From ee8b82ba78678f8fd3a8d2a1304f68b351c75726 Mon Sep 17 00:00:00 2001 From: Lysithea <52808607+CaRoLZhangxy@users.noreply.github.com> Date: Fri, 1 Mar 2024 19:12:57 +0800 Subject: [PATCH] pt: add real atoms select in c++ interface (#3375) select real atoms may be merged in DeepPot class for both backends in the future. --------- Signed-off-by: Lysithea <52808607+CaRoLZhangxy@users.noreply.github.com> Signed-off-by: Jinzhe Zeng Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Jinzhe Zeng Co-authored-by: Han Wang <92130845+wanghan-iapcm@users.noreply.github.com> --- .../model/atomic_model/base_atomic_model.py | 1 + deepmd/pt/model/model/make_model.py | 1 - source/api_cc/include/DeepPotPT.h | 6 +- source/api_cc/include/common.h | 1 + source/api_cc/include/commonPT.h | 24 ----- source/api_cc/src/DeepPotPT.cc | 82 +++++++++++++----- source/api_cc/src/common.cc | 10 +++ source/api_cc/src/commonPT.cc | 23 ----- source/api_cc/tests/test_deeppot_pt.cc | 2 - source/tests/infer/deeppot_sea.pth | Bin 123025 -> 127249 bytes source/tests/infer/fparam_aparam.pth | Bin 108888 -> 109203 bytes 11 files changed, 74 insertions(+), 76 deletions(-) delete mode 100644 source/api_cc/include/commonPT.h delete mode 100644 source/api_cc/src/commonPT.cc diff --git a/deepmd/pt/model/atomic_model/base_atomic_model.py b/deepmd/pt/model/atomic_model/base_atomic_model.py index d6de3dfc88..f8b737b58e 100644 --- a/deepmd/pt/model/atomic_model/base_atomic_model.py +++ b/deepmd/pt/model/atomic_model/base_atomic_model.py @@ -54,6 +54,7 @@ def reinit_pair_exclude( # export public methods that are not abstract get_nsel = torch.jit.export(BaseAtomicModel_.get_nsel) get_nnei = torch.jit.export(BaseAtomicModel_.get_nnei) + get_ntypes = torch.jit.export(BaseAtomicModel_.get_ntypes) @torch.jit.export def get_model_def_script(self) -> str: diff --git a/deepmd/pt/model/model/make_model.py b/deepmd/pt/model/model/make_model.py index 98f0a18241..4f35acb60e 100644 --- a/deepmd/pt/model/model/make_model.py +++ b/deepmd/pt/model/model/make_model.py @@ -298,7 +298,6 @@ def output_type_cast( ) return model_ret - @torch.jit.export def format_nlist( self, extended_coord: torch.Tensor, diff --git a/source/api_cc/include/DeepPotPT.h b/source/api_cc/include/DeepPotPT.h index d50d338d33..a7fc910b46 100644 --- a/source/api_cc/include/DeepPotPT.h +++ b/source/api_cc/include/DeepPotPT.h @@ -1,10 +1,10 @@ // SPDX-License-Identifier: LGPL-3.0-or-later #pragma once +#include #include #include "DeepPot.h" -#include "commonPT.h" namespace deepmd { /** @@ -106,7 +106,7 @@ class DeepPotPT : public DeepPotBase { const std::vector& coord, const std::vector& atype, const std::vector& box, - // const int nghost, + const int nghost, const InputNlist& lmp_list, const int& ago, const std::vector& fparam = std::vector(), @@ -322,7 +322,7 @@ class DeepPotPT : public DeepPotBase { // copy neighbor list info from host torch::jit::script::Module module; double rcut; - NeighborListDataPT nlist_data; + NeighborListData nlist_data; int max_num_neighbors; int gpu_id; bool gpu_enabled; diff --git a/source/api_cc/include/common.h b/source/api_cc/include/common.h index 72382169f8..4743336e0c 100644 --- a/source/api_cc/include/common.h +++ b/source/api_cc/include/common.h @@ -32,6 +32,7 @@ struct NeighborListData { void shuffle(const deepmd::AtomMap& map); void shuffle_exclude_empty(const std::vector& fwd_map); void make_inlist(InputNlist& inlist); + void padding(); }; /** diff --git a/source/api_cc/include/commonPT.h b/source/api_cc/include/commonPT.h deleted file mode 100644 index 57ffd5b295..0000000000 --- a/source/api_cc/include/commonPT.h +++ /dev/null @@ -1,24 +0,0 @@ -// SPDX-License-Identifier: LGPL-3.0-or-later -#include - -#include -#include -#include -#include - -#include "neighbor_list.h" -namespace deepmd { -struct NeighborListDataPT { - /// Array stores the core region atom's index - std::vector ilist; - /// Array stores the core region atom's neighbor index - std::vector jlist; - /// Array stores the number of neighbors of core region atoms - std::vector numneigh; - /// Array stores the the location of the first neighbor of core region atoms - std::vector firstneigh; - - public: - void copy_from_nlist(const InputNlist& inlist, int& max_num_neighbors); -}; -} // namespace deepmd diff --git a/source/api_cc/src/DeepPotPT.cc b/source/api_cc/src/DeepPotPT.cc index 9514a9769c..919d690bed 100644 --- a/source/api_cc/src/DeepPotPT.cc +++ b/source/api_cc/src/DeepPotPT.cc @@ -4,6 +4,17 @@ #include "common.h" using namespace deepmd; +torch::Tensor createNlistTensor(const std::vector>& data) { + std::vector row_tensors; + + for (const auto& row : data) { + torch::Tensor row_tensor = torch::tensor(row, torch::kInt32).unsqueeze(0); + row_tensors.push_back(row_tensor); + } + + torch::Tensor tensor = torch::cat(row_tensors, 0).unsqueeze(0); + return tensor; +} DeepPotPT::DeepPotPT() : inited(false) {} DeepPotPT::DeepPotPT(const std::string& model, const int& gpu_rank, @@ -60,7 +71,7 @@ void DeepPotPT::init(const std::string& model, auto rcut_ = module.run_method("get_rcut").toDouble(); rcut = static_cast(rcut_); - ntypes = 0; + ntypes = module.run_method("get_ntypes").toInt(); ntypes_spin = 0; dfparam = module.run_method("get_dim_fparam").toInt(); daparam = module.run_method("get_dim_aparam").toInt(); @@ -78,6 +89,7 @@ void DeepPotPT::compute(ENERGYVTYPE& ener, const std::vector& coord, const std::vector& atype, const std::vector& box, + const int nghost, const InputNlist& lmp_list, const int& ago, const std::vector& fparam, @@ -86,7 +98,6 @@ void DeepPotPT::compute(ENERGYVTYPE& ener, if (!gpu_enabled) { device = torch::Device(torch::kCPU); } - std::vector coord_wrapped = coord; int natoms = atype.size(); auto options = torch::TensorOptions().dtype(torch::kFloat64); torch::ScalarType floatType = torch::kFloat64; @@ -96,18 +107,29 @@ void DeepPotPT::compute(ENERGYVTYPE& ener, } auto int_options = torch::TensorOptions().dtype(torch::kInt64); auto int32_options = torch::TensorOptions().dtype(torch::kInt32); + + // select real atoms + std::vector dcoord, dforce, aparam_, datom_energy, datom_virial; + std::vector datype, fwd_map, bkw_map; + int nghost_real, nall_real, nloc_real; + int nall = natoms; + select_real_atoms_coord(dcoord, datype, aparam_, nghost_real, fwd_map, + bkw_map, nall_real, nloc_real, coord, atype, aparam, + nghost, ntypes, 1, daparam, nall, aparam_nall); + std::cout << datype.size() << std::endl; + std::vector coord_wrapped = dcoord; at::Tensor coord_wrapped_Tensor = - torch::from_blob(coord_wrapped.data(), {1, natoms, 3}, options) + torch::from_blob(coord_wrapped.data(), {1, nall_real, 3}, options) .to(device); - std::vector atype_64(atype.begin(), atype.end()); + std::vector atype_64(datype.begin(), datype.end()); at::Tensor atype_Tensor = - torch::from_blob(atype_64.data(), {1, natoms}, int_options).to(device); + torch::from_blob(atype_64.data(), {1, nall_real}, int_options).to(device); if (ago == 0) { - nlist_data.copy_from_nlist(lmp_list, max_num_neighbors); + nlist_data.copy_from_nlist(lmp_list); + nlist_data.shuffle_exclude_empty(fwd_map); + nlist_data.padding(); } - at::Tensor firstneigh = - torch::from_blob(nlist_data.jlist.data(), - {1, lmp_list.inum, max_num_neighbors}, int32_options); + at::Tensor firstneigh = createNlistTensor(nlist_data.jlist); firstneigh_tensor = firstneigh.to(torch::kInt64).to(device); bool do_atom_virial_tensor = true; c10::optional optional_tensor; @@ -119,13 +141,13 @@ void DeepPotPT::compute(ENERGYVTYPE& ener, .to(device); } c10::optional aparam_tensor; - if (!aparam.empty()) { - aparam_tensor = - torch::from_blob(const_cast(aparam.data()), - {1, lmp_list.inum, - static_cast(aparam.size()) / lmp_list.inum}, - options) - .to(device); + if (!aparam_.empty()) { + aparam_tensor = torch::from_blob( + const_cast(aparam_.data()), + {1, lmp_list.inum, + static_cast(aparam_.size()) / lmp_list.inum}, + options) + .to(device); } c10::Dict outputs = module @@ -145,14 +167,15 @@ void DeepPotPT::compute(ENERGYVTYPE& ener, torch::Tensor flat_atom_energy_ = atom_energy_.toTensor().view({-1}).to(floatType); torch::Tensor cpu_atom_energy_ = flat_atom_energy_.to(torch::kCPU); - atom_energy.resize(natoms, 0.0); // resize to nall to be consistenet with TF. - atom_energy.assign( + datom_energy.resize(nall_real, + 0.0); // resize to nall to be consistenet with TF. + datom_energy.assign( cpu_atom_energy_.data_ptr(), cpu_atom_energy_.data_ptr() + cpu_atom_energy_.numel()); torch::Tensor flat_force_ = force_.toTensor().view({-1}).to(floatType); torch::Tensor cpu_force_ = flat_force_.to(torch::kCPU); - force.assign(cpu_force_.data_ptr(), - cpu_force_.data_ptr() + cpu_force_.numel()); + dforce.assign(cpu_force_.data_ptr(), + cpu_force_.data_ptr() + cpu_force_.numel()); torch::Tensor flat_virial_ = virial_.toTensor().view({-1}).to(floatType); torch::Tensor cpu_virial_ = flat_virial_.to(torch::kCPU); virial.assign(cpu_virial_.data_ptr(), @@ -160,9 +183,20 @@ void DeepPotPT::compute(ENERGYVTYPE& ener, torch::Tensor flat_atom_virial_ = atom_virial_.toTensor().view({-1}).to(floatType); torch::Tensor cpu_atom_virial_ = flat_atom_virial_.to(torch::kCPU); - atom_virial.assign( + datom_virial.assign( cpu_atom_virial_.data_ptr(), cpu_atom_virial_.data_ptr() + cpu_atom_virial_.numel()); + int nframes = 1; + // bkw map + force.resize(static_cast(nframes) * fwd_map.size() * 3); + atom_energy.resize(static_cast(nframes) * fwd_map.size()); + atom_virial.resize(static_cast(nframes) * fwd_map.size() * 9); + select_map(force, dforce, bkw_map, 3, nframes, fwd_map.size(), + nall_real); + select_map(atom_energy, datom_energy, bkw_map, 1, nframes, + fwd_map.size(), nall_real); + select_map(atom_virial, datom_virial, bkw_map, 9, nframes, + fwd_map.size(), nall_real); } template void DeepPotPT::compute>( std::vector& ener, @@ -173,6 +207,7 @@ template void DeepPotPT::compute>( const std::vector& coord, const std::vector& atype, const std::vector& box, + const int nghost, const InputNlist& lmp_list, const int& ago, const std::vector& fparam, @@ -186,6 +221,7 @@ template void DeepPotPT::compute>( const std::vector& coord, const std::vector& atype, const std::vector& box, + const int nghost, const InputNlist& lmp_list, const int& ago, const std::vector& fparam, @@ -353,7 +389,7 @@ void DeepPotPT::computew(std::vector& ener, const std::vector& fparam, const std::vector& aparam) { compute(ener, force, virial, atom_energy, atom_virial, coord, atype, box, - inlist, ago, fparam, aparam); + nghost, inlist, ago, fparam, aparam); } void DeepPotPT::computew(std::vector& ener, std::vector& force, @@ -369,7 +405,7 @@ void DeepPotPT::computew(std::vector& ener, const std::vector& fparam, const std::vector& aparam) { compute(ener, force, virial, atom_energy, atom_virial, coord, atype, box, - inlist, ago, fparam, aparam); + nghost, inlist, ago, fparam, aparam); } void DeepPotPT::computew_mixed_type(std::vector& ener, std::vector& force, diff --git a/source/api_cc/src/common.cc b/source/api_cc/src/common.cc index d2923c8d9e..f104433468 100644 --- a/source/api_cc/src/common.cc +++ b/source/api_cc/src/common.cc @@ -293,6 +293,16 @@ void deepmd::NeighborListData::shuffle_exclude_empty( ilist = new_ilist; jlist = new_jlist; } +void deepmd::NeighborListData::padding() { + size_t max_length = 0; + for (const auto& row : jlist) { + max_length = std::max(max_length, row.size()); + } + + for (int i = 0; i < jlist.size(); i++) { + jlist[i].resize(max_length, -1); + } +} void deepmd::NeighborListData::make_inlist(InputNlist& inlist) { int nloc = ilist.size(); diff --git a/source/api_cc/src/commonPT.cc b/source/api_cc/src/commonPT.cc deleted file mode 100644 index 4ed3b21fe8..0000000000 --- a/source/api_cc/src/commonPT.cc +++ /dev/null @@ -1,23 +0,0 @@ -// SPDX-License-Identifier: LGPL-3.0-or-later -#ifdef BUILD_PYTORCH -#include "commonPT.h" -using namespace deepmd; -void NeighborListDataPT::copy_from_nlist(const InputNlist& inlist, - int& max_num_neighbors) { - int inum = inlist.inum; - ilist.resize(inum); - numneigh.resize(inum); - memcpy(&ilist[0], inlist.ilist, inum * sizeof(int)); - int* max_element = std::max_element(inlist.numneigh, inlist.numneigh + inum); - max_num_neighbors = *max_element; - unsigned long nlist_size = (unsigned long)inum * max_num_neighbors; - jlist.resize(nlist_size); - jlist.assign(nlist_size, -1); - for (int ii = 0; ii < inum; ++ii) { - int jnum = inlist.numneigh[ii]; - numneigh[ii] = inlist.numneigh[ii]; - memcpy(&jlist[(unsigned long)ii * max_num_neighbors], inlist.firstneigh[ii], - jnum * sizeof(int)); - } -} -#endif diff --git a/source/api_cc/tests/test_deeppot_pt.cc b/source/api_cc/tests/test_deeppot_pt.cc index e0e90ac75c..cc30e606c0 100644 --- a/source/api_cc/tests/test_deeppot_pt.cc +++ b/source/api_cc/tests/test_deeppot_pt.cc @@ -402,7 +402,6 @@ TYPED_TEST(TestInferDeepPotAPt, cpu_lmp_nlist_2rc) { } TYPED_TEST(TestInferDeepPotAPt, cpu_lmp_nlist_type_sel) { - GTEST_SKIP() << "Skipping this test for unsupported"; using VALUETYPE = TypeParam; std::vector& coord = this->coord; std::vector& atype = this->atype; @@ -465,7 +464,6 @@ TYPED_TEST(TestInferDeepPotAPt, cpu_lmp_nlist_type_sel) { } TYPED_TEST(TestInferDeepPotAPt, cpu_lmp_nlist_type_sel_atomic) { - GTEST_SKIP() << "Skipping this test for unsupported"; using VALUETYPE = TypeParam; std::vector& coord = this->coord; std::vector& atype = this->atype; diff --git a/source/tests/infer/deeppot_sea.pth b/source/tests/infer/deeppot_sea.pth index 98aaa8a2ad0ccb1f462ff3475f28fea7d28e24fb..c830f0df9e8ea8f682876e56519ce7e1310056c8 100644 GIT binary patch delta 76243 zcmbSy1z1#D7dG7>-5}lFNJw{sq;w6<3>`Ak-6bg$~^+ z|L^{f&-TnYXRWo@yY{=*UVDJVF66|I$ThxTFe(fTjJdmulc}}0r6UkaO&|Ke)!Ytr z|KNd|J{I%=$lB7*&CbQy)XL7%9f%D;dd8%W40&PW=wj~9Edaz(M*QQRmj{TejP%F7 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