From 5fce55dc594fc3c6ca34bb4797095833bff3070b Mon Sep 17 00:00:00 2001 From: Martin Jullum Date: Wed, 14 Jun 2023 15:38:29 +0200 Subject: [PATCH] Add python version (#325) --- .Rbuildignore | 1 + DESCRIPTION | 5 +- NEWS.md | 4 +- R/approach_empirical.R | 6 +- R/approach_timeseries.R | 5 +- R/compute_vS.R | 2 +- R/explain.R | 19 +- R/explain_forecast.R | 31 +- R/finalize_explanation.R | 25 +- R/setup.R | 23 +- R/setup_computation.R | 1 - R/timing.R | 17 + README.Rmd | 15 +- README.md | 43 ++- inst/scripts/devel/time_series_annabelle.R | 89 +++++ man/setup.Rd | 4 - python/.gitignore | 3 + python/README.md | 60 ++++ python/examples/pytorch_custom.py | 47 +++ python/examples/sklearn_classifier.py | 19 + python/examples/sklearn_regressor.py | 19 + python/examples/xgboost_booster.py | 19 + python/examples/xgboost_regressor.py | 19 + python/install_r_packages.R | 3 + python/setup.py | 20 ++ python/shapr.code-workspace | 7 + python/shaprpy/__init__.py | 1 + python/shaprpy/datasets.py | 27 ++ python/shaprpy/explain.py | 324 ++++++++++++++++++ python/shaprpy/utils.py | 57 +++ .../forecast_output_ar_numeric.rds | Bin 2157 -> 2155 bytes .../forecast_output_arima_numeric.rds | Bin 17576 -> 17568 bytes .../forecast_output_arima_numeric_no_lags.rds | Bin 2545 -> 2543 bytes .../forecast_output_arima_numeric_no_xreg.rds | Bin 1941 -> 1939 bytes ...st_output_forecast_ARIMA_group_numeric.rds | Bin 3566 -> 3563 bytes ...utput_custom_lm_numeric_independence_1.rds | Bin 3937 -> 3934 bytes ...utput_custom_lm_numeric_independence_2.rds | Bin 3937 -> 3934 bytes ...utput_custom_xgboost_mixed_dummy_ctree.rds | Bin 4014 -> 4010 bytes .../output/output_lm_categorical_ctree.rds | Bin 2643 -> 2642 bytes .../output_lm_categorical_independence.rds | Bin 2574 -> 2574 bytes .../output/output_lm_categorical_method.rds | Bin 3047 -> 3043 bytes .../_snaps/output/output_lm_mixed_comb.rds | Bin 4113 -> 4110 bytes .../_snaps/output/output_lm_mixed_ctree.rds | Bin 4067 -> 4065 bytes .../output/output_lm_mixed_independence.rds | Bin 4002 -> 3998 bytes .../_snaps/output/output_lm_numeric_comb1.rds | Bin 4423 -> 4420 bytes .../_snaps/output/output_lm_numeric_comb2.rds | Bin 4653 -> 4649 bytes .../_snaps/output/output_lm_numeric_comb3.rds | Bin 4336 -> 4333 bytes .../output/output_lm_numeric_copula.rds | Bin 4275 -> 4270 bytes .../_snaps/output/output_lm_numeric_ctree.rds | Bin 4006 -> 4002 bytes .../output_lm_numeric_ctree_parallelized.rds | Bin 4006 -> 4002 bytes .../output/output_lm_numeric_empirical.rds | Bin 4207 -> 4204 bytes .../output_lm_numeric_empirical_AICc_each.rds | Bin 2914 -> 2911 bytes .../output_lm_numeric_empirical_AICc_full.rds | Bin 2911 -> 2908 bytes ...tput_lm_numeric_empirical_independence.rds | Bin 4213 -> 4210 bytes ...ut_lm_numeric_empirical_n_combinations.rds | Bin 4007 -> 4004 bytes .../output_lm_numeric_empirical_progress.rds | Bin 4350 -> 4347 bytes .../output/output_lm_numeric_gaussian.rds | Bin 4183 -> 4181 bytes .../output/output_lm_numeric_independence.rds | Bin 3937 -> 3934 bytes ...t_lm_numeric_independence_n_batches_10.rds | Bin 4083 -> 4082 bytes .../output/output_lm_numeric_interaction.rds | Bin 1644 -> 1640 bytes .../output/output_lm_timeseries_method.rds | Bin 33571 -> 33563 bytes vignettes/understanding_shapr.Rmd | 3 + 62 files changed, 837 insertions(+), 81 deletions(-) create mode 100644 R/timing.R create mode 100644 inst/scripts/devel/time_series_annabelle.R create mode 100644 python/.gitignore create mode 100644 python/README.md create mode 100644 python/examples/pytorch_custom.py create mode 100644 python/examples/sklearn_classifier.py create mode 100644 python/examples/sklearn_regressor.py create mode 100644 python/examples/xgboost_booster.py create mode 100644 python/examples/xgboost_regressor.py create mode 100644 python/install_r_packages.R create mode 100644 python/setup.py create mode 100644 python/shapr.code-workspace create mode 100644 python/shaprpy/__init__.py create mode 100644 python/shaprpy/datasets.py create mode 100644 python/shaprpy/explain.py create mode 100644 python/shaprpy/utils.py diff --git a/.Rbuildignore b/.Rbuildignore index e4c344ca6..376e7b235 100644 --- a/.Rbuildignore +++ b/.Rbuildignore @@ -21,3 +21,4 @@ inst/compare_lundberg\.xgb\.obj [.]out$ ^CRAN-SUBMISSION$ ^.Rprofile +^python$ diff --git a/DESCRIPTION b/DESCRIPTION index fc21d1696..42e96754a 100644 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -1,5 +1,5 @@ Package: shapr -Version: 0.2.3.9000 +Version: 0.2.3.9100 Title: Prediction Explanation with Dependence-Aware Shapley Values Description: Complex machine learning models are often hard to interpret. However, in many situations it is crucial to understand and explain why a model made a specific @@ -8,6 +8,7 @@ Description: Complex machine learning models are often hard to interpret. Howeve values do, however, assume feature independence. This package implements the method described in Aas, Jullum and Løland (2019) , which accounts for any feature dependence, and thereby produces more accurate estimates of the true Shapley values. + An accompanying Python wrapper (shaprpy) is available on GitHub. Authors@R: c( person("Nikolai", "Sellereite", email = "nikolaisellereite@gmail.com", role = "aut", comment = c(ORCID = "0000-0002-4671-0337")), person("Martin", "Jullum", email = "Martin.Jullum@nr.no", role = c("cre", "aut"), comment = c(ORCID = "0000-0003-3908-5155")), @@ -18,7 +19,7 @@ Authors@R: c( person("Camilla", "Lingjærde", role = "ctb"), person("Norsk Regnesentral", role = c("cph", "fnd")) ) -URL: https://norskregnesentral.github.io/shapr/, https://github.com/NorskRegnesentral/shapr +URL: https://norskregnesentral.github.io/shapr/, https://github.com/NorskRegnesentral/shapr/ BugReports: https://github.com/NorskRegnesentral/shapr/issues License: MIT + file LICENSE Encoding: UTF-8 diff --git a/NEWS.md b/NEWS.md index 828cff680..47c710a84 100644 --- a/NEWS.md +++ b/NEWS.md @@ -1,6 +1,7 @@ # shapr (development version) -* Complete restructuring motivated by introducing a Python wrapper (`shaprpyr`, [#325](https://github.com/NorskRegnesentral/shapr/pull/325)) for explaining predictions from Python models (from Python) utilizing almost all functionality of `shapr` (not merged to master yet). The restructuring splits the explanation tasks into smaller pieces, allowing the Python wrapper to move back and forth between Python and R, doing the prediction in Python, and almost everything else in R. This simplifies maintenance of `shaprpy` significantly. +* Release a Python wrapper (`shaprpyr`, [#325](https://github.com/NorskRegnesentral/shapr/pull/325)) for explaining predictions from Python models (from Python) utilizing almost all functionality of `shapr`. The wrapper moves back and forth back and forth between Python and R, doing the prediction in Python, and almost everything else in R. This simplifies maintenance of `shaprpy` significantly. The wrapper is available [here](https://github.com/NorskRegnesentral/shapr/tree/master/python). +* Complete restructuring motivated by introducing the Python wrapper. The restructuring splits the explanation tasks into smaller pieces, which was necessary to allow the Python wrapper to move back and forth between R and Python. * As part of the restructuring, we also did a number of design changes, resulting in a series of breaking changes described below. ### Breaking changes @@ -26,6 +27,7 @@ Uses a different set of input argument which is more appropriate for these model * Re-implementation of `approach = 'independence'` method providing significantly faster computation (no longer as a special case of the `empirical` method). Also allow the method to be used on models with categorical data ([#315](https://github.com/NorskRegnesentral/shapr/pull/315)). * Added 'beeswarm' and 'waterfall' plots + new coloring scheme for all plots. See the [vignette](https://norskregnesentral.github.io/shapr/articles/understanding_shapr.html#ex) for examples. +* Added timing of the various parts of the explanation process. ### Under the hood diff --git a/R/approach_empirical.R b/R/approach_empirical.R index be0dccebd..00f182807 100644 --- a/R/approach_empirical.R +++ b/R/approach_empirical.R @@ -48,8 +48,10 @@ setup_approach.empirical <- function(internal, predict_model = NULL, ...) { # TODO: Can I avoid passing model and predict_model (using ...) as they clutter the help file - defaults <- mget(c("empirical.eta", "empirical.type", "empirical.fixed_sigma", - "empirical.n_samples_aicc", "empirical.eval_max_aicc", "empirical.start_aicc")) + defaults <- mget(c( + "empirical.eta", "empirical.type", "empirical.fixed_sigma", + "empirical.n_samples_aicc", "empirical.eval_max_aicc", "empirical.start_aicc" + )) internal <- insert_defaults(internal, defaults) diff --git a/R/approach_timeseries.R b/R/approach_timeseries.R index b5de1f2c1..09f9fc113 100644 --- a/R/approach_timeseries.R +++ b/R/approach_timeseries.R @@ -91,8 +91,9 @@ prepare_data.timeseries <- function(internal, index_features = NULL, ...) { w_vec <- exp(-0.5 * rowSums( (matrix(rep(x_explain_i[S[j, ] == 0, drop = FALSE], nrow(x_train)), nrow = nrow(x_train), byrow = TRUE) - - x_train[, S[j, ] == 0, drop = FALSE])^2) - / timeseries.fixed_sigma_vec^2) + x_train[, S[j, ] == 0, drop = FALSE])^2 + ) + / timeseries.fixed_sigma_vec^2) for (k in seq_len(nrow(Sbar_segments))) { impute_these <- seq(Sbar_segments$Sbar_starts[k], Sbar_segments$Sbar_ends[k]) diff --git a/R/compute_vS.R b/R/compute_vS.R index c55a70794..b418de247 100644 --- a/R/compute_vS.R +++ b/R/compute_vS.R @@ -161,7 +161,7 @@ compute_preds <- function( return(dt) } -compute_MCint <- function(dt, pred_cols) { +compute_MCint <- function(dt, pred_cols = "p_hat") { # Calculate contributions dt_res <- dt[, lapply(.SD, function(x) sum(((x) * w) / sum(w))), .(id, id_combination), .SDcols = pred_cols] data.table::setkeyv(dt_res, c("id", "id_combination")) diff --git a/R/explain.R b/R/explain.R index 9e3fa84f7..0ce8a4ea9 100644 --- a/R/explain.R +++ b/R/explain.R @@ -259,7 +259,9 @@ explain <- function(model, timing = TRUE, ...) { # ... is further arguments passed to specific approaches - init_time <- Sys.time() + timing_list <- list( + init_time = Sys.time() + ) set.seed(seed) @@ -283,10 +285,11 @@ explain <- function(model, keep_samp_for_vS = keep_samp_for_vS, feature_specs = feature_specs, timing = timing, - init_time = init_time, ... ) + timing_list$setup <- Sys.time() + # Gets predict_model (if not passed to explain) predict_model <- get_predict_model( predict_model = predict_model, @@ -301,7 +304,7 @@ explain <- function(model, internal = internal ) - internal$timing$test_prediction <- Sys.time() # Recording the prediction time as well + timing_list$test_prediction <- Sys.time() # Sets up the Shapley (sampling) framework and prepares the @@ -309,6 +312,8 @@ explain <- function(model, # Note: model and predict_model are ONLY used by the AICc-methods of approach empirical to find optimal parameters internal <- setup_computation(internal, model, predict_model) + timing_list$setup_computation <- Sys.time() + # Compute the v(S): # Get the samples for the conditional distributions with the specified approach @@ -316,7 +321,7 @@ explain <- function(model, # Perform MC integration on these to estimate the conditional expectation (v(S)) vS_list <- compute_vS(internal, model, predict_model) - internal$timing$compute_vS <- Sys.time() # Recording the time of compute_vS (+setup_computation) + timing_list$compute_vS <- Sys.time() # Compute Shapley values based on conditional expectations (v(S)) @@ -326,6 +331,12 @@ explain <- function(model, internal = internal ) + timing_list$shapley_computation <- Sys.time() + + if (timing == TRUE) { + output$timing <- compute_time(timing_list) + } + # Temporary to avoid failing tests output$internal$objects$id_combination_mapper_dt <- NULL diff --git a/R/explain_forecast.R b/R/explain_forecast.R index e821f8246..de6b43b57 100644 --- a/R/explain_forecast.R +++ b/R/explain_forecast.R @@ -104,7 +104,9 @@ explain_forecast <- function(model, get_model_specs = NULL, timing = TRUE, ...) { # ... is further arguments passed to specific approaches - init_time <- Sys.time() + timing_list <- list( + init_time = Sys.time() + ) set.seed(seed) @@ -141,10 +143,11 @@ explain_forecast <- function(model, group_lags = group_lags, group = group, timing = timing, - init_time = init_time, ... ) + timing_list$setup <- Sys.time() + # Gets predict_model (if not passed to explain) predict_model <- get_predict_model( predict_model = predict_model, @@ -160,7 +163,7 @@ explain_forecast <- function(model, internal = internal ) - internal$timing$test_prediction <- Sys.time() # Recording the prediction time as well + timing_list$test_prediction <- Sys.time() # Sets up the Shapley (sampling) framework and prepares the @@ -168,13 +171,16 @@ explain_forecast <- function(model, # Note: model and predict_model are ONLY used by the AICc-methods of approach empirical to find optimal parameters internal <- setup_computation(internal, model, predict_model) + timing_list$setup_computation <- Sys.time() + + # Compute the v(S): # Get the samples for the conditional distributions with the specified approach # Predict with these samples # Perform MC integration on these to estimate the conditional expectation (v(S)) vS_list <- compute_vS(internal, model, predict_model, method = "regular") - internal$timing$compute_vS <- Sys.time() # Recording the time of compute_vS (+setup_computation) + timing_list$compute_vS <- Sys.time() # Compute Shapley values based on conditional expectations (v(S)) # Organize function output @@ -183,6 +189,10 @@ explain_forecast <- function(model, internal = internal ) + if (timing == TRUE) { + output$timing <- compute_time(timing_list) + } + return(output) } @@ -211,9 +221,11 @@ get_data_forecast <- function(y, xreg, train_idx, explain_idx, explain_y_lags, e if (!is.vector(y) && !(is.matrix(y) && ncol(y) >= 1) && !(is.data.frame(y) && ncol(y) >= 1)) { - stop_message <- paste0(stop_message, - "y should be a matrix or data.frame/data.table with one or more columns, ", - "or a numeric vector.\n") + stop_message <- paste0( + stop_message, + "y should be a matrix or data.frame/data.table with one or more columns, ", + "or a numeric vector.\n" + ) } if (!is.null(xreg) && !is.matrix(xreg) && !is.data.frame(xreg)) { stop_message <- paste0(stop_message, "xreg should be a matrix or a data.frame/data.table.\n") @@ -276,8 +288,9 @@ get_data_forecast <- function(y, xreg, train_idx, explain_idx, explain_y_lags, e data_lag <- lag_data(data_reg, c(explain_y_lags, explain_xreg_lags)) # Create a matrix and groups of the forecasted values of the exogenous data. - reg_fcast <- reg_forecast_setup(xreg[seq.int(to = max(c(train_idx, explain_idx)) + horizon, from = max_lag + 1), - , drop = FALSE], horizon, data_lag$group) + reg_fcast <- reg_forecast_setup(xreg[seq.int(to = max(c(train_idx, explain_idx)) + horizon, from = max_lag + 1), , + drop = FALSE + ], horizon, data_lag$group) if (ncol(data_lag$lagged) == 0 && ncol(reg_fcast$fcast) == 0) { stop("`explain_y_lags=0` is not allowed for models without exogeneous variables") diff --git a/R/finalize_explanation.R b/R/finalize_explanation.R index 31d784994..d22f587cc 100644 --- a/R/finalize_explanation.R +++ b/R/finalize_explanation.R @@ -17,12 +17,12 @@ finalize_explanation <- function(vS_list, internal) { # Extract the predictions we are explaining p <- get_p(processed_vS_list$dt_vS, internal) - internal$timing$postprocessing <- Sys.time() + # internal$timing$postprocessing <- Sys.time() # Compute the Shapley values dt_shapley <- compute_shapley_new(internal, processed_vS_list$dt_vS) - internal$timing$shapley_computation <- Sys.time() + # internal$timing$shapley_computation <- Sys.time() # Clearnig out the tmp list with model and predict_model (only added for AICc-types of empirical approach) @@ -30,30 +30,11 @@ finalize_explanation <- function(vS_list, internal) { internal$output <- processed_vS_list - if (internal$parameters$timing) { - timing_secs <- mapply( - FUN = difftime, - internal$timing[-1], - internal$timing[-length(internal$timing)], - units = "secs" - ) - - timing_list <- list( - init_time = internal$timing$init, - total_time_secs = sum(timing_secs), - timing_secs = timing_secs - ) - } else { - timing_list <- NULL - } - - internal$timing <- NULL output <- list( shapley_values = dt_shapley, internal = internal, - pred_explain = p, - timing = timing_list + pred_explain = p ) attr(output, "class") <- c("shapr", "list") diff --git a/R/setup.R b/R/setup.R index 6f8ce05a7..e1c12e48e 100644 --- a/R/setup.R +++ b/R/setup.R @@ -16,8 +16,6 @@ #' @param is_python Logical. Indicates whether the function is called from the Python wrapper. Default is FALSE which is #' never changed when calling the function via `explain()` in R. The parameter is later used to disallow #' running the AICc-versions of the empirical as that requires data based optimization. -#' @param init_time POSIXct-object -#' Output from `Sys.time()` called at the start of `explain()`. Used initialize the timing. #' @export setup <- function(x_train, x_explain, @@ -41,7 +39,6 @@ setup <- function(x_train, explain_xreg_lags = NULL, group_lags = NULL, timing, - init_time, is_python = FALSE, ...) { internal <- list() @@ -81,8 +78,10 @@ setup <- function(x_train, horizon ) - internal$parameters$output_labels <- cbind(rep(explain_idx, horizon), - rep(seq_len(horizon), each = length(explain_idx))) + internal$parameters$output_labels <- cbind( + rep(explain_idx, horizon), + rep(seq_len(horizon), each = length(explain_idx)) + ) colnames(internal$parameters$output_labels) <- c("explain_idx", "horizon") internal$parameters$explain_idx <- explain_idx internal$parameters$explain_lags <- list(y = explain_y_lags, xreg = explain_xreg_lags) @@ -107,10 +106,6 @@ setup <- function(x_train, internal <- check_and_set_parameters(internal) - - internal$timing <- list(init = init_time) - internal$timing$setup <- Sys.time() - return(internal) } @@ -314,8 +309,10 @@ compare_vecs <- function(vec1, vec2, vec_type, name1, name2) { compare_feature_specs <- function(spec1, spec2, name1 = "model", name2 = "x_train", sort_labels = FALSE) { if (sort_labels) { compare_vecs(sort(spec1$labels), sort(spec2$labels), "names", name1, name2) - compare_vecs(spec1$classes[sort(names(spec1$classes))], - spec2$classes[sort(names(spec2$classes))], "classes", name1, name2) + compare_vecs( + spec1$classes[sort(names(spec1$classes))], + spec2$classes[sort(names(spec2$classes))], "classes", name1, name2 + ) } else { compare_vecs(spec1$labels, spec2$labels, "names", name1, name2) compare_vecs(spec1$classes, spec2$classes, "classes", name1, name2) @@ -472,8 +469,8 @@ get_parameters <- function(approach, prediction_zero, output_size = 1, n_combina stop(paste0( "`prediction_zero` (", paste0(prediction_zero, collapse = ", "), ") must be numeric and match the output size of the model (", - paste0(output_size, collapse = ", "), ").") - ) + paste0(output_size, collapse = ", "), ")." + )) } diff --git a/R/setup_computation.R b/R/setup_computation.R index 8ef8dedf5..a4a3ed9ea 100644 --- a/R/setup_computation.R +++ b/R/setup_computation.R @@ -18,7 +18,6 @@ setup_computation <- function(internal, model, predict_model) { # Setup for approach internal <- setup_approach(internal, model = model, predict_model = predict_model) - internal$timing$setup_computation <- Sys.time() return(internal) } diff --git a/R/timing.R b/R/timing.R new file mode 100644 index 000000000..9e4391e80 --- /dev/null +++ b/R/timing.R @@ -0,0 +1,17 @@ +compute_time <- function(timing_list) { + + timing_secs <- mapply( + FUN = difftime, + timing_list[-1], + timing_list[-length(timing_list)], + units = "secs" + ) + + timing_output <- list( + init_time = timing_list$init, + total_time_secs = sum(timing_secs), + timing_secs = timing_secs + ) + + return(timing_output) +} diff --git a/README.Rmd b/README.Rmd index e2445ff9b..aff32ad85 100644 --- a/README.Rmd +++ b/README.Rmd @@ -26,14 +26,21 @@ knitr::opts_chunk$set( [![DOI](https://joss.theoj.org/papers/10.21105/joss.02027/status.svg)](https://doi.org/10.21105/joss.02027) +## Brief NEWS + ### Breaking change (June 2023) -The development verison of shapr (master branch on GitHub from June 2023) has been severely restructured, introducing a new syntax for explaining models, and thereby introducing a range of breaking changes. This essentially amounts to using a single function (`explain()`) instead of two functions (`shapr()` and `explain()`). +As of version 0.2.3.9000, the development version of shapr (master branch on GitHub from June 2023) has been severely restructured, introducing a new syntax for explaining models, and thereby introducing a range of breaking changes. This essentially amounts to using a single function (`explain()`) instead of two functions (`shapr()` and `explain()`). The CRAN version of `shapr` (v0.2.2) still uses the old syntax. See the [NEWS](https://github.com/NorskRegnesentral/shapr/blob/master/NEWS.md) for details. The examples below uses the new syntax. [Here](https://github.com/NorskRegnesentral/shapr/blob/cranversion_0.2.2/README.md) is a version of this README with the syntax of the CRAN version (v0.2.2). +### Python wrapper + +As of version 0.2.3.9100 (master branch on GitHub from June 2023), we provide a Python wrapper (`shaprpy`) which allows explaining python models with the methodology implemented in `shapr`, directly from Python. The wrapper is available [here](https://github.com/NorskRegnesentral/shapr/tree/master/python). See also details in the [NEWS](https://github.com/NorskRegnesentral/shapr/blob/master/NEWS.md). + + ## Introduction The most common machine learning task is to train a model which is able to predict an unknown outcome (response variable) based on a set of known input variables/features. @@ -59,12 +66,12 @@ The following methodology/features are currently implemented: * using the joint distribution approach for models with purely cateogrical data (`approach = 'categorical'`, @redelmeier2020explaining) * assuming all features are independent (`approach = 'independence'`, mainly for benchmarking) - Combining any of the above methods. -- Explain *forecasts* from time series models at different horizons with `explain_forecast()` +- Explain *forecasts* from time series models at different horizons with `explain_forecast()` (R only) - Batch computation to reduce memory consumption significantly -- Parallelized computation using the [future](https://future.futureverse.org/) framework. +- Parallelized computation using the [future](https://future.futureverse.org/) framework. (R only) - Progress bar showing computation progress, using the [`progressr`](https://progressr.futureverse.org/) package. Must be activated by the user. - Optional use of the AICc criterion of @hurvich1998smoothing when optimizing the bandwidth parameter in the empirical (conditional) approach of @aas2019explaining. -- Functionality for visualizing the explanations. +- Functionality for visualizing the explanations. (R only) - Support for models not supported natively. +## Brief NEWS + ### Breaking change (June 2023) -The development verison of shapr (master branch on GitHub from June -2023) has been severely restructured, introducing a new syntax for -explaining models, and thereby introducing a range of breaking changes. -This essentially amounts to using a single function (`explain()`) -instead of two functions (`shapr()` and `explain()`). The CRAN version -of `shapr` (v0.2.2) still uses the old syntax. See the +As of version 0.2.3.9000, the development version of shapr (master +branch on GitHub from June 2023) has been severely restructured, +introducing a new syntax for explaining models, and thereby introducing +a range of breaking changes. This essentially amounts to using a single +function (`explain()`) instead of two functions (`shapr()` and +`explain()`). The CRAN version of `shapr` (v0.2.2) still uses the old +syntax. See the [NEWS](https://github.com/NorskRegnesentral/shapr/blob/master/NEWS.md) for details. The examples below uses the new syntax. [Here](https://github.com/NorskRegnesentral/shapr/blob/cranversion_0.2.2/README.md) is a version of this README with the syntax of the CRAN version (v0.2.2). +### Python wrapper + +As of version 0.2.3.9100 (master branch on GitHub from June 2023), we +provide a Python wrapper (`shaprpy`) which allows explaining python +models with the methodology implemented in `shapr`, directly from +Python. The wrapper is available +[here](https://github.com/NorskRegnesentral/shapr/tree/master/python). +See also details in the +[NEWS](https://github.com/NorskRegnesentral/shapr/blob/master/NEWS.md). + ## Introduction The most common machine learning task is to train a model which is able @@ -66,7 +79,6 @@ The following methodology/features are currently implemented: - Native support of explanation of predictions from models fitted with the following functions `stats::glm`, `stats::lm`,`ranger::ranger`, `xgboost::xgboost`/`xgboost::xgb.train` and `mgcv::gam`. -- Support for explaining essentially any [custom model](https://norskregnesentral.github.io/shapr/articles/understanding_shapr.html#explain-custom-models) with a scalar numeric output. - Accounting for feature dependence - assuming the features are Gaussian (`approach = 'gaussian'`, Aas, Jullum, and Løland (2021)) @@ -84,20 +96,19 @@ The following methodology/features are currently implemented: Jullum, and Aas (2020)) - assuming all features are independent (`approach = 'independence'`, mainly for benchmarking) -- [Combining](https://norskregnesentral.github.io/shapr/articles/understanding_shapr.html#combined-approach) any of the above methods. -- [Explain *forecasts*](https://norskregnesentral.github.io/shapr/articles/understanding_shapr.html#explaining-a-forecasting-model-using-explain_forecast) from time series models at different horizons - with `explain_forecast()` -- [Batch computation](https://norskregnesentral.github.io/shapr/articles/understanding_shapr.html#batch-computation) to reduce memory consumption significantly -- [Parallelized computation](https://norskregnesentral.github.io/shapr/articles/understanding_shapr.html#parallelized-computation) using the - [future](https://future.futureverse.org/) framework. -- [Progress bar](https://norskregnesentral.github.io/shapr/articles/understanding_shapr.html#progress-updates) showing computation progress, using the +- Combining any of the above methods. +- Explain *forecasts* from time series models at different horizons + with `explain_forecast()` (R only) +- Batch computation to reduce memory consumption significantly +- Parallelized computation using the + [future](https://future.futureverse.org/) framework. (R only) +- Progress bar showing computation progress, using the [`progressr`](https://progressr.futureverse.org/) package. Must be activated by the user. - Optional use of the AICc criterion of Hurvich, Simonoff, and Tsai (1998) when optimizing the bandwidth parameter in the empirical (conditional) approach of Aas, Jullum, and Løland (2021). -- Explain predictions in terms of [feature groups](https://norskregnesentral.github.io/shapr/articles/understanding_shapr.html#explain-groups-of-features. -- Functionality for visualizing the explanations. +- Functionality for visualizing the explanations. (R only) - Support for models not supported natively. 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