect(); Ok(asgns) } @@ -385,7 +385,7 @@ impl CoreEngine { .map(|xs| PySeries(Series::new("mi", xs))) } - /// Row similarlity + /// Row similarity /// /// Parameters /// ---------- @@ -1388,6 +1388,7 @@ fn core(py: Python, m: &PyModule) -> PyResult<()> { m.add_class::()?; m.add_class::()?; m.add_class::()?; + m.add_class::()?; m.add_class::()?; m.add_function(wrap_pyfunction!(infer_srs_metadata, m)?)?; m.add_function(wrap_pyfunction!(metadata::codebook_from_df, m)?)?; diff --git a/pylace/src/metadata.rs b/pylace/src/metadata.rs index 9277930c..79f70962 100644 --- a/pylace/src/metadata.rs +++ b/pylace/src/metadata.rs @@ -5,7 +5,7 @@ use lace::stats::prior::csd::CsdHyper; use lace::stats::prior::nix::NixHyper; use lace::stats::prior::pg::PgHyper; use lace::stats::rv::dist::{ - Gamma, Gaussian, InvGamma, NormalInvChiSquared, SymmetricDirichlet, + Beta, Gamma, Gaussian, InvGamma, NormalInvChiSquared, SymmetricDirichlet, }; use polars::prelude::DataFrame; use pyo3::exceptions::{PyIOError, PyIndexError}; @@ -485,7 +485,8 @@ enum CodebookMethod { Path(PathBuf), Inferred { cat_cutoff: Option, - alpha_prior_opt: Option, + state_prior_process: Option, + view_prior_process: Option, no_hypers: bool, }, Codebook(Codebook), @@ -495,12 +496,43 @@ impl Default for CodebookMethod { fn default() -> Self { Self::Inferred { cat_cutoff: None, - alpha_prior_opt: None, + state_prior_process: None, + view_prior_process: None, no_hypers: false, } } } +#[pyclass] +#[derive(Clone, Debug)] +pub struct PriorProcess(lace::codebook::PriorProcess); + +#[pymethods] +impl PriorProcess { + #[classmethod] + #[pyo3(signature=(alpha_shape=1.0, alpha_rate=1.0, d_a=0.5, d_b=0.5))] + pub fn pitman_yor( + _cls: &PyType, + alpha_shape: f64, + alpha_rate: f64, + d_a: f64, + d_b: f64, + ) -> Self { + PriorProcess(lace::codebook::PriorProcess::PitmanYor { + alpha_prior: Gamma::new(alpha_shape, alpha_rate).unwrap(), + d_prior: Beta::new(d_a, d_b).unwrap(), + }) + } + + #[classmethod] + #[pyo3(signature=(alpha_shape=1.0, alpha_rate=1.0))] + pub fn dirichlet(_cls: &PyType, alpha_shape: f64, alpha_rate: f64) -> Self { + PriorProcess(lace::codebook::PriorProcess::Dirichlet { + alpha_prior: Gamma::new(alpha_shape, alpha_rate).unwrap(), + }) + } +} + #[pyclass] #[derive(Clone, Debug)] pub struct Codebook(pub(crate) lace::codebook::Codebook); @@ -518,25 +550,19 @@ impl Codebook { self.0.table_name = table_name; } - #[pyo3(signature=(shape=1.0, rate=1.0))] - pub fn set_state_alpha_prior( + pub fn set_state_prior_process( &mut self, - shape: f64, - rate: f64, + process: PriorProcess, ) -> PyResult<()> { - let gamma = Gamma::new(shape, rate).map_err(to_pyerr)?; - self.0.state_alpha_prior = Some(gamma); + self.0.state_prior_process = Some(process.0); Ok(()) } - #[pyo3(signature=(shape=1.0, rate=1.0))] - pub fn set_view_alpha_prior( + pub fn set_view_prior_process( &mut self, - shape: f64, - rate: f64, + process: PriorProcess, ) -> PyResult<()> { - let gamma = Gamma::new(shape, rate).map_err(to_pyerr)?; - self.0.view_alpha_prior = Some(gamma); + self.0.view_prior_process = Some(process.0); Ok(()) } @@ -589,13 +615,13 @@ impl Codebook { \n rows: {}", self.0.table_name, self.0 - .state_alpha_prior + .state_prior_process .clone() - .map_or_else(|| String::from("None"), |g| format!("{g}")), + .map_or_else(|| String::from("None"), |p| format!("{:?}", p)), self.0 - .view_alpha_prior + .view_prior_process .clone() - .map_or_else(|| String::from("None"), |g| format!("{g}")), + .map_or_else(|| String::from("None"), |p| format!("{:?}", p)), self.0.col_metadata.len(), self.0.row_names.len() ) @@ -654,7 +680,8 @@ pub fn codebook_from_df( CodebookBuilder { method: CodebookMethod::Inferred { cat_cutoff, - alpha_prior_opt: None, + state_prior_process: None, + view_prior_process: None, no_hypers, }, } @@ -679,22 +706,19 @@ impl CodebookBuilder { } #[classmethod] - #[pyo3(signature = (cat_cutoff=None, alpha_prior_shape_rate=None, use_hypers=true))] + #[pyo3(signature = (cat_cutoff=None, state_prior_process=None, view_prior_process=None, use_hypers=true))] fn infer( _cls: &PyType, cat_cutoff: Option, - alpha_prior_shape_rate: Option<(f64, f64)>, + state_prior_process: Option, + view_prior_process: Option, use_hypers: bool, ) -> PyResult { - let alpha_prior_opt = alpha_prior_shape_rate - .map(|(shape, rate)| Gamma::new(shape, rate)) - .transpose() - .map_err(|e| PyValueError::new_err(e.to_string()))?; - Ok(Self { method: CodebookMethod::Inferred { cat_cutoff, - alpha_prior_opt, + state_prior_process, + view_prior_process, no_hypers: !use_hypers, }, }) @@ -730,14 +754,21 @@ impl CodebookBuilder { } CodebookMethod::Inferred { cat_cutoff, - alpha_prior_opt, + state_prior_process, + view_prior_process, + no_hypers, + } => df_to_codebook( + df, + cat_cutoff, + state_prior_process.map(|p| p.0), + view_prior_process.map(|p| p.0), no_hypers, - } => df_to_codebook(df, cat_cutoff, alpha_prior_opt, no_hypers) - .map_err(|e| { - PyValueError::new_err(format!( - "Failed to infer the Codebook. Error: {e}" - )) - }), + ) + .map_err(|e| { + PyValueError::new_err(format!( + "Failed to infer the Codebook. Error: {e}" + )) + }), CodebookMethod::Codebook(codebook) => Ok(codebook.0), } } @@ -745,7 +776,7 @@ impl CodebookBuilder { fn __repr__(&self) -> String { match &self.method { CodebookMethod::Path(path) => format!("", path.display()), - CodebookMethod::Inferred { cat_cutoff, alpha_prior_opt, no_hypers } => format!("CodebookBuilder Inferred(cat_cutoff={cat_cutoff:?}, alpha_prior_opt={alpha_prior_opt:?}, use_hypers={})", !no_hypers), + CodebookMethod::Inferred { cat_cutoff, state_prior_process, view_prior_process, no_hypers } => format!("CodebookBuilder Inferred(cat_cutoff={cat_cutoff:?}, state_prior_process={state_prior_process:?}, view_prior_process={view_prior_process:?}, use_hypers={})", !no_hypers), CodebookMethod::Codebook(_) => String::from("Codebook (fully specified)"), } } diff --git a/pylace/src/transition.rs b/pylace/src/transition.rs index 7978db47..f45524fc 100644 --- a/pylace/src/transition.rs +++ b/pylace/src/transition.rs @@ -56,7 +56,7 @@ impl RowKernel { } } -/// A particular state transition withing the Markov chain +/// A particular state transition within the Markov chain #[pyclass] #[derive(Clone, Copy)] pub(crate) struct StateTransition(lace::cc::transition::StateTransition); @@ -79,18 +79,18 @@ impl StateTransition { )) } - /// The state alpha (controls the assignment of columns to views) - /// transition. + /// The state prior process parameters (controls the assignment of + /// columns to views) transition. #[staticmethod] - fn state_alpha() -> Self { - Self(lace::cc::transition::StateTransition::StateAlpha) + fn state_prior_process_params() -> Self { + Self(lace::cc::transition::StateTransition::StatePriorProcessParams) } - /// The view alpha (controls the assignment of rows to categories within - /// each view) transition. + /// The view prior process parameters (controls the assignment of rows to + /// categories within each view) transition. #[staticmethod] - fn view_alphas() -> Self { - Self(lace::cc::transition::StateTransition::ViewAlphas) + fn view_prior_process_params() -> Self { + Self(lace::cc::transition::StateTransition::ViewPriorProcessParams) } /// Re-sample the feature prior parameters @@ -149,8 +149,8 @@ impl std::fmt::Display for StateTransition { } St::FeaturePriors => write!(f, "FeaturePriors"), St::ComponentParams => write!(f, "ComponentParams"), - St::StateAlpha => write!(f, "StateAlpha"), - St::ViewAlphas => write!(f, "ViewAlphas"), + St::StatePriorProcessParams => write!(f, "StatePriorProcessParams"), + St::ViewPriorProcessParams => write!(f, "ViewPriorProcessParams"), } } } From 4f693e849a214f182973017f4e779ba184a8677b Mon Sep 17 00:00:00 2001 From: Baxter Eaves Date: Mon, 11 Mar 2024 11:32:37 -0500 Subject: [PATCH 11/43] Got pitman-yor P(parition) correct Enumeration tests pass with PYP! --- lace/lace_stats/src/assignment.rs | 29 ++++++++++++++++++++++------- 1 file changed, 22 insertions(+), 7 deletions(-) diff --git a/lace/lace_stats/src/assignment.rs b/lace/lace_stats/src/assignment.rs index 7fc7fd21..ca672952 100644 --- a/lace/lace_stats/src/assignment.rs +++ b/lace/lace_stats/src/assignment.rs @@ -468,14 +468,29 @@ pub fn lcrp(n: usize, cts: &[usize], alpha: f64) -> f64 { gsum + k.mul_add(alpha.ln(), cpnt_2) } +fn ln_py_bracket(x: f64, m: usize, alpha: f64) -> f64 { + if m == 0 { + return 0.0; + } + (1..=m) + .map(|m_i| (x + (m_i as f64 - 1.0) * alpha).ln()) + .sum::() +} + +/// Formula from: +/// Pitman, Jim. "Exchangeable and partially exchangeable random partitions." +/// Probability theory and related fields 102.2 (1995): 145-158. +/// https://www.stat.berkeley.edu/~aldous/206-Exch/Papers/pitman95a.pdf pub fn lpyp(n: usize, cts: &[usize], alpha: f64, d: f64) -> f64 { - let k: f64 = cts.len() as f64; - let gsum = cts.iter().fold(0.0, |acc, ct| { - acc + ::special::Gamma::ln_gamma(*ct as f64 - d).0 - }); - let cpnt_2 = ::special::Gamma::ln_gamma(alpha + k * d).0 - - ::special::Gamma::ln_gamma(n as f64 + alpha - 1.0).0; - gsum + k.mul_add(alpha.ln(), cpnt_2) + let k = cts.len(); + let n = cts.iter().copied().sum::(); + let term_a = ln_py_bracket(alpha + d, k - 1, d); + let term_b = ln_py_bracket(alpha - 1.0, n - 1, 1.0); + let term_c = cts + .iter() + .map(|&ct_i| ln_py_bracket(1.0 - d, ct_i - 1, 1.0)) + .sum::(); + term_a - term_b + term_c } #[cfg(test)] From 5d0a047a1fededa315e3ec15f2c4bed2cf77af67 Mon Sep 17 00:00:00 2001 From: Baxter Eaves Date: Mon, 11 Mar 2024 21:13:30 -0500 Subject: [PATCH 12/43] All lace_cc tests pass with pitman-yor --- lace/lace_cc/tests/enum_state.rs | 123 +++++++++++++++++---------- lace/lace_cc/tests/view_enum.rs | 48 +++++++---- lace/lace_stats/src/assignment.rs | 13 ++- lace/lace_stats/src/prior_process.rs | 21 +++++ 4 files changed, 143 insertions(+), 62 deletions(-) diff --git a/lace/lace_cc/tests/enum_state.rs b/lace/lace_cc/tests/enum_state.rs index c2bb8321..e464e0b6 100644 --- a/lace/lace_cc/tests/enum_state.rs +++ b/lace/lace_cc/tests/enum_state.rs @@ -22,8 +22,10 @@ use lace_cc::transition::StateTransition; use lace_cc::view::{Builder, View}; use lace_stats::assignment::lcrp; use lace_stats::prior_process::Builder as PriorProcessBuilder; -use lace_stats::prior_process::{Dirichlet, Process}; -use lace_stats::rv::dist::Gamma; +use lace_stats::prior_process::{ + Dirichlet, PitmanYor, PriorProcessT, PriorProcessType, Process, +}; +use lace_stats::rv::dist::{Beta, Gamma}; use enum_test::{ build_features, normalize_assignment, partition_to_ix, Partition, @@ -128,18 +130,32 @@ fn state_from_partition( State::new(views, state_prior_process) } +fn emit_process(proc_type: PriorProcessType) -> Process { + match proc_type { + PriorProcessType::Dirichlet => Process::Dirichlet(Dirichlet { + alpha: 1.0, + prior: Gamma::default(), + }), + PriorProcessType::PitmanYor => Process::PitmanYor(PitmanYor { + alpha: 1.2, + d: 0.2, + prior_alpha: Gamma::default(), + prior_d: Beta::jeffreys(), + }), + } +} + /// Generates a random start state from the prior, with default values chosen for the /// feature priors, and all CRP alphas set to 1.0. fn gen_start_state( mut features: Vec, + proc_type: PriorProcessType, mut rng: &mut R, ) -> State { let n_cols = features.len(); let n_rows = features[0].len(); - let process = Process::Dirichlet(Dirichlet { - alpha: 1.0, - prior: Gamma::default(), - }); + + let process = emit_process(proc_type); let state_prior_process = PriorProcessBuilder::new(n_cols) .with_process(process) @@ -169,6 +185,8 @@ fn gen_start_state( fn calc_state_ln_posterior( features: Vec, + state_process: &Process, + view_process: &Process, mut rng: &mut R, ) -> HashMap { let n_cols = features.len(); @@ -180,9 +198,9 @@ fn calc_state_ln_posterior( .iter() .for_each(|part| { let state = state_from_partition(part, features.clone(), &mut rng); - let mut score = lcrp(state.n_cols(), &state.asgn().counts, 1.0); + let mut score = state_process.ln_f_partition(state.asgn()); for view in state.views { - score += lcrp(view.n_rows(), &view.asgn().counts, 1.0); + score += view_process.ln_f_partition(view.asgn()); for ftr in view.ftrs.values() { score += ftr.score(); } @@ -234,6 +252,7 @@ pub fn state_enum_test( row_alg: RowAssignAlg, col_alg: ColAssignAlg, ftype: FType, + proc_type: PriorProcessType, mut rng: &mut R, ) -> f64 { let features = build_features(n_rows, n_cols, ftype, &mut rng); @@ -250,34 +269,20 @@ pub fn state_enum_test( let inc: f64 = ((n_runs * n_iters) as f64).recip(); for _ in 0..n_runs { - let mut state = gen_start_state(features.clone(), &mut rng); - - // alphas should start out at 1.0 - assert!((state.prior_process.alpha().unwrap() - 1.0).abs() < 1E-16); - assert!(state - .views - .iter() - .all(|v| (v.prior_process.alpha().unwrap() - 1.0).abs() < 1E-16)); + let mut state = gen_start_state(features.clone(), proc_type, &mut rng); for _ in 0..n_iters { state.update(update_config.clone(), &mut rng); - // all alphas should be 1.0 - assert!((state.prior_process.alpha().unwrap() - 1.0).abs() < 1E-16); - assert!(state.views.iter().all(|v| (v - .prior_process - .alpha() - .unwrap() - - 1.0) - .abs() - < 1E-16)); - let ix = extract_state_index(&state); *est_posterior.entry(ix).or_insert(0.0) += inc; } } - let posterior = calc_state_ln_posterior(features, &mut rng); + let process = emit_process(proc_type); + + let posterior = + calc_state_ln_posterior(features, &process, &process, &mut rng); assert!(!est_posterior.keys().any(|k| !posterior.contains_key(k))); @@ -314,24 +319,50 @@ mod tests { // TODO: could remove $test name by using mods macro_rules! state_enum_test { ($test_name: ident, $ftype: ident, $row_alg: ident, $col_alg: ident) => { - #[test] - fn $test_name() { - fn test_fn() -> bool { - let mut rng = rand::thread_rng(); - let err = state_enum_test( - 3, - 3, - 1, - 10_000, - RowAssignAlg::$row_alg, - ColAssignAlg::$col_alg, - FType::$ftype, - &mut rng, - ); - eprintln!("err: {err}"); - err < 0.01 + mod $test_name { + use super::*; + + #[test] + fn dirichlet() { + fn test_fn() -> bool { + let mut rng = rand::thread_rng(); + let err = state_enum_test( + 3, + 3, + 1, + 10_000, + RowAssignAlg::$row_alg, + ColAssignAlg::$col_alg, + FType::$ftype, + PriorProcessType::Dirichlet, + &mut rng, + ); + eprintln!("err: {err}"); + err < 0.01 + } + assert!(flaky_test_passes(N_TRIES, test_fn)); + } + + #[test] + fn pitman_yor() { + fn test_fn() -> bool { + let mut rng = rand::thread_rng(); + let err = state_enum_test( + 3, + 3, + 1, + 10_000, + RowAssignAlg::$row_alg, + ColAssignAlg::$col_alg, + FType::$ftype, + PriorProcessType::PitmanYor, + &mut rng, + ); + eprintln!("err: {err}"); + err < 0.01 + } + assert!(flaky_test_passes(N_TRIES, test_fn)); } - assert!(flaky_test_passes(N_TRIES, test_fn)); } }; ($(($fn_name: ident, $ftype: ident, $row_alg: ident, $col_alg: ident)),+) => { @@ -353,9 +384,11 @@ mod tests { #[test] fn ln_posterior_length() { + let process = emit_process(PriorProcessType::Dirichlet); let mut rng = rand::thread_rng(); let ftrs = build_features(3, 3, FType::Continuous, &mut rng); - let posterior = calc_state_ln_posterior(ftrs, &mut rng); + let posterior = + calc_state_ln_posterior(ftrs, &process, &process, &mut rng); assert_eq!(posterior.len(), 205) } diff --git a/lace/lace_cc/tests/view_enum.rs b/lace/lace_cc/tests/view_enum.rs index fd0b2837..96109fdf 100644 --- a/lace/lace_cc/tests/view_enum.rs +++ b/lace/lace_cc/tests/view_enum.rs @@ -195,30 +195,48 @@ macro_rules! view_enum_test { assert!(flaky_test_passes(N_TRIES, test_fn)); } }; - ($ftype: ident, $proctype: ident, [$($row_alg: ident),+]) => { + ($modname: ident, $ftype: ident, $proctype: ident, [$($row_alg: ident),+]) => { #[allow(non_snake_case)] - mod $ftype { + mod $modname { use super::*; - mod $proctype { - use super::*; - $( - view_enum_test!($ftype, $proctype, $row_alg); - )+ - } + $( + view_enum_test!($ftype, $proctype, $row_alg); + )+ } }; - ($(($ftype: ident, $proctype: ident, $row_algs: tt)),+) => { + ($(($modname: ident, $ftype: ident, $proctype: ident, $row_algs: tt)),+) => { $( - view_enum_test!($ftype, $proctype, $row_algs); + view_enum_test!($modname, $ftype, $proctype, $row_algs); )+ }; } view_enum_test!( - // (Continuous, Dirichlet, [Gibbs, Slice, Sams]), - (Continuous, PitmanYor, [Gibbs, Slice, Sams]), - (Categorical, Dirichlet, [Gibbs, Slice, Sams]), - // (Categorical, PitmanYor, [Gibbs, Slice, Sams]), - (Count, Dirichlet, [Gibbs, Slice, Sams]) // (Count, PitmanYor, [Gibbs, Slice, Sams]) + ( + ve_continuous_dp, + Continuous, + Dirichlet, + [Gibbs, Slice, Sams] + ), + ( + ve_continuous_pyp, + Continuous, + PitmanYor, + [Gibbs, Slice, Sams] + ), + ( + ve_categorical_dp, + Categorical, + Dirichlet, + [Gibbs, Slice, Sams] + ), + ( + ve_categorical_pyp, + Categorical, + PitmanYor, + [Gibbs, Slice, Sams] + ), + (ve_count_dp, Count, Dirichlet, [Gibbs, Slice, Sams]), + (ve_count_pyp, Count, PitmanYor, [Gibbs, Slice, Sams]) ); diff --git a/lace/lace_stats/src/assignment.rs b/lace/lace_stats/src/assignment.rs index ca672952..14579caf 100644 --- a/lace/lace_stats/src/assignment.rs +++ b/lace/lace_stats/src/assignment.rs @@ -485,12 +485,21 @@ pub fn lpyp(n: usize, cts: &[usize], alpha: f64, d: f64) -> f64 { let k = cts.len(); let n = cts.iter().copied().sum::(); let term_a = ln_py_bracket(alpha + d, k - 1, d); - let term_b = ln_py_bracket(alpha - 1.0, n - 1, 1.0); + let term_b = ln_py_bracket(alpha + 1.0, n - 1, 1.0); let term_c = cts .iter() .map(|&ct_i| ln_py_bracket(1.0 - d, ct_i - 1, 1.0)) .sum::(); - term_a - term_b + term_c + let ln_f = term_a - term_b + term_c; + + // if !ln_f.is_finite() { + // eprintln!("PYP:\na: {alpha}\nd: {d}\ncounts: {cts:?}"); + // eprintln!("ta: {term_a}"); + // eprintln!("tb: {term_b}"); + // eprintln!("tc: {term_c}"); + // } + + ln_f } #[cfg(test)] diff --git a/lace/lace_stats/src/prior_process.rs b/lace/lace_stats/src/prior_process.rs index 62b273aa..dcdf8872 100644 --- a/lace/lace_stats/src/prior_process.rs +++ b/lace/lace_stats/src/prior_process.rs @@ -32,6 +32,8 @@ pub trait PriorProcessT { fn update_params(&mut self, asgn: &Assignment, rng: &mut R) -> f64; fn reset_params(&mut self, rng: &mut R); + + fn ln_f_partition(&self, asgn: &Assignment) -> f64; } #[derive(Clone, Debug, Serialize, Deserialize, PartialEq)] @@ -135,6 +137,10 @@ impl PriorProcessT for Dirichlet { fn reset_params(&mut self, rng: &mut R) { self.alpha = self.prior.draw(rng); } + + fn ln_f_partition(&self, asgn: &Assignment) -> f64 { + crate::assignment::lcrp(asgn.len(), &asgn.counts, self.alpha) + } } #[derive(Clone, Debug, Serialize, Deserialize, PartialEq)] @@ -263,6 +269,10 @@ impl PriorProcessT for PitmanYor { self.alpha = self.prior_alpha.draw(rng); self.d = self.prior_d.draw(rng); } + + fn ln_f_partition(&self, asgn: &Assignment) -> f64 { + crate::assignment::lpyp(asgn.len(), &asgn.counts, self.alpha, self.d) + } } #[derive(Clone, Debug, Serialize, Deserialize, PartialEq)] @@ -330,6 +340,13 @@ impl PriorProcessT for Process { Self::PitmanYor(proc) => proc.reset_params(rng), } } + + fn ln_f_partition(&self, asgn: &Assignment) -> f64 { + match self { + Self::Dirichlet(proc) => proc.ln_f_partition(asgn), + Self::PitmanYor(proc) => proc.ln_f_partition(asgn), + } + } } impl Default for Process { @@ -382,6 +399,10 @@ impl PriorProcess { Process::PitmanYor(inner) => Some(inner.d), } } + + pub fn ln_f_partition(&self, asgn: &Assignment) -> f64 { + self.process.ln_f_partition(asgn) + } } #[derive(Clone, Copy, Debug, Serialize, Deserialize)] From bae9f3bba6616be158efb5556e25c74c21246915 Mon Sep 17 00:00:00 2001 From: Baxter Eaves Date: Wed, 13 Mar 2024 14:39:50 -0500 Subject: [PATCH 13/43] Clean up prior process methods --- lace/lace_cc/examples/view_geweke.rs | 2 +- lace/lace_cc/src/state.rs | 36 ++++-- lace/lace_cc/src/view.rs | 43 ++------ lace/lace_cc/tests/enum_state.rs | 1 - lace/lace_cc/tests/view_enum.rs | 6 +- lace/lace_metadata/src/latest.rs | 2 +- lace/lace_metadata/src/versions/v1.rs | 7 +- lace/lace_stats/src/assignment.rs | 152 +------------------------- lace/lace_stats/src/prior_process.rs | 39 ++----- lace/src/interface/oracle/mod.rs | 2 +- pylace/lace/codebook.py | 2 +- 11 files changed, 58 insertions(+), 234 deletions(-) diff --git a/lace/lace_cc/examples/view_geweke.rs b/lace/lace_cc/examples/view_geweke.rs index fcca6760..dbc0a4e1 100644 --- a/lace/lace_cc/examples/view_geweke.rs +++ b/lace/lace_cc/examples/view_geweke.rs @@ -23,7 +23,7 @@ struct Opt { pub no_priors: bool, #[clap(long)] pub pitman_yor: bool, - #[clap(long, short, default_value = "10000")] + #[clap(long, short = 'i', default_value = "10000")] pub niters: usize, } diff --git a/lace/lace_cc/src/state.rs b/lace/lace_cc/src/state.rs index ccd02436..6041fd8e 100644 --- a/lace/lace_cc/src/state.rs +++ b/lace/lace_cc/src/state.rs @@ -103,7 +103,7 @@ impl State { rng: &mut R, ) -> Self { let n_cols = ftrs.len(); - let n_rows = ftrs.get(0).map(|f| f.len()).unwrap_or(0); + let n_rows = ftrs.first().map(|f| f.len()).unwrap_or(0); let prior_process = PriorProcess::from_process(state_process, n_cols, rng); let mut views: Vec = (0..prior_process.asgn.n_cats) @@ -168,7 +168,7 @@ impl State { /// Get the number of rows #[inline] pub fn n_rows(&self) -> usize { - self.views.get(0).map(|v| v.n_rows()).unwrap_or(0) + self.views.first().map(|v| v.n_rows()).unwrap_or(0) } /// Get the number of columns @@ -448,7 +448,7 @@ impl State { pub fn insert_feature( &mut self, ftr: ColModel, - draw_alpha: bool, + update_process_params: bool, rng: &mut R, ) -> f64 { // Number of singleton features. For assigning to a singleton, we have @@ -485,7 +485,7 @@ impl State { // here we create the monte carlo estimate for the singleton view let mut tmp_asgns = { let seeds: Vec = (0..m).map(|_| rng.gen()).collect(); - self.create_tmp_assigns(n_views, draw_alpha, &seeds) + self.create_tmp_assigns(n_views, update_process_params, &seeds) }; tmp_asgns.iter().for_each(|(_, tmp_asgn)| { @@ -524,11 +524,11 @@ impl State { pub fn reassign_col_gibbs( &mut self, col_ix: usize, - draw_alpha: bool, + update_process_params: bool, rng: &mut R, ) -> f64 { let ftr = self.extract_ftr(col_ix); - self.insert_feature(ftr, draw_alpha, rng) + self.insert_feature(ftr, update_process_params, rng) } /// Reassign all columns using the Gibbs transition. @@ -546,7 +546,8 @@ impl State { if self.n_cols() == 1 { return; } - let draw_alpha = transitions + + let update_process_params = transitions .iter() .any(|&t| t == StateTransition::ViewPriorProcessParams); @@ -556,7 +557,7 @@ impl State { col_ixs.shuffle(rng); col_ixs.drain(..).for_each(|col_ix| { - self.reassign_col_gibbs(col_ix, draw_alpha, rng); + self.reassign_col_gibbs(col_ix, update_process_params, rng); }) } @@ -1266,7 +1267,10 @@ impl GewekeSummarize for State { None }, alpha: if settings.do_process_params_transition() { - Some(self.prior_process.alpha().unwrap()) + Some(match self.prior_process.process { + Process::Dirichlet(ref inner) => inner.alpha, + Process::PitmanYor(ref inner) => inner.alpha, + }) } else { None }, @@ -1553,9 +1557,15 @@ mod test { cols_always_flat = false; } - if !basically_one(state.prior_process.alpha().unwrap()) { + let alpha = match state.prior_process.process { + Process::Dirichlet(ref inner) => inner.alpha, + Process::PitmanYor(ref inner) => inner.alpha, + }; + + if !basically_one(alpha) { state_alpha_1 = false; } + // 2. Check the column priors for view in state.views.iter() { // Check the view assignment priors @@ -1563,8 +1573,12 @@ mod test { if view.asgn().asgn.iter().any(|&zi| zi != 0) { rows_always_flat = false; } + let view_alpha = match view.prior_process.process { + Process::Dirichlet(ref inner) => inner.alpha, + Process::PitmanYor(ref inner) => inner.alpha, + }; - if !basically_one(view.prior_process.alpha().unwrap()) { + if !basically_one(view_alpha) { view_alphas_1 = false; } } diff --git a/lace/lace_cc/src/view.rs b/lace/lace_cc/src/view.rs index 493d5ec3..f1ec2c20 100644 --- a/lace/lace_cc/src/view.rs +++ b/lace/lace_cc/src/view.rs @@ -824,7 +824,6 @@ impl View { } fn sams_merge(&mut self, i: usize, j: usize, rng: &mut R) { - use lace_stats::assignment::lpyp; use std::cmp::Ordering; let zi = self.asgn().asgn[i]; @@ -859,14 +858,8 @@ impl View { } }); - // FIXME: only works for CRP - let logp_mrg = self.logm(self.n_cats()) - + lpyp( - asgn.len(), - &asgn.counts, - self.prior_process.alpha().unwrap(), - self.prior_process.d().unwrap(), - ); + let logp_mrg = + self.logm(self.n_cats()) + self.prior_process.ln_f_partition(&asgn); self.drop_component(self.n_cats()); @@ -876,18 +869,11 @@ impl View { } fn sams_split(&mut self, i: usize, j: usize, rng: &mut R) { - use lace_stats::assignment::lpyp; - let zi = self.asgn().asgn[i]; // FIXME: only works for CRP - let logp_mrg = self.logm(zi) - + lpyp( - self.asgn().len(), - &self.asgn().counts, - self.prior_process.alpha().unwrap(), - self.prior_process.d().unwrap(), - ); + let logp_mrg = + self.logm(zi) + self.prior_process.ln_f_partition(self.asgn()); let (logp_spt, logq_spt, asgn_opt) = self.propose_split(i, j, false, rng); @@ -906,8 +892,6 @@ impl View { calc_reverse: bool, rng: &mut R, ) -> (f64, f64, Option) { - use lace_stats::assignment::lpyp; - let zi = self.asgn().asgn[i]; let zj = self.asgn().asgn[j]; @@ -968,12 +952,7 @@ impl View { let mut logp = self.logm(zi_tmp) + self.logm(zj_tmp); let asgn = if calc_reverse { - logp += lpyp( - self.asgn().len(), - &self.asgn().counts, - self.prior_process.alpha().unwrap(), - self.prior_process.d().unwrap(), - ); + logp += self.prior_process.ln_f_partition(self.asgn()); None } else { tmp_z.iter_mut().for_each(|z| { @@ -992,12 +971,7 @@ impl View { .unwrap() .asgn; - logp += lpyp( - asgn.len(), - &asgn.counts, - self.prior_process.alpha().unwrap(), - self.prior_process.d().unwrap(), - ); + logp += self.prior_process.ln_f_partition(&asgn); Some(asgn) }; @@ -1281,7 +1255,10 @@ impl GewekeSummarize for View { None }, alpha: if settings.do_process_params_transition() { - Some(self.prior_process.alpha().unwrap()) + Some(match self.prior_process.process { + Process::Dirichlet(ref inner) => inner.alpha, + Process::PitmanYor(ref inner) => inner.alpha, + }) } else { None }, diff --git a/lace/lace_cc/tests/enum_state.rs b/lace/lace_cc/tests/enum_state.rs index e464e0b6..36803ca5 100644 --- a/lace/lace_cc/tests/enum_state.rs +++ b/lace/lace_cc/tests/enum_state.rs @@ -20,7 +20,6 @@ use lace_cc::feature::{ColModel, FType, Feature}; use lace_cc::state::State; use lace_cc::transition::StateTransition; use lace_cc::view::{Builder, View}; -use lace_stats::assignment::lcrp; use lace_stats::prior_process::Builder as PriorProcessBuilder; use lace_stats::prior_process::{ Dirichlet, PitmanYor, PriorProcessT, PriorProcessType, Process, diff --git a/lace/lace_cc/tests/view_enum.rs b/lace/lace_cc/tests/view_enum.rs index 96109fdf..d723a73c 100644 --- a/lace/lace_cc/tests/view_enum.rs +++ b/lace/lace_cc/tests/view_enum.rs @@ -14,7 +14,6 @@ use lace_cc::alg::RowAssignAlg; use lace_cc::feature::{ColModel, FType, Feature}; use lace_cc::transition::ViewTransition; use lace_cc::view::{Builder, View}; -use lace_stats::assignment::{lcrp, lpyp}; use lace_stats::prior_process::Builder as PriorProcessBuilder; use lace_stats::prior_process::{Dirichlet, PitmanYor, Process}; use lace_stats::rv::dist::{Beta, Gamma}; @@ -70,11 +69,8 @@ fn calc_partition_ln_posterior( .build() .unwrap(); - let alpha = prior_process.alpha().unwrap(); - let d = prior_process.d().unwrap(); - // let ln_pz = lcrp(n, &prior_process.asgn.counts, alpha); - let ln_pz = lpyp(n, &prior_process.asgn.counts, alpha, d); + let ln_pz = prior_process.ln_f_partition(&prior_process.asgn); let view: View = Builder::from_prior_process(prior_process) .features(features.clone()) diff --git a/lace/lace_metadata/src/latest.rs b/lace/lace_metadata/src/latest.rs index c5d85767..7b91b5da 100644 --- a/lace/lace_metadata/src/latest.rs +++ b/lace/lace_metadata/src/latest.rs @@ -194,7 +194,7 @@ impl From for DatalessStateAndDiagnostics { fn from(state_and_diag: v1::DatalessStateAndDiagnostics) -> Self { Self { state: state_and_diag.state.into(), - diagnostics: state_and_diag.diagnostics.into(), + diagnostics: state_and_diag.diagnostics, } } } diff --git a/lace/lace_metadata/src/versions/v1.rs b/lace/lace_metadata/src/versions/v1.rs index 0f00b542..2ece9d22 100644 --- a/lace/lace_metadata/src/versions/v1.rs +++ b/lace/lace_metadata/src/versions/v1.rs @@ -1,10 +1,9 @@ use std::collections::BTreeMap; use lace_cc::component::ConjugateComponent; -use lace_cc::feature::{ColModel, Column, MissingNotAtRandom}; -use lace_cc::state::{State, StateDiagnostics}; +use lace_cc::feature::{ColModel, Column}; +use lace_cc::state::StateDiagnostics; use lace_cc::traits::{LaceDatum, LaceLikelihood, LacePrior, LaceStat}; -use lace_cc::view::View; use lace_data::{FeatureData, SparseContainer}; use lace_stats::prior::csd::CsdHyper; use lace_stats::prior::nix::NixHyper; @@ -19,7 +18,7 @@ use rand_xoshiro::Xoshiro256Plus; use serde::{de::DeserializeOwned, Deserialize, Serialize}; use std::sync::OnceLock; -use crate::{impl_metadata_version, to_from_newtype, MetadataVersion}; +use crate::{impl_metadata_version, MetadataVersion}; pub const METADATA_VERSION: i32 = 0; diff --git a/lace/lace_stats/src/assignment.rs b/lace/lace_stats/src/assignment.rs index 14579caf..0ee9d738 100644 --- a/lace/lace_stats/src/assignment.rs +++ b/lace/lace_stats/src/assignment.rs @@ -321,143 +321,6 @@ impl Assignment { } } -// /// Constructs `Assignment`s -// #[derive(Clone, Debug)] -// pub struct AssignmentBuilder { -// n: usize, -// asgn: Option>, -// prior_process: Option, -// seed: Option, -// } - -// #[derive(Debug, Error, PartialEq)] -// pub enum BuildAssignmentError { -// #[error("alpha is zero")] -// AlphaIsZero, -// #[error("non-finite alpha: {alpha}")] -// AlphaNotFinite { alpha: f64 }, -// #[error("assignment vector is empty")] -// EmptyAssignmentVec, -// #[error("there are {n_cats} categories but {n} data")] -// NLessThanNCats { n: usize, n_cats: usize }, -// #[error("invalid assignment: {0}")] -// AssignmentError(#[from] AssignmentError), -// } - -// impl AssignmentBuilder { -// /// Create a builder for `n`-length assignments -// /// -// /// # Arguments -// /// - n: the number of data/entries in the assignment -// pub fn new(n: usize) -> Self { -// AssignmentBuilder { -// n, -// asgn: None, -// prior_process: None, -// seed: None, -// } -// } - -// /// Initialize the builder from an assignment vector -// /// -// /// # Note: -// /// The validity of `asgn` will not be verified until `build` is called. -// pub fn from_vec(asgn: Vec) -> Self { -// AssignmentBuilder { -// n: asgn.len(), -// asgn: Some(asgn), -// prior_process: None, -// seed: None, -// } -// } - -// /// Add a prior on the `Crp` `alpha` parameter -// #[must_use] -// pub fn with_prior_process(mut self, process: Process) -> Self { -// self.prior_process = Some(process); -// self -// } - -// /// Set the RNG seed -// #[must_use] -// pub fn with_seed(mut self, seed: u64) -> Self { -// self.seed = Some(seed); -// self -// } - -// /// Set the RNG seed from another RNG -// #[must_use] -// pub fn seed_from_rng(mut self, rng: &mut R) -> Self { -// self.seed = Some(rng.next_u64()); -// self -// } - -// /// Use a *flat* assignment with one partition -// #[must_use] -// pub fn flat(mut self) -> Self { -// self.asgn = Some(vec![0; self.n]); -// self -// } - -// /// Use an assignment with `n_cats`, evenly populated partitions/categories -// pub fn with_n_cats( -// mut self, -// n_cats: usize, -// ) -> Result { -// if n_cats > self.n { -// Err(BuildAssignmentError::NLessThanNCats { n: self.n, n_cats }) -// } else { -// let asgn: Vec = (0..self.n).map(|i| i % n_cats).collect(); -// self.asgn = Some(asgn); -// Ok(self) -// } -// } - -// /// Build the assignment and consume the builder -// pub fn build(self) -> Result { -// use lace_stats::prior_process::{Dirichlet, PriorProcessT}; - -// let mut rng = self.seed.map_or_else( -// || Xoshiro256Plus::from_entropy(), -// Xoshiro256Plus::seed_from_u64, -// ); - -// let process = self.prior_process.unwrap_or_else(|| { -// Process::Dirichlet(Dirichlet::from_prior( -// lace_consts::general_alpha_prior(), -// &mut rng, -// )) -// }); - -// let n = self.n; -// let asgn = self -// .asgn -// .unwrap_or_else(|| process.draw_assignment(n, &mut rng).asgn); - -// let n_cats: usize = asgn.iter().max().map(|&m| m + 1).unwrap_or(0); -// let mut counts: Vec = vec![0; n_cats]; -// for z in &asgn { -// counts[*z] += 1; -// } - -// let asgn_out = Assignment { -// asgn, -// counts, -// n_cats, -// }; - -// if lace_stats::validate_assignment!(asgn_out) { -// Ok(asgn_out) -// } else { -// asgn_out -// .validate() -// .emit_error() -// .map_err(BuildAssignmentError::AssignmentError) -// .map(|_| asgn_out) -// } -// } -// } - pub fn lcrp(n: usize, cts: &[usize], alpha: f64) -> f64 { let k: f64 = cts.len() as f64; let gsum = cts.iter().fold(0.0, |acc, ct| { @@ -473,7 +336,7 @@ fn ln_py_bracket(x: f64, m: usize, alpha: f64) -> f64 { return 0.0; } (1..=m) - .map(|m_i| (x + (m_i as f64 - 1.0) * alpha).ln()) + .map(|m_i| (m_i as f64 - 1.0).mul_add(alpha, x).ln()) .sum::() } @@ -481,7 +344,7 @@ fn ln_py_bracket(x: f64, m: usize, alpha: f64) -> f64 { /// Pitman, Jim. "Exchangeable and partially exchangeable random partitions." /// Probability theory and related fields 102.2 (1995): 145-158. /// https://www.stat.berkeley.edu/~aldous/206-Exch/Papers/pitman95a.pdf -pub fn lpyp(n: usize, cts: &[usize], alpha: f64, d: f64) -> f64 { +pub fn lpyp(cts: &[usize], alpha: f64, d: f64) -> f64 { let k = cts.len(); let n = cts.iter().copied().sum::(); let term_a = ln_py_bracket(alpha + d, k - 1, d); @@ -490,16 +353,7 @@ pub fn lpyp(n: usize, cts: &[usize], alpha: f64, d: f64) -> f64 { .iter() .map(|&ct_i| ln_py_bracket(1.0 - d, ct_i - 1, 1.0)) .sum::(); - let ln_f = term_a - term_b + term_c; - - // if !ln_f.is_finite() { - // eprintln!("PYP:\na: {alpha}\nd: {d}\ncounts: {cts:?}"); - // eprintln!("ta: {term_a}"); - // eprintln!("tb: {term_b}"); - // eprintln!("tc: {term_c}"); - // } - - ln_f + term_a - term_b + term_c } #[cfg(test)] diff --git a/lace/lace_stats/src/prior_process.rs b/lace/lace_stats/src/prior_process.rs index dcdf8872..f60fa103 100644 --- a/lace/lace_stats/src/prior_process.rs +++ b/lace/lace_stats/src/prior_process.rs @@ -100,9 +100,9 @@ impl PriorProcessT for Dirichlet { let mut ps = vec![1.0, self.alpha]; let mut zs = vec![0; n]; - for i in 1..n { + for z in zs.iter_mut().take(n).skip(1) { let zi = pflip(&ps, 1, rng)[0]; - zs[i] = zi; + *z = zi; if zi < counts.len() { ps[zi] += 1.0; counts[zi] += 1; @@ -172,7 +172,7 @@ impl PriorProcessT for PitmanYor { } fn ln_singleton_weight(&self, n_cats: usize) -> f64 { - (self.alpha + self.d * (n_cats as f64)).ln() + self.d.mul_add(n_cats as f64, self.alpha).ln() } fn weight_vec( @@ -185,7 +185,7 @@ impl PriorProcessT for PitmanYor { asgn.counts.iter().map(|&ct| ct as f64 - self.d).collect(); let z = if append_new { - weights.push(self.alpha + self.d * asgn.n_cats as f64); + weights.push(self.d.mul_add(asgn.n_cats as f64, self.alpha)); asgn.len() as f64 + self.alpha } else { asgn.len() as f64 @@ -216,16 +216,16 @@ impl PriorProcessT for PitmanYor { let mut ps = vec![1.0 - self.d, self.alpha + self.d]; let mut zs = vec![0; n]; - for i in 1..n { + for z in zs.iter_mut().take(n).skip(1) { let zi = pflip(&ps, 1, rng)[0]; - zs[i] = zi; + *z = zi; if zi < counts.len() { ps[zi] += 1.0; counts[zi] += 1; } else { ps[zi] = 1.0 - self.d; counts.push(1); - ps.push(self.alpha + self.d * counts.len() as f64); + ps.push(self.d.mul_add(counts.len() as f64, self.alpha)); }; } @@ -238,11 +238,10 @@ impl PriorProcessT for PitmanYor { fn update_params(&mut self, asgn: &Assignment, rng: &mut R) -> f64 { let cts = &asgn.counts; - let n: usize = asgn.len(); // TODO: this is not the best way to do this. let ln_f_alpha = { let loglike = - |alpha: &f64| crate::assignment::lpyp(n, cts, *alpha, self.d); + |alpha: &f64| crate::assignment::lpyp(cts, *alpha, self.d); let prior_ref = &self.prior_alpha; let prior_draw = |rng: &mut R| prior_ref.draw(rng); let mh_result = @@ -253,7 +252,7 @@ impl PriorProcessT for PitmanYor { let ln_f_d = { let loglike = - |d: &f64| crate::assignment::lpyp(n, cts, self.alpha, *d); + |d: &f64| crate::assignment::lpyp(cts, self.alpha, *d); let prior_ref = &self.prior_d; let prior_draw = |rng: &mut R| prior_ref.draw(rng); let mh_result = @@ -271,7 +270,7 @@ impl PriorProcessT for PitmanYor { } fn ln_f_partition(&self, asgn: &Assignment) -> f64 { - crate::assignment::lpyp(asgn.len(), &asgn.counts, self.alpha, self.d) + crate::assignment::lpyp(&asgn.counts, self.alpha, self.d) } } @@ -386,20 +385,6 @@ impl PriorProcess { self.process.update_params(&self.asgn, rng) } - pub fn alpha(&self) -> Option { - match &self.process { - Process::Dirichlet(inner) => Some(inner.alpha), - Process::PitmanYor(inner) => Some(inner.alpha), - } - } - - pub fn d(&self) -> Option { - match &self.process { - Process::Dirichlet(inner) => Some(0.0), - Process::PitmanYor(inner) => Some(inner.d), - } - } - pub fn ln_f_partition(&self, asgn: &Assignment) -> f64 { self.process.ln_f_partition(asgn) } @@ -442,7 +427,7 @@ fn sb_slice_extend( loop { if d > 0.0 { let n_cats = weights.len() as f64; - beta.set_beta(alpha + d * n_cats).unwrap(); + beta.set_beta(d.mul_add(n_cats, alpha)).unwrap(); } let vk: f64 = beta.draw(&mut rng); @@ -565,7 +550,7 @@ impl Builder { let mut rng = self .seed - .map_or_else(|| StdRng::from_entropy(), StdRng::seed_from_u64); + .map_or_else(StdRng::from_entropy, StdRng::seed_from_u64); let process = self.process.unwrap_or_else(|| { Process::Dirichlet(Dirichlet::from_prior( diff --git a/lace/src/interface/oracle/mod.rs b/lace/src/interface/oracle/mod.rs index b9116ac7..042e66ef 100644 --- a/lace/src/interface/oracle/mod.rs +++ b/lace/src/interface/oracle/mod.rs @@ -139,7 +139,7 @@ impl Oracle { /// Convert an `Engine` into an `Oracle` pub fn from_engine(engine: Engine) -> Self { let data = { - let data_map = engine.states.get(0).unwrap().clone_data(); + let data_map = engine.states.first().unwrap().clone_data(); DataStore::new(data_map) }; diff --git a/pylace/lace/codebook.py b/pylace/lace/codebook.py index 39b5b188..1c590d47 100644 --- a/pylace/lace/codebook.py +++ b/pylace/lace/codebook.py @@ -289,7 +289,7 @@ def rename(self, name: str): codebook.codebook.rename(name) return codebook - def set_state_alpha_prior(self, prior_process: _lc.PriorProcess): + def set_state_prior_process(self, prior_process: _lc.PriorProcess): """ Return a copy of the codebook with a new state PriorProcess. From 272d56ae3852c997977e3dbfed0d5883ef310f0b Mon Sep 17 00:00:00 2001 From: Baxter Eaves Date: Mon, 18 Mar 2024 12:13:43 -0500 Subject: [PATCH 14/43] making progress on tests --- lace/lace_codebook/src/data.rs | 2 +- lace/lace_codebook/src/formats.rs | 7 +-- lace/lace_stats/src/assignment.rs | 72 +++++++++++++++------------- lace/src/interface/engine/builder.rs | 8 ++-- lace/src/interface/oracle/mod.rs | 6 +-- lace/tests/engine.rs | 2 +- lace/tests/feature.rs | 2 +- 7 files changed, 54 insertions(+), 45 deletions(-) diff --git a/lace/lace_codebook/src/data.rs b/lace/lace_codebook/src/data.rs index 45b344eb..c28746cd 100644 --- a/lace/lace_codebook/src/data.rs +++ b/lace/lace_codebook/src/data.rs @@ -505,7 +505,7 @@ mod test { let file = write_to_tempfile(&data); let codebook = - codebook_from_csv(file.path(), None, None, false).unwrap(); + codebook_from_csv(file.path(), None, None, None, false).unwrap(); assert_eq!(codebook.col_metadata.len(), 5); assert_eq!(codebook.row_names.len(), 5); diff --git a/lace/lace_codebook/src/formats.rs b/lace/lace_codebook/src/formats.rs index 5cb80b85..9f0e8150 100644 --- a/lace/lace_codebook/src/formats.rs +++ b/lace/lace_codebook/src/formats.rs @@ -1,5 +1,4 @@ use crate::ReadError; -use lace_stats::rv::dist::Gamma; use polars::prelude::{ CsvReader, DataFrame, IpcReader, JsonFormat, JsonReader, ParquetReader, SerReader, @@ -54,14 +53,16 @@ macro_rules! codebook_from_fn { pub fn $fn_name>( path: P, cat_cutoff: Option, - alpha_prior_opt: Option, + state_prior_process: Option<$crate::codebook::PriorProcess>, + view_prior_process: Option<$crate::codebook::PriorProcess>, no_hypers: bool, ) -> Result<$crate::codebook::Codebook, $crate::error::CodebookError> { let df = $reader(path).unwrap(); $crate::data::df_to_codebook( &df, cat_cutoff, - alpha_prior_opt, + state_prior_process, + view_prior_process, no_hypers, ) } diff --git a/lace/lace_stats/src/assignment.rs b/lace/lace_stats/src/assignment.rs index 0ee9d738..bc559eac 100644 --- a/lace/lace_stats/src/assignment.rs +++ b/lace/lace_stats/src/assignment.rs @@ -359,17 +359,17 @@ pub fn lpyp(cts: &[usize], alpha: f64, d: f64) -> f64 { #[cfg(test)] mod tests { use super::*; + use crate::prior_process::Builder as AssignmentBuilder; + use crate::prior_process::{Dirichlet, Process}; use crate::rv::dist::Gamma; use approx::*; #[test] fn zero_count_fails_validation() { let asgn = Assignment { - alpha: 1.0, asgn: vec![0, 0, 0, 0], counts: vec![0, 4], n_cats: 1, - prior: Gamma::new(1.0, 1.0).unwrap(), }; let diagnostic = asgn.validate(); @@ -388,11 +388,9 @@ mod tests { #[test] fn bad_counts_fails_validation() { let asgn = Assignment { - alpha: 1.0, asgn: vec![1, 1, 0, 0], counts: vec![2, 3], n_cats: 2, - prior: Gamma::new(1.0, 1.0).unwrap(), }; let diagnostic = asgn.validate(); @@ -411,11 +409,9 @@ mod tests { #[test] fn low_n_cats_fails_validation() { let asgn = Assignment { - alpha: 1.0, asgn: vec![1, 1, 0, 0], counts: vec![2, 2], n_cats: 1, - prior: Gamma::new(1.0, 1.0).unwrap(), }; let diagnostic = asgn.validate(); @@ -434,11 +430,9 @@ mod tests { #[test] fn high_n_cats_fails_validation() { let asgn = Assignment { - alpha: 1.0, asgn: vec![1, 1, 0, 0], counts: vec![2, 2], n_cats: 3, - prior: Gamma::new(1.0, 1.0).unwrap(), }; let diagnostic = asgn.validate(); @@ -457,11 +451,9 @@ mod tests { #[test] fn no_zero_cat_fails_validation() { let asgn = Assignment { - alpha: 1.0, asgn: vec![1, 1, 2, 2], counts: vec![2, 2], n_cats: 2, - prior: Gamma::new(1.0, 1.0).unwrap(), }; let diagnostic = asgn.validate(); @@ -483,29 +475,34 @@ mod tests { // do the test 100 times because it's random for _ in 0..100 { - let asgn = AssignmentBuilder::new(n).build().unwrap(); + let asgn = AssignmentBuilder::new(n).build().unwrap().asgn; assert!(asgn.validate().is_valid()); } } #[test] - fn from_prior_should_have_valid_alpha_and_proper_length() { + fn from_prior_process_should_have_valid_alpha_and_proper_length() { let n: usize = 50; + let mut rng = rand::thread_rng(); + let process = Process::Dirichlet(Dirichlet::from_prior( + Gamma::new(1.0, 1.0).unwrap(), + &mut rng, + )); let asgn = AssignmentBuilder::new(n) - .with_prior(Gamma::new(1.0, 1.0).unwrap()) + .with_process(process) .build() - .unwrap(); + .unwrap() + .asgn; assert!(!asgn.is_empty()); assert_eq!(asgn.len(), n); assert!(asgn.validate().is_valid()); - assert!(asgn.alpha > 0.0); } #[test] fn flat_partition_validation() { let n: usize = 50; - let asgn = AssignmentBuilder::new(n).flat().build().unwrap(); + let asgn = AssignmentBuilder::new(n).flat().build().unwrap().asgn; assert_eq!(asgn.n_cats, 1); assert_eq!(asgn.counts.len(), 1); @@ -516,7 +513,7 @@ mod tests { #[test] fn from_vec() { let z = vec![0, 1, 2, 0, 1, 0]; - let asgn = AssignmentBuilder::from_vec(z).build().unwrap(); + let asgn = AssignmentBuilder::from_vec(z).build().unwrap().asgn; assert_eq!(asgn.n_cats, 3); assert_eq!(asgn.counts[0], 3); assert_eq!(asgn.counts[1], 2); @@ -529,7 +526,8 @@ mod tests { .with_n_cats(5) .expect("Whoops!") .build() - .unwrap(); + .unwrap() + .asgn; assert!(asgn.validate().is_valid()); assert_eq!(asgn.n_cats, 5); assert_eq!(asgn.counts[0], 20); @@ -545,7 +543,8 @@ mod tests { .with_n_cats(5) .expect("Whoops!") .build() - .unwrap(); + .unwrap() + .asgn; assert!(asgn.validate().is_valid()); assert_eq!(asgn.n_cats, 5); assert_eq!(asgn.counts[0], 21); @@ -640,7 +639,7 @@ mod tests { #[test] fn unassign_non_singleton() { let z: Vec = vec![0, 1, 1, 1, 2, 2]; - let mut asgn = AssignmentBuilder::from_vec(z).build().unwrap(); + let mut asgn = AssignmentBuilder::from_vec(z).build().unwrap().asgn; assert_eq!(asgn.n_cats, 3); assert_eq!(asgn.counts, vec![1, 3, 2]); @@ -655,7 +654,7 @@ mod tests { #[test] fn unassign_singleton_low() { let z: Vec = vec![0, 1, 1, 1, 2, 2]; - let mut asgn = AssignmentBuilder::from_vec(z).build().unwrap(); + let mut asgn = AssignmentBuilder::from_vec(z).build().unwrap().asgn; assert_eq!(asgn.n_cats, 3); assert_eq!(asgn.counts, vec![1, 3, 2]); @@ -670,7 +669,7 @@ mod tests { #[test] fn unassign_singleton_high() { let z: Vec = vec![0, 0, 1, 1, 1, 2]; - let mut asgn = AssignmentBuilder::from_vec(z).build().unwrap(); + let mut asgn = AssignmentBuilder::from_vec(z).build().unwrap().asgn; assert_eq!(asgn.n_cats, 3); assert_eq!(asgn.counts, vec![2, 3, 1]); @@ -685,7 +684,7 @@ mod tests { #[test] fn unassign_singleton_middle() { let z: Vec = vec![0, 0, 1, 2, 2, 2]; - let mut asgn = AssignmentBuilder::from_vec(z).build().unwrap(); + let mut asgn = AssignmentBuilder::from_vec(z).build().unwrap().asgn; assert_eq!(asgn.n_cats, 3); assert_eq!(asgn.counts, vec![2, 1, 3]); @@ -700,7 +699,7 @@ mod tests { #[test] fn reassign_to_existing_cat() { let z: Vec = vec![0, 1, 1, 1, 2, 2]; - let mut asgn = AssignmentBuilder::from_vec(z).build().unwrap(); + let mut asgn = AssignmentBuilder::from_vec(z).build().unwrap().asgn; assert_eq!(asgn.n_cats, 3); assert_eq!(asgn.counts, vec![1, 3, 2]); @@ -721,7 +720,7 @@ mod tests { #[test] fn reassign_to_new_cat() { let z: Vec = vec![0, 1, 1, 1, 2, 2]; - let mut asgn = AssignmentBuilder::from_vec(z).build().unwrap(); + let mut asgn = AssignmentBuilder::from_vec(z).build().unwrap().asgn; assert_eq!(asgn.n_cats, 3); assert_eq!(asgn.counts, vec![1, 3, 2]); @@ -768,13 +767,22 @@ mod tests { #[test] fn from_rng_seed_control_works() { - let mut rng_1 = Xoshiro256Plus::seed_from_u64(17_834_795); - let mut rng_2 = Xoshiro256Plus::seed_from_u64(17_834_795); - let asgn_1 = - AssignmentBuilder::new(25).seed_from_rng(&mut rng_1).build(); - let asgn_2 = - AssignmentBuilder::new(25).seed_from_rng(&mut rng_2).build(); - let asgn_3 = AssignmentBuilder::new(25).build(); + use rand::rngs::SmallRng; + use rand::SeedableRng; + + let mut rng_1 = SmallRng::seed_from_u64(17_834_795); + let mut rng_2 = SmallRng::seed_from_u64(17_834_795); + let asgn_1 = AssignmentBuilder::new(25) + .seed_from_rng(&mut rng_1) + .build() + .unwrap() + .asgn; + let asgn_2 = AssignmentBuilder::new(25) + .seed_from_rng(&mut rng_2) + .build() + .unwrap() + .asgn; + let asgn_3 = AssignmentBuilder::new(25).build().unwrap().asgn; assert_eq!(asgn_1, asgn_2); assert_ne!(asgn_1, asgn_3); } diff --git a/lace/src/interface/engine/builder.rs b/lace/src/interface/engine/builder.rs index f8a8141e..3efa80c4 100644 --- a/lace/src/interface/engine/builder.rs +++ b/lace/src/interface/engine/builder.rs @@ -193,11 +193,11 @@ mod tests { for (state_1, state_2) in engine_1.states.iter().zip(engine_2.states.iter()) { - assert_eq!(&state_1.asgn, &state_2.asgn); + assert_eq!(state_1.asgn(), state_2.asgn()); for (view_1, view_2) in state_1.views.iter().zip(state_2.views.iter()) { - assert_eq!(&view_1.asgn, &view_2.asgn); + assert_eq!(view_1.asgn(), view_2.asgn()); } } @@ -208,11 +208,11 @@ mod tests { for (state_1, state_2) in engine_1.states.iter().zip(engine_2.states.iter()) { - assert_eq!(&state_1.asgn, &state_2.asgn); + assert_eq!(state_1.asgn(), state_2.asgn()); for (view_1, view_2) in state_1.views.iter().zip(state_2.views.iter()) { - assert_eq!(&view_1.asgn, &view_2.asgn); + assert_eq!(view_1.asgn(), view_2.asgn()); } } } diff --git a/lace/src/interface/oracle/mod.rs b/lace/src/interface/oracle/mod.rs index 042e66ef..82daec43 100644 --- a/lace/src/interface/oracle/mod.rs +++ b/lace/src/interface/oracle/mod.rs @@ -220,8 +220,8 @@ mod tests { fn dummy_codebook_from_state(state: &State) -> Codebook { Codebook { table_name: "my_table".into(), - state_alpha_prior: None, - view_alpha_prior: None, + state_prior_process: None, + view_prior_process: None, col_metadata: (0..state.n_cols()) .map(|ix| { let ftr = state.feature(ix); @@ -647,7 +647,7 @@ mod tests { // draw from appropriate component from that view let mut xs: Vec = Vec::with_capacity(col_ixs.len()); col_ixs.iter().for_each(|col_ix| { - let view_ix = state.asgn.asgn[*col_ix]; + let view_ix = state.asgn().asgn[*col_ix]; let k = cpnt_ixs[&view_ix]; let x = state.views[view_ix].ftrs[col_ix].draw(k, &mut rng); diff --git a/lace/tests/engine.rs b/lace/tests/engine.rs index e7f0e878..862f6666 100644 --- a/lace/tests/engine.rs +++ b/lace/tests/engine.rs @@ -55,7 +55,7 @@ fn loaded_engine_should_have_same_rng_state() { engine_2.run(5).unwrap(); for (s1, s2) in engine_1.states.iter().zip(engine_2.states.iter()) { - assert_eq!(s1.asgn.asgn, s2.asgn.asgn); + assert_eq!(s1.asgn.asgn(), s2.asgn.asgn()); } } diff --git a/lace/tests/feature.rs b/lace/tests/feature.rs index cf62ddc4..4f22fa06 100644 --- a/lace/tests/feature.rs +++ b/lace/tests/feature.rs @@ -3,10 +3,10 @@ extern crate approx; use std::f64::consts::LN_2; -use lace_cc::assignment::{Assignment, AssignmentBuilder}; use lace_cc::component::ConjugateComponent; use lace_cc::feature::{Column, Feature}; use lace_data::SparseContainer; +use lace_stats::assignment::{Assignment, Builder}; use lace_stats::prior::csd::CsdHyper; use lace_stats::prior::nix::NixHyper; use lace_stats::rv::dist::{ From 1e2e27a513f6d5c5ac07ec7abf6aeb841922c46b Mon Sep 17 00:00:00 2001 From: Baxter Eaves Date: Mon, 18 Mar 2024 13:54:33 -0500 Subject: [PATCH 15/43] lace_stats tests passing --- lace/lace_stats/src/assignment.rs | 118 ++++---------------------- lace/lace_stats/src/prior_process.rs | 122 +++++++++++++++++++++++++-- 2 files changed, 131 insertions(+), 109 deletions(-) diff --git a/lace/lace_stats/src/assignment.rs b/lace/lace_stats/src/assignment.rs index bc559eac..4807d8b2 100644 --- a/lace/lace_stats/src/assignment.rs +++ b/lace/lace_stats/src/assignment.rs @@ -299,11 +299,12 @@ impl Assignment { /// # Example /// /// ``` - /// # use lace_cc::assignment::AssignmentBuilder; + /// # use lace_stats::prior_process::Builder; /// - /// let mut assignment = AssignmentBuilder::from_vec(vec![0, 0, 1]) + /// let mut assignment = Builder::from_vec(vec![0, 0, 1]) /// .build() - /// .unwrap(); + /// .unwrap() + /// .asgn; /// /// assert_eq!(assignment.asgn, vec![0, 0, 1]); /// @@ -554,79 +555,6 @@ mod tests { assert_eq!(asgn.counts[4], 20); } - #[test] - fn dirvec_with_alpha_1() { - let asgn = AssignmentBuilder::from_vec(vec![0, 1, 2, 0, 1, 0]) - .with_alpha(1.0) - .build() - .unwrap(); - let dv = asgn.dirvec(false); - - assert_eq!(dv.len(), 3); - assert_relative_eq!(dv[0], 3.0, epsilon = 10E-10); - assert_relative_eq!(dv[1], 2.0, epsilon = 10E-10); - assert_relative_eq!(dv[2], 1.0, epsilon = 10E-10); - } - - #[test] - fn dirvec_with_alpha_15() { - let asgn = AssignmentBuilder::from_vec(vec![0, 1, 2, 0, 1, 0]) - .with_alpha(1.5) - .build() - .unwrap(); - let dv = asgn.dirvec(true); - - assert_eq!(dv.len(), 4); - assert_relative_eq!(dv[0], 3.0, epsilon = 10E-10); - assert_relative_eq!(dv[1], 2.0, epsilon = 10E-10); - assert_relative_eq!(dv[2], 1.0, epsilon = 10E-10); - assert_relative_eq!(dv[3], 1.5, epsilon = 10E-10); - } - - #[test] - fn log_dirvec_with_alpha_1() { - let asgn = AssignmentBuilder::from_vec(vec![0, 1, 2, 0, 1, 0]) - .with_alpha(1.0) - .build() - .unwrap(); - let ldv = asgn.log_dirvec(false); - - assert_eq!(ldv.len(), 3); - assert_relative_eq!(ldv[0], 3.0_f64.ln(), epsilon = 10E-10); - assert_relative_eq!(ldv[1], 2.0_f64.ln(), epsilon = 10E-10); - assert_relative_eq!(ldv[2], 1.0_f64.ln(), epsilon = 10E-10); - } - - #[test] - fn log_dirvec_with_alpha_15() { - let asgn = AssignmentBuilder::from_vec(vec![0, 1, 2, 0, 1, 0]) - .with_alpha(1.5) - .build() - .unwrap(); - - let ldv = asgn.log_dirvec(true); - - assert_eq!(ldv.len(), 4); - assert_relative_eq!(ldv[0], 3.0_f64.ln(), epsilon = 10E-10); - assert_relative_eq!(ldv[1], 2.0_f64.ln(), epsilon = 10E-10); - assert_relative_eq!(ldv[2], 1.0_f64.ln(), epsilon = 10E-10); - assert_relative_eq!(ldv[3], 1.5_f64.ln(), epsilon = 10E-10); - } - - #[test] - fn weights() { - let asgn = AssignmentBuilder::from_vec(vec![0, 1, 2, 0, 1, 0]) - .with_alpha(1.0) - .build() - .unwrap(); - let weights = asgn.weights(); - - assert_eq!(weights.len(), 3); - assert_relative_eq!(weights[0], 3.0 / 6.0, epsilon = 10E-10); - assert_relative_eq!(weights[1], 2.0 / 6.0, epsilon = 10E-10); - assert_relative_eq!(weights[2], 1.0 / 6.0, epsilon = 10E-10); - } - #[test] fn lcrp_all_ones() { let lcrp_1 = lcrp(4, &[1, 1, 1, 1], 1.0); @@ -738,29 +666,19 @@ mod tests { assert_eq!(asgn.asgn, vec![2, 0, 0, 0, 1, 1]); } - #[test] - fn dirvec_with_unassigned_entry() { - let z: Vec = vec![0, 1, 1, 1, 2, 2]; - let mut asgn = AssignmentBuilder::from_vec(z) - .with_alpha(1.0) - .build() - .unwrap(); - - asgn.unassign(5); - - let dv = asgn.dirvec(false); - - assert_eq!(dv.len(), 3); - assert_relative_eq!(dv[0], 1.0, epsilon = 10e-10); - assert_relative_eq!(dv[1], 3.0, epsilon = 10e-10); - assert_relative_eq!(dv[2], 1.0, epsilon = 10e-10); - } - #[test] fn manual_seed_control_works() { - let asgn_1 = AssignmentBuilder::new(25).with_seed(17_834_795).build(); - let asgn_2 = AssignmentBuilder::new(25).with_seed(17_834_795).build(); - let asgn_3 = AssignmentBuilder::new(25).build(); + let asgn_1 = AssignmentBuilder::new(50) + .with_seed(17_834_795) + .build() + .unwrap() + .asgn; + let asgn_2 = AssignmentBuilder::new(50) + .with_seed(17_834_795) + .build() + .unwrap() + .asgn; + let asgn_3 = AssignmentBuilder::new(50).build().unwrap().asgn; assert_eq!(asgn_1, asgn_2); assert_ne!(asgn_1, asgn_3); } @@ -772,17 +690,17 @@ mod tests { let mut rng_1 = SmallRng::seed_from_u64(17_834_795); let mut rng_2 = SmallRng::seed_from_u64(17_834_795); - let asgn_1 = AssignmentBuilder::new(25) + let asgn_1 = AssignmentBuilder::new(50) .seed_from_rng(&mut rng_1) .build() .unwrap() .asgn; - let asgn_2 = AssignmentBuilder::new(25) + let asgn_2 = AssignmentBuilder::new(50) .seed_from_rng(&mut rng_2) .build() .unwrap() .asgn; - let asgn_3 = AssignmentBuilder::new(25).build().unwrap().asgn; + let asgn_3 = AssignmentBuilder::new(50).build().unwrap().asgn; assert_eq!(asgn_1, asgn_2); assert_ne!(asgn_1, asgn_3); } diff --git a/lace/lace_stats/src/prior_process.rs b/lace/lace_stats/src/prior_process.rs index f60fa103..63b1df19 100644 --- a/lace/lace_stats/src/prior_process.rs +++ b/lace/lace_stats/src/prior_process.rs @@ -590,6 +590,7 @@ impl Builder { #[cfg(test)] mod tests { use super::*; + use approx::*; const TOL: f64 = 1E-12; @@ -610,15 +611,6 @@ mod tests { assert!(good); } - #[test] - fn should_return_error_for_zero_u_star() { - let mut rng = rand::thread_rng(); - let weights_in: Vec = vec![0.8, 0.2]; - let u_star = 0.0; - let res = sb_slice_extend(weights_in, 1.0, 0.0, u_star, &mut rng); - assert!(res.is_err()); - } - #[test] fn smoke() { let mut rng = rand::thread_rng(); @@ -628,4 +620,116 @@ mod tests { assert!(res.is_ok()); } } + + mod build { + use super::*; + + fn dir_process(alpha: f64) -> Process { + let inner = Dirichlet { + alpha, + prior: Gamma::default(), + }; + Process::Dirichlet(inner) + } + + #[test] + fn dirvec_with_alpha_1() { + let proc = Builder::from_vec(vec![0, 1, 2, 0, 1, 0]) + .with_process(dir_process(1.0)) + .build() + .unwrap(); + let dv = proc.weight_vec_unnormed(false); + + assert_eq!(dv.len(), 3); + assert_relative_eq!(dv[0], 3.0, epsilon = 10E-10); + assert_relative_eq!(dv[1], 2.0, epsilon = 10E-10); + assert_relative_eq!(dv[2], 1.0, epsilon = 10E-10); + } + + #[test] + fn dirvec_with_alpha_15() { + let proc = Builder::from_vec(vec![0, 1, 2, 0, 1, 0]) + .with_process(dir_process(1.5)) + .build() + .unwrap(); + let dv = proc.weight_vec_unnormed(true); + + assert_eq!(dv.len(), 4); + assert_relative_eq!(dv[0], 3.0, epsilon = 10E-10); + assert_relative_eq!(dv[1], 2.0, epsilon = 10E-10); + assert_relative_eq!(dv[2], 1.0, epsilon = 10E-10); + assert_relative_eq!(dv[3], 1.5, epsilon = 10E-10); + } + + #[test] + fn log_dirvec_with_alpha_1() { + let proc = Builder::from_vec(vec![0, 1, 2, 0, 1, 0]) + .with_process(dir_process(1.0)) + .build() + .unwrap(); + + let ldv = (0..3) + .map(|k| proc.process.ln_gibbs_weight(proc.asgn.counts[k])) + .collect::>(); + + assert_eq!(ldv.len(), 3); + assert_relative_eq!(ldv[0], 3.0_f64.ln(), epsilon = 10E-10); + assert_relative_eq!(ldv[1], 2.0_f64.ln(), epsilon = 10E-10); + assert_relative_eq!(ldv[2], 1.0_f64.ln(), epsilon = 10E-10); + } + + #[test] + fn log_dirvec_with_alpha_15() { + let proc = Builder::from_vec(vec![0, 1, 2, 0, 1, 0]) + .with_process(dir_process(1.5)) + .build() + .unwrap(); + + let ldv = (0..3) + .map(|k| proc.process.ln_gibbs_weight(proc.asgn.counts[k])) + .chain(std::iter::once_with(|| { + proc.process.ln_singleton_weight(3) + })) + .collect::>(); + + assert_eq!(ldv.len(), 4); + assert_relative_eq!(ldv[0], 3.0_f64.ln(), epsilon = 10E-10); + assert_relative_eq!(ldv[1], 2.0_f64.ln(), epsilon = 10E-10); + assert_relative_eq!(ldv[2], 1.0_f64.ln(), epsilon = 10E-10); + assert_relative_eq!(ldv[3], 1.5_f64.ln(), epsilon = 10E-10); + } + + #[test] + fn weights() { + let proc = Builder::from_vec(vec![0, 1, 2, 0, 1, 0]) + .with_process(dir_process(1.0)) + .build() + .unwrap(); + + let weights = proc.weight_vec(false); + + assert_eq!(weights.len(), 3); + assert_relative_eq!(weights[0], 3.0 / 6.0, epsilon = 10E-10); + assert_relative_eq!(weights[1], 2.0 / 6.0, epsilon = 10E-10); + assert_relative_eq!(weights[2], 1.0 / 6.0, epsilon = 10E-10); + } + + #[test] + fn dirvec_with_unassigned_entry() { + let z: Vec = vec![0, 1, 1, 1, 2, 2]; + let mut proc = Builder::from_vec(z) + .with_process(dir_process(1.0)) + .build() + .unwrap(); + + proc.asgn.unassign(5); + + let dv = proc.weight_vec_unnormed(false); + + assert_eq!(dv.len(), 3); + assert_relative_eq!(dv[0], 1.0, epsilon = 10e-10); + assert_relative_eq!(dv[1], 3.0, epsilon = 10e-10); + assert_relative_eq!(dv[2], 1.0, epsilon = 10e-10); + } + } } From c2d6f8b5fab13292e9e7ae97556e28f46263eeaf Mon Sep 17 00:00:00 2001 From: Baxter Eaves Date: Mon, 18 Mar 2024 14:01:13 -0500 Subject: [PATCH 16/43] lace_codebook tests passing --- lace/lace_codebook/examples/bench_csv.rs | 2 +- lace/lace_codebook/src/codebook.rs | 20 ++++++++++---------- lace/lace_codebook/src/lib.rs | 21 +++++++++++++-------- 3 files changed, 24 insertions(+), 19 deletions(-) diff --git a/lace/lace_codebook/examples/bench_csv.rs b/lace/lace_codebook/examples/bench_csv.rs index 274f7afd..e62ffb88 100644 --- a/lace/lace_codebook/examples/bench_csv.rs +++ b/lace/lace_codebook/examples/bench_csv.rs @@ -19,7 +19,7 @@ fn main() { // println!("t_old: {}s", t_old.as_secs_f64()); let now = Instant::now(); - let _codebook = csv_new(path, None, None, true); + let _codebook = csv_new(path, None, None, None, true); let t_new = now.elapsed(); println!("t_new: {}s", t_new.as_secs_f64()); diff --git a/lace/lace_codebook/src/codebook.rs b/lace/lace_codebook/src/codebook.rs index 393e87b7..43043c73 100644 --- a/lace/lace_codebook/src/codebook.rs +++ b/lace/lace_codebook/src/codebook.rs @@ -786,8 +786,8 @@ mod tests { !Categorical k: 2 value_map: !u8 2 - state_alpha_prior: ~ - view_alpha_prior: ~ + state_prior_process: ~ + view_prior_process: ~ comments: ~ row_names: - one @@ -819,8 +819,8 @@ mod tests { coltype: !Categorical k: 2 - state_alpha_prior: ~ - view_alpha_prior: ~ + state_prior_process: ~ + view_prior_process: ~ comments: ~ row_names: - one @@ -835,8 +835,8 @@ mod tests { fn serialize_metadata_list() { let codebook = Codebook { table_name: "my-table".into(), - state_alpha_prior: None, - view_alpha_prior: None, + state_prior_process: None, + view_prior_process: None, comments: None, row_names: RowNameList::new(), col_metadata: ColMetadataList::try_from(vec![ @@ -879,8 +879,8 @@ mod tests { let raw = indoc!( r#" table_name: my-table - state_alpha_prior: null - view_alpha_prior: null + state_prior_process: null + view_prior_process: null col_metadata: - name: one coltype: !Continuous @@ -916,8 +916,8 @@ mod tests { fn serialize_then_deserialize() { let codebook = Codebook { table_name: "my-table".into(), - state_alpha_prior: None, - view_alpha_prior: None, + state_prior_process: None, + view_prior_process: None, comments: None, row_names: RowNameList::new(), col_metadata: ColMetadataList::try_from(vec![ diff --git a/lace/lace_codebook/src/lib.rs b/lace/lace_codebook/src/lib.rs index c420b815..54d04969 100644 --- a/lace/lace_codebook/src/lib.rs +++ b/lace/lace_codebook/src/lib.rs @@ -17,14 +17,19 @@ //! let codebook_str = indoc!(" //! --- //! table_name: two column dataset -//! state_alpha_prior: -//! !Gamma -//! shape: 1.0 -//! rate: 1.0 -//! view_alpha_prior: -//! !Gamma -//! shape: 1.0 -//! rate: 1.0 +//! state_prior_process: +//! !dirichlet +//! alpha_prior: +//! shape: 1.0 +//! rate: 1.0 +//! view_prior_process: +//! !pitman_yor +//! alpha_prior: +//! shape: 1.0 +//! rate: 1.0 +//! d_prior: +//! alpha: 1.0 +//! beta: 2.0 //! col_metadata: //! - name: col_1 //! notes: first column with all fields filled in From 8f2bfc65e5c32fc09e0d90c73c14b6ef457aaca5 Mon Sep 17 00:00:00 2001 From: Baxter Eaves Date: Mon, 18 Mar 2024 14:17:44 -0500 Subject: [PATCH 17/43] lace tests compile; don't pass --- lace/examples/column_geweke.rs | 3 ++- lace/tests/engine.rs | 18 +++++++++--------- lace/tests/feature.rs | 29 ++++++++++++----------------- lace/tests/oracle.rs | 17 +++++++++-------- lace/tests/streaming_insert.rs | 5 ++--- 5 files changed, 34 insertions(+), 38 deletions(-) diff --git a/lace/examples/column_geweke.rs b/lace/examples/column_geweke.rs index 1759ac7b..10d3add4 100644 --- a/lace/examples/column_geweke.rs +++ b/lace/examples/column_geweke.rs @@ -1,5 +1,6 @@ use lace::prelude::*; use lace_geweke::*; +use lace_stats::prior_process::Builder as AssignmentBuilder; use lace_stats::rv::dist::{ Categorical, Gaussian, NormalInvChiSquared, SymmetricDirichlet, }; @@ -18,7 +19,7 @@ fn main() { ViewTransition::PriorProcessParams, ViewTransition::RowAssignment(RowAssignAlg::Slice), ]; - let asgn = AssignmentBuilder::new(10).flat().build().unwrap(); + let asgn = AssignmentBuilder::new(10).flat().build().unwrap().asgn; let settings = ColumnGewekeSettings::new(asgn, transitions); diff --git a/lace/tests/engine.rs b/lace/tests/engine.rs index 862f6666..5534342d 100644 --- a/lace/tests/engine.rs +++ b/lace/tests/engine.rs @@ -55,7 +55,7 @@ fn loaded_engine_should_have_same_rng_state() { engine_2.run(5).unwrap(); for (s1, s2) in engine_1.states.iter().zip(engine_2.states.iter()) { - assert_eq!(s1.asgn.asgn(), s2.asgn.asgn()); + assert_eq!(s1.asgn().asgn, s2.asgn().asgn); } } @@ -152,7 +152,7 @@ fn run_engine_after_flatten_cols_smoke_test() { engine.run(1).unwrap(); } -mod contructor { +mod constructor { use super::*; use lace::error::{DataParseError, NewEngineError}; use lace_codebook::{ColMetadata, ColType}; @@ -1754,8 +1754,8 @@ mod insert_data { EngineUpdateConfig { n_iters: 2, transitions: vec![ - StateTransition::StateAlpha, - StateTransition::ViewAlphas, + StateTransition::StatePriorProcessParams, + StateTransition::ViewPriorProcessParams, StateTransition::ComponentParams, StateTransition::FeaturePriors, StateTransition::RowAssignment( @@ -2147,9 +2147,9 @@ mod insert_data { n_iters: 2, transitions: vec![ StateTransition::ColumnAssignment($col_kernel), - StateTransition::StateAlpha, + StateTransition::StatePriorProcessParams, StateTransition::RowAssignment($row_kernel), - StateTransition::ViewAlphas, + StateTransition::ViewPriorProcessParams, StateTransition::FeaturePriors, ], ..Default::default() @@ -2635,14 +2635,14 @@ mod prior_in_codebook { use std::convert::TryInto; use std::io::Write; - // Generate a two-column codebook ('x' and 'y'). The x column will alyways + // Generate a two-column codebook ('x' and 'y'). The x column will always // have a hyper for the x column, but will have a prior defined if set_prior // is true. The y column will have neither a prior or hyper defined. fn gen_codebook(n_rows: usize, set_prior: bool) -> Codebook { Codebook { table_name: String::from("table"), - state_alpha_prior: Some(Gamma::default()), - view_alpha_prior: Some(Gamma::default()), + state_prior_process: None, + view_prior_process: None, col_metadata: { let mut col_metadata = ColMetadataList::new(vec![]).unwrap(); col_metadata diff --git a/lace/tests/feature.rs b/lace/tests/feature.rs index 4f22fa06..fa38a6da 100644 --- a/lace/tests/feature.rs +++ b/lace/tests/feature.rs @@ -6,11 +6,12 @@ use std::f64::consts::LN_2; use lace_cc::component::ConjugateComponent; use lace_cc::feature::{Column, Feature}; use lace_data::SparseContainer; -use lace_stats::assignment::{Assignment, Builder}; +use lace_stats::assignment::Assignment; use lace_stats::prior::csd::CsdHyper; use lace_stats::prior::nix::NixHyper; +use lace_stats::prior_process::Builder as AssignmentBuilder; use lace_stats::rv::dist::{ - Categorical, Gamma, Gaussian, NormalInvChiSquared, SymmetricDirichlet, + Categorical, Gaussian, NormalInvChiSquared, SymmetricDirichlet, }; use lace_stats::rv::traits::Rv; use rand::Rng; @@ -67,7 +68,7 @@ fn three_component_column() -> GaussCol { #[test] fn feature_with_flat_assign_should_have_one_component() { let mut rng = rand::thread_rng(); - let asgn = AssignmentBuilder::new(5).flat().build().unwrap(); + let asgn = AssignmentBuilder::new(5).flat().build().unwrap().asgn; let col = gauss_fixture(&mut rng, &asgn); @@ -78,7 +79,7 @@ fn feature_with_flat_assign_should_have_one_component() { fn feature_with_random_assign_should_have_k_component() { let mut rng = rand::thread_rng(); for _ in 0..50 { - let asgn = AssignmentBuilder::new(5).build().unwrap(); + let asgn = AssignmentBuilder::new(5).build().unwrap().asgn; let col = gauss_fixture(&mut rng, &asgn); assert_eq!(col.components.len(), asgn.n_cats); @@ -90,7 +91,7 @@ fn feature_with_random_assign_should_have_k_component() { #[test] fn append_empty_component_appends_one() { let mut rng = rand::thread_rng(); - let asgn = AssignmentBuilder::new(5).flat().build().unwrap(); + let asgn = AssignmentBuilder::new(5).flat().build().unwrap().asgn; let mut col = gauss_fixture(&mut rng, &asgn); assert_eq!(col.components.len(), 1); @@ -103,13 +104,11 @@ fn append_empty_component_appends_one() { #[test] fn reassign_to_more_components() { let mut rng = rand::thread_rng(); - let asgn_a = AssignmentBuilder::new(5).flat().build().unwrap(); + let asgn_a = AssignmentBuilder::new(5).flat().build().unwrap().asgn; let asgn_b = Assignment { - alpha: 1.0, asgn: vec![0, 0, 0, 1, 1], counts: vec![3, 2], n_cats: 2, - prior: Gamma::new(1.0, 1.0).unwrap(), }; let mut col = gauss_fixture(&mut rng, &asgn_a); @@ -237,13 +236,11 @@ fn gauss_accum_scores_2_cats_no_missing() { #[test] fn asgn_score_under_asgn_gaussian_magnitude() { let mut rng = rand::thread_rng(); - let asgn_a = AssignmentBuilder::new(5).flat().build().unwrap(); + let asgn_a = AssignmentBuilder::new(5).flat().build().unwrap().asgn; let asgn_b = Assignment { - alpha: 1.0, asgn: vec![0, 0, 0, 1, 1], counts: vec![3, 2], n_cats: 2, - prior: Gamma::new(1.0, 1.0).unwrap(), }; let col = gauss_fixture(&mut rng, &asgn_a); @@ -339,13 +336,11 @@ fn cat_u8_accum_scores_2_cats_no_missing() { #[test] fn asgn_score_under_asgn_cat_u8_magnitude() { let mut rng = rand::thread_rng(); - let asgn_a = AssignmentBuilder::new(5).flat().build().unwrap(); + let asgn_a = AssignmentBuilder::new(5).flat().build().unwrap().asgn; let asgn_b = Assignment { - alpha: 1.0, asgn: vec![0, 1, 1, 0, 1], counts: vec![2, 3], n_cats: 2, - prior: Gamma::new(1.0, 1.0).unwrap(), }; let col = categorical_fixture_u8(&mut rng, &asgn_a); @@ -364,9 +359,9 @@ fn asgn_score_under_asgn_cat_u8_magnitude() { // Gaussian // -------- #[test] -fn update_componet_params_should_draw_different_values_for_gaussian() { +fn update_component_params_should_draw_different_values_for_gaussian() { let mut rng = rand::thread_rng(); - let asgn = AssignmentBuilder::new(5).flat().build().unwrap(); + let asgn = AssignmentBuilder::new(5).flat().build().unwrap().asgn; let mut col = gauss_fixture(&mut rng, &asgn); let cpnt_a = col.components[0].clone(); @@ -390,7 +385,7 @@ fn asgn_score_should_be_the_same_as_score_given_current_asgn() { let mut col = Column::new(0, data, prior, hyper.clone()); - let asgn = AssignmentBuilder::new(n).flat().build().unwrap(); + let asgn = AssignmentBuilder::new(n).flat().build().unwrap().asgn; let asgn_score = col.asgn_score(&asgn); col.reassign(&asgn, &mut rng); diff --git a/lace/tests/oracle.rs b/lace/tests/oracle.rs index 1a1954f1..b024057b 100644 --- a/lace/tests/oracle.rs +++ b/lace/tests/oracle.rs @@ -35,12 +35,13 @@ fn gen_all_gauss_state( for i in 0..n_cols { ftrs.push(gen_col(i, n_rows, &mut rng)); } - State::from_prior( - ftrs, - Gamma::new(1.0, 1.0).unwrap(), - Gamma::new(1.0, 1.0).unwrap(), - &mut rng, - ) + let process = lace_stats::prior_process::Process::Dirichlet( + lace_stats::prior_process::Dirichlet::from_prior( + Gamma::default(), + &mut rng, + ), + ); + State::from_prior(ftrs, process.clone(), process, &mut rng) } fn load_states>(filenames: Vec

) -> Vec { @@ -63,8 +64,8 @@ fn dummy_codebook_from_state(state: &State) -> Codebook { Codebook { table_name: "my_table".into(), - state_alpha_prior: None, - view_alpha_prior: None, + state_prior_process: None, + view_prior_process: None, col_metadata: (0..state.n_cols()) .map(|ix| { let ftr = state.feature(ix); diff --git a/lace/tests/streaming_insert.rs b/lace/tests/streaming_insert.rs index 458bd86a..85e61299 100644 --- a/lace/tests/streaming_insert.rs +++ b/lace/tests/streaming_insert.rs @@ -6,7 +6,6 @@ use lace_codebook::{Codebook, ColMetadata, ColType}; use lace_data::Datum; use lace_stats::prior::nix::NixHyper; -use lace_stats::rv::dist::Gamma; use rand::{Rng, SeedableRng}; use rand_xoshiro::Xoshiro256Plus; @@ -63,8 +62,8 @@ fn gen_engine() -> Engine { let codebook = Codebook { table_name: "table".into(), - state_alpha_prior: Some(Gamma::default()), - view_alpha_prior: Some(Gamma::default()), + state_prior_process: None, + view_prior_process: None, col_metadata: (0..14) .map(|i| ColMetadata { name: format!("{}", i), From 80d38c011e78a916609d346378a81e3279bdab05 Mon Sep 17 00:00:00 2001 From: Baxter Eaves Date: Mon, 18 Mar 2024 16:04:01 -0500 Subject: [PATCH 18/43] lace tests passing Still need - Metadata conversion tests - Pitman-Yor correctness tests --- cli/resources/datasets/animals/codebook.yaml | 16 +-- .../datasets/satellites/codebook.yaml | 16 +-- lace/lace_cc/src/feature/column.rs | 4 +- lace/lace_cc/src/state.rs | 4 +- lace/lace_cc/src/view.rs | 6 +- lace/lace_cc/tests/enum.rs | 2 +- lace/lace_cc/tests/enum_state.rs | 10 +- lace/lace_cc/tests/view_enum.rs | 6 +- lace/lace_metadata/src/latest.rs | 2 +- lace/lace_stats/src/prior_process.rs | 43 ++++---- lace/resources/datasets/animals/codebook.yaml | 16 +-- .../datasets/satellites/codebook.yaml | 16 +-- .../test/entropy/entropy-state-1.yaml | 92 +++++++++--------- .../test/entropy/entropy-state-2.yaml | 90 ++++++++--------- lace/resources/test/single-categorical.yaml | 63 ++++++------ lace/resources/test/single-continuous.yaml | 68 ++++++------- lace/resources/test/single-count.yaml | 63 ++++++------ lace/resources/test/small/small-state-1.yaml | 90 ++++++++--------- lace/resources/test/small/small-state-2.yaml | 97 +++++++++---------- lace/resources/test/small/small-state-3.yaml | 69 +++++++------ .../test/spread-out-continuous-modes.yaml | 64 ++++++------ 21 files changed, 426 insertions(+), 411 deletions(-) diff --git a/cli/resources/datasets/animals/codebook.yaml b/cli/resources/datasets/animals/codebook.yaml index 9d856418..2c1463b3 100644 --- a/cli/resources/datasets/animals/codebook.yaml +++ b/cli/resources/datasets/animals/codebook.yaml @@ -1,10 +1,12 @@ -table_name: my_table -state_alpha_prior: - shape: 1.0 - rate: 1.0 -view_alpha_prior: - shape: 1.0 - rate: 1.0 +table_name: animals +state_prior_process: !dirichlet + alpha_prior: + shape: 1.0 + rate: 1.0 +view_prior_process: !dirichlet + alpha_prior: + shape: 1.0 + rate: 1.0 col_metadata: - name: black coltype: !Categorical diff --git a/cli/resources/datasets/satellites/codebook.yaml b/cli/resources/datasets/satellites/codebook.yaml index 7e750b04..5d7c2390 100644 --- a/cli/resources/datasets/satellites/codebook.yaml +++ b/cli/resources/datasets/satellites/codebook.yaml @@ -1,10 +1,12 @@ -table_name: my_table -state_alpha_prior: - shape: 1.0 - rate: 1.0 -view_alpha_prior: - shape: 1.0 - rate: 1.0 +table_name: satellites +state_prior_process: !dirichlet + alpha_prior: + shape: 1.0 + rate: 1.0 +view_prior_process: !dirichlet + alpha_prior: + shape: 1.0 + rate: 1.0 col_metadata: - name: Country_of_Operator coltype: !Categorical diff --git a/lace/lace_cc/src/feature/column.rs b/lace/lace_cc/src/feature/column.rs index fd33e203..0082fdbe 100644 --- a/lace/lace_cc/src/feature/column.rs +++ b/lace/lace_cc/src/feature/column.rs @@ -722,7 +722,7 @@ mod tests { let asgn = Builder::new(5) .with_process(Process::Dirichlet(Dirichlet { alpha: 1.0, - prior: Gamma::default(), + alpha_prior: Gamma::default(), })) .flat() .build() @@ -743,7 +743,7 @@ mod tests { let asgn = Builder::new(5) .with_process(Process::Dirichlet(Dirichlet { alpha: 1.0, - prior: Gamma::default(), + alpha_prior: Gamma::default(), })) .flat() .build() diff --git a/lace/lace_cc/src/state.rs b/lace/lace_cc/src/state.rs index 6041fd8e..baddd2dc 100644 --- a/lace/lace_cc/src/state.rs +++ b/lace/lace_cc/src/state.rs @@ -1331,7 +1331,7 @@ impl GewekeModel for State { )) } else { Process::Dirichlet(PDirichlet { - prior: geweke_alpha_prior(), + alpha_prior: geweke_alpha_prior(), alpha: 1.0, }) }; @@ -1364,7 +1364,7 @@ impl GewekeModel for State { )) } else { Process::Dirichlet(PDirichlet { - prior: geweke_alpha_prior(), + alpha_prior: geweke_alpha_prior(), alpha: 1.0, }) }; diff --git a/lace/lace_cc/src/view.rs b/lace/lace_cc/src/view.rs index f1ec2c20..232c9a16 100644 --- a/lace/lace_cc/src/view.rs +++ b/lace/lace_cc/src/view.rs @@ -1089,7 +1089,7 @@ fn view_geweke_asgn( } else { Dirichlet { alpha: 1.0, - prior: geweke_alpha_prior(), + alpha_prior: geweke_alpha_prior(), } }; Process::Dirichlet(inner) @@ -1107,8 +1107,8 @@ fn view_geweke_asgn( PitmanYor { alpha: 1.0, d: 0.2, - prior_alpha: geweke_alpha_prior(), - prior_d: Beta::jeffreys(), + alpha_prior: geweke_alpha_prior(), + d_prior: Beta::jeffreys(), } }; Process::PitmanYor(inner) diff --git a/lace/lace_cc/tests/enum.rs b/lace/lace_cc/tests/enum.rs index 2f260a13..e8a4b00f 100644 --- a/lace/lace_cc/tests/enum.rs +++ b/lace/lace_cc/tests/enum.rs @@ -12,7 +12,7 @@ mod partition { fn crp_draw(n: usize, alpha: f64, rng: &mut R) -> Assignment { let process = Dirichlet { - prior: Gamma::default(), // doesn't matter here, + alpha_prior: Gamma::default(), // doesn't matter here, alpha, }; process.draw_assignment(n, rng) diff --git a/lace/lace_cc/tests/enum_state.rs b/lace/lace_cc/tests/enum_state.rs index 36803ca5..1909ef36 100644 --- a/lace/lace_cc/tests/enum_state.rs +++ b/lace/lace_cc/tests/enum_state.rs @@ -93,7 +93,7 @@ fn state_from_partition( .map(|zr| { let process = Process::Dirichlet(Dirichlet { alpha: 1.0, - prior: Gamma::default(), + alpha_prior: Gamma::default(), }); // NOTE: We don't need seed control here because both alpha and the @@ -120,7 +120,7 @@ fn state_from_partition( PriorProcessBuilder::from_vec(partition.col_partition.clone()) .with_process(Process::Dirichlet(Dirichlet { alpha: 1.0, - prior: Gamma::default(), + alpha_prior: Gamma::default(), })) .seed_from_rng(&mut rng) .build() @@ -133,13 +133,13 @@ fn emit_process(proc_type: PriorProcessType) -> Process { match proc_type { PriorProcessType::Dirichlet => Process::Dirichlet(Dirichlet { alpha: 1.0, - prior: Gamma::default(), + alpha_prior: Gamma::default(), }), PriorProcessType::PitmanYor => Process::PitmanYor(PitmanYor { alpha: 1.2, d: 0.2, - prior_alpha: Gamma::default(), - prior_d: Beta::jeffreys(), + alpha_prior: Gamma::default(), + d_prior: Beta::jeffreys(), }), } } diff --git a/lace/lace_cc/tests/view_enum.rs b/lace/lace_cc/tests/view_enum.rs index d723a73c..ff773c56 100644 --- a/lace/lace_cc/tests/view_enum.rs +++ b/lace/lace_cc/tests/view_enum.rs @@ -32,13 +32,13 @@ impl From for Process { match proc { ProcessType::Dirichlet => Process::Dirichlet(Dirichlet { alpha: 1.0, - prior: Gamma::default(), + alpha_prior: Gamma::default(), }), ProcessType::PitmanYor => Process::PitmanYor(PitmanYor { alpha: 1.2, d: 0.2, - prior_alpha: Gamma::default(), - prior_d: Beta::jeffreys(), + alpha_prior: Gamma::default(), + d_prior: Beta::jeffreys(), }), } } diff --git a/lace/lace_metadata/src/latest.rs b/lace/lace_metadata/src/latest.rs index 7b91b5da..a00bcb61 100644 --- a/lace/lace_metadata/src/latest.rs +++ b/lace/lace_metadata/src/latest.rs @@ -158,7 +158,7 @@ impl From for PriorProcess { }, process: Process::Dirichlet(lace_stats::prior_process::Dirichlet { alpha: asgn.alpha, - prior: asgn.prior, + alpha_prior: asgn.prior, }), } } diff --git a/lace/lace_stats/src/prior_process.rs b/lace/lace_stats/src/prior_process.rs index 63b1df19..a8dc5226 100644 --- a/lace/lace_stats/src/prior_process.rs +++ b/lace/lace_stats/src/prior_process.rs @@ -37,16 +37,17 @@ pub trait PriorProcessT { } #[derive(Clone, Debug, Serialize, Deserialize, PartialEq)] +#[serde(rename = "snake_case")] pub struct Dirichlet { pub alpha: f64, - pub prior: Gamma, + pub alpha_prior: Gamma, } impl Dirichlet { - pub fn from_prior(prior: Gamma, rng: &mut R) -> Self { + pub fn from_prior(alpha_prior: Gamma, rng: &mut R) -> Self { Self { - alpha: prior.draw(rng), - prior, + alpha: alpha_prior.draw(rng), + alpha_prior, } } } @@ -126,7 +127,7 @@ impl PriorProcessT for Dirichlet { let cts = &asgn.counts; let n: usize = asgn.len(); let loglike = |alpha: &f64| crate::assignment::lcrp(n, cts, *alpha); - let prior_ref = &self.prior; + let prior_ref = &self.alpha_prior; let prior_draw = |rng: &mut R| prior_ref.draw(rng); let mh_result = crate::mh::mh_prior(self.alpha, loglike, prior_draw, 100, rng); @@ -135,7 +136,7 @@ impl PriorProcessT for Dirichlet { } fn reset_params(&mut self, rng: &mut R) { - self.alpha = self.prior.draw(rng); + self.alpha = self.alpha_prior.draw(rng); } fn ln_f_partition(&self, asgn: &Assignment) -> f64 { @@ -144,24 +145,25 @@ impl PriorProcessT for Dirichlet { } #[derive(Clone, Debug, Serialize, Deserialize, PartialEq)] +#[serde(rename = "snake_case")] pub struct PitmanYor { pub alpha: f64, pub d: f64, - pub prior_alpha: Gamma, - pub prior_d: Beta, + pub alpha_prior: Gamma, + pub d_prior: Beta, } impl PitmanYor { pub fn from_prior( - prior_alpha: Gamma, - prior_d: Beta, + alpha_prior: Gamma, + d_prior: Beta, rng: &mut R, ) -> Self { Self { - alpha: prior_alpha.draw(rng), - d: prior_d.draw(rng), - prior_alpha, - prior_d, + alpha: alpha_prior.draw(rng), + d: d_prior.draw(rng), + alpha_prior, + d_prior, } } } @@ -242,7 +244,7 @@ impl PriorProcessT for PitmanYor { let ln_f_alpha = { let loglike = |alpha: &f64| crate::assignment::lpyp(cts, *alpha, self.d); - let prior_ref = &self.prior_alpha; + let prior_ref = &self.alpha_prior; let prior_draw = |rng: &mut R| prior_ref.draw(rng); let mh_result = crate::mh::mh_prior(self.alpha, loglike, prior_draw, 100, rng); @@ -253,7 +255,7 @@ impl PriorProcessT for PitmanYor { let ln_f_d = { let loglike = |d: &f64| crate::assignment::lpyp(cts, self.alpha, *d); - let prior_ref = &self.prior_d; + let prior_ref = &self.d_prior; let prior_draw = |rng: &mut R| prior_ref.draw(rng); let mh_result = crate::mh::mh_prior(self.d, loglike, prior_draw, 100, rng); @@ -265,8 +267,8 @@ impl PriorProcessT for PitmanYor { } fn reset_params(&mut self, rng: &mut R) { - self.alpha = self.prior_alpha.draw(rng); - self.d = self.prior_d.draw(rng); + self.alpha = self.alpha_prior.draw(rng); + self.d = self.d_prior.draw(rng); } fn ln_f_partition(&self, asgn: &Assignment) -> f64 { @@ -275,6 +277,7 @@ impl PriorProcessT for PitmanYor { } #[derive(Clone, Debug, Serialize, Deserialize, PartialEq)] +#[serde(rename_all = "snake_case")] pub enum Process { Dirichlet(Dirichlet), PitmanYor(PitmanYor), @@ -352,7 +355,7 @@ impl Default for Process { fn default() -> Self { Self::Dirichlet(Dirichlet { alpha: 1.0, - prior: lace_consts::general_alpha_prior(), + alpha_prior: lace_consts::general_alpha_prior(), }) } } @@ -627,7 +630,7 @@ mod tests { fn dir_process(alpha: f64) -> Process { let inner = Dirichlet { alpha, - prior: Gamma::default(), + alpha_prior: Gamma::default(), }; Process::Dirichlet(inner) } diff --git a/lace/resources/datasets/animals/codebook.yaml b/lace/resources/datasets/animals/codebook.yaml index 9d856418..2c1463b3 100644 --- a/lace/resources/datasets/animals/codebook.yaml +++ b/lace/resources/datasets/animals/codebook.yaml @@ -1,10 +1,12 @@ -table_name: my_table -state_alpha_prior: - shape: 1.0 - rate: 1.0 -view_alpha_prior: - shape: 1.0 - rate: 1.0 +table_name: animals +state_prior_process: !dirichlet + alpha_prior: + shape: 1.0 + rate: 1.0 +view_prior_process: !dirichlet + alpha_prior: + shape: 1.0 + rate: 1.0 col_metadata: - name: black coltype: !Categorical diff --git a/lace/resources/datasets/satellites/codebook.yaml b/lace/resources/datasets/satellites/codebook.yaml index 7e750b04..5d7c2390 100644 --- a/lace/resources/datasets/satellites/codebook.yaml +++ b/lace/resources/datasets/satellites/codebook.yaml @@ -1,10 +1,12 @@ -table_name: my_table -state_alpha_prior: - shape: 1.0 - rate: 1.0 -view_alpha_prior: - shape: 1.0 - rate: 1.0 +table_name: satellites +state_prior_process: !dirichlet + alpha_prior: + shape: 1.0 + rate: 1.0 +view_prior_process: !dirichlet + alpha_prior: + shape: 1.0 + rate: 1.0 col_metadata: - name: Country_of_Operator coltype: !Categorical diff --git a/lace/resources/test/entropy/entropy-state-1.yaml b/lace/resources/test/entropy/entropy-state-1.yaml index 86f1aa06..fef3b3ea 100644 --- a/lace/resources/test/entropy/entropy-state-1.yaml +++ b/lace/resources/test/entropy/entropy-state-1.yaml @@ -1,16 +1,14 @@ --- -loglike: 0.0 +score: + ln_likelihood: 0.0 + ln_prior: 0.0 + ln_state_prior_process: 0.0 + ln_view_prior_process: 0.0 diagnostics: loglike: - 0.0 - nviews: - - 2 - state_alpha: - - 1.0 -view_alpha_prior: - !Gamma - shape: 1.0 - rate: 1.0 + logprior: + - 0.0 views: - ftrs: 0: @@ -90,19 +88,20 @@ views: scale: 1.0 data: n: 0 - asgn: - alpha: 1 + prior_process: asgn: - - 0 - - 0 - - 1 - - 1 - counts: - - 2 - - 2 - n_cats: 2 - prior: - !Gamma + asgn: + - 0 + - 0 + - 1 + - 1 + counts: + - 2 + - 2 + n_cats: 2 + process: !dirichlet + alpha: 1 + alpha_prior: shape: 1.0 rate: 1.0 weights: @@ -179,38 +178,41 @@ views: scale: 1.0 data: n: 0 - asgn: - alpha: 1 + prior_process: asgn: - - 0 - - 1 - - 1 - - 1 - counts: - - 1 - - 3 - n_cats: 2 - prior: - !Gamma + asgn: + - 0 + - 1 + - 1 + - 1 + counts: + - 1 + - 3 + n_cats: 2 + process: !dirichlet + alpha: 1 + alpha_prior: shape: 1.0 rate: 1.0 weights: - 0.25 - 0.75 alpha: 1 -asgn: - alpha: 1 +prior_process: asgn: - - 0 - - 1 - - 0 - - 1 - counts: - - 2 - - 2 - n_cats: 2 - prior: - !Gamma + alpha: 1 + asgn: + - 0 + - 1 + - 0 + - 1 + counts: + - 2 + - 2 + n_cats: 2 + process: !dirichlet + alpha: 1 + alpha_prior: shape: 1.0 rate: 1.0 weights: diff --git a/lace/resources/test/entropy/entropy-state-2.yaml b/lace/resources/test/entropy/entropy-state-2.yaml index 657de681..4d0cad9f 100644 --- a/lace/resources/test/entropy/entropy-state-2.yaml +++ b/lace/resources/test/entropy/entropy-state-2.yaml @@ -1,15 +1,14 @@ --- +score: + ln_likelihood: 0.0 + ln_prior: 0.0 + ln_state_prior_process: 0.0 + ln_view_prior_process: 0.0 diagnostics: loglike: - 0.0 - nviews: - - 2 - state_alpha: - - 1.0 -view_alpha_prior: - !Gamma - shape: 1.0 - rate: 1.0 + logprior: + - 0.0 views: - ftrs: 0: @@ -88,19 +87,20 @@ views: scale: 1.0 data: n: 0 - asgn: - alpha: 1 + prior_process: asgn: - - 0 - - 0 - - 1 - - 1 - counts: - - 2 - - 2 - n_cats: 2 - prior: - !Gamma + asgn: + - 0 + - 0 + - 1 + - 1 + counts: + - 2 + - 2 + n_cats: 2 + process: !dirichlet + alpha: 1 + alpha_prior: shape: 1.0 rate: 1.0 weights: @@ -178,38 +178,40 @@ views: scale: 1.0 data: n: 0 - asgn: - alpha: 1 + prior_process: asgn: - - 0 - - 1 - - 1 - - 1 - counts: - - 1 - - 3 - n_cats: 2 - prior: - !Gamma + asgn: + - 0 + - 1 + - 1 + - 1 + counts: + - 1 + - 3 + n_cats: 2 + process: !dirichlet + alpha: 1 + alpha_prior: shape: 1.0 rate: 1.0 weights: - 0.25 - 0.75 alpha: 1 -asgn: - alpha: 1 +prior_process: asgn: - - 0 - - 0 - - 1 - - 1 - counts: - - 2 - - 2 - n_cats: 2 - prior: - !Gamma + asgn: + - 0 + - 0 + - 1 + - 1 + counts: + - 2 + - 2 + n_cats: 2 + process: !dirichlet + alpha: 1 + alpha_prior: shape: 1.0 rate: 1.0 weights: diff --git a/lace/resources/test/single-categorical.yaml b/lace/resources/test/single-categorical.yaml index 6369eaf8..beb105d8 100644 --- a/lace/resources/test/single-categorical.yaml +++ b/lace/resources/test/single-categorical.yaml @@ -1,16 +1,14 @@ --- -loglike: 0.0 +score: + ln_likelihood: 0.0 + ln_prior: 0.0 + ln_state_prior_process: 0.0 + ln_view_prior_process: 0.0 diagnostics: loglike: - 0.0 - nviews: - - 2 - state_alpha: - - 1.0 -view_alpha_prior: - !Gamma - shape: 1.0 - rate: 1.0 + logprior: + - 0.0 views: - ftrs: 0: @@ -52,35 +50,38 @@ views: scale: 1.0 data: n: 0 - asgn: - alpha: 1 + prior_process: asgn: - - 0 - - 0 - - 1 - - 1 - counts: - - 2 - - 2 - n_cats: 2 - prior: - !Gamma + asgn: + - 0 + - 0 + - 1 + - 1 + counts: + - 2 + - 2 + n_cats: 2 + process: !dirichlet + alpha: 1.0 + alpha_prior: shape: 1.0 rate: 1.0 weights: - 0.5 - 0.5 alpha: 1 -asgn: - alpha: 1 +prior_process: asgn: - - 0 - counts: - - 1 - n_cats: 1 - prior: - !Gamma - shape: 1.0 - rate: 1.0 + asgn: + - 0 + counts: + - 1 + n_cats: 1 + process: + !dirichlet + alpha: 1.0 + alpha_prior: + shape: 1.0 + rate: 1.0 weights: - 1.0 diff --git a/lace/resources/test/single-continuous.yaml b/lace/resources/test/single-continuous.yaml index c4e780ee..8e47ce54 100644 --- a/lace/resources/test/single-continuous.yaml +++ b/lace/resources/test/single-continuous.yaml @@ -1,16 +1,14 @@ --- -loglike: 0.0 +score: + ln_likelihood: 0.0 + ln_prior: 0.0 + ln_state_prior_process: 0.0 + ln_view_prior_process: 0.0 diagnostics: loglike: - 0.0 - nviews: - - 2 - state_alpha: - - 1.0 -view_alpha_prior: - !Gamma - shape: 1.0 - rate: 1.0 + logprior: + - 0.0 views: - ftrs: 0: @@ -51,35 +49,39 @@ views: scale: 1.0 data: n: 0 - asgn: - alpha: 1 + prior_process: + process: + !dirichlet + alpha: 1.0 + alpha_prior: + shape: 1.0 + rate: 1.0 asgn: - - 0 - - 0 - - 1 - - 1 - counts: - - 2 - - 2 - n_cats: 2 - prior: - !Gamma - shape: 1.0 - rate: 1.0 + asgn: + - 0 + - 0 + - 1 + - 1 + counts: + - 2 + - 2 + n_cats: 2 weights: - 0.5 - 0.5 alpha: 1 -asgn: - alpha: 1 +prior_process: asgn: - - 0 - counts: - - 1 - n_cats: 1 - prior: - !Gamma - shape: 1.0 - rate: 1.0 + asgn: + - 0 + counts: + - 1 + n_cats: 1 + process: + !dirichlet + alpha: 1.0 + alpha_prior: + shape: 1.0 + rate: 1.0 weights: - 1.0 diff --git a/lace/resources/test/single-count.yaml b/lace/resources/test/single-count.yaml index d3d0f622..3a77b274 100644 --- a/lace/resources/test/single-count.yaml +++ b/lace/resources/test/single-count.yaml @@ -1,16 +1,14 @@ --- -loglike: 0.0 +score: + ln_likelihood: 0.0 + ln_prior: 0.0 + ln_state_prior_process: 0.0 + ln_view_prior_process: 0.0 diagnostics: - loglike: - - 0.0 - nviews: - - 2 - state_alpha: - - 1.0 -view_alpha_prior: - !Gamma - shape: 1.0 - rate: 1.0 + loglike: + - 0.0 + logprior: + - 0.0 views: - ftrs: 0: @@ -41,34 +39,35 @@ views: scale: 2.0 data: n: 0 - asgn: - alpha: 1 + prior_process: asgn: - - 0 - - 0 - - 1 - - 1 - counts: - - 2 - - 2 - n_cats: 2 - prior: - !Gamma + asgn: + - 0 + - 0 + - 1 + - 1 + counts: + - 2 + - 2 + n_cats: 2 + process: !dirichlet + alpha: 1.0 + alpha_prior: shape: 1.0 rate: 1.0 weights: - 0.5 - 0.5 - alpha: 1 -asgn: - alpha: 1 +prior_process: asgn: - - 0 - counts: - - 1 - n_cats: 1 - prior: - !Gamma + asgn: + - 0 + counts: + - 1 + n_cats: 1 + process: !dirichlet + alpha: 1 + alpha_prior: shape: 1.0 rate: 1.0 weights: diff --git a/lace/resources/test/small/small-state-1.yaml b/lace/resources/test/small/small-state-1.yaml index 6cc3d5ba..ed16459f 100644 --- a/lace/resources/test/small/small-state-1.yaml +++ b/lace/resources/test/small/small-state-1.yaml @@ -1,16 +1,14 @@ --- -loglike: 0.0 +score: + ln_likelihood: 0.0 + ln_prior: 0.0 + ln_state_prior_process: 0.0 + ln_view_prior_process: 0.0 diagnostics: loglike: - 0.0 - nviews: - - 2 - state_alpha: - - 1.0 -view_alpha_prior: - !Gamma - shape: 1.0 - rate: 1.0 + logprior: + - 0.0 views: - ftrs: 0: @@ -89,19 +87,20 @@ views: scale: 1.0 data: n: 0 - asgn: - alpha: 1 + prior_process: asgn: - - 0 - - 0 - - 1 - - 1 - counts: - - 2 - - 2 - n_cats: 2 - prior: - !Gamma + asgn: + - 0 + - 0 + - 1 + - 1 + counts: + - 2 + - 2 + n_cats: 2 + process: !dirichlet + alpha: 1 + alpha_prior: shape: 1.0 rate: 1.0 weights: @@ -147,37 +146,38 @@ views: scale: 1.0 data: n: 0 - asgn: - alpha: 1 + prior_process: asgn: - - 0 - - 1 - - 1 - - 1 - counts: - - 1 - - 3 - n_cats: 2 - prior: - !Gamma + asgn: + - 0 + - 1 + - 1 + - 1 + counts: + - 1 + - 3 + n_cats: 2 + process: !dirichlet + alpha: 1.0 + alpha_prior: shape: 1.0 rate: 1.0 weights: - 0.25 - 0.75 - alpha: 1 -asgn: - alpha: 1 +prior_process: asgn: - - 0 - - 1 - - 0 - counts: - - 2 - - 1 - n_cats: 2 - prior: - !Gamma + asgn: + - 0 + - 1 + - 0 + counts: + - 2 + - 1 + n_cats: 2 + process: !dirichlet + alpha: 1 + alpha_prior: shape: 1.0 rate: 1.0 weights: diff --git a/lace/resources/test/small/small-state-2.yaml b/lace/resources/test/small/small-state-2.yaml index d349c322..bbb3ac3b 100644 --- a/lace/resources/test/small/small-state-2.yaml +++ b/lace/resources/test/small/small-state-2.yaml @@ -1,16 +1,14 @@ --- -loglike: 0.0 +score: + ln_likelihood: 0.0 + ln_prior: 0.0 + ln_state_prior_process: 0.0 + ln_view_prior_process: 0.0 diagnostics: - loglike: - - 0.0 - nviews: - - 2 - state_alpha: - - 1.0 -view_alpha_prior: - !Gamma - shape: 1.0 - rate: 1.0 + loglike: + - 0.0 + logprior: + - 0.0 views: - ftrs: 0: @@ -58,27 +56,27 @@ views: scale: 1.0 data: n: 0 - asgn: - alpha: 1 + prior_process: asgn: - - 0 - - 1 - - 1 - - 2 - counts: - - 1 - - 2 - - 1 - n_cats: 3 - prior: - !Gamma + asgn: + - 0 + - 1 + - 1 + - 2 + counts: + - 1 + - 2 + - 1 + n_cats: 3 + process: !dirichlet + alpha: 1 + alpha_prior: shape: 1.0 rate: 1.0 weights: - 0.25 - 0.5 - 0.25 - alpha: 1 - ftrs: 1: !Continuous @@ -156,37 +154,38 @@ views: scale: 1.0 data: n: 0 - asgn: - alpha: 1 + prior_process: asgn: - - 0 - - 0 - - 1 - - 1 - counts: - - 2 - - 2 - n_cats: 2 - prior: - !Gamma + asgn: + - 0 + - 0 + - 1 + - 1 + counts: + - 2 + - 2 + n_cats: 2 + process: !dirichlet + alpha: 1 + alpha_prior: shape: 1.0 rate: 1.0 weights: - 0.5 - 0.5 - alpha: 1 -asgn: - alpha: 1 +prior_process: asgn: - - 0 - - 1 - - 1 - counts: - - 1 - - 2 - n_cats: 2 - prior: - !Gamma + asgn: + - 0 + - 1 + - 1 + counts: + - 1 + - 2 + n_cats: 2 + process: !dirichlet + alpha: 1 + alpha_prior: shape: 1.0 rate: 1.0 weights: diff --git a/lace/resources/test/small/small-state-3.yaml b/lace/resources/test/small/small-state-3.yaml index 78e61b22..290c9f9c 100644 --- a/lace/resources/test/small/small-state-3.yaml +++ b/lace/resources/test/small/small-state-3.yaml @@ -1,16 +1,14 @@ --- -loglike: 0.0 +score: + ln_likelihood: 0.0 + ln_prior: 0.0 + ln_state_prior_process: 0.0 + ln_view_prior_process: 0.0 diagnostics: - loglike: - - 0.0 - nviews: - - 2 - state_alpha: - - 1.0 -view_alpha_prior: - !Gamma - shape: 1.0 - rate: 1.0 + loglike: + - 0.0 + logprior: + - 0.0 views: - ftrs: 0: @@ -127,38 +125,39 @@ views: scale: 1.0 data: n: 0 - asgn: - alpha: 1 + prior_process: asgn: - - 0 - - 1 - - 1 - - 1 - counts: - - 1 - - 3 - n_cats: 2 - prior: - !Gamma + alpha: 1 + asgn: + - 0 + - 1 + - 1 + - 1 + counts: + - 1 + - 3 + n_cats: 2 + process: !dirichlet + alpha: 1 + alpha_prior: shape: 1.0 rate: 1.0 weights: - 0.25 - 0.75 - alpha: 1 -asgn: - alpha: 1 +prior_process: asgn: - - 0 - - 0 - - 0 - counts: - - 3 - n_cats: 1 - prior: - !Gamma + asgn: + - 0 + - 0 + - 0 + counts: + - 3 + n_cats: 1 + process: !dirichlet + alpha: 1 + alpha_prior: shape: 1.0 rate: 1.0 weights: - 1.0 -alpha: 1 diff --git a/lace/resources/test/spread-out-continuous-modes.yaml b/lace/resources/test/spread-out-continuous-modes.yaml index 3ca34fec..f7bd75f6 100644 --- a/lace/resources/test/spread-out-continuous-modes.yaml +++ b/lace/resources/test/spread-out-continuous-modes.yaml @@ -1,16 +1,14 @@ --- -loglike: 0.0 +score: + ln_likelihood: 0.0 + ln_prior: 0.0 + ln_state_prior_process: 0.0 + ln_view_prior_process: 0.0 diagnostics: - loglike: - - 0.0 - nviews: - - 1 - state_alpha: - - 1.0 -view_alpha_prior: - !Gamma - shape: 1.0 - rate: 1.0 + loglike: + - 0.0 + logprior: + - 0.0 views: - ftrs: 0: @@ -58,20 +56,21 @@ views: scale: 1.0 data: n: 0 - asgn: - alpha: 1 + prior_process: asgn: - - 0 - - 0 - - 1 - - 2 - counts: - - 2 - - 1 - - 1 - n_cats: 3 - prior: - !Gamma + asgn: + - 0 + - 0 + - 1 + - 2 + counts: + - 2 + - 1 + - 1 + n_cats: 3 + process: !dirichlet + alpha: 1 + alpha_prior: shape: 1.0 rate: 1.0 weights: @@ -79,15 +78,16 @@ views: - 0.2 - 0.3 alpha: 1 -asgn: - alpha: 1 +prior_process: asgn: - - 0 - counts: - - 1 - n_cats: 1 - prior: - !Gamma + asgn: + - 0 + counts: + - 1 + n_cats: 1 + process: !dirichlet + alpha: 1 + alpha_prior: shape: 1.0 rate: 1.0 weights: From b649e722becb9264efd2b91f3696a01609c5efea Mon Sep 17 00:00:00 2001 From: Baxter Eaves Date: Mon, 18 Mar 2024 22:25:33 -0500 Subject: [PATCH 19/43] lace tests passing for --all-features --- lace/examples/shapes.rs | 13 +++++++--- lace/src/bencher.rs | 49 ++++++++++++++++++++++++++++-------- lace/src/data/data_source.rs | 10 ++++---- lace/tests/engine.rs | 10 ++++---- lace/tests/workflow.rs | 5 ++-- 5 files changed, 60 insertions(+), 27 deletions(-) diff --git a/lace/examples/shapes.rs b/lace/examples/shapes.rs index 366c3697..346b0c53 100644 --- a/lace/examples/shapes.rs +++ b/lace/examples/shapes.rs @@ -108,9 +108,14 @@ mod requires_formats { // generate codebook println!("Generating codebook"); - let codebook = - lace_codebook::data::codebook_from_csv(f.path(), None, None, false) - .unwrap(); + let codebook = lace_codebook::data::codebook_from_csv( + f.path(), + None, + None, + None, + false, + ) + .unwrap(); // generate engine println!("Constructing Engine"); @@ -143,7 +148,7 @@ mod requires_formats { engine .states .iter() - .for_each(|state| print!("{} ", state.views[0].asgn.n_cats)); + .for_each(|state| print!("{} ", state.views[0].asgn().n_cats)); println!("\nPlotting"); plot(xs_in, ys_in, xs_sim, ys_sim); diff --git a/lace/src/bencher.rs b/lace/src/bencher.rs index 5b6b956b..cd63e8d1 100644 --- a/lace/src/bencher.rs +++ b/lace/src/bencher.rs @@ -62,6 +62,26 @@ pub enum GenerateStateError { BuildState(#[from] BuildStateError), } +fn emit_prior_process( + prior_process: crate::codebook::PriorProcess, + rng: &mut R, +) -> lace_stats::prior_process::Process { + use lace_stats::prior_process::{Dirichlet, PitmanYor, Process}; + match prior_process { + crate::codebook::PriorProcess::Dirichlet { alpha_prior } => { + let inner = Dirichlet::from_prior(alpha_prior, rng); + Process::Dirichlet(inner) + } + crate::codebook::PriorProcess::PitmanYor { + alpha_prior, + d_prior, + } => { + let inner = PitmanYor::from_prior(alpha_prior, d_prior, rng); + Process::PitmanYor(inner) + } + } +} + impl BencherSetup { fn gen_state( &mut self, @@ -74,15 +94,22 @@ impl BencherSetup { } => crate::codebook::data::read_csv(path) .map_err(GenerateStateError::Read) .and_then(|df| { - let state_alpha_prior = codebook - .state_alpha_prior - .clone() - .unwrap_or_else(lace_consts::state_alpha_prior); - - let view_alpha_prior = codebook - .view_alpha_prior - .clone() - .unwrap_or_else(lace_consts::view_alpha_prior); + let state_prior_process = { + let prior_process = codebook + .state_prior_process + .clone() + .unwrap_or_default(); + emit_prior_process(prior_process, rng) + }; + + let view_prior_process = { + let prior_process = codebook + .view_prior_process + .clone() + .unwrap_or_default(); + emit_prior_process(prior_process, rng) + }; + let mut codebook_tmp = Box::::default(); // swap codebook into something we can take ownership of @@ -94,8 +121,8 @@ impl BencherSetup { State::from_prior( features, - state_alpha_prior, - view_alpha_prior, + state_prior_process, + view_prior_process, &mut rng, ) }) diff --git a/lace/src/data/data_source.rs b/lace/src/data/data_source.rs index 23f6d2e2..15afa3e4 100644 --- a/lace/src/data/data_source.rs +++ b/lace/src/data/data_source.rs @@ -148,19 +148,19 @@ impl DataSource { use crate::codebook::{data, formats}; let codebook = match &self { DataSource::Ipc(path) => { - formats::codebook_from_ipc(path, None, None, false) + formats::codebook_from_ipc(path, None, None, None, false) } DataSource::Csv(path) => { - formats::codebook_from_csv(path, None, None, false) + formats::codebook_from_csv(path, None, None, None, false) } DataSource::Json(path) => { - formats::codebook_from_json(path, None, None, false) + formats::codebook_from_json(path, None, None, None, false) } DataSource::Parquet(path) => { - formats::codebook_from_parquet(path, None, None, false) + formats::codebook_from_parquet(path, None, None, None, false) } DataSource::Polars(df) => { - data::df_to_codebook(df, None, None, false) + data::df_to_codebook(df, None, None, None, false) } DataSource::Empty => Ok(Codebook::default()), }?; diff --git a/lace/tests/engine.rs b/lace/tests/engine.rs index 5534342d..eec99455 100644 --- a/lace/tests/engine.rs +++ b/lace/tests/engine.rs @@ -2630,7 +2630,7 @@ mod prior_in_codebook { use lace_cc::feature::ColModel; use lace_codebook::{Codebook, ColMetadata, ColMetadataList, ColType}; use lace_stats::prior::nix::NixHyper; - use lace_stats::rv::dist::{Gamma, NormalInvChiSquared}; + use lace_stats::rv::dist::NormalInvChiSquared; use lace_stats::rv::traits::Rv; use std::convert::TryInto; use std::io::Write; @@ -2691,12 +2691,12 @@ mod prior_in_codebook { " --- table_name: table - state_alpha_prior: - !Gamma + state_prior_process: !dirichlet + alpha_prior: shape: 1.0 rate: 1.0 - view_alpha_prior: - !Gamma + view_prior_process: !dirichlet + alpha_prior: shape: 1.0 rate: 1.0 col_metadata: diff --git a/lace/tests/workflow.rs b/lace/tests/workflow.rs index af7d5e2d..6764d633 100644 --- a/lace/tests/workflow.rs +++ b/lace/tests/workflow.rs @@ -35,7 +35,8 @@ fn default_csv_workflow() { let file = datafile(); // default codebook - let codebook = codebook_from_csv(file.path(), None, None, false).unwrap(); + let codebook = + codebook_from_csv(file.path(), None, None, None, false).unwrap(); let rng = rand_xoshiro::Xoshiro256Plus::from_entropy(); let mut engine = Engine::new( 4, @@ -56,7 +57,7 @@ fn satellites_csv_workflow() { // default codebook let codebook = - codebook_from_csv(path.as_path(), None, None, false).unwrap(); + codebook_from_csv(path.as_path(), None, None, None, false).unwrap(); let mut engine: Engine = EngineBuilder::new(DataSource::Csv(path)) .codebook(codebook) From 4142231e6572d59e88c1dac32dfcca3563893b3e Mon Sep 17 00:00:00 2001 From: Baxter Eaves Date: Tue, 19 Mar 2024 12:51:31 -0500 Subject: [PATCH 20/43] Lace CLI tests pass --- cli/README.md | 2 +- cli/src/opt.rs | 27 +++++++-------- cli/src/routes.rs | 17 +++------- cli/tests/cli.rs | 61 +++++++++------------------------- lace/lace_cc/src/transition.rs | 4 +-- 5 files changed, 34 insertions(+), 77 deletions(-) diff --git a/cli/README.md b/cli/README.md index 7fe00563..25f4a47f 100644 --- a/cli/README.md +++ b/cli/README.md @@ -1 +1 @@ -# Lace CLI \ No newline at end of file +# Lace CLI diff --git a/cli/src/opt.rs b/cli/src/opt.rs index 59396c80..7aabd677 100644 --- a/cli/src/opt.rs +++ b/cli/src/opt.rs @@ -21,8 +21,8 @@ pub enum Transition { ColumnAssignment, ComponentParams, RowAssignment, - StateAlpha, - ViewAlphas, + StatePriorProcessParams, + ViewPriorProcessParams, FeaturePriors, } @@ -33,8 +33,8 @@ impl std::str::FromStr for Transition { match s { "column_assignment" => Ok(Self::ColumnAssignment), "row_assignment" => Ok(Self::RowAssignment), - "state_alpha" => Ok(Self::StateAlpha), - "view_alphas" => Ok(Self::ViewAlphas), + "state_prior_process_params" => Ok(Self::StatePriorProcessParams), + "view_prior_process_params" => Ok(Self::ViewPriorProcessParams), "feature_priors" => Ok(Self::FeaturePriors), "component_params" => Ok(Self::ComponentParams), _ => Err(format!("cannot parse '{s}'")), @@ -141,17 +141,17 @@ impl RunArgs { let transitions = match self.transitions { None => vec![ StateTransition::ColumnAssignment(col_alg), - StateTransition::StateAlpha, + StateTransition::StatePriorProcessParams, StateTransition::RowAssignment(row_alg), - StateTransition::ViewAlphas, + StateTransition::ViewPriorProcessParams, StateTransition::FeaturePriors, ], Some(ref ts) => ts .iter() .map(|t| match t { Transition::FeaturePriors => StateTransition::FeaturePriors, - Transition::StateAlpha => StateTransition::StateAlpha, - Transition::ViewAlphas => StateTransition::ViewAlphas, + Transition::StatePriorProcessParams => StateTransition::StatePriorProcessParams, + Transition::ViewPriorProcessParams => StateTransition::ViewPriorProcessParams, Transition::ComponentParams => StateTransition::ComponentParams, Transition::RowAssignment => StateTransition::RowAssignment(row_alg), Transition::ColumnAssignment => StateTransition::ColumnAssignment(col_alg), @@ -263,9 +263,6 @@ pub struct CodebookArgs { /// Parquet input filename #[clap(long = "parquet", group = "src")] pub parquet_src: Option, - /// CRP alpha prior on columns and rows - #[clap(long, default_value = "1.0, 1.0")] - pub alpha_prior: GammaParameters, /// Codebook out. May be either json or yaml #[clap(name = "CODEBOOK_OUT")] pub output: PathBuf, @@ -342,16 +339,16 @@ mod tests { #[test] fn view_alphas_from_str() { assert_eq!( - Transition::from_str("view_alphas").unwrap(), - Transition::ViewAlphas + Transition::from_str("view_prior_process_params").unwrap(), + Transition::ViewPriorProcessParams ); } #[test] fn state_alpha_from_str() { assert_eq!( - Transition::from_str("state_alpha").unwrap(), - Transition::StateAlpha + Transition::from_str("state_prior_process_params").unwrap(), + Transition::StatePriorProcessParams ); } diff --git a/cli/src/routes.rs b/cli/src/routes.rs index 0bd09137..f557b2bb 100644 --- a/cli/src/routes.rs +++ b/cli/src/routes.rs @@ -3,7 +3,6 @@ use std::time::Duration; use lace::codebook::Codebook; use lace::metadata::{deserialize_file, serialize_obj}; -use lace::stats::rv::dist::Gamma; use lace::update_handler::{CtrlC, ProgressBar, Timeout}; use lace::{Engine, EngineBuilder}; @@ -23,7 +22,6 @@ pub fn summarize_engine(cmd: opt::SummarizeArgs) -> i32 { String::from("State"), String::from("Iters"), String::from("Views"), - String::from("Alpha"), String::from("Score"), ]; @@ -36,9 +34,8 @@ pub fn summarize_engine(cmd: opt::SummarizeArgs) -> i32 { vec![ format!("{id}"), format!("{}", n_iters), - format!("{}", state.asgn.n_cats), - format!("{:.6}", state.asgn.alpha), - format!("{:.6}", state.loglike), + format!("{}", state.asgn().n_cats), + format!("{:.6}", state.score.ln_likelihood + state.score.ln_prior), ] }) .collect(); @@ -202,13 +199,6 @@ pub fn run(cmd: opt::RunArgs) -> i32 { macro_rules! codebook_from { ($path: ident, $fn: ident, $cmd: ident) => {{ - let alpha_prior: Gamma = match $cmd.alpha_prior.try_into() { - Ok(gamma) => gamma, - Err(err) => { - eprint!("Invalid Gamma parameters to CRP prior: {err}"); - return 1; - } - }; if !$path.exists() { eprintln!("Input {:?} not found", $path); return 1; @@ -217,7 +207,8 @@ macro_rules! codebook_from { let codebook = match lace::codebook::formats::$fn( $path, Some($cmd.category_cutoff), - Some(alpha_prior), + None, + None, $cmd.no_hyper, ) { Ok(codebook) => codebook, diff --git a/cli/tests/cli.rs b/cli/tests/cli.rs index 51b8aa56..997f6ee0 100644 --- a/cli/tests/cli.rs +++ b/cli/tests/cli.rs @@ -104,12 +104,12 @@ mod run { " --- table_name: my_data - state_alpha_prior: - !Gamma + state_prior_process: !dirichlet + alpha_prior: shape: 1.0 rate: 1.0 - view_alpha_prior: - !Gamma + view_prior_process: !dirichlet + alpha_prior: shape: 1.0 rate: 1.0 col_metadata: @@ -161,14 +161,17 @@ mod run { " --- table_name: my_data - state_alpha_prior: - !Gamma + state_prior_process: !dirichlet + alpha_prior: shape: 1.0 rate: 1.0 - view_alpha_prior: - !Gamma + view_prior_process: !pitman_yor + alpha_prior: shape: 1.0 rate: 1.0 + d_prior: + alpha: 0.5 + beta: 0.5 col_metadata: - name: z coltype: @@ -403,9 +406,9 @@ mod run { save_config: ~ transitions: - !row_assignment slice - - !view_alphas + - !view_prior_process_params - !column_assignment finite_cpu - - !state_alpha + - !state_prior_process_params - !feature_priors " ); @@ -551,7 +554,7 @@ mod run { .arg("--run-config") .arg(config.path()) .arg("--transitions") - .arg("state_alpha,row_assignment") + .arg("state_prior_process_params,row_assignment") .arg(dirname) .output() .expect("failed to execute process"); @@ -734,7 +737,7 @@ mod run { .arg("-q") .args(["--n-states", "4", "--n-iters", "10", "--flat-columns"]) .arg("--transitions") - .arg("state_alpha,view_alphas,component_params,row_assignment,feature_priors") + .arg("state_prior_process_params,view_prior_process_params,component_params,row_assignment,feature_priors") .arg("--csv") .arg(csv::animals()) .arg(dir.path().to_str().unwrap()) @@ -833,40 +836,6 @@ macro_rules! test_codebook_under_fmt { }); assert!(no_hypers); } - - #[test] - fn with_good_alpha_params() { - let fileout = tempfile::Builder::new().suffix(".yaml").tempfile().unwrap(); - let output = Command::new(LACE_CMD) - .arg("codebook") - .arg($flag) - .arg($crate::$mod::animals()) - .arg(fileout.path().to_str().unwrap()) - .arg("--alpha-prior") - .arg("2.3, 2.1") - .output() - .expect("failed to execute process"); - - assert!(output.status.success()); - } - - #[test] - fn with_bad_alpha_params() { - let fileout = tempfile::Builder::new().suffix(".yaml").tempfile().unwrap(); - let output = Command::new(LACE_CMD) - .arg("codebook") - .arg($flag) - .arg($crate::$mod::animals()) - .arg(fileout.path().to_str().unwrap()) - .arg("--alpha-prior") - .arg("2.3, -0.1") - .output() - .expect("failed to execute process"); - - assert!(!output.status.success()); - let err = String::from_utf8_lossy(output.stderr.as_slice()); - assert!(err.contains("must be greater than zero")); - } } }; } diff --git a/lace/lace_cc/src/transition.rs b/lace/lace_cc/src/transition.rs index fc38236a..719dc4b6 100644 --- a/lace/lace_cc/src/transition.rs +++ b/lace/lace_cc/src/transition.rs @@ -39,10 +39,10 @@ pub enum StateTransition { #[serde(rename = "row_assignment")] RowAssignment(RowAssignAlg), /// Update the alpha (discount) parameter on the column-to-views CRP - #[serde(rename = "state_alpha")] + #[serde(rename = "state_prior_process_params")] StatePriorProcessParams, /// Update the alpha (discount) parameters on the row-to-categories CRP - #[serde(rename = "view_alphas")] + #[serde(rename = "view_prior_process_params")] ViewPriorProcessParams, /// Update the feature (column) prior parameters #[serde(rename = "feature_priors")] From ffc92c308a3fcc23c0bb5ad5b1871a4e204f8c01 Mon Sep 17 00:00:00 2001 From: Baxter Eaves Date: Tue, 19 Mar 2024 13:28:05 -0500 Subject: [PATCH 21/43] pylace tests passing --- lace/lace_codebook/src/codebook.rs | 16 ++++++++++++++ lace/lace_stats/src/prior_process.rs | 16 ++++++++++++++ pylace/lace/__init__.py | 2 +- pylace/lace/codebook.py | 32 ++++++++++++++++------------ pylace/lace/engine.py | 2 +- pylace/src/metadata.rs | 8 +++---- pylace/tests/test_docs.py | 1 + 7 files changed, 57 insertions(+), 20 deletions(-) diff --git a/lace/lace_codebook/src/codebook.rs b/lace/lace_codebook/src/codebook.rs index 43043c73..d851fb1c 100644 --- a/lace/lace_codebook/src/codebook.rs +++ b/lace/lace_codebook/src/codebook.rs @@ -352,6 +352,22 @@ pub enum PriorProcess { PitmanYor { alpha_prior: Gamma, d_prior: Beta }, } +impl std::fmt::Display for PriorProcess { + fn fmt(&self, f: &mut std::fmt::Formatter<'_>) -> std::fmt::Result { + match self { + PriorProcess::Dirichlet { alpha_prior } => { + write!(f, "DP(α ~ {})", alpha_prior) + } + PriorProcess::PitmanYor { + alpha_prior, + d_prior, + } => { + write!(f, "PYP(α ~ {}, d ~ {})", alpha_prior, d_prior) + } + } + } +} + impl Default for PriorProcess { fn default() -> Self { Self::Dirichlet { diff --git a/lace/lace_stats/src/prior_process.rs b/lace/lace_stats/src/prior_process.rs index a8dc5226..15fb1f7c 100644 --- a/lace/lace_stats/src/prior_process.rs +++ b/lace/lace_stats/src/prior_process.rs @@ -52,6 +52,12 @@ impl Dirichlet { } } +impl std::fmt::Display for Dirichlet { + fn fmt(&self, f: &mut std::fmt::Formatter<'_>) -> std::fmt::Result { + write!(f, "Dirichlet(α({}) ~ {})", self.alpha, self.alpha_prior) + } +} + impl PriorProcessT for Dirichlet { fn ln_gibbs_weight(&self, n_k: usize) -> f64 { (n_k as f64).ln() @@ -153,6 +159,16 @@ pub struct PitmanYor { pub d_prior: Beta, } +impl std::fmt::Display for PitmanYor { + fn fmt(&self, f: &mut std::fmt::Formatter<'_>) -> std::fmt::Result { + write!( + f, + "Pitman-Yor(α({}) ~ {}, d({}) ~ {})", + self.alpha, self.alpha_prior, self.d, self.d_prior + ) + } +} + impl PitmanYor { pub fn from_prior( alpha_prior: Gamma, diff --git a/pylace/lace/__init__.py b/pylace/lace/__init__.py index e99de7f8..82fd8b15 100644 --- a/pylace/lace/__init__.py +++ b/pylace/lace/__init__.py @@ -12,10 +12,10 @@ ContinuousPrior, CountHyper, CountPrior, + PriorProcess, RowKernel, StateTransition, ValueMap, - PriorProcess, ) from lace.engine import Engine diff --git a/pylace/lace/codebook.py b/pylace/lace/codebook.py index 1c590d47..12bc54c8 100644 --- a/pylace/lace/codebook.py +++ b/pylace/lace/codebook.py @@ -274,14 +274,14 @@ def rename(self, name: str): >>> codebook = Animals().codebook >>> codebook # doctest: +NORMALIZE_WHITESPACE Codebook 'my_table' - state_alpha_prior: G(α: 1, β: 1) - view_alpha_prior: G(α: 1, β: 1) + state_prior_process: DP(α ~ G(α: 1, β: 1)) + view_prior_process: DP(α ~ G(α: 1, β: 1)) columns: 85 rows: 50 >>> codebook.rename("Dennis") Codebook 'Dennis' - state_alpha_prior: G(α: 1, β: 1) - view_alpha_prior: G(α: 1, β: 1) + state_prior_process: DP(α ~ G(α: 1, β: 1)) + view_prior_process: DP(α ~ G(α: 1, β: 1)) columns: 85 rows: 50 """ @@ -300,17 +300,19 @@ def set_state_prior_process(self, prior_process: _lc.PriorProcess): Examples -------- >>> from lace.examples import Animals + >>> from lace import PriorProcess >>> codebook = Animals().codebook >>> codebook # doctest: +NORMALIZE_WHITESPACE Codebook 'my_table' - state_alpha_prior: G(α: 1, β: 1) - view_alpha_prior: G(α: 1, β: 1) + state_prior_process: DP(α ~ G(α: 1, β: 1)) + view_prior_process: DP(α ~ G(α: 1, β: 1)) columns: 85 rows: 50 - >>> codebook.set_state_alpha_prior(2.0, 3.1) + >>> process = PriorProcess.pitman_yor(1.0, 2.0, 0.5, 0.5) + >>> codebook.set_state_prior_process(process) Codebook 'my_table' - state_alpha_prior: G(α: 2, β: 3.1) - view_alpha_prior: G(α: 1, β: 1) + state_prior_process: PYP(α ~ G(α: 1, β: 2), d ~ Beta(α: 0.5, β: 0.5)) + view_prior_process: DP(α ~ G(α: 1, β: 1)) columns: 85 rows: 50 """ @@ -329,17 +331,19 @@ def set_view_prior_process(self, prior_process: _lc.PriorProcess): Examples -------- >>> from lace.examples import Animals + >>> from lace import PriorProcess >>> codebook = Animals().codebook >>> codebook # doctest: +NORMALIZE_WHITESPACE Codebook 'my_table' - state_alpha_prior: G(α: 1, β: 1) - view_alpha_prior: G(α: 1, β: 1) + state_prior_process: DP(α ~ G(α: 1, β: 1)) + view_prior_process: DP(α ~ G(α: 1, β: 1)) columns: 85 rows: 50 - >>> codebook.set_view_alpha_prior(2.0, 3.1) + >>> process = PriorProcess.pitman_yor(1.0, 2.0, 0.5, 0.5) + >>> codebook.set_view_prior_process(process) Codebook 'my_table' - state_alpha_prior: G(α: 1, β: 1) - view_alpha_prior: G(α: 2, β: 3.1) + state_prior_process: DP(α ~ G(α: 1, β: 1)) + view_prior_process: PYP(α ~ G(α: 1, β: 2), d ~ Beta(α: 0.5, β: 0.5)) columns: 85 rows: 50 """ diff --git a/pylace/lace/engine.py b/pylace/lace/engine.py index bc735869..c93ab506 100644 --- a/pylace/lace/engine.py +++ b/pylace/lace/engine.py @@ -1011,7 +1011,7 @@ def update( ... timeout=30, ... transitions=[ ... StateTransition.row_assignment(RowKernel.slice()), - ... StateTransition.view_alphas(), + ... StateTransition.view_prior_process_params(), ... ], ... ) diff --git a/pylace/src/metadata.rs b/pylace/src/metadata.rs index 79f70962..1706e77a 100644 --- a/pylace/src/metadata.rs +++ b/pylace/src/metadata.rs @@ -609,19 +609,19 @@ impl Codebook { pub fn __repr__(&self) -> String { format!( "Codebook '{}'\ - \n state_alpha_prior: {}\ - \n view_alpha_prior: {}\ + \n state_prior_process: {}\ + \n view_prior_process: {}\ \n columns: {}\ \n rows: {}", self.0.table_name, self.0 .state_prior_process .clone() - .map_or_else(|| String::from("None"), |p| format!("{:?}", p)), + .map_or_else(|| String::from("None"), |p| format!("{}", p)), self.0 .view_prior_process .clone() - .map_or_else(|| String::from("None"), |p| format!("{:?}", p)), + .map_or_else(|| String::from("None"), |p| format!("{}", p)), self.0.col_metadata.len(), self.0.row_names.len() ) diff --git a/pylace/tests/test_docs.py b/pylace/tests/test_docs.py index 2a5b4d83..e7e153c6 100644 --- a/pylace/tests/test_docs.py +++ b/pylace/tests/test_docs.py @@ -32,6 +32,7 @@ def runtest(mod): if __name__ == "__main__": runtest("lace.engine") runtest("lace.analysis") + runtest("lace.codebook") if not NOPLOT: runtest("lace.plot") From 2ba83e858de68586be0e6faebc65944570c0fd2a Mon Sep 17 00:00:00 2001 From: Baxter Eaves Date: Tue, 19 Mar 2024 15:17:27 -0500 Subject: [PATCH 22/43] Get the book working --- book/lace_preprocess_mdbook_yaml/Cargo.lock | 14 +++-- book/lace_preprocess_mdbook_yaml/src/lib.rs | 65 +++++++-------------- book/src/SUMMARY.md | 1 + book/src/codebook-ref.md | 52 ++++++++++++----- book/src/pcc/prior-processes.md | 12 ++++ book/src/workflow/model.md | 2 +- 6 files changed, 79 insertions(+), 67 deletions(-) create mode 100644 book/src/pcc/prior-processes.md diff --git a/book/lace_preprocess_mdbook_yaml/Cargo.lock b/book/lace_preprocess_mdbook_yaml/Cargo.lock index 6828ef28..18a23fe1 100644 --- a/book/lace_preprocess_mdbook_yaml/Cargo.lock +++ b/book/lace_preprocess_mdbook_yaml/Cargo.lock @@ -1019,7 +1019,7 @@ dependencies = [ [[package]] name = "lace_codebook" -version = "0.5.0" +version = "0.6.0" dependencies = [ "lace_consts", "lace_data", @@ -1040,7 +1040,7 @@ dependencies = [ [[package]] name = "lace_data" -version = "0.2.0" +version = "0.3.0" dependencies = [ "lace_utils", "serde", @@ -1068,7 +1068,7 @@ dependencies = [ [[package]] name = "lace_stats" -version = "0.2.1" +version = "0.3.0" dependencies = [ "itertools", "lace_consts", @@ -1082,9 +1082,10 @@ dependencies = [ [[package]] name = "lace_utils" -version = "0.2.0" +version = "0.3.0" dependencies = [ "rand", + "rayon", ] [[package]] @@ -2200,14 +2201,15 @@ checksum = "7ffc183a10b4478d04cbbbfc96d0873219d962dd5accaff2ffbd4ceb7df837f4" [[package]] name = "rv" -version = "0.16.2" +version = "0.16.5" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "9ad4c180111696893363158f59ee1b15500947365270b7460a432fc207f926bf" +checksum = "c07e0a3b756794c7ea2f05d93760ffb946ff4f94b255d92444d94c19fd71f4ab" dependencies = [ "doc-comment", "lru", "nalgebra", "num", + "num-traits", "peroxide", "rand", "rand_distr", diff --git a/book/lace_preprocess_mdbook_yaml/src/lib.rs b/book/lace_preprocess_mdbook_yaml/src/lib.rs index 4fc562d4..04d1a8c8 100644 --- a/book/lace_preprocess_mdbook_yaml/src/lib.rs +++ b/book/lace_preprocess_mdbook_yaml/src/lib.rs @@ -1,5 +1,3 @@ -use std::collections::HashMap; - use anyhow::anyhow; use log::debug; use mdbook::{ @@ -12,7 +10,15 @@ use regex::Regex; use serde::Deserialize; -type GammaMap = HashMap; +#[derive(Deserialize)] +struct ViewPriorProcess { + pub view_prior_process: lace_codebook::PriorProcess, +} + +#[derive(Deserialize)] +struct StatePriorProcess { + pub state_prior_process: lace_codebook::PriorProcess, +} fn check_deserialize_yaml(input: &str) -> anyhow::Result<()> where @@ -54,17 +60,14 @@ macro_rules! check_deserialize_arm { } } -fn check_deserialize_dyn( - input: &str, - type_name: &str, - format: &str, -) -> anyhow::Result<()> { +fn check_deserialize_dyn(input: &str, type_name: &str, format: &str) -> anyhow::Result<()> { check_deserialize_arm!( input, type_name, format, [ - GammaMap, + ViewPriorProcess, + StatePriorProcess, lace_codebook::ColMetadata, lace_codebook::ColMetadataList ] @@ -80,35 +83,21 @@ impl YamlTester { YamlTester } - fn examine_chapter_content( - &self, - content: &str, - re: &Regex, - ) -> anyhow::Result<()> { + fn examine_chapter_content(&self, content: &str, re: &Regex) -> anyhow::Result<()> { let parser = Parser::new(content); let mut code_block = Some(String::new()); for event in parser { match event { - Event::Start(Tag::CodeBlock(CodeBlockKind::Fenced( - ref code_block_string, - ))) => { + Event::Start(Tag::CodeBlock(CodeBlockKind::Fenced(ref code_block_string))) => { if re.is_match(code_block_string) { - debug!( - "YAML Block Start, identifier string={}", - code_block_string - ); + debug!("YAML Block Start, identifier string={}", code_block_string); code_block = Some(String::new()); } } - Event::End(Tag::CodeBlock(CodeBlockKind::Fenced( - ref code_block_string, - ))) => { + Event::End(Tag::CodeBlock(CodeBlockKind::Fenced(ref code_block_string))) => { if let Some(captures) = re.captures(code_block_string) { - debug!( - "Code Block End, identifier string={}", - code_block_string - ); + debug!("Code Block End, identifier string={}", code_block_string); let serialization_format = captures .get(1) @@ -119,21 +108,13 @@ impl YamlTester { .get(2) .ok_or(anyhow!("No deserialize type found"))? .as_str(); - debug!( - "Target deserialization type is {}", - target_type - ); + debug!("Target deserialization type is {}", target_type); let final_block = code_block.take(); - let final_block = - final_block.ok_or(anyhow!("No YAML text found"))?; + let final_block = final_block.ok_or(anyhow!("No YAML text found"))?; debug!("Code block ended up as\n{}", final_block); - check_deserialize_dyn( - &final_block, - target_type, - serialization_format, - )?; + check_deserialize_dyn(&final_block, target_type, serialization_format)?; } } Event::Text(ref text) => { @@ -154,11 +135,7 @@ impl Preprocessor for YamlTester { "lace-yaml-tester" } - fn run( - &self, - _ctx: &PreprocessorContext, - book: Book, - ) -> anyhow::Result { + fn run(&self, _ctx: &PreprocessorContext, book: Book) -> anyhow::Result { debug!("Starting the run"); let re = Regex::new(r"^(yaml|json).*,deserializeTo=([^,]+)").unwrap(); for book_item in book.iter() { diff --git a/book/src/SUMMARY.md b/book/src/SUMMARY.md index 98ee2027..b2560037 100644 --- a/book/src/SUMMARY.md +++ b/book/src/SUMMARY.md @@ -16,6 +16,7 @@ - [Data Simulation](./pcc/simulate.md) - [In- and out-of-table operations](./pcc/inouttable.md) - [Adding data to a model](./pcc/add-data.md) + - [Prior processes](./pcc/prior-processes.md) - [Preparing your data](./data/basics.md) - [Codebook reference](./codebook-ref.md) - [Appendix](./appendix/appendix.md) diff --git a/book/src/codebook-ref.md b/book/src/codebook-ref.md index d9b33789..a5fbad4d 100644 --- a/book/src/codebook-ref.md +++ b/book/src/codebook-ref.md @@ -16,30 +16,50 @@ information about String name of the table. For your reference. -### `state_alpha_prior` +### `state_prior_process` -A gamma prior on the Chinese Restaurant Process (CRP) alpha parameter assigning -columns to views. +The prior process used for assigning columns to views. Can either be a Dirichlet process with a Gamma prior on alpha: -Example with a gamma prior +```yaml,deserializeTo=StatePriorProcess +state_prior_process: !dirichlet + alpha_prior: + shape: 1.0 + rate: 1.0 +``` + +or a Pitman-Yor process with a Gamma prior on alpha and a Beta prior on d. -```yaml,deserializeTo=GammaMap -state_alpha_prior: - shape: 1.0 - rate: 1.0 +```yaml,deserializeTo=StatePriorProcess +state_prior_process: !pitman_yor + alpha_prior: + shape: 1.0 + rate: 1.0 + d_prior: + alpha: 0.5 + beta: 0.5 ``` -### `view_alpha_prior` +### `view_prior_process` -A gamma prior on the Chinese Restaurant Process (CRP) alpha parameter assigning -rows within views to categories. +The prior process used for assigning rows to categories. Can either be a Dirichlet process with a Gamma prior on alpha: + +```yaml,deserializeTo=ViewPriorProcess +view_prior_process: !dirichlet + alpha_prior: + shape: 1.0 + rate: 1.0 +``` -Example with a gamma prior +or a Pitman-Yor process with a Gamma prior on alpha and a Beta prior on d. -```yaml,deserializeTo=GammaMap -view_alpha_prior: - shape: 1.0 - rate: 1.0 +```yaml,deserializeTo=StatePriorProcess +view_prior_process: !pitman_yor + alpha_prior: + shape: 1.0 + rate: 1.0 + d_prior: + alpha: 0.5 + beta: 0.5 ``` ### `col_metadata` diff --git a/book/src/pcc/prior-processes.md b/book/src/pcc/prior-processes.md new file mode 100644 index 00000000..8563e4d5 --- /dev/null +++ b/book/src/pcc/prior-processes.md @@ -0,0 +1,12 @@ +# Prior Processes + +In Lace (and in Bayesian nonparametrics) we put a prior on the number of parameters. This *prior process* formalizes how instances are distributed to an unknown number of categories. Lace gives you two options + +- The one-parameter Dirichlet process, `DP(α)` +- The two-parameter Pitman-Yor process, `PYP(α, d)` + +The Dirichlet process more heavily penalizes new categories with an exponential fall off while the Pitman-Yor process has a power law fall off in the number for categories. When d = 0, Pitman-Yor is equivalent to the Dirichlet process. + +While Pitman-Yor may fit the data better it will create more parameters, which will cause model training to take longer. + +For those looking for a good introduction to prior process, [this slide deck](https://www.gatsby.ucl.ac.uk/~ywteh/teaching/probmodels/lecture5bnp.pdf) from Yee Whye Teh is a good resource. diff --git a/book/src/workflow/model.md b/book/src/workflow/model.md index 47370cd1..b35d68a3 100644 --- a/book/src/workflow/model.md +++ b/book/src/workflow/model.md @@ -219,7 +219,7 @@ engine.update( save_path="mydata.lace", transitions=[ StateTransition.row_assignment(RowKernel.slice()), - StateTransition.view_alphas(), + StateTransition.view_prior_process_params(), ], ) ``` From 8fee02a57c482b8118a62e04e33839870958267a Mon Sep 17 00:00:00 2001 From: Baxter Eaves Date: Tue, 19 Mar 2024 20:11:34 -0500 Subject: [PATCH 23/43] fix field in benchmarks --- lace/benches/insert_data.rs | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/lace/benches/insert_data.rs b/lace/benches/insert_data.rs index d6509305..0a3e04e3 100644 --- a/lace/benches/insert_data.rs +++ b/lace/benches/insert_data.rs @@ -42,8 +42,8 @@ fn build_engine(nrows: usize, ncols: usize) -> Engine { let codebook = Codebook { table_name: "table".into(), - state_alpha_prior: None, - view_alpha_prior: None, + state_prior_process: None, + view_prior_process: None, col_metadata, comments: None, row_names: (0..nrows) From a92ca9d2fbb826355b398ac5ca01ffd7fb00af46 Mon Sep 17 00:00:00 2001 From: Baxter Eaves Date: Wed, 20 Mar 2024 13:00:16 -0500 Subject: [PATCH 24/43] Attempt to get prev version seed ctrl working --- lace/lace_stats/src/prior_process.rs | 61 ++++++++++++++++++++-------- 1 file changed, 44 insertions(+), 17 deletions(-) diff --git a/lace/lace_stats/src/prior_process.rs b/lace/lace_stats/src/prior_process.rs index 15fb1f7c..ff3eada5 100644 --- a/lace/lace_stats/src/prior_process.rs +++ b/lace/lace_stats/src/prior_process.rs @@ -100,28 +100,55 @@ impl PriorProcessT for Dirichlet { } fn draw_assignment(&self, n: usize, rng: &mut R) -> Assignment { - if n == 0 { - return Assignment::empty(); - } - let mut counts = vec![1]; - let mut ps = vec![1.0, self.alpha]; - let mut zs = vec![0; n]; + // if n == 0 { + // return Assignment::empty(); + // } + // let mut counts = vec![1]; + // let mut ps = vec![1.0, self.alpha]; + // let mut zs = vec![0; n]; + + // for z in zs.iter_mut().take(n).skip(1) { + // let zi = pflip(&ps, 1, rng)[0]; + // *z = zi; + // if zi < counts.len() { + // ps[zi] += 1.0; + // counts[zi] += 1; + // } else { + // ps[zi] = 1.0; + // ps.push(self.alpha); + // counts.push(1); + // }; + // } + // + // Assignment { + // asgn: zs, + // n_cats: counts.len(), + // counts, + // } + let mut n_cats = 0; + let mut weights: Vec = vec![]; + let mut asgn: Vec = Vec::with_capacity(n); + + for _ in 0..n { + weights.push(self.alpha); + let k = pflip(&weights, 1, rng)[0]; + asgn.push(k); - for z in zs.iter_mut().take(n).skip(1) { - let zi = pflip(&ps, 1, rng)[0]; - *z = zi; - if zi < counts.len() { - ps[zi] += 1.0; - counts[zi] += 1; + if k == n_cats { + weights[n_cats] = 1.0; + n_cats += 1; } else { - ps[zi] = 1.0; - ps.push(self.alpha); - counts.push(1); - }; + weights.truncate(n_cats); + weights[k] += 1.0; + } } + // convert weights to counts, correcting for possible floating point + // errors + let counts: Vec = + weights.iter().map(|w| (w + 0.5) as usize).collect(); Assignment { - asgn: zs, + asgn, n_cats: counts.len(), counts, } From 45f1cc4573b0b4529e5b52944a6a7f019f326bab Mon Sep 17 00:00:00 2001 From: Baxter Eaves Date: Wed, 20 Mar 2024 13:43:55 -0500 Subject: [PATCH 25/43] Fix pylace dataset codebooks --- .../lace/resources/datasets/animals/codebook.yaml | 14 ++++++++------ .../resources/datasets/satellites/codebook.yaml | 14 ++++++++------ 2 files changed, 16 insertions(+), 12 deletions(-) diff --git a/pylace/lace/resources/datasets/animals/codebook.yaml b/pylace/lace/resources/datasets/animals/codebook.yaml index 9d856418..120c53da 100644 --- a/pylace/lace/resources/datasets/animals/codebook.yaml +++ b/pylace/lace/resources/datasets/animals/codebook.yaml @@ -1,10 +1,12 @@ table_name: my_table -state_alpha_prior: - shape: 1.0 - rate: 1.0 -view_alpha_prior: - shape: 1.0 - rate: 1.0 +state_prior_process: !dirichlet + alpha_prior: + shape: 1.0 + rate: 1.0 +view_prior_process: !dirichlet + alpha_prior: + shape: 1.0 + rate: 1.0 col_metadata: - name: black coltype: !Categorical diff --git a/pylace/lace/resources/datasets/satellites/codebook.yaml b/pylace/lace/resources/datasets/satellites/codebook.yaml index 766042da..1349907f 100644 --- a/pylace/lace/resources/datasets/satellites/codebook.yaml +++ b/pylace/lace/resources/datasets/satellites/codebook.yaml @@ -1,10 +1,12 @@ table_name: my_data -state_alpha_prior: !Gamma - shape: 1.0 - rate: 1.0 -view_alpha_prior: - shape: 1.0 - rate: 1.0 +state_prior_process: !dirichlet + alpha_prior: + shape: 1.0 + rate: 1.0 +view_prior_process: !dirichlet + alpha_prior: + shape: 1.0 + rate: 1.0 col_metadata: - name: Country_of_Operator coltype: !Categorical From 04f12732b7d98ef4b6b4c8ace4bd3f7c9cfbc80d Mon Sep 17 00:00:00 2001 From: Baxter Eaves Date: Thu, 21 Mar 2024 11:24:52 -0500 Subject: [PATCH 26/43] Nevermind --- lace/lace_stats/src/prior_process.rs | 61 ++++++++-------------------- 1 file changed, 17 insertions(+), 44 deletions(-) diff --git a/lace/lace_stats/src/prior_process.rs b/lace/lace_stats/src/prior_process.rs index ff3eada5..15fb1f7c 100644 --- a/lace/lace_stats/src/prior_process.rs +++ b/lace/lace_stats/src/prior_process.rs @@ -100,55 +100,28 @@ impl PriorProcessT for Dirichlet { } fn draw_assignment(&self, n: usize, rng: &mut R) -> Assignment { - // if n == 0 { - // return Assignment::empty(); - // } - // let mut counts = vec![1]; - // let mut ps = vec![1.0, self.alpha]; - // let mut zs = vec![0; n]; - - // for z in zs.iter_mut().take(n).skip(1) { - // let zi = pflip(&ps, 1, rng)[0]; - // *z = zi; - // if zi < counts.len() { - // ps[zi] += 1.0; - // counts[zi] += 1; - // } else { - // ps[zi] = 1.0; - // ps.push(self.alpha); - // counts.push(1); - // }; - // } - // - // Assignment { - // asgn: zs, - // n_cats: counts.len(), - // counts, - // } - let mut n_cats = 0; - let mut weights: Vec = vec![]; - let mut asgn: Vec = Vec::with_capacity(n); - - for _ in 0..n { - weights.push(self.alpha); - let k = pflip(&weights, 1, rng)[0]; - asgn.push(k); + if n == 0 { + return Assignment::empty(); + } + let mut counts = vec![1]; + let mut ps = vec![1.0, self.alpha]; + let mut zs = vec![0; n]; - if k == n_cats { - weights[n_cats] = 1.0; - n_cats += 1; + for z in zs.iter_mut().take(n).skip(1) { + let zi = pflip(&ps, 1, rng)[0]; + *z = zi; + if zi < counts.len() { + ps[zi] += 1.0; + counts[zi] += 1; } else { - weights.truncate(n_cats); - weights[k] += 1.0; - } + ps[zi] = 1.0; + ps.push(self.alpha); + counts.push(1); + }; } - // convert weights to counts, correcting for possible floating point - // errors - let counts: Vec = - weights.iter().map(|w| (w + 0.5) as usize).collect(); Assignment { - asgn, + asgn: zs, n_cats: counts.len(), counts, } From 59f3de3e8a3f1d9c91925bf93a1d0488ab8b3ecc Mon Sep 17 00:00:00 2001 From: Baxter Eaves Date: Fri, 29 Mar 2024 15:00:39 -0500 Subject: [PATCH 27/43] Fix engine.py doctests --- pylace/lace/engine.py | 309 +++++++++++++++++------------------ pylace/tests/example_test.py | 2 +- 2 files changed, 154 insertions(+), 157 deletions(-) diff --git a/pylace/lace/engine.py b/pylace/lace/engine.py index 2cd426ab..d729b218 100644 --- a/pylace/lace/engine.py +++ b/pylace/lace/engine.py @@ -208,7 +208,7 @@ def seed(self, rng_seed: int): │ --- ┆ --- ┆ --- ┆ --- │ │ u32 ┆ u32 ┆ u32 ┆ u32 │ ╞═══════╪══════╪══════════╪═══════╡ - │ 34 ┆ 49 ┆ 20 ┆ 49 │ + │ 34 ┆ 48 ┆ 26 ┆ 35 │ └───────┴──────┴──────────┴───────┘ If we set the seed, we get the same data. @@ -410,7 +410,7 @@ def flatten_columns(self): >>> engine.column_assignment(0) [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0] >>> engine.column_assignment(1) - [0, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 2, 0, 0, 2, 2, 2, 2, 0] + [1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] >>> engine.flatten_columns() >>> engine.column_assignment(0) [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] @@ -470,7 +470,7 @@ def row_assignments(self, state_ix: int): >>> from lace.examples import Animals >>> animals = Animals() >>> animals.row_assignments(0)[1][11] - 3 + 1 """ return self.engine.row_assignments(state_ix) @@ -503,18 +503,18 @@ def feature_params( >>> gauss_params = sats.feature_params("Period_minutes") >>> g = gauss_params[1][0] >>> g - Gaussian(mu=97.38792034245135, sigma=8.864698646528195) + Gaussian(mu=2216.995855497483, sigma=2809.7999447423026) >>> g.mu - 97.38792034245135 + 2216.995855497483 Get categorical weights from the Satellites dataset >>> cat_params = sats.feature_params("Class_of_Orbit", state_ixs=[2]) >>> c = cat_params[2][0] >>> c - Categorical_4(weights=[0.7196355242414928, ..., 0.12915471912497747]) + Categorical_4(weights=[0.23464953242044007, ..., 0.04544555912284563]) >>> c.weights # doctest: +ELLIPSIS - [0.7196355242414928, ..., 0.12915471912497747] + [0.23464953242044007, ..., 0.04544555912284563] You can also select columns by integer index @@ -522,7 +522,7 @@ def feature_params( 'Class_of_Orbit' >>> params = sats.feature_params(3) >>> params[0][1] - Categorical_4(weights=[0.0016550494108113051, ..., 0.000028906241993218738]) + Categorical_4(weights=[0.0010264756471345055, ..., 0.9963828657821785]) """ if state_ixs is None: @@ -571,17 +571,16 @@ def diagnostics(self, name: str = "score"): │ --- ┆ --- ┆ --- ┆ --- │ │ f64 ┆ f64 ┆ f64 ┆ f64 │ ╞══════════════╪══════════════╪══════════════╪══════════════╡ - │ -2882.424453 ┆ -2809.0876 ┆ -2638.714156 ┆ -2604.137622 │ - │ -2695.299327 ┆ -2666.497867 ┆ -2608.185358 ┆ -2576.545684 │ - │ -2642.539971 ┆ -2532.638368 ┆ -2576.463401 ┆ -2568.516617 │ - │ -2488.369418 ┆ -2513.134161 ┆ -2549.299382 ┆ -2554.131179 │ + │ -2533.503142 ┆ -2531.11451 ┆ -2488.379725 ┆ -2527.653495 │ + │ -2510.144546 ┆ -2519.318755 ┆ -2449.46579 ┆ -2529.866394 │ + │ -2494.957427 ┆ -2527.118066 ┆ -2417.423267 ┆ -2518.054613 │ + │ -2517.055318 ┆ -2534.235993 ┆ -2413.22879 ┆ -2523.029661 │ │ … ┆ … ┆ … ┆ … │ - │ -1972.005746 ┆ -2122.788121 ┆ -1965.921104 ┆ -1969.328651 │ - │ -1966.516529 ┆ -2117.398333 ┆ -1993.351756 ┆ -1986.589833 │ - │ -1969.400394 ┆ -2147.941128 ┆ -1968.697139 ┆ -1988.805311 │ - │ -1920.217666 ┆ -2081.368421 ┆ -1909.655836 ┆ -1920.432849 │ + │ -1763.593686 ┆ -1601.3273 ┆ -1873.277623 ┆ -1767.766707 │ + │ -1724.87438 ┆ -1648.269934 ┆ -1906.093392 ┆ -1809.921707 │ + │ -1776.739292 ┆ -1670.216919 ┆ -1898.314835 ┆ -1756.702674 │ + │ -1733.91896 ┆ -1665.882412 ┆ -1900.749398 ┆ -1750.687124 │ └──────────────┴──────────────┴──────────────┴──────────────┘ - """ diag = self.engine.diagnostics() @@ -627,11 +626,11 @@ def edit_cell(self, row: Union[str, int], col: Union[str, int], value): │ --- ┆ --- ┆ --- │ │ str ┆ u8 ┆ f64 │ ╞════════════╪════════╪═══════════╡ - │ pig ┆ 1 ┆ 1.565845 │ - │ rhinoceros ┆ 1 ┆ 1.094639 │ - │ buffalo ┆ 1 ┆ 1.094639 │ - │ chihuahua ┆ 1 ┆ 0.802085 │ - │ chimpanzee ┆ 1 ┆ 0.723817 │ + │ pig ┆ 1 ┆ 1.574539 │ + │ buffalo ┆ 1 ┆ 1.240631 │ + │ rhinoceros ┆ 1 ┆ 1.076105 │ + │ collie ┆ 0 ┆ 0.72471 │ + │ chimpanzee ┆ 1 ┆ 0.697159 │ └────────────┴────────┴───────────┘ >>> # change pig to not fierce >>> animals.edit_cell('pig', 'fierce', 0) @@ -644,11 +643,11 @@ def edit_cell(self, row: Union[str, int], col: Union[str, int], value): │ --- ┆ --- ┆ --- │ │ str ┆ u8 ┆ f64 │ ╞════════════╪════════╪═══════════╡ - │ rhinoceros ┆ 1 ┆ 1.094639 │ - │ buffalo ┆ 1 ┆ 1.094639 │ - │ chihuahua ┆ 1 ┆ 0.802085 │ - │ chimpanzee ┆ 1 ┆ 0.723817 │ - │ dalmatian ┆ 0 ┆ 0.594919 │ + │ buffalo ┆ 1 ┆ 1.240631 │ + │ rhinoceros ┆ 1 ┆ 1.076105 │ + │ collie ┆ 0 ┆ 0.72471 │ + │ chimpanzee ┆ 1 ┆ 0.697159 │ + │ chihuahua ┆ 1 ┆ 0.614058 │ └────────────┴────────┴───────────┘ Set a value to missing @@ -662,7 +661,7 @@ def edit_cell(self, row: Union[str, int], col: Union[str, int], value): │ --- ┆ --- ┆ --- │ │ str ┆ u8 ┆ f64 │ ╞═══════╪════════╪═════════════╡ - │ pig ┆ 0 ┆ 0.07593 │ + │ pig ┆ 0 ┆ 0.094179 │ └───────┴────────┴─────────────┘ """ @@ -1088,14 +1087,14 @@ def entropy(self, cols, n_mc_samples: int = 1000): >>> from lace.examples import Animals >>> animals = Animals() >>> animals.entropy(["slow"]) - 0.6755931727528786 + 0.6812321322736966 >>> animals.entropy(["water"]) - 0.49836129824622094 + 0.46626932307630625 Joint entropy >>> animals.entropy(["swims", "fast"]) - 0.9552642751735604 + 0.9367950081783651 We can use entropies to compute mutual information, I(X, Y) = H(X) + H(Y) - H(X, Y). @@ -1108,7 +1107,7 @@ def entropy(self, cols, n_mc_samples: int = 1000): >>> h_fast = animals.entropy(["fast"]) >>> h_swims_and_fast = animals.entropy(["swims", "fast"]) >>> h_swims + h_fast - h_swims_and_fast - 3.510013543328583e-05 + 7.03684751313105e-06 But swimming and having flippers are mutually predictive, so we should see more mutual information. @@ -1116,7 +1115,7 @@ def entropy(self, cols, n_mc_samples: int = 1000): >>> h_flippers = animals.entropy(["flippers"]) >>> h_swims_and_flippers = animals.entropy(["swims", "flippers"]) >>> h_swims + h_flippers - h_swims_and_flippers - 0.19361180218629537 + 0.18686797893023643 """ return self.engine.entropy(cols, n_mc_samples) @@ -1178,9 +1177,9 @@ def logp( shape: (3,) Series: 'logp' [f64] [ - 0.523575 - 0.06601 - 0.380453 + 0.515602 + 0.06607 + 0.38637 ] Conditioning using ``given`` @@ -1192,9 +1191,9 @@ def logp( shape: (3,) Series: 'logp' [f64] [ - 0.000349 - 0.000756 - 0.998017 + 0.000975 + 0.018733 + 0.972718 ] Ask about the likelihood of values belonging to multiple features @@ -1209,9 +1208,9 @@ def logp( shape: (3,) Series: 'logp' [f64] [ - 0.000306 - 0.000008 - 0.016546 + 0.000353 + 0.000006 + 0.015253 ] An example of the scaled variant: @@ -1223,9 +1222,9 @@ def logp( shape: (3,) Series: 'logp_scaled' [f64] [ - 0.137554 - 0.167357 - 0.577699 + 0.260898 + 0.133143 + 0.592816 ] For columns which we explicitly model missing-not-at-random data, we can @@ -1234,13 +1233,13 @@ def logp( >>> from math import exp >>> no_long_geo = pl.Series("longitude_radians_of_geo", [None]) >>> exp(engine.logp(no_long_geo)) - 0.631030460838865 + 0.626977387513902 The probability of a value missing (not-at-random) changes depending on the conditions. >>> exp(engine.logp(no_long_geo, given={"Class_of_Orbit": "GEO"})) - 0.048855132811982976 + 0.07779133514786091 And we can condition on missingness @@ -1251,9 +1250,9 @@ def logp( shape: (3,) Series: 'logp' [f64] [ - 0.827158 - 0.099435 - 0.029606 + 0.818785 + 0.090779 + 0.04799 ] Plot the marginal distribution of `Period_minutes` for each state @@ -1325,15 +1324,15 @@ def inconsistency(self, values, given=None): │ --- ┆ --- │ │ str ┆ f64 │ ╞════════════════╪═══════════════╡ - │ collie ┆ 0.816517 │ - │ beaver ┆ 0.809991 │ - │ rabbit ┆ 0.785911 │ - │ polar+bear ┆ 0.783775 │ + │ beaver ┆ 0.830524 │ + │ collie ┆ 0.826842 │ + │ rabbit ┆ 0.80862 │ + │ skunk ┆ 0.801401 │ │ … ┆ … │ - │ killer+whale ┆ 0.513013 │ - │ blue+whale ┆ 0.503965 │ - │ dolphin ┆ 0.480259 │ - │ humpback+whale ┆ 0.434979 │ + │ walrus ┆ 0.535375 │ + │ blue+whale ┆ 0.48628 │ + │ killer+whale ┆ 0.466145 │ + │ humpback+whale ┆ 0.433302 │ └────────────────┴───────────────┘ Find satellites with inconsistent orbital periods @@ -1371,15 +1370,15 @@ def inconsistency(self, values, given=None): │ --- ┆ --- ┆ --- │ │ str ┆ f64 ┆ f64 │ ╞═══════════════════════════════════╪═══════════════╪════════════════╡ - │ Intelsat 903 ┆ 1.973348 ┆ 1436.16 │ - │ TianLian 2 (TL-1-02, CTDRS) ┆ 1.3645 ┆ 1436.1 │ - │ QZS-1 (Quazi-Zenith Satellite Sy… ┆ 1.364247 ┆ 1436.0 │ - │ Compass G-8 (Beidou IGSO-3) ┆ 1.364093 ┆ 1435.93 │ + │ Intelsat 903 ┆ 1.767642 ┆ 1436.16 │ + │ Mercury 2 (Advanced Vortex 2, US… ┆ 1.649006 ┆ 1436.12 │ + │ INSAT 4CR (Indian National Satel… ┆ 1.648992 ┆ 1436.11 │ + │ QZS-1 (Quazi-Zenith Satellite Sy… ┆ 1.64879 ┆ 1436.0 │ │ … ┆ … ┆ … │ - │ Navstar GPS II-24 (Navstar SVN 3… ┆ 0.646141 ┆ 716.69 │ - │ Navstar GPS IIR-10 (Navstar SVN … ┆ 0.646027 ┆ 716.47 │ - │ Navstar GPS IIR-M-6 (Navstar SVN… ┆ 0.645991 ┆ 716.4 │ - │ BSAT-3B ┆ 0.625282 ┆ 1365.61 │ + │ Glonass 723 (Glonass 37-3, Cosmo… ┆ 0.646552 ┆ 680.75 │ + │ Glonass 721 (Glonass 37-1, Cosmo… ┆ 0.646474 ┆ 680.91 │ + │ Glonass 730 (Glonass 41-1, Cosmo… ┆ 0.646183 ┆ 681.53 │ + │ Wind (International Solar-Terres… ┆ 0.526911 ┆ 19700.45 │ └───────────────────────────────────┴───────────────┴────────────────┘ It looks like Intelsat 903 is the most inconsistent by a good amount. @@ -1476,14 +1475,13 @@ def surprisal( │ --- ┆ --- ┆ --- │ │ str ┆ f64 ┆ f64 │ ╞═══════════════════════════════════╪═══════════════════╪═══════════╡ - │ International Space Station (ISS… ┆ 30.0 ┆ 7.02499 │ - │ Landsat 7 ┆ 15.0 ┆ 4.869031 │ - │ Milstar DFS-5 (USA 164, Milstar … ┆ 0.0 ┆ 4.74869 │ - │ Optus B3 ┆ 0.5 ┆ 4.653549 │ - │ SDS III-3 (Satellite Data System… ┆ 0.5 ┆ 4.558333 │ + │ International Space Station (ISS… ┆ 30.0 ┆ 11.423102 │ + │ Milstar DFS-5 (USA 164, Milstar … ┆ 0.0 ┆ 6.661427 │ + │ DSP 21 (USA 159) (Defense Suppor… ┆ 0.5 ┆ 6.366436 │ + │ DSP 22 (USA 176) (Defense Suppor… ┆ 0.5 ┆ 6.366436 │ + │ Intelsat 701 ┆ 0.5 ┆ 6.366436 │ └───────────────────────────────────┴───────────────────┴───────────┘ - Compute the surprisal for specific cells >>> engine.surprisal( @@ -1495,8 +1493,8 @@ def surprisal( │ --- ┆ --- ┆ --- │ │ str ┆ f64 ┆ f64 │ ╞══════════════╪═══════════════════╪═══════════╡ - │ Landsat 7 ┆ 15.0 ┆ 4.869031 │ - │ Intelsat 701 ┆ 0.5 ┆ 4.533067 │ + │ Landsat 7 ┆ 15.0 ┆ 4.588265 │ + │ Intelsat 701 ┆ 0.5 ┆ 6.366436 │ └──────────────┴───────────────────┴───────────┘ Compute the surprisal of specific values in specific cells @@ -1512,8 +1510,8 @@ def surprisal( │ --- ┆ --- ┆ --- │ │ str ┆ f64 ┆ f64 │ ╞══════════════╪═══════════════════╪═══════════╡ - │ Landsat 7 ┆ 10.0 ┆ 3.037384 │ - │ Intelsat 701 ┆ 10.0 ┆ 2.559729 │ + │ Landsat 7 ┆ 10.0 ┆ 2.984587 │ + │ Intelsat 701 ┆ 10.0 ┆ 2.52041 │ └──────────────┴───────────────────┴───────────┘ Compute the surprisal of multiple values in a single cell @@ -1526,10 +1524,10 @@ def surprisal( shape: (4,) Series: 'surprisal' [f64] [ - 3.126282 - 2.938583 - 2.24969 - 3.037384 + 3.225658 + 3.036696 + 2.273096 + 2.984587 ] Surprisal will be different under different_states @@ -1546,8 +1544,8 @@ def surprisal( │ --- ┆ --- ┆ --- │ │ str ┆ f64 ┆ f64 │ ╞══════════════╪═══════════════════╪═══════════╡ - │ Landsat 7 ┆ 10.0 ┆ 2.743636 │ - │ Intelsat 701 ┆ 10.0 ┆ 2.587096 │ + │ Landsat 7 ┆ 10.0 ┆ 3.431414 │ + │ Intelsat 701 ┆ 10.0 ┆ 2.609992 │ └──────────────┴───────────────────┴───────────┘ """ @@ -1596,11 +1594,11 @@ def simulate( │ --- ┆ --- │ │ str ┆ f64 │ ╞════════════════╪════════════════╡ - │ MEO ┆ 2807.568333 │ - │ GEO ┆ 1421.333515 │ - │ LEO ┆ 92.435621 │ - │ GEO ┆ 1435.7067 │ - │ LEO ┆ 84.896787 │ + │ LEO ┆ 140.214617 │ + │ MEO ┆ 707.76105 │ + │ MEO ┆ 649.888366 │ + │ LEO ┆ 109.460389 │ + │ GEO ┆ 1309.460359 │ └────────────────┴────────────────┘ Simulate a pair of columns conditioned on another @@ -1616,11 +1614,11 @@ def simulate( │ --- ┆ --- │ │ str ┆ f64 │ ╞════════════════╪════════════════╡ - │ GEO ┆ 1439.041087 │ - │ GEO ┆ 1426.020318 │ - │ GEO ┆ 1430.553113 │ - │ GEO ┆ 1451.192889 │ - │ GEO ┆ 1431.855712 │ + │ LEO ┆ 97.079974 │ + │ GEO ┆ -45.703234 │ + │ LEO ┆ 114.135217 │ + │ LEO ┆ 103.676199 │ + │ GEO ┆ 1434.897091 │ └────────────────┴────────────────┘ Simulate missing values for columns that are missing not-at-random @@ -1632,11 +1630,11 @@ def simulate( │ --- │ │ f64 │ ╞══════════════════════════╡ + │ -2.719645 │ + │ -0.154891 │ │ null │ │ null │ - │ null │ - │ null │ - │ null │ + │ 0.712423 │ └──────────────────────────┘ >>> engine.simulate( ... ["longitude_radians_of_geo"], @@ -1649,11 +1647,11 @@ def simulate( │ --- │ │ f64 │ ╞══════════════════════════╡ - │ 0.396442 │ - │ 0.794023 │ - │ 0.643669 │ - │ -0.005531 │ - │ 1.827976 │ + │ 0.850506 │ + │ 0.666353 │ + │ 0.682146 │ + │ 0.221179 │ + │ 2.621126 │ └──────────────────────────┘ If we simulate using ``given`` conditions, we can include the @@ -1671,11 +1669,11 @@ def simulate( │ --- ┆ --- ┆ --- │ │ f64 ┆ str ┆ str │ ╞════════════════╪════════════════╪════════════════╡ - │ 1436.038447 ┆ Communications ┆ GEO │ - │ 1447.908161 ┆ Communications ┆ GEO │ - │ 1452.635331 ┆ Communications ┆ GEO │ - │ 1443.983013 ┆ Communications ┆ GEO │ - │ 1437.544045 ┆ Communications ┆ GEO │ + │ 1426.679095 ┆ Communications ┆ GEO │ + │ 54.08657 ┆ Communications ┆ GEO │ + │ 1433.563215 ┆ Communications ┆ GEO │ + │ 1436.388876 ┆ Communications ┆ GEO │ + │ 1434.298969 ┆ Communications ┆ GEO │ └────────────────┴────────────────┴────────────────┘ """ @@ -1719,13 +1717,12 @@ def draw(self, row: Union[int, str], col: Union[int, str], n: int = 1): shape: (5,) Series: 'Period_minutes' [f64] [ - 110.076567 - 108.096406 - 102.34334 - 90.175641 - 94.512276 + 125.0209 + 173.739372 + 103.887763 + 115.319662 + 98.08124 ] - """ srs = self.engine.draw(row, col, n) return utils.return_srs(srs) @@ -1771,18 +1768,18 @@ def predict( >>> from lace.examples import Animals >>> animals = Animals() >>> animals.predict("swims") - (0, 0.04384630488890182) + (0, 0.03782005724890601) Predict whether an animal swims given that it has flippers >>> animals.predict("swims", given={"flippers": 1}) - (1, 0.09588592928237495) + (1, 0.08920133574559677) Let's confuse lace and see what happens to its uncertainty. Let's predict whether an non-water animal with flippers swims >>> animals.predict("swims", given={"flippers": 1, "water": 0}) - (0, 0.36077426258767503) + (0, 0.23777388425463844) If you want to save time and you do not care about quantifying your epistemic uncertainty, you don't have to compute uncertainty. @@ -1828,19 +1825,19 @@ def variability( >>> from lace.examples import Satellites >>> sats = Satellites() >>> sats.variability("Period_minutes") - 691324.3941953736 + 709857.0508301815 Compute the variance of Period_minutes for geosynchronous satellite >>> sats.variability("Period_minutes", given={"Class_of_Orbit": "GEO"}) - 136818.61181890886 + 148682.45531411088 Compute the entropy of Class_of_orbit >>> sats.variability("Class_of_Orbit") - 0.9362550555890782 + 0.9571321355529944 >>> sats.variability("Class_of_Orbit", given={"Period_minutes": 1440.0}) - 0.01569677151657056 + 0.1455965989424529 """ return self.engine.variability(target, given, state_ixs) @@ -1909,15 +1906,15 @@ def impute( │ --- ┆ --- ┆ --- │ │ str ┆ str ┆ f64 │ ╞═══════════════════════════════════╪═════════════════╪═════════════╡ - │ AAUSat-3 ┆ Sun-Synchronous ┆ 0.186415 │ - │ ABS-1 (LMI-1, Lockheed Martin-In… ┆ Sun-Synchronous ┆ 0.360331 │ - │ ABS-1A (Koreasat 2, Mugunghwa 2,… ┆ Sun-Synchronous ┆ 0.425853 │ - │ ABS-2i (MBSat, Mobile Broadcasti… ┆ Sun-Synchronous ┆ 0.360331 │ + │ AAUSat-3 ┆ Sun-Synchronous ┆ 0.190897 │ + │ ABS-1 (LMI-1, Lockheed Martin-In… ┆ Sun-Synchronous ┆ 0.422782 │ + │ ABS-1A (Koreasat 2, Mugunghwa 2,… ┆ Sun-Synchronous ┆ 0.422782 │ + │ ABS-2i (MBSat, Mobile Broadcasti… ┆ Sun-Synchronous ┆ 0.422782 │ │ … ┆ … ┆ … │ - │ Zhongxing 20A ┆ Sun-Synchronous ┆ 0.360331 │ - │ Zhongxing 22A (Chinastar 22A) ┆ Sun-Synchronous ┆ 0.404823 │ - │ Zhongxing 2A (Chinasat 2A) ┆ Sun-Synchronous ┆ 0.360331 │ - │ Zhongxing 9 (Chinasat 9, Chinast… ┆ Sun-Synchronous ┆ 0.360331 │ + │ Zhongxing 20A ┆ Sun-Synchronous ┆ 0.422782 │ + │ Zhongxing 22A (Chinastar 22A) ┆ Sun-Synchronous ┆ 0.422782 │ + │ Zhongxing 2A (Chinasat 2A) ┆ Sun-Synchronous ┆ 0.422782 │ + │ Zhongxing 9 (Chinasat 9, Chinast… ┆ Sun-Synchronous ┆ 0.422782 │ └───────────────────────────────────┴─────────────────┴─────────────┘ Impute a defined set of rows @@ -1929,8 +1926,8 @@ def impute( │ --- ┆ --- ┆ --- │ │ str ┆ str ┆ f64 │ ╞═══════════════╪════════════════════════╪═════════════╡ - │ AAUSat-3 ┆ Technology Development ┆ 0.238355 │ - │ Zhongxing 20A ┆ Communications ┆ 0.129248 │ + │ AAUSat-3 ┆ Technology Development ┆ 0.236857 │ + │ Zhongxing 20A ┆ Communications ┆ 0.142772 │ └───────────────┴────────────────────────┴─────────────┘ Uncertainty is optional @@ -2088,12 +2085,12 @@ def mi( >>> from lace.examples import Animals >>> engine = Animals() >>> engine.mi([("swims", "flippers")]) - 0.27197816458827445 + 0.2785114781561444 You can select different normalizations of mutual information >>> engine.mi([("swims", "flippers")], mi_type="unnormed") - 0.19361180218629537 + 0.18686797893023643 Multiple pairs as inputs gets you a polars ``Series`` @@ -2106,8 +2103,8 @@ def mi( shape: (2,) Series: 'mi' [f64] [ - 0.271978 - 0.005378 + 0.278511 + 0.012031 ] """ @@ -2163,25 +2160,25 @@ def rowsim( >>> from lace.examples import Animals >>> animals = Animals() >>> animals.rowsim([("beaver", "polar+bear")]) - 0.6059523809523808 + 0.5305059523809523 What about if we weight similarity by columns and not the standard views? >>> animals.rowsim([("beaver", "polar+bear")], col_weighted=True) - 0.5698529411764706 + 0.5095588235294117 Not much change. How similar are they with respect to how we model their swimming? >>> animals.rowsim([("beaver", "polar+bear")], wrt=["swims"]) - 0.875 + 1.0 Very similar. But will all animals that swim be highly similar with respect to their swimming? >>> animals.rowsim([("otter", "polar+bear")], wrt=["swims"]) - 0.375 + 0.3125 Lace predicts an otter's swimming for different reasons than a polar bear's. @@ -2199,8 +2196,8 @@ def rowsim( shape: (2,) Series: 'rowsim' [f64] [ - 0.629315 - 0.772545 + 0.712798 + 0.841518 ] """ @@ -2243,13 +2240,13 @@ def pairwise_fn(self, fn_name, indices: Optional[list] = None, **kwargs): │ str ┆ str ┆ f64 │ ╞═══════╪═══════╪══════════╡ │ wolf ┆ wolf ┆ 1.0 │ - │ wolf ┆ rat ┆ 0.71689 │ - │ wolf ┆ otter ┆ 0.492262 │ - │ rat ┆ wolf ┆ 0.71689 │ + │ wolf ┆ rat ┆ 0.801339 │ + │ wolf ┆ otter ┆ 0.422619 │ + │ rat ┆ wolf ┆ 0.801339 │ │ rat ┆ rat ┆ 1.0 │ - │ rat ┆ otter ┆ 0.613095 │ - │ otter ┆ wolf ┆ 0.492262 │ - │ otter ┆ rat ┆ 0.613095 │ + │ rat ┆ otter ┆ 0.572173 │ + │ otter ┆ wolf ┆ 0.422619 │ + │ otter ┆ rat ┆ 0.572173 │ │ otter ┆ otter ┆ 1.0 │ └───────┴───────┴──────────┘ @@ -2267,13 +2264,13 @@ def pairwise_fn(self, fn_name, indices: Optional[list] = None, **kwargs): │ str ┆ str ┆ f64 │ ╞═══════╪═══════╪══════════╡ │ wolf ┆ wolf ┆ 1.0 │ - │ wolf ┆ rat ┆ 0.642647 │ - │ wolf ┆ otter ┆ 0.302206 │ - │ rat ┆ wolf ┆ 0.642647 │ + │ wolf ┆ rat ┆ 0.804412 │ + │ wolf ┆ otter ┆ 0.323529 │ + │ rat ┆ wolf ┆ 0.804412 │ │ rat ┆ rat ┆ 1.0 │ - │ rat ┆ otter ┆ 0.491176 │ - │ otter ┆ wolf ┆ 0.302206 │ - │ otter ┆ rat ┆ 0.491176 │ + │ rat ┆ otter ┆ 0.469853 │ + │ otter ┆ wolf ┆ 0.323529 │ + │ otter ┆ rat ┆ 0.469853 │ │ otter ┆ otter ┆ 1.0 │ └───────┴───────┴──────────┘ @@ -2288,13 +2285,13 @@ def pairwise_fn(self, fn_name, indices: Optional[list] = None, **kwargs): │ str ┆ str ┆ f64 │ ╞══════════╪══════════════╪══════════╡ │ antelope ┆ antelope ┆ 1.0 │ - │ antelope ┆ grizzly+bear ┆ 0.464137 │ - │ antelope ┆ killer+whale ┆ 0.479613 │ - │ antelope ┆ beaver ┆ 0.438467 │ + │ antelope ┆ grizzly+bear ┆ 0.457589 │ + │ antelope ┆ killer+whale ┆ 0.469494 │ + │ antelope ┆ beaver ┆ 0.332589 │ │ … ┆ … ┆ … │ - │ dolphin ┆ walrus ┆ 0.724702 │ - │ dolphin ┆ raccoon ┆ 0.340923 │ - │ dolphin ┆ cow ┆ 0.482887 │ + │ dolphin ┆ walrus ┆ 0.799851 │ + │ dolphin ┆ raccoon ┆ 0.236607 │ + │ dolphin ┆ cow ┆ 0.441964 │ │ dolphin ┆ dolphin ┆ 1.0 │ └──────────┴──────────────┴──────────┘ diff --git a/pylace/tests/example_test.py b/pylace/tests/example_test.py index 8a87c765..a11765d9 100644 --- a/pylace/tests/example_test.py +++ b/pylace/tests/example_test.py @@ -13,4 +13,4 @@ def test_animals(): assert engine.shape == (50, 85) swim_cat, swim_unc = engine.predict("swims") assert swim_cat == 0 - assert_almost_equal(swim_unc, 0.04384630, 6) + assert_almost_equal(swim_unc, 0.03782005724890601, 6) From 82d1d6a9819143399cd45bc9c5cb125287f54a02 Mon Sep 17 00:00:00 2001 From: Baxter Eaves Date: Fri, 29 Mar 2024 15:16:57 -0500 Subject: [PATCH 28/43] Get doctests to pass --- pylace/lace/analysis.py | 150 ++++++++++++++++++++-------------------- 1 file changed, 75 insertions(+), 75 deletions(-) diff --git a/pylace/lace/analysis.py b/pylace/lace/analysis.py index a07d6858..68ee352c 100644 --- a/pylace/lace/analysis.py +++ b/pylace/lace/analysis.py @@ -268,15 +268,15 @@ def held_out_neglogp( │ --- ┆ --- ┆ --- │ │ list[str] ┆ f64 ┆ i64 │ ╞═════════════════════════╪═════════════════════╪═══════════╡ - │ null ┆ 7.808063 ┆ 0 │ - │ ["Apogee_km"] ┆ 5.082683 ┆ 1 │ - │ ["Eccentricity"] ┆ 2.931816 ┆ 2 │ - │ ["Launch_Vehicle"] ┆ 2.931816 ┆ 3 │ + │ null ┆ 7.115493 ┆ 0 │ + │ ["Apogee_km"] ┆ 4.484848 ┆ 1 │ + │ ["Eccentricity"] ┆ 3.022424 ┆ 2 │ + │ ["Date_of_Launch"] ┆ 3.022424 ┆ 3 │ │ … ┆ … ┆ … │ - │ ["Power_watts"] ┆ 2.932103 ┆ 15 │ - │ ["Inclination_radians"] ┆ 2.933732 ┆ 16 │ - │ ["Users"] ┆ 2.940667 ┆ 17 │ - │ ["Perigee_km"] ┆ 3.956759 ┆ 18 │ + │ ["Launch_Site"] ┆ 3.022426 ┆ 15 │ + │ ["Power_watts"] ┆ 3.022582 ┆ 16 │ + │ ["Inclination_radians"] ┆ 3.024748 ┆ 17 │ + │ ["Perigee_km"] ┆ 4.025416 ┆ 18 │ └─────────────────────────┴─────────────────────┴───────────┘ If we don't want to use the greedy search, we can enumerate, but we need to @@ -297,15 +297,15 @@ def held_out_neglogp( │ --- ┆ --- ┆ --- │ │ list[str] ┆ f64 ┆ i64 │ ╞═══════════════════════════════════╪═════════════════════╪═══════════╡ - │ null ┆ 7.853468 ┆ 0 │ - │ ["Apogee_km"] ┆ 5.106627 ┆ 1 │ - │ ["Apogee_km", "Eccentricity"] ┆ 2.951662 ┆ 2 │ - │ ["Apogee_km", "Country_of_Operat… ┆ 2.951254 ┆ 3 │ - │ ["Apogee_km", "Country_of_Operat… ┆ 2.952801 ┆ 4 │ - │ ["Apogee_km", "Country_of_Contra… ┆ 2.956224 ┆ 5 │ - │ ["Apogee_km", "Country_of_Contra… ┆ 2.96479 ┆ 6 │ - │ ["Apogee_km", "Country_of_Contra… ┆ 2.992173 ┆ 7 │ - │ ["Apogee_km", "Class_of_Orbit", … ┆ 3.956759 ┆ 8 │ + │ null ┆ 7.187543 ┆ 0 │ + │ ["Apogee_km"] ┆ 4.502691 ┆ 1 │ + │ ["Apogee_km", "Eccentricity"] ┆ 3.033792 ┆ 2 │ + │ ["Apogee_km", "Country_of_Operat… ┆ 3.033296 ┆ 3 │ + │ ["Apogee_km", "Country_of_Contra… ┆ 3.035064 ┆ 4 │ + │ ["Apogee_km", "Country_of_Contra… ┆ 3.037117 ┆ 5 │ + │ ["Apogee_km", "Country_of_Contra… ┆ 3.046293 ┆ 6 │ + │ ["Apogee_km", "Country_of_Contra… ┆ 3.076149 ┆ 7 │ + │ ["Apogee_km", "Class_of_Orbit", … ┆ 4.025416 ┆ 8 │ └───────────────────────────────────┴─────────────────────┴───────────┘ """ @@ -382,14 +382,14 @@ def held_out_inconsistency( │ --- ┆ --- ┆ --- │ │ list[str] ┆ f64 ┆ i64 │ ╞═════════════════════════╪═══════════════════════════╪═══════════╡ - │ null ┆ 1.973348 ┆ 0 │ - │ ["Apogee_km"] ┆ 1.284557 ┆ 1 │ - │ ["Eccentricity"] ┆ 0.740964 ┆ 2 │ - │ ["Launch_Vehicle"] ┆ 0.740964 ┆ 3 │ + │ null ┆ 1.767642 ┆ 0 │ + │ ["Apogee_km"] ┆ 1.114133 ┆ 1 │ + │ ["Eccentricity"] ┆ 0.750835 ┆ 2 │ + │ ["Date_of_Launch"] ┆ 0.750835 ┆ 3 │ │ … ┆ … ┆ … │ - │ ["Power_watts"] ┆ 0.741036 ┆ 15 │ - │ ["Inclination_radians"] ┆ 0.741448 ┆ 16 │ - │ ["Users"] ┆ 0.743201 ┆ 17 │ + │ ["Launch_Site"] ┆ 0.750836 ┆ 15 │ + │ ["Power_watts"] ┆ 0.750874 ┆ 16 │ + │ ["Inclination_radians"] ┆ 0.751413 ┆ 17 │ │ ["Perigee_km"] ┆ 1.0 ┆ 18 │ └─────────────────────────┴───────────────────────────┴───────────┘ @@ -411,14 +411,14 @@ def held_out_inconsistency( │ --- ┆ --- ┆ --- │ │ list[str] ┆ f64 ┆ i64 │ ╞═══════════════════════════════════╪═══════════════════════════╪═══════════╡ - │ null ┆ 1.984823 ┆ 0 │ - │ ["Apogee_km"] ┆ 1.290609 ┆ 1 │ - │ ["Apogee_km", "Eccentricity"] ┆ 0.74598 ┆ 2 │ - │ ["Apogee_km", "Country_of_Operat… ┆ 0.745877 ┆ 3 │ - │ ["Apogee_km", "Country_of_Operat… ┆ 0.746268 ┆ 4 │ - │ ["Apogee_km", "Country_of_Contra… ┆ 0.747133 ┆ 5 │ - │ ["Apogee_km", "Country_of_Contra… ┆ 0.749297 ┆ 6 │ - │ ["Apogee_km", "Country_of_Contra… ┆ 0.756218 ┆ 7 │ + │ null ┆ 1.785541 ┆ 0 │ + │ ["Apogee_km"] ┆ 1.118565 ┆ 1 │ + │ ["Apogee_km", "Eccentricity"] ┆ 0.753659 ┆ 2 │ + │ ["Apogee_km", "Country_of_Operat… ┆ 0.753536 ┆ 3 │ + │ ["Apogee_km", "Country_of_Contra… ┆ 0.753975 ┆ 4 │ + │ ["Apogee_km", "Country_of_Contra… ┆ 0.754485 ┆ 5 │ + │ ["Apogee_km", "Country_of_Contra… ┆ 0.756765 ┆ 6 │ + │ ["Apogee_km", "Country_of_Contra… ┆ 0.764182 ┆ 7 │ │ ["Apogee_km", "Class_of_Orbit", … ┆ 1.0 ┆ 8 │ └───────────────────────────────────┴───────────────────────────┴───────────┘ @@ -488,21 +488,21 @@ def held_out_uncertainty( ... quiet=True, ... ) # doctest: +NORMALIZE_WHITESPACE shape: (19, 3) - ┌──────────────────────────────────┬─────────────────────────┬───────────┐ - │ feature_rmed ┆ HoldOutFunc.Uncertainty ┆ keys_rmed │ - │ --- ┆ --- ┆ --- │ - │ list[str] ┆ f64 ┆ i64 │ - ╞══════════════════════════════════╪═════════════════════════╪═══════════╡ - │ null ┆ 0.43212 ┆ 0 │ - │ ["Perigee_km"] ┆ 0.43212 ┆ 1 │ - │ ["Class_of_Orbit"] ┆ 0.43212 ┆ 2 │ - │ ["Source_Used_for_Orbital_Data"] ┆ 0.431921 ┆ 3 │ - │ … ┆ … ┆ … │ - │ ["Country_of_Operator"] ┆ 0.054156 ┆ 15 │ - │ ["Country_of_Contractor"] ┆ 0.06069 ┆ 16 │ - │ ["Dry_Mass_kg"] ┆ 0.139502 ┆ 17 │ - │ ["Inclination_radians"] ┆ 0.089026 ┆ 18 │ - └──────────────────────────────────┴─────────────────────────┴───────────┘ + ┌───────────────────────────┬─────────────────────────┬───────────┐ + │ feature_rmed ┆ HoldOutFunc.Uncertainty ┆ keys_rmed │ + │ --- ┆ --- ┆ --- │ + │ list[str] ┆ f64 ┆ i64 │ + ╞═══════════════════════════╪═════════════════════════╪═══════════╡ + │ null ┆ 0.505795 ┆ 0 │ + │ ["Purpose"] ┆ 0.505794 ┆ 1 │ + │ ["Launch_Mass_kg"] ┆ 0.499515 ┆ 2 │ + │ ["Country_of_Contractor"] ┆ 0.497596 ┆ 3 │ + │ … ┆ … ┆ … │ + │ ["Expected_Lifetime"] ┆ 0.252419 ┆ 15 │ + │ ["Launch_Vehicle"] ┆ 0.225609 ┆ 16 │ + │ ["Users"] ┆ 0.19823 ┆ 17 │ + │ ["Country_of_Operator"] ┆ 0.185145 ┆ 18 │ + └───────────────────────────┴─────────────────────────┴───────────┘ If we don't want to use the greedy search, we can enumerate, but we need to be mindful that the number of conditions we must enumerate over is 2^n @@ -522,15 +522,15 @@ def held_out_uncertainty( │ --- ┆ --- ┆ --- │ │ list[str] ┆ f64 ┆ i64 │ ╞═══════════════════════════════════╪═════════════════════════╪═══════════╡ - │ null ┆ 0.445501 ┆ 0 │ - │ ["Expected_Lifetime"] ┆ 0.437647 ┆ 1 │ - │ ["Apogee_km", "Eccentricity"] ┆ 0.05561 ┆ 2 │ - │ ["Apogee_km", "Country_of_Operat… ┆ 0.055283 ┆ 3 │ - │ ["Apogee_km", "Country_of_Operat… ┆ 0.056185 ┆ 4 │ - │ ["Apogee_km", "Country_of_Operat… ┆ 0.057624 ┆ 5 │ - │ ["Apogee_km", "Country_of_Contra… ┆ 0.0595 ┆ 6 │ - │ ["Apogee_km", "Country_of_Contra… ┆ 0.077359 ┆ 7 │ - │ ["Apogee_km", "Class_of_Orbit", … ┆ 0.089026 ┆ 8 │ + │ null ┆ 0.515391 ┆ 0 │ + │ ["Class_of_Orbit"] ┆ 0.484085 ┆ 1 │ + │ ["Apogee_km", "Eccentricity"] ┆ 0.260645 ┆ 2 │ + │ ["Apogee_km", "Class_of_Orbit", … ┆ 0.251961 ┆ 3 │ + │ ["Apogee_km", "Class_of_Orbit", … ┆ 0.247123 ┆ 4 │ + │ ["Apogee_km", "Class_of_Orbit", … ┆ 0.220715 ┆ 5 │ + │ ["Apogee_km", "Class_of_Orbit", … ┆ 0.211055 ┆ 6 │ + │ ["Apogee_km", "Class_of_Orbit", … ┆ 0.1979 ┆ 7 │ + │ ["Apogee_km", "Class_of_Orbit", … ┆ 0.185145 ┆ 8 │ └───────────────────────────────────┴─────────────────────────┴───────────┘ """ @@ -656,7 +656,7 @@ def attributable_inconsistency( ... quiet=True, ... ) # doctest: +NORMALIZE_WHITESPACE >>> frac - 0.2930260843667006 + 0.2702093046733929 """ @@ -730,7 +730,7 @@ def attributable_neglogp( ... quiet=True, ... ) # doctest: +NORMALIZE_WHITESPACE >>> frac - 0.29302608436670047 + 0.2702093046733929 """ @@ -801,7 +801,7 @@ def attributable_uncertainty( ... quiet=True, ... ) # doctest: +NORMALIZE_WHITESPACE >>> frac - 0.1814171785207335 + 0.17905287760659047 """ @@ -950,15 +950,15 @@ def explain_prediction( │ --- ┆ --- │ │ str ┆ f64 │ ╞══════════════════════════════╪═════════════╡ - │ Country_of_Operator ┆ 2.4617e-16 │ - │ Users ┆ -2.1412e-15 │ - │ Purpose ┆ -8.0193e-15 │ - │ Class_of_Orbit ┆ -2.2727e-15 │ + │ Country_of_Operator ┆ 3.9980e-15 │ + │ Users ┆ -3.4701e-13 │ + │ Purpose ┆ -5.3209e-15 │ + │ Class_of_Orbit ┆ -1.8481e-15 │ │ … ┆ … │ - │ Launch_Site ┆ -5.8214e-16 │ - │ Launch_Vehicle ┆ -9.6101e-16 │ - │ Source_Used_for_Orbital_Data ┆ -9.1997e-15 │ - │ Inclination_radians ┆ -1.5407e-15 │ + │ Launch_Site ┆ -4.2856e-13 │ + │ Launch_Vehicle ┆ -8.2878e-14 │ + │ Source_Used_for_Orbital_Data ┆ 1.7684e-14 │ + │ Inclination_radians ┆ -2.6242e-13 │ └──────────────────────────────┴─────────────┘ Get the importances using the 'ablative-dist' method, which measures how @@ -977,15 +977,15 @@ def explain_prediction( │ --- ┆ --- │ │ str ┆ f64 │ ╞══════════════════════════════╪═══════════╡ - │ Country_of_Operator ┆ -0.000109 │ - │ Users ┆ 0.081289 │ - │ Purpose ┆ 0.18938 │ - │ Class_of_Orbit ┆ 0.000119 │ + │ Country_of_Operator ┆ -0.012699 │ + │ Users ┆ 0.003983 │ + │ Purpose ┆ -0.042624 │ + │ Class_of_Orbit ┆ -0.00122 │ │ … ┆ … │ - │ Launch_Site ┆ 0.003411 │ - │ Launch_Vehicle ┆ -0.018817 │ - │ Source_Used_for_Orbital_Data ┆ 0.001454 │ - │ Inclination_radians ┆ 0.057333 │ + │ Launch_Site ┆ -0.011698 │ + │ Launch_Vehicle ┆ -0.09602 │ + │ Source_Used_for_Orbital_Data ┆ -0.027222 │ + │ Inclination_radians ┆ 0.012758 │ └──────────────────────────────┴───────────┘ """ From 612ee9ee8f892d4c3fc56c2ebfc385150288092d Mon Sep 17 00:00:00 2001 From: Baxter Eaves Date: Fri, 29 Mar 2024 15:28:02 -0500 Subject: [PATCH 29/43] remove lace_cc misc.rs --- lace/lace_cc/src/misc.rs | 86 ---------------------------------------- 1 file changed, 86 deletions(-) delete mode 100644 lace/lace_cc/src/misc.rs diff --git a/lace/lace_cc/src/misc.rs b/lace/lace_cc/src/misc.rs deleted file mode 100644 index c05403d2..00000000 --- a/lace/lace_cc/src/misc.rs +++ /dev/null @@ -1,86 +0,0 @@ -use lace_stats::rv::dist::Beta; -use lace_stats::rv::misc::pflip; -use lace_stats::rv::traits::Rv; -use rand::Rng; -use serde::{Deserialize, Serialize}; - -// #[derive(Debug, Clone, Hash, PartialEq, Eq, Ord, PartialOrd)] -// pub struct CrpDraw { -// pub asgn: Vec, -// pub counts: Vec, -// pub n_cats: usize, -// } - -// /// Draw from Chinese Restaurant Process -// pub fn crp_draw(n: usize, alpha: f64, rng: &mut R) -> CrpDraw { -// let mut n_cats = 0; -// let mut weights: Vec = vec![]; -// let mut asgn: Vec = Vec::with_capacity(n); - -// for _ in 0..n { -// weights.push(alpha); -// let k = pflip(&weights, 1, rng)[0]; -// asgn.push(k); - -// if k == n_cats { -// weights[n_cats] = 1.0; -// n_cats += 1; -// } else { -// weights.truncate(n_cats); -// weights[k] += 1.0; -// } -// } -// // convert weights to counts, correcting for possible floating point -// // errors -// let counts: Vec = -// weights.iter().map(|w| (w + 0.5) as usize).collect(); - -// CrpDraw { -// asgn, -// counts, -// n_cats, -// } -// } - -// #[cfg(test)] -// mod tests { -// use super::*; - -// const TOL: f64 = 1E-12; - -// mod sb_slice { -// use super::*; - -// #[test] -// fn should_return_input_weights_if_alpha_is_zero() { -// let mut rng = rand::thread_rng(); -// let weights_in: Vec = vec![0.8, 0.2, 0.0]; -// let weights_out = -// sb_slice_extend(weights_in.clone(), 1.0, 0.2, &mut rng) -// .unwrap(); -// let good = weights_in -// .iter() -// .zip(weights_out.iter()) -// .all(|(wi, wo)| (wi - wo).abs() < TOL); -// assert!(good); -// } - -// #[test] -// fn should_return_error_for_zero_u_star() { -// let mut rng = rand::thread_rng(); -// let weights_in: Vec = vec![0.8, 0.2]; -// let u_star = 0.0; -// let res = sb_slice_extend(weights_in, 1.0, u_star, &mut rng); -// assert!(res.is_err()); -// } - -// #[test] -// fn smoke() { -// let mut rng = rand::thread_rng(); -// let weights_in: Vec = vec![0.8, 0.2]; -// let u_star = 0.1; -// let res = sb_slice_extend(weights_in, 1.0, u_star, &mut rng); -// assert!(res.is_ok()); -// } -// } -// } From 4bf68cb0a63032c8f0922dba1da08b7aad036a07 Mon Sep 17 00:00:00 2001 From: Baxter Eaves Date: Sat, 30 Mar 2024 08:48:36 -0500 Subject: [PATCH 30/43] Fixing doctests --- lace/lace_stats/src/assignment.rs | 9 ++++++--- lace/src/interface/oracle/traits.rs | 9 +++------ 2 files changed, 9 insertions(+), 9 deletions(-) diff --git a/lace/lace_stats/src/assignment.rs b/lace/lace_stats/src/assignment.rs index 4807d8b2..01a8e4ab 100644 --- a/lace/lace_stats/src/assignment.rs +++ b/lace/lace_stats/src/assignment.rs @@ -668,17 +668,20 @@ mod tests { #[test] fn manual_seed_control_works() { - let asgn_1 = AssignmentBuilder::new(50) + let n = 100; + let asgn_1 = AssignmentBuilder::new(n) .with_seed(17_834_795) .build() .unwrap() .asgn; - let asgn_2 = AssignmentBuilder::new(50) + + let asgn_2 = AssignmentBuilder::new(n) .with_seed(17_834_795) .build() .unwrap() .asgn; - let asgn_3 = AssignmentBuilder::new(50).build().unwrap().asgn; + + let asgn_3 = AssignmentBuilder::new(n).build().unwrap().asgn; assert_eq!(asgn_1, asgn_2); assert_ne!(asgn_1, asgn_3); } diff --git a/lace/src/interface/oracle/traits.rs b/lace/src/interface/oracle/traits.rs index 898a6b24..6650bff8 100644 --- a/lace/src/interface/oracle/traits.rs +++ b/lace/src/interface/oracle/traits.rs @@ -1817,13 +1817,11 @@ pub trait OracleT: CanOracle { /// # use lace::OracleT; /// # use lace_data::{Datum, Category}; /// # let oracle = Example::Satellites.oracle().unwrap(); - /// let (imp, _) = oracle.impute( + /// let (imp, unc): (Datum, Option) = oracle.impute( /// "X-Sat", /// "longitude_radians_of_geo", /// true, /// ).unwrap(); - /// - /// assert!((imp.to_f64_opt().unwrap() - 0.18514237733859296).abs() < 1e-10); /// ``` fn impute( &self, @@ -1956,7 +1954,7 @@ pub trait OracleT: CanOracle { /// ``` /// /// Note that the uncertainty when the prediction is missing is the - /// uncertainty only off the missing prediction. For example, the + /// uncertainty only of the missing prediction. For example, the /// `longitude_radians_of_geo` value is only present for geosynchronous /// satellites, which have an orbital period of around 1440 minutes. We can /// see the uncertainty drop as we condition on periods farther away from @@ -1969,7 +1967,7 @@ pub trait OracleT: CanOracle { /// let (pred_close, unc_close) = oracle.predict( /// "longitude_radians_of_geo", /// &Given::Conditions(vec![ - /// ("Period_minutes", Datum::Continuous(1200.0)) + /// ("Period_minutes", Datum::Continuous(1400.0)) /// ]), /// true, /// None, @@ -1987,7 +1985,6 @@ pub trait OracleT: CanOracle { /// ).unwrap(); /// /// assert_eq!(pred_far, Datum::Missing); - /// dbg!(&unc_far, &unc_close); /// assert!(unc_far.unwrap() < unc_close.unwrap()); /// ``` fn predict( From 6c7fc015beaa985edbafb899c733d6a5b3fe0b4c Mon Sep 17 00:00:00 2001 From: Baxter Eaves Date: Sat, 30 Mar 2024 21:10:16 -0500 Subject: [PATCH 31/43] Fixed test in mdbook --- book/src/codebook-ref.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/book/src/codebook-ref.md b/book/src/codebook-ref.md index a5fbad4d..eaf2c8ca 100644 --- a/book/src/codebook-ref.md +++ b/book/src/codebook-ref.md @@ -52,7 +52,7 @@ view_prior_process: !dirichlet or a Pitman-Yor process with a Gamma prior on alpha and a Beta prior on d. -```yaml,deserializeTo=StatePriorProcess +```yaml,deserializeTo=ViewPriorProcess view_prior_process: !pitman_yor alpha_prior: shape: 1.0 From 2f8a4a5d2662a1ed6cd2f98cdb5bba974a9f44bc Mon Sep 17 00:00:00 2001 From: Baxter Eaves Date: Mon, 1 Apr 2024 10:51:32 -0500 Subject: [PATCH 32/43] Add metadata read/convert tests --- .../resources/test/metadata/v0/codebook.yaml | 316 ++++++++++++++++++ .../resources/test/metadata/v0/data.parquet | Bin 0 -> 11902 bytes .../v0/metadata.lace/0.diagnostics.csv | 2 + .../test/metadata/v0/metadata.lace/0.state | Bin 0 -> 10674 bytes .../v0/metadata.lace/1.diagnostics.csv | 2 + .../test/metadata/v0/metadata.lace/1.state | Bin 0 -> 6194 bytes .../v0/metadata.lace/2.diagnostics.csv | 2 + .../test/metadata/v0/metadata.lace/2.state | Bin 0 -> 12274 bytes .../v0/metadata.lace/3.diagnostics.csv | 2 + .../test/metadata/v0/metadata.lace/3.state | Bin 0 -> 6562 bytes .../metadata/v0/metadata.lace/config.yaml | 2 + .../metadata/v0/metadata.lace/lace.codebook | Bin 0 -> 2763 bytes .../test/metadata/v0/metadata.lace/lace.data | Bin 0 -> 8160 bytes .../test/metadata/v0/metadata.lace/rng.yaml | 5 + .../resources/test/metadata/v1/codebook.yaml | 312 +++++++++++++++++ .../v1/metadata.lace/0.diagnostics.csv | 11 + .../test/metadata/v1/metadata.lace/0.state | Bin 0 -> 7147 bytes .../v1/metadata.lace/1.diagnostics.csv | 11 + .../test/metadata/v1/metadata.lace/1.state | Bin 0 -> 7131 bytes .../v1/metadata.lace/2.diagnostics.csv | 11 + .../test/metadata/v1/metadata.lace/2.state | Bin 0 -> 5375 bytes .../v1/metadata.lace/3.diagnostics.csv | 11 + .../test/metadata/v1/metadata.lace/3.state | Bin 0 -> 5799 bytes .../metadata/v1/metadata.lace/config.yaml | 2 + .../metadata/v1/metadata.lace/lace.codebook | Bin 0 -> 2732 bytes .../test/metadata/v1/metadata.lace/lace.data | Bin 0 -> 8160 bytes .../test/metadata/v1/metadata.lace/rng.yaml | 5 + lace/lace_metadata/tests/convert.rs | 21 ++ 28 files changed, 715 insertions(+) create mode 100644 lace/lace_metadata/resources/test/metadata/v0/codebook.yaml create mode 100644 lace/lace_metadata/resources/test/metadata/v0/data.parquet create mode 100644 lace/lace_metadata/resources/test/metadata/v0/metadata.lace/0.diagnostics.csv create mode 100644 lace/lace_metadata/resources/test/metadata/v0/metadata.lace/0.state create mode 100644 lace/lace_metadata/resources/test/metadata/v0/metadata.lace/1.diagnostics.csv create mode 100644 lace/lace_metadata/resources/test/metadata/v0/metadata.lace/1.state create mode 100644 lace/lace_metadata/resources/test/metadata/v0/metadata.lace/2.diagnostics.csv create mode 100644 lace/lace_metadata/resources/test/metadata/v0/metadata.lace/2.state create mode 100644 lace/lace_metadata/resources/test/metadata/v0/metadata.lace/3.diagnostics.csv create mode 100644 lace/lace_metadata/resources/test/metadata/v0/metadata.lace/3.state create mode 100644 lace/lace_metadata/resources/test/metadata/v0/metadata.lace/config.yaml create mode 100644 lace/lace_metadata/resources/test/metadata/v0/metadata.lace/lace.codebook create mode 100644 lace/lace_metadata/resources/test/metadata/v0/metadata.lace/lace.data create mode 100644 lace/lace_metadata/resources/test/metadata/v0/metadata.lace/rng.yaml create mode 100644 lace/lace_metadata/resources/test/metadata/v1/codebook.yaml create mode 100644 lace/lace_metadata/resources/test/metadata/v1/metadata.lace/0.diagnostics.csv create mode 100644 lace/lace_metadata/resources/test/metadata/v1/metadata.lace/0.state create mode 100644 lace/lace_metadata/resources/test/metadata/v1/metadata.lace/1.diagnostics.csv create mode 100644 lace/lace_metadata/resources/test/metadata/v1/metadata.lace/1.state create mode 100644 lace/lace_metadata/resources/test/metadata/v1/metadata.lace/2.diagnostics.csv create mode 100644 lace/lace_metadata/resources/test/metadata/v1/metadata.lace/2.state create mode 100644 lace/lace_metadata/resources/test/metadata/v1/metadata.lace/3.diagnostics.csv create mode 100644 lace/lace_metadata/resources/test/metadata/v1/metadata.lace/3.state create mode 100644 lace/lace_metadata/resources/test/metadata/v1/metadata.lace/config.yaml create mode 100644 lace/lace_metadata/resources/test/metadata/v1/metadata.lace/lace.codebook create mode 100644 lace/lace_metadata/resources/test/metadata/v1/metadata.lace/lace.data create mode 100644 lace/lace_metadata/resources/test/metadata/v1/metadata.lace/rng.yaml create mode 100644 lace/lace_metadata/tests/convert.rs diff --git a/lace/lace_metadata/resources/test/metadata/v0/codebook.yaml b/lace/lace_metadata/resources/test/metadata/v0/codebook.yaml new file mode 100644 index 00000000..95511be3 --- /dev/null +++ b/lace/lace_metadata/resources/test/metadata/v0/codebook.yaml @@ -0,0 +1,316 @@ +table_name: my_data +state_alpha_prior: + shape: 2.0 + rate: 1.0 +view_alpha_prior: + shape: 1.0 + rate: 2.0 +col_metadata: +- name: cat + coltype: !Categorical + k: 3 + hyper: + pr_alpha: + shape: 1.0 + scale: 1.0 + value_map: !string + 0: blue + 1: green + 2: red + prior: null + notes: null + missing_not_at_random: false +- name: cts + coltype: !Continuous + hyper: + pr_m: + mu: -0.12554951392089267 + sigma: 1.0060712163273107 + pr_k: + shape: 1.0 + rate: 1.0 + pr_v: + shape: 5.298317366548036 + scale: 5.298317366548036 + pr_s2: + shape: 5.298317366548036 + scale: 1.0121792923223145 + prior: null + notes: null + missing_not_at_random: false +- name: count + coltype: !Count + hyper: + pr_shape: + shape: 1.2463818344393327 + rate: 1.0 + pr_rate: + shape: 67.03804379304536 + scale: 1.0 + prior: null + notes: null + missing_not_at_random: false +- name: cat_msng + coltype: !Categorical + k: 3 + hyper: + pr_alpha: + shape: 1.0 + scale: 1.0 + value_map: !string + 0: blue + 1: green + 2: red + prior: null + notes: null + missing_not_at_random: false +- name: cts_msng + coltype: !Continuous + hyper: + pr_m: + mu: -0.1339303540874964 + sigma: 1.018971505873358 + pr_k: + shape: 1.0 + rate: 1.0 + pr_v: + shape: 4.941642422609304 + scale: 4.941642422609304 + pr_s2: + shape: 4.941642422609304 + scale: 1.038302929781819 + prior: null + notes: null + missing_not_at_random: true +- name: count_msng + coltype: !Continuous + hyper: + pr_m: + mu: 87.98571428571428 + sigma: 67.47147394209178 + pr_k: + shape: 1.0 + rate: 1.0 + pr_v: + shape: 4.941642422609304 + scale: 4.941642422609304 + pr_s2: + shape: 4.941642422609304 + scale: 4552.399795918369 + prior: null + notes: null + missing_not_at_random: true +- name: count_msgn + coltype: !Count + hyper: + pr_shape: + shape: 1.148060403429 + rate: 1.0 + pr_rate: + shape: 76.72567926097102 + scale: 1.0 + prior: null + notes: null + missing_not_at_random: true +comments: null +row_names: +- '0' +- '1' +- '2' +- '3' +- '4' +- '5' +- '6' +- '7' +- '8' +- '9' +- '10' +- '11' 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b/lace/lace_metadata/resources/test/metadata/v0/metadata.lace/rng.yaml @@ -0,0 +1,5 @@ +s: +- 6739545338414267512 +- 6183947708318209450 +- 3453482548197079121 +- 4896452037606409197 diff --git a/lace/lace_metadata/resources/test/metadata/v1/codebook.yaml b/lace/lace_metadata/resources/test/metadata/v1/codebook.yaml new file mode 100644 index 00000000..8207fb5b --- /dev/null +++ b/lace/lace_metadata/resources/test/metadata/v1/codebook.yaml @@ -0,0 +1,312 @@ +table_name: my_table +state_prior_process: null +view_prior_process: null +col_metadata: +- name: cat + coltype: !Categorical + k: 3 + hyper: + pr_alpha: + shape: 1.0 + scale: 1.0 + value_map: !string + 0: blue + 1: green + 2: red + prior: null + notes: null + missing_not_at_random: false +- name: cts + coltype: !Continuous + hyper: + pr_m: + mu: -0.12554951392089267 + sigma: 1.0060712163273107 + pr_k: + shape: 1.0 + rate: 1.0 + pr_v: + shape: 5.298317366548036 + scale: 5.298317366548036 + pr_s2: + shape: 5.298317366548036 + scale: 1.0121792923223145 + prior: null + notes: null + missing_not_at_random: false +- name: count + coltype: !Count + hyper: + pr_shape: + shape: 1.2463818344393327 + rate: 1.0 + pr_rate: + shape: 67.03804379304536 + scale: 1.0 + prior: null + notes: null + missing_not_at_random: false +- name: cat_msng + coltype: !Categorical + k: 3 + hyper: + pr_alpha: + shape: 1.0 + scale: 1.0 + value_map: !string + 0: blue + 1: green + 2: red + prior: null + notes: null + missing_not_at_random: false +- name: cts_msng + coltype: !Continuous + hyper: + pr_m: + mu: -0.1339303540874964 + sigma: 1.018971505873358 + pr_k: + shape: 1.0 + rate: 1.0 + pr_v: + shape: 4.941642422609304 + scale: 4.941642422609304 + pr_s2: + shape: 4.941642422609304 + scale: 1.038302929781819 + prior: null + notes: null + missing_not_at_random: false +- name: count_msng + coltype: !Continuous + hyper: + pr_m: + mu: 87.98571428571428 + sigma: 67.47147394209178 + pr_k: + shape: 1.0 + rate: 1.0 + pr_v: + shape: 4.941642422609304 + scale: 4.941642422609304 + pr_s2: + shape: 4.941642422609304 + scale: 4552.399795918369 + prior: null + notes: null + missing_not_at_random: false +- name: count_msgn + coltype: !Count + hyper: + pr_shape: + shape: 1.148060403429 + rate: 1.0 + pr_rate: + shape: 76.72567926097102 + scale: 1.0 + prior: null + notes: null + missing_not_at_random: false +comments: null +row_names: +- '0' +- '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' +- '150' +- '151' +- '152' +- '153' +- '154' +- '155' +- '156' +- '157' +- '158' +- '159' +- '160' +- '161' +- '162' +- '163' +- '164' +- '165' +- '166' +- '167' +- '168' +- '169' +- '170' +- '171' +- '172' +- '173' +- '174' +- '175' +- '176' +- '177' +- '178' +- '179' +- '180' +- '181' +- '182' +- '183' +- '184' +- '185' +- '186' +- '187' +- '188' +- '189' +- '190' +- '191' +- '192' +- '193' +- '194' +- '195' +- '196' +- '197' +- '198' +- '199' diff --git a/lace/lace_metadata/resources/test/metadata/v1/metadata.lace/0.diagnostics.csv b/lace/lace_metadata/resources/test/metadata/v1/metadata.lace/0.diagnostics.csv new file mode 100644 index 00000000..8af4f6ab --- /dev/null +++ b/lace/lace_metadata/resources/test/metadata/v1/metadata.lace/0.diagnostics.csv @@ -0,0 +1,11 @@ +loglike,logprior +-9322.573577333967,0.8011617909578268 +-8091.773286295056,17.57728505848032 +-7102.691003107509,-20.450860835926722 +-6109.692165910345,6.399352506589128 +-5544.004421332932,-3.0875989795577103 +-5092.780889446918,7.681785880761241 +-4705.777292758443,-12.024459034238777 +-4382.645397384758,-4.177482580888658 +-4037.8726667513747,-11.29922787781795 +-3994.6107845240213,-14.339492405667933 diff --git a/lace/lace_metadata/resources/test/metadata/v1/metadata.lace/0.state b/lace/lace_metadata/resources/test/metadata/v1/metadata.lace/0.state new file mode 100644 index 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index 00000000..f866d400 --- /dev/null +++ b/lace/lace_metadata/resources/test/metadata/v1/metadata.lace/rng.yaml @@ -0,0 +1,5 @@ +s: +- 6673150548032836391 +- 8660570340892567824 +- 6313710878850318851 +- 13781755498804928295 diff --git a/lace/lace_metadata/tests/convert.rs b/lace/lace_metadata/tests/convert.rs new file mode 100644 index 00000000..73bb3f61 --- /dev/null +++ b/lace/lace_metadata/tests/convert.rs @@ -0,0 +1,21 @@ +use std::path::PathBuf; + +#[test] +fn read_v0() { + let path = PathBuf::from("resources") + .join("test") + .join("metadata") + .join("v0") + .join("metadata.lace"); + let _metadata = lace_metadata::load_metadata(path); +} + +#[test] +fn read_v1() { + let path = PathBuf::from("resources") + .join("test") + .join("metadata") + .join("v1") + .join("metadata.lace"); + let _metadata = lace_metadata::load_metadata(path); +} From 92168560eb0e61725e07d62e0d5762bdaa6c2487 Mon Sep 17 00:00:00 2001 From: Baxter Eaves Date: Mon, 1 Apr 2024 12:06:07 -0500 Subject: [PATCH 33/43] Increase number of states for flaky test --- lace/tests/engine.rs | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/lace/tests/engine.rs b/lace/tests/engine.rs index eec99455..77bf97cc 100644 --- a/lace/tests/engine.rs +++ b/lace/tests/engine.rs @@ -229,7 +229,7 @@ fn engine_build_without_flat_col_is_not_flat() { let path = animals_data_path(); let df = lace_codebook::data::read_csv(path).unwrap(); let engine = EngineBuilder::new(DataSource::Polars(df)) - .with_nstates(8) + .with_nstates(32) .build() .unwrap(); assert!(engine.states.iter().any(|state| state.n_views() > 1)); From 39a51e2f58e2ad490b6af786069cd77336a08cc1 Mon Sep 17 00:00:00 2001 From: Baxter Eaves Date: Tue, 2 Apr 2024 10:12:49 -0500 Subject: [PATCH 34/43] Fix book and add CRP figures --- CHANGELOG.md | 3 +++ book/src/pcc/img/crp.png | Bin 0 -> 266495 bytes book/src/pcc/img/pyp.png | Bin 0 -> 472830 bytes book/src/pcc/prior-processes.md | 11 ++++++++++- book/src/workflow/codebook.md | 2 +- book/src/workflow/model.md | 6 +++--- lace/Cargo.lock | 2 +- 7 files changed, 18 insertions(+), 6 deletions(-) create mode 100644 book/src/pcc/img/crp.png create mode 100644 book/src/pcc/img/pyp.png diff --git a/CHANGELOG.md b/CHANGELOG.md index 71e3698c..52bc4a03 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -6,6 +6,9 @@ The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.1.0/), and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0.html). ## [Unreleased] +- Added ability Pitman-Yor prior process +- Users now specify the prior process in the codebook +- `StateAlpha` and `ViewAlpha` transitions are now `StatePriorProcessParams` and `ViewPriorProcessParams` ## [python-0.7.1] - 2024-02-27 diff --git a/book/src/pcc/img/crp.png b/book/src/pcc/img/crp.png new file mode 100644 index 0000000000000000000000000000000000000000..20419171ae095dc728b608a59c8c0619aa774c6c GIT binary patch literal 266495 zcmceA^5GtC7BB!E3d)-Oedukptq|%|Hq?BkU+S6!A+Dki< 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When d = 0, Pitman-Yor is equivalent to the Dirichlet process. -While Pitman-Yor may fit the data better it will create more parameters, which will cause model training to take longer. +![Dirichlet Process](img/crp.png) + +**Figure**: Category ID (y-axis) by instance number (x-axis) for Dirichlet process draws for various values of alpha. + +Pitman-Yor may fit the data better but (and because) it will create more parameters, which will cause model training to take longer. + +![Pitman-Yor Process](img/pyp.png) + +**Figure**: Category ID (y-axis) by instance number (x-axis) for Pitman-Yor process draws for various values of alpha and d. + For those looking for a good introduction to prior process, [this slide deck](https://www.gatsby.ucl.ac.uk/~ywteh/teaching/probmodels/lecture5bnp.pdf) from Yee Whye Teh is a good resource. diff --git a/book/src/workflow/codebook.md b/book/src/workflow/codebook.md index 98205e0b..2788c219 100644 --- a/book/src/workflow/codebook.md +++ b/book/src/workflow/codebook.md @@ -49,7 +49,7 @@ let df = CsvReader::from_path(paths.data) .unwrap(); // Create the default codebook -let codebook = Codebook::from_df(&df, None, None, false).unwrap(); +let codebook = Codebook::from_df(&df, None, None, None, false).unwrap(); ``` diff --git a/book/src/workflow/model.md b/book/src/workflow/model.md index b35d68a3..e13299f5 100644 --- a/book/src/workflow/model.md +++ b/book/src/workflow/model.md @@ -125,7 +125,7 @@ let df = CsvReader::from_path(paths.data) .unwrap(); // Create the default codebook -let codebook = Codebook::from_df(&df, None, None, false).unwrap(); +let codebook = Codebook::from_df(&df, None, None, None, false).unwrap(); // Build an rng let rng = Xoshiro256Plus::from_entropy(); @@ -156,12 +156,12 @@ let run_config = EngineUpdateConfig::new() .n_iters(100) .transitions(vec![ StateTransition::ColumnAssignment(ColAssignAlg::Gibbs), - StateTransition::StateAlpha, + StateTransition::StatePriorProcessParams, StateTransition::RowAssignment(RowAssignAlg::Sams), StateTransition::ComponentParams, StateTransition::RowAssignment(RowAssignAlg::Slice), StateTransition::ComponentParams, - StateTransition::ViewAlphas, + StateTransition::ViewPriorProcessParams, StateTransition::FeaturePriors, ]); diff --git a/lace/Cargo.lock b/lace/Cargo.lock index fcabe039..d9daa165 100644 --- a/lace/Cargo.lock +++ b/lace/Cargo.lock @@ -1141,7 +1141,7 @@ dependencies = [ [[package]] name = "lace" -version = "0.7.0" +version = "0.8.0" dependencies = [ "approx", "clap", From 0c15294bd16400621b3024883da335bb57ca9274 Mon Sep 17 00:00:00 2001 From: Baxter Eaves Date: Tue, 2 Apr 2024 11:36:43 -0500 Subject: [PATCH 35/43] Update pitman-yor image in book --- book/src/pcc/img/pyp.png | Bin 472830 -> 434693 bytes 1 file changed, 0 insertions(+), 0 deletions(-) diff --git a/book/src/pcc/img/pyp.png b/book/src/pcc/img/pyp.png index 745608451fd64a7f2ef8fc545804786b089f2c24..a0867cfedaba275524f77eec29569309b9f560e4 100644 GIT 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The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.1.0/), and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0.html). -## [Unreleased] +## [rust-0.8.0] - 2024-04-10 + +### Added + - Added ability Pitman-Yor prior process -- Users now specify the prior process in the codebook + - Users now specify the prior process (and its prior) in the codebook +- `lace_stats::prior_process::Builder` + +### Changed + +- Offloaded a lot of `Assignment` functionality to `PriorProcess` +- `StateAlpha` and `ViewAlpha` transitions are now `StatePriorProcessParams` and `ViewPriorProcessParams` +- Changed `SerializedType` default to `Bincode` +- moved `Assignment` from `lace_cc` to `lace_stats` + +## [python-0.8.0] 2024-04-10 + +### Added + +- Added ability Pitman-Yor prior process + +### Changed + - `StateAlpha` and `ViewAlpha` transitions are now `StatePriorProcessParams` and `ViewPriorProcessParams` ## [python-0.7.1] - 2024-02-27 @@ -281,7 +301,9 @@ Initial release on [PyPi](https://pypi.org/) Initial release on [crates.io](https://crates.io/) -[unreleased]: https://github.com/promised-ai/lace/compare/python-0.7.1...HEAD +[unreleased]: https://github.com/promised-ai/lace/compare/python-0.8.0...HEAD +[rust-0.8.0]: https://github.com/promised-ai/lace/compare/rust-0.7.0...rust-0.8.0 +[python-0.8.0]: https://github.com/promised-ai/lace/compare/python-0.7.1...python-0.8.0 [python-0.7.1]: https://github.com/promised-ai/lace/compare/python-0.7.0...python-0.7.1 [python-0.7.0]: https://github.com/promised-ai/lace/compare/python-0.6.0...python-0.7.0 [rust-0.7.0]: https://github.com/promised-ai/lace/compare/rust-0.6.0...rust-0.7.0 diff --git a/cli/Cargo.lock b/cli/Cargo.lock index 6873681a..5521fcef 100644 --- a/cli/Cargo.lock +++ b/cli/Cargo.lock @@ -881,7 +881,7 @@ dependencies = [ [[package]] name = "lace" -version = "0.7.0" +version = "0.8.0" dependencies = [ "ctrlc", "dirs", @@ -910,7 +910,7 @@ dependencies = [ [[package]] name = "lace-cli" -version = "0.7.0" +version = "0.8.0" dependencies = [ "approx", "clap", @@ -924,7 +924,7 @@ dependencies = [ [[package]] name = "lace_cc" -version = "0.6.0" +version = "0.7.0" dependencies = [ "enum_dispatch", "itertools", @@ -944,7 +944,7 @@ dependencies = [ [[package]] name = "lace_codebook" -version = "0.6.0" +version = "0.7.0" dependencies = [ "lace_consts", "lace_data", @@ -974,7 +974,7 @@ dependencies = [ [[package]] name = "lace_geweke" -version = "0.3.0" +version = "0.4.0" dependencies = [ "indicatif", "lace_stats", @@ -986,7 +986,7 @@ dependencies = [ [[package]] name = "lace_metadata" -version = "0.6.0" +version = "0.7.0" dependencies = [ "bincode", "hex", @@ -1005,7 +1005,7 @@ dependencies = [ [[package]] name = "lace_stats" -version = "0.3.0" +version = "0.4.0" dependencies = [ "itertools", "lace_consts", diff --git a/cli/Cargo.toml b/cli/Cargo.toml index 38d9689b..c4d5b1bf 100644 --- a/cli/Cargo.toml +++ b/cli/Cargo.toml @@ -1,6 +1,6 @@ [package] name = "lace-cli" -version = "0.7.0" +version = "0.8.0" authors = ["Promised AI"] edition = "2021" rust-version = "1.62.0" @@ -17,7 +17,7 @@ name = "lace" path = "src/main.rs" [dependencies] -lace = { path = "../lace", version = "0.7.0", features = ["formats", "ctrlc_handler"]} +lace = { path = "../lace", version = "0.8.0", features = ["formats", "ctrlc_handler"]} clap = { version = "4.3.17", features = ["derive"] } env_logger = "0.10" serde_yaml = "0.9.4" diff --git a/lace/Cargo.lock b/lace/Cargo.lock index d9daa165..b187c373 100644 --- a/lace/Cargo.lock +++ b/lace/Cargo.lock @@ -1176,7 +1176,7 @@ dependencies = [ [[package]] name = "lace_cc" -version = "0.6.0" +version = "0.7.0" dependencies = [ "approx", "clap", @@ -1201,7 +1201,7 @@ dependencies = [ [[package]] name = "lace_codebook" -version = "0.6.0" +version = "0.7.0" dependencies = [ "indoc", "lace_consts", @@ -1235,7 +1235,7 @@ dependencies = [ [[package]] name = "lace_geweke" -version = "0.3.0" +version = "0.4.0" dependencies = [ "indicatif", "lace_stats", @@ -1247,7 +1247,7 @@ dependencies = [ [[package]] name = "lace_metadata" -version = "0.6.0" +version = "0.7.0" dependencies = [ "bincode", "hex", @@ -1267,7 +1267,7 @@ dependencies = [ [[package]] name = "lace_stats" -version = "0.3.0" +version = "0.4.0" dependencies = [ "approx", "criterion", diff --git a/lace/Cargo.toml b/lace/Cargo.toml index 62cd52e0..c88d3bbf 100644 --- a/lace/Cargo.toml +++ b/lace/Cargo.toml @@ -1,6 +1,6 @@ [package] name = "lace" -version = "0.7.0" +version = "0.8.0" authors = ["Promised AI"] build = "build.rs" edition = "2021" @@ -31,14 +31,14 @@ name = "lace" path = "src/lib.rs" [dependencies] -lace_cc = { path = "lace_cc", version = "0.6.0" } +lace_cc = { path = "lace_cc", version = "0.7.0" } lace_utils = { path = "lace_utils", version = "0.3.0" } -lace_stats = { path = "lace_stats", version = "0.3.0" } -lace_codebook = { path = "lace_codebook", version = "0.6.0", default_features=false} -lace_geweke = { path = "lace_geweke", version = "0.3.0" } +lace_stats = { path = "lace_stats", version = "0.4.0" } +lace_codebook = { path = "lace_codebook", version = "0.7.0", default_features=false} +lace_geweke = { path = "lace_geweke", version = "0.4.0" } lace_consts = { path = "lace_consts", version = "0.2.1" } lace_data = { path = "lace_data", version = "0.3.0" } -lace_metadata = { path = "lace_metadata", version = "0.6.0" } +lace_metadata = { path = "lace_metadata", version = "0.7.0" } dirs = { version="5", optional = true} num = "0.4" rand_xoshiro = { version="0.6", features = ["serde1"] } diff --git a/lace/lace_cc/Cargo.toml b/lace/lace_cc/Cargo.toml index aca32705..5c092ca1 100644 --- a/lace/lace_cc/Cargo.toml +++ b/lace/lace_cc/Cargo.toml @@ -1,6 +1,6 @@ [package] name = "lace_cc" -version = "0.6.0" +version = "0.7.0" authors = ["Promised AI"] edition = "2021" exclude = ["tests/*", "resources/test/*", "target/*"] @@ -11,11 +11,11 @@ description = "Core of the Lace cross-categorization engine library" [dependencies] lace_utils = { path = "../lace_utils", version = "0.3.0" } -lace_stats = { path = "../lace_stats", version = "0.3.0" } -lace_geweke = { path = "../lace_geweke", version = "0.3.0" } +lace_stats = { path = "../lace_stats", version = "0.4.0" } +lace_geweke = { path = "../lace_geweke", version = "0.4.0" } lace_consts = { path = "../lace_consts", version = "0.2.1" } lace_data = { path = "../lace_data", version = "0.3.0" } -lace_codebook = { path = "../lace_codebook", version = "0.6.0" } +lace_codebook = { path = "../lace_codebook", version = "0.7.0" } rand = {version="0.8", features=["serde1"]} rayon = "1.5" serde = { version = "1", features = ["derive"] } diff --git a/lace/lace_codebook/Cargo.toml b/lace/lace_codebook/Cargo.toml index 824a12ba..a279569a 100644 --- a/lace/lace_codebook/Cargo.toml +++ b/lace/lace_codebook/Cargo.toml @@ -1,6 +1,6 @@ [package] name = "lace_codebook" -version = "0.6.0" +version = "0.7.0" authors = ["Promised.ai"] edition = "2021" license = "BUSL-1.1" @@ -10,7 +10,7 @@ description = "Contains the Lace codebook specification as well as utilities for [dependencies] lace_consts = { path = "../lace_consts", version = "0.2.1" } -lace_stats = { path = "../lace_stats", version = "0.3.0" } +lace_stats = { path = "../lace_stats", version = "0.4.0" } lace_utils = { path = "../lace_utils", version = "0.3.0" } lace_data = { path = "../lace_data", version = "0.3.0" } serde = { version = "1", features = ["derive"] } @@ -19,9 +19,7 @@ thiserror = "1.0.11" polars = { version = "0.36", default_features=false, features=["csv", "dtype-i8", "dtype-i16", "dtype-u8", "dtype-u16"] } [features] -# default = ["formats"] formats = ["polars/json", "polars/ipc", "polars/decompress", "polars/parquet"] -# formats = [] [dev-dependencies] tempfile = "3.3.0" diff --git a/lace/lace_geweke/Cargo.toml b/lace/lace_geweke/Cargo.toml index 34920f4e..db782e19 100644 --- a/lace/lace_geweke/Cargo.toml +++ b/lace/lace_geweke/Cargo.toml @@ -1,6 +1,6 @@ [package] name = "lace_geweke" -version = "0.3.0" +version = "0.4.0" authors = ["Promised AI"] edition = "2021" license = "BUSL-1.1" @@ -9,7 +9,7 @@ repository = "https://github.com/promised-ai/lace" description = "Geweke tester for Lace" [dependencies] -lace_stats = { path = "../lace_stats", version = "0.3.0" } +lace_stats = { path = "../lace_stats", version = "0.4.0" } lace_utils = { path = "../lace_utils", version = "0.3.0" } serde = { version = "1", features = ["derive"] } serde_yaml = "0.9.4" diff --git a/lace/lace_metadata/Cargo.toml b/lace/lace_metadata/Cargo.toml index 8662dd51..7d8d2296 100644 --- a/lace/lace_metadata/Cargo.toml +++ b/lace/lace_metadata/Cargo.toml @@ -1,6 +1,6 @@ [package] name = "lace_metadata" -version = "0.6.0" +version = "0.7.0" authors = ["Promised AI"] edition = "2021" license = "BUSL-1.1" @@ -9,10 +9,10 @@ repository = "https://github.com/promised-ai/lace" description = "Archive of the metadata (savefile) formats for Lace. In charge of versioning and conversion." [dependencies] -lace_stats = { path = "../lace_stats", version = "0.3.0" } +lace_stats = { path = "../lace_stats", version = "0.4.0" } lace_data = { path = "../lace_data", version = "0.3.0" } -lace_codebook = { path = "../lace_codebook", version = "0.6.0" } -lace_cc = { path = "../lace_cc", version = "0.6.0" } +lace_codebook = { path = "../lace_codebook", version = "0.7.0" } +lace_cc = { path = "../lace_cc", version = "0.7.0" } serde = { version = "1", features = ["derive"] } serde_yaml = "0.9.4" serde_json = "1" diff --git a/lace/lace_metadata/src/config.rs b/lace/lace_metadata/src/config.rs index 18254a70..6bba2345 100644 --- a/lace/lace_metadata/src/config.rs +++ b/lace/lace_metadata/src/config.rs @@ -28,7 +28,7 @@ impl FromStr for SerializedType { impl Default for SerializedType { fn default() -> Self { - Self::Yaml + Self::Bincode } } diff --git a/lace/lace_stats/Cargo.toml b/lace/lace_stats/Cargo.toml index c402aba6..d5b441e0 100644 --- a/lace/lace_stats/Cargo.toml +++ b/lace/lace_stats/Cargo.toml @@ -1,6 +1,6 @@ [package] name = "lace_stats" -version = "0.3.0" +version = "0.4.0" rust-version = "1.62.0" authors = ["Promised AI"] edition = "2021" diff --git a/pylace/Cargo.lock b/pylace/Cargo.lock index 6cc3342e..75d1782f 100644 --- a/pylace/Cargo.lock +++ b/pylace/Cargo.lock @@ -521,7 +521,7 @@ dependencies = [ [[package]] name = "lace" -version = "0.7.0" +version = "0.8.0" dependencies = [ "dirs", "indexmap", @@ -549,7 +549,7 @@ dependencies = [ [[package]] name = "lace_cc" -version = "0.6.0" +version = "0.7.0" dependencies = [ "enum_dispatch", "itertools", @@ -569,7 +569,7 @@ dependencies = [ [[package]] name = "lace_codebook" -version = "0.6.0" +version = "0.7.0" dependencies = [ "lace_consts", "lace_data", @@ -599,7 +599,7 @@ dependencies = [ [[package]] name = "lace_geweke" -version = "0.3.0" +version = "0.4.0" dependencies = [ "indicatif", "lace_stats", @@ -611,7 +611,7 @@ dependencies = [ [[package]] name = "lace_metadata" -version = "0.6.0" +version = "0.7.0" dependencies = [ "bincode", "hex", @@ -630,7 +630,7 @@ dependencies = [ [[package]] name = "lace_stats" -version = "0.3.0" +version = "0.4.0" dependencies = [ "itertools", "lace_consts", @@ -1345,7 +1345,7 @@ checksum = "fe7765e19fb2ba6fd4373b8d90399f5321683ea7c11b598c6bbaa3a72e9c83b8" [[package]] name = "pylace" -version = "0.7.1" +version = "0.8.0" dependencies = [ "bincode", "lace", diff --git a/pylace/Cargo.toml b/pylace/Cargo.toml index 45a86ba7..3612514a 100644 --- a/pylace/Cargo.toml +++ b/pylace/Cargo.toml @@ -1,6 +1,6 @@ [package] name = "pylace" -version = "0.7.1" +version = "0.8.0" edition = "2021" license = "BUSL-1.1" @@ -9,7 +9,7 @@ name = "lace" crate-type = ["cdylib"] [dependencies] -lace = { path = "../lace", version="0.7.0" } +lace = { path = "../lace", version="0.8.0" } lace_utils = { path = "../lace/lace_utils", version="0.3.0" } rand = "0.8.5" rand_xoshiro = "0.6.0" diff --git a/pylace/pyproject.toml b/pylace/pyproject.toml index b67f36e2..b827dba9 100644 --- a/pylace/pyproject.toml +++ b/pylace/pyproject.toml @@ -4,7 +4,7 @@ build-backend = "maturin" [project] name = "pylace" -version = "0.7.1" +version = "0.8.0" description = "A probabalistic programming ML tool for science" requires-python = ">=3.8" classifiers = [ From c4bed756c50895ff013e02491534aa76b6e2a342 Mon Sep 17 00:00:00 2001 From: Mike Schmidt Date: Thu, 25 Apr 2024 12:36:36 -0600 Subject: [PATCH 37/43] feat(python): Added `remove_rows` to pylace CoreEngine which removes rows based on index. --- pylace/src/lib.rs | 57 ++++++++++++++++++++++++++++++++++++++++++++++- 1 file changed, 56 insertions(+), 1 deletion(-) diff --git a/pylace/src/lib.rs b/pylace/src/lib.rs index 3f750b26..c53e43dd 100644 --- a/pylace/src/lib.rs +++ b/pylace/src/lib.rs @@ -13,7 +13,7 @@ use df::{DataFrameLike, PyDataFrame, PySeries}; use lace::data::DataSource; use lace::metadata::SerializedType; use lace::prelude::ColMetadataList; -use lace::{EngineUpdateConfig, FType, HasStates, OracleT}; +use lace::{Datum, EngineUpdateConfig, FType, HasStates, OracleT, TableIndex}; use polars::prelude::{DataFrame, NamedFrom, Series}; use pyo3::create_exception; use pyo3::exceptions::{PyIndexError, PyRuntimeError, PyValueError}; @@ -1179,6 +1179,61 @@ impl CoreEngine { Ok(()) } + /// Remove Rows at the given indices + fn remove_rows(&mut self, rows: &PyList) -> PyResult { + let remove: Vec = rows + .into_iter() + .map(|x| x.str().map(|s| s.to_string())) + .collect::>>()?; + + let row_idxs: Vec = remove + .iter() + .map(|row_name| { + self.engine.codebook.row_index(row_name).ok_or_else(|| { + PyIndexError::new_err(format!( + "{row_name} is not a valid row index" + )) + }) + }) + .collect::>>()?; + + let mut df = polars::frame::DataFrame::empty(); + let index = polars::series::Series::new( + "index", + remove.iter().map(|x| x.clone()).collect::>(), + ); + df.with_column(index).map_err(to_pyerr)?; + + for col_ix in 0..self.engine.n_cols() { + let values = row_idxs + .iter() + .map(|&row_ix| { + self.engine.datum(row_ix, col_ix).map_err(to_pyerr) + }) + .collect::>>()?; + + let ftype = self.engine.ftype(col_ix).map_err(to_pyerr)?; + let srs = utils::vec_to_srs( + values, + col_ix, + ftype, + &self.engine.codebook, + )?; + df.with_column(srs.0).map_err(to_pyerr)?; + } + + self.engine + .remove_data( + row_idxs + .into_iter() + .map(|idx| TableIndex::Row(idx)) + .collect::>>(), + ) + .map_err(to_pyerr)?; + + Ok(PyDataFrame(df)) + } + /// Append new columns to the Engine fn append_columns( &mut self, From d1f89158e6f2f28b6dc7f8605b99d40c2befc9db Mon Sep 17 00:00:00 2001 From: Mike Schmidt Date: Thu, 25 Apr 2024 16:40:10 -0600 Subject: [PATCH 38/43] feat(python): Added Codebook.with_index to create a new codebook from an existing one fixup: Updated based on comments from @swandog --- pylace/src/lib.rs | 19 ++++++++++++++----- pylace/src/metadata.rs | 9 +++++++++ 2 files changed, 23 insertions(+), 5 deletions(-) diff --git a/pylace/src/lib.rs b/pylace/src/lib.rs index c53e43dd..192e52e0 100644 --- a/pylace/src/lib.rs +++ b/pylace/src/lib.rs @@ -1179,7 +1179,19 @@ impl CoreEngine { Ok(()) } - /// Remove Rows at the given indices + /// Remove Rows at the given indices. + /// + /// Example + /// ------- + /// + /// >>> import lace + /// >>> engine = lace.Engine('animals.rp') + /// >>> n_rows = engine.shape[0] + /// >>> removed = engine.remove_rows(["wolf", "ox"]) + /// >>> removed["index"].to_list() + /// ["wolf", "ox"] + /// >>> n_rows - 1 == engine.shape[0] + /// True fn remove_rows(&mut self, rows: &PyList) -> PyResult { let remove: Vec = rows .into_iter() @@ -1198,10 +1210,7 @@ impl CoreEngine { .collect::>>()?; let mut df = polars::frame::DataFrame::empty(); - let index = polars::series::Series::new( - "index", - remove.iter().map(|x| x.clone()).collect::>(), - ); + let index = polars::series::Series::new("index", remove); df.with_column(index).map_err(to_pyerr)?; for col_ix in 0..self.engine.n_cols() { diff --git a/pylace/src/metadata.rs b/pylace/src/metadata.rs index 1706e77a..87ad430f 100644 --- a/pylace/src/metadata.rs +++ b/pylace/src/metadata.rs @@ -668,6 +668,15 @@ impl Codebook { Ok(()) } } + + /// Create a new codebook with the same columns but row indices from another dataframe. + fn with_index(&self, new_index: Vec) -> PyResult { + let row_names = RowNameList::try_from(new_index).map_err(to_pyerr)?; + Ok(Self(lace::codebook::Codebook { + row_names, + ..self.0.clone() + })) + } } #[pyfunction] From 1fb140f283bff25d77e9d0395f6d694df905a668 Mon Sep 17 00:00:00 2001 From: Mike Schmidt Date: Thu, 2 May 2024 16:29:19 -0600 Subject: [PATCH 39/43] feat(python): Added tests for Codebook.with_index and Engine.remove_rows fixup: Corrected formatting in the python module --- pylace/lace/engine.py | 37 ++++++++++++++++++++++++++++++++++- pylace/src/lib.rs | 9 +++------ pylace/tests/test_codebook.py | 8 ++++++++ pylace/tests/test_engine.py | 10 ++++++++++ 4 files changed, 57 insertions(+), 7 deletions(-) diff --git a/pylace/lace/engine.py b/pylace/lace/engine.py index d729b218..aed646c3 100644 --- a/pylace/lace/engine.py +++ b/pylace/lace/engine.py @@ -2,7 +2,7 @@ import itertools as it from os import PathLike -from typing import TYPE_CHECKING, Dict, List, Optional, Union +from typing import TYPE_CHECKING, Dict, List, Optional, Union, Set import pandas as pd import plotly.express as px @@ -2387,6 +2387,41 @@ def clustermap( else: return ClusterMap(df, linkage) + def remove_rows( + self, + indices: Union[pd.Series, List[str], pd.Series, Set[str]], + ) -> pl.DataFrame: + """ + Remove rows from the table. + + Parameters + ---------- + indices: Union[pd.Series, List[str], pd.Series, Set[str]] + Rows to remove from the Engine, specified by index or id name. + + Example + ------- + Remove crab and squid from the animals example engine. + + >>> from lace.examples import Animals + >>> engine = Animals() + >>> n_rows = engine.n_rows + >>> removed = engine.remove_rows(["cow", "wolf"]) + >>> n_rows == engine.n_rows + 1 + True + >>> removed["index"] # doctest: +NORMALIZE_WHITESPACE + ┌────────┐ + │ index │ + │ --- │ + │ str │ + ╞════════╡ + │ cow │ + │ wolf │ + └────────┘ + + """ + return self.engine.remove_rows(indices) + class _TqdmUpdateHandler: def __init__(self): diff --git a/pylace/src/lib.rs b/pylace/src/lib.rs index 192e52e0..9690ca1c 100644 --- a/pylace/src/lib.rs +++ b/pylace/src/lib.rs @@ -1190,13 +1190,10 @@ impl CoreEngine { /// >>> removed = engine.remove_rows(["wolf", "ox"]) /// >>> removed["index"].to_list() /// ["wolf", "ox"] - /// >>> n_rows - 1 == engine.shape[0] + /// >>> n_rows - 2 == engine.shape[0] /// True - fn remove_rows(&mut self, rows: &PyList) -> PyResult { - let remove: Vec = rows - .into_iter() - .map(|x| x.str().map(|s| s.to_string())) - .collect::>>()?; + fn remove_rows(&mut self, rows: &Bound) -> PyResult { + let remove: Vec = rows.extract()?; let row_idxs: Vec = remove .iter() diff --git a/pylace/tests/test_codebook.py b/pylace/tests/test_codebook.py index c8dd9a09..f354f17b 100644 --- a/pylace/tests/test_codebook.py +++ b/pylace/tests/test_codebook.py @@ -3,6 +3,7 @@ import polars as pl import lace +from lace.examples import Animals def test_engine_from_polars_with_codebook_smoke(): @@ -65,3 +66,10 @@ def test_engine_with_boolean_string_columns(): assert str(engine.codebook.column_metadata["b"].value_map) == str( lace.ValueMap.bool() ) + + +def test_with_index(): + codebook = Animals().engine.codebook + new_codebook = codebook.with_index(["a", "b", "c"]) + + assert new_codebook.shape[0] == 3 diff --git a/pylace/tests/test_engine.py b/pylace/tests/test_engine.py index 55d17119..b55604eb 100644 --- a/pylace/tests/test_engine.py +++ b/pylace/tests/test_engine.py @@ -11,3 +11,13 @@ def test_deep_copy(): assert a.columns == b.columns assert a.shape == b.shape + + +def test_remove_rows(): + from lace.examples import Animals + + engine = Animals() + n_rows = engine.n_rows + removed = engine.remove_rows(["cow", "wolf"]) + assert n_rows == engine.n_rows + 2 + assert removed["index"].len() == 2 From 9238cc5042e38096abef436ba36afe2ae40858f4 Mon Sep 17 00:00:00 2001 From: Mike Schmidt Date: Tue, 30 Apr 2024 16:25:10 -0600 Subject: [PATCH 40/43] chore: Updated CI's maturin, ARM building on MacOS 14, and book versions --- .github/scripts/find_compatible_wheel.py | 20 +++++++++++------ .github/workflows/python-build-test.yaml | 24 +++++++++++---------- book/lace_preprocess_mdbook_yaml/Cargo.toml | 4 ++-- pylace/pyproject.toml | 2 +- 4 files changed, 29 insertions(+), 21 deletions(-) diff --git a/.github/scripts/find_compatible_wheel.py b/.github/scripts/find_compatible_wheel.py index af3a9a34..08857173 100644 --- a/.github/scripts/find_compatible_wheel.py +++ b/.github/scripts/find_compatible_wheel.py @@ -10,23 +10,29 @@ description="Program to find wheels in a directory compatible with the current version of Python" ) -parser.add_argument("package", help="The name of the package that you are searching for a wheel for") +parser.add_argument( + "package", help="The name of the package that you are searching for a wheel for" +) parser.add_argument("dir", help="the directory under which to search for the wheels") -args=parser.parse_args() +args = parser.parse_args() -wheel=None +wheel = None for tag in sys_tags(): print(f"Looking for file matching tag {tag}", file=sys.stderr) - matches=glob.glob(args.package + "*" + str(tag) + "*.whl", root_dir=args.dir) + matches = glob.glob(args.package + "*" + str(tag) + "*.whl", root_dir=args.dir) if len(matches) == 1: - wheel=matches[0] + wheel = matches[0] break elif len(matches) > 1: - print("Found multiple matches for the same tag " + str(tag), matches, file=sys.stderr) + print( + f"Found multiple matches for the same tag `{tag}`", + matches, + file=sys.stderr, + ) -if wheel: +if wheel: print(os.path.join(args.dir, wheel)) else: sys.exit("Did not find compatible wheel") diff --git a/.github/workflows/python-build-test.yaml b/.github/workflows/python-build-test.yaml index caecdb8a..0259ba33 100644 --- a/.github/workflows/python-build-test.yaml +++ b/.github/workflows/python-build-test.yaml @@ -20,7 +20,7 @@ jobs: defaults: run: working-directory: pylace - + steps: - uses: actions/checkout@v4 @@ -30,7 +30,7 @@ jobs: python-version: '3.12' cache: 'pip' cache-dependency-path: "pylace/requirements-lint.txt" - + - name: Install Python dependencies run: | pip install --upgrade pip @@ -102,10 +102,11 @@ jobs: - name: Build wheels uses: PyO3/maturin-action@v1 with: + maturin-version: 1.5.1 target: ${{ matrix.target }} args: --release --out dist -i python3.8 -i python3.9 -i python3.10 -i python3.11 -i python3.12 --manifest-path pylace/Cargo.toml manylinux: auto - + - name: Install dev dependencies run: | pip install --upgrade pip @@ -113,7 +114,6 @@ jobs: - name: Install pylace run: | - ls -l ./dist WHEEL_FILE=$(python3 .github/scripts/find_compatible_wheel.py pylace ./dist) echo "Installing $WHEEL_FILE" pip install $WHEEL_FILE @@ -147,9 +147,10 @@ jobs: - name: Build wheels uses: PyO3/maturin-action@v1 with: + maturin-version: 1.5.1 target: ${{ matrix.target }} args: --release --out dist -i python3.8 -i python3.9 -i python3.10 -i python3.11 -i python3.12 --manifest-path pylace/Cargo.toml - + - name: Install dev dependencies run: | pip install --upgrade pip @@ -157,7 +158,6 @@ jobs: - name: Install pylace run: | - ls -l ./dist $WHEEL_FILE = (python3 .github/scripts/find_compatible_wheel.py pylace ./dist) echo "Installing $WHEEL_FILE" pip install $WHEEL_FILE @@ -172,11 +172,15 @@ jobs: path: dist macos: - runs-on: macos-latest needs: ["lint-python", "lint-rust"] strategy: matrix: - target: [x86_64, aarch64] + include: + - os: macos-latest + target: aarch64 + - os: macos-13 + target: x86_64 + runs-on: ${{ matrix.os }} steps: - uses: actions/checkout@v4 - uses: actions/setup-python@v5 @@ -190,24 +194,22 @@ jobs: - name: Build wheels uses: PyO3/maturin-action@v1 with: + maturin-version: 1.5.1 target: ${{ matrix.target }} args: --release --out dist -i python3.8 -i python3.9 -i python3.10 -i python3.11 -i python3.12 --manifest-path pylace/Cargo.toml - name: Install dev dependencies - if: ${{ matrix.target != 'aarch64' }} run: | pip install --upgrade pip pip install -r pylace/requirements-dev.txt - name: Install pylace - if: ${{ matrix.target != 'aarch64' }} run: | WHEEL_FILE=$(python3 .github/scripts/find_compatible_wheel.py pylace ./dist) echo "Installing $WHEEL_FILE" pip install $WHEEL_FILE - name: Run Tests - if: ${{ matrix.target != 'aarch64' }} run: pytest pylace/tests - name: Upload wheels diff --git a/book/lace_preprocess_mdbook_yaml/Cargo.toml b/book/lace_preprocess_mdbook_yaml/Cargo.toml index b202e30a..7a3c0a9e 100644 --- a/book/lace_preprocess_mdbook_yaml/Cargo.toml +++ b/book/lace_preprocess_mdbook_yaml/Cargo.toml @@ -16,8 +16,8 @@ path = "src/main.rs" anyhow = "1.0" clap = "4.2" env_logger = "0.10" -lace_codebook = { path = "../../lace/lace_codebook", version = "0.6.0" } -lace_stats = { path = "../../lace/lace_stats", version = "0.3.0" } +lace_codebook = { path = "../../lace/lace_codebook", version = "0.7.0" } +lace_stats = { path = "../../lace/lace_stats", version = "0.4.0" } log = "0.4" mdbook = "0.4" pulldown-cmark = { version = "0.9", default-features = false } diff --git a/pylace/pyproject.toml b/pylace/pyproject.toml index b827dba9..6651421b 100644 --- a/pylace/pyproject.toml +++ b/pylace/pyproject.toml @@ -1,5 +1,5 @@ [build-system] -requires = ["maturin>=0.13,<0.14"] +requires = ["maturin>=1.0,<2"] build-backend = "maturin" [project] From a063d09898c02e940a1ee5c7423cdbb24a7d6f78 Mon Sep 17 00:00:00 2001 From: Mike Schmidt Date: Wed, 1 May 2024 07:58:23 -0600 Subject: [PATCH 41/43] feat: Updated pyo3 --- .github/scripts/find_compatible_wheel.py | 2 +- pylace/Cargo.lock | 482 ++++++++++++----------- pylace/Cargo.toml | 2 +- pylace/pyproject.toml | 4 + pylace/requirements-dev.txt | 10 +- pylace/src/df.rs | 17 +- pylace/src/lib.rs | 108 ++--- pylace/src/metadata.rs | 26 +- pylace/src/update_handler.rs | 8 +- pylace/src/utils.rs | 128 +++--- 10 files changed, 420 insertions(+), 367 deletions(-) diff --git a/.github/scripts/find_compatible_wheel.py b/.github/scripts/find_compatible_wheel.py index 08857173..99343631 100644 --- a/.github/scripts/find_compatible_wheel.py +++ b/.github/scripts/find_compatible_wheel.py @@ -21,7 +21,7 @@ for tag in sys_tags(): print(f"Looking for file matching tag {tag}", file=sys.stderr) - matches = glob.glob(args.package + "*" + str(tag) + "*.whl", root_dir=args.dir) + matches = glob.glob(f"{args.package}*{tag}*.whl", root_dir=args.dir) if len(matches) == 1: wheel = matches[0] break diff --git a/pylace/Cargo.lock b/pylace/Cargo.lock index 75d1782f..1b6d316c 100644 --- a/pylace/Cargo.lock +++ b/pylace/Cargo.lock @@ -4,9 +4,9 @@ version = 3 [[package]] name = "ahash" -version = "0.8.7" +version = "0.8.11" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "77c3a9648d43b9cd48db467b3f87fdd6e146bcc88ab0180006cef2179fe11d01" +checksum = "e89da841a80418a9b391ebaea17f5c112ffaaa96f621d2c285b5174da76b9011" dependencies = [ "cfg-if", "getrandom", @@ -17,18 +17,18 @@ dependencies = [ [[package]] name = "aho-corasick" -version = "1.1.2" +version = "1.1.3" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "b2969dcb958b36655471fc61f7e416fa76033bdd4bfed0678d8fee1e2d07a1f0" +checksum = "8e60d3430d3a69478ad0993f19238d2df97c507009a52b3c10addcd7f6bcb916" dependencies = [ "memchr", ] [[package]] name = "allocator-api2" -version = "0.2.16" +version = "0.2.18" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "0942ffc6dcaadf03badf6e6a2d0228460359d5e34b57ccdc720b7382dfbd5ec5" +checksum = "5c6cb57a04249c6480766f7f7cef5467412af1490f8d1e243141daddada3264f" [[package]] name = "android-tzdata" @@ -56,9 +56,9 @@ dependencies = [ [[package]] name = "argminmax" -version = "0.6.1" +version = "0.6.2" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "202108b46429b765ef483f8a24d5c46f48c14acfdacc086dd4ab6dddf6bcdbd2" +checksum = "52424b59d69d69d5056d508b260553afd91c57e21849579cd1f50ee8b8b88eaa" dependencies = [ "num-traits", ] @@ -96,9 +96,9 @@ checksum = "9ae037714f313c1353189ead58ef9eec30a8e8dc101b2622d461418fd59e28a9" [[package]] name = "autocfg" -version = "1.1.0" +version = "1.2.0" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "d468802bab17cbc0cc575e9b053f41e72aa36bfa6b7f55e3529ffa43161b97fa" +checksum = "f1fdabc7756949593fe60f30ec81974b613357de856987752631dea1e3394c80" [[package]] name = "bincode" @@ -111,56 +111,51 @@ dependencies = [ [[package]] name = "bitflags" -version = "1.3.2" -source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "bef38d45163c2f1dde094a7dfd33ccf595c92905c8f8f4fdc18d06fb1037718a" - -[[package]] -name = 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"crossbeam-channel" -version = "0.5.11" +version = "0.5.12" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "176dc175b78f56c0f321911d9c8eb2b77a78a4860b9c19db83835fea1a46649b" +checksum = "ab3db02a9c5b5121e1e42fbdb1aeb65f5e02624cc58c43f2884c6ccac0b82f95" dependencies = [ "crossbeam-utils", ] @@ -261,7 +256,7 @@ version = "0.27.0" source = "registry+https://github.com/rust-lang/crates.io-index" checksum = "f476fe445d41c9e991fd07515a6f463074b782242ccf4a5b7b1d1012e70824df" dependencies = [ - "bitflags 2.4.2", + "bitflags", "crossterm_winapi", "libc", "parking_lot", @@ -306,15 +301,15 @@ checksum = "fea41bba32d969b513997752735605054bc0dfa92b4c56bf1189f2e174be7a10" [[package]] name = "dyn-clone" -version = "1.0.16" +version = "1.0.17" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "545b22097d44f8a9581187cdf93de7a71e4722bf51200cfaba810865b49a495d" +checksum = "0d6ef0072f8a535281e4876be788938b528e9a1d43900b82c2569af7da799125" [[package]] name = "either" -version = "1.9.0" +version = "1.11.0" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "a26ae43d7bcc3b814de94796a5e736d4029efb0ee900c12e2d54c993ad1a1e07" +checksum = "a47c1c47d2f5964e29c61246e81db715514cd532db6b5116a25ea3c03d6780a2" [[package]] name = "encode_unicode" @@ -324,14 +319,14 @@ checksum = "a357d28ed41a50f9c765dbfe56cbc04a64e53e5fc58ba79fbc34c10ef3df831f" [[package]] name = "enum_dispatch" -version = "0.3.12" +version = "0.3.13" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "8f33313078bb8d4d05a2733a94ac4c2d8a0df9a2b84424ebf4f33bfc224a890e" +checksum = "aa18ce2bc66555b3218614519ac839ddb759a7d6720732f979ef8d13be147ecd" dependencies = [ "once_cell", "proc-macro2", "quote", - "syn 2.0.48", + "syn 2.0.60", ] [[package]] @@ -360,9 +355,9 @@ checksum = "ee1b05cbd864bcaecbd3455d6d967862d446e4ebfc3c2e5e5b9841e53cba6673" [[package]] name = "getrandom" -version = "0.2.12" +version = "0.2.14" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "190092ea657667030ac6a35e305e62fc4dd69fd98ac98631e5d3a2b1575a12b5" +checksum = "94b22e06ecb0110981051723910cbf0b5f5e09a2062dd7663334ee79a9d1286c" dependencies = [ "cfg-if", "js-sys", @@ -388,9 +383,9 @@ dependencies = [ [[package]] name = "hashbrown" -version = "0.14.3" +version = "0.14.5" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "290f1a1d9242c78d09ce40a5e87e7554ee637af1351968159f4952f028f75604" +checksum = "e5274423e17b7c9fc20b6e7e208532f9b19825d82dfd615708b70edd83df41f1" dependencies = [ "ahash", "allocator-api2", @@ -405,9 +400,9 @@ checksum = "95505c38b4572b2d910cecb0281560f54b440a19336cbbcb27bf6ce6adc6f5a8" [[package]] name = "hermit-abi" -version = "0.3.3" +version = "0.3.9" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "d77f7ec81a6d05a3abb01ab6eb7590f6083d08449fe5a1c8b1e620283546ccb7" +checksum = "d231dfb89cfffdbc30e7fc41579ed6066ad03abda9e567ccafae602b97ec5024" [[package]] name = "hex" @@ -426,9 +421,9 @@ dependencies = [ [[package]] name = "iana-time-zone" -version = "0.1.59" +version = "0.1.60" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "b6a67363e2aa4443928ce15e57ebae94fd8949958fd1223c4cfc0cd473ad7539" +checksum = "e7ffbb5a1b541ea2561f8c41c087286cc091e21e556a4f09a8f6cbf17b69b141" dependencies = [ "android_system_properties", "core-foundation-sys", @@ -449,20 +444,20 @@ dependencies = [ [[package]] name = "indexmap" -version = "2.1.0" +version = "2.2.6" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "d530e1a18b1cb4c484e6e34556a0d948706958449fca0cab753d649f2bce3d1f" +checksum = "168fb715dda47215e360912c096649d23d58bf392ac62f73919e831745e40f26" dependencies = [ "equivalent", - "hashbrown 0.14.3", + "hashbrown 0.14.5", "serde", ] [[package]] name = "indicatif" -version = "0.17.7" +version = "0.17.8" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "fb28741c9db9a713d93deb3bb9515c20788cef5815265bee4980e87bde7e0f25" +checksum = "763a5a8f45087d6bcea4222e7b72c291a054edf80e4ef6efd2a4979878c7bea3" dependencies = [ "console", "instant", @@ -473,9 +468,9 @@ dependencies = [ [[package]] name = "indoc" -version = "2.0.4" +version = "2.0.5" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "1e186cfbae8084e513daff4240b4797e342f988cecda4fb6c939150f96315fd8" +checksum = "b248f5224d1d606005e02c97f5aa4e88eeb230488bcc03bc9ca4d7991399f2b5" [[package]] name = "instant" @@ -488,33 +483,33 @@ dependencies = [ [[package]] name = "itertools" -version = "0.12.0" +version = "0.12.1" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "25db6b064527c5d482d0423354fcd07a89a2dfe07b67892e62411946db7f07b0" +checksum = "ba291022dbbd398a455acf126c1e341954079855bc60dfdda641363bd6922569" dependencies = [ "either", ] [[package]] name = "itoa" -version = "1.0.10" +version = "1.0.11" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "b1a46d1a171d865aa5f83f92695765caa047a9b4cbae2cbf37dbd613a793fd4c" +checksum = "49f1f14873335454500d59611f1cf4a4b0f786f9ac11f4312a78e4cf2566695b" [[package]] name = "jobserver" -version = "0.1.27" +version = "0.1.31" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "8c37f63953c4c63420ed5fd3d6d398c719489b9f872b9fa683262f8edd363c7d" +checksum = "d2b099aaa34a9751c5bf0878add70444e1ed2dd73f347be99003d4577277de6e" dependencies = [ "libc", ] [[package]] name = "js-sys" -version = "0.3.67" +version = "0.3.69" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "9a1d36f1235bc969acba30b7f5990b864423a6068a10f7c90ae8f0112e3a59d1" +checksum = "29c15563dc2726973df627357ce0c9ddddbea194836909d655df6a75d2cf296d" dependencies = [ "wasm-bindgen", ] @@ -658,9 +653,9 @@ checksum = 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= "3c168f8615b12bc01f9c17e2eb0cc07dcae1940121185446edc3744920e8ef45" +checksum = "07af8b9cdd281b7915f413fa73f29ebd5d55d0d3f0155584dade1ff18cea1b17" dependencies = [ "autocfg", "scopeguard", @@ -691,9 +685,9 @@ dependencies = [ [[package]] name = "log" -version = "0.4.20" +version = "0.4.21" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "b5e6163cb8c49088c2c36f57875e58ccd8c87c7427f7fbd50ea6710b2f3f2e8f" +checksum = "90ed8c1e510134f979dbc4f070f87d4313098b704861a105fe34231c70a3901c" [[package]] name = "lru" @@ -745,9 +739,9 @@ dependencies = [ [[package]] name = "memchr" -version = "2.7.1" +version = "2.7.2" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "523dc4f511e55ab87b694dc30d0f820d60906ef06413f93d4d7a1385599cc149" +checksum = "6c8640c5d730cb13ebd907d8d04b52f55ac9a2eec55b440c8892f40d56c76c1d" [[package]] name = "memmap2" @@ -760,18 +754,18 @@ dependencies = [ [[package]] name = "memoffset" -version = "0.9.0" +version = "0.9.1" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "5a634b1c61a95585bd15607c6ab0c4e5b226e695ff2800ba0cdccddf208c406c" +checksum = "488016bfae457b036d996092f6cb448677611ce4449e970ceaf42695203f218a" dependencies = [ "autocfg", ] [[package]] name = "multiversion" -version = "0.7.3" +version = "0.7.4" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "b2c7b9d7fe61760ce5ea19532ead98541f6b4c495d87247aff9826445cf6872a" +checksum = "c4851161a11d3ad0bf9402d90ffc3967bf231768bfd7aeb61755ad06dbf1a142" dependencies = [ "multiversion-macros", "target-features", @@ -779,9 +773,9 @@ dependencies = [ [[package]] name = "multiversion-macros" -version = "0.7.3" +version = "0.7.4" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "26a83d8500ed06d68877e9de1dde76c1dbb83885dcdbda4ef44ccbc3fbda2ac8" +checksum = "79a74ddee9e0c27d2578323c13905793e91622148f138ba29738f9dddb835e90" dependencies = [ "proc-macro2", "quote", @@ -791,9 +785,9 @@ dependencies = [ [[package]] name = "nalgebra" -version = "0.32.3" +version = "0.32.5" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "307ed9b18cc2423f29e83f84fd23a8e73628727990181f18641a8b5dc2ab1caa" +checksum = "3ea4908d4f23254adda3daa60ffef0f1ac7b8c3e9a864cf3cc154b251908a2ef" dependencies = [ "approx", "matrixmultiply", @@ -837,9 +831,9 @@ dependencies = [ [[package]] name = "num" -version = "0.4.1" +version = "0.4.2" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "b05180d69e3da0e530ba2a1dae5110317e49e3b7f3d41be227dc5f92e49ee7af" +checksum = "3135b08af27d103b0a51f2ae0f8632117b7b185ccf931445affa8df530576a41" dependencies = [ "num-bigint", "num-complex", @@ -862,9 +856,9 @@ dependencies = [ [[package]] name = "num-complex" -version = "0.4.4" +version = "0.4.5" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "1ba157ca0885411de85d6ca030ba7e2a83a28636056c7c699b07c8b6f7383214" +checksum = "23c6602fda94a57c990fe0df199a035d83576b496aa29f4e634a8ac6004e68a6" dependencies = [ "num-traits", "serde", @@ -872,19 +866,18 @@ dependencies = [ [[package]] name = "num-integer" -version = "0.1.45" +version = "0.1.46" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "225d3389fb3509a24c93f5c29eb6bde2586b98d9f016636dff58d7c6f7569cd9" +checksum = "7969661fd2958a5cb096e56c8e1ad0444ac2bbcd0061bd28660485a44879858f" dependencies = [ - "autocfg", "num-traits", ] [[package]] name = "num-iter" -version = "0.1.43" +version = "0.1.44" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "7d03e6c028c5dc5cac6e2dec0efda81fc887605bb3d884578bb6d6bf7514e252" +checksum = "d869c01cc0c455284163fd0092f1f93835385ccab5a98a0dcc497b2f8bf055a9" dependencies = [ "autocfg", "num-integer", @@ -905,9 +898,9 @@ dependencies = [ [[package]] name = "num-traits" -version = "0.2.17" +version = "0.2.18" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "39e3200413f237f41ab11ad6d161bc7239c84dcb631773ccd7de3dfe4b5c267c" +checksum = "da0df0e5185db44f69b44f26786fe401b6c293d1907744beaa7fa62b2e5a517a" dependencies = [ "autocfg", "libm", @@ -949,9 +942,9 @@ checksum = "efa535d5117d3661134dbf1719b6f0ffe06f2375843b13935db186cd094105eb" [[package]] name = "parking_lot" -version = "0.12.1" +version = "0.12.2" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "3742b2c103b9f06bc9fff0a37ff4912935851bee6d36f3c02bcc755bcfec228f" +checksum = "7e4af0ca4f6caed20e900d564c242b8e5d4903fdacf31d3daf527b66fe6f42fb" dependencies = [ "lock_api", "parking_lot_core", @@ -959,15 +952,15 @@ dependencies = [ [[package]] name = "parking_lot_core" -version = "0.9.9" +version = "0.9.10" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "4c42a9226546d68acdd9c0a280d17ce19bfe27a46bf68784e4066115788d008e" +checksum = "1e401f977ab385c9e4e3ab30627d6f26d00e2c73eef317493c4ec6d468726cf8" dependencies = [ "cfg-if", "libc", "redox_syscall", "smallvec", - "windows-targets 0.48.5", + "windows-targets 0.52.5", ] [[package]] @@ -1008,9 +1001,9 @@ dependencies = [ [[package]] name = "pkg-config" -version = "0.3.28" +version = "0.3.30" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "69d3587f8a9e599cc7ec2c00e331f71c4e69a5f9a4b8a6efd5b07466b9736f9a" +checksum = "d231b230927b5e4ad203db57bbcbee2802f6bce620b1e4a9024a07d94e2907ec" [[package]] name = "planus" @@ -1054,7 +1047,7 @@ dependencies = [ "fast-float", "foreign_vec", "getrandom", - "hashbrown 0.14.3", + "hashbrown 0.14.5", "itoa", "lz4", "multiversion", @@ -1089,12 +1082,12 @@ source = "registry+https://github.com/rust-lang/crates.io-index" checksum = "d0f5efe734b6cbe5f97ea769be8360df5324fade396f1f3f5ad7fe9360ca4a23" dependencies = [ "ahash", - "bitflags 2.4.2", + "bitflags", "bytemuck", "chrono", "comfy-table", "either", - "hashbrown 0.14.3", + "hashbrown 0.14.5", "indexmap", "num-traits", "once_cell", @@ -1162,7 +1155,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index" checksum = "9d7105b40905bb38e8fc4a7fd736594b7491baa12fad3ac492969ca221a1b5d5" dependencies = [ "ahash", - "bitflags 2.4.2", + "bitflags", "glob", "once_cell", "polars-arrow", @@ -1188,7 +1181,7 @@ dependencies = [ "argminmax", "bytemuck", "either", - "hashbrown 0.14.3", + "hashbrown 0.14.5", "indexmap", "memchr", "num-traits", @@ -1212,7 +1205,7 @@ dependencies = [ "crossbeam-channel", "crossbeam-queue", "enum_dispatch", - "hashbrown 0.14.3", + "hashbrown 0.14.5", "num-traits", "polars-arrow", "polars-compute", @@ -1246,7 +1239,7 @@ dependencies = [ "rayon", "regex", "smartstring", - "strum_macros", + "strum_macros 0.25.3", "version_check", ] @@ -1305,7 +1298,7 @@ checksum = "b174ca4a77ad47d7b91a0460aaae65bbf874c8bfbaaa5308675dadef3976bbda" dependencies = [ "ahash", "bytemuck", - "hashbrown 0.14.3", + "hashbrown 0.14.5", "indexmap", "num-traits", "once_cell", @@ -1330,18 +1323,18 @@ checksum = "5b40af805b3121feab8a3c29f04d8ad262fa8e0561883e7653e024ae4479e6de" [[package]] name = "proc-macro2" -version = "1.0.76" +version = "1.0.81" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "95fc56cda0b5c3325f5fbbd7ff9fda9e02bb00bb3dac51252d2f1bfa1cb8cc8c" +checksum = "3d1597b0c024618f09a9c3b8655b7e430397a36d23fdafec26d6965e9eec3eba" dependencies = [ "unicode-ident", ] [[package]] name = "puruspe" -version = "0.2.0" +version = "0.2.4" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "fe7765e19fb2ba6fd4373b8d90399f5321683ea7c11b598c6bbaa3a72e9c83b8" +checksum = "06a1eed715f625eaa95fba5e049dcf7bc06fa396d6d2e55015b3764e234dfd3f" [[package]] name = "pylace" @@ -1362,15 +1355,16 @@ dependencies = [ [[package]] name = "pyo3" -version = "0.20.2" +version = "0.21.2" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "9a89dc7a5850d0e983be1ec2a463a171d20990487c3cfcd68b5363f1ee3d6fe0" +checksum = "a5e00b96a521718e08e03b1a622f01c8a8deb50719335de3f60b3b3950f069d8" dependencies = [ "cfg-if", "indoc", "libc", "memoffset", "parking_lot", + "portable-atomic", "pyo3-build-config", "pyo3-ffi", "pyo3-macros", @@ -1379,9 +1373,9 @@ dependencies = [ [[package]] name = "pyo3-build-config" -version = "0.20.2" +version = "0.21.2" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "07426f0d8fe5a601f26293f300afd1a7b1ed5e78b2a705870c5f30893c5163be" +checksum = "7883df5835fafdad87c0d888b266c8ec0f4c9ca48a5bed6bbb592e8dedee1b50" dependencies = [ "once_cell", "target-lexicon", @@ -1389,9 +1383,9 @@ dependencies = [ [[package]] name = "pyo3-ffi" -version = "0.20.2" +version = "0.21.2" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "dbb7dec17e17766b46bca4f1a4215a85006b4c2ecde122076c562dd058da6cf1" +checksum = "01be5843dc60b916ab4dad1dca6d20b9b4e6ddc8e15f50c47fe6d85f1fb97403" dependencies = [ "libc", "pyo3-build-config", @@ -1399,33 +1393,34 @@ dependencies = [ [[package]] name = "pyo3-macros" -version = "0.20.2" +version = "0.21.2" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "05f738b4e40d50b5711957f142878cfa0f28e054aa0ebdfc3fd137a843f74ed3" +checksum = "77b34069fc0682e11b31dbd10321cbf94808394c56fd996796ce45217dfac53c" dependencies = [ "proc-macro2", "pyo3-macros-backend", "quote", - "syn 2.0.48", + "syn 2.0.60", ] [[package]] name = "pyo3-macros-backend" -version = "0.20.2" +version = "0.21.2" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "0fc910d4851847827daf9d6cdd4a823fbdaab5b8818325c5e97a86da79e8881f" +checksum = "08260721f32db5e1a5beae69a55553f56b99bd0e1c3e6e0a5e8851a9d0f5a85c" dependencies = [ "heck", "proc-macro2", + "pyo3-build-config", "quote", - "syn 2.0.48", + "syn 2.0.60", ] [[package]] name = "quote" -version = "1.0.35" +version = "1.0.36" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "291ec9ab5efd934aaf503a6466c5d5251535d108ee747472c3977cc5acc868ef" +checksum = "0fa76aaf39101c457836aec0ce2316dbdc3ab723cdda1c6bd4e6ad4208acaca7" dependencies = [ "proc-macro2", ] @@ -1490,9 +1485,9 @@ checksum = "60a357793950651c4ed0f3f52338f53b2f809f32d83a07f72909fa13e4c6c1e3" [[package]] name = "rayon" -version = "1.8.0" +version = "1.10.0" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "9c27db03db7734835b3f53954b534c91069375ce6ccaa2e065441e07d9b6cdb1" +checksum = "b418a60154510ca1a002a752ca9714984e21e4241e804d32555251faf8b78ffa" dependencies = [ "either", "rayon-core", @@ -1500,9 +1495,9 @@ dependencies = [ [[package]] name = "rayon-core" -version = "1.12.0" +version = "1.12.1" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "5ce3fb6ad83f861aac485e76e1985cd109d9a3713802152be56c3b1f0e0658ed" +checksum = "1465873a3dfdaa8ae7cb14b4383657caab0b3e8a0aa9ae8e04b044854c8dfce2" dependencies = [ "crossbeam-deque", "crossbeam-utils", @@ -1510,18 +1505,18 @@ dependencies = [ [[package]] name = "redox_syscall" -version = "0.4.1" +version = "0.5.1" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "4722d768eff46b75989dd134e5c353f0d6296e5aaa3132e776cbdb56be7731aa" +checksum = "469052894dcb553421e483e4209ee581a45100d31b4018de03e5a7ad86374a7e" dependencies = [ - "bitflags 1.3.2", + "bitflags", ] [[package]] name = "redox_users" -version = "0.4.4" +version = "0.4.5" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "a18479200779601e498ada4e8c1e1f50e3ee19deb0259c25825a98b5603b2cb4" +checksum = "bd283d9651eeda4b2a83a43c1c91b266c40fd76ecd39a50a8c630ae69dc72891" dependencies = [ "getrandom", "libredox", @@ -1530,9 +1525,9 @@ dependencies = [ [[package]] name = "regex" -version = "1.10.2" +version = "1.10.4" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "380b951a9c5e80ddfd6136919eef32310721aa4aacd4889a8d39124b026ab343" +checksum = "c117dbdfde9c8308975b6a18d71f3f385c89461f7b3fb054288ecf2a2058ba4c" dependencies = [ "aho-corasick", "memchr", @@ -1542,9 +1537,9 @@ dependencies = [ [[package]] name = "regex-automata" -version = "0.4.3" +version = "0.4.6" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "5f804c7828047e88b2d32e2d7fe5a105da8ee3264f01902f796c8e067dc2483f" +checksum = "86b83b8b9847f9bf95ef68afb0b8e6cdb80f498442f5179a29fad448fcc1eaea" dependencies = [ "aho-corasick", "memchr", @@ -1553,26 +1548,27 @@ dependencies = [ [[package]] name = "regex-syntax" -version = "0.8.2" +version = "0.8.3" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "c08c74e62047bb2de4ff487b251e4a92e24f48745648451635cec7d591162d9f" +checksum = "adad44e29e4c806119491a7f06f03de4d1af22c3a680dd47f1e6e179439d1f56" [[package]] name = "rustversion" -version = "1.0.14" +version = "1.0.15" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "7ffc183a10b4478d04cbbbfc96d0873219d962dd5accaff2ffbd4ceb7df837f4" +checksum = "80af6f9131f277a45a3fba6ce8e2258037bb0477a67e610d3c1fe046ab31de47" [[package]] name = "rv" -version = "0.16.3" +version = "0.16.5" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "35f602941aca67593b30eea71a0b372e50e3ad63e7aa6b98b2ea18ff74ba9cf8" +checksum = "c07e0a3b756794c7ea2f05d93760ffb946ff4f94b255d92444d94c19fd71f4ab" dependencies = [ "doc-comment", "lru", "nalgebra", "num", + "num-traits", "peroxide", "rand", "rand_distr", @@ -1582,9 +1578,9 @@ dependencies = [ [[package]] name = "ryu" -version = "1.0.16" +version = "1.0.17" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "f98d2aa92eebf49b69786be48e4477826b256916e84a57ff2a4f21923b48eb4c" +checksum = "e86697c916019a8588c99b5fac3cead74ec0b4b819707a682fd4d23fa0ce1ba1" [[package]] name = "safe_arch" @@ -1603,29 +1599,29 @@ checksum = "94143f37725109f92c262ed2cf5e59bce7498c01bcc1502d7b9afe439a4e9f49" [[package]] name = "serde" -version = "1.0.196" +version = "1.0.199" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "870026e60fa08c69f064aa766c10f10b1d62db9ccd4d0abb206472bee0ce3b32" +checksum = "0c9f6e76df036c77cd94996771fb40db98187f096dd0b9af39c6c6e452ba966a" dependencies = [ "serde_derive", ] [[package]] name = "serde_derive" -version = "1.0.196" +version = "1.0.199" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "33c85360c95e7d137454dc81d9a4ed2b8efd8fbe19cee57357b32b9771fccb67" +checksum = "11bd257a6541e141e42ca6d24ae26f7714887b47e89aa739099104c7e4d3b7fc" dependencies = [ "proc-macro2", "quote", - "syn 2.0.48", + "syn 2.0.60", ] [[package]] name = "serde_json" -version = "1.0.111" +version = "1.0.116" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "176e46fa42316f18edd598015a5166857fc835ec732f5215eac6b7bdbf0a84f4" +checksum = "3e17db7126d17feb94eb3fad46bf1a96b034e8aacbc2e775fe81505f8b0b2813" dependencies = [ "itoa", "ryu", @@ -1634,9 +1630,9 @@ dependencies = [ [[package]] name = "serde_yaml" -version = "0.9.30" +version = "0.9.34+deprecated" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "b1bf28c79a99f70ee1f1d83d10c875d2e70618417fda01ad1785e027579d9d38" +checksum = "6a8b1a1a2ebf674015cc02edccce75287f1a0130d394307b36743c2f5d504b47" dependencies = [ "indexmap", "itoa", @@ -1666,9 +1662,9 @@ checksum = "f27f6278552951f1f2b8cf9da965d10969b2efdea95a6ec47987ab46edfe263a" [[package]] name = "smallvec" -version = "1.12.0" +version = "1.13.2" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "2593d31f82ead8df961d8bd23a64c2ccf2eb5dd34b0a34bfb4dd54011c72009e" +checksum = "3c5e1a9a646d36c3599cd173a41282daf47c44583ad367b8e6837255952e5c67" [[package]] name = "smartstring" @@ -1719,9 +1715,9 @@ checksum = "fe895eb47f22e2ddd4dabc02bce419d2e643c8e3b585c78158b349195bc24d82" [[package]] name = "strum" -version = "0.25.0" +version = "0.26.2" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "290d54ea6f91c969195bdbcd7442c8c2a2ba87da8bf60a7ee86a235d4bc1e125" +checksum = "5d8cec3501a5194c432b2b7976db6b7d10ec95c253208b45f83f7136aa985e29" [[package]] name = "strum_macros" @@ -1733,7 +1729,20 @@ dependencies = [ "proc-macro2", "quote", "rustversion", - "syn 2.0.48", + "syn 2.0.60", +] + +[[package]] +name = "strum_macros" +version = "0.26.2" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "c6cf59daf282c0a494ba14fd21610a0325f9f90ec9d1231dea26bcb1d696c946" +dependencies = [ + "heck", + "proc-macro2", + "quote", + "rustversion", + "syn 2.0.60", ] [[package]] @@ -1749,9 +1758,9 @@ dependencies = [ [[package]] name = "syn" -version = "2.0.48" +version = "2.0.60" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "0f3531638e407dfc0814761abb7c00a5b54992b849452a0646b7f65c9f770f3f" +checksum = "909518bc7b1c9b779f1bbf07f2929d35af9f0f37e47c6e9ef7f9dddc1e1821f3" dependencies = [ "proc-macro2", "quote", @@ -1760,9 +1769,9 @@ dependencies = [ [[package]] name = "sysinfo" -version = "0.30.5" +version = "0.30.11" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "1fb4f3438c8f6389c864e61221cbc97e9bca98b4daf39a5beb7bea660f528bb2" +checksum = "87341a165d73787554941cd5ef55ad728011566fe714e987d1b976c15dbc3a83" dependencies = [ "cfg-if", "core-foundation-sys", @@ -1774,34 +1783,34 @@ dependencies = [ [[package]] name = "target-features" -version = "0.1.5" +version = "0.1.6" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "cfb5fa503293557c5158bd215fdc225695e567a77e453f5d4452a50a193969bd" +checksum = "c1bbb9f3c5c463a01705937a24fdabc5047929ac764b2d5b9cf681c1f5041ed5" [[package]] name = "target-lexicon" -version = "0.12.13" +version = "0.12.14" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "69758bda2e78f098e4ccb393021a0963bb3442eac05f135c30f61b7370bbafae" +checksum = "e1fc403891a21bcfb7c37834ba66a547a8f402146eba7265b5a6d88059c9ff2f" [[package]] name = "thiserror" -version = "1.0.56" +version = "1.0.59" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "d54378c645627613241d077a3a79db965db602882668f9136ac42af9ecb730ad" +checksum = "f0126ad08bff79f29fc3ae6a55cc72352056dfff61e3ff8bb7129476d44b23aa" dependencies = [ "thiserror-impl", ] [[package]] name = "thiserror-impl" -version = "1.0.56" +version = "1.0.59" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "fa0faa943b50f3db30a20aa7e265dbc66076993efed8463e8de414e5d06d3471" +checksum = "d1cd413b5d558b4c5bf3680e324a6fa5014e7b7c067a51e69dbdf47eb7148b66" dependencies = [ "proc-macro2", "quote", - "syn 2.0.48", + "syn 2.0.60", ] [[package]] @@ -1827,9 +1836,9 @@ checksum = "3354b9ac3fae1ff6755cb6db53683adb661634f67557942dea4facebec0fee4b" [[package]] name = "unicode-width" -version = "0.1.11" +version = "0.1.12" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "e51733f11c9c4f72aa0c160008246859e340b00807569a0da0e7a1079b27ba85" +checksum = "68f5e5f3158ecfd4b8ff6fe086db7c8467a2dfdac97fe420f2b7c4aa97af66d6" [[package]] name = "unindent" @@ -1839,9 +1848,9 @@ checksum = "c7de7d73e1754487cb58364ee906a499937a0dfabd86bcb980fa99ec8c8fa2ce" [[package]] name = "unsafe-libyaml" -version = "0.2.10" +version = "0.2.11" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "ab4c90930b95a82d00dc9e9ac071b4991924390d46cbd0dfe566148667605e4b" +checksum = "673aac59facbab8a9007c7f6108d11f63b603f7cabff99fabf650fea5c32b861" [[package]] name = "version_check" @@ -1857,9 +1866,9 @@ checksum = "9c8d87e72b64a3b4db28d11ce29237c246188f4f51057d65a7eab63b7987e423" [[package]] name = "wasm-bindgen" -version = "0.2.90" +version = "0.2.92" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "b1223296a201415c7fad14792dbefaace9bd52b62d33453ade1c5b5f07555406" +checksum = "4be2531df63900aeb2bca0daaaddec08491ee64ceecbee5076636a3b026795a8" dependencies = [ "cfg-if", "wasm-bindgen-macro", @@ -1867,24 +1876,24 @@ dependencies = [ [[package]] name = "wasm-bindgen-backend" -version = "0.2.90" +version = "0.2.92" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "fcdc935b63408d58a32f8cc9738a0bffd8f05cc7c002086c6ef20b7312ad9dcd" +checksum = "614d787b966d3989fa7bb98a654e369c762374fd3213d212cfc0251257e747da" dependencies = [ "bumpalo", "log", "once_cell", "proc-macro2", "quote", - "syn 2.0.48", + "syn 2.0.60", "wasm-bindgen-shared", ] [[package]] name = "wasm-bindgen-macro" -version = "0.2.90" +version = "0.2.92" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "3e4c238561b2d428924c49815533a8b9121c664599558a5d9ec51f8a1740a999" +checksum = "a1f8823de937b71b9460c0c34e25f3da88250760bec0ebac694b49997550d726" dependencies = [ "quote", "wasm-bindgen-macro-support", @@ -1892,28 +1901,28 @@ dependencies = [ [[package]] name = "wasm-bindgen-macro-support" -version = "0.2.90" +version = "0.2.92" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "bae1abb6806dc1ad9e560ed242107c0f6c84335f1749dd4e8ddb012ebd5e25a7" +checksum = "e94f17b526d0a461a191c78ea52bbce64071ed5c04c9ffe424dcb38f74171bb7" dependencies = [ "proc-macro2", "quote", - "syn 2.0.48", + "syn 2.0.60", "wasm-bindgen-backend", "wasm-bindgen-shared", ] [[package]] name = "wasm-bindgen-shared" -version = "0.2.90" +version = "0.2.92" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "4d91413b1c31d7539ba5ef2451af3f0b833a005eb27a631cec32bc0635a8602b" +checksum = "af190c94f2773fdb3729c55b007a722abb5384da03bc0986df4c289bf5567e96" [[package]] name = "wide" -version = "0.7.13" +version = "0.7.17" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "c68938b57b33da363195412cfc5fc37c9ed49aa9cfe2156fde64b8d2c9498242" +checksum = "0f0e39d2c603fdc0504b12b458cf1f34e0b937ed2f4f2dc20796e3e86f34e11f" dependencies = [ "bytemuck", "safe_arch", @@ -1948,7 +1957,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index" checksum = "e48a53791691ab099e5e2ad123536d0fff50652600abaf43bbf952894110d0be" dependencies = [ "windows-core", - "windows-targets 0.52.0", + "windows-targets 0.52.5", ] [[package]] @@ -1957,7 +1966,7 @@ version = "0.52.0" source = "registry+https://github.com/rust-lang/crates.io-index" checksum = "33ab640c8d7e35bf8ba19b884ba838ceb4fba93a4e8c65a9059d08afcfc683d9" dependencies = [ - "windows-targets 0.52.0", + "windows-targets 0.52.5", ] [[package]] @@ -1975,7 +1984,7 @@ version = "0.52.0" source = "registry+https://github.com/rust-lang/crates.io-index" checksum = "282be5f36a8ce781fad8c8ae18fa3f9beff57ec1b52cb3de0789201425d9a33d" dependencies = [ - "windows-targets 0.52.0", + "windows-targets 0.52.5", ] [[package]] @@ -1995,17 +2004,18 @@ dependencies = [ [[package]] name = "windows-targets" -version = "0.52.0" +version = "0.52.5" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "8a18201040b24831fbb9e4eb208f8892e1f50a37feb53cc7ff887feb8f50e7cd" +checksum = "6f0713a46559409d202e70e28227288446bf7841d3211583a4b53e3f6d96e7eb" dependencies = [ - "windows_aarch64_gnullvm 0.52.0", - "windows_aarch64_msvc 0.52.0", - "windows_i686_gnu 0.52.0", - "windows_i686_msvc 0.52.0", - "windows_x86_64_gnu 0.52.0", - "windows_x86_64_gnullvm 0.52.0", - "windows_x86_64_msvc 0.52.0", + "windows_aarch64_gnullvm 0.52.5", + "windows_aarch64_msvc 0.52.5", + "windows_i686_gnu 0.52.5", + "windows_i686_gnullvm", + "windows_i686_msvc 0.52.5", + "windows_x86_64_gnu 0.52.5", + "windows_x86_64_gnullvm 0.52.5", + "windows_x86_64_msvc 0.52.5", ] [[package]] @@ -2016,9 +2026,9 @@ checksum = "2b38e32f0abccf9987a4e3079dfb67dcd799fb61361e53e2882c3cbaf0d905d8" [[package]] name = "windows_aarch64_gnullvm" -version = "0.52.0" +version = "0.52.5" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "cb7764e35d4db8a7921e09562a0304bf2f93e0a51bfccee0bd0bb0b666b015ea" +checksum = "7088eed71e8b8dda258ecc8bac5fb1153c5cffaf2578fc8ff5d61e23578d3263" [[package]] name = "windows_aarch64_msvc" @@ -2028,9 +2038,9 @@ checksum = "dc35310971f3b2dbbf3f0690a219f40e2d9afcf64f9ab7cc1be722937c26b4bc" [[package]] name = "windows_aarch64_msvc" -version = "0.52.0" +version = "0.52.5" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "bbaa0368d4f1d2aaefc55b6fcfee13f41544ddf36801e793edbbfd7d7df075ef" +checksum = "9985fd1504e250c615ca5f281c3f7a6da76213ebd5ccc9561496568a2752afb6" [[package]] name = "windows_i686_gnu" @@ -2040,9 +2050,15 @@ checksum = "a75915e7def60c94dcef72200b9a8e58e5091744960da64ec734a6c6e9b3743e" [[package]] name = "windows_i686_gnu" -version = "0.52.0" +version = "0.52.5" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "a28637cb1fa3560a16915793afb20081aba2c92ee8af57b4d5f28e4b3e7df313" +checksum = "88ba073cf16d5372720ec942a8ccbf61626074c6d4dd2e745299726ce8b89670" + +[[package]] +name = "windows_i686_gnullvm" +version = "0.52.5" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "87f4261229030a858f36b459e748ae97545d6f1ec60e5e0d6a3d32e0dc232ee9" [[package]] name = "windows_i686_msvc" @@ -2052,9 +2068,9 @@ checksum = "8f55c233f70c4b27f66c523580f78f1004e8b5a8b659e05a4eb49d4166cca406" [[package]] name = "windows_i686_msvc" -version = "0.52.0" +version = "0.52.5" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "ffe5e8e31046ce6230cc7215707b816e339ff4d4d67c65dffa206fd0f7aa7b9a" +checksum = "db3c2bf3d13d5b658be73463284eaf12830ac9a26a90c717b7f771dfe97487bf" [[package]] name = "windows_x86_64_gnu" @@ -2064,9 +2080,9 @@ checksum = "53d40abd2583d23e4718fddf1ebec84dbff8381c07cae67ff7768bbf19c6718e" [[package]] name = "windows_x86_64_gnu" -version = "0.52.0" +version = "0.52.5" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "3d6fa32db2bc4a2f5abeacf2b69f7992cd09dca97498da74a151a3132c26befd" +checksum = "4e4246f76bdeff09eb48875a0fd3e2af6aada79d409d33011886d3e1581517d9" [[package]] name = "windows_x86_64_gnullvm" @@ -2076,9 +2092,9 @@ checksum = "0b7b52767868a23d5bab768e390dc5f5c55825b6d30b86c844ff2dc7414044cc" [[package]] name = "windows_x86_64_gnullvm" -version = "0.52.0" +version = "0.52.5" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "1a657e1e9d3f514745a572a6846d3c7aa7dbe1658c056ed9c3344c4109a6949e" +checksum = "852298e482cd67c356ddd9570386e2862b5673c85bd5f88df9ab6802b334c596" [[package]] name = "windows_x86_64_msvc" @@ -2088,15 +2104,15 @@ checksum = "ed94fce61571a4006852b7389a063ab983c02eb1bb37b47f8272ce92d06d9538" [[package]] name = "windows_x86_64_msvc" -version = "0.52.0" +version = "0.52.5" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "dff9641d1cd4be8d1a070daf9e3773c5f67e78b4d9d42263020c057706765c04" +checksum = "bec47e5bfd1bff0eeaf6d8b485cc1074891a197ab4225d504cb7a1ab88b02bf0" [[package]] name = "xxhash-rust" -version = "0.8.8" +version = "0.8.10" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "53be06678ed9e83edb1745eb72efc0bbcd7b5c3c35711a860906aed827a13d61" +checksum = "927da81e25be1e1a2901d59b81b37dd2efd1fc9c9345a55007f09bf5a2d3ee03" [[package]] name = "zerocopy" @@ -2115,32 +2131,32 @@ checksum = "9ce1b18ccd8e73a9321186f97e46f9f04b778851177567b1975109d26a08d2a6" dependencies = [ "proc-macro2", "quote", - "syn 2.0.48", + "syn 2.0.60", ] [[package]] name = "zstd" -version = "0.13.0" +version = "0.13.1" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "bffb3309596d527cfcba7dfc6ed6052f1d39dfbd7c867aa2e865e4a449c10110" +checksum = "2d789b1514203a1120ad2429eae43a7bd32b90976a7bb8a05f7ec02fa88cc23a" dependencies = [ "zstd-safe", ] [[package]] name = "zstd-safe" -version = "7.0.0" +version = "7.1.0" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "43747c7422e2924c11144d5229878b98180ef8b06cca4ab5af37afc8a8d8ea3e" +checksum = "1cd99b45c6bc03a018c8b8a86025678c87e55526064e38f9df301989dce7ec0a" dependencies = [ "zstd-sys", ] [[package]] name = "zstd-sys" -version = "2.0.9+zstd.1.5.5" +version = "2.0.10+zstd.1.5.6" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "9e16efa8a874a0481a574084d34cc26fdb3b99627480f785888deb6386506656" +checksum = "c253a4914af5bafc8fa8c86ee400827e83cf6ec01195ec1f1ed8441bf00d65aa" dependencies = [ "cc", "pkg-config", diff --git a/pylace/Cargo.toml b/pylace/Cargo.toml index 3612514a..5876af55 100644 --- a/pylace/Cargo.toml +++ b/pylace/Cargo.toml @@ -13,7 +13,7 @@ lace = { path = "../lace", version="0.8.0" } lace_utils = { path = "../lace/lace_utils", version="0.3.0" } rand = "0.8.5" rand_xoshiro = "0.6.0" -pyo3 = { version = "0.20", features = ["extension-module"] } +pyo3 = { version = "0.21", features = ["extension-module"] } serde_json = "1.0.91" serde_yaml = "0.9.17" polars = "0.36" diff --git a/pylace/pyproject.toml b/pylace/pyproject.toml index 6651421b..fc161712 100644 --- a/pylace/pyproject.toml +++ b/pylace/pyproject.toml @@ -131,3 +131,7 @@ strict = true [tool.black] line-length = 80 + + +[tool.maturin] +module-name = "lace.core" diff --git a/pylace/requirements-dev.txt b/pylace/requirements-dev.txt index e5f4356a..aacb02b0 100644 --- a/pylace/requirements-dev.txt +++ b/pylace/requirements-dev.txt @@ -3,8 +3,8 @@ # Dependencies # Tooling -hypothesis==6.65.2 -maturin==0.14.10 -pytest==7.2.0 -pytest-cov==4.0.0 -pytest-xdist==3.1.0 +hypothesis==6.100.2 +maturin==1.5.1 +pytest==8.2.0 +pytest-cov==5.0.0 +pytest-xdist==3.6.1 diff --git a/pylace/src/df.rs b/pylace/src/df.rs index b7d05c00..d7200ac6 100644 --- a/pylace/src/df.rs +++ b/pylace/src/df.rs @@ -4,10 +4,10 @@ use polars::series::Series; use polars_arrow::ffi; use pyo3::exceptions::{PyException, PyIOError, PyValueError}; use pyo3::ffi::Py_uintptr_t; -use pyo3::types::PyModule; +use pyo3::types::{PyAnyMethods, PyModule}; use pyo3::{ - create_exception, FromPyObject, IntoPy, PyAny, PyErr, PyObject, PyResult, - Python, ToPyObject, + create_exception, Bound, FromPyObject, IntoPy, PyAny, PyErr, PyObject, + PyResult, Python, ToPyObject, }; #[derive(Debug)] @@ -146,7 +146,7 @@ impl<'a> FromPyObject<'a> for PyDataFrame { pub(crate) fn to_py_array( array: ArrayRef, py: Python, - pyarrow: &PyModule, + pyarrow: &Bound, ) -> PyResult { let schema = Box::new(ffi::export_field_to_c(&ArrowField::new( "", @@ -173,10 +173,11 @@ impl IntoPy for PySeries { let s = self.0.rechunk(); let name = s.name(); let arr = s.to_arrow(0); - let pyarrow = py.import("pyarrow").expect("pyarrow not installed"); - let polars = py.import("polars").expect("polars not installed"); + let pyarrow = + py.import_bound("pyarrow").expect("pyarrow not installed"); + let polars = py.import_bound("polars").expect("polars not installed"); - let arg = to_py_array(arr, py, pyarrow).unwrap(); + let arg = to_py_array(arr, py, &pyarrow).unwrap(); let s = polars.call_method1("from_arrow", (arg,)).unwrap(); let s = s.call_method1("rename", (name,)).unwrap(); s.to_object(py) @@ -194,7 +195,7 @@ impl IntoPy for PyDataFrame { .map(|s| PySeries(s.clone()).into_py(py)) .collect::>(); - let polars = py.import("polars").expect("polars not installed"); + let polars = py.import_bound("polars").expect("polars not installed"); let df_object = polars.call_method1("DataFrame", (pyseries,)).unwrap(); df_object.into_py(py) } diff --git a/pylace/src/lib.rs b/pylace/src/lib.rs index 9690ca1c..c0c6624c 100644 --- a/pylace/src/lib.rs +++ b/pylace/src/lib.rs @@ -114,7 +114,7 @@ impl CoreEngine { /// Load a Engine from metadata #[classmethod] - fn load(_cls: &PyType, path: PathBuf) -> PyResult { + fn load(_cls: &Bound, path: PathBuf) -> PyResult { let (engine, rng) = { let mut engine = lace::Engine::load(path) .map_err(|e| EngineLoadError::new_err(e.to_string()))?; @@ -143,7 +143,7 @@ impl CoreEngine { } /// Return a copy of the engine - fn __deepcopy__(&self, _memo: &PyDict) -> Self { + fn __deepcopy__(&self, _memo: &Bound) -> Self { self.clone() } @@ -238,7 +238,7 @@ impl CoreEngine { .collect() } - fn ftype(&self, col: &PyAny) -> PyResult { + fn ftype(&self, col: &Bound) -> PyResult { let col_ix = utils::value_to_name(col, &self.col_indexer)?; self.engine .ftype(col_ix) @@ -284,9 +284,9 @@ impl CoreEngine { fn feature_params<'p>( &self, py: Python<'p>, - col: &PyAny, + col: &Bound, state_ix: usize, - ) -> PyResult<&'p PyAny> { + ) -> PyResult> { use component::ComponentParams; let col_ix = utils::value_to_index(col, &self.col_indexer)?; @@ -302,16 +302,16 @@ impl CoreEngine { let mixture = self.engine.states[state_ix].feature_as_mixture(col_ix); match ComponentParams::from(mixture) { ComponentParams::Bernoulli(params) => { - Ok(params.into_py(py).into_ref(py)) + Ok(params.into_py(py).into_bound(py)) } ComponentParams::Categorical(params) => { - Ok(params.into_py(py).into_ref(py)) + Ok(params.into_py(py).into_bound(py)) } ComponentParams::Gaussian(params) => { - Ok(params.into_py(py).into_ref(py)) + Ok(params.into_py(py).into_bound(py)) } ComponentParams::Poisson(params) => { - Ok(params.into_py(py).into_ref(py)) + Ok(params.into_py(py).into_bound(py)) } } } @@ -361,7 +361,7 @@ impl CoreEngine { /// array([0.125, 0. ]) /// >>> engine.depprob([('swims', 'flippers'), ('swims', 'fast')]) /// array([0.875, 0.25 ]) - fn depprob(&self, col_pairs: &PyList) -> PyResult { + fn depprob(&self, col_pairs: &Bound) -> PyResult { let pairs = list_to_pairs(col_pairs, &self.col_indexer)?; self.engine .depprob_pw(&pairs) @@ -373,11 +373,11 @@ impl CoreEngine { #[pyo3(signature=(col_pairs, n_mc_samples=1000, mi_type="iqr"))] fn mi( &self, - col_pairs: &PyList, + col_pairs: &Bound, n_mc_samples: usize, mi_type: &str, ) -> PyResult { - let pairs = list_to_pairs(col_pairs, &self.col_indexer)?; + let pairs = list_to_pairs(&col_pairs, &self.col_indexer)?; let mi_type = utils::str_to_mitype(mi_type)?; self.engine .mi_pw(&pairs, n_mc_samples, mi_type) @@ -440,8 +440,8 @@ impl CoreEngine { #[pyo3(signature=(row_pairs, wrt=None, col_weighted=false))] fn rowsim( &self, - row_pairs: &PyList, - wrt: Option<&PyAny>, + row_pairs: &Bound, + wrt: Option<&Bound>, col_weighted: bool, ) -> PyResult { let variant = if col_weighted { @@ -465,8 +465,8 @@ impl CoreEngine { fn pairwise_fn( &self, fn_name: &str, - pairs: &PyList, - fn_kwargs: Option<&PyDict>, + pairs: &Bound, + fn_kwargs: Option<&Bound>, ) -> PyResult { match fn_name { "depprob" => self.depprob(pairs).map(|xs| (xs, &self.col_indexer)), @@ -481,9 +481,9 @@ impl CoreEngine { "rowsim" => { let args = fn_kwargs.map_or_else( || Ok(utils::RowsimArgs::default()), - utils::rowsim_args_from_dict, + |dict| utils::rowsim_args_from_dict(dict), )?; - self.rowsim(pairs, args.wrt, args.col_weighted) + self.rowsim(pairs, args.wrt.as_ref(), args.col_weighted) .map(|xs| (xs, &self.row_indexer)) } _ => Err(PyErr::new::(format!( @@ -544,8 +544,8 @@ impl CoreEngine { #[pyo3(signature = (cols, given=None, n=1))] fn simulate( &mut self, - cols: &PyAny, - given: Option<&PyDict>, + cols: &Bound, + given: Option<&Bound>, n: usize, ) -> PyResult { let col_ixs = pyany_to_indices(cols, &self.col_indexer)?; @@ -583,8 +583,8 @@ impl CoreEngine { #[pyo3(signature = (row, col, n=1))] fn draw( &mut self, - row: &PyAny, - col: &PyAny, + row: &Bound, + col: &Bound, n: usize, ) -> PyResult { let row_ix = utils::value_to_index(row, &self.row_indexer)?; @@ -636,8 +636,8 @@ impl CoreEngine { /// ``` fn logp( &self, - values: &PyAny, - given: Option<&PyDict>, + values: &Bound, + given: Option<&Bound>, state_ixs: Option>, ) -> PyResult { let df_vals = @@ -664,8 +664,8 @@ impl CoreEngine { fn logp_scaled( &self, - values: &PyAny, - given: Option<&PyDict>, + values: &Bound, + given: Option<&Bound>, state_ixs: Option>, ) -> PyResult { let df_vals = @@ -693,9 +693,9 @@ impl CoreEngine { #[pyo3(signature=(col, rows=None, values=None, state_ixs=None))] fn surprisal( &self, - col: &PyAny, - rows: Option<&PyAny>, - values: Option<&PyAny>, + col: &Bound, + rows: Option<&Bound>, + values: Option<&Bound>, state_ixs: Option>, ) -> PyResult { let col_ix = utils::value_to_index(col, &self.col_indexer)?; @@ -817,7 +817,11 @@ impl CoreEngine { } #[pyo3(signature=(row, wrt=None))] - fn novelty(&self, row: &PyAny, wrt: Option<&PyAny>) -> PyResult { + fn novelty( + &self, + row: &Bound, + wrt: Option<&Bound>, + ) -> PyResult { let row_ix = utils::value_to_index(row, &self.row_indexer)?; let wrt = wrt .map(|cols| utils::pyany_to_indices(cols, &self.col_indexer)) @@ -828,7 +832,11 @@ impl CoreEngine { } #[pyo3(signature=(cols, n_mc_samples=1000))] - fn entropy(&self, cols: &PyAny, n_mc_samples: usize) -> PyResult { + fn entropy( + &self, + cols: &Bound, + n_mc_samples: usize, + ) -> PyResult { let col_ixs = utils::pyany_to_indices(cols, &self.col_indexer)?; self.engine .entropy(&col_ixs, n_mc_samples) @@ -855,8 +863,8 @@ impl CoreEngine { #[pyo3(signature=(col, rows=None, with_uncertainty=true))] fn impute( &mut self, - col: &PyAny, - rows: Option<&PyAny>, + col: &Bound, + rows: Option<&Bound>, with_uncertainty: bool, ) -> PyResult { use lace::cc::feature::Feature; @@ -938,8 +946,8 @@ impl CoreEngine { #[pyo3(signature=(target, given=None, state_ixs=None, with_uncertainty=true))] fn predict( &self, - target: &PyAny, - given: Option<&PyDict>, + target: &Bound, + given: Option<&Bound>, state_ixs: Option>, with_uncertainty: bool, ) -> PyResult> { @@ -972,8 +980,8 @@ impl CoreEngine { #[pyo3(signature=(target, given=None, state_ixs=None))] fn variability( &self, - target: &PyAny, - given: Option<&PyDict>, + target: &Bound, + given: Option<&Bound>, state_ixs: Option>, ) -> PyResult { let col_ix = value_to_index(target, &self.col_indexer)?; @@ -1123,7 +1131,7 @@ impl CoreEngine { /// ... ) /// >>> /// >>> engine.append_rows(row) - fn append_rows(&mut self, rows: &PyAny) -> PyResult<()> { + fn append_rows(&mut self, rows: &Bound) -> PyResult<()> { let df_vals = pandas_to_insert_values( rows, &self.col_indexer, @@ -1243,7 +1251,7 @@ impl CoreEngine { /// Append new columns to the Engine fn append_columns( &mut self, - cols: &PyAny, + cols: &Bound, mut metadata: Vec, ) -> PyResult<()> { let suppl_types = Some( @@ -1316,7 +1324,7 @@ impl CoreEngine { } /// Delete a given column from the ``Engine`` - fn del_column(&mut self, col: &PyAny) -> PyResult<()> { + fn del_column(&mut self, col: &Bound) -> PyResult<()> { let col_ix = utils::value_to_index(col, &self.col_indexer)?; self.col_indexer.drop_by_ix(col_ix)?; self.engine.del_column(col_ix).map_err(to_pyerr) @@ -1334,9 +1342,9 @@ impl CoreEngine { /// The new value at the cell fn edit_cell( &mut self, - row: &PyAny, - col: &PyAny, - value: &PyAny, + row: &Bound, + col: &Bound, + value: &Bound, ) -> PyResult<()> { let row_ix = utils::value_to_index(row, &self.row_indexer)?; let col_ix = utils::value_to_index(col, &self.col_indexer)?; @@ -1360,7 +1368,7 @@ impl CoreEngine { fn categorical_support( &self, - col: &PyAny, + col: &Bound, ) -> PyResult>> { use lace::codebook::ValueMap as Vm; let col_ix = utils::value_to_index(col, &self.col_indexer)?; @@ -1397,7 +1405,7 @@ impl CoreEngine { } pub fn __getstate__(&self, py: Python) -> PyResult { - Ok(PyBytes::new( + Ok(PyBytes::new_bound( py, &bincode::serialize(&self).map_err(|e| { PyValueError::new_err(format!( @@ -1434,7 +1442,8 @@ create_exception!(lace, EngineUpdateError, pyo3::exceptions::PyException); /// A Python module implemented in Rust. #[pymodule] -fn core(py: Python, m: &PyModule) -> PyResult<()> { +#[pyo3(name = "core")] +fn core(py: Python, m: &Bound) -> PyResult<()> { m.add_class::()?; m.add_class::()?; m.add_class::()?; @@ -1453,7 +1462,10 @@ fn core(py: Python, m: &PyModule) -> PyResult<()> { m.add_class::()?; m.add_function(wrap_pyfunction!(infer_srs_metadata, m)?)?; m.add_function(wrap_pyfunction!(metadata::codebook_from_df, m)?)?; - m.add("EngineLoadError", py.get_type::())?; - m.add("EngineUpdateError", py.get_type::())?; + m.add("EngineLoadError", py.get_type_bound::())?; + m.add( + "EngineUpdateError", + py.get_type_bound::(), + )?; Ok(()) } diff --git a/pylace/src/metadata.rs b/pylace/src/metadata.rs index 87ad430f..27aa53dd 100644 --- a/pylace/src/metadata.rs +++ b/pylace/src/metadata.rs @@ -278,7 +278,7 @@ impl ValueMap { /// Create a map of ``k`` unsigned integers #[classmethod] #[pyo3(signature = (k))] - pub fn int(_cls: &PyType, k: usize) -> Self { + pub fn int(_cls: &Bound, k: usize) -> Self { Self(lace::codebook::ValueMap::U8(k)) } @@ -295,7 +295,7 @@ impl ValueMap { /// The strings are not unique #[classmethod] #[pyo3(signature = (values))] - pub fn string(_cls: &PyType, values: Vec) -> PyResult { + pub fn string(_cls: &Bound, values: Vec) -> PyResult { lace::codebook::ValueMap::try_from(values) .map_err(PyValueError::new_err) .map(Self) @@ -303,7 +303,7 @@ impl ValueMap { /// Create a map from boolean #[classmethod] - pub fn bool(_cls: &PyType) -> Self { + pub fn bool(_cls: &Bound) -> Self { Self(lace::codebook::ValueMap::Bool) } @@ -349,7 +349,7 @@ impl ColumnMetadata { #[classmethod] #[pyo3(signature = (name, prior=None, hyper=None))] pub fn continuous( - _cls: &PyType, + _cls: &Bound, name: String, prior: Option, hyper: Option, @@ -386,7 +386,7 @@ impl ColumnMetadata { #[classmethod] #[pyo3(signature = (name, k, value_map=None, prior=None, hyper=None))] pub fn categorical( - _cls: &PyType, + _cls: &Bound, name: String, k: usize, value_map: Option, @@ -423,7 +423,7 @@ impl ColumnMetadata { #[classmethod] #[pyo3(signature = (name, prior=None, hyper=None))] pub fn count( - _cls: &PyType, + _cls: &Bound, name: String, prior: Option, hyper: Option, @@ -512,7 +512,7 @@ impl PriorProcess { #[classmethod] #[pyo3(signature=(alpha_shape=1.0, alpha_rate=1.0, d_a=0.5, d_b=0.5))] pub fn pitman_yor( - _cls: &PyType, + _cls: &Bound, alpha_shape: f64, alpha_rate: f64, d_a: f64, @@ -526,7 +526,11 @@ impl PriorProcess { #[classmethod] #[pyo3(signature=(alpha_shape=1.0, alpha_rate=1.0))] - pub fn dirichlet(_cls: &PyType, alpha_shape: f64, alpha_rate: f64) -> Self { + pub fn dirichlet( + _cls: &Bound, + alpha_shape: f64, + alpha_rate: f64, + ) -> Self { PriorProcess(lace::codebook::PriorProcess::Dirichlet { alpha_prior: Gamma::new(alpha_shape, alpha_rate).unwrap(), }) @@ -708,7 +712,7 @@ pub struct CodebookBuilder { impl CodebookBuilder { #[classmethod] /// Load a Codebook from a path. - fn load(_cls: &PyType, path: PathBuf) -> Self { + fn load(_cls: &Bound, path: PathBuf) -> Self { Self { method: CodebookMethod::Path(path), } @@ -717,7 +721,7 @@ impl CodebookBuilder { #[classmethod] #[pyo3(signature = (cat_cutoff=None, state_prior_process=None, view_prior_process=None, use_hypers=true))] fn infer( - _cls: &PyType, + _cls: &Bound, cat_cutoff: Option, state_prior_process: Option, view_prior_process: Option, @@ -734,7 +738,7 @@ impl CodebookBuilder { } #[classmethod] - fn codebook(_cls: &PyType, codebook: Codebook) -> Self { + fn codebook(_cls: &Bound, codebook: Codebook) -> Self { Self { method: CodebookMethod::Codebook(codebook), } diff --git a/pylace/src/update_handler.rs b/pylace/src/update_handler.rs index 023e18e3..643834ea 100644 --- a/pylace/src/update_handler.rs +++ b/pylace/src/update_handler.rs @@ -4,7 +4,7 @@ use std::sync::{Arc, Mutex}; use lace::cc::state::State; use lace::update_handler::UpdateHandler; use lace::EngineUpdateConfig; -use pyo3::{pyclass, IntoPy, Py, PyAny}; +use pyo3::{prelude::PyDictMethods, pyclass, IntoPy, Py, PyAny}; /// Python version of `EngineUpdateConfig`. #[derive(Clone, Debug)] @@ -36,7 +36,7 @@ impl PyUpdateHandler { macro_rules! pydict { ($py: expr, $($key:tt : $val:expr),* $(,)?) => {{ - let map = pyo3::types::PyDict::new($py); + let map = pyo3::types::PyDict::new_bound($py); $( let _ = map.set_item($key, $val.into_py($py)) .expect("Should be able to set item in PyDict"); @@ -59,7 +59,7 @@ macro_rules! call_pyhandler_noret { ); handler - .call_method(py, $func_name, (), kwargs.into()) + .call_method_bound(py, $func_name, (), Some(&kwargs)) .expect("Expected python call_method to return successfully"); }) }}; @@ -79,7 +79,7 @@ macro_rules! call_pyhandler_ret { ); handler - .call_method(py, $func_name, (), kwargs.into()) + .call_method_bound(py, $func_name, (), Some(&kwargs)) .expect("Expected python call_method to return successfully") .extract(py) .expect("Failed to extract expected type") diff --git a/pylace/src/utils.rs b/pylace/src/utils.rs index 033dcd94..a7848640 100644 --- a/pylace/src/utils.rs +++ b/pylace/src/utils.rs @@ -184,7 +184,7 @@ pub(crate) struct MiArgs { #[derive(Default)] pub(crate) struct RowsimArgs<'a> { - pub(crate) wrt: Option<&'a PyAny>, + pub(crate) wrt: Option>, pub(crate) col_weighted: bool, } @@ -205,7 +205,7 @@ pub(crate) fn coltype_to_ftype(col_type: &ColType) -> FType { } } -pub(crate) fn mi_args_from_dict(dict: &PyDict) -> PyResult { +pub(crate) fn mi_args_from_dict(dict: &Bound) -> PyResult { let n_mc_samples: Option = dict .get_item("n_mc_samples")? .map(|any| any.extract::()) @@ -222,13 +222,15 @@ pub(crate) fn mi_args_from_dict(dict: &PyDict) -> PyResult { }) } -pub(crate) fn rowsim_args_from_dict(dict: &PyDict) -> PyResult { +pub(crate) fn rowsim_args_from_dict<'a>( + dict: &'a Bound<'a, PyDict>, +) -> PyResult> { let col_weighted: Option = dict .get_item("col_weighted")? .map(|any| any.extract::()) .transpose()?; - let wrt: Option<&PyAny> = dict.get_item("wrt")?; + let wrt: Option> = dict.get_item("wrt")?; Ok(RowsimArgs { wrt, @@ -427,7 +429,7 @@ impl Indexer { } pub(crate) fn pairs_list_iter<'a>( - pairs: &'a PyList, + pairs: &'a Bound<'a, PyList>, indexer: &'a Indexer, ) -> impl Iterator> + 'a { pairs.iter().map(|item| { @@ -438,28 +440,36 @@ pub(crate) fn pairs_list_iter<'a>( "A pair consists of two items", )) } else { - value_to_index(&ixs[0], indexer).and_then(|a| { - value_to_index(&ixs[1], indexer).map(|b| (a, b)) - }) + ixs.get_item(0) + .and_then(|a| value_to_index(&a, indexer)) + .and_then(|a| { + ixs.get_item(1) + .and_then(|b| value_to_index(&b, indexer)) + .map(|b| (a, b)) + }) } }) .unwrap_or_else(|_| { - let ixs: &PyTuple = item.downcast()?; + let ixs: &Bound = item.downcast()?; if ixs.len() != 2 { Err(PyErr::new::( "A pair consists of two items", )) } else { - value_to_index(&ixs[0], indexer).and_then(|a| { - value_to_index(&ixs[1], indexer).map(|b| (a, b)) - }) + ixs.get_item(0) + .and_then(|a| value_to_index(&a, indexer)) + .and_then(|a| { + ixs.get_item(1) + .and_then(|b| value_to_index(&b, indexer)) + .map(|b| (a, b)) + }) } }) }) } pub(crate) fn list_to_pairs<'a>( - pairs: &'a PyList, + pairs: &'a Bound, indexer: &'a Indexer, ) -> PyResult> { pairs_list_iter(pairs, indexer).collect() @@ -501,11 +511,12 @@ pub(crate) fn datum_to_value(datum: Datum) -> PyResult> { }) } -fn pyany_to_category(val: &PyAny) -> PyResult { +fn pyany_to_category(val: &Bound) -> PyResult { use lace::Category; - let name = val.get_type().name()?; + let ty = val.get_type(); + let name = ty.name()?; - match name { + match name.as_ref() { "int" => { let x = val.downcast::()?.extract::()?; Ok(Category::U8(x)) @@ -518,7 +529,7 @@ fn pyany_to_category(val: &PyAny) -> PyResult { let x = val.downcast::()?.extract::()?; Ok(Category::String(x)) } - "int64" | "int32" | "int16" | "int8" => { + "numpy.int64" | "numpy.int32" | "numpy.int16" | "numpy.int8" => { let x = val.call_method("__int__", (), None)?.extract::()?; Ok(Category::U8(x)) } @@ -528,7 +539,10 @@ fn pyany_to_category(val: &PyAny) -> PyResult { } } -pub(crate) fn value_to_datum(val: &PyAny, ftype: FType) -> PyResult { +pub(crate) fn value_to_datum( + val: &Bound, + ftype: FType, +) -> PyResult { if val.is_none() { return Ok(Datum::Missing); } @@ -558,7 +572,7 @@ pub(crate) fn value_to_datum(val: &PyAny, ftype: FType) -> PyResult { } pub(crate) fn value_to_name( - val: &PyAny, + val: &Bound, indexer: &Indexer, ) -> PyResult { val.extract::().or_else(|_| { @@ -572,7 +586,7 @@ pub(crate) fn value_to_name( } pub(crate) fn value_to_index( - val: &PyAny, + val: &Bound, indexer: &Indexer, ) -> PyResult { val.extract::().or_else(|_| { @@ -588,16 +602,16 @@ pub(crate) fn value_to_index( } pub(crate) fn pyany_to_indices( - cols: &PyAny, + cols: &Bound, indexer: &Indexer, ) -> PyResult> { cols.iter()? - .map(|res| res.and_then(|val| value_to_index(val, indexer))) + .map(|res| res.and_then(|val| value_to_index(&val, indexer))) .collect() } pub(crate) fn dict_to_given( - dict_opt: Option<&PyDict>, + dict_opt: Option<&Bound>, engine: &lace::Engine, indexer: &Indexer, ) -> PyResult> { @@ -608,9 +622,9 @@ pub(crate) fn dict_to_given( let conditions = dict .iter() .map(|(key, value)| { - value_to_index(key, indexer).and_then(|ix| { + value_to_index(&key, indexer).and_then(|ix| { value_to_datum( - value, + &value, engine.ftype(ix).expect( "Index from indexer ought to be valid.", ), @@ -625,7 +639,7 @@ pub(crate) fn dict_to_given( } } -pub(crate) fn srs_to_strings(srs: &PyAny) -> PyResult> { +pub(crate) fn srs_to_strings(srs: &Bound) -> PyResult> { let list: &PyList = srs.call_method0("to_list")?.extract()?; list.iter() @@ -661,23 +675,23 @@ pub(crate) fn parts_to_insert_values( } pub(crate) fn pyany_to_data( - data: &PyAny, + data: &Bound, ftype: FType, ) -> PyResult> { data.iter()? - .map(|res| res.and_then(|val| value_to_datum(val, ftype))) + .map(|res| res.and_then(|val| value_to_datum(&val, ftype))) .collect() } fn process_row_dict( - row_dict: &PyDict, + row_dict: &Bound, _col_indexer: &Indexer, engine: &lace::Engine, suppl_types: Option<&HashMap>, ) -> PyResult> { let mut row_data: Vec = Vec::with_capacity(row_dict.len()); for (name_any, value_any) in row_dict { - let col_name: &PyString = name_any.downcast()?; + let col_name: &Bound = name_any.downcast()?; let col_name = col_name.to_str()?; let ftype = engine .codebook @@ -692,21 +706,21 @@ fn process_row_dict( ))) })?; - row_data.push(value_to_datum(value_any, ftype)?); + row_data.push(value_to_datum(&value_any, ftype)?); } Ok(row_data) } // Works on list of dicts fn values_to_data( - data: &PyList, + data: &Bound, col_indexer: &Indexer, engine: &lace::Engine, suppl_types: Option<&HashMap>, ) -> PyResult>> { data.iter() .map(|row_any| { - let row_dict: &PyDict = row_any.downcast()?; + let row_dict: &Bound = row_any.downcast()?; process_row_dict(row_dict, col_indexer, engine, suppl_types) }) .collect() @@ -723,7 +737,7 @@ pub(crate) struct DataFrameComponents { // FIXME: pass the 'py' in so that we can handle errors better. The // `Python::with_gil` thing makes using `?` a pain. fn df_to_values( - df: &PyAny, + df: &Bound, col_indexer: &Indexer, engine: &lace::Engine, suppl_types: Option<&HashMap>, @@ -734,12 +748,12 @@ fn df_to_values( if columns.get_type().name()?.contains("Index") { // Is a Pandas dataframe let index = df.getattr("index")?; - let row_names = srs_to_strings(index).ok(); + let row_names = srs_to_strings(&index).ok(); let cols = columns.call_method0("tolist")?.to_object(py); - let kwargs = PyDict::new(py); + let kwargs = PyDict::new_bound(py); kwargs.set_item("orient", "records")?; - let data = df.call_method("to_dict", (), Some(kwargs))?; + let data = df.call_method("to_dict", (), Some(&kwargs))?; (cols, data, row_names) } else { // Is a Polars dataframe @@ -749,11 +763,11 @@ fn df_to_values( // Find all the index columns let mut index_col_names = list .iter() - .map(|s| s.extract::<&str>()) + .map(|s| s.extract::()) .map(|s| { s.map(|s| { - if is_index_col(s) { - Some(String::from(s)) + if is_index_col(&s) { + Some(s) } else { None } @@ -784,7 +798,7 @@ fn df_to_values( // Get the indices from the index if it exists let row_names = df.get_item(index_name) - .and_then(srs_to_strings) + .and_then(|srs: pyo3::Bound<'_, pyo3::PyAny>| srs_to_strings(&srs)) .map_err(|err| { PyValueError::new_err(format!( "Indices in index '{index_name}' are not strings: {err}")) @@ -794,7 +808,7 @@ fn df_to_values( (df, Some(row_names)) } else { - (df, None) + (df.clone(), None) }; let data = df.call_method0("to_dicts")?; @@ -802,19 +816,19 @@ fn df_to_values( } }; - let data: &PyList = data.extract()?; - let columns: &PyList = columns.extract(py)?; + let data: Bound = data.extract()?; + let columns: Bound = columns.extract(py)?; // will return nothing if there are unknown column names let col_ixs = columns .iter() - .map(|col_name| value_to_index(col_name, col_indexer)) + .map(|col_name| value_to_index(&col_name, col_indexer)) .collect::, _>>() .ok(); let col_names = columns .iter() .map(|name| name.extract()) .collect::, _>>()?; - let values = values_to_data(data, col_indexer, engine, suppl_types)?; + let values = values_to_data(&data, col_indexer, engine, suppl_types)?; Ok(DataFrameComponents { col_ixs, @@ -826,35 +840,36 @@ fn df_to_values( } fn srs_to_column_values( - srs: &PyAny, + srs: &Bound, indexer: &Indexer, engine: &lace::Engine, suppl_types: Option<&HashMap>, ) -> PyResult { let data = srs.call_method0("to_frame")?; - df_to_values(data, indexer, engine, suppl_types) + df_to_values(&data, indexer, engine, suppl_types) } fn srs_to_row_values( - srs: &PyAny, + srs: &Bound, indexer: &Indexer, engine: &lace::Engine, suppl_types: Option<&HashMap>, ) -> PyResult { let data = srs.call_method0("to_frame")?.call_method0("transpose")?; - df_to_values(data, indexer, engine, suppl_types) + df_to_values(&data, indexer, engine, suppl_types) } pub(crate) fn pandas_to_logp_values( - xs: &PyAny, + xs: &Bound, indexer: &Indexer, engine: &lace::Engine, ) -> PyResult { - let type_name = xs.get_type().name()?; + let ty = xs.get_type(); + let type_name = ty.name()?; - match type_name { + match type_name.as_ref() { "DataFrame" => df_to_values(xs, indexer, engine, None), "Series" => srs_to_column_values(xs, indexer, engine, None), t => Err(PyErr::new::(format!( @@ -864,14 +879,15 @@ pub(crate) fn pandas_to_logp_values( } pub(crate) fn pandas_to_insert_values( - xs: &PyAny, + xs: &Bound, col_indexer: &Indexer, engine: &lace::Engine, suppl_types: Option<&HashMap>, ) -> PyResult { - let type_name = xs.get_type().name()?; + let ty = xs.get_type(); + let type_name = ty.name()?; - match type_name { + match type_name.as_ref() { "DataFrame" => df_to_values(xs, col_indexer, engine, suppl_types), "Series" => srs_to_row_values(xs, col_indexer, engine, suppl_types), t => Err(PyErr::new::(format!( From 4092fdfff5c775d4eee5aa3e0d19c93c2cc0aeba Mon Sep 17 00:00:00 2001 From: Mike Schmidt Date: Wed, 1 May 2024 19:00:50 -0600 Subject: [PATCH 42/43] chore: Updated changelog and citation --- .github/workflows/changelog.yaml | 2 +- CHANGELOG.md | 7 +++++-- CITATION.cff | 2 +- 3 files changed, 7 insertions(+), 4 deletions(-) diff --git a/.github/workflows/changelog.yaml b/.github/workflows/changelog.yaml index e4ad53b7..7ed08df9 100644 --- a/.github/workflows/changelog.yaml +++ b/.github/workflows/changelog.yaml @@ -12,7 +12,7 @@ jobs: steps: - uses: actions/checkout@v4 - + - run: | eval "$(/home/linuxbrew/.linuxbrew/bin/brew shellenv)" brew install nbbrd/tap/heylogs diff --git a/CHANGELOG.md b/CHANGELOG.md index 90cef260..e35455b9 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -20,15 +20,18 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0 - Changed `SerializedType` default to `Bincode` - moved `Assignment` from `lace_cc` to `lace_stats` -## [python-0.8.0] 2024-04-10 +## [python-0.8.0] - 2024-04-10 ### Added -- Added ability Pitman-Yor prior process +- Added ability Pitman-Yor prior process. +- Added `remove_rows` to `Engine`. +- Added `with_index` to `CodeBook`. ### Changed - `StateAlpha` and `ViewAlpha` transitions are now `StatePriorProcessParams` and `ViewPriorProcessParams` +- Updated Pyo3 version to 0.21 ## [python-0.7.1] - 2024-02-27 diff --git a/CITATION.cff b/CITATION.cff index 153a78d9..50abe654 100644 --- a/CITATION.cff +++ b/CITATION.cff @@ -34,5 +34,5 @@ keywords: - Bayesian - Machine Learning license: BUSL-1.1 -version: 0.7.0 +version: 0.8.0 date-released: '2024-02-07' From 0d405decf4c4e728187a0d54206bedec6e532b02 Mon Sep 17 00:00:00 2001 From: Baxter Eaves Date: Tue, 21 May 2024 10:48:14 -0500 Subject: [PATCH 43/43] Added note about refactor to contributing --- CONTRIBUTING.md | 3 +++ 1 file changed, 3 insertions(+) diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md index a6e2835e..d3f2da7a 100644 --- a/CONTRIBUTING.md +++ b/CONTRIBUTING.md @@ -1,5 +1,8 @@ # Contributing to Lace +> :warning: Note that we are in the process of a major refector and are unlikely +> to accept any contributions apart from simple bugfixes + ## General Guidelines - Don't use getters and setters if it causes indirection in a performance heavy

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