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trade_processor.cpp
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623 lines (516 loc) · 21.5 KB
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#include <iostream>
#include <string>
#include <sqlite3.h>
#include <vector>
#include <chrono>
#include <ctime>
#include <sstream>
#include <regex>
#include <map>
#include <iomanip>
#include <fstream>
// Forward declarations
std::string extract_json_string(const std::string& json, const std::string& key);
// SQLite callback for executing queries
static int callback(void* data, int argc, char** argv, char** azColName) {
// Suppress unused parameter warnings
(void)data;
for (int i = 0; i < argc; i++) {
std::cout << azColName[i] << " = " << (argv[i] ? argv[i] : "NULL") << std::endl;
}
std::cout << std::endl;
return 0;
}
// Simple JSON string extraction helper
std::string extract_json_string(const std::string& json, const std::string& key) {
std::string search_key = "\"" + key + "\":";
size_t pos = json.find(search_key);
if (pos == std::string::npos) {
return "";
}
pos += search_key.length();
while (pos < json.length() && (json[pos] == ' ' || json[pos] == '\n' || json[pos] == '\t' || json[pos] == '\r')) {
pos++;
}
if (pos >= json.length()) {
return "";
}
if (json[pos] == 'n' && pos + 3 < json.length() && json.substr(pos, 4) == "null") {
return ""; // null value
}
if (json[pos] != '"') {
return ""; // Not a string value
}
pos++; // Skip opening quote
std::string result;
bool escaped = false;
while (pos < json.length()) {
char c = json[pos++];
if (escaped) {
result += c;
escaped = false;
} else if (c == '\\') {
escaped = true;
} else if (c == '"') {
break; // End of string
} else {
result += c;
}
}
return result;
}
// Convert ISO timestamp to epoch nanoseconds
int64_t iso_timestamp_to_epoch_ns(const std::string& iso_timestamp) {
// Parse ISO 8601 format: YYYY-MM-DDTHH:MM:SS.mmmmmmmmZ
std::tm tm = {};
int year, month, day, hour, minute, second;
int64_t nanosecond = 0;
// Extract the main components
if (sscanf(iso_timestamp.c_str(), "%d-%d-%dT%d:%d:%d",
&year, &month, &day, &hour, &minute, &second) != 6) {
std::cerr << "Error parsing timestamp: " << iso_timestamp << std::endl;
return 0;
}
// Extract fractional seconds (nanoseconds)
size_t dot_pos = iso_timestamp.find('.');
if (dot_pos != std::string::npos) {
size_t z_pos = iso_timestamp.find('Z', dot_pos);
if (z_pos != std::string::npos) {
std::string ns_str = iso_timestamp.substr(dot_pos + 1, z_pos - dot_pos - 1);
// Pad with zeros to nanosecond precision
ns_str.append(9 - ns_str.length(), '0');
nanosecond = std::stoll(ns_str);
}
}
// Set tm struct
tm.tm_year = year - 1900; // years since 1900
tm.tm_mon = month - 1; // months since January [0-11]
tm.tm_mday = day; // day of the month [1-31]
tm.tm_hour = hour; // hours since midnight [0-23]
tm.tm_min = minute; // minutes after the hour [0-59]
tm.tm_sec = second; // seconds after the minute [0-60]
tm.tm_isdst = -1; // let system determine DST
// Convert to time_t (seconds since epoch)
std::time_t time_sec = timegm(&tm); // Use timegm for UTC
// Calculate final epoch in nanoseconds
return (static_cast<int64_t>(time_sec) * 1000000000) + nanosecond;
}
// Join a vector of strings with a separator
std::string join(const std::vector<std::string>& elements, const std::string& separator) {
std::string result;
for (size_t i = 0; i < elements.size(); ++i) {
if (i > 0) {
result += separator;
}
result += elements[i];
}
return result;
}
// Extract conditions array from a trade object
std::string extract_conditions(const std::string& trade_json) {
// Match the conditions array: "c":["condition1","condition2"]
std::regex condition_regex("\"c\"\\s*:\\s*\\[(.*?)\\]");
std::smatch match;
if (std::regex_search(trade_json, match, condition_regex) && match.size() > 1) {
std::string conditions_str = match.str(1);
// Extract individual conditions
std::vector<std::string> conditions;
std::regex condition_item_regex("\"([^\"]*)\"");
std::string::const_iterator search_start(conditions_str.cbegin());
while (std::regex_search(search_start, conditions_str.cend(), match, condition_item_regex)) {
conditions.push_back(match.str(1));
search_start = match.suffix().first;
}
return join(conditions, ",");
}
return "";
}
// Initialize the SQLite database
bool init_database(sqlite3*& db, const std::string& db_path) {
// Open database connection
int rc = sqlite3_open(db_path.c_str(), &db);
if (rc != SQLITE_OK) {
std::cerr << "Error opening SQLite database: " << sqlite3_errmsg(db) << std::endl;
sqlite3_close(db);
return false;
}
// Create tables if they don't exist
const char* create_trades_table_sql =
"CREATE TABLE IF NOT EXISTS trades ("
"id INTEGER PRIMARY KEY AUTOINCREMENT,"
"symbol TEXT NOT NULL,"
"trade_id INTEGER NOT NULL,"
"price REAL NOT NULL,"
"size INTEGER NOT NULL,"
"timestamp TEXT NOT NULL,"
"exchange TEXT NOT NULL,"
"tape TEXT NOT NULL,"
"conditions TEXT,"
"timestamp_epoch INTEGER NOT NULL,"
"UNIQUE(symbol, trade_id, timestamp_epoch)"
");";
char* err_msg = nullptr;
rc = sqlite3_exec(db, create_trades_table_sql, callback, nullptr, &err_msg);
if (rc != SQLITE_OK) {
std::cerr << "Error creating trades table: " << err_msg << std::endl;
sqlite3_free(err_msg);
sqlite3_close(db);
return false;
}
// Create index on symbol and timestamp for faster queries
const char* create_index_sql =
"CREATE INDEX IF NOT EXISTS idx_symbol_timestamp ON trades (symbol, timestamp_epoch);";
rc = sqlite3_exec(db, create_index_sql, callback, nullptr, &err_msg);
if (rc != SQLITE_OK) {
std::cerr << "Error creating index: " << err_msg << std::endl;
sqlite3_free(err_msg);
sqlite3_close(db);
return false;
}
// Create page tokens table
const char* create_tokens_table_sql =
"CREATE TABLE IF NOT EXISTS page_tokens ("
"id INTEGER PRIMARY KEY AUTOINCREMENT,"
"token TEXT UNIQUE,"
"processed_at TEXT NOT NULL"
");";
rc = sqlite3_exec(db, create_tokens_table_sql, callback, nullptr, &err_msg);
if (rc != SQLITE_OK) {
std::cerr << "Error creating page_tokens table: " << err_msg << std::endl;
sqlite3_free(err_msg);
sqlite3_close(db);
return false;
}
return true;
}
// Store the next_page_token
bool store_page_token(sqlite3* db, const std::string& token) {
if (token.empty()) {
return true; // No token to store
}
// Get current timestamp
auto now = std::chrono::system_clock::now();
std::time_t now_time = std::chrono::system_clock::to_time_t(now);
std::stringstream ss;
ss << std::put_time(std::gmtime(&now_time), "%Y-%m-%dT%H:%M:%SZ");
std::string timestamp = ss.str();
// Prepare the SQL statement
const char* sql = "INSERT OR IGNORE INTO page_tokens (token, processed_at) VALUES (?, ?);";
sqlite3_stmt* stmt;
int rc = sqlite3_prepare_v2(db, sql, -1, &stmt, nullptr);
if (rc != SQLITE_OK) {
std::cerr << "Error preparing token insert statement: " << sqlite3_errmsg(db) << std::endl;
return false;
}
// Bind parameters
sqlite3_bind_text(stmt, 1, token.c_str(), -1, SQLITE_STATIC);
sqlite3_bind_text(stmt, 2, timestamp.c_str(), -1, SQLITE_STATIC);
// Execute the statement
rc = sqlite3_step(stmt);
if (rc != SQLITE_DONE) {
std::cerr << "Error inserting token: " << sqlite3_errmsg(db) << std::endl;
sqlite3_finalize(stmt);
return false;
}
sqlite3_finalize(stmt);
return true;
}
// Extract a string field from JSON
std::string extract_json_field(const std::string& json, const std::string& field) {
// Using regex to extract field - this is a simple approach that works for our case
std::regex field_regex("\"" + field + "\"\\s*:\\s*\"([^\"]*)\"");
std::smatch match;
if (std::regex_search(json, match, field_regex) && match.size() > 1) {
return match.str(1);
}
return "";
}
// Extract a numeric field from JSON
template<typename T>
T extract_json_numeric(const std::string& json, const std::string& field, T default_value = T()) {
std::regex field_regex("\"" + field + "\"\\s*:\\s*([0-9.]+)");
std::smatch match;
if (std::regex_search(json, match, field_regex) && match.size() > 1) {
std::stringstream ss(match.str(1));
T value;
ss >> value;
return value;
}
return default_value;
}
// Function to process trades from the Alpaca API response with optimized batch loading
bool process_trades(sqlite3* db, const std::string& json_response) {
// Configure SQLite for maximum performance during bulk loading
char* err_msg = nullptr;
sqlite3_exec(db, "PRAGMA synchronous = OFF", nullptr, nullptr, &err_msg);
sqlite3_exec(db, "PRAGMA journal_mode = MEMORY", nullptr, nullptr, &err_msg);
sqlite3_exec(db, "PRAGMA temp_store = MEMORY", nullptr, nullptr, &err_msg);
sqlite3_exec(db, "PRAGMA cache_size = 100000", nullptr, nullptr, &err_msg);
// Extract next_page_token
std::string next_page_token = extract_json_string(json_response, "next_page_token");
// Store the token
if (!store_page_token(db, next_page_token)) {
std::cerr << "Warning: Failed to store page token" << std::endl;
}
// Find the trades section
std::string trades_search = "\"trades\":{";
size_t trades_pos = json_response.find(trades_search);
if (trades_pos == std::string::npos) {
std::cerr << "Error: No trades found in the response" << std::endl;
return false;
}
// Begin transaction for better performance
int rc = sqlite3_exec(db, "BEGIN TRANSACTION;", nullptr, nullptr, &err_msg);
if (rc != SQLITE_OK) {
std::cerr << "Error beginning transaction: " << err_msg << std::endl;
sqlite3_free(err_msg);
return false;
}
// Prepare the insert statement
const char* insert_sql =
"INSERT OR IGNORE INTO trades "
"(symbol, trade_id, price, size, timestamp, exchange, tape, conditions, timestamp_epoch) "
"VALUES (?, ?, ?, ?, ?, ?, ?, ?, ?);";
sqlite3_stmt* stmt;
rc = sqlite3_prepare_v2(db, insert_sql, -1, &stmt, nullptr);
if (rc != SQLITE_OK) {
std::cerr << "Error preparing insert statement: " << sqlite3_errmsg(db) << std::endl;
sqlite3_exec(db, "ROLLBACK;", nullptr, nullptr, nullptr);
return false;
}
// Keep track of total trades processed
int total_processed = 0;
int batch_count = 0;
const int BATCH_SIZE = 100000; // Commit every 100,000 trades
// Process each symbol's trades
size_t symbol_start = trades_pos + trades_search.length() - 1; // Start after "trades":{
while (symbol_start < json_response.length()) {
// Find next symbol key
size_t quote_pos = json_response.find("\"", symbol_start);
if (quote_pos == std::string::npos) break;
size_t end_quote = json_response.find("\"", quote_pos + 1);
if (end_quote == std::string::npos) break;
std::string symbol = json_response.substr(quote_pos + 1, end_quote - quote_pos - 1);
// Find the array of trades for this symbol
size_t array_start = json_response.find("[", end_quote);
if (array_start == std::string::npos) break;
// Find the end of the array
size_t array_end = array_start + 1;
int bracket_count = 1;
while (array_end < json_response.length() && bracket_count > 0) {
if (json_response[array_end] == '[') bracket_count++;
else if (json_response[array_end] == ']') bracket_count--;
array_end++;
}
if (bracket_count != 0) break;
// Process this symbol's data
std::cout << "Processing trades for " << symbol << "..." << std::endl;
int symbol_trade_count = 0;
// Extract and process each trade object
std::string trades_array = json_response.substr(array_start + 1, array_end - array_start - 2);
size_t trade_start = 0;
while (trade_start < trades_array.length()) {
// Find start of a trade object
size_t obj_start = trades_array.find("{", trade_start);
if (obj_start == std::string::npos) break;
// Find end of the trade object with proper nesting
size_t obj_end = obj_start + 1;
int brace_count = 1;
while (obj_end < trades_array.length() && brace_count > 0) {
if (trades_array[obj_end] == '{') brace_count++;
else if (trades_array[obj_end] == '}') brace_count--;
obj_end++;
}
if (brace_count != 0) break;
// Extract the trade object
std::string trade_obj = trades_array.substr(obj_start, obj_end - obj_start);
// Extract trade fields
int trade_id = extract_json_numeric<int>(trade_obj, "i");
double price = extract_json_numeric<double>(trade_obj, "p");
int size = extract_json_numeric<int>(trade_obj, "s");
std::string timestamp = extract_json_field(trade_obj, "t");
std::string exchange = extract_json_field(trade_obj, "x");
std::string tape = extract_json_field(trade_obj, "z");
std::string conditions = extract_conditions(trade_obj);
// Convert timestamp to epoch
int64_t timestamp_epoch = iso_timestamp_to_epoch_ns(timestamp);
// Validate required fields
if (trade_id <= 0 || price <= 0 || size <= 0 || timestamp.empty() ||
exchange.empty() || tape.empty() || timestamp_epoch <= 0) {
// Move to next trade
trade_start = obj_end;
if (trade_start < trades_array.length() && trades_array[trade_start] == ',') {
trade_start++;
}
continue;
}
// Reset the statement
sqlite3_reset(stmt);
// Bind parameters
sqlite3_bind_text(stmt, 1, symbol.c_str(), -1, SQLITE_STATIC);
sqlite3_bind_int(stmt, 2, trade_id);
sqlite3_bind_double(stmt, 3, price);
sqlite3_bind_int(stmt, 4, size);
sqlite3_bind_text(stmt, 5, timestamp.c_str(), -1, SQLITE_STATIC);
sqlite3_bind_text(stmt, 6, exchange.c_str(), -1, SQLITE_STATIC);
sqlite3_bind_text(stmt, 7, tape.c_str(), -1, SQLITE_STATIC);
sqlite3_bind_text(stmt, 8, conditions.c_str(), -1, SQLITE_STATIC);
sqlite3_bind_int64(stmt, 9, timestamp_epoch);
// Execute the insert
rc = sqlite3_step(stmt);
if (rc != SQLITE_DONE) {
// Only log severe errors to reduce console output
if (rc != SQLITE_CONSTRAINT) {
std::cerr << "Error inserting trade: " << sqlite3_errmsg(db) << std::endl;
}
} else {
symbol_trade_count++;
total_processed++;
batch_count++;
}
// Commit in batches to avoid excessive memory usage
if (batch_count >= BATCH_SIZE) {
// Commit the current batch
sqlite3_exec(db, "COMMIT;", nullptr, nullptr, &err_msg);
// Start a new transaction
sqlite3_exec(db, "BEGIN TRANSACTION;", nullptr, nullptr, &err_msg);
// Print progress
std::cout << "Batch committed: " << batch_count << " trades. Total processed: " << total_processed << std::endl;
batch_count = 0;
}
// Move to next trade
trade_start = obj_end;
if (trade_start < trades_array.length() && trades_array[trade_start] == ',') {
trade_start++;
}
}
std::cout << "Processed " << symbol_trade_count << " trades for " << symbol << std::endl;
// Move to next symbol
symbol_start = array_end;
// Skip to next symbol or end of trades object
if (symbol_start < json_response.length() && json_response[symbol_start] == ',') {
symbol_start++;
} else {
break;
}
}
// Finalize the statement
sqlite3_finalize(stmt);
// Commit any remaining trades
rc = sqlite3_exec(db, "COMMIT;", nullptr, nullptr, &err_msg);
if (rc != SQLITE_OK) {
std::cerr << "Error committing transaction: " << err_msg << std::endl;
sqlite3_free(err_msg);
sqlite3_exec(db, "ROLLBACK;", nullptr, nullptr, nullptr);
return false;
}
// Restore normal SQLite settings
sqlite3_exec(db, "PRAGMA synchronous = NORMAL", nullptr, nullptr, &err_msg);
sqlite3_exec(db, "PRAGMA journal_mode = DELETE", nullptr, nullptr, &err_msg);
sqlite3_exec(db, "PRAGMA temp_store = DEFAULT", nullptr, nullptr, &err_msg);
std::cout << "Successfully processed " << total_processed << " trades in total" << std::endl;
return true;
}
// Function to query the database for statistics
void print_db_stats(sqlite3* db) {
// Query total number of trades
const char* count_sql = "SELECT COUNT(*) FROM trades;";
char* err_msg = nullptr;
std::cout << "Database Statistics:" << std::endl;
std::cout << "-------------------" << std::endl;
// Execute count query
int rc = sqlite3_exec(db, count_sql, callback, nullptr, &err_msg);
if (rc != SQLITE_OK) {
std::cerr << "Error querying trade count: " << err_msg << std::endl;
sqlite3_free(err_msg);
return;
}
// Query date range
const char* dates_sql =
"SELECT MIN(timestamp) as earliest, MAX(timestamp) as latest FROM trades;";
rc = sqlite3_exec(db, dates_sql, callback, nullptr, &err_msg);
if (rc != SQLITE_OK) {
std::cerr << "Error querying date range: " << err_msg << std::endl;
sqlite3_free(err_msg);
return;
}
// Query symbols and counts
const char* symbols_sql =
"SELECT symbol, COUNT(*) as trade_count FROM trades "
"GROUP BY symbol ORDER BY trade_count DESC LIMIT 10;";
std::cout << "Top Symbols by Trade Count:" << std::endl;
rc = sqlite3_exec(db, symbols_sql, callback, nullptr, &err_msg);
if (rc != SQLITE_OK) {
std::cerr << "Error querying symbols: " << err_msg << std::endl;
sqlite3_free(err_msg);
return;
}
}
// Main function
int main(int argc, char* argv[]) {
// Default database path
std::string db_path = "stock_trades.db";
std::string json_file;
bool print_stats = false;
// Parse command line arguments
for (int i = 1; i < argc; i++) {
std::string arg = argv[i];
if (arg == "--db" && i + 1 < argc) {
db_path = argv[++i];
} else if (arg == "--file" && i + 1 < argc) {
json_file = argv[++i];
} else if (arg == "--stats") {
print_stats = true;
} else if (arg == "--help") {
std::cout << "Usage: " << argv[0] << " [options]" << std::endl;
std::cout << "Options:" << std::endl;
std::cout << " --db PATH Path to SQLite database (default: stock_trades.db)" << std::endl;
std::cout << " --file PATH Path to JSON file containing trade data" << std::endl;
std::cout << " --stats Print database statistics" << std::endl;
std::cout << " --help Show this help message" << std::endl;
std::cout << std::endl;
std::cout << "Note: If no JSON file is provided, the program will read from standard input." << std::endl;
return 0;
}
}
// Open database connection
sqlite3* db = nullptr;
if (!init_database(db, db_path)) {
std::cerr << "Failed to initialize database." << std::endl;
return 1;
}
// Process trades or print stats
if (print_stats) {
print_db_stats(db);
} else {
// Read JSON data
std::string json_data;
if (!json_file.empty()) {
// Read from file
std::ifstream file(json_file);
if (!file.is_open()) {
std::cerr << "Error: Could not open file " << json_file << std::endl;
sqlite3_close(db);
return 1;
}
std::stringstream buffer;
buffer << file.rdbuf();
json_data = buffer.str();
} else {
// Read from standard input
std::stringstream buffer;
buffer << std::cin.rdbuf();
json_data = buffer.str();
}
// Process the trades
if (!process_trades(db, json_data)) {
std::cerr << "Error processing trades." << std::endl;
sqlite3_close(db);
return 1;
}
std::cout << "Trades successfully stored in database: " << db_path << std::endl;
}
// Close database connection
sqlite3_close(db);
return 0;
}