#include <iostream>
#include <vector>
#include <string>
#include <fstream>
#include <sstream>
#include <unordered_map>
#include <algorithm>
std::string clean_text(const std::string& text) {
std::string cleaned_text = text;
cleaned_text.erase(std::remove_if(cleaned_text.begin(), cleaned_text.end(),
[](unsigned char c){ return std::ispunct(c) || std::isdigit(c); }), cleaned_text.end());
std::transform(cleaned_text.begin(), cleaned_text.end(), cleaned_text.begin(), std::tolower);
return cleaned_text;
}
void read_training_data(const std::string& filename, std::vector<std::pair<std::string, std::string>>& data) {
std::ifstream input_file(filename);
if (!input_file.is_open()) {
std::cerr << "Cannot open file: " << filename << std::endl;
return;
}
std::string line;
while (std::getline(input_file, line)) {
std::stringstream line_stream(line);
std::string label, text;
std::getline(line_stream, label, ',');
std::getline(line_stream, text);
text = clean_text(text);
data.emplace_back(label, text);
}
input_file.close();
}
std::string classify_text(const std::string& text, const std::unordered_map<std::string, double>& class_priors,
const std::unordered_map<std::string, std::unordered_map<std::string, double>>& class_cond_probs) {
std::string cleaned_text = clean_text(text);
std::vector<std::string> words;
std::stringstream text_stream(cleaned_text);
std::string word;
while (text_stream >> word) {
words.push_back(word);
}
std::unordered_map<std::string, double> class_scores;
for (const auto& class_prior : class_priors) {
double score = class_prior.second;
for (const auto& word : words) {
if (class_cond_probs[class_prior.first].count(word) > 0) {
score *= class_cond_probs.at(class_prior.first).at(word);
}
}
class_scores[class_prior.first] = score;
}
auto max_class = std::max_element(class_scores.begin(), class_scores.end(), [](const auto& a, const auto& b) {
return a.second < b.second;
});
return max_class->first;
}
int main() {
// membaca data latih dari file
std::vector<std::pair<std::string, std::string>> training_data;
read_training_data("training_data.csv", Write, Run & Share C++ code online using OneCompiler's C++ online compiler for free. It's one of the robust, feature-rich online compilers for C++ language, running on the latest version 17. Getting started with the OneCompiler's C++ compiler is simple and pretty fast. The editor shows sample boilerplate code when you choose language as C++ and start coding!
OneCompiler's C++ online compiler supports stdin and users can give inputs to programs using the STDIN textbox under the I/O tab. Following is a sample program which takes name as input and print your name with hello.
#include <iostream>
#include <string>
using namespace std;
int main()
{
string name;
cout << "Enter name:";
getline (cin, name);
cout << "Hello " << name;
return 0;
}
C++ is a widely used middle-level programming language.
When ever you want to perform a set of operations based on a condition If-Else is used.
if(conditional-expression) {
//code
}
else {
//code
}
You can also use if-else for nested Ifs and If-Else-If ladder when multiple conditions are to be performed on a single variable.
Switch is an alternative to If-Else-If ladder.
switch(conditional-expression){
case value1:
// code
break; // optional
case value2:
// code
break; // optional
......
default:
code to be executed when all the above cases are not matched;
}
For loop is used to iterate a set of statements based on a condition.
for(Initialization; Condition; Increment/decrement){
//code
}
While is also used to iterate a set of statements based on a condition. Usually while is preferred when number of iterations are not known in advance.
while (condition) {
// code
}
Do-while is also used to iterate a set of statements based on a condition. It is mostly used when you need to execute the statements atleast once.
do {
// code
} while (condition);
Function is a sub-routine which contains set of statements. Usually functions are written when multiple calls are required to same set of statements which increases re-usuability and modularity. Function gets run only when it is called.
return_type function_name(parameters);
function_name (parameters)
return_type function_name(parameters) {
// code
}