diff --git a/notebooks/cugraph_benchmarks/random_walk_benchmark.ipynb b/notebooks/cugraph_benchmarks/random_walk_benchmark.ipynb index 65cf9fb59eb..95b4e87dd43 100644 --- a/notebooks/cugraph_benchmarks/random_walk_benchmark.ipynb +++ b/notebooks/cugraph_benchmarks/random_walk_benchmark.ipynb @@ -139,7 +139,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -183,7 +183,7 @@ " G = read_and_create(v)\n", " \n", " num_nodes = G.number_of_nodes()\n", - " nodes = G.nodes().to_array().tolist()\n", + " nodes = G.nodes().to_numpy().tolist()\n", "\n", " seeds = random.sample(nodes, num_seeds)\n", "\n", @@ -200,7 +200,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -209,7 +209,7 @@ "list" ] }, - "execution_count": 8, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -220,12 +220,12 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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TU8NLL73E/Pnz+elPf8rChQu55pprGvVXRDqWwlkb3HfcfVRUVVBRXcHmqs1srg6/0n2u2syW6i2s3byWLVVbqKiuYEv1Fuq89VMrvfN6J0Jc4ntSoEuel/ZzjyIK4gW6MFda9dPfv8HyjzZ16DKH7bMLV504vNV6++67L0cccQQAZ511FrNmzQLgjDPOAODFF19k+fLliTpVVVUcdthhTZazYMECFixYwKhRowDYvHkzb7/9Nvvttx/7778/48aNa7Xe4MGDKSkpAWDMmDGsXr261f4/+uij3HXXXdTU1LBu3TqWL1/eJJw9/PDDTJs2DYBp06bxm9/8hlNOOaXVZZeXlzNjxgzefvttzCwxwrVw4ULOP/988vKCX9277bZbok39cseMGcMTTzyRmH/88ceTn5/PiBEjqK2tZdKkSQCMGDGC1atX8+abb/L6669z7LHHAsHo3N577512uZnsFxHZcQpnbdCvoB/9Cvq1u727s61mGxVVQVCrqK5oFNwS88Pvm6s3B2GwqoKPNn+UmLetpvULoPMsj8IehWmDW+q8+hG81PLCHoXkx/QgScmO1H881E8XFhYCwX8vxx57bKNrtdJxdy677DLOO++8RvNXr16dWFZr9Xr27JmYjsfjrd5k8N5773HjjTfy8ssvs+uuuzJz5swmj4+ora1l7ty5zJs3j5///OeJZ4BVVFS0uGyAK664ggkTJvDkk0+yevVqxo8fn9iG5v7RVb8N8XicmpqaJvNjsRj5+fmJ9rFYjJqaGtyd4cOHs3jx4jYtV0SyR+FsJzIzeuf3pnd+7x1aTk1dTSKoJY/U1X9PDXv1ZR9v/Zh3Nr6TqFfjrf+iLYgXNAlsffL7pA179WWpp3R75/XWKF5EZTLClS0ffPABixcv5rDDDktcNP/qq68myseNG8f3vvc9Vq1axRe+8AW2bt3K2rVrOfDAAxst57jjjuOKK65g+vTpFBUV8eGHH6Z9On2m9ZL16dMnbZjatGkThYWF9O3bl48//pg//vGPiQBVb+HChYwcObLRXZozZszgt7/9LcOGDWu03NT1lJeXM2DAACC4KaHexIkTufPOOxk/fnzitGby6Fl7HHTQQaxfvz5xLKqrq3nrrbcYPrz5n43m9ouIdAyFs04oL5ZH35596duzb7uX4e5sr93e4mnZJmXh9IatGxLTW6q3tLouwxJBLt11dvWBLjnwpZb16dGHHvEe7d5eiZ6hQ4fy61//mvPOO48hQ4bwne98p9EF7v3792f27NmceeaZbN++HYCf/exnTcLZxIkTWbFiReKUZ1FREQ888ADxeLxd9ZLNnDmT888/n169ejUaWRo5ciSjRo1i+PDhHHDAAYlTr8kefvhhTj755EbzTj31VO644w7mzZtHXl4eI0eOZObMmcyYMYPrrruOkpISLrvsMi655BJmzJjBTTfdxNFHH51o/61vfYu33nqL4uJi8vPz+fa3v80FF1zQ4n5uTY8ePXj88ce58MILKS8vp6amhh/84ActhrMJEyY06m/9qWgR6Rjm7rnuQ4cpLS315OcLSfbVeR1bqrekPS2bfNo29Vq81NG97bXbW11Xfiy/xZsrWroGLxEOdcMFK1asYOjQoTntw+rVq5kyZQqvv/56Tvsh2RGFnzGRzsDMlrh7kzuONHImOyRmMfr06EOfHn34XOHn2r2c6trqJiN1LYW9+tO1H27+sNGp3B254aLFYJdfRI94D/JiecQtTl4sL/FVPx23OPmxfOKxODHTU2pERKR9shrOzGwS8AsgDtzt7tellFtYfgKwFZjp7q+EZf2Au4FDAAe+6e7pr1iVTi8/ns+u8V3ZtWDXdi+j/oaLZk/LNnP6tqKqgnVb1iXmZXLDRWsMawhwlkc8Fm8a7ML5yaGuUR0Lw1+a+fXzGtUJ5+fH8olbvGmdsH3/mv5UVFVgBNcBmhn1/wv+H/4vvE4w3efktu0xaNAgjZqJiDQja+HMzOLA7cCxwFrgZTOb5+7J7z45HhgSfn0RuCP8DkFo+5O7n2ZmPYAdu4peurzkGy727L1nu5fT3A0X1XXV1NTVUOM11NbVUlNXQ63XUl1XHUwnza/xmqC8rrahjtcm5jWq47WN5lXVViWWV1OXvk79vMTyMri5o94tw27hg00ftHv/JEsNdGnDXYbhLzUstrVte8NluraNynQzi4jsZNkcOTsUWOXu7wKY2SPAVCA5nE0F7vfgwrcXzayfme0NbAG+DMwEcPcqQI/gl52iI2642NncPQhwYWBLDnX1Aa7agxC57cNtHND3ALz+f+F1p/WfHU8ss/5/wf8zq59p27q6urR1WlpXrsQsRtzixGLB97jFG+ZZLHEqu7kyhTwRaYtshrMBwJqk6bU0jIq1VGcAUAOsB+4zs5HAEuDf3b31WwNFuiEzC05fkkfPeM8W66745wp65bf+Psooak94TP6cSdsmddypo466ujpqvZY6r0uMhNZ5HbV1zb8DtJ5hiWDXKLglBb604S6pTNcxinQf2Qxn6f6ZmPpP3+bq5AGjge+7+9/N7BfApcAVTVZidi5wLsB+++23Qx0WkWhLPiWZ9rdHDrg7dV4XBLX6wJb0vbau6bw6r6OqrqpR4GuNmaUdlUsOb43CXaxpENTonUjnkM1wthbYN2l6IPBRhnUcWOvufw/nP04Qzppw97uAuyB4lMaOd1tEdrarr76aoqIinnrqqbTvspw9e3Zk3+VYH5rixMmnfW/UqA94TcJdeM1ic8GvuqY6EQwzCXjJIa7ZU7QtjObFLKaAJ7ITZDOcvQwMMbPBwIfANODrKXXmAReE16N9ESh393UAZrbGzA5y9zeBY2h8rZqISJeRHPDaKzmktTRiV+u1iRG7mroaqrwqUZbJdX2ZXH+3pXoLf3rvT8Fr4cKHStd/1nt/RVqXtXDm7jVmdgHwNMGjNO519zfM7Pyw/E5gPsFjNFYRPErjG0mL+D7wYHin5rspZSLSyf385z/n/vvvZ99996V///6MGTMGgAceeIALL7yQTZs2ce+993LooYc2ajdz5kwKCgp44403+Pjjj7npppuYMmVKLjYhUjriurTU8NbkFG1YljyduP4ubANQvr2cH7/647TryLO8ILCF7/Otf05i/efUMNenR59Gr4zT20KkO8jqc87cfT5BAEued2fSZwe+10zbpUCTp+aKSOe3ZMkSHnnkEV599VVqamoYPXp0Ipxt2bKFF154gb/+9a9885vfTPs8tNWrV/Pcc8/xzjvvMGHCBFatWkVBQcHO3owuJxHw2pnx6k/P+sfOkyc9mXiYdEVVRdrP9d/f3/R+owdPt6ZnvGeTYFfUo4hdeuzS8Aq4lNCX/Lkwv5C8mJ7BLtGln06R7uyPl8I//9Gxy/zcCDj+uharLFq0iJNPPpnevYPHF5500kmJsjPPPBOAL3/5y2zatImNGzc2af+1r32NWCzGkCFDOOCAA1i5ciUlJSUdtgnSPonTs7E4X9j1C+1aRm1dLVtqgjeD1D8kuqWQV1/nn1v/mfhcWVvZ6nrq3xTSaJQuv0+jYFeYX0ivvF4UxAsoyCugZ7xnMJ30uWe8Z2Jad9RKR1E4E5GcaO66o9T56eplUkc6p3gszi49dmGXHru0exnVddXBA6SrNrOpelPD56pNDYGuuqIhAFZX8FnlZ3yw6QM2Vwf1auoyf7BzveSgVh/qeub1pFe8Fz3zeiZCXmrYq2+X/DlRN039/Fi+fua7OIUzke6slRGubPnyl7/MzJkzufTSS6mpqeH3v/895513HgBz5sxhwoQJPP/88/Tt25e+fZs+DPixxx5jxowZvPfee7z77rscdNBBO3sTJMLyY/nsWtD+18G5O9trt7O5ejOVNZVsr91OZU0llbWVwffkz0nft9dsZ1vNtkT9bbXb2F6zncraSjZt3ZSou702qFdZU5l4rl5bxCzWJNglB7/6QNgoAKYJh80FwOSgqNO/uaG9LiI73ejRoznjjDMoKSlh//3350tf+lKibNddd+Xwww9P3BCQzkEHHcRRRx3Fxx9/zJ133qnrzaRDmVkitGSTu1NdV90o0KULgMlhrv5zk/phONxSs4XPKj+jsrayUb3ttdvb1ce8WF7T07phAEwb9JoLh62MDuq0cGOWy1eidLTS0lIvKyvLdTdEIm3FihUMHTo0191ot5kzZzJlyhROO+20XHdFmtHZf8a6ojqvaxTUGo3wZRoO60cH60cE040c1m5r1ylhCE4LtxjiUgJgQTylXpq66cJhlE4Lm9kSd29y86NGzkRERLq4mMXoldeLXnnZf3VbTV1N8yN8LYwItlRv/db1iQCYHAgzefhyKsNaPa1bmF/IdV/KzWUfoHAmIp3M7Nmzc90FEWlBXiyPvFgehfmFWV2Pu1NTV8O22jDgJY/q1bZhRDApHG6r2ca/Kv+V85E1hTMRERHpdMyM/Hg++fH8Hbq7N4p09Z2IiIhIhCiciYiIiESIwpmIiIhIhCiciUikXX311QwYMICSkhIOOeQQ5s2bl5N+vPXWW5xwwgl84QtfYOjQoXzta1/j448/pqysjAsvvBCAZ599lhdeeCEn/RORrkM3BIhI5F100UVcfPHFrFixgi996Ut88sknxGId/2/Lmpoa8vKa/lqsrKxk8uTJ3HTTTZx44okAPPPMM6xfv57S0lJKS4PHFD377LMUFRVx+OGHd3jfWlNbW0s8Ht/p6xWRjqeRMxHJifvvv5/i4mJGjhzJ2Wefzfvvv88xxxxDcXExxxxzDB988EGTNkOHDiUvL48NGzbw1a9+lTFjxjB8+HDuuuuuRJ2ioiJ+9KMfMXr0aI455hjWr18PwDvvvMOkSZMYM2YMX/rSl1i5ciUQPNT2hz/8IRMmTOAnP/kJzz33HCUlJZSUlDBq1CgqKip46KGHOOywwxLBDGDChAkccsghPPvss0yZMoXVq1dz5513cvPNN1NSUsKiRYtYv349p556KmPHjmXs2LH87W9/A0i7DoAbbriBsWPHUlxczFVXXZVY1wMPPMChhx5KSUkJ5513HrW1tYltvfLKK/niF7/I4sWLO/gIiUjOuHuX+RozZoyLSMuWL1+e6y7466+/7gceeKCvX7/e3d0//fRTnzJlis+ePdvd3e+55x6fOnWqu7tfddVVfsMNN7i7+4svvuh7772319XV+aeffuru7lu3bvXhw4f7hg0b3N0d8AceeMDd3X/605/69773PXd3P/roo/2tt95KLGfChAnu7j5jxgyfPHmy19TUuLv7lClT/Pnnn3d394qKCq+urvaLLrrIb7nllrTb8swzz/jkyZOb9NXd/cwzz/RFixa5u/v777/vBx98cLPrePrpp/3b3/6219XVeW1trU+ePNmfe+45X758uU+ZMsWrqqrc3f073/mO//rXv05s65w5c9q8/7MtCj9jIp0BUOZp8oxOa4p0Y9e/dD0rP1vZocs8eLeD+cmhP2mxzl/+8hdOO+009thjDwB22203Fi9ezBNPPAHA2WefzSWXXJKof/PNN/PAAw/Qp08f5syZg5kxa9YsnnzySQDWrFnD22+/ze67704sFuOMM84A4KyzzuKUU05h8+bNvPDCC5x++umJZW7f3vCuwdNPPz1xSvCII47ghz/8IdOnT+eUU05h4MCB7d4XCxcuZPny5YnpTZs2UVFRkXYdCxYsYMGCBYwaNQqAzZs38/bbb7Ns2TKWLFnC2LFjAdi2bRt77rknAPF4nFNPPbXd/RORaFI4E5Gdzt1bfQJ3cnn9NWf1nn32WRYuXMjixYvp3bs348ePp7Kystnl1NXV0a9fP5YuXZq2TmFhw5PML730UiZPnsz8+fMZN24cCxcuZPjw4Tz33HNt2MJAXV0dixcvplevxq/MSbcOd+eyyy7jvPPOa1T31ltvZcaMGVx77bVNll9QUKDrzES6IIUzkW6stRGubDnmmGM4+eSTueiii9h999357LPPOPzww3nkkUc4++yzefDBBznyyCObbV9eXs6uu+5K7969WblyJS+++GKirK6ujscff5xp06bx0EMPceSRR7LLLrswePBgHnvsMU4//XTcnWXLljFy5Mgmy37nnXcYMWIEI0aMYPHixaxcuZKvf/3rXHvttfzhD39g8uTJAPzpT39iwIABjdr26dOHTZs2JaYnTpzIbbfdxo9//GMAli5dSklJSdp1HHfccVxxxRVMnz6doqIiPvzwQ/Lz8znmmGOYOnUqF110EXvuuSefffYZFRUV7L///jt0DEQkunRDgIjsdMOHD+c//uM/OOqooxg5ciQ//OEPmTVrFvfddx/FxcX85je/4Re/+EWz7SdNmkRNTQ3FxcVcccUVjBs3LlFWWFjIG2+8wZgxY/jLX/7ClVdeCcCDDz7IPffcw8iRIxk+fDi/+93v0i77lltu4ZBDDmHkyJH06tWL448/nl69evHUU09x6623MmTIEIYNG8bs2bMTpxfrnXjiiTz55JOJGwJmzZpFWVkZxcXFDBs2jDvvvLPZdUycOJGvf/3rHHbYYYwYMYLTTjuNiooKhg0bxs9+9jMmTpxIcXExxx57LOvWrdvRQyAiEWbB9WhdQ2lpqZeVleW6GyKRtmLFCoYOHZrrbmRNUVERmzdvznU3urWu/jMm0lHMbIm7l6bO18iZiIiISIQonIlIl6JRMxHp7BTORERERCJE4UxEREQkQhTORERERCJE4UxEREQkQhTORKRT+fnPf87w4cMpLi6mpKSEv//97wAMGjSIDRs2NKl/+OGHA7B69WoeeuihxPylS5cyf/78ndNpEZE2UDgTkU5j8eLFPPXUU7zyyissW7aMhQsXsu+++7bY5oUXXgA6JpzV1NS0vdMiIm2kcCYiOfHVr36VMWPGMHz4cO666y5qa2uZOXMmhxxyCCNGjODmm29u0mbdunXsscce9OzZE4A99tiDffbZp1Gdbdu2MWnSJH71q18BwUNpIXif5aJFiygpKeH666/nyiuvZM6cOZSUlDBnzhy2bNnCN7/5TcaOHcuoUaMSbxCYPXs2p59+OieeeCITJ07M5i4REQH0bk0RyZF7772X3XbbjW3btjF27FjGjBnDhx9+yOuvvw7Axo0bm7SZOHEi11xzDQceeCBf+cpXOOOMMzjqqKMS5Zs3b2batGmcc845nHPOOY3aXnfdddx444089dRTAOy1116UlZVx2223AXD55Zdz9NFHc++997Jx40YOPfRQvvKVrwDBiN2yZcvYbbfdsrErREQaUTgT6cb++V//xfYVKzt0mT2HHsznLr+81XqzZs3iySefBGDNmjVUVVXx7rvv8v3vf5/JkyenHaUqKipiyZIlLFq0iGeeeYYzzjiD6667jpkzZwIwdepULrnkEqZPn97mfi9YsIB58+Zx4403AlBZWckHH3wAwLHHHqtgJiI7jU5rishO9+yzz7Jw4UIWL17Ma6+9xqhRo9i+fTuvvfYa48eP5/bbb+db3/oWa9asoaSkhJKSksRLw+PxOOPHj+enP/0pt912G3Pnzk0s94gjjuCPf/wj7XlnsLszd+5cli5dytKlS/nggw8S74csLCzsmA0XEclAVkfOzGwS8AsgDtzt7tellFtYfgKwFZjp7q+EZauBCqAWqEn3YlAR2TGZjHBlQ3l5Obvuuiu9e/dm5cqVvPjii2zYsIG6ujpOPfVUPv/5zzNz5kz23Xdfli5dmmj35ptvEovFGDJkCBBc1L///vsnyq+55hr+8z//k+9+97vccccdjdbZp08fKioqmp0+7rjjuPXWW7n11lsxM1599VVGjRqVpT0gItK8rI2cmVkcuB04HhgGnGlmw1KqHQ8MCb/OBe5IKZ/g7iUKZiJdy6RJk6ipqaG4uJgrrriCcePG8eGHHzJ+/HhKSkqYOXMm1157bZN2mzdvZsaMGQwbNozi4mKWL1/O1Vdf3ajOLbfcQmVlJZdcckmj+cXFxeTl5TFy5EhuvvlmJkyYwPLlyxM3BFxxxRVUV1dTXFzMIYccwhVXXJHNXSAi0ixrz/B/Rgs2Owy42t2PC6cvA3D3a5Pq/C/wrLs/HE6/CYx393XhyFmpuzd9cFEzSktLvaysrAO3QqTrWbFiReJ0nUg26GdMJDNmtiTdAFQ2rzkbAKxJml4bzsu0jgMLzGyJmZ2btV6KiIiIREg2rzmzNPNSh+laqnOEu39kZnsCfzazle7+1yYrCYLbuQD77bffjvRXREREJOeyOXK2Fkh+dPdA4KNM67h7/fdPgCeBQ9OtxN3vcvdSdy/t379/B3VdREREJDeyGc5eBoaY2WAz6wFMA+al1JkHnGOBcUB5eL1ZoZn1ATCzQmAi8HoW+yrSrWTrWlMR/WyJ7LisndZ09xozuwB4muBRGve6+xtmdn5Yficwn+AxGqsIHqXxjbD5XsCTwZM2yAMecvc/ZauvIt1JQUEBn376Kbvvvjvhf2MiHcLd+fTTTykoKMh1V0Q6tazdrZkLultTpHXV1dWsXbuWysrKXHdFuqCCggIGDhxIfn5+rrsiEnnN3a2p1zeJdDP5+fkMHjw4190QEZFm6PVNIiIiIhGicCYiIiISIQpnIiIiIhGicCYiIiISIQpnIiIiIhGicCYiIiISIQpnIiIiIhGicCYiIiISIQpnIiIiIhGicCYiIiISIQpnIiIiIhGicCYiIiISIQpnIiIiIhGicCYiIiISIQpnIiIiIhGicCYiIiISIQpnIiIiIhGicCYiIiISIQpnIiIiIhGicCYiIiISIQpnIiIiIhGicCYiIiISIQpnIiIiIhGicCYiIiISIQpnIiIiIhGicCYiIiISIQpnIiIiIhGicCYiIiISIQpnIiIiIhGicCYiIiISIQpnIiIiIhGS1XBmZpPM7E0zW2Vml6YpNzObFZYvM7PRKeVxM3vVzJ7KZj9FREREoiJr4czM4sDtwPHAMOBMMxuWUu14YEj4dS5wR0r5vwMrstVHERERkajJ5sjZocAqd3/X3auAR4CpKXWmAvd74EWgn5ntDWBmA4HJwN1Z7KOIiIhIpGQznA0A1iRNrw3nZVrnFuASoC5L/RMRERGJnGyGM0szzzOpY2ZTgE/cfUmrKzE718zKzKxs/fr17emniIiISGRkM5ytBfZNmh4IfJRhnSOAk8xsNcHp0KPN7IF0K3H3u9y91N1L+/fv31F9FxEREcmJbIazl4EhZjbYzHoA04B5KXXmAeeEd22OA8rdfZ27X+buA919UNjuL+5+Vhb7KiIiIhIJedlasLvXmNkFwNNAHLjX3d8ws/PD8juB+cAJwCpgK/CNbPVHREREpDMw99TLwDqv0tJSLysry3U3RERERFplZkvcvTR1vt4QICIiIhIhCmciIiIiEaJwJiIiIhIhCmciIiIiEaJwJiIiIhIhCmciIiIiEaJwJiIiIhIhbQpnZlaYrY6IiIiISIbhzMwON7PlwIpweqSZ/TKrPRMRERHphjIdObsZOA74FMDdXwO+nK1OiYiIiHRXGZ/WdPc1KbNqO7gvIiIiIt1epi8+X2NmhwNuZj2ACwlPcYqIiIhIx8l05Ox84HvAAGAtUBJOi4iIiEgHymjkzN03ANOz3JfIq3jmGeo2bWo0z92bVkwzK6yc2bzmFpCmbvr1N9c+wz6lq9jMMjNef873yY6uH2KFvYn360e8b9/gK/xsvXtjZs2sQEREpG0yCmdmNhj4PjAouY27n5SdbkXT+l/MYvvKlbnuhkSM5ecT6xcGtr790ga4eL++TeZbr14KdSIi0kSm15z9FrgH+D1Ql7XeRNy+d/wSr65uWpDuD2yzf3Sbzk9btbn2ma6rDetPO6sty9zhPuV6/a0fE3eo27KF2vKN1JWXU7Mx+F5bXk7txo3Ubmz4XL12LZVvvEHtxo14ZWUz62wIdXn9+hFLBLvwewvBTqFORKRryzScVbr7rKz2pBPI33vvXHdBciheVEj+Xnu2qU1dZSW15ZuCAFe+MRHg0gW76jVrqHz9dWrLy1sOdT16NIS2vv0aRu369Usf7OpH6goKFOpERDqBTMPZL8zsKmABsL1+pru/kpVeiXQRsYICYgUF7Qx15UFwayXYVX+whsqN/whG6qqqml1mQ6gLglus0Yhcyqjdrg0jdbFevXZ0N4iISBtkGs5GAGcDR9NwWtPDaRHpYA2hbq82taurrAzDXBjsyjcmphudjt1YTvX7H1C5LINQ17Nn42vo+vUl1jf5dGzSqF1S4IsVFOzobhAR6ZYyDWcnAwe4e/O/wUUk52IFBcQ+9znyP/e5NrWr27YtCHTl5dT+Kwx35RsbAl79qN3GcqpWvx+O2m1Mfw1myHr2bHpzRNJp1kSwq7+JIixTqBOR7i7TcPYa0A/4JHtdEZFcifXqRaxXrzaFOnfHU0fq6j+XNz0dW7X6vUSdFkNdQUGLd7vG+qaejg1H83r27IhdISKSc5mGs72AlWb2Mo2vOetWj9IQkQZmhtWHujbcLOPuePJIXcrdrqmjdlWr36MmrENroa6Vx5g0Ph3bj/iu/Yj16NERu0NEpMNkGs6uymovRKTbMDOsd29ivXu3L9Sljs41CXbB5+3vvpMY0Wsx1PXq1TjMpQS72C67YLF4R2x6ljX3pOUIau5B2VGVuMvZGj6bJZ7CY5Yyn/bVwazhjurk+mRax5I+trNOo75lUqeFbUzT/x2qk7Te4OMO9D/pzvW0dWIx4kVF5Eqmbwh4LtsdERFpSaNQt88+Gbdzd3zr1rQBLl2w2/7OO4l51NRkb4NEJLKsoICDl76as/W3GM7M7Hl3P9LMKmj8zzID3N13yWrvRER2kJlhhYXECgvbHOrqtmylblN55xnp6UzPsessfa0/9u5JPwbeaH7jOp6okvizuaN1EitOv153T/oLnUEd97TrzbxOy/1vUqeZ/meyjWnrpPTNG21v+v43WyfNet0956PlLYYzdz8y/N5n53RHRCQazIx4USHxosJcd0VEuplYJpXM7DeZzBMRERGRHZNROAOGJ0+YWR4wpuO7IyIiItK9tRjOzOyy8HqzYjPbFH5VAB8Dv9spPRQRERHpRloMZ+5+bXi92Q3uvkv41cfdd3f3y3ZSH0VERES6jUwfpXGZmQ0A9k9u4+5/zVbHRERERLqjjMKZmV0HTAOWA7XhbAcUzkREREQ6UFtefH6Qu29vtWYSM5sE/AKIA3e7+3Up5RaWnwBsBWa6+ytmVkAQ/HqGfXzc3fWWAhEREenyMr1b810gvy0LNrM4cDtwPDAMONPMhqVUOx4YEn6dC9wRzt8OHO3uI4ESYJKZjWvL+kVEREQ6o0xHzrYCS83s/2j84vMLW2hzKLDK3d8FMLNHgKkEp0brTQXu9+DRvS+aWT8z29vd1wGbwzr54VcneUS3iIiISPtlGs7mhV9tMQBYkzS9FvhiBnUGAOvCkbclwBeA2939721cv4iIiEink+ndmr9ux7LTvTgtdfSr2TruXguUmFk/4EkzO8TdX2+yErNzCU6Jst9++7WjmyIiIiLRkendmu+R5rSiux/QQrO1wL5J0wOBj9pax903mtmzwCSgSThz97uAuwBKS0t16lNEREQ6tUxPa5YmfS4ATgd2a6XNy8AQMxsMfEjwKI6vp9SZB1wQXo/2RaDc3deZWX+gOgxmvYCvANdn2FcRERGRTivT05qfpsy6xcyeB65soU2NmV0APE3wKI173f0NMzs/LL8TmE/wGI1VBDcdfCNsvjfw6/C6sxjwqLs/lflmiYiIiHROmZ7WHJ00GSMYSevTWjt3n08QwJLn3Zn02YHvpWm3DBiVSd9EREREupJMT2v+T9LnGmA1walNEREREelAmZ7WnJA8bWZ5wBnAW9nolIiIiEh31eIbAsxsFzO7zMxuM7NjLXABwTViX9s5XRQRERHpPlobOfsN8C9gMfBt4BKgB/BVd1+a3a6JiIiIdD+thbMD3H0EgJndDWwA9nP3iqz3TERERKQbau3F59X1H8In9r+nYCYiIiKSPa2NnI00s03hZwN6hdNG8CSMXbLaOxEREZFupsVw5u7xndUREREREWn9tKaIiIiI7EQKZyIiIiIRonAmIiIiEiEKZyIiIiIRonAmIiIiEiEKZyIiIiIRonAmIiIiEiEKZyIiIiIRonAmIiIiEiEKZyIiIiIRonAmIiIiEiEKZyIiIiIRonAmIiIiEiEKZyIiIiIRonAmIiIiEiEKZyIiIiIRonAmIiIiEiEKZyIiIiIRonAmIiIiEiEKZyIiIiIRonAmIiIiEiEKZyIiIiIRonAmIiIiEiEKZyIiIiIRktVwZmaTzOxNM1tlZpemKTczmxWWLzOz0eH8fc3sGTNbYWZvmNm/Z7OfIiIiIlGRtXBmZnHgduB4YBhwppkNS6l2PDAk/DoXuCOcXwP8yN2HAuOA76VpKyIiItLlZHPk7FBglbu/6+5VwCPA1JQ6U4H7PfAi0M/M9nb3de7+CoC7VwArgAFZ7KuIiIhIJGQznA0A1iRNr6VpwGq1jpkNAkYBf+/4LoqIiIhESzbDmaWZ522pY2ZFwFzgB+6+Ke1KzM41szIzK1u/fn27OysiIiISBdkMZ2uBfZOmBwIfZVrHzPIJgtmD7v5Ecytx97vcvdTdS/v3798hHRcRERHJlWyGs5eBIWY22Mx6ANOAeSl15gHnhHdtjgPK3X2dmRlwD7DC3W/KYh9FREREIiUvWwt29xozuwB4GogD97r7G2Z2flh+JzAfOAFYBWwFvhE2PwI4G/iHmS0N513u7vOz1V8RERGRKDD31MvAOq/S0lIvKyvLdTdEREREWmVmS9y9NHW+3hAgIiIiEiEKZyIiIiIRonAmIiIiEiEKZyIiIiIRonAmIiIiEiEKZyIiIiIRonAmIiIiEiEKZyIiIiIRonAmIiIiEiEKZyIiIiIRonAmIiIiEiEKZyIiIiIRonAmIiIiEiEKZyIiIiIRonAmIiIiEiEKZyIiIiIRonAmIiIiEiEKZyIiIiIRonAmIiIiEiEKZyIiIiIRonAmIiIiEiEKZyIiIiIRonAmIiIiEiEKZyIiIiIRonAmIiIiEiEKZyIiIiIRonAmIiIiEiEKZyIiIiIRonAmIiIiEiEKZyIiIiIRonAmIiIiEiEKZyIiIiIRktVwZmaTzOxNM1tlZpemKTczmxWWLzOz0Ull95rZJ2b2ejb7KCIiIhIlWQtnZhYHbgeOB4YBZ5rZsJRqxwNDwq9zgTuSymYDk7LVPxEREZEoyubI2aHAKnd/192rgEeAqSl1pgL3e+BFoJ+Z7Q3g7n8FPsti/0REREQiJ5vhbACwJml6bTivrXVEREREuo1shjNLM8/bUafllZida2ZlZla2fv36tjQVERERiZxshrO1wL5J0wOBj9pRp0Xufpe7l7p7af/+/dvVUREREZGoyGY4exkYYmaDzawHMA2Yl1JnHnBOeNfmOKDc3ddlsU8iIiIikZa1cObuNcAFwNPACuBRd3/DzM43s/PDavOBd4FVwK+A79a3N7OHgcXAQWa21sz+LVt9FREREYkKc2/TJV6RVlpa6mVlZbnuhoiIiEirzGyJu5emztcbAkREREQiROFMREREJEIUzkREREQiROFMREREJEIUzkREREQiROFMREREJEIUzkREREQiROFMREREJEIUzkREREQiROFMREREJEIUzkREREQiROFMREREJEIUzkREREQiROFMREREJEIUzkREREQiROFMREREJEIUzkREREQiROFMREREJELyct2BTuWR6bDhrZSZljJpWS5P7VQ217+zt62t5anVs73+GMTiwffkr8S8pLJYrPG8LtcuHuyvtO3qy1o5XiIikpbCWVvsdgDE8xum3VMqpEy3uTy1ekcvv6XybC47k/LU6mnaJ8/b6f1z8LqGr7r6z7XhdPjdPc28pLLUeXW1TdfdVVisfaEuEuEzte/tDZrtbNdp1peLdbZ3fe1cXaYy/s+4Df+9t/Z7MqvLbMNys7HMNi03C8uM58OEyzNfbgdTOGuLif+Z6x5IV+TevlCXHBbTtmspRHahdnW14FUdtL5mjkN7j2v7GraznUgutSH9timYZ1i3o5eZ30vhTKRbS5wC1CWgkgPtDpE70rad7XKxvs4QJNq6TF1yEHkKZyIi3dmO/KHWH3mRrFA4a4O5S9byr61V5MWMeMyIx2KJz3nx8Hvq/EblTefHE9OxhvnxpHaxGDED0y9BERGRbkHhrA1+tehdVv6zIifrbhr2Ys2EvLaFw+T6sdT58RaWFzPi8XTzY8RjtLEPsZRAmtoXBVQREek+FM7a4MnvHkF1XR21tU5NnVNb59TU1VEbfg6mk7/XUVPbzPz66dr085ttU9vCshqVN56/vbqOmrraNvUhuS9R0FpAbRwQgzAYs7YF1NSQGE8Km0Z45Yo7TsPlL44H15GH/Qw+BzMa5jXUSW1Hcp3k9onPyZfaeMP9A83USV63hzO9Ub2GeaQuxxv3q2G5qevylO1tWG7yPkgsJ81ySbuu1H3bsL9Tl5PaLt26G+3/hs1oZl2Nl0vKcuv/cVB/iaBh4fegzABSphvVS56X0p5G9Zu2b1hu8vIaPtOkTfJ0cj+btk/f59Rtan4ZNFMWS95fqXUyWXaT/dJ0Gc0tv2HdabYpk2Wn7JfmtPbPxZb+Pdnqk4FaWPqOnYluuXFLpdns846st6XW7V1vPGYcM3Sv1lacNQpnbdCrR5xexHPdjZ3OvWlYrKtrGlCbhr26NgXW2jrShsOgfpr59ctvsryGwJzcpjIRUBv6kHZ5TUJwHenyaeKXPGn+mEKTP6jJbRJ/WBrVa1rHktaV/EeQpOVaw+oaLSO1TmpfSWlnye1S/ug31Eu/PaTWSdcOa7zOGBixtH1t2Mep/Wo6r6X9krw9TfZzi8ej8fY1Cs3eNNw1CqwpAbL+c11YmFq/SWhupr0T3jxKXbPLoNF0wzLq0i27SZ+b/gOhUQhOV0ZDeE/Xpzpvbn8lhedm+rQj9ymI7KiC/Bgr//P4nK1f4UxaZRaMOuV1v1yakG4ERUSyr/Goc9OAB00DX13YpqXg1zhop6nXSjhstZzmK7TetqX1tty45bYtr7el1jvW59ba7sB6Wyhvabmttc31r3mFM5EMKJCJ5Eb9qchwKpddEdlp9GAlERERkQhROBMRERGJEIUzERERkQjJajgzs0lm9qaZrTKzS9OUm5nNCsuXmdnoTNuKiIiIdEVZC2dmFgduB44HhgFnmtmwlGrHA0PCr3OBO9rQVkRERKTLyebI2aHAKnd/192rgEeAqSl1pgL3e+BFoJ+Z7Z1hWxEREZEuJ5vhbACwJml6bTgvkzqZtBURERHpcrIZztI9kCb1kW/N1cmkbbAAs3PNrMzMytavX9/GLoqIiIhESzbD2Vpg36TpgcBHGdbJpC0A7n6Xu5e6e2n//v13uNMiIiIiuZTNcPYyMMTMBptZD2AaMC+lzjzgnPCuzXFAubuvy7CtiIiISJeTtdc3uXuNmV0APA3EgXvd/Q0zOz8svxOYD5wArAK2At9oqW1r61yyZMkGM3s/KxvUYA9gQ5bXEVXdeduhe29/d9526N7br23vvrrz9u+sbd8/3Uxr7SWq0piZlbl7aa77kQvdeduhe29/d9526N7br23vntsO3Xv7c73tekOAiIiISIQonImIiIhEiMJZ292V6w7kUHfeduje29+dtx269/Zr27uv7rz9Od12XXMmIiIiEiEaORMRERGJEIWzNMxsXzN7xsxWmNkbZvbvaeqYmc0ys1VmtszMRueirx0tw20fb2blZrY0/LoyF33taGZWYGYvmdlr4bb/NE2dLnncIePt75LHvp6Zxc3sVTN7Kk1Zlz320Oq2d/XjvtrM/hFuW1ma8q5+7Fvb/i57/M2sn5k9bmYrw797h6WU5+TYZ+05Z51cDfAjd3/FzPoAS8zsz+6+PKnO8cCQ8OuLwB3h984uk20HWOTuU3LQv2zaDhzt7pvNLB943sz+6O4vJtXpqscdMtt+6JrHvt6/AyuAXdKUdeVjDy1vO3Tt4w4wwd2be65VVz/20PL2Q9c9/r8A/uTup4UPve+dUp6TY6+RszTcfZ27vxJ+riD4hZX64vWpwP0eeBHoZ2Z77+SudrgMt71LCo/l5nAyP/xKvSizSx53yHj7uywzGwhMBu5upkqXPfYZbHt312WPfXdmZrsAXwbuAXD3KnffmFItJ8de4awVZjYIGAX8PaVoALAmaXotXSzEtLDtAIeFp7/+aGbDd27Psic8tbMU+AT4s7t3q+OewfZDFz32wC3AJUBdM+Vd+djfQsvbDl33uEPwj5AFZrbEzM5NU96Vjz20vv3QNY//AcB64L7wlP7dZlaYUicnx17hrAVmVgTMBX7g7ptSi9M06TKjDK1s+yvA/u4+ErgV+O1O7l7WuHutu5cAA4FDzeyQlCpd+rhnsP1d8tib2RTgE3df0lK1NPM6/bHPcNu75HFPcoS7jyY4hfU9M/tySnmXPPZJWtv+rnr884DRwB3uPgrYAlyaUicnx17hrBnhNTdzgQfd/Yk0VdYC+yZNDwQ+2hl9y7bWtt3dN9Wf/nL3+UC+me2xk7uZVeHQ9rPApJSiLnvckzW3/V342B8BnGRmq4FHgKPN7IGUOl312Le67V34uAPg7h+F3z8BngQOTanSVY890Pr2d+HjvxZYm3SG4HGCsJZaZ6cfe4WzNMzMCM5Br3D3m5qpNg84J7yTYxxQ7u7rdlonsySTbTezz4X1MLNDCX6OPt15vcwOM+tvZv3Cz72ArwArU6p1yeMOmW1/Vz327n6Zuw9090HANOAv7n5WSrUueewz2fauetwBzKwwvPmJ8JTWROD1lGpd8thDZtvfVY+/u/8TWGNmB4WzjgFSb37LybHX3ZrpHQGcDfwjvP4G4HJgPwB3vxOYD5wArAK2At/Y+d3Miky2/TTgO2ZWA2wDpnnXeJrx3sCvzSxO8MvnUXd/yszOhy5/3CGz7e+qxz6tbnTsm+hGx30v4Mkwe+QBD7n7n7rRsc9k+7vy8f8+8KAFd2q+C3wjCsdebwgQERERiRCd1hQRERGJEIUzERERkQhROBMRERGJEIUzERERkQhROBMRERGJEIUzEel0zKzWzJaa2etm9piZpb6sOLnueDM7PGl6tpmdlsE6NrdWp63MrMTMTkiavtrMLu7o9YhI56ZwJiKd0TZ3L3H3Q4Aq4PwW6o4HDm+hfGcqIXhmkohIsxTORKSzWwR8wcxONLO/hy8wXmhme5nZIILgdlE40valsM2XzewFM3s3w1G0H5vZy2a2zMx+Gs4bZGYrzOxXZvaGmS0I36yAmY0N6y42sxvCEb4ewDXAGWFfzggXP8zMng37cmFH7xwR6XwUzkSk0zKzPIKXNf8DeB4YF77A+BHgEndfDdwJ3ByOtC0Km+4NHAlMAa5rZR0TgSEE7xssAcZYw4uhhwC3u/twYCNwajj/PuB8dz8MqAVw9yrgSmBO2Jc5Yd2DgePC5V9lwbttRaQb0+ubRKQz6pX0erFFBO+DPQiYY2Z7Az2A91po/1t3rwOWm9leraxrYvj1ajhdRBDKPgDec/f6fiwBBoXvJ+3j7i+E8x8iCIHN+YO7bwe2m9knBK/TWdtKn0SkC1M4E5HOaJu7lyTPMLNbgZvcfZ6ZjQeubqH99uSmrazLgGvd/X9T1jcoZTm1QK8MltdSX2rR72WRbk+nNUWkq+gLfBh+npE0vwLoswPLfRr4ppkVAZjZADPbs7nK7v4voMLMxoWzpnVgX0SkG1A4E5Gu4mrgMTNbBGxImv974OSUGwIy5u4LCE5NLjazfwCP03rA+jfgLjNbTDCSVh7Of4bgBoDkGwJERBoxd891H0REuhQzK3L3zeHnS4G93f3fc9wtEekkdG2DiEjHm2xmlxH8jn0fmJnb7ohIZ6KRMxEREZEI0TVnIiIiIhGicCYiIiISIQpnIiIiIhGicCYiIiISIQpnIiIiIhGicCYiIiISIf8firE+2R0ndx4AAAAASUVORK5CYII=\n", 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" ] @@ -255,16 +255,16 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "12979" + "4156" ] }, - "execution_count": 10, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -290,7 +290,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -334,7 +334,7 @@ " G = read_and_create(v)\n", " \n", " num_nodes = G.number_of_nodes()\n", - " nodes = G.nodes().to_array().tolist()\n", + " nodes = G.nodes().to_numpy().tolist()\n", " \n", " print('\\t', end='')\n", " for j in range (10, max_seeds +1, 10) :\n", @@ -352,12 +352,12 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 14, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -387,16 +387,16 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "4094" + "3711" ] }, - "execution_count": 13, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -416,7 +416,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -430,12 +430,12 @@ ], "source": [ "G = read_and_create('./data/coPapersCiteseer.mtx')\n", - "nodes = G.nodes().to_array().tolist()\n" + "nodes = G.nodes().to_numpy().tolist()\n" ] }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 17, "metadata": {}, "outputs": [], "source": [ @@ -447,7 +447,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 18, "metadata": {}, "outputs": [], "source": [ @@ -461,7 +461,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 19, "metadata": {}, "outputs": [], "source": [ @@ -475,12 +475,12 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 20, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -523,9 +523,9 @@ ], "metadata": { "kernelspec": { - "display_name": "cugraph_dev", + "display_name": "Python 3 (ipykernel)", "language": "python", - "name": "cugraph_dev" + "name": "python3" }, "language_info": { "codemirror_mode": { @@ -537,7 +537,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.8" + "version": "3.8.13" } }, "nbformat": 4,