atax

module3/exo1/Test.ipynb

@@ -12,24 +12,24 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [],
    "source": [
-    "used_page = np.array([91.48, 89.6, 87.18, 83.81, 80.17, 75.67, 69.37]) # Taux de page utilisé\n",
-    "miss_rate = np.array([38.51, 3.06, 2.02, 1.48, 1.13, 0.99, 0.84])  # Taux de miss\n",
+    "used_page = np.array([91.57, 89.7, 87.4, 83.88, 80.29, 75.65, 69.29]) # Taux de page utilisé\n",
+    "miss_rate = np.array([74.49, 3.67, 3.38, 3.05, 2.73, 2.61, 2.4])  # Taux de miss\n",
     "\n",
-    "reuse_distance = np.array([23, 56, 57, 58, 60, 63, 65]) # Reuse distance"
+    "reuse_distance = np.array([20, 49, 51, 58, 74, 76, 77]) # Reuse distance"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 576x432 with 1 Axes>"
       ]
@@ -74,19 +74,19 @@
     "\n",
     "plt.tight_layout()\n",
     "\n",
-    "plt.savefig('adi-a.svg', format='svg')\n",
+    "plt.savefig('atax-a.svg', format='svg')\n",
     "\n",
     "plt.show()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 19,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 576x432 with 1 Axes>"
       ]
@@ -117,12 +117,12 @@
     "for i in range(len(numerical_indices)):\n",
     "    plt.text(numerical_indices[i], A[i], str(A[i]), ha='center', va='bottom')\n",
     "\n",
-    "plt.ylim(0, 70)\n",
-    "plt.yticks(range(0, 71, 5))\n",
+    "plt.ylim(0, 80)\n",
+    "plt.yticks(range(0, 81, 5))\n",
     "\n",
     "plt.tight_layout()\n",
     "\n",
-    "plt.savefig('adi-b.svg', format='svg')\n",
+    "plt.savefig('atax-b.svg', format='svg')\n",
     "\n",
     "plt.show()"
    ]

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