From 5811d24d678697533a47965f38b2b56e676d14ec Mon Sep 17 00:00:00 2001 From: Xiaojie Wu Date: Sat, 11 Nov 2023 23:51:26 -0800 Subject: [PATCH] Pcm hessian (#55) * numpy -> cupy for solvent * for linter * remove grad switch from pcm.py * passed flake8 * solvent integrals on GPU * flake8 * implement pcm hessian * delete out file * remove redefining Hessian * fixed bugs for pcm hessian * removed log file * add testing IEF-PCM hessian * remove comment * v0.6.6 --- .gitignore | 3 + benchmarks/df/dft_driver.py | 41 ++-- .../basis/sto-3g/Tesla V100-SXM2-32GB.csv | 26 +-- .../def2-tzvpp/Tesla V100-SXM2-32GB.csv | 9 + .../solvent/sto-3g/Tesla V100-SXM2-32GB.csv | 7 + .../df/organic/xc/LDA/qchem-32-cores-cpu.csv | 12 - benchmarks/df/qchem.py | 5 +- benchmarks/df/qchem_input.in | 86 ++++++++ benchmarks/df/run_gpu4pyscf.sh | 25 ++- benchmarks/df/run_qchem.sh | 6 +- benchmarks/scf/dft_driver.py | 21 +- examples/01-h2o_dftd3.py | 4 +- examples/14-pcm_solvent.py | 27 ++- examples/15-chelpg.py | 3 +- examples/density.npz | Bin 1225666 -> 0 bytes examples/dft_driver.py | 22 +- gpu4pyscf/__init__.py | 2 +- gpu4pyscf/df/hessian/rks.py | 5 +- gpu4pyscf/grad/rks.py | 2 +- gpu4pyscf/lib/logger.py | 8 +- gpu4pyscf/scf/cphf.py | 9 +- gpu4pyscf/scf/diis.py | 7 +- gpu4pyscf/scf/hf.py | 1 - gpu4pyscf/solvent/_attach_solvent.py | 5 + gpu4pyscf/solvent/grad/pcm.py | 68 +++--- gpu4pyscf/solvent/hessian/__init__.py | 0 gpu4pyscf/solvent/hessian/pcm.py | 207 ++++++++++++++++++ gpu4pyscf/solvent/pcm.py | 87 ++++++-- gpu4pyscf/solvent/tests/test_pcm_hessian.py | 100 +++++++++ 29 files changed, 658 insertions(+), 140 deletions(-) create mode 100644 benchmarks/df/organic/solvent/def2-tzvpp/Tesla V100-SXM2-32GB.csv create mode 100644 benchmarks/df/organic/solvent/sto-3g/Tesla V100-SXM2-32GB.csv create mode 100644 benchmarks/df/qchem_input.in delete mode 100644 examples/density.npz create mode 100644 gpu4pyscf/solvent/hessian/__init__.py create mode 100644 gpu4pyscf/solvent/hessian/pcm.py create mode 100644 gpu4pyscf/solvent/tests/test_pcm_hessian.py diff --git a/.gitignore b/.gitignore index e0b0b159..9a680274 100644 --- a/.gitignore +++ b/.gitignore @@ -1,5 +1,7 @@ **/__pycache__ *.so +*.npz +*.out *current_revision **/build **/launch_logs @@ -13,6 +15,7 @@ output/ *.swo *.swp *~ +**/qchem_input.in #* dockerfiles/manylinux/wheelhouse gpu4pyscf/lib/bin diff --git a/benchmarks/df/dft_driver.py b/benchmarks/df/dft_driver.py index ea979df8..69cc7621 100644 --- a/benchmarks/df/dft_driver.py +++ b/benchmarks/df/dft_driver.py @@ -3,6 +3,7 @@ import pyscf import time import argparse +import numpy as np from pyscf import lib from pyscf.dft import rks @@ -41,18 +42,19 @@ output_file = 'PySCF-16-cores-CPU.csv' output_file = args.output_path + output_file -def run_dft(filename): - mol = pyscf.M(atom=filename, basis=bas, max_memory=64000) +def run_dft(path, filename): + mol = pyscf.M(atom=path+filename, basis=bas, max_memory=64000) start_time = time.time() # set verbose >= 6 for debugging timer - mol.verbose = 4 #verbose + mol.verbose = 1 #verbose mol.max_memory = 40000 mf = rks.RKS(mol, xc=xc).density_fit(auxbasis='def2-universal-jkfit') if args.solvent: mf = mf.PCM() - mf.lebedev_order = 29 - mf.method = 'IEF-PCM' - + mf.with_solvent.lebedev_order = 29 + mf.with_solvent.method = 'IEF-PCM' + mf.with_solvent.eps = 78.3553 + mf.verbose = 6 mf.grids.atom_grid = (99,590) mf.chkfile = None prep_time = time.time() - start_time @@ -62,7 +64,7 @@ def run_dft(filename): try: e_dft = mf.kernel() scf_time = time.time() - start_time - except: + except Exception: scf_time = -1 e_dft = 0 @@ -76,8 +78,9 @@ def run_dft(filename): g.auxbasis_response = True f = g.kernel() grad_time = time.time() - start_time - except: + except Exception: grad_time = -1 + f = -1 # calculate hessian if args.device == 'GPU': @@ -85,16 +88,18 @@ def run_dft(filename): hess_time = -1 if args.with_hessian: - try: - start_time = time.time() - h = mf.Hessian() - h.auxbasis_response = 1 - h.max_memory = 40000 - hess = h.kernel() - hess_time = time.time() - start_time - except: - hess_time = -1 + #try: + start_time = time.time() + h = mf.Hessian() + h.auxbasis_response = 1 + h.max_memory = 40000 + hess = h.kernel().reshape([3*mol.natm, 3*mol.natm]) + hess_time = time.time() - start_time + #except Exception: + # hess_time = -1 + # hess = -1 + np.savez(args.output_path+filename+'.npz', e_dft=e_dft, grad=f, hess=hess) return mol.natm, mol.nao, scf_time, grad_time, hess_time, e_dft fields = ['mol','natm', 'nao', 't_scf', 't_gradient', 't_hessian', 'e_tot'] @@ -105,7 +110,7 @@ def run_dft(filename): for filename in sorted(os.listdir(args.input_path)): if filename.endswith(".xyz"): print(f'running DFT {filename}') - info = run_dft(args.input_path+filename) + info = run_dft(args.input_path, filename) row = [filename[:-4]]+list(info) csvwriter.writerow(row) csvfile.flush() diff --git a/benchmarks/df/organic/basis/sto-3g/Tesla V100-SXM2-32GB.csv b/benchmarks/df/organic/basis/sto-3g/Tesla V100-SXM2-32GB.csv index 18603814..54b1e178 100644 --- a/benchmarks/df/organic/basis/sto-3g/Tesla V100-SXM2-32GB.csv +++ b/benchmarks/df/organic/basis/sto-3g/Tesla V100-SXM2-32GB.csv @@ -1,14 +1,14 @@ mol,natm,nao,t_scf,t_gradient,t_hessian,e_tot -020_Vitamin_C,20,68,7.735399961471558,0.8264245986938477,-1,-675.5191427445513 -031_Inosine,31,107,12.40164589881897,1.2864620685577393,-1,-970.3601703535105 -033_Bisphenol_A,33,101,9.470605850219727,1.3010294437408447,-1,-722.4575094545307 -037_Mg_Porphin,37,141,10.585906982421875,1.7864344120025635,-1,-1173.7927754921361 -042_Penicillin_V,42,142,14.566765546798706,1.8530471324920654,-1,-1485.4649683739317 -045_Ochratoxin_A,45,157,16.409618377685547,2.151444673538208,-1,-1643.4719863900054 -052_Cetirizine,52,164,16.940945386886597,2.433612108230591,-1,-1591.0513291828825 -057_Tamoxifen,57,169,17.164642333984375,2.5976877212524414,-1,-1123.9167963056734 -066_Raffinose,66,202,19.061853408813477,3.485790491104126,-1,-1882.9880554750498 -084_Sphingomyelin,84,220,70.13539099693298,4.33745265007019,-1,-1787.52705174446 -095_Azadirachtin,95,299,35.65800380706787,7.805527210235596,-1,-2530.024523612371 -113_Taxol,113,361,41.06178140640259,12.37047815322876,-1,-2891.8561844202995 -168_Valinomycin,168,480,66.3832175731659,26.61207914352417,-1,-3744.922364373644 +020_Vitamin_C,20,68,7.868626832962036,1.0551254749298096,160.80799293518066,-675.538636198446 +031_Inosine,31,107,13.161744117736816,1.6693317890167236,409.3673324584961,-970.3940011476416 +033_Bisphenol_A,33,101,11.190348148345947,1.703892707824707,454.6797456741333,-722.4680797386372 +037_Mg_Porphin,37,141,13.220695495605469,2.3627896308898926,613.8060190677643,-1173.8015084893464 +042_Penicillin_V,42,142,16.221434831619263,2.5661509037017822,806.1365261077881,-1485.48745890511 +045_Ochratoxin_A,45,157,17.118950366973877,2.869781255722046,942.4001016616821,-1643.4889926123333 +052_Cetirizine,52,164,18.82169008255005,3.2975871562957764,1308.8825283050537,-1591.0707662509653 +057_Tamoxifen,57,169,20.3020281791687,3.712913751602173,1614.187731742859,-1123.9277518506542 +066_Raffinose,66,202,22.84470796585083,4.8171586990356445,2398.439987182617,-1883.0349428068212 +084_Sphingomyelin,84,220,35.961305141448975,-1,-1,-1787.6089723002701 +095_Azadirachtin,95,299,41.4524290561676,10.98064112663269,-1,-2530.0502561379244 +113_Taxol,113,361,56.471648931503296,-1,-1,-2891.887299140597 +168_Valinomycin,168,480,-1,-1,-1,0 diff --git a/benchmarks/df/organic/solvent/def2-tzvpp/Tesla V100-SXM2-32GB.csv b/benchmarks/df/organic/solvent/def2-tzvpp/Tesla V100-SXM2-32GB.csv new file mode 100644 index 00000000..97c74f34 --- /dev/null +++ b/benchmarks/df/organic/solvent/def2-tzvpp/Tesla V100-SXM2-32GB.csv @@ -0,0 +1,9 @@ +mol,natm,nao,t_scf,t_gradient,t_hessian,e_tot +020_Vitamin_C,20,484,10.453456163406372,2.7370195388793945,363.0008842945099,-685.0347463979249 +031_Inosine,31,757,20.68114447593689,6.736889600753784,1316.5888483524323,-983.7176439065447 +033_Bisphenol_A,33,751,17.637565851211548,6.877225160598755,1420.3841083049774,-731.960347742662 +037_Mg_Porphin,37,944,24.36361074447632,11.089943408966064,2439.1287682056427,-1188.8981396236977 +042_Penicillin_V,42,1007,30.862167358398438,11.582371473312378,3181.5790650844574,-1504.6450542609673 +045_Ochratoxin_A,45,1100,33.41982841491699,14.166359901428223,4029.220572948456,-1664.4396913351384 +052_Cetirizine,52,1198,40.039607763290405,18.70956540107727,6276.552805900574,-1611.0213497063874 +057_Tamoxifen,57,1274,44.171112298965454,20.529136180877686,7396.354176044464,-1138.3891845703356 diff --git a/benchmarks/df/organic/solvent/sto-3g/Tesla V100-SXM2-32GB.csv b/benchmarks/df/organic/solvent/sto-3g/Tesla V100-SXM2-32GB.csv new file mode 100644 index 00000000..bf7be591 --- /dev/null +++ b/benchmarks/df/organic/solvent/sto-3g/Tesla V100-SXM2-32GB.csv @@ -0,0 +1,7 @@ +mol,natm,nao,t_scf,t_gradient,t_hessian,e_tot +020_Vitamin_C,20,68,7.757320165634155,1.040503740310669,174.4666724205017,-675.5386361984456 +031_Inosine,31,107,13.179906129837036,1.6433496475219727,417.5237069129944,-970.3940011476411 +033_Bisphenol_A,33,101,11.242647647857666,1.7435667514801025,456.6348719596863,-722.4680797386372 +037_Mg_Porphin,37,141,13.297797203063965,2.399493455886841,637.2147407531738,-1173.8015084893468 +042_Penicillin_V,42,142,17.28551435470581,2.550989866256714,803.3315801620483,-1485.4874589051096 +045_Ochratoxin_A,45,157,16.84193205833435,2.799733877182007,933.1838977336884,-1643.4889926123315 diff --git a/benchmarks/df/organic/xc/LDA/qchem-32-cores-cpu.csv b/benchmarks/df/organic/xc/LDA/qchem-32-cores-cpu.csv index 9a2de937..5471ca66 100644 --- a/benchmarks/df/organic/xc/LDA/qchem-32-cores-cpu.csv +++ b/benchmarks/df/organic/xc/LDA/qchem-32-cores-cpu.csv @@ -1,13 +1 @@ mol,t_scf,t_gradient,e_tot -020_Vitamin_C,14.0,3.56,-679.7314745086 -031_Inosine,49.0,7.96,-975.8114577115 -033_Bisphenol_A,46.0,8.89,-725.553763622 -037_Mg_Porphin,66.0,14.14,-1179.2748793144 -042_Penicillin_V,64.0,13.64,-1494.103579632 -045_Ochratoxin_A,94.0,17.73,-1652.8352834053 -052_Cetirizine,141.0,23.98,-1599.5921033435 -057_Tamoxifen,130.0,28.07,-1128.1503311128 -066_Raffinose,159.0,38.63,-1894.4283011989 -084_Sphingomyelin,181.0,37.76,-1796.8793820306 -095_Azadirachtin,503.0,108.83,-2543.5362671667 -113_Taxol,815.0,175.2,-2906.2707301461 diff --git a/benchmarks/df/qchem.py b/benchmarks/df/qchem.py index 9225997a..236e89d3 100644 --- a/benchmarks/df/qchem.py +++ b/benchmarks/df/qchem.py @@ -8,6 +8,7 @@ parser.add_argument('--xc', type=str, default='B3LYP') parser.add_argument('--input_path', type=str, default='./') parser.add_argument('--output_path', type=str, default='./') + args = parser.parse_args() bas = args.basis xc = args.xc @@ -43,9 +44,9 @@ def run_dft(filename): input.write("THRESH 14\n") input.write("BASIS_LIN_DEP_THRESH 12\n") input.write("$end\n") - + filename = args.xc + '_' + args.basis - subprocess.run(['qchem', '-np', '32', 'qchem_input.in', filename]) + subprocess.run(['qchem', '-save', '-np', '32', 'qchem_input.in', filename, args.output_path+'/qcarchive_'+filename]) with open(filename, 'w') as output_file: lines = output_file.readlines() for line in lines: diff --git a/benchmarks/df/qchem_input.in b/benchmarks/df/qchem_input.in new file mode 100644 index 00000000..9f357459 --- /dev/null +++ b/benchmarks/df/qchem_input.in @@ -0,0 +1,86 @@ +$molecule +0 1 +C -1.42958937 -1.01658249 2.44831265 +C -1.54149463 -0.27943595 1.12935913 +C -2.95243912 1.47129501 2.22492550 +C -2.84134324 0.73400280 3.54388810 +C -1.55797242 -0.06742235 3.62210684 +H -0.66497820 0.41085733 1.01283439 +H -0.44314689 -1.54644194 2.49994231 +H -3.93813646 2.00251835 2.17350554 +H -3.71865156 0.04459988 3.66018043 +H -0.68133448 0.63238265 3.63327796 +O -1.92499204 2.46279929 2.14636482 +C -1.46076301 4.67520648 3.08258818 +C -1.65192906 4.60593616 4.58432062 +H -0.74117334 5.43388332 2.85565168 +C -3.37658473 6.27667868 2.91318631 +C -2.26541279 5.88367074 5.11970508 +H -2.31747310 3.73866848 4.83580579 +C -3.56636040 6.20921206 4.41472333 +H -4.36600055 6.45426127 2.41719619 +H -1.54350069 6.73075622 4.97913735 +H -4.32958469 5.42429404 4.65913754 +O -2.52952388 7.38269576 2.59051909 +C -3.31900286 8.44866624 2.05635630 +C -3.26458455 9.66301263 2.97202724 +C -2.80523815 10.85434814 2.14390783 +H -4.26911658 9.86120175 3.42267320 +C -2.45049436 10.34868118 0.75291070 +H -1.92149828 11.34764146 2.62047963 +H -3.01626404 10.91739387 -0.02697788 +C -4.76356005 7.92754855 1.94107026 +H -4.78266313 7.06714393 1.30527236 +H -5.12531018 7.66145994 2.91227245 +O -2.82580898 0.52071700 1.05150767 +C -0.93849427 3.31732760 2.57761263 +H -0.77727115 3.36776157 1.52103158 +H -0.01653199 3.08491476 3.06839754 +C -1.49224313 -1.28985314 -0.03177454 +H -0.58145107 -1.84899344 0.02037852 +H -2.32526415 -1.95746693 0.04080516 +C -0.95163774 10.56175833 0.47072820 +H -0.66603955 9.99216789 -0.38886496 +H -0.38034325 10.24135666 1.31681648 +O -1.55044662 -0.58860344 -1.27666860 +H -1.40118565 -1.20385620 -1.99832308 +O -2.45542951 -2.00981905 2.52598600 +H -2.07814582 -2.83668451 2.83509848 +O -1.53066740 -0.81010098 4.84381994 +H -0.61998842 -0.98424670 5.09269150 +O -2.88646987 1.67226139 4.62209700 +H -3.42291955 1.31644411 5.33428785 +O -0.39050984 4.37790095 5.21813565 +H -0.43907755 4.65272412 6.13667438 +O -2.50206790 5.74947404 6.52358741 +H -2.24542728 6.55931660 6.97067871 +O -4.06906224 7.46048270 4.89065678 +H -4.76357327 7.30283533 5.53439721 +O -2.76235824 4.99928466 2.37789525 +O -5.59594331 8.94915410 1.38576835 +H -6.48998576 8.61436213 1.28476127 +O -2.79571817 8.86766013 0.68976834 +O -2.35757225 9.42976003 4.05268533 +H -2.22828280 10.24429373 4.54402949 +O -3.84292711 11.83519815 2.06622328 +H -3.45759742 12.71343457 2.10890596 +O -0.70503591 11.94904429 0.22675035 +H 0.04258943 12.04182451 -0.36826913 + +$end +$rem +JOBTYPE force +METHOD LDA +BASIS def2-tzvpp +SYMMETRY FALSE +SYM_IGNORE TRUE +XC_GRID 000099000590 +NL_GRID 000050000194 +MAX_SCF_CYCLES 100 +ri_j True +ri_k True +aux_basis RIJK-def2-tzvp +SCF_CONVERGENCE 9 +THRESH 14 +BASIS_LIN_DEP_THRESH 12 +$end diff --git a/benchmarks/df/run_gpu4pyscf.sh b/benchmarks/df/run_gpu4pyscf.sh index c50cfceb..e158ba14 100644 --- a/benchmarks/df/run_gpu4pyscf.sh +++ b/benchmarks/df/run_gpu4pyscf.sh @@ -2,16 +2,23 @@ DIR="./organic/xc" [ ! -d "$DIR" ] && mkdir -p "$DIR" -for xc in LDA PBE B3LYP M06 wB97m-v -do - python3 dft_driver.py --input_path ../molecules/organic/ --output_path ./organic/xc/$xc/ --xc $xc -done -exit + +run --cpu 64 --memory 128 --gpu 1 -- python3 dft_driver.py --input_path ../molecules/organic/ --output_path ./organic/xc/LDA/ --xc LDA +run --cpu 64 --memory 128 --gpu 1 -- python3 dft_driver.py --input_path ../molecules/organic/ --output_path ./organic/xc/PBE/ --xc PBE +run --cpu 64 --memory 128 --gpu 1 -- python3 dft_driver.py --input_path ../molecules/organic/ --output_path ./organic/xc/B3LYP/ --xc B3LYP +run --cpu 64 --memory 128 --gpu 1 -- python3 dft_driver.py --input_path ../molecules/organic/ --output_path ./organic/xc/M06/ --xc M06 +run --cpu 64 --memory 128 --gpu 1 -- python3 dft_driver.py --input_path ../molecules/organic/ --output_path ./organic/xc/wB97m-v/ --xc wB97m-v DIR="./organic/basis" [ ! -d "$DIR" ] && mkdir -p "$DIR" -for basis in def2-svp def2-tzvpp def2-tzvpd sto-3g 6-31g -do - python3 dft_driver.py --input_path ../molecules/organic/ --output_path ./organic/basis/$basis/ --basis $basis -done +run --cpu 64 --memory 128 --gpu 1 -- python3 dft_driver.py --input_path ../molecules/organic/ --output_path ./organic/basis/def2-svp/ --basis def2-svp +run --cpu 64 --memory 128 --gpu 1 -- python3 dft_driver.py --input_path ../molecules/organic/ --output_path ./organic/basis/def2-tzvpp/ --basis def2-tzvpp +run --cpu 64 --memory 128 --gpu 1 -- python3 dft_driver.py --input_path ../molecules/organic/ --output_path ./organic/basis/def2-tzvpd/ --basis def2-tzvpd +run --cpu 64 --memory 128 --gpu 1 -- python3 dft_driver.py --input_path ../molecules/organic/ --output_path ./organic/basis/sto-3g/ --basis sto-3g +run --cpu 64 --memory 128 --gpu 1 -- python3 dft_driver.py --input_path ../molecules/organic/ --output_path ./organic/basis/6-31g/ --basis 6-31g + +DIR="./organic/solvent" +[ ! -d "$DIR" ] && mkdir -p "$DIR" + +run --cpu 64 --memory 128 --gpu 1 -- python3 dft_driver.py --input_path ../molecules/organic/ --output_path ./organic/solvent/def2-tzvpp/ --basis def2-tzvpp --with_hessian True --solvent C-PCM diff --git a/benchmarks/df/run_qchem.sh b/benchmarks/df/run_qchem.sh index adc8731f..b29015c9 100644 --- a/benchmarks/df/run_qchem.sh +++ b/benchmarks/df/run_qchem.sh @@ -1,5 +1,7 @@ #!/bin/bash +export QCSCRATCH=/tmp/ + DIR="./organic/xc" [ ! -d "$DIR" ] && mkdir -p "$DIR" @@ -8,9 +10,9 @@ DIR="./organic/basis" #for xc in LDA PBE B3LYP M06 wB97m-v run --cpu 64 --memory 128 --gpu 0 -- python3 qchem.py --input_path ../molecules/organic/ --output_path ./organic/xc/LDA/ --xc LDA && -run --cpu 64 --memory 128 --gpu 0 -- python3 qchem.py --input_path ../molecules/organic/ --output_path ./organic/xc/PBE/ --xc PBE && +run --cpu 64 --memory 128 --gpu 0 -- python3 qchem.py --input_path ../molecules/organic/ --output_path ./organic/xc/PBE/ --xc PBE && run --cpu 64 --memory 128 --gpu 0 -- python3 qchem.py --input_path ../molecules/organic/ --output_path ./organic/xc/B3LYP/ --xc B3LYP && -run --cpu 64 --memory 128 --gpu 0 -- python3 qchem.py --input_path ../molecules/organic/ --output_path ./organic/xc/M06/ --xc M06 && +run --cpu 64 --memory 128 --gpu 0 -- python3 qchem.py --input_path ../molecules/organic/ --output_path ./organic/xc/M06/ --xc M06 && run --cpu 64 --memory 128 --gpu 0 -- python3 qchem.py --input_path ../molecules/organic/ --output_path ./organic/xc/wB97m-v/ --xc wB97m-v && #for basis in def2-svp def2-tzvpp def2-tzvpd sto-3g 6-31g 6-31g* diff --git a/benchmarks/scf/dft_driver.py b/benchmarks/scf/dft_driver.py index 0a63d350..5cc05a66 100644 --- a/benchmarks/scf/dft_driver.py +++ b/benchmarks/scf/dft_driver.py @@ -15,7 +15,10 @@ parser.add_argument('--device', type=str, default='GPU') parser.add_argument('--input_path', type=str, default='./') parser.add_argument('--output_path', type=str, default='./') +parser.add_argument('--with_gradient', type=bool, default=False) parser.add_argument('--with_hessian', type=bool, default=False) +parser.add_argument("--solvent", type=bool, default=False) + args = parser.parse_args() bas = args.basis verbose = args.verbose @@ -39,23 +42,29 @@ output_file = 'PySCF-16-cores-CPU.csv' output_file = args.output_path + output_file -def run_dft(filename): +def run_dft(filename): mol = pyscf.M(atom=filename, basis=bas, max_memory=64000) - start_time = time.time() + start_time = time.time() # set verbose >= 6 for debugging timer mol.verbose = 4 #verbose mol.max_memory = 40000 mf = rks.RKS(mol, xc=xc) + if args.solvent: + mf = mf.PCM() + mf.with_solvent.lebedev_order = 29 + mf.with_solvent.method = 'IEF-PCM' + mf.with_solvent.eps = 78.3553 mf.grids.atom_grid = (99,590) mf.chkfile = None prep_time = time.time() - start_time mf.conv_tol = 1e-9 mf.nlcgrids.atom_grid = (50,194) mf.max_cycle = 100 + print(mf.scf_summary) try: e_dft = mf.kernel() scf_time = time.time() - start_time - except: + except Exception: scf_time = -1 e_dft = 0 @@ -68,13 +77,13 @@ def run_dft(filename): g.max_memory = 40000 f = g.kernel() grad_time = time.time() - start_time - except: + except Exception: grad_time = -1 # calculate hessian if args.device == 'GPU': cupy.get_default_memory_pool().free_all_blocks() - + hess_time = -1 if args.with_hessian: try: @@ -83,7 +92,7 @@ def run_dft(filename): h.max_memory = 40000 hess = h.kernel() hess_time = time.time() - start_time - except: + except Exception: hess_time = -1 return mol.natm, mol.nao, scf_time, grad_time, hess_time, e_dft diff --git a/examples/01-h2o_dftd3.py b/examples/01-h2o_dftd3.py index f22c745e..63e432cc 100644 --- a/examples/01-h2o_dftd3.py +++ b/examples/01-h2o_dftd3.py @@ -21,7 +21,7 @@ lib.num_threads(8) -atom =''' +atom =''' O 0.0000000000 -0.0000000000 0.1174000000 H -0.7570000000 -0.0000000000 -0.4696000000 H 0.7570000000 0.0000000000 -0.4696000000 @@ -46,7 +46,7 @@ # Compute Energy print('------------------- Energy -----------------------------') -e_dft = mf_GPU.kernel() +e_dft = mf_GPU.kernel() print('DFT energy by GPU4PySCF') print(e_dft) print('DFT energy by Q-Chem') diff --git a/examples/14-pcm_solvent.py b/examples/14-pcm_solvent.py index 3def0ee4..8eaabbf8 100644 --- a/examples/14-pcm_solvent.py +++ b/examples/14-pcm_solvent.py @@ -13,8 +13,9 @@ # You should have received a copy of the GNU General Public License # along with this program. If not, see . +import numpy as np import pyscf -from pyscf import lib +from pyscf import lib, df from gpu4pyscf.dft import rks lib.num_threads(8) @@ -23,16 +24,30 @@ H -0.7570000000 -0.0000000000 -0.4696000000 H 0.7570000000 0.0000000000 -0.4696000000 ''' -mol = pyscf.M(atom=atom, basis='def2-tzvpp', verbose=4) + +mol = pyscf.M(atom=atom, basis='def2-tzvpp', verbose=0) mf = rks.RKS(mol, xc='HYB_GGA_XC_B3LYP').density_fit() mf = mf.PCM() +mf.verbose = 6 mf.grids.atom_grid = (99,590) +mf.small_rho_cutoff = 1e-10 mf.with_solvent.lebedev_order = 29 # 302 Lebedev grids -mf.with_solvent.method = 'IEF-PCM' +mf.with_solvent.method = 'C-PCM' mf.with_solvent.eps = 78.3553 mf.kernel() -g = mf.nuc_grad_method() -g.auxbasis_response = True -f = g.kernel() +gradobj = mf.nuc_grad_method() +gradobj.auxbasis_response = True +f = gradobj.kernel() + +hessobj = mf.Hessian() +hess = hessobj.kernel() + +# mass weighted hessian +mass = [15.99491, 1.00783, 1.00783] +for i in range(3): + for j in range(3): + hess[i,j] = hess[i,j]/np.sqrt(mass[i]*mass[j]) + + diff --git a/examples/15-chelpg.py b/examples/15-chelpg.py index f102741b..473d500d 100644 --- a/examples/15-chelpg.py +++ b/examples/15-chelpg.py @@ -17,7 +17,6 @@ from gpu4pyscf.dft import rks from gpu4pyscf.qmmm import chelpg - mol = gto.Mole() mol.verbose = 0 mol.output = None @@ -30,7 +29,7 @@ mol.unit = 'B' mol.build() mol.verbose = 6 - + xc = 'b3lyp' mf = rks.RKS(mol, xc=xc) mf.grids.level = 5 diff --git a/examples/density.npz b/examples/density.npz deleted file mode 100644 index 3c044d03be33aada96aa4540199fd4a2068d59b2..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 1225666 zcmbTfb#zx(w6;re4-i~~L(u{ST4Zg!1&X$K3GPmDibHW|f#MJ-PATp(cW@Gdy9T%7 zTJ&?}=Q74QbMzgIp3FSIXRbB(PIGEiixoR%jQ{sf))>XwJR1|Ec%m5p z^FIk=q>Rz6Yx^$0^eot=TfZ-2B>Ug=fB)wH{Eg3lrquZ9hguE4h|xR7fZVNG_iWiC z_qQRrOSdVRJAX*-HeGxC(xZ8o(5^jNwf>*Ha`R3-TYt`bwrk$4_2+-iQ?zjL!X@*E z6wRAI|NUY<|F2S~w!PTU`mlMpY(Qw=Ka2YEKAW;cbo%o< 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mf_df.kernel() scf_time = time.time() - start_time print(f'compute time for energy: {scf_time:.3f} s') @@ -60,3 +67,6 @@ h_dft = h.kernel() hess_time = time.time() - start_time print(f'compute time for hessian: {hess_time:.3f} s') + +import numpy +numpy.savez('gpu4pyscf_out.npz', e_tot=e_tot, f=f, h_dft=h_dft) \ No newline at end of file diff --git a/gpu4pyscf/__init__.py b/gpu4pyscf/__init__.py index 681a2e88..550ac39c 100644 --- a/gpu4pyscf/__init__.py +++ b/gpu4pyscf/__init__.py @@ -1,2 +1,2 @@ from . import lib, grad, hessian, solvent, scf, dft -__version__ = '0.6.5' +__version__ = '0.6.6' diff --git a/gpu4pyscf/df/hessian/rks.py b/gpu4pyscf/df/hessian/rks.py index b7432314..77593b94 100644 --- a/gpu4pyscf/df/hessian/rks.py +++ b/gpu4pyscf/df/hessian/rks.py @@ -33,6 +33,7 @@ from gpu4pyscf.hessian import rks as rks_hess from gpu4pyscf.df.hessian import rhf as df_rhf_hess from gpu4pyscf.lib import logger +from gpu4pyscf.lib.cupy_helper import contract def partial_hess_elec(hessobj, mo_energy=None, mo_coeff=None, mo_occ=None, atmlst=None, max_memory=4000, verbose=None): @@ -74,10 +75,10 @@ def partial_hess_elec(hessobj, mo_energy=None, mo_coeff=None, mo_occ=None, for i0, ia in enumerate(atmlst): shl0, shl1, p0, p1 = aoslices[ia] veff = vxc[ia] - de2[i0,i0] += cupy.einsum('xypq,pq->xy', veff_diag[:,:,p0:p1], dm0[p0:p1])*2 + de2[i0,i0] += contract('xypq,pq->xy', veff_diag[:,:,p0:p1], dm0[p0:p1])*2 for j0, ja in enumerate(atmlst[:i0+1]): q0, q1 = aoslices[ja][2:] - de2[i0,j0] += cupy.einsum('xypq,pq->xy', veff[:,:,q0:q1], dm0[q0:q1])*2 + de2[i0,j0] += contract('xypq,pq->xy', veff[:,:,q0:q1], dm0[q0:q1])*2 for j0 in range(i0): de2[j0,i0] = de2[i0,j0].T log.timer('RKS partial hessian', *time0) diff --git a/gpu4pyscf/grad/rks.py b/gpu4pyscf/grad/rks.py index 316478cc..82b0befd 100644 --- a/gpu4pyscf/grad/rks.py +++ b/gpu4pyscf/grad/rks.py @@ -22,13 +22,13 @@ import cupy import pyscf from pyscf import lib, gto -from pyscf.lib import logger from pyscf.dft import radi from gpu4pyscf.lib.utils import patch_cpu_kernel from gpu4pyscf.grad import rhf as rhf_grad from gpu4pyscf.dft import numint, xc_deriv, rks from gpu4pyscf.dft.numint import _GDFTOpt, AO_THRESHOLD from gpu4pyscf.lib.cupy_helper import contract, get_avail_mem, add_sparse, tag_array, load_library +from gpu4pyscf.lib import logger from pyscf import __config__ MIN_BLK_SIZE = getattr(__config__, 'min_grid_blksize', 128*128) diff --git a/gpu4pyscf/lib/logger.py b/gpu4pyscf/lib/logger.py index 60497816..6367b440 100644 --- a/gpu4pyscf/lib/logger.py +++ b/gpu4pyscf/lib/logger.py @@ -54,19 +54,20 @@ def timer(rec, msg, cpu0=None, wall0=None, gpu0=None): if rec.verbose >= TIMER_LEVEL: rec._e0.record() rec._e0.synchronize() - flush(rec, ' CPU time for %20s %9.2f sec, wall time %9.2f sec, GPU time for %9.2f ms' + + flush(rec, ' CPU time for %50s %9.2f sec, wall time %9.2f sec, GPU time for %9.2f ms' % (msg, rec._t0-cpu0, rec._w0-wall0, cupy.cuda.get_elapsed_time(gpu0,rec._e0))) return rec._t0, rec._w0, rec._e0 elif wall0: rec._t0, rec._w0 = process_clock(), perf_counter() if rec.verbose >= TIMER_LEVEL: - flush(rec, ' CPU time for %20s %9.2f sec, wall time %9.2f sec' + flush(rec, ' CPU time for %50s %9.2f sec, wall time %9.2f sec' % (msg, rec._t0-cpu0, rec._w0-wall0)) return rec._t0, rec._w0 else: rec._t0 = process_clock() if rec.verbose >= TIMER_LEVEL: - flush(rec, ' CPU time for %20s %9.2f sec' % (msg, rec._t0-cpu0)) + flush(rec, ' CPU time for %50s %9.2f sec' % (msg, rec._t0-cpu0)) return rec._t0, def _timer_debug1(rec, msg, cpu0=None, wall0=None, gpu0=None, sync=True): @@ -84,6 +85,7 @@ def _timer_debug1(rec, msg, cpu0=None, wall0=None, gpu0=None, sync=True): return rec._t0, info = lib.logger.info +note = lib.logger.note debug = lib.logger.debug debug1 = lib.logger.debug1 debug2 = lib.logger.debug2 diff --git a/gpu4pyscf/scf/cphf.py b/gpu4pyscf/scf/cphf.py index ddfb6f67..fdd45453 100644 --- a/gpu4pyscf/scf/cphf.py +++ b/gpu4pyscf/scf/cphf.py @@ -26,8 +26,9 @@ from pyscf import lib from gpu4pyscf.lib.cupy_helper import krylov from gpu4pyscf.lib import logger + def solve(fvind, mo_energy, mo_occ, h1, s1=None, - max_cycle=20, tol=1e-9, hermi=False, verbose=logger.WARN): + max_cycle=50, tol=1e-9, hermi=False, verbose=logger.WARN): ''' Args: fvind : function @@ -36,7 +37,7 @@ def solve(fvind, mo_energy, mo_occ, h1, s1=None, hermi : boolean Whether the matrix defined by fvind is Hermitian or not. ''' - + if s1 is None: return solve_nos1(fvind, mo_energy, mo_occ, h1, max_cycle, tol, hermi, verbose) @@ -69,7 +70,7 @@ def vind_vo(mo1): # h1 shape is (:,nocc+nvir,nocc) def solve_withs1(fvind, mo_energy, mo_occ, h1, s1, - max_cycle=20, tol=1e-9, hermi=False, verbose=logger.WARN): + max_cycle=50, tol=1e-9, hermi=False, verbose=logger.WARN): '''For field dependent basis. First order overlap matrix is non-zero. The first order orbitals are set to C^1_{ij} = -1/2 S1 @@ -96,7 +97,7 @@ def solve_withs1(fvind, mo_energy, mo_occ, h1, s1, s1 = s1.reshape(-1,nmo,nocc) hs = mo1base = h1.reshape(-1,nmo,nocc) - s1*e_i mo_e1 = hs[:,occidx,:].copy() - + mo1base[:,viridx] *= -e_ai mo1base[:,occidx] = -s1[:,occidx] * .5 diff --git a/gpu4pyscf/scf/diis.py b/gpu4pyscf/scf/diis.py index c39c9dfc..b1e4c1f7 100644 --- a/gpu4pyscf/scf/diis.py +++ b/gpu4pyscf/scf/diis.py @@ -14,7 +14,7 @@ # limitations under the License. # # Author: Qiming Sun -# +# # modified by Xiaojie Wu """ @@ -26,9 +26,10 @@ import cupy import scipy.linalg import scipy.optimize -import gpu4pyscf.lib as lib -from pyscf.lib import logger import pyscf.scf.diis as cpu_diis +import gpu4pyscf.lib as lib +from gpu4pyscf.lib import logger + DEBUG = False # J. Mol. Struct. 114, 31-34 (1984); DOI:10.1016/S0022-2860(84)87198-7 diff --git a/gpu4pyscf/scf/hf.py b/gpu4pyscf/scf/hf.py index 8e1a9855..8bcfd65e 100644 --- a/gpu4pyscf/scf/hf.py +++ b/gpu4pyscf/scf/hf.py @@ -467,7 +467,6 @@ def _gen_rhf_response(mf, mo_coeff=None, mo_occ=None, orbital hessian or CPHF will be generated. If singlet is boolean, it is used in TDDFT response kernel. ''' - if mo_coeff is None: mo_coeff = mf.mo_coeff if mo_occ is None: mo_occ = mf.mo_occ mol = mf.mol diff --git a/gpu4pyscf/solvent/_attach_solvent.py b/gpu4pyscf/solvent/_attach_solvent.py index da556302..23e08af2 100644 --- a/gpu4pyscf/solvent/_attach_solvent.py +++ b/gpu4pyscf/solvent/_attach_solvent.py @@ -13,6 +13,7 @@ # You should have received a copy of the GNU General Public License # along with this program. If not, see . +import cupy from pyscf import lib from pyscf.lib import logger from pyscf.solvent._attach_solvent import _Solvation @@ -98,6 +99,10 @@ def nuc_grad_method(self): Gradients = nuc_grad_method + def Hessian(self): + hess_method = oldMF.Hessian(self) + return self.with_solvent.Hessian(hess_method) + def gen_response(self, *args, **kwargs): vind = oldMF.gen_response(self, *args, **kwargs) is_uhf = isinstance(self, scf.uhf.UHF) diff --git a/gpu4pyscf/solvent/grad/pcm.py b/gpu4pyscf/solvent/grad/pcm.py index 4df17558..88001e35 100644 --- a/gpu4pyscf/solvent/grad/pcm.py +++ b/gpu4pyscf/solvent/grad/pcm.py @@ -22,12 +22,14 @@ import cupy from cupyx import scipy from pyscf import lib -from pyscf.lib import logger from pyscf import gto, df from pyscf.grad import rhf as rhf_grad from gpu4pyscf.solvent.pcm import PI, switch_h from gpu4pyscf.df import int3c2e +from gpu4pyscf.lib.cupy_helper import contract +from gpu4pyscf.lib import logger + libdft = lib.load_library('libdft') def grad_switch_h(x): @@ -69,9 +71,9 @@ def get_dF_dA(surface): riJ = cupy.linalg.norm(ri_rJ, axis=-1) diJ = (riJ - R_in_J) / R_sw_J diJ[:,ia] = 1.0 - diJ[diJ < 1e-8] = 0.0 + diJ[diJ < 1e-12] = 0.0 ri_rJ[:,ia,:] = 0.0 - ri_rJ[diJ < 1e-8] = 0.0 + ri_rJ[diJ < 1e-12] = 0.0 fiJ = switch_h(diJ) dfiJ = grad_switch_h(diJ) / (fiJ * riJ * R_sw_J) @@ -138,16 +140,44 @@ def get_dD_dS(surface, dF, with_S=True, with_D=False): return dD, dS, dSii -def grad_kernel(pcmobj, dm): +def grad_nuc(pcmobj): + if not pcmobj._intermediates: + pcmobj.build() + mol = pcmobj.mol + q_sym = pcmobj._intermediates['q_sym'].get() + gridslice = pcmobj.surface['gslice_by_atom'] + grid_coords = pcmobj.surface['grid_coords'].get() + exponents = pcmobj.surface['charge_exp'].get() + + atom_coords = mol.atom_coords(unit='B') + atom_charges = numpy.asarray(mol.atom_charges(), dtype=numpy.float64) + fakemol_nuc = gto.fakemol_for_charges(atom_coords) + fakemol = gto.fakemol_for_charges(grid_coords, expnt=exponents**2) + + int2c2e_ip1 = mol._add_suffix('int2c2e_ip1') + + v_ng_ip1 = gto.mole.intor_cross(int2c2e_ip1, fakemol_nuc, fakemol) + + dv_g = numpy.einsum('g,xng->nx', q_sym, v_ng_ip1) + de = -numpy.einsum('nx,n->nx', dv_g, atom_charges) + + v_ng_ip1 = gto.mole.intor_cross(int2c2e_ip1, fakemol, fakemol_nuc) + + dv_g = numpy.einsum('n,xgn->gx', atom_charges, v_ng_ip1) + dv_g = numpy.einsum('gx,g->gx', dv_g, q_sym) + + de -= numpy.asarray([numpy.sum(dv_g[p0:p1], axis=0) for p0,p1 in gridslice]) + return de + +def grad_elec(pcmobj, dm): ''' dE = 0.5*v* d(K^-1 R) *v + q*dv v^T* d(K^-1 R)v = v^T*K^-1(dR - dK K^-1R)v = v^T K^-1(dR - dK q) ''' - mol = pcmobj.mol + if not pcmobj._intermediates: + pcmobj.build() gridslice = pcmobj.surface['gslice_by_atom'] - grid_coords = pcmobj.surface['grid_coords'] - exponents = pcmobj.surface['charge_exp'] v_grids = pcmobj._intermediates['v_grids'] A = pcmobj._intermediates['A'] D = pcmobj._intermediates['D'] @@ -159,7 +189,6 @@ def grad_kernel(pcmobj, dm): vK_1 = cupy.linalg.solve(K.T, v_grids) # ----------------- potential response ----------------------- - atom_coords = mol.atom_coords(unit='B') intopt = pcmobj.intopt intopt.clear() @@ -180,25 +209,6 @@ def grad_kernel(pcmobj, dm): dvj= 2.0 * cupy.asarray([cupy.sum(dvj[:,p0:p1], axis=1) for p0,p1 in aoslice[:,2:]]) de = dq + dvj - atom_charges = mol.atom_charges() - fakemol_nuc = gto.fakemol_for_charges(atom_coords) - fakemol = gto.fakemol_for_charges(grid_coords.get(), expnt=exponents.get()**2) - - # nuclei response - int2c2e_ip1 = mol._add_suffix('int2c2e_ip1') - v_ng_ip1 = gto.mole.intor_cross(int2c2e_ip1, fakemol_nuc, fakemol) - v_ng_ip1 = cupy.asarray(v_ng_ip1) - dv_g = cupy.einsum('g,xng->nx', q_sym, v_ng_ip1) - de -= cupy.einsum('nx,n->nx', dv_g, atom_charges) - - # nuclei potential response - int2c2e_ip2 = mol._add_suffix('int2c2e_ip2') - v_ng_ip2 = gto.mole.intor_cross(int2c2e_ip2, fakemol_nuc, fakemol) - v_ng_ip2 = cupy.asarray(v_ng_ip2) - dv_g = cupy.einsum('n,xng->gx', atom_charges, v_ng_ip2) - dv_g = cupy.einsum('gx,g->gx', dv_g, q_sym) - de -= cupy.asarray([cupy.sum(dv_g[p0:p1], axis=0) for p0,p1 in gridslice]) - ## --------------- response from stiffness matrices ---------------- gridslice = pcmobj.surface['gslice_by_atom'] dF, dA = get_dF_dA(pcmobj.surface) @@ -277,7 +287,9 @@ def kernel(self, *args, dm=None, atmlst=None, **kwargs): if dm is None: dm = self.base.make_rdm1(ao_repr=True) - self.de_solvent = grad_kernel(self.base.with_solvent, dm) + self.de_solvent = grad_elec(self.base.with_solvent, dm) + self.de_solvent+= grad_nuc(self.base.with_solvent) + self.de_solute = grad_method_class.kernel(self, *args, **kwargs) self.de = self.de_solute + self.de_solvent diff --git a/gpu4pyscf/solvent/hessian/__init__.py b/gpu4pyscf/solvent/hessian/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/gpu4pyscf/solvent/hessian/pcm.py b/gpu4pyscf/solvent/hessian/pcm.py new file mode 100644 index 00000000..5d2c4dac --- /dev/null +++ b/gpu4pyscf/solvent/hessian/pcm.py @@ -0,0 +1,207 @@ +# Copyright 2023 The GPU4PySCF Authors. All Rights Reserved. +# +# This program is free software: you can redistribute it and/or modify +# it under the terms of the GNU General Public License as published by +# the Free Software Foundation, either version 3 of the License, or +# (at your option) any later version. +# +# This program is distributed in the hope that it will be useful, +# but WITHOUT ANY WARRANTY; without even the implied warranty of +# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +# GNU General Public License for more details. +# +# You should have received a copy of the GNU General Public License +# along with this program. If not, see . + +''' +Gradient of PCM family solvent model +''' +# pylint: disable=C0103 + +import numpy +import cupy +from cupyx import scipy +from pyscf import lib +from pyscf import gto, df +from pyscf.grad import rhf as rhf_grad +from gpu4pyscf.solvent.pcm import PI, switch_h +from gpu4pyscf.solvent.grad.pcm import grad_switch_h, get_dF_dA, get_dD_dS, grad_elec, grad_nuc +from gpu4pyscf.df import int3c2e +from gpu4pyscf.lib.cupy_helper import contract +from gpu4pyscf.lib import logger + +libdft = lib.load_library('libdft') + +def hess_nuc(pcmobj): + if not pcmobj._intermediates: + pcmobj.build() + mol = pcmobj.mol + q_sym = pcmobj._intermediates['q_sym'].get() + gridslice = pcmobj.surface['gslice_by_atom'] + grid_coords = pcmobj.surface['grid_coords'].get() + exponents = pcmobj.surface['charge_exp'].get() + + atom_coords = mol.atom_coords(unit='B') + atom_charges = numpy.asarray(mol.atom_charges(), dtype=numpy.float64) + fakemol_nuc = gto.fakemol_for_charges(atom_coords) + fakemol = gto.fakemol_for_charges(grid_coords, expnt=exponents**2) + + # nuclei potential response + int2c2e_ip1ip2 = mol._add_suffix('int2c2e_ip1ip2') + v_ng_ip1ip2 = gto.mole.intor_cross(int2c2e_ip1ip2, fakemol_nuc, fakemol).reshape([3,3,mol.natm,-1]) + dv_g = numpy.einsum('n,xyng->ngxy', atom_charges, v_ng_ip1ip2) + dv_g = numpy.einsum('ngxy,g->ngxy', dv_g, q_sym) + + de = numpy.zeros([mol.natm, mol.natm, 3, 3]) + for ia in range(mol.natm): + p0, p1 = gridslice[ia] + de_tmp = numpy.sum(dv_g[:,p0:p1], axis=1) + de[:,ia] -= de_tmp + #de[ia,:] -= de_tmp.transpose([0,2,1]) + + + int2c2e_ip1ip2 = mol._add_suffix('int2c2e_ip1ip2') + v_ng_ip1ip2 = gto.mole.intor_cross(int2c2e_ip1ip2, fakemol, fakemol_nuc).reshape([3,3,-1,mol.natm]) + dv_g = numpy.einsum('n,xygn->gnxy', atom_charges, v_ng_ip1ip2) + dv_g = numpy.einsum('gnxy,g->gnxy', dv_g, q_sym) + + for ia in range(mol.natm): + p0, p1 = gridslice[ia] + de_tmp = numpy.sum(dv_g[p0:p1], axis=0) + de[ia,:] -= de_tmp + #de[ia,:] -= de_tmp.transpose([0,2,1]) + + int2c2e_ipip1 = mol._add_suffix('int2c2e_ipip1') + v_ng_ipip1 = gto.mole.intor_cross(int2c2e_ipip1, fakemol_nuc, fakemol).reshape([3,3,mol.natm,-1]) + dv_g = numpy.einsum('g,xyng->nxy', q_sym, v_ng_ipip1) + for ia in range(mol.natm): + de[ia,ia] -= dv_g[ia] * atom_charges[ia] + + v_ng_ipip1 = gto.mole.intor_cross(int2c2e_ipip1, fakemol, fakemol_nuc).reshape([3,3,-1,mol.natm]) + dv_g = numpy.einsum('n,xygn->gxy', atom_charges, v_ng_ipip1) + dv_g = numpy.einsum('g,gxy->gxy', q_sym, dv_g) + for ia in range(mol.natm): + p0, p1 = gridslice[ia] + de[ia,ia] -= numpy.sum(dv_g[p0:p1], axis=0) + + return de + +def hess_elec(pcmobj, dm, verbose=None): + ''' + slow version with finite difference + TODO: use analytical hess_nuc + ''' + log = logger.new_logger(pcmobj, verbose) + t1 = log.init_timer() + pmol = pcmobj.mol.copy() + mol = pmol.copy() + coords = mol.atom_coords(unit='Bohr') + + def pcm_grad_scanner(mol): + pcmobj.reset(mol) + e, v = pcmobj._get_vind(dm) + #return grad_elec(pcmobj, dm) + return grad_nuc(pcmobj) + grad_elec(pcmobj, dm) + + de = numpy.zeros([mol.natm, mol.natm, 3, 3]) + eps = 1e-3 + for ia in range(mol.natm): + for ix in range(3): + dv = numpy.zeros_like(coords) + dv[ia,ix] = eps + mol.set_geom_(coords + dv, unit='Bohr') + mol.build() + g0 = pcm_grad_scanner(mol) + + mol.set_geom_(coords - dv, unit='Bohr') + mol.build() + g1 = pcm_grad_scanner(mol) + de[ia,:,ix] = (g0 - g1)/2.0/eps + t1 = log.timer_debug1('solvent energy', *t1) + pcmobj.reset(pmol) + return de + +def grad_qv(pcmobj, mo_coeff, mo_occ, atmlst=None, verbose=None): + ''' + dv_solv / da + slow version with finite difference + ''' + log = logger.new_logger(pcmobj, verbose) + t1 = log.init_timer() + pmol = pcmobj.mol.copy() + mol = pmol.copy() + if atmlst is None: + atmlst = range(mol.natm) + nao, nmo = mo_coeff.shape + mocc = mo_coeff[:,mo_occ>0] + nocc = mocc.shape[1] + dm = cupy.dot(mocc, mocc.T) * 2 + coords = mol.atom_coords(unit='Bohr') + def pcm_vmat_scanner(mol): + pcmobj.reset(mol) + e, v = pcmobj._get_vind(dm) + return v + + vmat = cupy.zeros([len(atmlst), 3, nao, nocc]) + eps = 1e-3 + for i0, ia in enumerate(atmlst): + for ix in range(3): + dv = numpy.zeros_like(coords) + dv[ia,ix] = eps + mol.set_geom_(coords + dv, unit='Bohr') + mol.build() + vmat0 = pcm_vmat_scanner(mol) + + mol.set_geom_(coords - dv, unit='Bohr') + mol.build() + vmat1 = pcm_vmat_scanner(mol) + + grad_vmat = (vmat0 - vmat1)/2.0/eps + grad_vmat = contract("ij,jq->iq", grad_vmat, mocc) + grad_vmat = contract("iq,ip->pq", grad_vmat, mo_coeff) + vmat[i0,ix] = grad_vmat + t1 = log.timer_debug1('computing solvent grad veff', *t1) + pcmobj.reset(pmol) + return vmat + +def make_hess_object(hess_method): + ''' + return solvent hessian object + ''' + hess_method_class = hess_method.__class__ + class WithSolventHess(hess_method_class): + def __init__(self, hess_method): + self.__dict__.update(hess_method.__dict__) + self.de_solvent = None + self.de_solute = None + self._keys = self._keys.union(['de_solvent', 'de_solute']) + + def kernel(self, *args, dm=None, atmlst=None, **kwargs): + dm = kwargs.pop('dm', None) + if dm is None: + dm = self.base.make_rdm1(ao_repr=True) + is_equilibrium = self.base.with_solvent.equilibrium_solvation + self.base.with_solvent.equilibrium_solvation = True + self.de_solvent = hess_elec(self.base.with_solvent, dm, verbose=self.verbose) + #self.de_solvent+= hess_nuc(self.base.with_solvent) + self.de_solute = hess_method_class.kernel(self, *args, **kwargs) + self.de = self.de_solute + self.de_solvent + self.base.with_solvent.equilibrium_solvation = is_equilibrium + return self.de + + def make_h1(self, mo_coeff, mo_occ, chkfile=None, atmlst=None, verbose=None): + if atmlst is None: + atmlst = range(self.mol.natm) + h1ao = hess_method_class.make_h1(self, mo_coeff, mo_occ, atmlst=atmlst, verbose=verbose) + dv = grad_qv(self.base.with_solvent, mo_coeff, mo_occ, atmlst=atmlst, verbose=verbose) + for i0, ia in enumerate(atmlst): + h1ao[i0] += dv[i0] + return h1ao + + def _finalize(self): + # disable _finalize. It is called in grad_method.kernel method + # where self.de was not yet initialized. + pass + + return WithSolventHess(hess_method) + diff --git a/gpu4pyscf/solvent/pcm.py b/gpu4pyscf/solvent/pcm.py index fd3b36e4..e9634628 100644 --- a/gpu4pyscf/solvent/pcm.py +++ b/gpu4pyscf/solvent/pcm.py @@ -22,13 +22,13 @@ import cupy import cupyx.scipy as scipy from pyscf import lib -from pyscf.lib import logger from pyscf import gto, df from pyscf.dft import gen_grid from pyscf.data import radii from pyscf.solvent import ddcosmo from gpu4pyscf.solvent import _attach_solvent from gpu4pyscf.df import int3c2e +from gpu4pyscf.lib import logger libdft = lib.load_library('libdft') @@ -124,14 +124,15 @@ def gen_surface(mol, ng=302, vdw_scale=1.2): riJ = cupy.sum((atom_grid[:,None,:] - atom_coords[None,:,:])**2, axis=2)**0.5 diJ = (riJ - R_in_J) / R_sw_J diJ[:,ia] = 1.0 - diJ[diJ<1e-8] = 0.0 + diJ[diJ<1e-12] = 0.0 + fiJ = switch_h(diJ) w = unit_sphere[:,3] * 4.0 * PI swf = cupy.prod(fiJ, axis=1) idx = w*swf > 1e-16 - p0, p1 = p1, p1+sum(idx) + p0, p1 = p1, p1+sum(idx).get() gslice_by_atom.append([p0,p1]) grid_coords.append(atom_grid[idx,:3]) weights.append(w[idx]) @@ -301,34 +302,46 @@ def _get_vind(self, dms): K = self._intermediates['K'] R = self._intermediates['R'] - v_grids = self._get_v(dms) - b = cupy.dot(R, v_grids) - q = cupy.linalg.solve(K, b) + v_grids_e = self._get_v(dms) + v_grids = self.v_grids_n - v_grids_e - vK_1 = cupy.linalg.solve(K.T, v_grids) - q_sym = (q + cupy.dot(R.T, vK_1))/2.0 + b = cupy.dot(R, v_grids.T) + q = cupy.linalg.solve(K, b).T + + vK_1 = cupy.linalg.solve(K.T, v_grids.T) + qt = cupy.dot(R.T, vK_1).T + q_sym = (q + qt)/2.0 vmat = self._get_vmat(q_sym) - epcm = 0.5 * cupy.dot(q_sym, v_grids) + epcm = 0.5 * cupy.dot(v_grids[0], q_sym[0]) self._intermediates['K'] = K self._intermediates['R'] = R - self._intermediates['q'] = q - self._intermediates['q_sym'] = q_sym - self._intermediates['v_grids'] = v_grids + self._intermediates['q'] = q[0] + self._intermediates['q_sym'] = q_sym[0] + self._intermediates['v_grids'] = v_grids[0] - return epcm, vmat + return epcm, vmat[0] def _get_v(self, dms): ''' return electrostatic potential on surface ''' - v_grids_e = 2.0*int3c2e.get_j_int3c2e_pass1(self.intopt, dms[0]) - v_grids = self.v_grids_n - v_grids_e - return v_grids + nset = dms.shape[0] + ngrids = self.surface['grid_coords'].shape[0] + v_grids_e = cupy.empty([nset, ngrids]) + for i in range(nset): + v_grids_e[i] = 2.0*int3c2e.get_j_int3c2e_pass1(self.intopt, dms[i]) + return v_grids_e def _get_vmat(self, q): - return -int3c2e.get_j_int3c2e_pass2(self.intopt, q) + assert q.ndim == 2 + nset = q.shape[0] + nao = self.mol.nao + vmat = cupy.empty([nset, nao, nao]) + for i in range(nset): + vmat[i] = -int3c2e.get_j_int3c2e_pass2(self.intopt, q[i]) + return vmat def nuc_grad_method(self, grad_method): from gpu4pyscf.solvent.grad import pcm as pcm_grad @@ -340,5 +353,41 @@ def nuc_grad_method(self, grad_method): else: raise RuntimeError('Only SCF gradient is supported') - def Hessian(self): - raise NotImplementedError('not implemented yet') + def Hessian(self, hess_method): + from gpu4pyscf.solvent.hessian import pcm as pcm_hess + if self.frozen: + raise RuntimeError('Frozen solvent model is not supported') + from gpu4pyscf import scf + if isinstance(hess_method.base, scf.hf.RHF): + return pcm_hess.make_hess_object(hess_method) + else: + raise RuntimeError('Only SCF gradient is supported') + + def reset(self, mol=None): + self.surface = None + self.intopt = None + super().reset(mol) + return self + + def _B_dot_x(self, dms): + if not self._intermediates: + self.build() + + nao = dms.shape[-1] + dms = dms.reshape(-1,nao,nao) + + K = self._intermediates['K'] + R = self._intermediates['R'] + v_grids = -self._get_v(dms) + + b = cupy.dot(R, v_grids.T) + q = cupy.linalg.solve(K, b).T + + vK_1 = cupy.linalg.solve(K.T, v_grids.T) + qt = cupy.dot(R.T, vK_1).T + q_sym = (q + qt)/2.0 + + vmat = self._get_vmat(q_sym) + + return vmat + diff --git a/gpu4pyscf/solvent/tests/test_pcm_hessian.py b/gpu4pyscf/solvent/tests/test_pcm_hessian.py new file mode 100644 index 00000000..ff6074d4 --- /dev/null +++ b/gpu4pyscf/solvent/tests/test_pcm_hessian.py @@ -0,0 +1,100 @@ +# Copyright 2023 The GPU4PySCF Authors. All Rights Reserved. +# +# This program is free software: you can redistribute it and/or modify +# it under the terms of the GNU General Public License as published by +# the Free Software Foundation, either version 3 of the License, or +# (at your option) any later version. +# +# This program is distributed in the hope that it will be useful, +# but WITHOUT ANY WARRANTY; without even the implied warranty of +# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +# GNU General Public License for more details. +# +# You should have received a copy of the GNU General Public License +# along with this program. If not, see . + +import unittest +import numpy as np +from pyscf import gto +from gpu4pyscf import scf, dft +from gpu4pyscf.solvent import pcm +from gpu4pyscf.solvent.grad import pcm as pcm_grad + +def setUpModule(): + global mol, epsilon, lebedev_order, eps, xc, tol + mol = gto.Mole() + mol.atom = ''' +O 0.0000000000 -0.0000000000 0.1174000000 +H -0.7570000000 -0.0000000000 -0.4696000000 +H 0.7570000000 0.0000000000 -0.4696000000 + ''' + mol.basis = 'def2-tzvpp' + mol.output = '/dev/null' + mol.build(verbose=0) + epsilon = 78.3553 + lebedev_order = 29 + eps = 1e-3 + xc = 'B3LYP' + tol = 1e-3 + +def tearDownModule(): + global mol + mol.stdout.close() + del mol + +def _check_hessian(method='C-PCM', ix=0, iy=0): + pmol = mol.copy() + pmol.build() + + mf = dft.rks.RKS(pmol, xc=xc).density_fit().PCM() + mf.with_solvent.method = method + mf.with_solvent.eps = epsilon + mf.with_solvent.lebedev_order = lebedev_order + mf.conv_tol = 1e-12 + mf.grids.atom_grid = (99,590) + mf.verbose = 0 + mf.kernel() + + g = mf.nuc_grad_method() + g.auxbasis_response = True + g.kernel() + g_scanner = g.as_scanner() + + coords = pmol.atom_coords() + v = np.zeros_like(coords) + v[ix,iy] = eps + pmol.set_geom_(coords + v, unit='Bohr') + pmol.build() + _, g0 = g_scanner(pmol) + + pmol.set_geom_(coords - v, unit='Bohr') + pmol.build() + _, g1 = g_scanner(pmol) + + h_fd = (g0 - g1)/2.0/eps + pmol.set_geom_(coords, unit='Bohr') + pmol.build() + + hobj = mf.Hessian() + hobj.set(auxbasis_response=2) + h = hobj.kernel() + + print(f"analytical Hessian H({ix},{iy})") + print(h[ix,:,iy,:]) + print(f"finite different Hessian H({ix},{iy})") + print(h_fd) + print('Norm of diff', np.linalg.norm(h[ix,:,iy,:] - h_fd)) + assert(np.linalg.norm(h[ix,:,iy,:] - h_fd) < tol) + +class KnownValues(unittest.TestCase): + def test_hess_cpcm(self): + _check_hessian(method='C-PCM', ix=0, iy=0) + _check_hessian(method='C-PCM', ix=0, iy=1) + + def test_hess_iefpcm(self): + _check_hessian(method='IEF-PCM', ix=0, iy=0) + _check_hessian(method='IEF-PCM', ix=0, iy=1) + +if __name__ == "__main__": + print("Full Tests for Hessian of PCMs") + unittest.main() \ No newline at end of file