require(DiagrammeR) require(stringr) require(data.table) require(magrittr) text <- readLines('xgb.model.dump') %>% str_trim(side = "both") position <- str_match(text, "booster") %>% is.na %>% not %>% which %>% c(length(text)+1) extract <- function(x, pattern) str_extract(x, pattern) %>% str_split("=") %>% lapply(function(x) x[2] %>% as.numeric) %>% unlist #for(i in 1:(length(position)-1)){ i=1 cat(paste("\n",i,"\n")) tree <- text[(position[i]+1):(position[i+1]-1)] paste(tree, collapse = "\n") %>% cat notLeaf <- str_match(tree, "leaf") %>% is.na leaf <- notLeaf %>% not %>% tree[.] branch <- notLeaf %>% tree[.] idBranch <- str_extract(branch, "\\d*:") %>% str_replace(":", "") %>% as.numeric idLeaf <- str_extract(leaf, "\\d*:") %>% str_replace(":", "") %>% as.numeric featureBranch <- str_extract(branch, "f\\d*<") %>% str_replace("<", "") #%>% as.numeric featureLeaf <- rep("Leaf", length(leaf)) yesBranch <- extract(branch, "yes=\\d*") yesLeaf <- rep(NA, length(leaf)) noBranch <- extract(branch, "no=\\d*") noLeaf <- rep(NA, length(leaf)) missingBranch <- extract(branch, "missing=\\d+") missingLeaf <- rep(NA, length(leaf)) qualityBranch <- extract(branch, "gain=\\d*\\.*\\d*") qualityLeaf <- extract(leaf, "leaf=\\-*\\d*\\.*\\d*") coverBranch <- extract(branch, "cover=\\d*\\.*\\d*") coverLeaf <- extract(leaf, "cover=\\d*\\.*\\d*") dt <- data.table(ID = c(idBranch, idLeaf), Feature = c(featureBranch, featureLeaf), Yes = c(yesBranch, yesLeaf), No = c(noBranch, noLeaf), Missing = c(missingBranch, missingLeaf), Quality = c(qualityBranch, qualityLeaf), Cover = c(coverBranch, coverLeaf))[order(ID)][,Tree:=i] set(dt, j = "YesFeature", value = ifelse(is.na(dt[,Yes]),NA,dt[ID == dt[,Yes], ID])) set(dt, j = "NoFeature", value = ifelse(is.na(dt[,No]),NA,dt[ID == dt[,No], ID])) dtBranch <- dt[Feature!="Leaf"] yesPath <- paste(dtBranch[,ID], "-->", dtBranch[,Yes], sep = "") noPath <- paste(dtBranch[,ID], "-->", dtBranch[,No], sep = "") missingPath <- paste(dtBranch[,ID], "-->|Missing|", dtBranch[,Missing], sep = "") yesPathStyle <- paste("style ", dtBranch[,Yes], " fill:#A2EB86, stroke:#04C4AB, stroke-width:2px", sep = "") noPathStyle <- paste("style ", dtBranch[,No], " fill:#FFA070, stroke:#FF5E5E, stroke-width:2px", sep = "") path <- c(yesPath, noPath, yesPathStyle, noPathStyle) %>% .[order(.)] %>% paste(sep = "", collapse = ";") %>% paste("graph LR", .,collapse = "",sep = ";") DiagrammeR(path, height = 400) #}