Package updates, more Ollama, fixes

week4/day3.ipynb

@@ -505,13 +505,13 @@
    "outputs": [],
    "source": [
     "def execute_python(code):\n",
-    "        try:\n",
-    "            output = io.StringIO()\n",
-    "            sys.stdout = output\n",
-    "            exec(code)\n",
-    "        finally:\n",
-    "            sys.stdout = sys.__stdout__\n",
-    "        return output.getvalue()"
+    "    try:\n",
+    "        output = io.StringIO()\n",
+    "        sys.stdout = output\n",
+    "        exec(code)\n",
+    "    finally:\n",
+    "        sys.stdout = sys.__stdout__\n",
+    "    return output.getvalue()"
    ]
   },
   {
@@ -581,14 +581,6 @@
     "\n",
     "ui.launch(inbrowser=True)"
    ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "77a80857-4632-4de8-a28f-b614bcbe2f40",
-   "metadata": {},
-   "outputs": [],
-   "source": []
   }
  ],
  "metadata": {
@@ -607,7 +599,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.11.10"
+   "version": "3.11.11"
   }
  },
  "nbformat": 4,

week4/day4.ipynb

@@ -696,7 +696,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.11.10"
+   "version": "3.11.11"
   }
  },
  "nbformat": 4,

week4/optimized.cpp

@@ -1,51 +1,72 @@
 #include <iostream>
-#include <random>
+#include <vector>
 #include <chrono>
+#include <limits>
 #include <iomanip>
 
-// Function to generate random numbers using Mersenne Twister
-std::mt19937 gen(42);
+using namespace std;
+using namespace chrono;
 
-// Function to calculate maximum subarray sum
-int max_subarray_sum(int n, int min_val, int max_val) {
-    std::uniform_int_distribution<> dis(min_val, max_val);
-    int max_sum = std::numeric_limits<int>::min();
-    int current_sum = 0;
-    for (int i = 0; i < n; ++i) {
-        current_sum += dis(gen);
-        if (current_sum > max_sum) {
-            max_sum = current_sum;
-        }
-        if (current_sum < 0) {
-            current_sum = 0;
-        }
+class LCG {
+private:
+    uint64_t value;
+    static const uint64_t a = 1664525;
+    static const uint64_t c = 1013904223;
+    static const uint64_t m = 1ULL << 32;
+
+public:
+    LCG(uint64_t seed) : value(seed) {}
+
+    uint64_t next() {
+        value = (a * value + c) % m;
+        return value;
     }
+};
+
+int64_t max_subarray_sum(int n, uint64_t seed, int min_val, int max_val) {
+    LCG lcg(seed);
+    vector<int64_t> random_numbers(n);
+    for (int i = 0; i < n; ++i) {
+        random_numbers[i] = lcg.next() % (max_val - min_val + 1) + min_val;
+    }
+
+    int64_t max_sum = numeric_limits<int64_t>::min();
+    int64_t current_sum = 0;
+    int64_t min_sum = 0;
+
+    for (int i = 0; i < n; ++i) {
+        current_sum += random_numbers[i];
+        max_sum = max(max_sum, current_sum - min_sum);
+        min_sum = min(min_sum, current_sum);
+    }
+
     return max_sum;
 }
 
-// Function to calculate total maximum subarray sum
-int total_max_subarray_sum(int n, int initial_seed, int min_val, int max_val) {
-    gen.seed(initial_seed);
-    int total_sum = 0;
+int64_t total_max_subarray_sum(int n, uint64_t initial_seed, int min_val, int max_val) {
+    int64_t total_sum = 0;
+    LCG lcg(initial_seed);
     for (int i = 0; i < 20; ++i) {
-        total_sum += max_subarray_sum(n, min_val, max_val);
+        uint64_t seed = lcg.next();
+        total_sum += max_subarray_sum(n, seed, min_val, max_val);
     }
     return total_sum;
 }
 
 int main() {
-    int n = 10000;         // Number of random numbers
-    int initial_seed = 42; // Initial seed for the Mersenne Twister
-    int min_val = -10;     // Minimum value of random numbers
-    int max_val = 10;      // Maximum value of random numbers
+    const int n = 10000;
+    const uint64_t initial_seed = 42;
+    const int min_val = -10;
+    const int max_val = 10;
 
-    // Timing the function
-    auto start_time = std::chrono::high_resolution_clock::now();
-    int result = total_max_subarray_sum(n, initial_seed, min_val, max_val);
-    auto end_time = std::chrono::high_resolution_clock::now();
+    auto start_time = high_resolution_clock::now();
+    int64_t result = total_max_subarray_sum(n, initial_seed, min_val, max_val);
+    auto end_time = high_resolution_clock::now();
 
-    std::cout << "Total Maximum Subarray Sum (20 runs): " << result << std::endl;
-    std::cout << "Execution Time: " << std::setprecision(6) << std::fixed << std::chrono::duration<double>(end_time - start_time).count() << " seconds" << std::endl;
+    auto duration = duration_cast<microseconds>(end_time - start_time);
+
+    cout << "Total Maximum Subarray Sum (20 runs): " << result << endl;
+    cout << "Execution Time: " << fixed << setprecision(6) << duration.count() / 1e6 << " seconds" << endl;
 
     return 0;
 }