Fix build issues and improve data loading

CMakeLists.txt

@@ -14,18 +14,17 @@ include_directories(
 )
 
 # === Source files ===
-set(SOURCE_FILES
-        src/main.cpp
-
+set(LIB_SOURCES
         include/agents/QLearningAgent.cpp
         include/core/ExecutionSimulator.cpp
         include/env/MarketEnvironment.cpp
         include/utils/Logger.cpp
-        include/utils/MathUtils.cpp
-)
+        include/utils/MathUtils.cpp)
+
+add_library(ExecutionRLLib ${LIB_SOURCES})
 
-# === Executable ===
-add_executable(ExecutionRL ${SOURCE_FILES})
+add_executable(ExecutionRL src/main.cpp)
+target_link_libraries(ExecutionRL PRIVATE ExecutionRLLib)
 
 # === Tests ===
 enable_testing()
@@ -34,9 +33,9 @@ add_executable(test_agent tests/test_agent.cpp)
 add_executable(test_env tests/test_env.cpp)
 add_executable(test_simulation tests/test_simulation.cpp)
 
-target_include_directories(test_agent PRIVATE include)
-target_include_directories(test_env PRIVATE include)
-target_include_directories(test_simulation PRIVATE include)
+target_link_libraries(test_agent PRIVATE ExecutionRLLib)
+target_link_libraries(test_env PRIVATE ExecutionRLLib)
+target_link_libraries(test_simulation PRIVATE ExecutionRLLib)
 
 add_test(NAME AgentTest COMMAND test_agent)
 add_test(NAME EnvTest COMMAND test_env)

include/core/ExecutionSimulator.cpp

@@ -3,13 +3,15 @@
 ExecutionSimulator::ExecutionSimulator(MarketEnvironment& env, QLearningAgent& agent)
     : env(env), agent(agent) {}
 
-void ExecutionSimulator::run() {
-    env.reset();
-    while (!env.isDone()) {
-        auto state = env.getState();
-        int action = agent.chooseAction(state);
-        double reward = env.step(action);
-        auto nextState = env.getState();
-        agent.update(state, action, reward, nextState);
+void ExecutionSimulator::run(int episodes) {
+    for (int episode = 0; episode < episodes; ++episode) {
+        env.reset();
+        while (!env.isDone()) {
+            auto state = env.getState();
+            int action = agent.chooseAction(state);
+            double reward = env.step(action);
+            auto nextState = env.getState();
+            agent.update(state, action, reward, nextState);
+        }
     }
 }

include/core/ExecutionSimulator.hpp

@@ -8,7 +8,7 @@
 class ExecutionSimulator {
 public:
     ExecutionSimulator(MarketEnvironment& env, QLearningAgent& agent);
-    void run();
+    void run(int episodes = 1);
 
 private:
     MarketEnvironment& env;

include/env/MarketEnvironment.cpp

@@ -40,15 +40,24 @@ bool MarketEnvironment::isDone() const {
 }
 
 void MarketEnvironment::loadMarketData() {
-    std::ifstream file("prices.csv");
+    std::ifstream file("data/price_series.csv");
+    if (!file.is_open()) {
+        file.open("../data/price_series.csv");
+    }
     std::string line;
 
     prices.clear();
     while (std::getline(file, line)) {
         std::stringstream ss(line);
-        std::string cell;
-        if (std::getline(ss, cell, ',')) {
-            prices.push_back(std::stod(cell));
+        std::string first, second;
+        if (!std::getline(ss, first, ','))
+            continue;
+        if (!std::getline(ss, second, ','))
+            continue;
+        try {
+            prices.push_back(std::stod(second));
+        } catch (const std::invalid_argument&) {
+            // likely a header line, skip
         }
     }
 

src/main.cpp

@@ -1,6 +1,6 @@
-#include "include/core/ExecutionSimulator.hpp"
-#include "include/env/MarketEnvironment.hpp"
-#include "include/agents/QLearningAgent.hpp"
+#include "core/ExecutionSimulator.hpp"
+#include "env/MarketEnvironment.hpp"
+#include "agents/QLearningAgent.hpp"
 
 int main() {
     MarketEnvironment env;