Skip to content

Commit

Permalink
[R] Implement new save raw in R. (#7571)
Browse files Browse the repository at this point in the history
  • Loading branch information
trivialfis authored Jan 22, 2022
1 parent ef4dae4 commit d262503
Show file tree
Hide file tree
Showing 7 changed files with 88 additions and 22 deletions.
9 changes: 8 additions & 1 deletion R-package/R/xgb.load.R
Original file line number Diff line number Diff line change
Expand Up @@ -5,7 +5,7 @@
#' @param modelfile the name of the binary input file.
#'
#' @details
#' The input file is expected to contain a model saved in an xgboost-internal binary format
#' The input file is expected to contain a model saved in an xgboost model format
#' using either \code{\link{xgb.save}} or \code{\link{cb.save.model}} in R, or using some
#' appropriate methods from other xgboost interfaces. E.g., a model trained in Python and
#' saved from there in xgboost format, could be loaded from R.
Expand Down Expand Up @@ -38,6 +38,13 @@ xgb.load <- function(modelfile) {
handle <- xgb.Booster.handle(modelfile = modelfile)
# re-use modelfile if it is raw so we do not need to serialize
if (typeof(modelfile) == "raw") {
warning(
paste(
"The support for loading raw booster with `xgb.load` will be ",
"discontinued in upcoming release. Use `xgb.load.raw` or",
" `xgb.unserialize` instead. "
)
)
bst <- xgb.handleToBooster(handle, modelfile)
} else {
bst <- xgb.handleToBooster(handle, NULL)
Expand Down
13 changes: 11 additions & 2 deletions R-package/R/xgb.save.raw.R
Original file line number Diff line number Diff line change
Expand Up @@ -4,6 +4,14 @@
#' Save xgboost model from xgboost or xgb.train
#'
#' @param model the model object.
#' @param raw_format The format for encoding the booster. Available options are
#' \itemize{
#' \item \code{json}: Encode the booster into JSON text document.
#' \item \code{ubj}: Encode the booster into Universal Binary JSON.
#' \item \code{deprecated}: Encode the booster into old customized binary format.
#' }
#'
#' Right now the default is \code{deprecated} but will be changed to \code{ubj} in upcoming release.
#'
#' @examples
#' data(agaricus.train, package='xgboost')
Expand All @@ -17,7 +25,8 @@
#' pred <- predict(bst, test$data)
#'
#' @export
xgb.save.raw <- function(model) {
xgb.save.raw <- function(model, raw_format = "deprecated") {
handle <- xgb.get.handle(model)
.Call(XGBoosterModelToRaw_R, handle)
args <- list(format = raw_format)
.Call(XGBoosterSaveModelToRaw_R, handle, jsonlite::toJSON(args, auto_unbox = TRUE))
}
2 changes: 1 addition & 1 deletion R-package/demo/basic_walkthrough.R
Original file line number Diff line number Diff line change
Expand Up @@ -63,7 +63,7 @@ print(paste("sum(abs(pred2-pred))=", sum(abs(pred2 - pred))))
# save model to R's raw vector
raw <- xgb.save.raw(bst)
# load binary model to R
bst3 <- xgb.load(raw)
bst3 <- xgb.load.raw(raw)
pred3 <- predict(bst3, test$data)
# pred3 should be identical to pred
print(paste("sum(abs(pred3-pred))=", sum(abs(pred3 - pred))))
Expand Down
4 changes: 2 additions & 2 deletions R-package/src/init.c
Original file line number Diff line number Diff line change
Expand Up @@ -24,12 +24,12 @@ extern SEXP XGBoosterEvalOneIter_R(SEXP, SEXP, SEXP, SEXP);
extern SEXP XGBoosterGetAttrNames_R(SEXP);
extern SEXP XGBoosterGetAttr_R(SEXP, SEXP);
extern SEXP XGBoosterLoadModelFromRaw_R(SEXP, SEXP);
extern SEXP XGBoosterSaveModelToRaw_R(SEXP handle, SEXP config);
extern SEXP XGBoosterLoadModel_R(SEXP, SEXP);
extern SEXP XGBoosterSaveJsonConfig_R(SEXP handle);
extern SEXP XGBoosterLoadJsonConfig_R(SEXP handle, SEXP value);
extern SEXP XGBoosterSerializeToBuffer_R(SEXP handle);
extern SEXP XGBoosterUnserializeFromBuffer_R(SEXP handle, SEXP raw);
extern SEXP XGBoosterModelToRaw_R(SEXP);
extern SEXP XGBoosterPredict_R(SEXP, SEXP, SEXP, SEXP, SEXP);
extern SEXP XGBoosterPredictFromDMatrix_R(SEXP, SEXP, SEXP);
extern SEXP XGBoosterSaveModel_R(SEXP, SEXP);
Expand Down Expand Up @@ -59,12 +59,12 @@ static const R_CallMethodDef CallEntries[] = {
{"XGBoosterGetAttrNames_R", (DL_FUNC) &XGBoosterGetAttrNames_R, 1},
{"XGBoosterGetAttr_R", (DL_FUNC) &XGBoosterGetAttr_R, 2},
{"XGBoosterLoadModelFromRaw_R", (DL_FUNC) &XGBoosterLoadModelFromRaw_R, 2},
{"XGBoosterSaveModelToRaw_R", (DL_FUNC) &XGBoosterSaveModelToRaw_R, 2},
{"XGBoosterLoadModel_R", (DL_FUNC) &XGBoosterLoadModel_R, 2},
{"XGBoosterSaveJsonConfig_R", (DL_FUNC) &XGBoosterSaveJsonConfig_R, 1},
{"XGBoosterLoadJsonConfig_R", (DL_FUNC) &XGBoosterLoadJsonConfig_R, 2},
{"XGBoosterSerializeToBuffer_R", (DL_FUNC) &XGBoosterSerializeToBuffer_R, 1},
{"XGBoosterUnserializeFromBuffer_R", (DL_FUNC) &XGBoosterUnserializeFromBuffer_R, 2},
{"XGBoosterModelToRaw_R", (DL_FUNC) &XGBoosterModelToRaw_R, 1},
{"XGBoosterPredict_R", (DL_FUNC) &XGBoosterPredict_R, 5},
{"XGBoosterPredictFromDMatrix_R", (DL_FUNC) &XGBoosterPredictFromDMatrix_R, 3},
{"XGBoosterSaveModel_R", (DL_FUNC) &XGBoosterSaveModel_R, 2},
Expand Down
27 changes: 14 additions & 13 deletions R-package/src/xgboost_R.cc
Original file line number Diff line number Diff line change
Expand Up @@ -429,30 +429,31 @@ XGB_DLL SEXP XGBoosterSaveModel_R(SEXP handle, SEXP fname) {
return R_NilValue;
}

XGB_DLL SEXP XGBoosterModelToRaw_R(SEXP handle) {
XGB_DLL SEXP XGBoosterLoadModelFromRaw_R(SEXP handle, SEXP raw) {
R_API_BEGIN();
CHECK_CALL(XGBoosterLoadModelFromBuffer(R_ExternalPtrAddr(handle),
RAW(raw),
length(raw)));
R_API_END();
return R_NilValue;
}

XGB_DLL SEXP XGBoosterSaveModelToRaw_R(SEXP handle, SEXP json_config) {
SEXP ret;
R_API_BEGIN();
bst_ulong olen;
const char *raw;
CHECK_CALL(XGBoosterGetModelRaw(R_ExternalPtrAddr(handle), &olen, &raw));
char const *c_json_config = CHAR(asChar(json_config));
char const *raw;
CHECK_CALL(XGBoosterSaveModelToBuffer(R_ExternalPtrAddr(handle), c_json_config, &olen, &raw))
ret = PROTECT(allocVector(RAWSXP, olen));
if (olen != 0) {
memcpy(RAW(ret), raw, olen);
std::memcpy(RAW(ret), raw, olen);
}
R_API_END();
UNPROTECT(1);
return ret;
}

XGB_DLL SEXP XGBoosterLoadModelFromRaw_R(SEXP handle, SEXP raw) {
R_API_BEGIN();
CHECK_CALL(XGBoosterLoadModelFromBuffer(R_ExternalPtrAddr(handle),
RAW(raw),
length(raw)));
R_API_END();
return R_NilValue;
}

XGB_DLL SEXP XGBoosterSaveJsonConfig_R(SEXP handle) {
const char* ret;
R_API_BEGIN();
Expand Down
16 changes: 13 additions & 3 deletions R-package/src/xgboost_R.h
Original file line number Diff line number Diff line change
Expand Up @@ -209,11 +209,21 @@ XGB_DLL SEXP XGBoosterSaveModel_R(SEXP handle, SEXP fname);
XGB_DLL SEXP XGBoosterLoadModelFromRaw_R(SEXP handle, SEXP raw);

/*!
* \brief save model into R's raw array
* \brief Save model into R's raw array
*
* \param handle handle
* \return raw array
* \param json_config JSON encoded string storing parameters for the function. Following
* keys are expected in the JSON document:
*
* "format": str
* - json: Output booster will be encoded as JSON.
* - ubj: Output booster will be encoded as Univeral binary JSON.
* - deprecated: Output booster will be encoded as old custom binary format. Do now use
* this format except for compatibility reasons.
*
* \return Raw array
*/
XGB_DLL SEXP XGBoosterModelToRaw_R(SEXP handle);
XGB_DLL SEXP XGBoosterSaveModelToRaw_R(SEXP handle, SEXP json_config);

/*!
* \brief Save internal parameters as a JSON string
Expand Down
39 changes: 39 additions & 0 deletions R-package/tests/testthat/test_io.R
Original file line number Diff line number Diff line change
@@ -0,0 +1,39 @@
context("Test model IO.")
## some other tests are in test_basic.R
require(xgboost)
require(testthat)

data(agaricus.train, package = "xgboost")
data(agaricus.test, package = "xgboost")
train <- agaricus.train
test <- agaricus.test

test_that("load/save raw works", {
nrounds <- 8
booster <- xgboost(
data = train$data, label = train$label,
nrounds = nrounds, objective = "binary:logistic"
)

json_bytes <- xgb.save.raw(booster, raw_format = "json")
ubj_bytes <- xgb.save.raw(booster, raw_format = "ubj")
old_bytes <- xgb.save.raw(booster, raw_format = "deprecated")

from_json <- xgb.load.raw(json_bytes)
from_ubj <- xgb.load.raw(ubj_bytes)

## FIXME(jiamingy): Should we include these 3 lines into `xgb.load.raw`?
from_json <- list(handle = from_json, raw = NULL)
class(from_json) <- "xgb.Booster"
from_json <- xgb.Booster.complete(from_json, saveraw = TRUE)

from_ubj <- list(handle = from_ubj, raw = NULL)
class(from_ubj) <- "xgb.Booster"
from_ubj <- xgb.Booster.complete(from_ubj, saveraw = TRUE)

json2old <- xgb.save.raw(from_json, raw_format = "deprecated")
ubj2old <- xgb.save.raw(from_ubj, raw_format = "deprecated")

expect_equal(json2old, ubj2old)
expect_equal(json2old, old_bytes)
})

0 comments on commit d262503

Please sign in to comment.