afender
commented
3 years ago Thanks for reporting this. Sounds like a bug as the current single GPU version should ignore weights. We are looking into it.
One option is to use the new multi-GPU version which uses edge weights if the input graph is weighted. https://github.com/rapidsai/cugraph/issues/1313#issuecomment-747636762. The single GPU variant of this new version should also be accessible at the C++ layer https://github.com/rapidsai/cugraph/blob/branch-0.18/cpp/tests/experimental/pagerank_test.cpp#L251
andyjulin-bby
BradReesWork
Describe the bug When using
cugraph.pagerankon a graph initialized withfloatvalues for theedge_attrparameter, the returned values are well outside the [0, 1] range expected by the PageRank calculation (often by many orders of magnitude). If the underlying values are instead ofinttype, the calculation works as expected. The function is currently supposed to ignore the weights column for the calculation, so it seems to purely be a bug.Steps/Code to reproduce bug
Output:
Expected behavior The returned PageRank values should all be in [0, 1], and presumably match when the weights are
1and1.0.Output:
Environment overview (please complete the following information)
Environment details Please run and paste the output of the
cugraph/print_env.shscript here, to gather any other relevant environment detailsClick here to see environment details
**git*** print_env.sh: 10: [: true: unexpected operator Not inside a git repository ***OS Information*** DISTRIB_ID=Ubuntu DISTRIB_RELEASE=18.04 DISTRIB_CODENAME=bionic DISTRIB_DESCRIPTION="Ubuntu 18.04.5 LTS" NAME="Ubuntu" VERSION="18.04.5 LTS (Bionic Beaver)" ID=ubuntu ID_LIKE=debian PRETTY_NAME="Ubuntu 18.04.5 LTS" VERSION_ID="18.04" HOME_URL="https://www.ubuntu.com/" SUPPORT_URL="https://help.ubuntu.com/" BUG_REPORT_URL="https://bugs.launchpad.net/ubuntu/" PRIVACY_POLICY_URL="https://www.ubuntu.com/legal/terms-and-policies/privacy-policy" VERSION_CODENAME=bionic UBUNTU_CODENAME=bionic Linux 9316ab0fed03 3.10.0-1127.19.1.el7.x86_64 #1 SMP Tue Aug 25 17:23:54 UTC 2020 x86_64 x86_64 x86_64 GNU/Linux ***GPU Information*** Tue Jan 12 17:31:17 2021 +-----------------------------------------------------------------------------+ | NVIDIA-SMI 450.51.06 Driver Version: 450.51.06 CUDA Version: 11.0 | |-------------------------------+----------------------+----------------------+ | GPU Name Persistence-M| Bus-Id Disp.A | Volatile Uncorr. ECC | | Fan Temp Perf Pwr:Usage/Cap| Memory-Usage | GPU-Util Compute M. | | | | MIG M. | |===============================+======================+======================| | 0 Tesla V100-SXM2... Off | 00000000:06:00.0 Off | 0 | | N/A 35C P0 55W / 300W | 9017MiB / 32510MiB | 0% Default | | | | N/A | +-------------------------------+----------------------+----------------------+ | 1 Tesla V100-SXM2... Off | 00000000:07:00.0 Off | 0 | | N/A 35C P0 43W / 300W | 3MiB / 32510MiB | 0% Default | | | | N/A | +-------------------------------+----------------------+----------------------+ | 2 Tesla V100-SXM2... Off | 00000000:0A:00.0 Off | 0 | | N/A 33C P0 42W / 300W | 3MiB / 32510MiB | 0% Default | | | | N/A | +-------------------------------+----------------------+----------------------+ | 3 Tesla V100-SXM2... Off | 00000000:0B:00.0 Off | 0 | | N/A 31C P0 43W / 300W | 3MiB / 32510MiB | 0% Default | | | | N/A | +-------------------------------+----------------------+----------------------+ | 4 Tesla V100-SXM2... Off | 00000000:85:00.0 Off | 0 | | N/A 30C P0 44W / 300W | 3MiB / 32510MiB | 0% Default | | | | N/A | +-------------------------------+----------------------+----------------------+ | 5 Tesla V100-SXM2... Off | 00000000:86:00.0 Off | 0 | | N/A 33C P0 43W / 300W | 3MiB / 32510MiB | 0% Default | | | | N/A | +-------------------------------+----------------------+----------------------+ | 6 Tesla V100-SXM2... Off | 00000000:89:00.0 Off | 0 | | N/A 34C P0 42W / 300W | 3MiB / 32510MiB | 0% Default | | | | N/A | +-------------------------------+----------------------+----------------------+ | 7 Tesla V100-SXM2... Off | 00000000:8A:00.0 Off | 0 | | N/A 31C P0 44W / 300W | 3MiB / 32510MiB | 0% Default | | | | N/A | +-------------------------------+----------------------+----------------------+ +-----------------------------------------------------------------------------+ | Processes: | | GPU GI CI PID Type Process name GPU Memory | | ID ID Usage | |=============================================================================| +-----------------------------------------------------------------------------+ ***CPU*** Architecture: x86_64 CPU op-mode(s): 32-bit, 64-bit Byte Order: Little Endian CPU(s): 80 On-line CPU(s) list: 0-79 Thread(s) per core: 2 Core(s) per socket: 20 Socket(s): 2 NUMA node(s): 2 Vendor ID: GenuineIntel CPU family: 6 Model: 79 Model name: Intel(R) Xeon(R) CPU E5-2698 v4 @ 2.20GHz Stepping: 1 CPU MHz: 2780.078 CPU max MHz: 3600.0000 CPU min MHz: 1200.0000 BogoMIPS: 4390.14 Virtualization: VT-x L1d cache: 32K L1i cache: 32K L2 cache: 256K L3 cache: 51200K NUMA node0 CPU(s): 0-19,40-59 NUMA node1 CPU(s): 20-39,60-79 Flags: fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush dts acpi mmx fxsr sse sse2 ss ht tm pbe syscall nx pdpe1gb rdtscp lm constant_tsc arch_perfmon pebs bts rep_good nopl xtopology nonstop_tsc aperfmperf eagerfpu pni pclmulqdq dtes64 monitor ds_cpl vmx smx est tm2 ssse3 sdbg fma cx16 xtpr pdcm pcid dca sse4_1 sse4_2 x2apic movbe popcnt tsc_deadline_timer aes xsave avx f16c rdrand lahf_lm abm 3dnowprefetch epb cat_l3 cdp_l3 invpcid_single intel_ppin intel_pt ssbd ibrs ibpb stibp tpr_shadow vnmi flexpriority ept vpid fsgsbase tsc_adjust bmi1 hle avx2 smep bmi2 erms invpcid rtm cqm rdt_a rdseed adx smap xsaveopt cqm_llc cqm_occup_llc cqm_mbm_total cqm_mbm_local dtherm ida arat pln pts spec_ctrl intel_stibp flush_l1d ***CMake*** /opt/conda/envs/rapids/bin/cmake cmake version 3.17.0 CMake suite maintained and supported by Kitware (kitware.com/cmake). ***g++*** /usr/local/bin/g++ g++ (Ubuntu 7.5.0-3ubuntu1~18.04) 7.5.0 Copyright (C) 2017 Free Software Foundation, Inc. This is free software; see the source for copying conditions. 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