diff --git a/A1/trng.pdf b/A1/C7_TRNG.pdf similarity index 100% rename from A1/trng.pdf rename to A1/C7_TRNG.pdf diff --git a/A1/couterfeiting_hth.pdf b/A1/C7_couterfeiting_hth.pdf similarity index 100% rename from A1/couterfeiting_hth.pdf rename to A1/C7_couterfeiting_hth.pdf diff --git a/A1/puf.pdf b/A1/C7_puf.pdf similarity index 100% rename from A1/puf.pdf rename to A1/C7_puf.pdf diff --git a/A3/Cours.md b/A3/Cours.md new file mode 100644 index 0000000..7246d9b --- /dev/null +++ b/A3/Cours.md @@ -0,0 +1,10 @@ +# A2 Architectures spécialisées + +## Cours 1 02/12 + +Pas d'examen écrit, 1 projet et TPs en binômes + quizz de ~20min pendant les TP. + +CISC = Jeu d'instrucions complexe, on peut faire des opérations avec les périphériques +RISC = Jeu d'instruction réduit. + +Pipeline : vérifier si veut accéder plusieurs fois à un module, ex : 1. Tclk = 200 ps Reg utilisé pour stockage mémoire et lecture mémoire. Il faut alors réfléchir à une solution. On peut faire lecture en front montant et écriture en front descendant. \ No newline at end of file diff --git a/D3/TP/TP_SETI_Kmeans/TP1.ipynb b/D3/TP/TP_SETI_Kmeans/TP1.ipynb index 05860a6..3d2b63b 100644 --- a/D3/TP/TP_SETI_Kmeans/TP1.ipynb +++ b/D3/TP/TP_SETI_Kmeans/TP1.ipynb @@ -12,7 +12,7 @@ }, { "cell_type": "code", - "execution_count": 130, + "execution_count": 196, "metadata": {}, "outputs": [], "source": [ @@ -24,7 +24,7 @@ }, { "cell_type": "code", - "execution_count": 131, + "execution_count": 197, "metadata": {}, "outputs": [], "source": [ @@ -32,11 +32,11 @@ "# sd = [0.25, 0.25, 0.1, 0.2]\n", "clusters = 5\n", "dim = 2\n", - "nb = 50\n", + "nb = 100\n", "K= clusters\n", "mean = np.random.randint(5, size=clusters)\n", "mean = mean.T * np.random.random(size=clusters)\n", - "sd = np.random.random(size=clusters)\n", + "sd = np.random.random(size=clusters)*0.5\n", "path_image = \"fruits.jpg\"\n", "# print(mean)" ] @@ -50,7 +50,7 @@ }, { "cell_type": "code", - "execution_count": 132, + "execution_count": 198, "metadata": {}, "outputs": [], "source": [ @@ -68,7 +68,7 @@ }, { "cell_type": "code", - "execution_count": 133, + "execution_count": 199, "metadata": {}, "outputs": [], "source": [ @@ -78,7 +78,7 @@ }, { "cell_type": "code", - "execution_count": 134, + "execution_count": 200, "metadata": {}, "outputs": [], "source": [ @@ -128,7 +128,7 @@ }, { "cell_type": "code", - "execution_count": 135, + "execution_count": 201, "metadata": {}, "outputs": [], "source": [ @@ -145,7 +145,7 @@ }, { "cell_type": "code", - "execution_count": 136, + "execution_count": 202, "metadata": {}, "outputs": [], "source": [ @@ -156,7 +156,7 @@ }, { "cell_type": "code", - "execution_count": 137, + "execution_count": 203, "metadata": {}, "outputs": [], "source": [ @@ -167,7 +167,7 @@ }, { "cell_type": "code", - "execution_count": 138, + "execution_count": 204, "metadata": {}, "outputs": [], "source": [ @@ -190,7 +190,7 @@ }, { "cell_type": "code", - "execution_count": 139, + "execution_count": 205, "metadata": {}, "outputs": [], "source": [ @@ -202,7 +202,7 @@ }, { "cell_type": "code", - "execution_count": 140, + "execution_count": 206, "metadata": {}, "outputs": [], "source": [ @@ -212,7 +212,7 @@ }, { "cell_type": "code", - "execution_count": 141, + "execution_count": 207, "metadata": {}, "outputs": [], "source": [ @@ -223,19 +223,17 @@ }, { "cell_type": "code", - "execution_count": 142, + "execution_count": 208, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -247,112 +245,29 @@ }, { "cell_type": "code", - "execution_count": 143, + "execution_count": 209, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\Sasa\\AppData\\Local\\Temp\\ipykernel_348\\144608849.py:37: RuntimeWarning: invalid value encountered in true_divide\n", - " Pc[k,:] = np.divide(Pc[k,:],index[k])\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ - "for k in range(1,50):\n", - " Pc, index, img_seg = kmeans_image(path_image=path_image, K=k)" + "# for k in range(1,50):\n", + "# Pc, index, img_seg = kmeans_image(path_image=path_image, K=k)" ] }, { "cell_type": "code", - "execution_count": 144, + "execution_count": 210, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(103230,)\n", - "[[252.69560225 251.67998184 249.86355505]\n", - " [ 69.54698482 50.76095445 17.63930586]\n", - " [228.4210873 174.61140875 69.5397857 ]\n", - " [154.87751731 83.70097198 45.64258942]\n", - " [ nan nan nan]]\n", - "[[[252 251 249]\n", - " [252 251 249]\n", - " [252 251 249]\n", - " ...\n", - " [252 251 249]\n", - " [252 251 249]\n", - " [252 251 249]]\n", - "\n", - " [[252 251 249]\n", - " [252 251 249]\n", - " [252 251 249]\n", - " ...\n", - " [252 251 249]\n", - " [252 251 249]\n", - " [252 251 249]]\n", - "\n", - " [[252 251 249]\n", - " [252 251 249]\n", - " [252 251 249]\n", - " ...\n", - " [252 251 249]\n", - " [252 251 249]\n", - " [252 251 249]]\n", - "\n", - " ...\n", - "\n", - " [[252 251 249]\n", - " [252 251 249]\n", - " [252 251 249]\n", - " ...\n", - " [252 251 249]\n", - " [252 251 249]\n", - " [252 251 249]]\n", - "\n", - " [[252 251 249]\n", - " [252 251 249]\n", - " [252 251 249]\n", - " ...\n", - " [252 251 249]\n", - " [252 251 249]\n", - " [252 251 249]]\n", - "\n", - " [[252 251 249]\n", - " [252 251 249]\n", - " [252 251 249]\n", - " ...\n", - " [252 251 249]\n", - " [252 251 249]\n", - " [252 251 249]]]\n" - ] - } - ], + "outputs": [], "source": [ - "print(index.shape)\n", - "print(Pc)\n", - "print(img_seg)" + "# print(index.shape)\n", + "# print(Pc)\n", + "# print(img_seg)" ] } ], "metadata": { "kernelspec": { - "display_name": "Python 3.9.4 64-bit", + "display_name": "Python 3.8.10 64-bit", "language": "python", "name": "python3" }, @@ -366,12 +281,12 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - 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