stan-dev / math

The Stan Math Library is a C++ template library for automatic differentiation of any order using forward, reverse, and mixed modes. It includes a range of built-in functions for probabilistic modeling, linear algebra, and equation solving.
https://mc-stan.org
BSD 3-Clause "New" or "Revised" License
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use a seperate class for csr_matrix adjoint #3053

Closed SteveBronder closed 2 months ago

SteveBronder commented 2 months ago

Summary

Tries to fix the linking issue again in https://github.com/stan-dev/rstanarm/issues/620

Tests

Same tests as before

@WardBrian or @bgoodri can you try using this version in stanheaders to see what happens?

Checklist

WardBrian commented 2 months ago

This one worked. I took @bgoodri’s provisional stanheaders that had our last attempt, dropped this file in, and rstanarm built on Windows

bgoodri commented 2 months ago

OK. This is a fine workaround, although it is probably a bug in the C++ compiler or linker if we could come up with a minimal reproducible example.

SteveBronder commented 2 months ago

Perfect let me read this over one more time in the AM and we can merge.

WardBrian commented 2 months ago

My first attempt at a reproducible example outside of the Stan codebase failed. It's still not entirely clear to me which ingredients are necessary to get the behavior

stan-buildbot commented 2 months ago

Name Old Result New Result Ratio Performance change( 1 - new / old )
arma/arma.stan 0.21 0.29 0.74 -35.63% slower
low_dim_corr_gauss/low_dim_corr_gauss.stan 0.01 0.01 0.94 -6.82% slower
gp_regr/gen_gp_data.stan 0.02 0.02 1.0 0.18% faster
gp_regr/gp_regr.stan 0.12 0.11 1.04 3.96% faster
sir/sir.stan 80.65 80.59 1.0 0.07% faster
irt_2pl/irt_2pl.stan 4.16 4.08 1.02 1.88% faster
eight_schools/eight_schools.stan 0.06 0.05 1.01 1.4% faster
pkpd/sim_one_comp_mm_elim_abs.stan 0.25 0.26 0.99 -0.87% slower
pkpd/one_comp_mm_elim_abs.stan 19.04 19.14 0.99 -0.52% slower
garch/garch.stan 0.48 0.47 1.02 1.78% faster
low_dim_gauss_mix/low_dim_gauss_mix.stan 2.89 2.88 1.0 0.32% faster
arK/arK.stan 1.67 1.71 0.98 -2.48% slower
gp_pois_regr/gp_pois_regr.stan 2.58 2.56 1.01 0.86% faster
low_dim_gauss_mix_collapse/low_dim_gauss_mix_collapse.stan 9.6 9.45 1.02 1.63% faster
performance.compilation 184.18 191.16 0.96 -3.79% slower

Mean result: 0.9815139635944256


Jenkins Console Log Blue Ocean Commit hash: c6019921b2ba008c773ee9e6eb053db724a2d774


Machine information No LSB modules are available. Distributor ID: Ubuntu Description: Ubuntu 20.04.3 LTS Release: 20.04 Codename: focal CPU: Architecture: x86_64 CPU op-mode(s): 32-bit, 64-bit Byte Order: Little Endian Address sizes: 46 bits physical, 48 bits virtual 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: 85 Model name: Intel(R) Xeon(R) Gold 6148 CPU @ 2.40GHz Stepping: 4 CPU MHz: 2400.000 CPU max MHz: 3700.0000 CPU min MHz: 1000.0000 BogoMIPS: 4800.00 Virtualization: VT-x L1d cache: 1.3 MiB L1i cache: 1.3 MiB L2 cache: 40 MiB L3 cache: 55 MiB NUMA node0 CPU(s): 0,2,4,6,8,10,12,14,16,18,20,22,24,26,28,30,32,34,36,38,40,42,44,46,48,50,52,54,56,58,60,62,64,66,68,70,72,74,76,78 NUMA node1 CPU(s): 1,3,5,7,9,11,13,15,17,19,21,23,25,27,29,31,33,35,37,39,41,43,45,47,49,51,53,55,57,59,61,63,65,67,69,71,73,75,77,79 Vulnerability Gather data sampling: Mitigation; Microcode Vulnerability Itlb multihit: KVM: Mitigation: VMX disabled Vulnerability L1tf: Mitigation; PTE Inversion; VMX conditional cache flushes, SMT vulnerable Vulnerability Mds: Mitigation; Clear CPU buffers; SMT vulnerable Vulnerability Meltdown: Mitigation; PTI Vulnerability Mmio stale data: Mitigation; Clear CPU buffers; SMT vulnerable Vulnerability Retbleed: Mitigation; IBRS Vulnerability Spec rstack overflow: Not affected Vulnerability Spec store bypass: Mitigation; Speculative Store Bypass disabled via prctl Vulnerability Spectre v1: Mitigation; usercopy/swapgs barriers and __user pointer sanitization Vulnerability Spectre v2: Mitigation; IBRS, IBPB conditional, STIBP conditional, RSB filling, PBRSB-eIBRS Not affected Vulnerability Srbds: Not affected Vulnerability Tsx async abort: Mitigation; Clear CPU buffers; SMT vulnerable 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 art arch_perfmon pebs bts rep_good nopl xtopology nonstop_tsc cpuid aperfmperf 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 cpuid_fault epb cat_l3 cdp_l3 invpcid_single pti intel_ppin ssbd mba ibrs ibpb stibp tpr_shadow vnmi flexpriority ept vpid ept_ad fsgsbase tsc_adjust bmi1 hle avx2 smep bmi2 erms invpcid rtm cqm mpx rdt_a avx512f avx512dq rdseed adx smap clflushopt clwb intel_pt avx512cd avx512bw avx512vl xsaveopt xsavec xgetbv1 xsaves cqm_llc cqm_occup_llc cqm_mbm_total cqm_mbm_local dtherm ida arat pln pts hwp hwp_act_window hwp_epp hwp_pkg_req pku ospke md_clear flush_l1d arch_capabilities G++: g++ (Ubuntu 9.4.0-1ubuntu1~20.04) 9.4.0 Copyright (C) 2019 Free Software Foundation, Inc. This is free software; see the source for copying conditions. There is NO warranty; not even for MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. Clang: clang version 10.0.0-4ubuntu1 Target: x86_64-pc-linux-gnu Thread model: posix InstalledDir: /usr/bin
SteveBronder commented 2 months ago

@WardBrian added some docs, think this is good now

stan-buildbot commented 2 months ago

Name Old Result New Result Ratio Performance change( 1 - new / old )
arma/arma.stan 0.21 0.18 1.17 14.66% faster
low_dim_corr_gauss/low_dim_corr_gauss.stan 0.01 0.01 0.98 -2.02% slower
gp_regr/gen_gp_data.stan 0.02 0.02 1.02 2.18% faster
gp_regr/gp_regr.stan 0.11 0.1 1.04 3.56% faster
sir/sir.stan 77.75 76.92 1.01 1.06% faster
irt_2pl/irt_2pl.stan 3.91 3.92 1.0 -0.07% slower
eight_schools/eight_schools.stan 0.05 0.05 1.05 4.92% faster
pkpd/sim_one_comp_mm_elim_abs.stan 0.25 0.25 1.0 -0.28% slower
pkpd/one_comp_mm_elim_abs.stan 17.97 18.6 0.97 -3.5% slower
garch/garch.stan 0.45 0.46 0.99 -1.39% slower
low_dim_gauss_mix/low_dim_gauss_mix.stan 2.77 2.83 0.98 -2.18% slower
arK/arK.stan 1.61 1.6 1.01 0.93% faster
gp_pois_regr/gp_pois_regr.stan 2.49 2.47 1.01 0.9% faster
low_dim_gauss_mix_collapse/low_dim_gauss_mix_collapse.stan 9.04 8.92 1.01 1.34% faster
performance.compilation 175.88 175.79 1.0 0.05% faster

Mean result: 1.0155958188868495


Jenkins Console Log Blue Ocean Commit hash: 13017193216fe150e9a8fadbc7b3f9cb71f8a58d


Machine information No LSB modules are available. Distributor ID: Ubuntu Description: Ubuntu 20.04.3 LTS Release: 20.04 Codename: focal CPU: Architecture: x86_64 CPU op-mode(s): 32-bit, 64-bit Byte Order: Little Endian Address sizes: 46 bits physical, 48 bits virtual 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: 85 Model name: Intel(R) Xeon(R) Gold 6148 CPU @ 2.40GHz Stepping: 4 CPU MHz: 2400.000 CPU max MHz: 3700.0000 CPU min MHz: 1000.0000 BogoMIPS: 4800.00 Virtualization: VT-x L1d cache: 1.3 MiB L1i cache: 1.3 MiB L2 cache: 40 MiB L3 cache: 55 MiB NUMA node0 CPU(s): 0,2,4,6,8,10,12,14,16,18,20,22,24,26,28,30,32,34,36,38,40,42,44,46,48,50,52,54,56,58,60,62,64,66,68,70,72,74,76,78 NUMA node1 CPU(s): 1,3,5,7,9,11,13,15,17,19,21,23,25,27,29,31,33,35,37,39,41,43,45,47,49,51,53,55,57,59,61,63,65,67,69,71,73,75,77,79 Vulnerability Gather data sampling: Mitigation; Microcode Vulnerability Itlb multihit: KVM: Mitigation: VMX disabled Vulnerability L1tf: Mitigation; PTE Inversion; VMX conditional cache flushes, SMT vulnerable Vulnerability Mds: Mitigation; Clear CPU buffers; SMT vulnerable Vulnerability Meltdown: Mitigation; PTI Vulnerability Mmio stale data: Mitigation; Clear CPU buffers; SMT vulnerable Vulnerability Retbleed: Mitigation; IBRS Vulnerability Spec rstack overflow: Not affected Vulnerability Spec store bypass: Mitigation; Speculative Store Bypass disabled via prctl Vulnerability Spectre v1: Mitigation; usercopy/swapgs barriers and __user pointer sanitization Vulnerability Spectre v2: Mitigation; IBRS, IBPB conditional, STIBP conditional, RSB filling, PBRSB-eIBRS Not affected Vulnerability Srbds: Not affected Vulnerability Tsx async abort: Mitigation; Clear CPU buffers; SMT vulnerable 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 art arch_perfmon pebs bts rep_good nopl xtopology nonstop_tsc cpuid aperfmperf 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 cpuid_fault epb cat_l3 cdp_l3 invpcid_single pti intel_ppin ssbd mba ibrs ibpb stibp tpr_shadow vnmi flexpriority ept vpid ept_ad fsgsbase tsc_adjust bmi1 hle avx2 smep bmi2 erms invpcid rtm cqm mpx rdt_a avx512f avx512dq rdseed adx smap clflushopt clwb intel_pt avx512cd avx512bw avx512vl xsaveopt xsavec xgetbv1 xsaves cqm_llc cqm_occup_llc cqm_mbm_total cqm_mbm_local dtherm ida arat pln pts hwp hwp_act_window hwp_epp hwp_pkg_req pku ospke md_clear flush_l1d arch_capabilities G++: g++ (Ubuntu 9.4.0-1ubuntu1~20.04) 9.4.0 Copyright (C) 2019 Free Software Foundation, Inc. This is free software; see the source for copying conditions. There is NO warranty; not even for MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. Clang: clang version 10.0.0-4ubuntu1 Target: x86_64-pc-linux-gnu Thread model: posix InstalledDir: /usr/bin