stringfish

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stringfish is a framework for performing string and sequence operations using the ALTREP system to speed up the comptuation of common string operations.

The ultimate goal of the package is to unify ALTREP string implementations under a common framework.

The ALTREP system (new as of R 3.5.0) allows package developers to represent R objects using their own custom memory layout, completely invisible to the user. stringfish represents string data as a simple C++/STL vector, which is very fast andlightweight.

Using normal R functions to process string data (e.g. substr, gsub, paste, etc.) causes “materialization” of ALTREP vectors to normal R data, which can be a slow process. Therefore, in order to take full advantage of the ALTREP framework, string processing functions need to be re-written to be ALTREP aware. This package hopes to fulfill that purpose.

Installation:

install.packages("stringfish")

Benchmark

The simplest way to show the utility of the ALTREP framework is through a quick benchmark comparing stringfish and base R.

Currently implemented functions

A list of implemented stringfish function and analogous base R function:

Utility functions:

stringfish functions are not intended to exactly replicate their base R analogues. One systematic difference is stringfish does minimal encoding checks and no re-encoding. Therefore, to combine latin1 and UTF-8 encoded strings, first use sf_iconv. Another difference is that subject parameters are always the first argument, to be easier to use in pipes (%>%). E.g., gsub(pattern, replacement, subject) becomes sf_gsub(subject ,pattern, replacement).

Extensibility

stringfish as a framework is intended to be easily extensible. Stringfish vectors can be worked into Rcpp scripts or even into other packages (see the qs package for an example).

Below is a detailed Rcpp script example that creates a function to alternate upper and lower case of strings.

// [[Rcpp::plugins(cpp11)]]
// [[Rcpp::depends(stringfish)]]
#include <Rcpp.h>
#include "sf_external.h"
using namespace Rcpp;

// [[Rcpp::export]]
SEXP sf_alternate_case(SEXP x) {
  // Iterate through a character vector using the RStringIndexer class
  // If the input vector x is a stringfish character vector it will do so without materialization
  RStringIndexer r(x);
  size_t len = r.size();
  
  // Create an output stringfish vector
  // Like all R objects, it must be protected from garbage collection
  SEXP output = PROTECT(sf_vector(len));
  
  // Obtain a reference to the underlying output data
  sf_vec_data & output_data = sf_vec_data_ref(output);
  
  // You can use range based for loop via an iterator class that returns RStringIndexer::rstring_info e
  // rstring info is a struct containing const char * ptr (null terminated), int len, and cetype_t enc
  // a NA string is represented by a nullptr
  // Alternatively, access the data via the function r.getCharLenCE(i)
  size_t i = 0;
  for(auto e : r) {
    // check if string is NA and go to next if it is
    if(e.ptr == nullptr) {
      i++; // increment output index
      continue;
    }
    // create a temporary output string and process the results
    std::string temp(e.len, '\0');
    bool case_switch = false;
    for(int j=0; j<e.len; j++) {
      if((e.ptr[j] >= 65) & (e.ptr[j] <= 90)) { // char j is upper case
        if((case_switch = !case_switch)) { // check if we should convert to lower case
          temp[j] = e.ptr[j] + 32;
          continue;
        }
      } else if((e.ptr[j] >= 97) & (e.ptr[j] <= 122)) { // char j is lower case
        if(!(case_switch = !case_switch)) { // check if we should convert to upper case
          temp[j] = e.ptr[j] - 32;
          continue;
        }
      } else if(e.ptr[j] == 32) {
        case_switch = false;
      }
      temp[j] = e.ptr[j];
    }
    
    // Create a new vector element sfstring and insert the processed string into the stringfish vector
    // sfstring has three constructors, 1) taking a std::string and encoding, 
    // 2) a char pointer and encoding, or 3) a CHARSXP object (e.g. sfstring(NA_STRING))
    output_data[i] = sfstring(temp, e.enc);
    i++; // increment output index
  }
  // Finally, call unprotect and return result
  UNPROTECT(1);
  return output;
}

Example function call:

sf_alternate_case("hello world") 
[1] "hElLo wOrLd"

To do