show results of wot algos

This commit is contained in:
Believethehype
2024-07-30 15:25:55 +02:00
parent 71873829d9
commit 58eddddbdb

View File

@@ -23,36 +23,40 @@
},
{
"cell_type": "code",
"execution_count": 12,
"execution_count": 71,
"outputs": [],
"source": [
"# Imports\n",
"from nostr_dvm.utils.wot_utils import build_network_from, save_network, load_network, get_mc_pagerank, get_subrank\n",
"from nostr_sdk import PublicKey\n",
"import time\n",
"import networkx as nx\n",
"import random\n"
"import random\n",
"from itertools import islice\n",
"\n"
],
"metadata": {
"collapsed": false,
"ExecuteTime": {
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}
},
"id": "5ac404375ef61608"
},
{
"cell_type": "code",
"execution_count": 13,
"execution_count": 75,
"outputs": [],
"source": [
"user = '99bb5591c9116600f845107d31f9b59e2f7c7e09a1ff802e84f1d43da557ca64'\n"
"user = '99bb5591c9116600f845107d31f9b59e2f7c7e09a1ff802e84f1d43da557ca64'\n",
"show_results_num = 20"
],
"metadata": {
"collapsed": false,
"ExecuteTime": {
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"id": "8d89d517de8b506e"
@@ -98,12 +102,12 @@
},
{
"cell_type": "code",
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"execution_count": 76,
"id": "f5a48d91-80e1-4016-8030-9ac9ef0ab1af",
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}
},
"outputs": [
@@ -112,7 +116,7 @@
"output_type": "stream",
"text": [
"loading the database...\n",
"finished in 1.1044838428497314 seconds\n"
"finished in 0.9305830001831055 seconds\n"
]
}
],
@@ -140,12 +144,12 @@
},
{
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"execution_count": 77,
"id": "bc5a4f83-d5b9-4def-a7f7-403cd0beedfe",
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}
},
"outputs": [
@@ -154,7 +158,27 @@
"output_type": "stream",
"text": [
"computing global pagerank...\n",
"finished in 1.036012887954712 seconds\n"
"npub1nxa4tywfz9nqp7z9zp7nr7d4nchhclsf58lcqt5y782rmf2hefjquaa6q8 8.17420152364383e-05\n",
"npub1aeh2zw4elewy5682lxc6xnlqzjnxksq303gwu2npfaxd49vmde6qcq4nwx 5.782689313706971e-05\n",
"npub10fu0hlkx3s4n4dsgfu0cpqephga4afr4qtzpz9vsyqf7vj88v2yqdp8vp4 4.2360772179521104e-05\n",
"npub1zafcms4xya5ap9zr7xxr0jlrtrattwlesytn2s42030lzu0dwlzqpd26k5 4.714319787019475e-05\n",
"npub1e30jt8crv6phnrj22gr3mwuhywrs9lak7ry94akjw0ydm0juptas5xmkwq 2.8456329932975766e-05\n",
"npub1tr4dstaptd2sp98h7hlysp8qle6mw7wmauhfkgz3rmxdd8ndprusnw2y5g 4.3253896241013506e-05\n",
"npub1zuuajd7u3sx8xu92yav9jwxpr839cs0kc3q6t56vd5u9q033xmhsk6c2uc 6.09543251259536e-05\n",
"npub1hu3hdctm5nkzd8gslnyedfr5ddz3z547jqcl5j88g4fame2jd08qh6h8nh 7.947486834509654e-05\n",
"npub18ams6ewn5aj2n3wt2qawzglx9mr4nzksxhvrdc4gzrecw7n5tvjqctp424 9.098197147408706e-05\n",
"npub102a0auqvye3eayugvfwy44un9l477t45uck8s2p08xzpgh784uvslsh7w9 3.646167073617604e-05\n",
"npub148xfa6g0e6rqxne88vzfwqag43qk8xuugthptgkzp6qencs6ad9s3rzddg 2.675817761455185e-05\n",
"npub1s05p3ha7en49dv8429tkk07nnfa9pcwczkf5x5qrdraqshxdje9sq6eyhe 8.070732704308375e-05\n",
"npub1yp7wfa7msdpusf4vupzttttu2mx3cns7whx5cgkt4yr9pkpvujus2mzys7 3.473073977961172e-05\n",
"npub1az9xj85cmxv8e9j9y80lvqp97crsqdu2fpu3srwthd99qfu9qsgstam8y8 9.44024020631286e-05\n",
"npub1sqaxzwvh5fhgw9q3d7v658ucapvfeds3dcd2587fcwyesn7dnwuqt2r45v 4.817683202910838e-05\n",
"npub1vwymuey3u7mf860ndrkw3r7dz30s0srg6tqmhtjzg7umtm6rn5eq2qzugd 5.395497768621135e-05\n",
"npub1qny3tkh0acurzla8x3zy4nhrjz5zd8l9sy9jys09umwng00manysew95gx 0.0001313344661339858\n",
"npub1jhgmf58wdd4mwe4t95ffea079kjxc7f62ncg9gdjmwcrmy0x6x8sfd8u8c 2.90586145074687e-05\n",
"npub1s5yq6wadwrxde4lhfs56gn64hwzuhnfa6r9mj476r5s4hkunzgzqrs6q7z 8.576070476842701e-05\n",
"npub15dqlghlewk84wz3pkqqvzl2w2w36f97g89ljds8x6c094nlu02vqjllm5m 8.248128484477218e-05\n",
"finished in 1.1764459609985352 seconds\n"
]
}
],
@@ -164,7 +188,9 @@
"tic = time.time()\n",
"\n",
"p_G = nx.pagerank(G, tol=1e-12)\n",
"\n",
"for item in islice(p_G, show_results_num): \n",
" print(next((PublicKey.parse(pubkey).to_bech32() for pubkey, id in index_map.items() if id == item), None) + \" \" + str(p_G[item]))\n",
" \n",
"toc = time.time()\n",
"print(f'finished in {toc-tic} seconds')"
]
@@ -182,12 +208,12 @@
},
{
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"execution_count": 78,
"id": "68bbe6d2-c19a-4a84-8ba0-13ae2b6e13d6",
"metadata": {
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"end_time": "2024-07-30T10:09:57.331397Z",
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"start_time": "2024-07-30T13:25:06.183493Z"
}
},
"outputs": [
@@ -197,12 +223,34 @@
"text": [
"progress = 100% \r\n",
"Total walks performed: 440290\n",
"performed random walks in 1.0430760383605957 seconds\n",
"error pagerank vs mc pagerank in G = 0.020183034486847724\n"
"npub1nxa4tywfz9nqp7z9zp7nr7d4nchhclsf58lcqt5y782rmf2hefjquaa6q8 6.396075897159921e-05\n",
"npub1aeh2zw4elewy5682lxc6xnlqzjnxksq303gwu2npfaxd49vmde6qcq4nwx 4.6316411669089085e-05\n",
"npub10fu0hlkx3s4n4dsgfu0cpqephga4afr4qtzpz9vsyqf7vj88v2yqdp8vp4 3.969978143064779e-05\n",
"npub1zafcms4xya5ap9zr7xxr0jlrtrattwlesytn2s42030lzu0dwlzqpd26k5 4.852195508190285e-05\n",
"npub1e30jt8crv6phnrj22gr3mwuhywrs9lak7ry94akjw0ydm0juptas5xmkwq 3.087760777939272e-05\n",
"npub1tr4dstaptd2sp98h7hlysp8qle6mw7wmauhfkgz3rmxdd8ndprusnw2y5g 4.6316411669089085e-05\n",
"npub1zuuajd7u3sx8xu92yav9jwxpr839cs0kc3q6t56vd5u9q033xmhsk6c2uc 5.954967214597168e-05\n",
"npub1hu3hdctm5nkzd8gslnyedfr5ddz3z547jqcl5j88g4fame2jd08qh6h8nh 0.00012130488770475713\n",
"npub18ams6ewn5aj2n3wt2qawzglx9mr4nzksxhvrdc4gzrecw7n5tvjqctp424 7.278293262285428e-05\n",
"npub102a0auqvye3eayugvfwy44un9l477t45uck8s2p08xzpgh784uvslsh7w9 3.308315119220649e-05\n",
"npub148xfa6g0e6rqxne88vzfwqag43qk8xuugthptgkzp6qencs6ad9s3rzddg 2.205543412813766e-05\n",
"npub1s05p3ha7en49dv8429tkk07nnfa9pcwczkf5x5qrdraqshxdje9sq6eyhe 6.175521555878544e-05\n",
"npub1yp7wfa7msdpusf4vupzttttu2mx3cns7whx5cgkt4yr9pkpvujus2mzys7 3.5288694605020256e-05\n",
"npub1az9xj85cmxv8e9j9y80lvqp97crsqdu2fpu3srwthd99qfu9qsgstam8y8 7.498847603566805e-05\n",
"npub1sqaxzwvh5fhgw9q3d7v658ucapvfeds3dcd2587fcwyesn7dnwuqt2r45v 5.293304190753039e-05\n",
"npub1vwymuey3u7mf860ndrkw3r7dz30s0srg6tqmhtjzg7umtm6rn5eq2qzugd 4.190532484346155e-05\n",
"npub1qny3tkh0acurzla8x3zy4nhrjz5zd8l9sy9jys09umwng00manysew95gx 0.00013453814818163972\n",
"npub1jhgmf58wdd4mwe4t95ffea079kjxc7f62ncg9gdjmwcrmy0x6x8sfd8u8c 2.6466520953765193e-05\n",
"npub1s5yq6wadwrxde4lhfs56gn64hwzuhnfa6r9mj476r5s4hkunzgzqrs6q7z 7.719401944848181e-05\n",
"npub15dqlghlewk84wz3pkqqvzl2w2w36f97g89ljds8x6c094nlu02vqjllm5m 8.822173651255064e-05\n",
"performed random walks in 0.9220361709594727 seconds\n",
"error pagerank vs mc pagerank in G = 0.020224335435614197\n"
]
}
],
"source": [
"\n",
"\n",
"# number of the random walks per node\n",
"R = 10\n",
"\n",
@@ -214,6 +262,11 @@
"# perform the random walks and get the monte-carlo pagerank\n",
"walk_visited_count, mc_pagerank = get_mc_pagerank(G, R, nodelist)\n",
"\n",
"for item in islice(mc_pagerank, show_results_num): \n",
" print(next((PublicKey.parse(pubkey).to_bech32() for pubkey, id in index_map.items() if id == item), None) + \" \" + str(mc_pagerank[item]))\n",
" \n",
"\n",
"\n",
"toc = time.time()\n",
"print(f'performed random walks in {toc-tic} seconds')\n",
"\n",
@@ -236,12 +289,12 @@
},
{
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"execution_count": 79,
"id": "c00c005e-2064-4975-acb6-3bcf52eb8594",
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"end_time": "2024-07-30T10:10:05.324793Z",
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"start_time": "2024-07-30T13:25:11.924618Z"
}
},
"outputs": [
@@ -250,7 +303,27 @@
"output_type": "stream",
"text": [
"computing local pagerank...\n",
"finished in 0.0029449462890625 seconds\n"
"npub1w4wzw7kw55f8pn79294336gunrcghj7p93zprjmujwmd7e2ku6wqlctnak 0.0019403122617013325\n",
"npub1z7a4z26ety804299p4p48q5v9mnw0jq68x9tqurzfhn88x95zg3qqrjr5d 0.0019403122617013325\n",
"npub1942jsnasalxfefjevx27g093rucxjjran6vt0t90nvhs7ff74p9s76dsgu 0.0019403122617013325\n",
"npub1w0j5jrhjlxj024ac7mgv0gpf45k2tjsdtrvcmqk33ksc9cnvsqkqmg6fcn 0.0019403122617013325\n",
"npub13eh4qjfnkyc52939wejgrdzur57hcut864wfqe03vquveavrch6sgyds4q 0.0019403122617013325\n",
"npub1gywa7ftf537ry82tmvtqn0tn4vqw567hzv2gux7wyryf93699jhqt3qrws 0.0019403122617013325\n",
"npub187q40r5ymawxz57dxss36h4urxd78mg3zwnl62q5mdpj57tn9xeq74jrlz 0.0021599470503889952\n",
"npub1qlk8uk9dvmzv202uju3t6wpk3skgpreg7szp2zaqt3wslvnkw23sj4ggu5 0.0019403122617013325\n",
"npub1a3kwv96mlffyp6xlg08dlqdxgmh9vl9kjce40q0qk0x5a3hv7hxsch7mft 0.0019403122617013325\n",
"npub1sjes9vqsdnk0qtfkulfvjxp4wgwn9df5fe9xceyfktx2vakle0tq8lyswv 0.0019403122617013325\n",
"npub1qx6kgzfm3z5qlffxnunsgnsaagwcxt6klx6q7gry56arj5r0yl3qgkqf4d 0.0019403122617013325\n",
"npub10xllzv9d6ds4vw4pt7x3y42m44h9qkyp6e9x4rgur8gpfpq08weqdw70vw 0.0019403122617013325\n",
"npub1ra85yapyuzdrwulx6tca6rfdsgeq5zc80f9d00jqv2xqylpkwf2s8ew58r 0.0019403122617013325\n",
"npub1sastsja4ekzlve26ss6mfgxhet3m72j2fad3ngcsfzljzazk7gmsvdfksm 0.002077751046921736\n",
"npub1gampnld2kwqygallrk7ue6gy2hxsxzr6e4jguq94vyn7j8wsx08sj8c60q 0.0019403122617013325\n",
"npub1vflku9lkxpea58j7ykh0l482c6f8atn23nvz6t6q59pcfd2wvpeqvwkt8l 0.0019403122617013325\n",
"npub1w9ek5pzf5yvvs2c5g2cwcm69xk7ermh2x8y9am9xsnk0krqd0rtsdyme5e 0.0019403122617013325\n",
"npub1chkxvn0rw25k07mvsxuwkha67u8mafys2wjch37fzdgqne8c4ltqgf7t3a 0.0019403122617013325\n",
"npub1s04vc7tppyhsvcq5gdrdc42vezvwwfnrzhsd5cskatgtt68f36rq2fwvka 0.0019403122617013325\n",
"npub10ghf4vfsu5uaza8atldrelck96dxn573g2m23j85fhtzfr4500dsvanj4d 0.0019403122617013325\n",
"finished in 0.015357017517089844 seconds\n"
]
}
],
@@ -265,6 +338,10 @@
"\n",
"p_S = nx.pagerank(S, tol=1e-12)\n",
"\n",
"for item in islice(p_S, show_results_num): \n",
" print(next((PublicKey.parse(pubkey).to_bech32() for pubkey, id in index_map.items() if id == item), None) + \" \" + str(p_S[item]))\n",
" \n",
"\n",
"toc = time.time()\n",
"print(f'finished in {toc-tic} seconds')"
]
@@ -281,12 +358,74 @@
},
{
"cell_type": "code",
"execution_count": 19,
"execution_count": 80,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"computing subrank over S...\n",
"npub1nxa4tywfz9nqp7z9zp7nr7d4nchhclsf58lcqt5y782rmf2hefjquaa6q8 7.340804412661138e-05\n",
"npub1aeh2zw4elewy5682lxc6xnlqzjnxksq303gwu2npfaxd49vmde6qcq4nwx 4.826197846937513e-05\n",
"npub10fu0hlkx3s4n4dsgfu0cpqephga4afr4qtzpz9vsyqf7vj88v2yqdp8vp4 3.6176643624020644e-05\n",
"npub1zafcms4xya5ap9zr7xxr0jlrtrattwlesytn2s42030lzu0dwlzqpd26k5 3.9090310488700045e-05\n",
"npub1e30jt8crv6phnrj22gr3mwuhywrs9lak7ry94akjw0ydm0juptas5xmkwq 2.6394042370260256e-05\n",
"npub1tr4dstaptd2sp98h7hlysp8qle6mw7wmauhfkgz3rmxdd8ndprusnw2y5g 3.747815570363107e-05\n",
"npub1zuuajd7u3sx8xu92yav9jwxpr839cs0kc3q6t56vd5u9q033xmhsk6c2uc 5.013747945548998e-05\n",
"npub1hu3hdctm5nkzd8gslnyedfr5ddz3z547jqcl5j88g4fame2jd08qh6h8nh 6.260807013551759e-05\n",
"npub18ams6ewn5aj2n3wt2qawzglx9mr4nzksxhvrdc4gzrecw7n5tvjqctp424 7.07661040710278e-05\n",
"npub102a0auqvye3eayugvfwy44un9l477t45uck8s2p08xzpgh784uvslsh7w9 3.270039456677615e-05\n",
"npub148xfa6g0e6rqxne88vzfwqag43qk8xuugthptgkzp6qencs6ad9s3rzddg 2.5634274760323094e-05\n",
"npub1s05p3ha7en49dv8429tkk07nnfa9pcwczkf5x5qrdraqshxdje9sq6eyhe 6.456562220321163e-05\n",
"npub1yp7wfa7msdpusf4vupzttttu2mx3cns7whx5cgkt4yr9pkpvujus2mzys7 3.215552366695387e-05\n",
"npub1az9xj85cmxv8e9j9y80lvqp97crsqdu2fpu3srwthd99qfu9qsgstam8y8 7.053654886717582e-05\n",
"npub1sqaxzwvh5fhgw9q3d7v658ucapvfeds3dcd2587fcwyesn7dnwuqt2r45v 4.0600964721155e-05\n",
"npub1vwymuey3u7mf860ndrkw3r7dz30s0srg6tqmhtjzg7umtm6rn5eq2qzugd 4.510949159656128e-05\n",
"npub1qny3tkh0acurzla8x3zy4nhrjz5zd8l9sy9jys09umwng00manysew95gx 0.00010438144531984322\n",
"npub1jhgmf58wdd4mwe4t95ffea079kjxc7f62ncg9gdjmwcrmy0x6x8sfd8u8c 2.771843675019462e-05\n",
"npub1s5yq6wadwrxde4lhfs56gn64hwzuhnfa6r9mj476r5s4hkunzgzqrs6q7z 6.66918997774174e-05\n",
"npub15dqlghlewk84wz3pkqqvzl2w2w36f97g89ljds8x6c094nlu02vqjllm5m 6.681343999041084e-05\n",
"performed random walks in -4.498226881027222 seconds\n",
"error pagerank vs subrank in S = 0.9885830593763663\n"
]
}
],
"source": [
"# computing subrank\n",
"print('computing subrank over S...')\n",
"tic = time.time()\n",
"\n",
"pr = nx.pagerank(G)\n",
"for item in islice(pr, show_results_num): \n",
" print(next((PublicKey.parse(pubkey).to_bech32() for pubkey, id in index_map.items() if id == item), None) + \" \" + str(pr[item]))\n",
" \n",
"\n",
"\n",
"print(f'performed random walks in {toc-tic} seconds')\n",
"\n",
"# computing the L1 error\n",
"error_S_subrank = sum( abs(p_S[node] - pr[node])\n",
" for node in S_nodes )\n",
"\n",
"print(f'error pagerank vs subrank in S = {error_S_subrank}')"
],
"metadata": {
"collapsed": false,
"ExecuteTime": {
"end_time": "2024-07-30T13:25:17.347659Z",
"start_time": "2024-07-30T13:25:16.473516Z"
}
},
"id": "98adf91155b2429b"
},
{
"cell_type": "code",
"execution_count": 81,
"id": "41637e2b-1998-43ff-9811-a7bbe658d742",
"metadata": {
"ExecuteTime": {
"end_time": "2024-07-30T10:10:07.197429Z",
"start_time": "2024-07-30T10:10:07.109108Z"
"end_time": "2024-07-30T13:25:18.693412Z",
"start_time": "2024-07-30T13:25:18.627987Z"
}
},
"outputs": [
@@ -295,9 +434,29 @@
"output_type": "stream",
"text": [
"computing subrank over S...\n",
"walks performed = 157\n",
"performed random walks in 0.05398416519165039 seconds\n",
"error pagerank vs subrank in S = 0.017882599344811713\n"
"walks performed = 118\n",
"npub1w4wzw7kw55f8pn79294336gunrcghj7p93zprjmujwmd7e2ku6wqlctnak 0.0019409937888198758\n",
"npub1z7a4z26ety804299p4p48q5v9mnw0jq68x9tqurzfhn88x95zg3qqrjr5d 0.0019409937888198758\n",
"npub1942jsnasalxfefjevx27g093rucxjjran6vt0t90nvhs7ff74p9s76dsgu 0.0019409937888198758\n",
"npub1w0j5jrhjlxj024ac7mgv0gpf45k2tjsdtrvcmqk33ksc9cnvsqkqmg6fcn 0.0019409937888198758\n",
"npub13eh4qjfnkyc52939wejgrdzur57hcut864wfqe03vquveavrch6sgyds4q 0.0019409937888198758\n",
"npub1gywa7ftf537ry82tmvtqn0tn4vqw567hzv2gux7wyryf93699jhqt3qrws 0.0019409937888198758\n",
"npub187q40r5ymawxz57dxss36h4urxd78mg3zwnl62q5mdpj57tn9xeq74jrlz 0.0021350931677018635\n",
"npub1qlk8uk9dvmzv202uju3t6wpk3skgpreg7szp2zaqt3wslvnkw23sj4ggu5 0.0019409937888198758\n",
"npub1a3kwv96mlffyp6xlg08dlqdxgmh9vl9kjce40q0qk0x5a3hv7hxsch7mft 0.0019409937888198758\n",
"npub1sjes9vqsdnk0qtfkulfvjxp4wgwn9df5fe9xceyfktx2vakle0tq8lyswv 0.0019409937888198758\n",
"npub1qx6kgzfm3z5qlffxnunsgnsaagwcxt6klx6q7gry56arj5r0yl3qgkqf4d 0.0019409937888198758\n",
"npub10xllzv9d6ds4vw4pt7x3y42m44h9qkyp6e9x4rgur8gpfpq08weqdw70vw 0.0019409937888198758\n",
"npub1ra85yapyuzdrwulx6tca6rfdsgeq5zc80f9d00jqv2xqylpkwf2s8ew58r 0.0019409937888198758\n",
"npub1sastsja4ekzlve26ss6mfgxhet3m72j2fad3ngcsfzljzazk7gmsvdfksm 0.0021350931677018635\n",
"npub1gampnld2kwqygallrk7ue6gy2hxsxzr6e4jguq94vyn7j8wsx08sj8c60q 0.0019409937888198758\n",
"npub1vflku9lkxpea58j7ykh0l482c6f8atn23nvz6t6q59pcfd2wvpeqvwkt8l 0.0019409937888198758\n",
"npub1w9ek5pzf5yvvs2c5g2cwcm69xk7ermh2x8y9am9xsnk0krqd0rtsdyme5e 0.0019409937888198758\n",
"npub1chkxvn0rw25k07mvsxuwkha67u8mafys2wjch37fzdgqne8c4ltqgf7t3a 0.0019409937888198758\n",
"npub1s04vc7tppyhsvcq5gdrdc42vezvwwfnrzhsd5cskatgtt68f36rq2fwvka 0.0019409937888198758\n",
"npub10ghf4vfsu5uaza8atldrelck96dxn573g2m23j85fhtzfr4500dsvanj4d 0.0019409937888198758\n",
"performed random walks in -6.684823989868164 seconds\n",
"error pagerank vs subrank in S = 0.007424393194423837\n"
]
}
],
@@ -307,8 +466,11 @@
"tic = time.time()\n",
"\n",
"subrank = get_subrank(S, G, walk_visited_count, nodelist)\n",
"for item in islice(subrank, show_results_num): \n",
" print(next((PublicKey.parse(pubkey).to_bech32() for pubkey, id in index_map.items() if id == item), None) + \" \" + str(subrank[item]))\n",
" \n",
"\n",
"\n",
"toc = time.time()\n",
"print(f'performed random walks in {toc-tic} seconds')\n",
"\n",
"# computing the L1 error\n",
@@ -330,12 +492,12 @@
},
{
"cell_type": "code",
"execution_count": 20,
"execution_count": 82,
"id": "14907960-116b-405d-9f73-85e625958050",
"metadata": {
"ExecuteTime": {
"end_time": "2024-07-30T10:10:09.835445Z",
"start_time": "2024-07-30T10:10:09.828723Z"
"end_time": "2024-07-30T13:25:21.359765Z",
"start_time": "2024-07-30T13:25:21.329Z"
}
},
"outputs": [
@@ -346,8 +508,28 @@
"computing naive monte-carlo pagerank over S\n",
"progress = 100% \r\n",
"Total walks performed: 5000\n",
"finished in 0.010932207107543945 seconds\n",
"error pagerank vs mc pagerank in S = 0.020285385444477645\n"
"npub1w4wzw7kw55f8pn79294336gunrcghj7p93zprjmujwmd7e2ku6wqlctnak 0.0019372336303758234\n",
"npub1z7a4z26ety804299p4p48q5v9mnw0jq68x9tqurzfhn88x95zg3qqrjr5d 0.0019372336303758234\n",
"npub1942jsnasalxfefjevx27g093rucxjjran6vt0t90nvhs7ff74p9s76dsgu 0.0019372336303758234\n",
"npub1w0j5jrhjlxj024ac7mgv0gpf45k2tjsdtrvcmqk33ksc9cnvsqkqmg6fcn 0.0019372336303758234\n",
"npub13eh4qjfnkyc52939wejgrdzur57hcut864wfqe03vquveavrch6sgyds4q 0.0019372336303758234\n",
"npub1gywa7ftf537ry82tmvtqn0tn4vqw567hzv2gux7wyryf93699jhqt3qrws 0.0019372336303758234\n",
"npub187q40r5ymawxz57dxss36h4urxd78mg3zwnl62q5mdpj57tn9xeq74jrlz 0.0019372336303758234\n",
"npub1qlk8uk9dvmzv202uju3t6wpk3skgpreg7szp2zaqt3wslvnkw23sj4ggu5 0.0019372336303758234\n",
"npub1a3kwv96mlffyp6xlg08dlqdxgmh9vl9kjce40q0qk0x5a3hv7hxsch7mft 0.0019372336303758234\n",
"npub1sjes9vqsdnk0qtfkulfvjxp4wgwn9df5fe9xceyfktx2vakle0tq8lyswv 0.0019372336303758234\n",
"npub1qx6kgzfm3z5qlffxnunsgnsaagwcxt6klx6q7gry56arj5r0yl3qgkqf4d 0.0019372336303758234\n",
"npub10xllzv9d6ds4vw4pt7x3y42m44h9qkyp6e9x4rgur8gpfpq08weqdw70vw 0.0019372336303758234\n",
"npub1ra85yapyuzdrwulx6tca6rfdsgeq5zc80f9d00jqv2xqylpkwf2s8ew58r 0.0019372336303758234\n",
"npub1sastsja4ekzlve26ss6mfgxhet3m72j2fad3ngcsfzljzazk7gmsvdfksm 0.0019372336303758234\n",
"npub1gampnld2kwqygallrk7ue6gy2hxsxzr6e4jguq94vyn7j8wsx08sj8c60q 0.0019372336303758234\n",
"npub1vflku9lkxpea58j7ykh0l482c6f8atn23nvz6t6q59pcfd2wvpeqvwkt8l 0.0019372336303758234\n",
"npub1w9ek5pzf5yvvs2c5g2cwcm69xk7ermh2x8y9am9xsnk0krqd0rtsdyme5e 0.0019372336303758234\n",
"npub1chkxvn0rw25k07mvsxuwkha67u8mafys2wjch37fzdgqne8c4ltqgf7t3a 0.0019372336303758234\n",
"npub1s04vc7tppyhsvcq5gdrdc42vezvwwfnrzhsd5cskatgtt68f36rq2fwvka 0.0019372336303758234\n",
"npub10ghf4vfsu5uaza8atldrelck96dxn573g2m23j85fhtzfr4500dsvanj4d 0.0019372336303758234\n",
"finished in 0.030786752700805664 seconds\n",
"error pagerank vs mc pagerank in S = 0.016528733598008816\n"
]
}
],
@@ -358,6 +540,12 @@
"\n",
"_, mc_pagerank_S_naive = get_mc_pagerank(S,R)\n",
"\n",
"for item in islice(mc_pagerank_S_naive, show_results_num): \n",
" print(next((PublicKey.parse(pubkey).to_bech32() for pubkey, id in index_map.items() if id == item), None) + \" \" + str(mc_pagerank_S_naive[item]))\n",
" \n",
"\n",
"\n",
"\n",
"toc = time.time()\n",
"print(f'finished in {toc-tic} seconds')\n",
"\n",
@@ -367,16 +555,6 @@
"\n",
"print(f'error pagerank vs mc pagerank in S = {error_S_naive}')"
]
},
{
"cell_type": "code",
"execution_count": null,
"outputs": [],
"source": [],
"metadata": {
"collapsed": false
},
"id": "9387d4e26e992252"
}
],
"metadata": {