peacock-data-public-datasets-idc-cronscript
/
lm-evaluation-harness
/scripts
/clean_training_data
/janitor_util.cpp
bool is_whitespace(char ch) noexcept { | |
// " \t\n\r\x0b\x0c" (python string.whitespace) | |
return ch == 32 or (9 <= ch and ch <= 13); | |
// return ch <= 32; // arguably too general, but slightly faster | |
} | |
bool is_punctuation(char c) noexcept { | |
// '!"#$%&\'()*+,-./:;<=>?@[\\]^_`{|}~' ascii values: 33-47, 58-64, | |
// 91-96, 123-126 | |
return (33 <= c and c <= 47) or (58 <= c and c <= 64) or | |
(91 <= c and c <= 96) or (123 <= c and c <= 126); | |
} | |
// Takes a string and makes ngrams of length N, splitting grams on whitespace | |
// and ignoring ignored characters Returns a LARGE array of ngrams | |
std::vector<std::string> clean_ngram(std::string const &input, | |
std::string const &ignore, | |
size_t ngram_n) noexcept { | |
size_t num_grams = 0; | |
std::vector<std::string> ngram_list; | |
std::vector<uint8_t> gram_lengths; | |
std::string current_ngram; | |
// Max gram length is set to 10 below. | |
current_ngram.reserve(11 * ngram_n); | |
gram_lengths.reserve(ngram_n); | |
bool started_gram = false; | |
gram_lengths.push_back(0); | |
// for (size_t i=0; i<input.length(); i++) { | |
// this is slightly faster, and we don't need the index in this one | |
for (auto iter = input.begin(); iter != input.end(); iter++) { | |
// If whitespace, end the current ngram and start the next | |
// alternatively, (perhaps marginally) faster: if (is_whitespace(ch)) { ... | |
// } | |
if (is_whitespace(*iter) || gram_lengths.back() > 10) { | |
// Skip all whitespace | |
while (++iter != input.end() && is_whitespace(*iter)) | |
; | |
iter--; | |
if (started_gram) { | |
num_grams += 1; | |
// Building 1grams is a special case | |
if (ngram_n == 1) { | |
ngram_list.push_back(current_ngram); | |
current_ngram = current_ngram.substr(gram_lengths.front()); | |
gram_lengths.back() = 0; | |
// If there are enough grams to form an ngram, save | |
} else if (num_grams >= ngram_n) { | |
// Save the current ngram | |
ngram_list.push_back(current_ngram); | |
// Start the next ngram by dropping the first gram and its space from | |
// the ngram | |
current_ngram = current_ngram.substr(gram_lengths.front() + 1); | |
current_ngram += ' '; | |
// Drop the length of the first gram and prepare to record the length | |
// of the new gram | |
gram_lengths.erase(gram_lengths.begin()); | |
gram_lengths.push_back(0); | |
// Otherwise, continue building | |
} else { | |
current_ngram += ' '; | |
gram_lengths.push_back(0); | |
} | |
started_gram = false; | |
} | |
// Skip ignored characters | |
// alternatively, (perhaps marginally) faster: if (is_punctuation(ch)) | |
// continue; | |
} else if (ignore.find(*iter) != std::string::npos) { | |
continue; | |
} | |
// If it is a non-ignored character, add it to the ngram and update the last | |
// gram's length | |
else { | |
current_ngram += tolower(*iter); | |
gram_lengths.back() += 1; | |
started_gram = true; | |
} | |
} | |
return ngram_list; | |
} | |
// Takes a string and makes ngrams of length N, splitting grams on whitespace | |
// and ignoring ignored characters Returns a LARGE array of tuples of (ngram, | |
// start_idx, end_idx) | |
std::vector<std::tuple<std::string, size_t, size_t>> | |
clean_ngram_with_indices(std::string const &input, std::string const &ignore, | |
size_t ngram_n) noexcept { | |
size_t num_grams = 0; | |
std::vector<std::tuple<std::string, size_t, size_t>> ngram_list; | |
std::vector<uint8_t> gram_lengths; | |
std::vector<size_t> gram_start_indices; | |
std::string current_ngram; | |
// Max gram length is set to 10 below. | |
current_ngram.reserve(11 * ngram_n); | |
bool started_gram = false; | |
gram_lengths.push_back(0); | |
gram_start_indices.push_back(0); | |
for (size_t i = 0; i < input.length(); i++) { | |
char ch = input[i]; | |
// If whitespace, end the current ngram and start the next | |
if (is_whitespace(ch) || gram_lengths.back() > 10) { | |
// Skip all whitespace | |
while (++i < input.length() && is_whitespace(input[i])) | |
; | |
i--; | |
if (started_gram) { | |
num_grams += 1; | |
// Building 1grams is a special case | |
if (ngram_n == 1) { | |
ngram_list.push_back( | |
std::make_tuple(current_ngram, gram_start_indices.front(), i)); | |
current_ngram = current_ngram.substr(gram_lengths.front()); | |
gram_lengths.back() = 0; | |
gram_start_indices.back() = i + 1; | |
// If there are enough grams to form an ngram, save | |
} else if (num_grams >= ngram_n) { | |
// Save the current ngram | |
ngram_list.push_back( | |
std::make_tuple(current_ngram, gram_start_indices.front(), i)); | |
// Start the next ngram by dropping the first gram and its space from | |
// the ngram | |
current_ngram = current_ngram.substr(gram_lengths.front() + 1); | |
current_ngram += ' '; | |
// Drop the length of the first gram and prepare to record the length | |
// of the new gram | |
gram_lengths.erase(gram_lengths.begin()); | |
gram_lengths.push_back(0); | |
gram_start_indices.erase(gram_start_indices.begin()); | |
gram_start_indices.push_back(i + 1); | |
// Otherwise, continue building | |
} else { | |
current_ngram += ' '; | |
gram_lengths.push_back(0); | |
gram_start_indices.push_back(i + 1); | |
} | |
started_gram = false; | |
} | |
// Skip ignored characters | |
} else if (ignore.find(ch) != std::string::npos) { | |
continue; | |
// If it is a non-ignored character, add it to the ngram and update the | |
// last gram's length | |
} else { | |
current_ngram += tolower(ch); | |
gram_lengths.back() += 1; | |
started_gram = true; | |
} | |
} | |
return ngram_list; | |
} | |
PYBIND11_MODULE(janitor_util, m) { | |
m.doc() = "pybind11 example plugin"; // optional module docstring | |
// m.def("add", &add, "A function which adds two numbers"); // example | |
// function | |
m.def("clean_ngram", &clean_ngram, | |
"Create ngrams of words, ignoring some characters"); | |
m.def("clean_ngram_with_indices", &clean_ngram_with_indices, | |
"Create ngrams of words with indices, ignoring some characters"); | |
} | |
// Example compile | |
// c++ -O3 -Wall -shared -std=c++11 -fPIC $(python3 -m pybind11 --includes) | |
// janitor_util.cpp -o janitor_util$(python3-config --extension-suffix) If | |
// python and gcc aren't linked, append to the above: -undefined | |
// dynamic_lookup | |